From 3edc6c7ef69f005351589781f6a7b1db0aede2c8 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Sun, 21 Sep 2025 01:41:36 +0200
Subject: [PATCH 01/82] FIX: Make widget blitting compatible with swapped
 canvas

---
 lib/matplotlib/backend_bases.py | 50 ++++++++++++++++++++++++++++
 lib/matplotlib/widgets.py       | 58 +++++++++++++++++++++++----------
 lib/matplotlib/widgets.pyi      |  1 +
 3 files changed, 92 insertions(+), 17 deletions(-)

diff --git a/lib/matplotlib/backend_bases.py b/lib/matplotlib/backend_bases.py
index fc7d651a6eb4..3c4495766913 100644
--- a/lib/matplotlib/backend_bases.py
+++ b/lib/matplotlib/backend_bases.py
@@ -1740,6 +1740,10 @@ class FigureCanvasBase:
 
     filetypes = _default_filetypes
 
+    # global counter to assign unique ids to blit backgrounds
+    # see _get_blit_background_id()
+    _last_blit_background_id = 0
+
     @_api.classproperty
     def supports_blit(cls):
         """If this Canvas sub-class supports blitting."""
@@ -1765,6 +1769,7 @@ def __init__(self, figure=None):
         # We don't want to scale up the figure DPI more than once.
         figure._original_dpi = figure.dpi
         self._device_pixel_ratio = 1
+        self._blit_backgrounds = {}
         super().__init__()  # Typically the GUI widget init (if any).
 
     callbacks = property(lambda self: self.figure._canvas_callbacks)
@@ -1840,6 +1845,51 @@ def is_saving(self):
     def blit(self, bbox=None):
         """Blit the canvas in bbox (default entire canvas)."""
 
+    @classmethod
+    def _get_blit_background_id(cls):
+        """
+        Get a globally unique id that can be used to store a blit background.
+
+        Blitting support is canvas-dependent, so blitting mechanisms should
+        store their backgrounds in the canvas, more precisely in
+        ``canvas._blit_backgrounds[id]``. The id must be obtained via this
+        function to ensure it is globally unique.
+
+        The content of ``canvas._blit_backgrounds[id]`` is not specified.
+        We leave this freedom to the blitting mechanism.
+
+        Blitting mechanisms must not expect that a background that they
+        have stored is still there at a later time. The canvas may have
+        been switched out, or we may add other mechanisms later that
+        invalidate blit backgrounds (e.g. dpi changes).
+        Therefore, always query as `_blit_backgrounds.get(id)` and be
+        prepared for a None return value.
+
+        Note: The blit background API is still experimental and may change
+        in the future without warning.
+        """
+        cls._last_blit_background_id += 1
+        return cls._last_blit_background_id
+
+    def _release_blit_background_id(self, bb_id):
+        """
+        Release a blit background id that is no longer needed.
+
+        This removes the respective entry from the internal storage, i.e.
+        the ``canvas._blit_backgrounds`` dict, and thus allows to free the
+        associated memory.
+
+        After releasing the id you must not use it anymore.
+
+        It is safe to release an id that has not been used with the canvas
+        or that has already been released.
+
+        Note: The blit background API is still experimental and may change
+        in the future without warning.
+        """
+        if bb_id in self._blit_backgrounds:
+            del self._blit_backgrounds[bb_id]
+
     def inaxes(self, xy):
         """
         Return the topmost visible `~.axes.Axes` containing the point *xy*.
diff --git a/lib/matplotlib/widgets.py b/lib/matplotlib/widgets.py
index 0410c4f03092..e5a60c1585ff 100644
--- a/lib/matplotlib/widgets.py
+++ b/lib/matplotlib/widgets.py
@@ -117,6 +117,11 @@ class AxesWidget(Widget):
     def __init__(self, ax):
         self.ax = ax
         self._cids = []
+        self._blit_background_id = None
+
+    def __del__(self):
+        if self._blit_background_id is not None:
+            self.canvas._release_blit_background_id(self._blit_background_id)
 
     canvas = property(
         lambda self: getattr(self.ax.get_figure(root=True), 'canvas', None)
@@ -155,6 +160,26 @@ def _set_cursor(self, cursor):
         """Update the canvas cursor."""
         self.ax.get_figure(root=True).canvas.set_cursor(cursor)
 
+    def _save_blit_background(self, background):
+        """
+        Save a blit background.
+
+        The background is stored on the canvas in a uniquely identifiable way.
+        It should be read back via `._load_blit_background`. Be prepared that
+        some events may invalidate the background, in which case
+        `._load_blit_background` will return None.
+
+        This currently allows at most one background per widget, which is
+        good enough for all existing widgets.
+        """
+        if self._blit_background_id is None:
+            self._blit_background_id = self.canvas._get_blit_background_id()
+        self.canvas._blit_backgrounds[self._blit_background_id] = background
+
+    def _load_blit_background(self):
+        """Load a blit background; may be None at any time."""
+        return self.canvas._blit_backgrounds.get(self._blit_background_id)
+
 
 class Button(AxesWidget):
     """
@@ -1063,7 +1088,6 @@ def __init__(self, ax, labels, actives=None, *, useblit=True,
             actives = [False] * len(labels)
 
         self._useblit = useblit and self.canvas.supports_blit
-        self._background = None
 
         ys = np.linspace(1, 0, len(labels)+2)[1:-1]
 
@@ -1110,7 +1134,7 @@ def _clear(self, event):
         """Internal event handler to clear the buttons."""
         if self.ignore(event) or self.canvas.is_saving():
             return
-        self._background = self.canvas.copy_from_bbox(self.ax.bbox)
+        self._save_blit_background(self.canvas.copy_from_bbox(self.ax.bbox))
         self.ax.draw_artist(self._checks)
 
     def _clicked(self, event):
@@ -1215,8 +1239,9 @@ def set_active(self, index, state=None):
 
         if self.drawon:
             if self._useblit:
-                if self._background is not None:
-                    self.canvas.restore_region(self._background)
+                background = self._load_blit_background()
+                if background is not None:
+                    self.canvas.restore_region(background)
                 self.ax.draw_artist(self._checks)
                 self.canvas.blit(self.ax.bbox)
             else:
@@ -1650,7 +1675,6 @@ def __init__(self, ax, labels, active=0, activecolor=None, *,
         ys = np.linspace(1, 0, len(labels) + 2)[1:-1]
 
         self._useblit = useblit and self.canvas.supports_blit
-        self._background = None
 
         label_props = _expand_text_props(label_props)
         self.labels = [
@@ -1692,7 +1716,7 @@ def _clear(self, event):
         """Internal event handler to clear the buttons."""
         if self.ignore(event) or self.canvas.is_saving():
             return
-        self._background = self.canvas.copy_from_bbox(self.ax.bbox)
+        self._save_blit_background(self.canvas.copy_from_bbox(self.ax.bbox))
         self.ax.draw_artist(self._buttons)
 
     def _clicked(self, event):
@@ -1785,8 +1809,9 @@ def set_active(self, index):
 
         if self.drawon:
             if self._useblit:
-                if self._background is not None:
-                    self.canvas.restore_region(self._background)
+                background = self._load_blit_background()
+                if background is not None:
+                    self.canvas.restore_region(background)
                 self.ax.draw_artist(self._buttons)
                 self.canvas.blit(self.ax.bbox)
             else:
@@ -1942,7 +1967,6 @@ def __init__(self, ax, *, horizOn=True, vertOn=True, useblit=False,
         self.lineh = ax.axhline(ax.get_ybound()[0], visible=False, **lineprops)
         self.linev = ax.axvline(ax.get_xbound()[0], visible=False, **lineprops)
 
-        self.background = None
         self.needclear = False
 
     def clear(self, event):
@@ -1950,7 +1974,7 @@ def clear(self, event):
         if self.ignore(event) or self.canvas.is_saving():
             return
         if self.useblit:
-            self.background = self.canvas.copy_from_bbox(self.ax.bbox)
+            self._save_blit_background(self.canvas.copy_from_bbox(self.ax.bbox))
 
     def onmove(self, event):
         """Internal event handler to draw the cursor when the mouse moves."""
@@ -1975,8 +1999,9 @@ def onmove(self, event):
             return
         # Redraw.
         if self.useblit:
-            if self.background is not None:
-                self.canvas.restore_region(self.background)
+            background = self._load_blit_background()
+            if background is not None:
+                self.canvas.restore_region(background)
             self.ax.draw_artist(self.linev)
             self.ax.draw_artist(self.lineh)
             self.canvas.blit(self.ax.bbox)
@@ -2137,8 +2162,6 @@ def __init__(self, ax, onselect=None, useblit=False, button=None,
         self._state_modifier_keys.update(state_modifier_keys or {})
         self._use_data_coordinates = use_data_coordinates
 
-        self.background = None
-
         if isinstance(button, Integral):
             self.validButtons = [button]
         else:
@@ -2194,7 +2217,7 @@ def update_background(self, event):
                 for artist in artists:
                     stack.enter_context(artist._cm_set(visible=False))
                 self.canvas.draw()
-            self.background = self.canvas.copy_from_bbox(self.ax.bbox)
+            self._save_blit_background(self.canvas.copy_from_bbox(self.ax.bbox))
         if needs_redraw:
             for artist in artists:
                 self.ax.draw_artist(artist)
@@ -2241,8 +2264,9 @@ def update(self):
                 self.ax.get_figure(root=True)._get_renderer() is None):
             return
         if self.useblit:
-            if self.background is not None:
-                self.canvas.restore_region(self.background)
+            background = self._load_blit_background()
+            if background is not None:
+                self.canvas.restore_region(background)
             else:
                 self.update_background(None)
             # We need to draw all artists, which are not included in the
diff --git a/lib/matplotlib/widgets.pyi b/lib/matplotlib/widgets.pyi
index f74b9c7f32bf..c936cbaf0d10 100644
--- a/lib/matplotlib/widgets.pyi
+++ b/lib/matplotlib/widgets.pyi
@@ -35,6 +35,7 @@ class Widget:
 class AxesWidget(Widget):
     ax: Axes
     def __init__(self, ax: Axes) -> None: ...
+    def __del__(self) -> None: ...
     @property
     def canvas(self) -> FigureCanvasBase | None: ...
     def connect_event(self, event: Event, callback: Callable) -> None: ...

From bec8b2b0775459c5661bf6356de437c15bc89698 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Fri, 26 Sep 2025 11:40:03 +0200
Subject: [PATCH 02/82] Support blitting with changing canvas in some widgets

Approach depends a bit on the widget, but generally:
- `self._useblit` only stores the flag passed to __init__
- canvas.supports_blit is checked dynamically when needed
- we sometimes have the property `sef.useblit`, which is the effective
value of flag and capability
- if animated artists are needed that state is set during
  __init__ based on the flag. This relies on the fact that
  the flag cannot be changed later, and that the value of
  "animated" does not play a role for drawing canvases without blit support.

Supported:
- Button
- _SelectorWidget
- SpanSelector
- ToolLineHandles
- ToolHandles
- RectangleSelector
- LassoSelector
- PolygonSelector

Not supported yet:
- CheckButtons
- RadioButtons
- Cursor
- MultiCursor
- Lasso
---
 lib/matplotlib/widgets.py  | 47 ++++++++++++++++++++++++--------------
 lib/matplotlib/widgets.pyi |  4 +++-
 2 files changed, 33 insertions(+), 18 deletions(-)

diff --git a/lib/matplotlib/widgets.py b/lib/matplotlib/widgets.py
index e5a60c1585ff..6a859e3df225 100644
--- a/lib/matplotlib/widgets.py
+++ b/lib/matplotlib/widgets.py
@@ -231,7 +231,7 @@ def __init__(self, ax, label, image=None,
                              horizontalalignment='center',
                              transform=ax.transAxes)
 
-        self._useblit = useblit and self.canvas.supports_blit
+        self._useblit = useblit
 
         self._observers = cbook.CallbackRegistry(signals=["clicked"])
 
@@ -265,7 +265,7 @@ def _motion(self, event):
         if not colors.same_color(c, self.ax.get_facecolor()):
             self.ax.set_facecolor(c)
             if self.drawon:
-                if self._useblit:
+                if self._useblit and self.canvas.supports_blit:
                     self.ax.draw_artist(self.ax)
                     self.canvas.blit(self.ax.bbox)
                 else:
@@ -1087,7 +1087,7 @@ def __init__(self, ax, labels, actives=None, *, useblit=True,
         if actives is None:
             actives = [False] * len(labels)
 
-        self._useblit = useblit and self.canvas.supports_blit
+        self._useblit = useblit and self.canvas.supports_blit  # TODO: make dynamic
 
         ys = np.linspace(1, 0, len(labels)+2)[1:-1]
 
@@ -1674,7 +1674,7 @@ def __init__(self, ax, labels, active=0, activecolor=None, *,
 
         ys = np.linspace(1, 0, len(labels) + 2)[1:-1]
 
-        self._useblit = useblit and self.canvas.supports_blit
+        self._useblit = useblit and self.canvas.supports_blit  # TODO: make dynamic
 
         label_props = _expand_text_props(label_props)
         self.labels = [
@@ -1960,7 +1960,7 @@ def __init__(self, ax, *, horizOn=True, vertOn=True, useblit=False,
         self.visible = True
         self.horizOn = horizOn
         self.vertOn = vertOn
-        self.useblit = useblit and self.canvas.supports_blit
+        self.useblit = useblit and self.canvas.supports_blit  # TODO: make dynamic
 
         if self.useblit:
             lineprops['animated'] = True
@@ -2069,6 +2069,7 @@ def __init__(self, canvas, axes, *, useblit=True, horizOn=False, vertOn=True,
         self.useblit = (
             useblit
             and all(canvas.supports_blit for canvas in self._canvas_infos))
+            # TODO: make dynamic
 
         if self.useblit:
             lineprops['animated'] = True
@@ -2153,7 +2154,7 @@ def __init__(self, ax, onselect=None, useblit=False, button=None,
             self.onselect = lambda *args: None
         else:
             self.onselect = onselect
-        self.useblit = useblit and self.canvas.supports_blit
+        self._useblit = useblit
         self.connect_default_events()
 
         self._state_modifier_keys = dict(move=' ', clear='escape',
@@ -2177,6 +2178,11 @@ def __init__(self, ax, onselect=None, useblit=False, button=None,
         self._prev_event = None
         self._state = set()
 
+    @property
+    def useblit(self):
+        """Return whether blitting is used (requested and supported by canvas)."""
+        return self._useblit and self.canvas.supports_blit
+
     def set_active(self, active):
         super().set_active(active)
         if active:
@@ -2599,7 +2605,14 @@ def __init__(self, ax, onselect, direction, *, minspan=0, useblit=False,
         if props is None:
             props = dict(facecolor='red', alpha=0.5)
 
-        props['animated'] = self.useblit
+        # Note: We set this based on the user setting during ínitialization,
+        #       not on the actual capability of blitting. But the value is
+        #       irrelevant if the backend does not support blitting, so that
+        #       we don't have to dynamically update this on the backend.
+        #       This relies on the current behavior that the request for
+        #       useblit is fixed during initialization and cannot be changed
+        #       afterwards.
+        props['animated'] = self._useblit
 
         self.direction = direction
         self._extents_on_press = None
@@ -2665,7 +2678,7 @@ def _setup_edge_handles(self, props):
         self._edge_handles = ToolLineHandles(self.ax, positions,
                                              direction=self.direction,
                                              line_props=props,
-                                             useblit=self.useblit)
+                                             useblit=self._useblit)
 
     @property
     def _handles_artists(self):
@@ -3239,7 +3252,7 @@ def __init__(self, ax, onselect=None, *, minspanx=0,
         if props is None:
             props = dict(facecolor='red', edgecolor='black',
                          alpha=0.2, fill=True)
-        props = {**props, 'animated': self.useblit}
+        props = {**props, 'animated': self._useblit}
         self._visible = props.pop('visible', self._visible)
         to_draw = self._init_shape(**props)
         self.ax.add_patch(to_draw)
@@ -3264,18 +3277,18 @@ def __init__(self, ax, onselect=None, *, minspanx=0,
             xc, yc = self.corners
             self._corner_handles = ToolHandles(self.ax, xc, yc,
                                                marker_props=self._handle_props,
-                                               useblit=self.useblit)
+                                               useblit=self._useblit)
 
             self._edge_order = ['W', 'S', 'E', 'N']
             xe, ye = self.edge_centers
             self._edge_handles = ToolHandles(self.ax, xe, ye, marker='s',
                                              marker_props=self._handle_props,
-                                             useblit=self.useblit)
+                                             useblit=self._useblit)
 
             xc, yc = self.center
             self._center_handle = ToolHandles(self.ax, [xc], [yc], marker='s',
                                               marker_props=self._handle_props,
-                                              useblit=self.useblit)
+                                              useblit=self._useblit)
 
             self._active_handle = None
 
@@ -3782,7 +3795,7 @@ def __init__(self, ax, onselect=None, *, useblit=True, props=None, button=None):
             **(props if props is not None else {}),
             # Note that self.useblit may be != useblit, if the canvas doesn't
             # support blitting.
-            'animated': self.useblit, 'visible': False,
+            'animated': self._useblit, 'visible': False,
         }
         line = Line2D([], [], **props)
         self.ax.add_line(line)
@@ -3906,7 +3919,7 @@ def __init__(self, ax, onselect=None, *, useblit=False,
 
         if props is None:
             props = dict(color='k', linestyle='-', linewidth=2, alpha=0.5)
-        props = {**props, 'animated': self.useblit}
+        props = {**props, 'animated': self._useblit}
         self._selection_artist = line = Line2D([], [], **props)
         self.ax.add_line(line)
 
@@ -3915,7 +3928,7 @@ def __init__(self, ax, onselect=None, *, useblit=False,
                                 markerfacecolor=props.get('color', 'k'))
         self._handle_props = handle_props
         self._polygon_handles = ToolHandles(self.ax, [], [],
-                                            useblit=self.useblit,
+                                            useblit=self._useblit,
                                             marker_props=self._handle_props)
 
         self._active_handle_idx = -1
@@ -3935,7 +3948,7 @@ def _get_bbox(self):
 
     def _add_box(self):
         self._box = RectangleSelector(self.ax,
-                                      useblit=self.useblit,
+                                      useblit=self._useblit,
                                       grab_range=self.grab_range,
                                       handle_props=self._box_handle_props,
                                       props=self._box_props,
@@ -4215,7 +4228,7 @@ class Lasso(AxesWidget):
     def __init__(self, ax, xy, callback, *, useblit=True, props=None):
         super().__init__(ax)
 
-        self.useblit = useblit and self.canvas.supports_blit
+        self.useblit = useblit and self.canvas.supports_blit  # TODO: Make dynamic
         if self.useblit:
             self.background = self.canvas.copy_from_bbox(self.ax.bbox)
 
diff --git a/lib/matplotlib/widgets.pyi b/lib/matplotlib/widgets.pyi
index c936cbaf0d10..2f34255d625c 100644
--- a/lib/matplotlib/widgets.pyi
+++ b/lib/matplotlib/widgets.pyi
@@ -273,7 +273,7 @@ class MultiCursor(Widget):
 
 class _SelectorWidget(AxesWidget):
     onselect: Callable[[float, float], Any]
-    useblit: bool
+    _useblit: bool
     background: Any
     validButtons: list[MouseButton]
     def __init__(
@@ -285,6 +285,8 @@ class _SelectorWidget(AxesWidget):
         state_modifier_keys: dict[str, str] | None = ...,
         use_data_coordinates: bool = ...,
     ) -> None: ...
+    @property
+    def useblit(self) -> bool: ...
     def update_background(self, event: Event) -> None: ...
     def connect_default_events(self) -> None: ...
     def ignore(self, event: Event) -> bool: ...

From 6e13c086c8893d26954a2337d6ddcecd25e69566 Mon Sep 17 00:00:00 2001
From: Greg Lucas <greg.m.lucas@gmail.com>
Date: Wed, 26 Mar 2025 19:57:10 -0600
Subject: [PATCH 03/82] Backport PR #29810: Declare free-threaded support in
 MacOS backend extension

---
 src/_macosx.m | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/src/_macosx.m b/src/_macosx.m
index c8e2cea43863..1372157bc80d 100755
--- a/src/_macosx.m
+++ b/src/_macosx.m
@@ -1895,6 +1895,9 @@ - (void)flagsChanged:(NSEvent *)event
         Py_XDECREF(m);
         return NULL;
     }
+#ifdef Py_GIL_DISABLED
+    PyUnstable_Module_SetGIL(m, Py_MOD_GIL_NOT_USED);
+#endif
     return m;
 }
 

From a76759397c40b09d18a13b0ea4d4d993bcbd40ee Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Wed, 22 Oct 2025 22:36:37 +0200
Subject: [PATCH 04/82] Backport PR #30672: Use pathlib.Path instead of
 matplotlib.path.Path in text.pyi

---
 lib/matplotlib/text.pyi | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/lib/matplotlib/text.pyi b/lib/matplotlib/text.pyi
index d65a3dc4c7da..fc1ab1c416cf 100644
--- a/lib/matplotlib/text.pyi
+++ b/lib/matplotlib/text.pyi
@@ -2,7 +2,7 @@ from .artist import Artist
 from .backend_bases import RendererBase
 from .font_manager import FontProperties
 from .offsetbox import DraggableAnnotation
-from .path import Path
+from pathlib import Path
 from .patches import FancyArrowPatch, FancyBboxPatch
 from .textpath import (  # noqa: F401, reexported API
     TextPath as TextPath,

From b843483d308ce1f8bb94e1449bdb2b77da9a327c Mon Sep 17 00:00:00 2001
From: Elliott Sales de Andrade <quantum.analyst@gmail.com>
Date: Tue, 21 Oct 2025 03:55:51 -0400
Subject: [PATCH 05/82] Backport PR #30657: Fix `AttributeError: module 'gi'
 has no attribute 'require_version'`

---
 lib/matplotlib/backends/backend_gtk3.py | 4 ++--
 lib/matplotlib/backends/backend_gtk4.py | 5 +++--
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/lib/matplotlib/backends/backend_gtk3.py b/lib/matplotlib/backends/backend_gtk3.py
index 888f5a770f5d..c27b57e36a0a 100644
--- a/lib/matplotlib/backends/backend_gtk3.py
+++ b/lib/matplotlib/backends/backend_gtk3.py
@@ -10,14 +10,14 @@
     CloseEvent, KeyEvent, LocationEvent, MouseEvent, ResizeEvent)
 
 try:
-    import gi
+    from gi import require_version as gi_require_version
 except ImportError as err:
     raise ImportError("The GTK3 backends require PyGObject") from err
 
 try:
     # :raises ValueError: If module/version is already loaded, already
     # required, or unavailable.
-    gi.require_version("Gtk", "3.0")
+    gi_require_version("Gtk", "3.0")
 except ValueError as e:
     # in this case we want to re-raise as ImportError so the
     # auto-backend selection logic correctly skips.
diff --git a/lib/matplotlib/backends/backend_gtk4.py b/lib/matplotlib/backends/backend_gtk4.py
index cd38968779ed..e3d3548c1cd1 100644
--- a/lib/matplotlib/backends/backend_gtk4.py
+++ b/lib/matplotlib/backends/backend_gtk4.py
@@ -9,19 +9,20 @@
     KeyEvent, LocationEvent, MouseEvent, ResizeEvent, CloseEvent)
 
 try:
-    import gi
+    from gi import require_version as gi_require_version
 except ImportError as err:
     raise ImportError("The GTK4 backends require PyGObject") from err
 
 try:
     # :raises ValueError: If module/version is already loaded, already
     # required, or unavailable.
-    gi.require_version("Gtk", "4.0")
+    gi_require_version("Gtk", "4.0")
 except ValueError as e:
     # in this case we want to re-raise as ImportError so the
     # auto-backend selection logic correctly skips.
     raise ImportError(e) from e
 
+import gi
 from gi.repository import Gio, GLib, Gtk, Gdk, GdkPixbuf
 from . import _backend_gtk
 from ._backend_gtk import (  # noqa: F401 # pylint: disable=W0611

From c57123f2dc895ee24893d33724d6765769d86b85 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Mon, 27 Oct 2025 17:58:20 +0100
Subject: [PATCH 06/82] Backport PR #30687: DOC: Fix pip link

---
 doc/install/dependencies.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/install/dependencies.rst b/doc/install/dependencies.rst
index 95d170a06b00..4a2ace7f9883 100644
--- a/doc/install/dependencies.rst
+++ b/doc/install/dependencies.rst
@@ -220,7 +220,7 @@ Build dependencies
 Python
 ------
 
-``pip`` normally builds packages using :external+pip:doc:`build isolation <reference/build-system/pyproject-toml>`,
+``pip`` normally builds packages using :external+pip:doc:`build isolation <reference/build-system>`,
 which means that ``pip`` installs the dependencies listed here for the
 duration of the build process. However, build isolation is disabled via the the
 :external+pip:ref:`--no-build-isolation <install_--no-build-isolation>` flag

From 72a01fe0e3611402dbc73d0e1236ef5397707b11 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Mon, 27 Oct 2025 17:58:20 +0100
Subject: [PATCH 07/82] Backport PR #30687: DOC: Fix pip link

---
 doc/install/dependencies.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/install/dependencies.rst b/doc/install/dependencies.rst
index 95d170a06b00..4a2ace7f9883 100644
--- a/doc/install/dependencies.rst
+++ b/doc/install/dependencies.rst
@@ -220,7 +220,7 @@ Build dependencies
 Python
 ------
 
-``pip`` normally builds packages using :external+pip:doc:`build isolation <reference/build-system/pyproject-toml>`,
+``pip`` normally builds packages using :external+pip:doc:`build isolation <reference/build-system>`,
 which means that ``pip`` installs the dependencies listed here for the
 duration of the build process. However, build isolation is disabled via the the
 :external+pip:ref:`--no-build-isolation <install_--no-build-isolation>` flag

From c1feb9dbfce97114e7b837145dc44ded2df42393 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Wed, 29 Oct 2025 00:50:48 +0100
Subject: [PATCH 08/82] Backport PR #30698: BLD: update trove metadata to
 support py3.14

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index 25f4ce8d4948..23c441b52c9c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,6 +20,7 @@ classifiers=[
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
     "Topic :: Scientific/Engineering :: Visualization",
 ]
 

From da641b3ed334b087bf6ef226cd89f6d6bf16ac19 Mon Sep 17 00:00:00 2001
From: Elliott Sales de Andrade <quantum.analyst@gmail.com>
Date: Tue, 28 Oct 2025 21:05:25 -0400
Subject: [PATCH 09/82] Backport PR #30624: TST: Increase tolerances for
 Ghostscript 10.06

---
 lib/matplotlib/tests/test_bbox_tight.py | 2 +-
 lib/matplotlib/tests/test_image.py      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/lib/matplotlib/tests/test_bbox_tight.py b/lib/matplotlib/tests/test_bbox_tight.py
index 7a2809931757..9965c914daa4 100644
--- a/lib/matplotlib/tests/test_bbox_tight.py
+++ b/lib/matplotlib/tests/test_bbox_tight.py
@@ -108,7 +108,7 @@ def test_bbox_inches_tight_clipping():
     plt.gcf().artists.append(patch)
 
 
-@image_comparison(['bbox_inches_tight_raster'],
+@image_comparison(['bbox_inches_tight_raster'], tol=0.15,  # For Ghostscript 10.06+.
                   remove_text=True, savefig_kwarg={'bbox_inches': 'tight'})
 def test_bbox_inches_tight_raster():
     """Test rasterization with tight_layout"""
diff --git a/lib/matplotlib/tests/test_image.py b/lib/matplotlib/tests/test_image.py
index 5373ed121560..0d1d30291328 100644
--- a/lib/matplotlib/tests/test_image.py
+++ b/lib/matplotlib/tests/test_image.py
@@ -37,7 +37,7 @@ def test_alpha_interp():
     axr.imshow(img, interpolation="bilinear")
 
 
-@image_comparison(['interp_nearest_vs_none'],
+@image_comparison(['interp_nearest_vs_none'], tol=3.7,  # For Ghostscript 10.06+.
                   extensions=['pdf', 'svg'], remove_text=True)
 def test_interp_nearest_vs_none():
     """Test the effect of "nearest" and "none" interpolation"""

From 5b8e219d70f1daa443330eb6a5a6211506b37362 Mon Sep 17 00:00:00 2001
From: Elliott Sales de Andrade <quantum.analyst@gmail.com>
Date: Sat, 16 Nov 2024 04:22:48 -0500
Subject: [PATCH 10/82] TST: Run macosx backends in a subprocess

In the macosx backend, `event_loop_is_running` returns true after
`lazy_init` is called, which happens in the `new` constructor for _any_
class. This means it is "running" as soon as a figure is created, and
this will block any other backend tests.
---
 lib/matplotlib/tests/test_backend_macosx.py | 45 +++++++++++++++------
 1 file changed, 32 insertions(+), 13 deletions(-)

diff --git a/lib/matplotlib/tests/test_backend_macosx.py b/lib/matplotlib/tests/test_backend_macosx.py
index 8e50ddf84024..fe4c9a6fba3c 100644
--- a/lib/matplotlib/tests/test_backend_macosx.py
+++ b/lib/matplotlib/tests/test_backend_macosx.py
@@ -1,18 +1,18 @@
 import os
+from pathlib import Path
 
 import pytest
 from unittest import mock
 
 import matplotlib as mpl
 import matplotlib.pyplot as plt
-try:
-    from matplotlib.backends import _macosx
-except ImportError:
-    pytest.skip("These are mac only tests", allow_module_level=True)
+from matplotlib.testing import subprocess_run_helper
 
 
-@pytest.mark.backend('macosx')
-def test_cached_renderer():
+_test_timeout = 60
+
+
+def _test_cached_renderer():
     # Make sure that figures have an associated renderer after
     # a fig.canvas.draw() call
     fig = plt.figure(1)
@@ -24,8 +24,14 @@ def test_cached_renderer():
     assert fig.canvas.get_renderer()._renderer is not None
 
 
-@pytest.mark.backend('macosx')
-def test_savefig_rcparam(monkeypatch, tmp_path):
+@pytest.mark.backend('macosx', skip_on_importerror=True)
+def test_cached_renderer():
+    subprocess_run_helper(_test_cached_renderer, timeout=_test_timeout,
+                          extra_env={"MPLBACKEND": "macosx"})
+
+
+def _test_savefig_rcparam():
+    tmp_path = Path(os.environ["TEST_SAVEFIG_PATH"])
 
     def new_choose_save_file(title, directory, filename):
         # Replacement function instead of opening a GUI window
@@ -34,9 +40,10 @@ def new_choose_save_file(title, directory, filename):
         os.makedirs(f"{directory}/test")
         return f"{directory}/test/{filename}"
 
-    monkeypatch.setattr(_macosx, "choose_save_file", new_choose_save_file)
     fig = plt.figure()
-    with mpl.rc_context({"savefig.directory": tmp_path}):
+    with (mock.patch("matplotlib.backends._macosx.choose_save_file",
+                     new_choose_save_file),
+          mpl.rc_context({"savefig.directory": tmp_path})):
         fig.canvas.toolbar.save_figure()
         # Check the saved location got created
         save_file = f"{tmp_path}/test/{fig.canvas.get_default_filename()}"
@@ -47,14 +54,20 @@ def new_choose_save_file(title, directory, filename):
         assert mpl.rcParams["savefig.directory"] == f"{tmp_path}/test"
 
 
-@pytest.mark.backend('macosx')
+@pytest.mark.backend('macosx', skip_on_importerror=True)
+def test_savefig_rcparam(tmp_path):
+    subprocess_run_helper(
+        _test_savefig_rcparam, timeout=_test_timeout,
+        extra_env={"MPLBACKEND": "macosx", "TEST_SAVEFIG_PATH": tmp_path})
+
+
+@pytest.mark.backend('macosx', skip_on_importerror=True)
 def test_ipython():
     from matplotlib.testing import ipython_in_subprocess
     ipython_in_subprocess("osx", {(8, 24): "macosx", (7, 0): "MacOSX"})
 
 
-@pytest.mark.backend('macosx')
-def test_save_figure_return():
+def _test_save_figure_return():
     fig, ax = plt.subplots()
     ax.imshow([[1]])
     prop = "matplotlib.backends._macosx.choose_save_file"
@@ -65,3 +78,9 @@ def test_save_figure_return():
     with mock.patch(prop, return_value=None):
         fname = fig.canvas.manager.toolbar.save_figure()
         assert fname is None
+
+
+@pytest.mark.backend('macosx', skip_on_importerror=True)
+def test_save_figure_return():
+    subprocess_run_helper(_test_save_figure_return, timeout=_test_timeout,
+                          extra_env={"MPLBACKEND": "macosx"})

From 134000ba19a4354da2ad1084627039e05c936754 Mon Sep 17 00:00:00 2001
From: Greg Lucas <greg.m.lucas@gmail.com>
Date: Fri, 31 Oct 2025 06:09:02 -0600
Subject: [PATCH 11/82] Merge pull request #30697 from
 ngoldbaum/fix-plotting-on-worker-threads

BUG: raise when creating a MacOS FigureManager outside the main thread
(cherry picked from commit 94def4ee50ce92ce96461f269e0c79c188588610)
---
 lib/matplotlib/tests/test_backend_macosx.py | 23 +++++++++++++++++++++
 src/_macosx.m                               | 10 +++++++++
 2 files changed, 33 insertions(+)

diff --git a/lib/matplotlib/tests/test_backend_macosx.py b/lib/matplotlib/tests/test_backend_macosx.py
index fe4c9a6fba3c..0648e43cde94 100644
--- a/lib/matplotlib/tests/test_backend_macosx.py
+++ b/lib/matplotlib/tests/test_backend_macosx.py
@@ -1,4 +1,5 @@
 import os
+import threading
 from pathlib import Path
 
 import pytest
@@ -84,3 +85,25 @@ def _test_save_figure_return():
 def test_save_figure_return():
     subprocess_run_helper(_test_save_figure_return, timeout=_test_timeout,
                           extra_env={"MPLBACKEND": "macosx"})
+
+
+def _test_create_figure_on_worker_thread_fails():
+    def create_figure():
+        warn_msg = "Matplotlib GUI outside of the main thread will likely fail."
+        err_msg = "Cannot create a GUI FigureManager outside the main thread"
+        with pytest.warns(UserWarning, match=warn_msg):
+            with pytest.raises(RuntimeError, match=err_msg):
+                plt.gcf()
+
+    worker = threading.Thread(target=create_figure)
+    worker.start()
+    worker.join()
+
+
+@pytest.mark.backend('macosx', skip_on_importerror=True)
+def test_create_figure_on_worker_thread_fails():
+    subprocess_run_helper(
+        _test_create_figure_on_worker_thread_fails,
+        timeout=_test_timeout,
+        extra_env={"MPLBACKEND": "macosx"}
+    )
diff --git a/src/_macosx.m b/src/_macosx.m
index 1372157bc80d..fcc221cf6fd5 100755
--- a/src/_macosx.m
+++ b/src/_macosx.m
@@ -580,6 +580,16 @@ bool mpl_check_modifier(bool present, PyObject* list, char const* name)
 static PyObject*
 FigureManager_new(PyTypeObject *type, PyObject *args, PyObject *kwds)
 {
+    if (![NSThread isMainThread]) {
+        PyErr_SetString(
+            PyExc_RuntimeError,
+            "Cannot create a GUI FigureManager outside the main thread "
+            "using the MacOS backend. Use a non-interactive "
+            "backend like 'agg' to make plots on worker threads."
+        );
+        return NULL;
+    }
+
     lazy_init();
     Window* window = [Window alloc];
     if (!window) { return NULL; }

From d300769285e2c920804134e40ec83837eabe16d8 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Sun, 2 Nov 2025 15:49:16 +0100
Subject: [PATCH 12/82] Backport PR #30714: FIX: Gracefully handle numpy arrays
 as input to check_in_list()

---
 lib/matplotlib/_api/__init__.py  | 16 +++++++++++++++-
 lib/matplotlib/tests/test_api.py |  5 +++++
 2 files changed, 20 insertions(+), 1 deletion(-)

diff --git a/lib/matplotlib/_api/__init__.py b/lib/matplotlib/_api/__init__.py
index 22b58b62ff8e..1fc1aeb49e8f 100644
--- a/lib/matplotlib/_api/__init__.py
+++ b/lib/matplotlib/_api/__init__.py
@@ -106,6 +106,9 @@ def check_in_list(values, /, *, _print_supported_values=True, **kwargs):
     ----------
     values : iterable
         Sequence of values to check on.
+
+        Note: All values must support == comparisons.
+        This means in particular the entries must not be numpy arrays.
     _print_supported_values : bool, default: True
         Whether to print *values* when raising ValueError.
     **kwargs : dict
@@ -123,7 +126,18 @@ def check_in_list(values, /, *, _print_supported_values=True, **kwargs):
     if not kwargs:
         raise TypeError("No argument to check!")
     for key, val in kwargs.items():
-        if val not in values:
+        try:
+            exists = val in values
+        except ValueError:
+            # `in` internally uses `val == values[i]`. There are some objects
+            # that do not support == to arbitrary other objects, in particular
+            # numpy arrays.
+            # Since such objects are not allowed in values, we can gracefully
+            # handle the case that val (typically provided by users) is of such
+            # type and directly state it's not in the list instead of letting
+            # the individual `val == values[i]` ValueError surface.
+            exists = False
+        if not exists:
             msg = f"{val!r} is not a valid value for {key}"
             if _print_supported_values:
                 msg += f"; supported values are {', '.join(map(repr, values))}"
diff --git a/lib/matplotlib/tests/test_api.py b/lib/matplotlib/tests/test_api.py
index f04604c14cce..81b7f9cdc96c 100644
--- a/lib/matplotlib/tests/test_api.py
+++ b/lib/matplotlib/tests/test_api.py
@@ -150,3 +150,8 @@ def f() -> None:
 def test_empty_check_in_list() -> None:
     with pytest.raises(TypeError, match="No argument to check!"):
         _api.check_in_list(["a"])
+
+
+def test_check_in_list_numpy() -> None:
+    with pytest.raises(ValueError, match=r"array\(5\) is not a valid value"):
+        _api.check_in_list(['a', 'b'], value=np.array(5))

From 86b38d3f29aa2af2ddcbd1895433117caa0fba47 Mon Sep 17 00:00:00 2001
From: Kyle Sunden <git@ksunden.space>
Date: Wed, 12 Nov 2025 19:45:06 -0600
Subject: [PATCH 13/82] Github stats v3.10.8

---
 doc/users/github_stats.rst                    | 55 +++++++-------
 .../prev_whats_new/github_stats_3.10.7.rst    | 74 +++++++++++++++++++
 2 files changed, 103 insertions(+), 26 deletions(-)
 create mode 100644 doc/users/prev_whats_new/github_stats_3.10.7.rst

diff --git a/doc/users/github_stats.rst b/doc/users/github_stats.rst
index c40bedb4cb5b..8d93759ac756 100644
--- a/doc/users/github_stats.rst
+++ b/doc/users/github_stats.rst
@@ -1,19 +1,18 @@
 .. _github-stats:
 
-GitHub statistics for 3.10.7 (Oct 08, 2025)
+GitHub statistics for 3.10.8 (Nov 12, 2025)
 ===========================================
 
-GitHub statistics for 2024/12/14 (tag: v3.10.0) - 2025/10/08
+GitHub statistics for 2024/12/14 (tag: v3.10.0) - 2025/11/12
 
 These lists are automatically generated, and may be incomplete or contain duplicates.
 
 We closed 4 issues and merged 16 pull requests.
-The full list can be seen `on GitHub <https://github.com/matplotlib/matplotlib/milestone/105?closed=1>`__
+The full list can be seen `on GitHub <https://github.com/matplotlib/matplotlib/milestone/106?closed=1>`__
 
-The following 32 authors contributed 422 commits.
+The following 35 authors contributed 445 commits.
 
 * Aasma Gupta
-* AASMA GUPTA
 * Antony Lee
 * Christine P. Chai
 * David Stansby
@@ -22,6 +21,7 @@ The following 32 authors contributed 422 commits.
 * G.D. McBain
 * Greg Lucas
 * hannah
+* heinrich5991
 * hu-xiaonan
 * Ian Thomas
 * Inês Cachola
@@ -29,19 +29,22 @@ The following 32 authors contributed 422 commits.
 * Jouni K. Seppänen
 * Khushi_29
 * Kyle Sunden
+* Lucas Gruwez
 * Lumberbot (aka Jack)
 * N R Navaneet
 * Nathan G. Wiseman
+* Nathan Goldbaum
+* Nick Coish
 * Oscar Gustafsson
 * Praful Gulani
 * Qian Zhang
+* Rafael Katri
 * Raphael Erik Hviding
 * Roman
 * Ruth Comer
 * saikarna913
 * Scott Shambaugh
 * Thomas A Caswell
-* Tim Heap
 * Tim Hoffmann
 * Trygve Magnus Ræder
 
@@ -49,29 +52,29 @@ GitHub issues and pull requests:
 
 Pull Requests (16):
 
-* :ghpull:`30628`: Backport PR #30626 on branch v3.10.x (MNT: Fix new F401 unused imports warnings)
-* :ghpull:`30626`: MNT: Fix new F401 unused imports warnings
-* :ghpull:`30589`: Backport PR #29745: Use PEP8 style method and function names from
-* :ghpull:`30614`: Backport PR #30612 on branch v3.10.x (MNT: update black pin)
-* :ghpull:`30612`: MNT: update black pin
-* :ghpull:`30572`: Backport PR #30571 on branch v3.10.x (CI: remove macos13)
-* :ghpull:`30571`: CI: remove macos13
-* :ghpull:`30570`: Backport PR #30558 on branch v3.10.x (Fix stubtest with mypy 18)
-* :ghpull:`30558`: Fix stubtest with mypy 18
-* :ghpull:`30540`: Backport PR #30539 on branch v3.10.x (Fix scale_unit/scale_units typo in quiver docs)
-* :ghpull:`30539`: Fix scale_unit/scale_units typo in quiver docs
-* :ghpull:`30518`: Backport PR #30497 on branch v3.10.x (TST: Use a temporary directory for test_save_figure_return)
-* :ghpull:`30497`: TST: Use a temporary directory for test_save_figure_return
-* :ghpull:`30506`: Backport PR #30490 on branch v3.10.x (Fix SVG rendering error in def update_background)
-* :ghpull:`30490`: Fix SVG rendering error in def update_background
-* :ghpull:`30494`: Backport PR #30492 on branch v3.10.x (DOC: pytz link should be from PyPI)
+* :ghpull:`30717`: Backport PR #30714 on branch v3.10.x (FIX: Gracefully handle numpy arrays as input to check_in_list())
+* :ghpull:`30714`: FIX: Gracefully handle numpy arrays as input to check_in_list()
+* :ghpull:`30560`: Consistent zoom boxes
+* :ghpull:`30711`: Backport PR #30697 on branch v3.10.x (BUG: raise when creating a MacOS FigureManager outside the main thread)
+* :ghpull:`30697`: BUG: raise when creating a MacOS FigureManager outside the main thread
+* :ghpull:`30656`: Backport PR #29810 on branch v3.10.x (Declare free-threaded support in MacOS backend extension)
+* :ghpull:`30702`: Backport PR #30624 on branch v3.10.x (TST: Increase tolerances for Ghostscript 10.06)
+* :ghpull:`30700`: Backport PR #30698 on branch v3.10.x (BLD: update trove metadata to support py3.14)
+* :ghpull:`30624`: TST: Increase tolerances for Ghostscript 10.06
+* :ghpull:`30698`: BLD: update trove metadata to support py3.14
+* :ghpull:`30688`: Backport PR #30687 on branch v3.10.x (DOC: Fix pip link)
+* :ghpull:`30675`: Backport PR #30657 on branch v3.10.x (Fix AttributeError: module 'gi' has no attribute 'require_version')
+* :ghpull:`30674`: Backport PR #30672 on branch v3.10.x (Use pathlib.Path instead of matplotlib.path.Path in text.pyi)
+* :ghpull:`30672`: Use pathlib.Path instead of matplotlib.path.Path in text.pyi
+* :ghpull:`30657`: Fix ``AttributeError: module 'gi' has no attribute 'require_version'``
+* :ghpull:`29810`: Declare free-threaded support in MacOS backend extension
 
 Issues (4):
 
-* :ghissue:`30611`: [MNT]: black version
-* :ghissue:`30551`: [Bug]: Mypy stubtest failure on disjoint_base
-* :ghissue:`30493`: [Bug]: test_save_figure_return seems flaky
-* :ghissue:`30485`: [Bug]: figures with SpanSelector(..., useblit=True) can't be saved to SVG or PDF
+* :ghissue:`30706`: [Bug]: Axes.grouped_bar() with non-string orientation (e.g., NumPy array) raises ambiguous truth-value error instead of clean ValueError
+* :ghissue:`30666`: [Bug]: calling pyplot.gca() outside the main thread crashes the interpreter with the MacOS backend
+* :ghissue:`30669`: [Bug]: Type hint for fontproperties keyword in text.pyi is wrong
+* :ghissue:`30654`: [Bug]: error plotting: AttributeError: module 'gi' has no attribute 'require_version'
 
 
 Previous GitHub statistics
diff --git a/doc/users/prev_whats_new/github_stats_3.10.7.rst b/doc/users/prev_whats_new/github_stats_3.10.7.rst
new file mode 100644
index 000000000000..8c12e4050219
--- /dev/null
+++ b/doc/users/prev_whats_new/github_stats_3.10.7.rst
@@ -0,0 +1,74 @@
+.. _github-stats_3-10-7:
+
+GitHub statistics for 3.10.7 (Oct 08, 2025)
+===========================================
+
+GitHub statistics for 2024/12/14 (tag: v3.10.0) - 2025/10/08
+
+These lists are automatically generated, and may be incomplete or contain duplicates.
+
+We closed 4 issues and merged 16 pull requests.
+The full list can be seen `on GitHub <https://github.com/matplotlib/matplotlib/milestone/105?closed=1>`__
+
+The following 32 authors contributed 422 commits.
+
+* Aasma Gupta
+* AASMA GUPTA
+* Antony Lee
+* Christine P. Chai
+* David Stansby
+* dependabot[bot]
+* Elliott Sales de Andrade
+* G.D. McBain
+* Greg Lucas
+* hannah
+* hu-xiaonan
+* Ian Thomas
+* Inês Cachola
+* Jody Klymak
+* Jouni K. Seppänen
+* Khushi_29
+* Kyle Sunden
+* Lumberbot (aka Jack)
+* N R Navaneet
+* Nathan G. Wiseman
+* Oscar Gustafsson
+* Praful Gulani
+* Qian Zhang
+* Raphael Erik Hviding
+* Roman
+* Ruth Comer
+* saikarna913
+* Scott Shambaugh
+* Thomas A Caswell
+* Tim Heap
+* Tim Hoffmann
+* Trygve Magnus Ræder
+
+GitHub issues and pull requests:
+
+Pull Requests (16):
+
+* :ghpull:`30628`: Backport PR #30626 on branch v3.10.x (MNT: Fix new F401 unused imports warnings)
+* :ghpull:`30626`: MNT: Fix new F401 unused imports warnings
+* :ghpull:`30589`: Backport PR #29745: Use PEP8 style method and function names from
+* :ghpull:`30614`: Backport PR #30612 on branch v3.10.x (MNT: update black pin)
+* :ghpull:`30612`: MNT: update black pin
+* :ghpull:`30572`: Backport PR #30571 on branch v3.10.x (CI: remove macos13)
+* :ghpull:`30571`: CI: remove macos13
+* :ghpull:`30570`: Backport PR #30558 on branch v3.10.x (Fix stubtest with mypy 18)
+* :ghpull:`30558`: Fix stubtest with mypy 18
+* :ghpull:`30540`: Backport PR #30539 on branch v3.10.x (Fix scale_unit/scale_units typo in quiver docs)
+* :ghpull:`30539`: Fix scale_unit/scale_units typo in quiver docs
+* :ghpull:`30518`: Backport PR #30497 on branch v3.10.x (TST: Use a temporary directory for test_save_figure_return)
+* :ghpull:`30497`: TST: Use a temporary directory for test_save_figure_return
+* :ghpull:`30506`: Backport PR #30490 on branch v3.10.x (Fix SVG rendering error in def update_background)
+* :ghpull:`30490`: Fix SVG rendering error in def update_background
+* :ghpull:`30494`: Backport PR #30492 on branch v3.10.x (DOC: pytz link should be from PyPI)
+
+Issues (4):
+
+* :ghissue:`30611`: [MNT]: black version
+* :ghissue:`30551`: [Bug]: Mypy stubtest failure on disjoint_base
+* :ghissue:`30493`: [Bug]: test_save_figure_return seems flaky
+* :ghissue:`30485`: [Bug]: figures with SpanSelector(..., useblit=True) can't be saved to SVG or PDF

From 0b9ebb35f8310f22eb7f932b2ae14befb1f40b6f Mon Sep 17 00:00:00 2001
From: Kyle Sunden <git@ksunden.space>
Date: Wed, 12 Nov 2025 19:49:57 -0600
Subject: [PATCH 14/82] Doc release prep v3.10.8

---
 doc/_static/switcher.json   | 2 +-
 doc/users/release_notes.rst | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/doc/_static/switcher.json b/doc/_static/switcher.json
index 3912afd8a17d..36e743db21b8 100644
--- a/doc/_static/switcher.json
+++ b/doc/_static/switcher.json
@@ -1,7 +1,7 @@
 [
     {
         "name": "3.10 (stable)",
-        "version": "3.10.7",
+        "version": "3.10.8",
         "url": "https://matplotlib.org/stable/",
         "preferred": true
     },
diff --git a/doc/users/release_notes.rst b/doc/users/release_notes.rst
index ea0541d5f04b..dbdcd61437ac 100644
--- a/doc/users/release_notes.rst
+++ b/doc/users/release_notes.rst
@@ -22,6 +22,7 @@ Version 3.10
     ../api/prev_api_changes/api_changes_3.10.1.rst
     ../api/prev_api_changes/api_changes_3.10.0.rst
     github_stats.rst
+    prev_whats_new/github_stats_3.10.7.rst
     prev_whats_new/github_stats_3.10.6.rst
     prev_whats_new/github_stats_3.10.5.rst
     prev_whats_new/github_stats_3.10.3.rst

From 1392cbe3c79cdb93f9282747841d648770f60249 Mon Sep 17 00:00:00 2001
From: Kyle Sunden <git@ksunden.space>
Date: Wed, 12 Nov 2025 20:07:31 -0600
Subject: [PATCH 15/82] REL: v3.10.8

This is a bugfix release in the 3.10.x series.

The primary highlights of this release are:

- Properly allow freethreaded mode in the MacOS backend
- Better error handling for MacOS backend

From e4b804a11af4c65faeb0618f53672ecde06f4e09 Mon Sep 17 00:00:00 2001
From: Kyle Sunden <git@ksunden.space>
Date: Wed, 12 Nov 2025 20:10:50 -0600
Subject: [PATCH 16/82] REL: Bump from v3.10.8 tag


From d16334b35d16a5c1ee6e2b078b09ae34d6608dd2 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Sat, 22 Nov 2025 01:45:01 +0100
Subject: [PATCH 17/82] MNT: remove decorator frames from traceback

Closes #29863.
---
 lib/matplotlib/__init__.py         | 2 ++
 lib/matplotlib/_api/deprecation.py | 7 +++++++
 2 files changed, 9 insertions(+)

diff --git a/lib/matplotlib/__init__.py b/lib/matplotlib/__init__.py
index 0b1b0e57dc6d..ca7ee60b9c2f 100644
--- a/lib/matplotlib/__init__.py
+++ b/lib/matplotlib/__init__.py
@@ -1502,6 +1502,8 @@ def func(foo, label=None): ...
 
     @functools.wraps(func)
     def inner(ax, *args, data=None, **kwargs):
+        __tracebackhide__ = True
+
         if data is None:
             return func(
                 ax,
diff --git a/lib/matplotlib/_api/deprecation.py b/lib/matplotlib/_api/deprecation.py
index 65a754bbb43d..04d13e80bdea 100644
--- a/lib/matplotlib/_api/deprecation.py
+++ b/lib/matplotlib/_api/deprecation.py
@@ -194,6 +194,7 @@ def emit_warning():
                 removal=removal)
 
         def wrapper(*args, **kwargs):
+            __tracebackhide__ = True
             emit_warning()
             return func(*args, **kwargs)
 
@@ -286,6 +287,8 @@ def func(good_name): ...
 
     @functools.wraps(func)
     def wrapper(*args, **kwargs):
+        __tracebackhide__ = True
+
         if old in kwargs:
             warn_deprecated(
                 since, message=f"The {old!r} parameter of {func.__name__}() "
@@ -376,6 +379,8 @@ def func(used_arg, other_arg, unused, more_args): ...
 
     @functools.wraps(func)
     def wrapper(*inner_args, **inner_kwargs):
+        __tracebackhide__ = True
+
         if len(inner_args) <= name_idx and name not in inner_kwargs:
             # Early return in the simple, non-deprecated case (much faster than
             # calling bind()).
@@ -441,6 +446,8 @@ def make_keyword_only(since, name, func=None):
 
     @functools.wraps(func)
     def wrapper(*args, **kwargs):
+        __tracebackhide__ = True
+
         # Don't use signature.bind here, as it would fail when stacked with
         # rename_parameter and an "old" argument name is passed in
         # (signature.bind would fail, but the actual call would succeed).

From 476d958c8f3beb815f643f56cc3528ce655397fa Mon Sep 17 00:00:00 2001
From: "Lumberbot (aka Jack)"
 <39504233+meeseeksmachine@users.noreply.github.com>
Date: Tue, 25 Nov 2025 17:30:27 +0100
Subject: [PATCH 18/82] Backport PR #30788: Fix typo in key-mapping for "f11"
 (#30790)

Co-authored-by: Ruth Comer <10599679+rcomer@users.noreply.github.com>
---
 lib/matplotlib/backends/backend_qt.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/lib/matplotlib/backends/backend_qt.py b/lib/matplotlib/backends/backend_qt.py
index d0aded5fff63..dd642ba838af 100644
--- a/lib/matplotlib/backends/backend_qt.py
+++ b/lib/matplotlib/backends/backend_qt.py
@@ -55,7 +55,7 @@
         ("Key_F8", "f8"),
         ("Key_F9", "f9"),
         ("Key_F10", "f10"),
-        ("Key_F10", "f11"),
+        ("Key_F11", "f11"),
         ("Key_F12", "f12"),
         ("Key_Super_L", "super"),
         ("Key_Super_R", "super"),

From f9368d3e6116a04072a0ce099f07731e1fe2e349 Mon Sep 17 00:00:00 2001
From: Ruth Comer <10599679+rcomer@users.noreply.github.com>
Date: Sat, 29 Nov 2025 21:19:05 +0000
Subject: [PATCH 19/82] Backport PR #30763: DOC: Add example how to align tick
 labels

---
 galleries/examples/ticks/align_ticklabels.py | 32 ++++++++++++++++++++
 1 file changed, 32 insertions(+)
 create mode 100644 galleries/examples/ticks/align_ticklabels.py

diff --git a/galleries/examples/ticks/align_ticklabels.py b/galleries/examples/ticks/align_ticklabels.py
new file mode 100644
index 000000000000..ec36e0db4d07
--- /dev/null
+++ b/galleries/examples/ticks/align_ticklabels.py
@@ -0,0 +1,32 @@
+"""
+=================
+Align tick labels
+=================
+
+By default, tick labels are aligned towards the axis. This means the set of
+*y* tick labels appear right-aligned. Because the alignment reference point
+is on the axis, left-aligned tick labels would overlap the plotting area.
+To achieve a good-looking left-alignment, you have to additionally increase
+the padding.
+"""
+import matplotlib.pyplot as plt
+
+population = {
+    "Sydney": 5.2,
+    "Mexico City": 8.8,
+    "São Paulo": 12.2,
+    "Istanbul": 15.9,
+    "Lagos": 15.9,
+    "Shanghai": 21.9,
+}
+
+fig, ax = plt.subplots(layout="constrained")
+ax.barh(population.keys(), population.values())
+ax.set_xlabel('Population (in millions)')
+
+# left-align all ticklabels
+for ticklabel in ax.get_yticklabels():
+    ticklabel.set_horizontalalignment("left")
+
+# increase padding
+ax.tick_params("y", pad=70)

From d75dd561c85403bf2eaf93d89e20867ee70a37f4 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Sun, 7 Dec 2025 15:30:40 +0100
Subject: [PATCH 20/82] Backport PR #30817: Update sphinx-gallery header patch

---
 doc/conf.py                      | 2 +-
 lib/matplotlib/tests/test_doc.py | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/doc/conf.py b/doc/conf.py
index 96738492b68b..03df9340e66c 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -364,7 +364,7 @@ def gallery_image_warning_filter(record):
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_{1}>`
-        to download the full example code.{2}
+        to download the full example code{2}
 
 .. rst-class:: sphx-glr-example-title
 
diff --git a/lib/matplotlib/tests/test_doc.py b/lib/matplotlib/tests/test_doc.py
index 3e28fd1b8eb7..6e8ce9fd630c 100644
--- a/lib/matplotlib/tests/test_doc.py
+++ b/lib/matplotlib/tests/test_doc.py
@@ -9,7 +9,7 @@ def test_sphinx_gallery_example_header():
     EXAMPLE_HEADER, this test will start to fail. In that case, please update
     the monkey-patching of EXAMPLE_HEADER in conf.py.
     """
-    pytest.importorskip('sphinx_gallery', minversion='0.16.0')
+    pytest.importorskip('sphinx_gallery', minversion='0.20.0')
     from sphinx_gallery import gen_rst
 
     EXAMPLE_HEADER = """
@@ -25,7 +25,7 @@ def test_sphinx_gallery_example_header():
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_{1}>`
-        to download the full example code.{2}
+        to download the full example code{2}
 
 .. rst-class:: sphx-glr-example-title
 

From 3db87c607903192e262403a761727d39ee46f15f Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Thu, 11 Dec 2025 19:22:26 +0300
Subject: [PATCH 21/82] Do not fail when when markers are numpy integers

---
 lib/matplotlib/markers.py           | 2 +-
 lib/matplotlib/tests/test_marker.py | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/lib/matplotlib/markers.py b/lib/matplotlib/markers.py
index 9c6b3da73bcd..702aca326d21 100644
--- a/lib/matplotlib/markers.py
+++ b/lib/matplotlib/markers.py
@@ -308,7 +308,7 @@ def _set_marker(self, marker):
         """
         if isinstance(marker, str) and cbook.is_math_text(marker):
             self._marker_function = self._set_mathtext_path
-        elif isinstance(marker, (int, str)) and marker in self.markers:
+        elif isinstance(marker, (int, str, np.integer)) and marker in self.markers:
             self._marker_function = getattr(self, '_set_' + self.markers[marker])
         elif (isinstance(marker, np.ndarray) and marker.ndim == 2 and
                 marker.shape[1] == 2):
diff --git a/lib/matplotlib/tests/test_marker.py b/lib/matplotlib/tests/test_marker.py
index a1e71f1f6533..171d06fd3d93 100644
--- a/lib/matplotlib/tests/test_marker.py
+++ b/lib/matplotlib/tests/test_marker.py
@@ -22,6 +22,7 @@ def test_marker_fillstyle():
     r'$\frac{1}{2}$',
     "$\u266B$",
     1,
+    np.int64(1),
     markers.TICKLEFT,
     [[-1, 0], [1, 0]],
     np.array([[-1, 0], [1, 0]]),

From f6513e7c04a225bed5fd5391f8a8a4ad86d35c2a Mon Sep 17 00:00:00 2001
From: NabeelShar <sharyt26shar@gmail.com>
Date: Sat, 13 Dec 2025 11:01:34 +0500
Subject: [PATCH 22/82] Fix Axes.grid() to respect alpha in color tuples

When calling ax.grid(color=(R, G, B, A)) with a 4-element color tuple,
the alpha channel was being ignored, causing gridlines to appear fully
opaque instead of with the specified transparency.

The issue occurred in two locations:
1. Tick.__init__: When creating ticks, if grid_alpha was None but the
   color had an alpha channel, the alpha wasn't extracted from the color
2. Tick._apply_params: When updating gridlines via grid(), colors with
   alpha weren't being decomposed into separate color and alpha params

This fix extracts the alpha value from color tuples using
mcolors.to_rgba() and sets both the color (RGB only) and alpha
separately, ensuring proper transparency rendering.

Fixes #22231
---
 lib/matplotlib/axis.py            | 34 +++++++++++++++++++++----------
 lib/matplotlib/tests/test_axes.py | 22 ++++++++++++++++++++
 2 files changed, 45 insertions(+), 11 deletions(-)

diff --git a/lib/matplotlib/axis.py b/lib/matplotlib/axis.py
index c3b6fcac569f..900682511713 100644
--- a/lib/matplotlib/axis.py
+++ b/lib/matplotlib/axis.py
@@ -140,17 +140,20 @@ def __init__(
             f"grid.{major_minor}.linewidth",
             "grid.linewidth",
         )
-        if grid_alpha is None and not mcolors._has_alpha_channel(grid_color):
-            # alpha precedence: kwarg > color alpha > rcParams['grid.alpha']
-            # Note: only resolve to rcParams if the color does not have alpha
-            # otherwise `grid(color=(1, 1, 1, 0.5))` would work like
-            #   grid(color=(1, 1, 1, 0.5), alpha=rcParams['grid.alpha'])
-            # so the that the rcParams default would override color alpha.
-            grid_alpha = mpl._val_or_rc(
-                # grid_alpha is None so we can use the first key
-                mpl.rcParams[f"grid.{major_minor}.alpha"],
-                "grid.alpha",
-            )
+        if grid_alpha is None:
+            if mcolors._has_alpha_channel(grid_color):
+                # Extract alpha from the color
+                # alpha precedence: kwarg > color alpha > rcParams['grid.alpha']
+                rgba = mcolors.to_rgba(grid_color)
+                grid_color = rgba[:3]  # RGB only
+                grid_alpha = rgba[3]    # Alpha from color
+            else:
+                # No alpha in color, use rcParams
+                grid_alpha = mpl._val_or_rc(
+                    # grid_alpha is None so we can use the first key
+                    mpl.rcParams[f"grid.{major_minor}.alpha"],
+                    "grid.alpha",
+                )
 
         grid_kw = {k[5:]: v for k, v in kwargs.items() if k != "rotation_mode"}
 
@@ -348,6 +351,15 @@ def _apply_params(self, **kwargs):
 
         grid_kw = {k[5:]: v for k, v in kwargs.items()
                    if k in _gridline_param_names}
+        # If grid_color has an alpha channel and grid_alpha is not explicitly
+        # set, extract the alpha from the color.
+        if 'color' in grid_kw and 'alpha' not in grid_kw:
+            grid_color = grid_kw['color']
+            if mcolors._has_alpha_channel(grid_color):
+                # Convert to rgba to extract alpha
+                rgba = mcolors.to_rgba(grid_color)
+                grid_kw['color'] = rgba[:3]  # RGB only
+                grid_kw['alpha'] = rgba[3]    # Alpha channel
         self.gridline.set(**grid_kw)
 
     def update_position(self, loc):
diff --git a/lib/matplotlib/tests/test_axes.py b/lib/matplotlib/tests/test_axes.py
index 6e839ef2f189..18817f9fc82f 100644
--- a/lib/matplotlib/tests/test_axes.py
+++ b/lib/matplotlib/tests/test_axes.py
@@ -6133,6 +6133,28 @@ def test_grid():
     assert not ax.xaxis.majorTicks[0].gridline.get_visible()
 
 
+def test_grid_color_with_alpha():
+    """Test that grid(color=(..., alpha)) respects the alpha value."""
+    fig, ax = plt.subplots()
+    ax.plot([0, 1], [0, 1])
+    
+    # Test 1: Color tuple with alpha
+    ax.grid(True, color=(0.5, 0.6, 0.7, 0.3))
+    fig.canvas.draw()
+    
+    # Check that alpha is extracted from color tuple
+    for tick in ax.xaxis.get_major_ticks():
+        assert tick.gridline.get_alpha() == 0.3, \
+            f"Expected alpha=0.3, got {tick.gridline.get_alpha()}"
+        # Color should be RGB only, without alpha component
+        color = tick.gridline.get_color()
+        assert len(color) in (3, 4), f"Unexpected color format: {color}"
+        
+    for tick in ax.yaxis.get_major_ticks():
+        assert tick.gridline.get_alpha() == 0.3, \
+            f"Expected alpha=0.3, got {tick.gridline.get_alpha()}"
+
+
 def test_reset_grid():
     fig, ax = plt.subplots()
     ax.tick_params(reset=True, which='major', labelsize=10)

From 7de667c25f84489d96d6eca64546b85b26aed277 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Sat, 22 Nov 2025 01:19:48 +0100
Subject: [PATCH 23/82] DOC: Introduce backend versions

Closes #30559.
---
 galleries/users_explain/figure/backends.rst | 29 +++++++++++++++++++++
 1 file changed, 29 insertions(+)

diff --git a/galleries/users_explain/figure/backends.rst b/galleries/users_explain/figure/backends.rst
index 85ed8dece23d..69f6d61dc563 100644
--- a/galleries/users_explain/figure/backends.rst
+++ b/galleries/users_explain/figure/backends.rst
@@ -253,6 +253,35 @@ backend, use ``module://name.of.the.backend`` as the backend name, e.g.
 
 Information for backend implementers is available at :ref:`writing_backend_interface`.
 
+Backend API versions
+--------------------
+Matplotlib aims to maintain backward compatibility on backends. Nevertheless, we
+want to be able to evolve the backend API to support new features. Defining backend
+API versions will help to communicate which API is supported by a given version of
+Matplotlib.
+
+The following backend API versions exist
+
+.. list-table::
+   :header-rows: 1
+
+   * - API version
+     - Supported since
+     - Description
+   * - 1.0
+     - Matplotlib 3.10
+     - This is the starting point for systematic definition of backend versions.
+       Most of the API will work far back, but there is no benefit in retroactively
+       uncovering all prior the changes.
+   * - 1.1
+     - Matplotlib 3.11
+     - `.RendererBase.draw_path_collection` gained a new optional parameter
+       *hatchcolor*. The presence of the parameter is inferred by introspection, so
+       that matplotlib 3.11+ will still work with backends implementing API version
+       1.0.
+
+There is currently no plan to remove support for older API versions.
+
 .. _figures-not-showing:
 
 Debugging the figure windows not showing

From b02db4c3a3966bc6b34e8ca2438ae15011e801f9 Mon Sep 17 00:00:00 2001
From: Thomas A Caswell <tcaswell@gmail.com>
Date: Mon, 15 Dec 2025 09:41:14 -0500
Subject: [PATCH 24/82] Backport PR #30858: DOC: reinstate "codex" search term

---
 doc/conf.py                      | 29 +----------------------------
 doc/sphinxext/util.py            | 32 ++++++++++++++++++++++++++++++++
 lib/matplotlib/tests/test_doc.py |  2 +-
 3 files changed, 34 insertions(+), 29 deletions(-)

diff --git a/doc/conf.py b/doc/conf.py
index 03df9340e66c..292aff3e1983 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -200,8 +200,6 @@ def _check_dependencies():
 else:
     sg_matplotlib_animations = True
 
-# The following import is only necessary to monkey patch the signature later on
-from sphinx_gallery import gen_rst
 
 # Prevent plt.show() from emitting a non-GUI backend warning.
 warnings.filterwarnings('ignore', category=UserWarning,
@@ -299,7 +297,7 @@ def autodoc_process_bases(app, name, obj, options, bases):
     'reference_url': {'matplotlib': None, 'mpl_toolkits': None},
     'prefer_full_module': {r'mpl_toolkits\.'},
     'remove_config_comments': True,
-    'reset_modules': ('matplotlib', clear_basic_units),
+    'reset_modules': ('matplotlib', clear_basic_units, 'sphinxext.util.patch_header'),
     'subsection_order': gallery_order_sectionorder,
     'thumbnail_size': (320, 224),
     'within_subsection_order': gallery_order_subsectionorder,
@@ -347,31 +345,6 @@ def gallery_image_warning_filter(record):
 mathmpl_fontsize = 11.0
 mathmpl_srcset = ['2x']
 
-# Monkey-patching gallery header to include search keywords
-gen_rst.EXAMPLE_HEADER = """
-.. DO NOT EDIT.
-.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
-.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
-.. "{0}"
-.. LINE NUMBERS ARE GIVEN BELOW.
-
-.. only:: html
-
-    .. meta::
-        :keywords: codex
-
-    .. note::
-        :class: sphx-glr-download-link-note
-
-        :ref:`Go to the end <sphx_glr_download_{1}>`
-        to download the full example code{2}
-
-.. rst-class:: sphx-glr-example-title
-
-.. _sphx_glr_{1}:
-
-"""
-
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
 
diff --git a/doc/sphinxext/util.py b/doc/sphinxext/util.py
index 14097ba9396a..c0f336eaea18 100644
--- a/doc/sphinxext/util.py
+++ b/doc/sphinxext/util.py
@@ -1,5 +1,7 @@
 import sys
 
+from sphinx_gallery import gen_rst
+
 
 def matplotlib_reduced_latex_scraper(block, block_vars, gallery_conf,
                                      **kwargs):
@@ -19,3 +21,33 @@ def matplotlib_reduced_latex_scraper(block, block_vars, gallery_conf,
 # Clear basic_units module to re-register with unit registry on import.
 def clear_basic_units(gallery_conf, fname):
     return sys.modules.pop('basic_units', None)
+
+
+# Monkey-patching gallery header to include search keywords
+EXAMPLE_HEADER = """
+.. DO NOT EDIT.
+.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
+.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
+.. "{0}"
+.. LINE NUMBERS ARE GIVEN BELOW.
+
+.. only:: html
+
+    .. meta::
+        :keywords: codex
+
+    .. note::
+        :class: sphx-glr-download-link-note
+
+        :ref:`Go to the end <sphx_glr_download_{1}>`
+        to download the full example code{2}
+
+.. rst-class:: sphx-glr-example-title
+
+.. _sphx_glr_{1}:
+
+"""
+
+
+def patch_header(gallery_conf, fname):
+    gen_rst.EXAMPLE_HEADER = EXAMPLE_HEADER
diff --git a/lib/matplotlib/tests/test_doc.py b/lib/matplotlib/tests/test_doc.py
index 6e8ce9fd630c..f3d6d6e3fd5d 100644
--- a/lib/matplotlib/tests/test_doc.py
+++ b/lib/matplotlib/tests/test_doc.py
@@ -7,7 +7,7 @@ def test_sphinx_gallery_example_header():
     This test monitors that the version we have copied is still the same as
     the EXAMPLE_HEADER in sphinx-gallery. If sphinx-gallery changes its
     EXAMPLE_HEADER, this test will start to fail. In that case, please update
-    the monkey-patching of EXAMPLE_HEADER in conf.py.
+    the monkey-patching of EXAMPLE_HEADER in sphinxext/util.py.
     """
     pytest.importorskip('sphinx_gallery', minversion='0.20.0')
     from sphinx_gallery import gen_rst

From 97c4e0734bcbf481113bb93eb4aa376340d1fcef Mon Sep 17 00:00:00 2001
From: "Lumberbot (aka Jack)"
 <39504233+meeseeksmachine@users.noreply.github.com>
Date: Wed, 17 Dec 2025 12:06:17 +0100
Subject: [PATCH 25/82] Backport PR #30869: FIX: Accept array for zdir (#30870)

Co-authored-by: Ruth Comer <10599679+rcomer@users.noreply.github.com>
---
 lib/mpl_toolkits/mplot3d/art3d.py            |  6 +++---
 lib/mpl_toolkits/mplot3d/tests/test_art3d.py | 17 +++++++++++++++++
 2 files changed, 20 insertions(+), 3 deletions(-)

diff --git a/lib/mpl_toolkits/mplot3d/art3d.py b/lib/mpl_toolkits/mplot3d/art3d.py
index deb0ca34302c..72ac492a0553 100644
--- a/lib/mpl_toolkits/mplot3d/art3d.py
+++ b/lib/mpl_toolkits/mplot3d/art3d.py
@@ -59,11 +59,11 @@ def get_dir_vector(zdir):
     x, y, z : array
         The direction vector.
     """
-    if zdir == 'x':
+    if cbook._str_equal(zdir, 'x'):
         return np.array((1, 0, 0))
-    elif zdir == 'y':
+    elif cbook._str_equal(zdir, 'y'):
         return np.array((0, 1, 0))
-    elif zdir == 'z':
+    elif cbook._str_equal(zdir, 'z'):
         return np.array((0, 0, 1))
     elif zdir is None:
         return np.array((0, 0, 0))
diff --git a/lib/mpl_toolkits/mplot3d/tests/test_art3d.py b/lib/mpl_toolkits/mplot3d/tests/test_art3d.py
index 174c12608ae9..de1c13551717 100644
--- a/lib/mpl_toolkits/mplot3d/tests/test_art3d.py
+++ b/lib/mpl_toolkits/mplot3d/tests/test_art3d.py
@@ -1,15 +1,32 @@
 import numpy as np
+import numpy.testing as nptest
+import pytest
 
 import matplotlib.pyplot as plt
 
 from matplotlib.backend_bases import MouseEvent
 from mpl_toolkits.mplot3d.art3d import (
+    get_dir_vector,
     Line3DCollection,
     Poly3DCollection,
     _all_points_on_plane,
 )
 
 
+@pytest.mark.parametrize("zdir, expected", [
+    ("x", (1, 0, 0)),
+    ("y", (0, 1, 0)),
+    ("z", (0, 0, 1)),
+    (None, (0, 0, 0)),
+    ((1, 2, 3), (1, 2, 3)),
+    (np.array([4, 5, 6]), (4, 5, 6)),
+])
+def test_get_dir_vector(zdir, expected):
+    res = get_dir_vector(zdir)
+    assert isinstance(res, np.ndarray)
+    nptest.assert_array_equal(res, expected)
+
+
 def test_scatter_3d_projection_conservation():
     fig = plt.figure()
     ax = fig.add_subplot(projection='3d')

From b1d1094ec4e579d26001bbd518e3e52375d63829 Mon Sep 17 00:00:00 2001
From: NabeelShar <sharyt26shar@gmail.com>
Date: Fri, 19 Dec 2025 10:12:33 +0500
Subject: [PATCH 26/82] Simplify test_grid_color_with_alpha per reviewer
 feedback

- Remove unnecessary ax.plot() call
- Remove unnecessary fig.canvas.draw() call
- Remove unnecessary color format assertion
---
 lib/matplotlib/tests/test_axes.py | 7 -------
 1 file changed, 7 deletions(-)

diff --git a/lib/matplotlib/tests/test_axes.py b/lib/matplotlib/tests/test_axes.py
index 18817f9fc82f..905541094820 100644
--- a/lib/matplotlib/tests/test_axes.py
+++ b/lib/matplotlib/tests/test_axes.py
@@ -6136,19 +6136,12 @@ def test_grid():
 def test_grid_color_with_alpha():
     """Test that grid(color=(..., alpha)) respects the alpha value."""
     fig, ax = plt.subplots()
-    ax.plot([0, 1], [0, 1])
-    
-    # Test 1: Color tuple with alpha
     ax.grid(True, color=(0.5, 0.6, 0.7, 0.3))
-    fig.canvas.draw()
     
     # Check that alpha is extracted from color tuple
     for tick in ax.xaxis.get_major_ticks():
         assert tick.gridline.get_alpha() == 0.3, \
             f"Expected alpha=0.3, got {tick.gridline.get_alpha()}"
-        # Color should be RGB only, without alpha component
-        color = tick.gridline.get_color()
-        assert len(color) in (3, 4), f"Unexpected color format: {color}"
         
     for tick in ax.yaxis.get_major_ticks():
         assert tick.gridline.get_alpha() == 0.3, \

From 56ffbe932ddb5c68f91cd8276ef4723e89b9885e Mon Sep 17 00:00:00 2001
From: NabeelShar <sharyt26shar@gmail.com>
Date: Fri, 19 Dec 2025 10:13:49 +0500
Subject: [PATCH 27/82] Fix trailing whitespace linting issues

---
 lib/matplotlib/tests/test_axes.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/lib/matplotlib/tests/test_axes.py b/lib/matplotlib/tests/test_axes.py
index 905541094820..b9076d86dc98 100644
--- a/lib/matplotlib/tests/test_axes.py
+++ b/lib/matplotlib/tests/test_axes.py
@@ -6137,12 +6137,12 @@ def test_grid_color_with_alpha():
     """Test that grid(color=(..., alpha)) respects the alpha value."""
     fig, ax = plt.subplots()
     ax.grid(True, color=(0.5, 0.6, 0.7, 0.3))
-    
+
     # Check that alpha is extracted from color tuple
     for tick in ax.xaxis.get_major_ticks():
         assert tick.gridline.get_alpha() == 0.3, \
             f"Expected alpha=0.3, got {tick.gridline.get_alpha()}"
-        
+
     for tick in ax.yaxis.get_major_ticks():
         assert tick.gridline.get_alpha() == 0.3, \
             f"Expected alpha=0.3, got {tick.gridline.get_alpha()}"

From c8b4dfbebc55933c05cbd4482057106b423fc851 Mon Sep 17 00:00:00 2001
From: Hassan Kibirige <has2k1@gmail.com>
Date: Tue, 23 Dec 2025 15:19:50 +0300
Subject: [PATCH 28/82] Check if marker symbol is hashable

This is a better expression of intent for a change introduced in commit
#2e5f5ff.
---
 lib/matplotlib/markers.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/lib/matplotlib/markers.py b/lib/matplotlib/markers.py
index 702aca326d21..52fa0797536a 100644
--- a/lib/matplotlib/markers.py
+++ b/lib/matplotlib/markers.py
@@ -129,7 +129,7 @@
 """
 import copy
 
-from collections.abc import Sized
+from collections.abc import Hashable, Sized
 
 import numpy as np
 
@@ -308,7 +308,7 @@ def _set_marker(self, marker):
         """
         if isinstance(marker, str) and cbook.is_math_text(marker):
             self._marker_function = self._set_mathtext_path
-        elif isinstance(marker, (int, str, np.integer)) and marker in self.markers:
+        elif isinstance(marker, Hashable) and marker in self.markers:
             self._marker_function = getattr(self, '_set_' + self.markers[marker])
         elif (isinstance(marker, np.ndarray) and marker.ndim == 2 and
                 marker.shape[1] == 2):

From 7bbe3b7e19fc0de2c9461837cbd015a03f31b434 Mon Sep 17 00:00:00 2001
From: Julian Chen <gapplef@gmail.com>
Date: Sat, 27 Dec 2025 19:16:11 +0800
Subject: [PATCH 29/82] Handle single color for multiple datasets in `hist`
 (#30867)

---
 doc/release/next_whats_new/hist_color.rst | 5 +++++
 lib/matplotlib/axes/_axes.py              | 5 +++++
 lib/matplotlib/tests/test_axes.py         | 9 +++++++++
 3 files changed, 19 insertions(+)
 create mode 100644 doc/release/next_whats_new/hist_color.rst

diff --git a/doc/release/next_whats_new/hist_color.rst b/doc/release/next_whats_new/hist_color.rst
new file mode 100644
index 000000000000..2d6a4adb3464
--- /dev/null
+++ b/doc/release/next_whats_new/hist_color.rst
@@ -0,0 +1,5 @@
+``hist()`` supports a single color for multiple datasets
+--------------------------------------------------------
+
+It is now possible to pass a single *color* value to `~.Axes.hist()`. This
+value is applied to all datasets.
diff --git a/lib/matplotlib/axes/_axes.py b/lib/matplotlib/axes/_axes.py
index 470e096eb033..85c83d847782 100644
--- a/lib/matplotlib/axes/_axes.py
+++ b/lib/matplotlib/axes/_axes.py
@@ -7326,6 +7326,9 @@ def hist(self, x, bins=None, range=None, density=False, weights=None,
             Color or sequence of colors, one per dataset.  Default (``None``)
             uses the standard line color sequence.
 
+            .. versionadded:: 3.10
+               It is now possible to use a single color with multiple datasets.
+
         label : str or list of str, optional
             String, or sequence of strings to match multiple datasets.  Bar
             charts yield multiple patches per dataset, but only the first gets
@@ -7447,6 +7450,8 @@ def hist(self, x, bins=None, range=None, density=False, weights=None,
         if color is None:
             colors = [self._get_lines.get_next_color() for i in range(nx)]
         else:
+            if mcolors.is_color_like(color):
+                color = [color]*nx
             colors = mcolors.to_rgba_array(color)
             if len(colors) != nx:
                 raise ValueError(f"The 'color' keyword argument must have one "
diff --git a/lib/matplotlib/tests/test_axes.py b/lib/matplotlib/tests/test_axes.py
index 6e839ef2f189..88bc9932de07 100644
--- a/lib/matplotlib/tests/test_axes.py
+++ b/lib/matplotlib/tests/test_axes.py
@@ -2580,6 +2580,15 @@ def test_hist_zorder(histtype, zorder):
         assert patch.get_zorder() == zorder
 
 
+def test_hist_single_color_multiple_datasets():
+    data = [[0, 1, 2], [3, 4, 5]]
+    _, _, bar_containers = plt.hist(data, color='k')
+    for p in bar_containers[0].patches:
+        assert mcolors.same_color(p.get_facecolor(), 'k')
+    for p in bar_containers[1].patches:
+        assert mcolors.same_color(p.get_facecolor(), 'k')
+
+
 def test_stairs_no_baseline_fill_warns():
     fig, ax = plt.subplots()
     with pytest.warns(UserWarning, match="baseline=None and fill=True"):

From 786b06375ded4e3ca6e408fc1018e7d49993cdb9 Mon Sep 17 00:00:00 2001
From: Antony Lee <anntzer.lee@gmail.com>
Date: Mon, 29 Dec 2025 14:23:31 +0100
Subject: [PATCH 30/82] Inline intermediate constructs in axisartist demos.

A bunch of `grid_locator1=grid_locator1` kwargs passing doesn't really
help legibility, in particular with respect to showing the object
dependency hierarchy.
---
 .../examples/axisartist/demo_floating_axes.py | 47 +++++++------------
 .../examples/axisartist/demo_floating_axis.py | 32 +++++--------
 2 files changed, 29 insertions(+), 50 deletions(-)

diff --git a/galleries/examples/axisartist/demo_floating_axes.py b/galleries/examples/axisartist/demo_floating_axes.py
index e2218ae7a4c5..d36b534161c1 100644
--- a/galleries/examples/axisartist/demo_floating_axes.py
+++ b/galleries/examples/axisartist/demo_floating_axes.py
@@ -56,21 +56,18 @@ def setup_axes2(fig, rect):
     tr = PolarAxes.PolarTransform()
 
     pi = np.pi
-    angle_ticks = [(0, r"$0$"),
-                   (.25*pi, r"$\frac{1}{4}\pi$"),
-                   (.5*pi, r"$\frac{1}{2}\pi$")]
-    grid_locator1 = FixedLocator([v for v, s in angle_ticks])
-    tick_formatter1 = DictFormatter(dict(angle_ticks))
-
-    grid_locator2 = MaxNLocator(2)
-
+    angle_ticks = {
+        0: r"$0$",
+        pi/4: r"$\frac{1}{4}\pi$",
+        pi/2: r"$\frac{1}{2}\pi$",
+    }
     grid_helper = floating_axes.GridHelperCurveLinear(
         tr, extremes=(.5*pi, 0, 2, 1),
-        grid_locator1=grid_locator1,
-        grid_locator2=grid_locator2,
-        tick_formatter1=tick_formatter1,
-        tick_formatter2=None)
-
+        grid_locator1=FixedLocator([*angle_ticks]),
+        tick_formatter1=DictFormatter(angle_ticks),
+        grid_locator2=MaxNLocator(2),
+        tick_formatter2=None,
+    )
     ax1 = fig.add_subplot(
         rect, axes_class=floating_axes.FloatingAxes, grid_helper=grid_helper)
     ax1.grid()
@@ -92,30 +89,22 @@ def setup_axes3(fig, rect):
     Sometimes, things like axis_direction need to be adjusted.
     """
 
-    # rotate a bit for better orientation
-    tr_rotate = Affine2D().translate(-95, 0)
-
-    # scale degree to radians
-    tr_scale = Affine2D().scale(np.pi/180., 1.)
-
+    tr_rotate = Affine2D().translate(-95, 0)  # rotate a bit for better orientation
+    tr_scale = Affine2D().scale(np.pi/180., 1.)  # scale degree to radians
     tr = tr_rotate + tr_scale + PolarAxes.PolarTransform()
 
-    grid_locator1 = angle_helper.LocatorHMS(4)
-    tick_formatter1 = angle_helper.FormatterHMS()
-
-    grid_locator2 = MaxNLocator(3)
-
     # Specify theta limits in degrees
     ra0, ra1 = 8.*15, 14.*15
     # Specify radial limits
     cz0, cz1 = 0, 14000
+
     grid_helper = floating_axes.GridHelperCurveLinear(
         tr, extremes=(ra0, ra1, cz0, cz1),
-        grid_locator1=grid_locator1,
-        grid_locator2=grid_locator2,
-        tick_formatter1=tick_formatter1,
-        tick_formatter2=None)
-
+        grid_locator1=angle_helper.LocatorHMS(4),
+        tick_formatter1=angle_helper.FormatterHMS(),
+        grid_locator2=MaxNLocator(3),
+        tick_formatter2=None,
+    )
     ax1 = fig.add_subplot(
         rect, axes_class=floating_axes.FloatingAxes, grid_helper=grid_helper)
 
diff --git a/galleries/examples/axisartist/demo_floating_axis.py b/galleries/examples/axisartist/demo_floating_axis.py
index 0894bf8f4ce1..7760ed2089be 100644
--- a/galleries/examples/axisartist/demo_floating_axis.py
+++ b/galleries/examples/axisartist/demo_floating_axis.py
@@ -22,29 +22,19 @@
 def curvelinear_test2(fig):
     """Polar projection, but in a rectangular box."""
     # see demo_curvelinear_grid.py for details
-    tr = Affine2D().scale(np.pi / 180., 1.) + PolarAxes.PolarTransform()
-
-    extreme_finder = angle_helper.ExtremeFinderCycle(20,
-                                                     20,
-                                                     lon_cycle=360,
-                                                     lat_cycle=None,
-                                                     lon_minmax=None,
-                                                     lat_minmax=(0, np.inf),
-                                                     )
-
-    grid_locator1 = angle_helper.LocatorDMS(12)
-
-    tick_formatter1 = angle_helper.FormatterDMS()
-
-    grid_helper = GridHelperCurveLinear(tr,
-                                        extreme_finder=extreme_finder,
-                                        grid_locator1=grid_locator1,
-                                        tick_formatter1=tick_formatter1
-                                        )
-
+    grid_helper = GridHelperCurveLinear(
+        Affine2D().scale(np.pi / 180., 1.) + PolarAxes.PolarTransform(),
+        extreme_finder=angle_helper.ExtremeFinderCycle(
+            20, 20,
+            lon_cycle=360, lat_cycle=None,
+            lon_minmax=None, lat_minmax=(0, np.inf),
+        ),
+        grid_locator1=angle_helper.LocatorDMS(12),
+        tick_formatter1=angle_helper.FormatterDMS(),
+    )
     ax1 = fig.add_subplot(axes_class=HostAxes, grid_helper=grid_helper)
 
-    # Now creates floating axis
+    # Now create floating axis
 
     # floating axis whose first coordinate (theta) is fixed at 60
     ax1.axis["lat"] = axis = ax1.new_floating_axis(0, 60)

From ab0247681c324f787a1d75c3a451c436b9f257d6 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 29 Dec 2025 19:03:01 +0000
Subject: [PATCH 31/82] Bump the actions group across 1 directory with 11
 updates

Bumps the actions group with 11 updates in the / directory:

| Package | From | To |
| --- | --- | --- |
| [actions/checkout](https://github.com/actions/checkout) | `5.0.0` | `6.0.1` |
| [actions/setup-python](https://github.com/actions/setup-python) | `6.0.0` | `6.1.0` |
| [actions/upload-artifact](https://github.com/actions/upload-artifact) | `5.0.0` | `6.0.0` |
| [actions/download-artifact](https://github.com/actions/download-artifact) | `6.0.0` | `7.0.0` |
| [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) | `3.2.1` | `3.3.0` |
| [reviewdog/action-setup](https://github.com/reviewdog/action-setup) | `1.4.0` | `1.5.0` |
| [github/codeql-action](https://github.com/github/codeql-action) | `4.31.0` | `4.31.9` |
| [actions/cache](https://github.com/actions/cache) | `4.3.0` | `5.0.1` |
| [scientific-python/upload-nightly-action](https://github.com/scientific-python/upload-nightly-action) | `0.6.2` | `0.6.3` |
| [actions/stale](https://github.com/actions/stale) | `10.1.0` | `10.1.1` |
| [codecov/codecov-action](https://github.com/codecov/codecov-action) | `5.5.1` | `5.5.2` |



Updates `actions/checkout` from 5.0.0 to 6.0.1
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/08c6903cd8c0fde910a37f88322edcfb5dd907a8...8e8c483db84b4bee98b60c0593521ed34d9990e8)

Updates `actions/setup-python` from 6.0.0 to 6.1.0
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/e797f83bcb11b83ae66e0230d6156d7c80228e7c...83679a892e2d95755f2dac6acb0bfd1e9ac5d548)

Updates `actions/upload-artifact` from 5.0.0 to 6.0.0
- [Release notes](https://github.com/actions/upload-artifact/releases)
- [Commits](https://github.com/actions/upload-artifact/compare/330a01c490aca151604b8cf639adc76d48f6c5d4...b7c566a772e6b6bfb58ed0dc250532a479d7789f)

Updates `actions/download-artifact` from 6.0.0 to 7.0.0
- [Release notes](https://github.com/actions/download-artifact/releases)
- [Commits](https://github.com/actions/download-artifact/compare/018cc2cf5baa6db3ef3c5f8a56943fffe632ef53...37930b1c2abaa49bbe596cd826c3c89aef350131)

Updates `pypa/cibuildwheel` from 3.2.1 to 3.3.0
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/9c00cb4f6b517705a3794b22395aedc36257242c...63fd63b352a9a8bdcc24791c9dbee952ee9a8abc)

Updates `reviewdog/action-setup` from 1.4.0 to 1.5.0
- [Release notes](https://github.com/reviewdog/action-setup/releases)
- [Commits](https://github.com/reviewdog/action-setup/compare/d8edfce3dd5e1ec6978745e801f9c50b5ef80252...d8a7baabd7f3e8544ee4dbde3ee41d0011c3a93f)

Updates `github/codeql-action` from 4.31.0 to 4.31.9
- [Release notes](https://github.com/github/codeql-action/releases)
- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)
- [Commits](https://github.com/github/codeql-action/compare/4e94bd11f71e507f7f87df81788dff88d1dacbfb...5d4e8d1aca955e8d8589aabd499c5cae939e33c7)

Updates `actions/cache` from 4.3.0 to 5.0.1
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/0057852bfaa89a56745cba8c7296529d2fc39830...9255dc7a253b0ccc959486e2bca901246202afeb)

Updates `scientific-python/upload-nightly-action` from 0.6.2 to 0.6.3
- [Release notes](https://github.com/scientific-python/upload-nightly-action/releases)
- [Commits](https://github.com/scientific-python/upload-nightly-action/compare/b36e8c0c10dbcfd2e05bf95f17ef8c14fd708dbf...5748273c71e2d8d3a61f3a11a16421c8954f9ecf)

Updates `actions/stale` from 10.1.0 to 10.1.1
- [Release notes](https://github.com/actions/stale/releases)
- [Changelog](https://github.com/actions/stale/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/stale/compare/5f858e3efba33a5ca4407a664cc011ad407f2008...997185467fa4f803885201cee163a9f38240193d)

Updates `codecov/codecov-action` from 5.5.1 to 5.5.2
- [Release notes](https://github.com/codecov/codecov-action/releases)
- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)
- [Commits](https://github.com/codecov/codecov-action/compare/5a1091511ad55cbe89839c7260b706298ca349f7...671740ac38dd9b0130fbe1cec585b89eea48d3de)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: 6.0.1
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: actions/setup-python
  dependency-version: 6.1.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
- dependency-name: actions/upload-artifact
  dependency-version: 6.0.0
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: actions/download-artifact
  dependency-version: 7.0.0
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: pypa/cibuildwheel
  dependency-version: 3.3.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
- dependency-name: reviewdog/action-setup
  dependency-version: 1.5.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
- dependency-name: github/codeql-action
  dependency-version: 4.31.9
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
- dependency-name: actions/cache
  dependency-version: 5.0.1
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: scientific-python/upload-nightly-action
  dependency-version: 0.6.3
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
- dependency-name: actions/stale
  dependency-version: 10.1.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
- dependency-name: codecov/codecov-action
  dependency-version: 5.5.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/cibuildwheel.yml    | 20 ++++++++++----------
 .github/workflows/circleci.yml        |  4 ++--
 .github/workflows/clean_pr.yml        |  2 +-
 .github/workflows/codeql-analysis.yml |  6 +++---
 .github/workflows/cygwin.yml          |  8 ++++----
 .github/workflows/linting.yml         | 18 +++++++++---------
 .github/workflows/mypy-stubtest.yml   |  6 +++---
 .github/workflows/nightlies.yml       |  2 +-
 .github/workflows/stale-tidy.yml      |  2 +-
 .github/workflows/stale.yml           |  2 +-
 .github/workflows/tests.yml           | 16 ++++++++--------
 11 files changed, 43 insertions(+), 43 deletions(-)

diff --git a/.github/workflows/cibuildwheel.yml b/.github/workflows/cibuildwheel.yml
index 46a7c68f062e..6920b4cee2de 100644
--- a/.github/workflows/cibuildwheel.yml
+++ b/.github/workflows/cibuildwheel.yml
@@ -41,12 +41,12 @@ jobs:
       SDIST_NAME: ${{ steps.sdist.outputs.SDIST_NAME }}
 
     steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           fetch-depth: 0
           persist-credentials: false
 
-      - uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c  # v6.0.0
+      - uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548  # v6.1.0
         name: Install Python
         with:
           python-version: '3.11'
@@ -72,7 +72,7 @@ jobs:
         run: twine check dist/*
 
       - name: Upload sdist result
-        uses: actions/upload-artifact@330a01c490aca151604b8cf639adc76d48f6c5d4  # v5.0.0
+        uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f  # v6.0.0
         with:
           name: cibw-sdist
           path: dist/*.tar.gz
@@ -137,13 +137,13 @@ jobs:
 
     steps:
       - name: Download sdist
-        uses: actions/download-artifact@018cc2cf5baa6db3ef3c5f8a56943fffe632ef53  # v6.0.0
+        uses: actions/download-artifact@37930b1c2abaa49bbe596cd826c3c89aef350131  # v7.0.0
         with:
           name: cibw-sdist
           path: dist/
 
       - name: Build wheels for CPython 3.14
-        uses: pypa/cibuildwheel@9c00cb4f6b517705a3794b22395aedc36257242c  # v3.2.1
+        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:
@@ -153,7 +153,7 @@ jobs:
           CIBW_MANYLINUX_X86_64_IMAGE: manylinux_2_28
 
       - name: Build wheels for CPython 3.13
-        uses: pypa/cibuildwheel@9c00cb4f6b517705a3794b22395aedc36257242c  # v3.2.1
+        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:
@@ -162,7 +162,7 @@ jobs:
           CIBW_ARCHS: ${{ matrix.cibw_archs }}
 
       - name: Build wheels for CPython 3.12
-        uses: pypa/cibuildwheel@9c00cb4f6b517705a3794b22395aedc36257242c  # v3.2.1
+        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:
@@ -170,7 +170,7 @@ jobs:
           CIBW_ARCHS: ${{ matrix.cibw_archs }}
 
       - name: Build wheels for CPython 3.11
-        uses: pypa/cibuildwheel@9c00cb4f6b517705a3794b22395aedc36257242c  # v3.2.1
+        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:
@@ -178,7 +178,7 @@ jobs:
           CIBW_ARCHS: ${{ matrix.cibw_archs }}
 
       - name: Build wheels for PyPy
-        uses: pypa/cibuildwheel@9c00cb4f6b517705a3794b22395aedc36257242c  # v3.2.1
+        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:
@@ -187,7 +187,7 @@ jobs:
           CIBW_ENABLE: pypy
         if: matrix.cibw_archs != 'aarch64' && matrix.os != 'windows-latest' && matrix.os != 'windows-11-arm'
 
-      - uses: actions/upload-artifact@330a01c490aca151604b8cf639adc76d48f6c5d4  # v5.0.0
+      - uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f  # v6.0.0
         with:
           name: cibw-wheels-${{ runner.os }}-${{ matrix.cibw_archs }}
           path: ./wheelhouse/*.whl
diff --git a/.github/workflows/circleci.yml b/.github/workflows/circleci.yml
index ab410b194754..05a30eb032cb 100644
--- a/.github/workflows/circleci.yml
+++ b/.github/workflows/circleci.yml
@@ -28,7 +28,7 @@ jobs:
     runs-on: ubuntu-latest
     name: Post warnings/errors as review
     steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           persist-credentials: false
 
@@ -41,7 +41,7 @@ jobs:
 
       - name: Set up reviewdog
         if: "${{ steps.fetch-artifacts.outputs.count != 0 }}"
-        uses: reviewdog/action-setup@d8edfce3dd5e1ec6978745e801f9c50b5ef80252  # v1.4.0
+        uses: reviewdog/action-setup@d8a7baabd7f3e8544ee4dbde3ee41d0011c3a93f  # v1.5.0
         with:
           reviewdog_version: latest
 
diff --git a/.github/workflows/clean_pr.yml b/.github/workflows/clean_pr.yml
index fdfc446af15b..5107bb92fa1c 100644
--- a/.github/workflows/clean_pr.yml
+++ b/.github/workflows/clean_pr.yml
@@ -10,7 +10,7 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           fetch-depth: '0'
           persist-credentials: false
diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index 72d84e46e077..2aa1ce9f911d 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -27,12 +27,12 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           persist-credentials: false
 
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@4e94bd11f71e507f7f87df81788dff88d1dacbfb  # v4.31.0
+        uses: github/codeql-action/init@5d4e8d1aca955e8d8589aabd499c5cae939e33c7  # v4.31.9
         with:
           languages: ${{ matrix.language }}
 
@@ -43,4 +43,4 @@ jobs:
           pip install --user -v .
 
       - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@4e94bd11f71e507f7f87df81788dff88d1dacbfb  # v4.31.0
+        uses: github/codeql-action/analyze@5d4e8d1aca955e8d8589aabd499c5cae939e33c7  # v4.31.9
diff --git a/.github/workflows/cygwin.yml b/.github/workflows/cygwin.yml
index ba1fd6f57790..ae80020e08b7 100644
--- a/.github/workflows/cygwin.yml
+++ b/.github/workflows/cygwin.yml
@@ -79,7 +79,7 @@ jobs:
       - name: Fix line endings
         run: git config --global core.autocrlf input
 
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           fetch-depth: 0
           persist-credentials: false
@@ -140,21 +140,21 @@ jobs:
         # FreeType build fails with bash, succeeds with dash
 
       - name: Cache pip
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830  # v4.3.0
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb  # v5.0.1
         with:
           path: C:\cygwin\home\runneradmin\.cache\pip
           key: Cygwin-py3.${{ matrix.python-minor-version }}-pip-${{ hashFiles('requirements/*/*.txt') }}
           restore-keys: ${{ matrix.os }}-py3.${{ matrix.python-minor-version }}-pip-
 
       - name: Cache ccache
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830  # v4.3.0
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb  # v5.0.1
         with:
           path: C:\cygwin\home\runneradmin\.ccache
           key: Cygwin-py3.${{ matrix.python-minor-version }}-ccache-${{ hashFiles('src/*') }}
           restore-keys: Cygwin-py3.${{ matrix.python-minor-version }}-ccache-
 
       - name: Cache Matplotlib
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830  # v4.3.0
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb  # v5.0.1
         with:
           path: |
             C:\cygwin\home\runneradmin\.cache\matplotlib
diff --git a/.github/workflows/linting.yml b/.github/workflows/linting.yml
index f1c6d21019e3..bcc7d406043a 100644
--- a/.github/workflows/linting.yml
+++ b/.github/workflows/linting.yml
@@ -10,11 +10,11 @@ jobs:
     name: precommit
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           fetch-depth: 0
           persist-credentials: false
-      - uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c  # v6.0.0
+      - uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548  # v6.1.0
         with:
           python-version: "3.x"
       - uses: pre-commit/action@2c7b3805fd2a0fd8c1884dcaebf91fc102a13ecd  # v3.0.1
@@ -27,12 +27,12 @@ jobs:
     permissions:
       checks: write
     steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           persist-credentials: false
 
       - name: Set up Python 3
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c  # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548  # v6.1.0
         with:
           python-version: '3.11'
 
@@ -40,7 +40,7 @@ jobs:
         run: pip3 install ruff
 
       - name: Set up reviewdog
-        uses: reviewdog/action-setup@d8edfce3dd5e1ec6978745e801f9c50b5ef80252  # v1.4.0
+        uses: reviewdog/action-setup@d8a7baabd7f3e8544ee4dbde3ee41d0011c3a93f  # v1.5.0
 
       - name: Run ruff
         env:
@@ -56,12 +56,12 @@ jobs:
     permissions:
       checks: write
     steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           persist-credentials: false
 
       - name: Set up Python 3
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c  # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548  # v6.1.0
         with:
           python-version: '3.11'
 
@@ -69,7 +69,7 @@ jobs:
         run: pip3 install -r requirements/testing/mypy.txt -r requirements/testing/all.txt
 
       - name: Set up reviewdog
-        uses: reviewdog/action-setup@d8edfce3dd5e1ec6978745e801f9c50b5ef80252  # v1.4.0
+        uses: reviewdog/action-setup@d8a7baabd7f3e8544ee4dbde3ee41d0011c3a93f  # v1.5.0
 
       - name: Run mypy
         env:
@@ -87,7 +87,7 @@ jobs:
     permissions:
       checks: write
     steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           persist-credentials: false
 
diff --git a/.github/workflows/mypy-stubtest.yml b/.github/workflows/mypy-stubtest.yml
index 3815efd08954..dad980b4fae9 100644
--- a/.github/workflows/mypy-stubtest.yml
+++ b/.github/workflows/mypy-stubtest.yml
@@ -12,17 +12,17 @@ jobs:
     permissions:
       checks: write
     steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           persist-credentials: false
 
       - name: Set up Python 3
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c  # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548  # v6.1.0
         with:
           python-version: '3.11'
 
       - name: Set up reviewdog
-        uses: reviewdog/action-setup@d8edfce3dd5e1ec6978745e801f9c50b5ef80252  # v1.4.0
+        uses: reviewdog/action-setup@d8a7baabd7f3e8544ee4dbde3ee41d0011c3a93f  # v1.5.0
 
       - name: Install tox
         run: python -m pip install tox
diff --git a/.github/workflows/nightlies.yml b/.github/workflows/nightlies.yml
index 393ce2e73472..e8ff8ad7acbc 100644
--- a/.github/workflows/nightlies.yml
+++ b/.github/workflows/nightlies.yml
@@ -59,7 +59,7 @@ jobs:
           ls -l dist/
 
       - name: Upload wheels to Anaconda Cloud as nightlies
-        uses: scientific-python/upload-nightly-action@b36e8c0c10dbcfd2e05bf95f17ef8c14fd708dbf  # 0.6.2
+        uses: scientific-python/upload-nightly-action@5748273c71e2d8d3a61f3a11a16421c8954f9ecf  # 0.6.3
         with:
           artifacts_path: dist
           anaconda_nightly_upload_token: ${{ secrets.ANACONDA_ORG_UPLOAD_TOKEN }}
diff --git a/.github/workflows/stale-tidy.yml b/.github/workflows/stale-tidy.yml
index 85c8fec38e63..038fdae7c5a3 100644
--- a/.github/workflows/stale-tidy.yml
+++ b/.github/workflows/stale-tidy.yml
@@ -9,7 +9,7 @@ jobs:
     if: github.repository == 'matplotlib/matplotlib'
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/stale@5f858e3efba33a5ca4407a664cc011ad407f2008  # v10.1.0
+      - uses: actions/stale@997185467fa4f803885201cee163a9f38240193d  # v10.1.1
         with:
           repo-token: ${{ secrets.GITHUB_TOKEN }}
           operations-per-run: 300
diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml
index bbc58eca4fb0..cebf8c3d99bf 100644
--- a/.github/workflows/stale.yml
+++ b/.github/workflows/stale.yml
@@ -9,7 +9,7 @@ jobs:
     if: github.repository == 'matplotlib/matplotlib'
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/stale@5f858e3efba33a5ca4407a664cc011ad407f2008  # v10.1.0
+      - uses: actions/stale@997185467fa4f803885201cee163a9f38240193d  # v10.1.1
         with:
           repo-token: ${{ secrets.GITHUB_TOKEN }}
           operations-per-run: 20
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 048f11be14d2..e066f6d9d296 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -89,13 +89,13 @@ jobs:
             pygobject-ver: '<3.52.0'
 
     steps:
-      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
         with:
           fetch-depth: 0
           persist-credentials: false
 
       - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c  # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548  # v6.1.0
         with:
           python-version: ${{ matrix.python-version }}
           allow-prereleases: true
@@ -178,7 +178,7 @@ jobs:
           esac
 
       - name: Cache pip
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830  # v4.3.0
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb  # v5.0.1
         if: startsWith(runner.os, 'Linux')
         with:
           path: ~/.cache/pip
@@ -186,7 +186,7 @@ jobs:
           restore-keys: |
             ${{ matrix.os }}-py${{ matrix.python-version }}-pip-
       - name: Cache pip
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830  # v4.3.0
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb  # v5.0.1
         if: startsWith(runner.os, 'macOS')
         with:
           path: ~/Library/Caches/pip
@@ -194,7 +194,7 @@ jobs:
           restore-keys: |
             ${{ matrix.os }}-py${{ matrix.python-version }}-pip-
       - name: Cache ccache
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830  # v4.3.0
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb  # v5.0.1
         with:
           path: |
             ~/.ccache
@@ -202,7 +202,7 @@ jobs:
           restore-keys: |
             ${{ matrix.os }}-py${{ matrix.python-version }}-ccache-
       - name: Cache Matplotlib
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830  # v4.3.0
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb  # v5.0.1
         with:
           path: |
             ~/.cache/matplotlib
@@ -389,12 +389,12 @@ jobs:
           fi
       - name: Upload code coverage
         if: ${{ !cancelled() && github.event_name != 'schedule' }}
-        uses: codecov/codecov-action@5a1091511ad55cbe89839c7260b706298ca349f7  # v5.5.1
+        uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de  # v5.5.2
         with:
           name: "${{ matrix.python-version }} ${{ matrix.os }} ${{ matrix.name-suffix }}"
           token: ${{ secrets.CODECOV_TOKEN }}
 
-      - uses: actions/upload-artifact@330a01c490aca151604b8cf639adc76d48f6c5d4  # v5.0.0
+      - uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f  # v6.0.0
         if: failure()
         with:
           name: "${{ matrix.python-version }} ${{ matrix.os }} ${{ matrix.name-suffix }} result images"

From babeefaccd62c6a07d277ed3c7aade2439c7dbb3 Mon Sep 17 00:00:00 2001
From: ee25b003 <ee25b003@smail.iitm.ac.in>
Date: Tue, 30 Dec 2025 22:02:12 +0530
Subject: [PATCH 32/82] Fix outdated documentation links for violin/boxplot
 example

---
 galleries/examples/statistics/boxplot_vs_violin.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/galleries/examples/statistics/boxplot_vs_violin.py b/galleries/examples/statistics/boxplot_vs_violin.py
index f277e737e65c..06aa2693f446 100644
--- a/galleries/examples/statistics/boxplot_vs_violin.py
+++ b/galleries/examples/statistics/boxplot_vs_violin.py
@@ -12,12 +12,15 @@
 the whole range of the data.
 
 A good general reference on boxplots and their history can be found
-here: http://vita.had.co.nz/papers/boxplots.pdf
+here: https://vita.had.co.nz/papers/boxplots.pdf
 
 Violin plots require matplotlib >= 1.4.
 
-For more information on violin plots, the scikit-learn docs have a great
-section: https://scikit-learn.org/stable/modules/density.html
+Violin plots show the distribution of the data as a rotated kernel density
+estimate (KDE) along with summary statistics similar to a box plot.
+
+For more information on violin plots, see:
+https://en.wikipedia.org/wiki/Violin_plot
 """
 
 import matplotlib.pyplot as plt

From 2a94a7ff1338708e49dbc23ed48734b260faafd2 Mon Sep 17 00:00:00 2001
From: Thomas A Caswell <tcaswell@gmail.com>
Date: Wed, 31 Dec 2025 09:55:20 -0500
Subject: [PATCH 33/82] TST: account for asyncio changes in py314

An EventLoop will no longer be implicitly created by `get_event_loop()`

Closes #30917
---
 lib/matplotlib/tests/test_backends_interactive.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/lib/matplotlib/tests/test_backends_interactive.py b/lib/matplotlib/tests/test_backends_interactive.py
index 6bc7de433825..101c1cb81cad 100644
--- a/lib/matplotlib/tests/test_backends_interactive.py
+++ b/lib/matplotlib/tests/test_backends_interactive.py
@@ -208,6 +208,10 @@ def check_alt_backend(alt_backend):
     if fig.canvas.toolbar:  # i.e toolbar2.
         fig.canvas.toolbar.draw_rubberband(None, 1., 1, 2., 2)
 
+    if backend == 'webagg' and sys.version_info >= (3, 14):
+        import asyncio
+        asyncio.set_event_loop(asyncio.new_event_loop())
+
     timer = fig.canvas.new_timer(1.)  # Test that floats are cast to int.
     timer.add_callback(KeyEvent("key_press_event", fig.canvas, "q")._process)
     # Trigger quitting upon draw.

From c5ba854ec91736fdb84793f739ddd5d85f927f11 Mon Sep 17 00:00:00 2001
From: Thomas A Caswell <tcaswell@gmail.com>
Date: Wed, 31 Dec 2025 10:03:44 -0500
Subject: [PATCH 34/82] CI: add py314 to test matrix on GHA

---
 .github/workflows/tests.yml | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 048f11be14d2..bd18ceca9f7b 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -73,6 +73,8 @@ jobs:
             pygobject-ver: '<3.52.0'
           - os: ubuntu-24.04
             python-version: '3.12'
+          - os: ubuntu-24.04
+            python-version: '3.14'
           - os: ubuntu-24.04-arm
             python-version: '3.12'
           - os: macos-14  # This runner is on M1 (arm64) chips.
@@ -87,6 +89,10 @@ jobs:
             python-version: '3.13'
             # https://github.com/matplotlib/matplotlib/issues/29732
             pygobject-ver: '<3.52.0'
+          - os: macos-15  # This runner is on M1 (arm64) chips.
+            python-version: '3.14'
+            # https://github.com/matplotlib/matplotlib/issues/29732
+            pygobject-ver: '<3.52.0'
 
     steps:
       - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8  # v5.0.0

From 6463594e511147dd2c89ac6bd7beddfde0a611d2 Mon Sep 17 00:00:00 2001
From: Thomas A Caswell <tcaswell@gmail.com>
Date: Wed, 31 Dec 2025 10:56:42 -0500
Subject: [PATCH 35/82] CI: only try to install pyside2 on py311

---
 .github/workflows/tests.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index bd18ceca9f7b..679fa230783b 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -270,8 +270,8 @@ jobs:
           # Even though PySide2 wheels can be installed on Python 3.12+, they are broken and since PySide2 is
           # deprecated, they are unlikely to be fixed. For the same deprecation reason, there are no wheels
           # on M1 macOS, so don't bother there either.
-          if [[ "${{ matrix.os }}" != 'macos-14'
-                && "${{ matrix.python-version }}" != '3.12' && "${{ matrix.python-version }}" != '3.13' ]]; then
+          if [[ "${{ matrix.os }}" != 'macos-14' && "${{ matrix.python-version }}" == '3.11'
+                ]]; then
             python -mpip install --upgrade pyside2 &&
               python -c 'import PySide2.QtCore' &&
               echo 'PySide2 is available' ||

From 75b27f8ce39c2b27f894b431b278b68756e6f1f0 Mon Sep 17 00:00:00 2001
From: star1327p <star1327p@gmail.com>
Date: Wed, 31 Dec 2025 15:49:05 -0800
Subject: [PATCH 36/82] DOC: Correct typos on a/an usage including print
 messages

---
 doc/devel/contribute.rst                                    | 2 +-
 doc/devel/license.rst                                       | 2 +-
 doc/release/next_whats_new/README.rst                       | 2 +-
 galleries/examples/color/color_demo.py                      | 2 +-
 galleries/examples/text_labels_and_annotations/multiline.py | 2 +-
 galleries/users_explain/figure/event_handling.rst           | 2 +-
 galleries/users_explain/toolkits/axisartist.rst             | 4 ++--
 lib/matplotlib/backends/qt_editor/figureoptions.py          | 2 +-
 lib/matplotlib/dates.py                                     | 2 +-
 lib/matplotlib/figure.py                                    | 2 +-
 lib/matplotlib/lines.py                                     | 2 +-
 lib/matplotlib/pyplot.py                                    | 2 +-
 lib/matplotlib/tests/test_agg.py                            | 2 +-
 lib/matplotlib/tests/test_dates.py                          | 2 +-
 lib/matplotlib/widgets.py                                   | 2 +-
 lib/mpl_toolkits/axisartist/axislines.py                    | 2 +-
 16 files changed, 17 insertions(+), 17 deletions(-)

diff --git a/doc/devel/contribute.rst b/doc/devel/contribute.rst
index 3667d6e20a5d..bd4fe8e64c52 100644
--- a/doc/devel/contribute.rst
+++ b/doc/devel/contribute.rst
@@ -337,7 +337,7 @@ Start a pull request
 
 The preferred way to contribute to Matplotlib is to fork the `main
 repository <https://github.com/matplotlib/matplotlib/>`__ on GitHub,
-then submit a "pull request" (PR). To work on a a pull request:
+then submit a "pull request" (PR). To work on a pull request:
 
 #. **First** set up a development environment, either by cloning a copy of the
    Matplotlib repository to your own computer or by using Github codespaces, by
diff --git a/doc/devel/license.rst b/doc/devel/license.rst
index 7596f2f92348..ebdfd494f832 100644
--- a/doc/devel/license.rst
+++ b/doc/devel/license.rst
@@ -10,7 +10,7 @@ another project make sure it has a PSF, BSD, MIT or compatible license
 licenses).  If it doesn't, you may consider contacting the author and
 asking them to relicense it.  GPL and LGPL code are not acceptable in
 the main code base, though we are considering an alternative way of
-distributing L/GPL code through an separate channel, possibly a
+distributing L/GPL code through a separate channel, possibly a
 toolkit.  If you include code, make sure you include a copy of that
 code's license in the license directory if the code's license requires
 you to distribute the license with it.  Non-BSD compatible licenses
diff --git a/doc/release/next_whats_new/README.rst b/doc/release/next_whats_new/README.rst
index a680f5120f52..1a7039a4a5db 100644
--- a/doc/release/next_whats_new/README.rst
+++ b/doc/release/next_whats_new/README.rst
@@ -34,7 +34,7 @@ Include contents of the form::
     details should be left out when they do not impact usage, for example
     implementation details.
 
-    The description may include a a short instructive example, if it helps to
+    The description may include a short instructive example, if it helps to
     understand the feature.
 
 Please avoid using references in section titles, as it causes links to be
diff --git a/galleries/examples/color/color_demo.py b/galleries/examples/color/color_demo.py
index 6822efc3faa7..b8b06c9091e3 100644
--- a/galleries/examples/color/color_demo.py
+++ b/galleries/examples/color/color_demo.py
@@ -16,7 +16,7 @@
 5) a single letter string, i.e. one of
    ``{'b', 'g', 'r', 'c', 'm', 'y', 'k', 'w'}``, which are short-hand notations
    for shades of blue, green, red, cyan, magenta, yellow, black, and white;
-6) a X11/CSS4 ("html") color name, e.g. ``"blue"``;
+6) an X11/CSS4 ("html") color name, e.g. ``"blue"``;
 7) a name from the `xkcd color survey <https://xkcd.com/color/rgb/>`__,
    prefixed with ``'xkcd:'`` (e.g., ``'xkcd:sky blue'``);
 8) a "Cn" color spec, i.e. ``'C'`` followed by a number, which is an index into
diff --git a/galleries/examples/text_labels_and_annotations/multiline.py b/galleries/examples/text_labels_and_annotations/multiline.py
index 2aa6fea8c1af..e9ce81fe6526 100644
--- a/galleries/examples/text_labels_and_annotations/multiline.py
+++ b/galleries/examples/text_labels_and_annotations/multiline.py
@@ -11,7 +11,7 @@
 
 ax0.set_aspect(1)
 ax0.plot(np.arange(10))
-ax0.set_xlabel('this is a xlabel\n(with newlines!)')
+ax0.set_xlabel('this is an xlabel\n(with newlines!)')
 ax0.set_ylabel('this is vertical\ntest', multialignment='center')
 ax0.text(2, 7, 'this is\nyet another test',
          rotation=45,
diff --git a/galleries/users_explain/figure/event_handling.rst b/galleries/users_explain/figure/event_handling.rst
index caf987e3d6da..8b4928eafb52 100644
--- a/galleries/users_explain/figure/event_handling.rst
+++ b/galleries/users_explain/figure/event_handling.rst
@@ -605,7 +605,7 @@ Picking exercise
 
 Create a data set of 100 arrays of 1000 Gaussian random numbers and
 compute the sample mean and standard deviation of each of them (hint:
-NumPy arrays have a mean and std method) and make a xy marker plot of
+NumPy arrays have a mean and std method) and make an xy marker plot of
 the 100 means vs. the 100 standard deviations.  Connect the line
 created by the plot command to the pick event, and plot the original
 time series of the data that generated the clicked on points.  If more
diff --git a/galleries/users_explain/toolkits/axisartist.rst b/galleries/users_explain/toolkits/axisartist.rst
index 7ff0897f23d8..a5a1b6cbcd78 100644
--- a/galleries/users_explain/toolkits/axisartist.rst
+++ b/galleries/users_explain/toolkits/axisartist.rst
@@ -131,7 +131,7 @@ few things that mpl_toolkits.axisartist.Axes is different from original
 Axes from Matplotlib.
 
 * Axis elements (axis line(spine), ticks, ticklabel and axis labels)
-  are drawn by a AxisArtist instance. Unlike Axis, left, right, top
+  are drawn by an AxisArtist instance. Unlike Axis, left, right, top
   and bottom axis are drawn by separate artists. And each of them may
   have different tick location and different tick labels.
 
@@ -569,7 +569,7 @@ See the first example of this page.
 Current limitations and TODO's
 ==============================
 
-The code need more refinement. Here is a incomplete list of issues and TODO's
+The code need more refinement. Here is an incomplete list of issues and TODO's
 
 * No easy way to support a user customized tick location (for
   curvilinear grid). A new Locator class needs to be created.
diff --git a/lib/matplotlib/backends/qt_editor/figureoptions.py b/lib/matplotlib/backends/qt_editor/figureoptions.py
index 9c57b7c4e968..cd4e9583cce5 100644
--- a/lib/matplotlib/backends/qt_editor/figureoptions.py
+++ b/lib/matplotlib/backends/qt_editor/figureoptions.py
@@ -92,7 +92,7 @@ def prepare_data(d, init):
         `"None"`, `"none"` and `""` are synonyms); *init* is one shorthand
         of the initial style.
 
-        This function returns an list suitable for initializing a
+        This function returns a list suitable for initializing a
         FormLayout combobox, namely `[initial_name, (shorthand,
         style_name), (shorthand, style_name), ...]`.
         """
diff --git a/lib/matplotlib/dates.py b/lib/matplotlib/dates.py
index 511e1c6df6cc..6a2bd0194bd4 100644
--- a/lib/matplotlib/dates.py
+++ b/lib/matplotlib/dates.py
@@ -537,7 +537,7 @@ def drange(dstart, dend, delta):
     # calculate end of the interval which will be generated
     dinterval_end = dstart + num * delta
 
-    # ensure, that an half open interval will be generated [dstart, dend)
+    # ensure, that a half open interval will be generated [dstart, dend)
     if dinterval_end >= dend:
         # if the endpoint is greater than or equal to dend,
         # just subtract one delta
diff --git a/lib/matplotlib/figure.py b/lib/matplotlib/figure.py
index 4cd7fd01a995..85b378fcd422 100644
--- a/lib/matplotlib/figure.py
+++ b/lib/matplotlib/figure.py
@@ -2766,7 +2766,7 @@ def show(self, warn=True):
 
         .. warning::
 
-            This does not manage an GUI event loop. Consequently, the figure
+            This does not manage a GUI event loop. Consequently, the figure
             may only be shown briefly or not shown at all if you or your
             environment are not managing an event loop.
 
diff --git a/lib/matplotlib/lines.py b/lib/matplotlib/lines.py
index 72c57bf77b5c..49560925b082 100644
--- a/lib/matplotlib/lines.py
+++ b/lib/matplotlib/lines.py
@@ -183,7 +183,7 @@ def _slice_or_none(in_v, slc):
             if ax is None:
                 raise ValueError(
                     "markevery is specified relative to the Axes size, but "
-                    "the line does not have a Axes as parent")
+                    "the line does not have an Axes as parent")
 
             # calc cumulative distance along path (in display coords):
             fin = np.isfinite(verts).all(axis=1)
diff --git a/lib/matplotlib/pyplot.py b/lib/matplotlib/pyplot.py
index 225684d068f4..61f5f48f1224 100644
--- a/lib/matplotlib/pyplot.py
+++ b/lib/matplotlib/pyplot.py
@@ -1842,7 +1842,7 @@ def subplots(
         axs[0, 0].plot(x, y)
         axs[1, 1].scatter(x, y)
 
-        # Share a X axis with each column of subplots
+        # Share an X axis with each column of subplots
         plt.subplots(2, 2, sharex='col')
 
         # Share a Y axis with each row of subplots
diff --git a/lib/matplotlib/tests/test_agg.py b/lib/matplotlib/tests/test_agg.py
index 100f632a9306..69434fd393ec 100644
--- a/lib/matplotlib/tests/test_agg.py
+++ b/lib/matplotlib/tests/test_agg.py
@@ -374,7 +374,7 @@ def test_chunksize_fails():
 
 
 def test_non_tuple_rgbaface():
-    # This passes rgbaFace as a ndarray to draw_path.
+    # This passes rgbaFace as an ndarray to draw_path.
     fig = plt.figure()
     fig.add_subplot(projection="3d").scatter(
         [0, 1, 2], [0, 1, 2], path_effects=[patheffects.Stroke(linewidth=4)])
diff --git a/lib/matplotlib/tests/test_dates.py b/lib/matplotlib/tests/test_dates.py
index 23b35e78c1f5..d5b47ac567b4 100644
--- a/lib/matplotlib/tests/test_dates.py
+++ b/lib/matplotlib/tests/test_dates.py
@@ -373,7 +373,7 @@ def test_drange():
     end = datetime.datetime(2011, 1, 2, tzinfo=mdates.UTC)
     delta = datetime.timedelta(hours=1)
     # We expect 24 values in drange(start, end, delta), because drange returns
-    # dates from an half open interval [start, end)
+    # dates from a half open interval [start, end)
     assert len(mdates.drange(start, end, delta)) == 24
 
     # Same if interval ends slightly earlier
diff --git a/lib/matplotlib/widgets.py b/lib/matplotlib/widgets.py
index ac09bb353c7a..79b2e3b7651c 100644
--- a/lib/matplotlib/widgets.py
+++ b/lib/matplotlib/widgets.py
@@ -3177,7 +3177,7 @@ def onselect(eclick: MouseEvent, erelease: MouseEvent)
         (when already existing) or cancelled.
 
     minspany : float, default: 0
-        Selections with an y-span less than or equal to *minspanx* are removed
+        Selections with a y-span less than or equal to *minspanx* are removed
         (when already existing) or cancelled.
 
     useblit : bool, default: False
diff --git a/lib/mpl_toolkits/axisartist/axislines.py b/lib/mpl_toolkits/axisartist/axislines.py
index c921ea597cb4..e0057d4f6c1e 100644
--- a/lib/mpl_toolkits/axisartist/axislines.py
+++ b/lib/mpl_toolkits/axisartist/axislines.py
@@ -16,7 +16,7 @@
 In the new axes class, xaxis and yaxis is set to not visible by
 default, and new set of artist (AxisArtist) are defined to draw axis
 line, ticks, ticklabels and axis label. Axes.axis attribute serves as
-a dictionary of these artists, i.e., ax.axis["left"] is a AxisArtist
+a dictionary of these artists, i.e., ax.axis["left"] is an AxisArtist
 instance responsible to draw left y-axis. The default Axes.axis contains
 "bottom", "left", "top" and "right".
 

From 0bf4d39580234710738dbef3f51b6770e1f61fac Mon Sep 17 00:00:00 2001
From: Abhiroop Batabyal <coding.abhiroop@gmail.com>
Date: Thu, 1 Jan 2026 15:52:11 +0530
Subject: [PATCH 37/82] Docs: Remove outdated annotate_transform example, link
 to annotation tutorial (#30916)

* Docs: Remove outdated annotate_transform example, link to annotation tutorial instead

* Docs: remove annotate_transform example and redirect to annotations tutorial

* DOC: Add redirect for removed annotate_transform example

---------

Co-authored-by: ee25b003 <ee25b003@smail.iitm.ac.in>
---
 .../annotate_transform.py                     | 54 -------------------
 galleries/users_explain/text/annotations.py   |  1 +
 2 files changed, 1 insertion(+), 54 deletions(-)
 delete mode 100644 galleries/examples/text_labels_and_annotations/annotate_transform.py

diff --git a/galleries/examples/text_labels_and_annotations/annotate_transform.py b/galleries/examples/text_labels_and_annotations/annotate_transform.py
deleted file mode 100644
index e7d4e11d9d38..000000000000
--- a/galleries/examples/text_labels_and_annotations/annotate_transform.py
+++ /dev/null
@@ -1,54 +0,0 @@
-"""
-==================
-Annotate transform
-==================
-
-This example shows how to use different coordinate systems for annotations.
-For a complete overview of the annotation capabilities, also see the
-:ref:`annotation tutorial<annotations>`.
-
-.. redirect-from:: /gallery/pyplots/annotate_transform
-"""
-
-import matplotlib.pyplot as plt
-import numpy as np
-
-x = np.arange(0, 10, 0.005)
-y = np.exp(-x/2.) * np.sin(2*np.pi*x)
-
-fig, ax = plt.subplots()
-ax.plot(x, y)
-ax.set_xlim(0, 10)
-ax.set_ylim(-1, 1)
-
-xdata, ydata = 5, 0
-xdisplay, ydisplay = ax.transData.transform((xdata, ydata))
-
-bbox = dict(boxstyle="round", fc="0.8")
-arrowprops = dict(
-    arrowstyle="->",
-    connectionstyle="angle,angleA=0,angleB=90,rad=10")
-
-offset = 72
-ax.annotate(
-    f'data = ({xdata:.1f}, {ydata:.1f})',
-    (xdata, ydata),
-    xytext=(-2*offset, offset), textcoords='offset points',
-    bbox=bbox, arrowprops=arrowprops)
-ax.annotate(
-    f'display = ({xdisplay:.1f}, {ydisplay:.1f})',
-    xy=(xdisplay, ydisplay), xycoords='figure pixels',
-    xytext=(0.5*offset, -offset), textcoords='offset points',
-    bbox=bbox, arrowprops=arrowprops)
-
-plt.show()
-
-# %%
-#
-# .. admonition:: References
-#
-#    The use of the following functions, methods, classes and modules is shown
-#    in this example:
-#
-#    - `matplotlib.transforms.Transform.transform`
-#    - `matplotlib.axes.Axes.annotate` / `matplotlib.pyplot.annotate`
diff --git a/galleries/users_explain/text/annotations.py b/galleries/users_explain/text/annotations.py
index 5cfb16c12715..b0eff8d19f7d 100644
--- a/galleries/users_explain/text/annotations.py
+++ b/galleries/users_explain/text/annotations.py
@@ -12,6 +12,7 @@
 .. redirect-from:: /gallery/userdemo/connect_simple01
 .. redirect-from:: /gallery/userdemo/connectionstyle_demo
 .. redirect-from:: /tutorials/text/annotations
+.. redirect-from:: /gallery/text_labels_and_annotations/annotate_transform
 
 .. _annotations:
 

From e032e2524f24e1dcb9315dcb31e72ee05bb0d99d Mon Sep 17 00:00:00 2001
From: ee25b003 <ee25b003@smail.iitm.ac.in>
Date: Thu, 1 Jan 2026 22:03:04 +0530
Subject: [PATCH 38/82] FIX: Increase reruns for flaky
 test_invisible_Line_rendering (#30809)

---
 lib/matplotlib/tests/test_lines.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/lib/matplotlib/tests/test_lines.py b/lib/matplotlib/tests/test_lines.py
index fe92547c5963..8bf6fea2cdf7 100644
--- a/lib/matplotlib/tests/test_lines.py
+++ b/lib/matplotlib/tests/test_lines.py
@@ -33,7 +33,7 @@ def test_segment_hits():
 
 # Runtimes on a loaded system are inherently flaky. Not so much that a rerun
 # won't help, hopefully.
-@pytest.mark.flaky(reruns=3)
+@pytest.mark.flaky(reruns=5)
 def test_invisible_Line_rendering():
     """
     GitHub issue #1256 identified a bug in Line.draw method

From b2dc2a6a56f7c089b34ece316109100a20bf2ed1 Mon Sep 17 00:00:00 2001
From: Sanchit Rishi <sharmasanchitrishi@gmail.com>
Date: Fri, 2 Jan 2026 16:59:36 +0530
Subject: [PATCH 39/82] Pcolormesh Doc Fix (#30912)

---------

Co-authored-by: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
---
 lib/matplotlib/axes/_axes.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/lib/matplotlib/axes/_axes.py b/lib/matplotlib/axes/_axes.py
index 85c83d847782..f85497968a9d 100644
--- a/lib/matplotlib/axes/_axes.py
+++ b/lib/matplotlib/axes/_axes.py
@@ -6805,9 +6805,12 @@ def pcolormesh(self, *args, alpha=None, norm=None, cmap=None, vmin=None,
             See :doc:`/gallery/images_contours_and_fields/pcolormesh_grids`
             for more description.
 
-        snap : bool, default: False
+        snap : bool, default: :rc:`pcolormesh.snap`
             Whether to snap the mesh to pixel boundaries.
 
+            .. versionchanged:: 3.4.0
+               The default value changed from *False* to *True* to improve transparency
+               handling. See :ref:`whats-new-3-4-0` for details.
         rasterized : bool, optional
             Rasterize the pcolormesh when drawing vector graphics.  This can
             speed up rendering and produce smaller files for large data sets.

From 789153aa20ebcdcbfa4a5c376bd418c443dfccea Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Fri, 2 Jan 2026 13:37:52 +0100
Subject: [PATCH 40/82] Reduce stale bot to run once per week

I have the impression that we are not systematically reviewing the
issues marked as inactive. We had multiple cases of re-opening issues,
which means they haven't been identified as "keep" during the
stale phase. IMHO this should not happen as it increases the danger of
overlooking the
 closing of relevant issues.
---
 .github/workflows/stale.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml
index bbc58eca4fb0..ca9092f0ab9e 100644
--- a/.github/workflows/stale.yml
+++ b/.github/workflows/stale.yml
@@ -2,7 +2,7 @@
 name: 'Label inactive PRs'
 on:
   schedule:
-    - cron: '30 1 * * 1,3,5'
+    - cron: '30 1 * * 1'
 
 jobs:
   stale:

From a9ed0e1f98a279503bd08522a47afc741c70b190 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Fri, 2 Jan 2026 21:55:48 +0100
Subject: [PATCH 41/82] MNT: Make transforms helper functions private (#30889)

* MNT: Make transforms.nonsingular private

* MNT: Make transforms.interval_contains_open private

* MNT: Make transforms.interval_contains private

* Update doc/api/next_api_changes/deprecations/30889-TH.rst

Co-authored-by: Thomas A Caswell <tcaswell@gmail.com>

* Copy docstring via decorator

... to play nicely with deprecation warnings in docstrings

---------

Co-authored-by: Thomas A Caswell <tcaswell@gmail.com>
---
 .../deprecations/30889-TH.rst                 | 10 +++++++
 galleries/examples/specialty_plots/skewt.py   |  4 +--
 lib/matplotlib/axes/_axes.py                  |  4 +--
 lib/matplotlib/colorbar.py                    |  2 +-
 lib/matplotlib/projections/polar.py           |  2 +-
 lib/matplotlib/tests/test_skew.py             |  4 +--
 lib/matplotlib/tests/test_transforms.py       | 26 +++++++++----------
 lib/matplotlib/ticker.py                      | 18 ++++++-------
 lib/matplotlib/transforms.py                  | 26 ++++++++++++++++---
 lib/matplotlib/transforms.pyi                 |  9 +++++++
 10 files changed, 71 insertions(+), 34 deletions(-)
 create mode 100644 doc/api/next_api_changes/deprecations/30889-TH.rst

diff --git a/doc/api/next_api_changes/deprecations/30889-TH.rst b/doc/api/next_api_changes/deprecations/30889-TH.rst
new file mode 100644
index 000000000000..d221ae30d4fb
--- /dev/null
+++ b/doc/api/next_api_changes/deprecations/30889-TH.rst
@@ -0,0 +1,10 @@
+Transforms helper functions
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The following functions in the `.transforms` module are deprecated,
+because they are considerer internal functionality and should not be used
+by end users:
+
+- ``matplotlib.transforms.nonsingular``
+- ``matplotlib.transforms.interval_contains``
+- ``matplotlib.transforms.interval_contains_open``
diff --git a/galleries/examples/specialty_plots/skewt.py b/galleries/examples/specialty_plots/skewt.py
index 04d36c79f067..3a9c14ca6111 100644
--- a/galleries/examples/specialty_plots/skewt.py
+++ b/galleries/examples/specialty_plots/skewt.py
@@ -34,9 +34,9 @@ def draw(self, renderer):
             for artist in [self.gridline, self.tick1line, self.tick2line,
                            self.label1, self.label2]:
                 stack.callback(artist.set_visible, artist.get_visible())
-            needs_lower = transforms.interval_contains(
+            needs_lower = transforms._interval_contains(
                 self.axes.lower_xlim, self.get_loc())
-            needs_upper = transforms.interval_contains(
+            needs_upper = transforms._interval_contains(
                 self.axes.upper_xlim, self.get_loc())
             self.tick1line.set_visible(
                 self.tick1line.get_visible() and needs_lower)
diff --git a/lib/matplotlib/axes/_axes.py b/lib/matplotlib/axes/_axes.py
index f85497968a9d..a25e1f8f9f5a 100644
--- a/lib/matplotlib/axes/_axes.py
+++ b/lib/matplotlib/axes/_axes.py
@@ -5662,8 +5662,8 @@ def reduce_C_function(C: array) -> float
             ymin, ymax = (ty.min(), ty.max()) if len(y) else (0, 1)
 
             # to avoid issues with singular data, expand the min/max pairs
-            xmin, xmax = mtransforms.nonsingular(xmin, xmax, expander=0.1)
-            ymin, ymax = mtransforms.nonsingular(ymin, ymax, expander=0.1)
+            xmin, xmax = mtransforms._nonsingular(xmin, xmax, expander=0.1)
+            ymin, ymax = mtransforms._nonsingular(ymin, ymax, expander=0.1)
 
         nx1 = nx + 1
         ny1 = ny + 1
diff --git a/lib/matplotlib/colorbar.py b/lib/matplotlib/colorbar.py
index 2a11477ed1c2..a4292a323035 100644
--- a/lib/matplotlib/colorbar.py
+++ b/lib/matplotlib/colorbar.py
@@ -1098,7 +1098,7 @@ def _process_values(self):
             # If we still aren't scaled after autoscaling, use 0, 1 as default
             self.norm.vmin = 0
             self.norm.vmax = 1
-        self.norm.vmin, self.norm.vmax = mtransforms.nonsingular(
+        self.norm.vmin, self.norm.vmax = mtransforms._nonsingular(
             self.norm.vmin, self.norm.vmax, expander=0.1)
         if (not isinstance(self.norm, colors.BoundaryNorm) and
                 (self.boundaries is None)):
diff --git a/lib/matplotlib/projections/polar.py b/lib/matplotlib/projections/polar.py
index 8b0a01f556e3..75e1295f77f1 100644
--- a/lib/matplotlib/projections/polar.py
+++ b/lib/matplotlib/projections/polar.py
@@ -469,7 +469,7 @@ def view_limits(self, vmin, vmax):
         if self._zero_in_bounds() and vmax > vmin:
             # this allows inverted r/y-lims
             vmin = min(0, vmin)
-        return mtransforms.nonsingular(vmin, vmax)
+        return mtransforms._nonsingular(vmin, vmax)
 
 
 class _ThetaShift(mtransforms.ScaledTranslation):
diff --git a/lib/matplotlib/tests/test_skew.py b/lib/matplotlib/tests/test_skew.py
index 8527e474fa21..125ecd7ff606 100644
--- a/lib/matplotlib/tests/test_skew.py
+++ b/lib/matplotlib/tests/test_skew.py
@@ -25,9 +25,9 @@ def draw(self, renderer):
             for artist in [self.gridline, self.tick1line, self.tick2line,
                            self.label1, self.label2]:
                 stack.callback(artist.set_visible, artist.get_visible())
-            needs_lower = transforms.interval_contains(
+            needs_lower = transforms._interval_contains(
                 self.axes.lower_xlim, self.get_loc())
-            needs_upper = transforms.interval_contains(
+            needs_upper = transforms._interval_contains(
                 self.axes.upper_xlim, self.get_loc())
             self.tick1line.set_visible(
                 self.tick1line.get_visible() and needs_lower)
diff --git a/lib/matplotlib/tests/test_transforms.py b/lib/matplotlib/tests/test_transforms.py
index 59a765107d7b..2b4351a5cfbb 100644
--- a/lib/matplotlib/tests/test_transforms.py
+++ b/lib/matplotlib/tests/test_transforms.py
@@ -977,7 +977,7 @@ def test_nonsingular():
     zero_expansion = np.array([-0.001, 0.001])
     cases = [(0, np.nan), (0, 0), (0, 7.9e-317)]
     for args in cases:
-        out = np.array(mtransforms.nonsingular(*args))
+        out = np.array(mtransforms._nonsingular(*args))
         assert_array_equal(out, zero_expansion)
 
 
@@ -1093,21 +1093,21 @@ def test_transformedbbox_contains():
 
 
 def test_interval_contains():
-    assert mtransforms.interval_contains((0, 1), 0.5)
-    assert mtransforms.interval_contains((0, 1), 0)
-    assert mtransforms.interval_contains((0, 1), 1)
-    assert not mtransforms.interval_contains((0, 1), -1)
-    assert not mtransforms.interval_contains((0, 1), 2)
-    assert mtransforms.interval_contains((1, 0), 0.5)
+    assert mtransforms._interval_contains((0, 1), 0.5)
+    assert mtransforms._interval_contains((0, 1), 0)
+    assert mtransforms._interval_contains((0, 1), 1)
+    assert not mtransforms._interval_contains((0, 1), -1)
+    assert not mtransforms._interval_contains((0, 1), 2)
+    assert mtransforms._interval_contains((1, 0), 0.5)
 
 
 def test_interval_contains_open():
-    assert mtransforms.interval_contains_open((0, 1), 0.5)
-    assert not mtransforms.interval_contains_open((0, 1), 0)
-    assert not mtransforms.interval_contains_open((0, 1), 1)
-    assert not mtransforms.interval_contains_open((0, 1), -1)
-    assert not mtransforms.interval_contains_open((0, 1), 2)
-    assert mtransforms.interval_contains_open((1, 0), 0.5)
+    assert mtransforms._interval_contains_open((0, 1), 0.5)
+    assert not mtransforms._interval_contains_open((0, 1), 0)
+    assert not mtransforms._interval_contains_open((0, 1), 1)
+    assert not mtransforms._interval_contains_open((0, 1), -1)
+    assert not mtransforms._interval_contains_open((0, 1), 2)
+    assert mtransforms._interval_contains_open((1, 0), 0.5)
 
 
 def test_scaledrotation_initialization():
diff --git a/lib/matplotlib/ticker.py b/lib/matplotlib/ticker.py
index f82eeedc8918..e27d71974471 100644
--- a/lib/matplotlib/ticker.py
+++ b/lib/matplotlib/ticker.py
@@ -1029,7 +1029,7 @@ def __call__(self, x, pos=None):
             return ''
 
         vmin, vmax = self.axis.get_view_interval()
-        vmin, vmax = mtransforms.nonsingular(vmin, vmax, expander=0.05)
+        vmin, vmax = mtransforms._nonsingular(vmin, vmax, expander=0.05)
         s = self._num_to_string(x, vmin, vmax)
         return self.fix_minus(s)
 
@@ -1730,7 +1730,7 @@ def nonsingular(self, v0, v1):
           default view limits.
         - Otherwise, ``(v0, v1)`` is returned without modification.
         """
-        return mtransforms.nonsingular(v0, v1, expander=.05)
+        return mtransforms._nonsingular(v0, v1, expander=.05)
 
     def view_limits(self, vmin, vmax):
         """
@@ -1738,7 +1738,7 @@ def view_limits(self, vmin, vmax):
 
         Subclasses should override this method to change locator behaviour.
         """
-        return mtransforms.nonsingular(vmin, vmax)
+        return mtransforms._nonsingular(vmin, vmax)
 
 
 class IndexLocator(Locator):
@@ -1881,7 +1881,7 @@ def __call__(self):
         return self.tick_values(vmin, vmax)
 
     def tick_values(self, vmin, vmax):
-        vmin, vmax = mtransforms.nonsingular(vmin, vmax, expander=0.05)
+        vmin, vmax = mtransforms._nonsingular(vmin, vmax, expander=0.05)
 
         if (vmin, vmax) in self.presets:
             return self.presets[(vmin, vmax)]
@@ -1910,7 +1910,7 @@ def view_limits(self, vmin, vmax):
             vmin = math.floor(scale * vmin) / scale
             vmax = math.ceil(scale * vmax) / scale
 
-        return mtransforms.nonsingular(vmin, vmax)
+        return mtransforms._nonsingular(vmin, vmax)
 
 
 class MultipleLocator(Locator):
@@ -1980,7 +1980,7 @@ def view_limits(self, dmin, dmax):
             vmin = dmin
             vmax = dmax
 
-        return mtransforms.nonsingular(vmin, vmax)
+        return mtransforms._nonsingular(vmin, vmax)
 
 
 def scale_range(vmin, vmax, n=1, threshold=100):
@@ -2236,7 +2236,7 @@ def tick_values(self, vmin, vmax):
         if self._symmetric:
             vmax = max(abs(vmin), abs(vmax))
             vmin = -vmax
-        vmin, vmax = mtransforms.nonsingular(
+        vmin, vmax = mtransforms._nonsingular(
             vmin, vmax, expander=1e-13, tiny=1e-14)
         locs = self._raw_ticks(vmin, vmax)
 
@@ -2254,7 +2254,7 @@ def view_limits(self, dmin, dmax):
             dmax = max(abs(dmin), abs(dmax))
             dmin = -dmax
 
-        dmin, dmax = mtransforms.nonsingular(
+        dmin, dmax = mtransforms._nonsingular(
             dmin, dmax, expander=1e-12, tiny=1e-13)
 
         if mpl.rcParams['axes.autolimit_mode'] == 'round_numbers':
@@ -2718,7 +2718,7 @@ def view_limits(self, vmin, vmax):
                 vmin = _decade_less(vmin, b)
                 vmax = _decade_greater(vmax, b)
 
-        return mtransforms.nonsingular(vmin, vmax)
+        return mtransforms._nonsingular(vmin, vmax)
 
 
 class AsinhLocator(Locator):
diff --git a/lib/matplotlib/transforms.py b/lib/matplotlib/transforms.py
index 6ffc82edac3e..44d01926f2e8 100644
--- a/lib/matplotlib/transforms.py
+++ b/lib/matplotlib/transforms.py
@@ -44,7 +44,7 @@
 import numpy as np
 from numpy.linalg import inv
 
-from matplotlib import _api
+from matplotlib import _api, _docstring
 from matplotlib._path import affine_transform, count_bboxes_overlapping_bbox
 from .path import Path
 
@@ -2865,7 +2865,7 @@ def _revalidate(self):
         super()._revalidate()
 
 
-def nonsingular(vmin, vmax, expander=0.001, tiny=1e-15, increasing=True):
+def _nonsingular(vmin, vmax, expander=0.001, tiny=1e-15, increasing=True):
     """
     Modify the endpoints of a range as needed to avoid singularities.
 
@@ -2923,7 +2923,13 @@ def nonsingular(vmin, vmax, expander=0.001, tiny=1e-15, increasing=True):
     return vmin, vmax
 
 
-def interval_contains(interval, val):
+@_api.deprecated("3.11")
+@_docstring.copy(_nonsingular)
+def nonsingular(vmin, vmax, expander=0.001, tiny=1e-15, increasing=True):
+    return _nonsingular(vmin, vmax, expander, tiny, increasing)
+
+
+def _interval_contains(interval, val):
     """
     Check, inclusively, whether an interval includes a given value.
 
@@ -2945,6 +2951,12 @@ def interval_contains(interval, val):
     return a <= val <= b
 
 
+@_api.deprecated("3.11")
+@_docstring.copy(_interval_contains)
+def interval_contains(interval, val):
+    return _interval_contains(interval, val)
+
+
 def _interval_contains_close(interval, val, rtol=1e-10):
     """
     Check, inclusively, whether an interval includes a given value, with the
@@ -2974,7 +2986,7 @@ def _interval_contains_close(interval, val, rtol=1e-10):
     return a - rtol <= val <= b + rtol
 
 
-def interval_contains_open(interval, val):
+def _interval_contains_open(interval, val):
     """
     Check, excluding endpoints, whether an interval includes a given value.
 
@@ -2994,6 +3006,12 @@ def interval_contains_open(interval, val):
     return a < val < b or a > val > b
 
 
+@_api.deprecated("3.11")
+@_docstring.copy(_interval_contains_open)
+def interval_contains_open(interval, val):
+    return _interval_contains_open(interval, val)
+
+
 def offset_copy(trans, fig=None, x=0.0, y=0.0, units='inches'):
     """
     Return a new transform with an added offset.
diff --git a/lib/matplotlib/transforms.pyi b/lib/matplotlib/transforms.pyi
index da73a8127cc3..ebee3954a3a7 100644
--- a/lib/matplotlib/transforms.pyi
+++ b/lib/matplotlib/transforms.pyi
@@ -316,6 +316,13 @@ class TransformedPath(TransformNode):
 class TransformedPatchPath(TransformedPath):
     def __init__(self, patch: Patch) -> None: ...
 
+def _nonsingular(
+    vmin: float,
+    vmax: float,
+    expander: float = ...,
+    tiny: float = ...,
+    increasing: bool = ...,
+) -> tuple[float, float]: ...
 def nonsingular(
     vmin: float,
     vmax: float,
@@ -323,7 +330,9 @@ def nonsingular(
     tiny: float = ...,
     increasing: bool = ...,
 ) -> tuple[float, float]: ...
+def _interval_contains(interval: tuple[float, float], val: float) -> bool: ...
 def interval_contains(interval: tuple[float, float], val: float) -> bool: ...
+def _interval_contains_open(interval: tuple[float, float], val: float) -> bool: ...
 def interval_contains_open(interval: tuple[float, float], val: float) -> bool: ...
 def offset_copy(
     trans: Transform,

From 6688d5d1a51ed8cd0c7d838681a39bf84a5f2fd0 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Fri, 2 Jan 2026 21:57:18 +0100
Subject: [PATCH 42/82] DOC: Improve writer parameter docs of Animation.save()
 (#30910)

Closes #24159.
---
 lib/matplotlib/animation.py | 18 +++++++++++++++---
 1 file changed, 15 insertions(+), 3 deletions(-)

diff --git a/lib/matplotlib/animation.py b/lib/matplotlib/animation.py
index 1a398c91dbef..be69dce4e927 100644
--- a/lib/matplotlib/animation.py
+++ b/lib/matplotlib/animation.py
@@ -955,9 +955,21 @@ def save(self, filename, writer=None, fps=None, dpi=None, codec=None,
         filename : str
             The output filename, e.g., :file:`mymovie.mp4`.
 
-        writer : `MovieWriter` or str, default: :rc:`animation.writer`
-            A `MovieWriter` instance to use or a key that identifies a
-            class to use, such as 'ffmpeg'.
+        writer : `AbstractMovieWriter` subclass or str, default: :rc:`animation.writer`
+            The writer used to grab the frames and create the movie file.
+            This can be an instance of an `AbstractMovieWriter` subclass or a
+            string. The builtin writers are
+
+            ==================  ==============================
+            str                 class
+            ==================  ==============================
+            'ffmpeg'            `.FFMpegWriter`
+            'ffmpeg_file'       `.FFMpegFileWriter`
+            'imagemagick'       `.ImageMagickWriter`
+            'imagemagick_file'  `.ImageMagickFileWriter`
+            'pillow'            `.PillowWriter`
+            'html'              `.HTMLWriter`
+            ==================  ==============================
 
         fps : int, optional
             Movie frame rate (per second).  If not set, the frame rate from the

From 5f66224a59a1b34f075fbafd8e56fae8931af815 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Fri, 2 Jan 2026 21:57:18 +0100
Subject: [PATCH 43/82] Backport PR #30910: DOC: Improve writer parameter docs
 of Animation.save()

---
 lib/matplotlib/animation.py | 18 +++++++++++++++---
 1 file changed, 15 insertions(+), 3 deletions(-)

diff --git a/lib/matplotlib/animation.py b/lib/matplotlib/animation.py
index a87f00201124..a4eb80ad1b34 100644
--- a/lib/matplotlib/animation.py
+++ b/lib/matplotlib/animation.py
@@ -951,9 +951,21 @@ def save(self, filename, writer=None, fps=None, dpi=None, codec=None,
         filename : str
             The output filename, e.g., :file:`mymovie.mp4`.
 
-        writer : `MovieWriter` or str, default: :rc:`animation.writer`
-            A `MovieWriter` instance to use or a key that identifies a
-            class to use, such as 'ffmpeg'.
+        writer : `AbstractMovieWriter` subclass or str, default: :rc:`animation.writer`
+            The writer used to grab the frames and create the movie file.
+            This can be an instance of an `AbstractMovieWriter` subclass or a
+            string. The builtin writers are
+
+            ==================  ==============================
+            str                 class
+            ==================  ==============================
+            'ffmpeg'            `.FFMpegWriter`
+            'ffmpeg_file'       `.FFMpegFileWriter`
+            'imagemagick'       `.ImageMagickWriter`
+            'imagemagick_file'  `.ImageMagickFileWriter`
+            'pillow'            `.PillowWriter`
+            'html'              `.HTMLWriter`
+            ==================  ==============================
 
         fps : int, optional
             Movie frame rate (per second).  If not set, the frame rate from the

From b9b5d627b1d9a87cadafd842512bd3d730990df6 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Fri, 2 Jan 2026 13:44:58 +0100
Subject: [PATCH 44/82] Exclude confirmed bugs from stale-tidy bot

We should not close confirmed bugs through a timeout mechanism. The bug
exists and should be tracked as open bug as long as we don't fix it or
explicitly decide to not handle this, in which case, we'd manually close
 as "won't fix".
---
 .github/workflows/stale-tidy.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/stale-tidy.yml b/.github/workflows/stale-tidy.yml
index 85c8fec38e63..1602c7ccca54 100644
--- a/.github/workflows/stale-tidy.yml
+++ b/.github/workflows/stale-tidy.yml
@@ -20,5 +20,5 @@ jobs:
           close-issue-label: "status: closed as inactive"
           days-before-issue-close: 30
           ascending: true
-          exempt-issue-labels: "keep"
+          exempt-issue-labels: "keep,status: confirmed bug"
           exempt-pr-labels: "keep,status: orphaned PR"

From ca3a030bc3a236477ff57fecabfed5315debdec0 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Sun, 4 Jan 2026 07:14:22 +0100
Subject: [PATCH 45/82] DOC: Clarify and unify set_linestyle (#30855)

* DOC: Clarify and unify set_linestyle

Closes #26784.

* Update lib/matplotlib/collections.py

Co-authored-by: Elliott Sales de Andrade <quantum.analyst@gmail.com>

* Update lib/matplotlib/collections.py

Co-authored-by: Elliott Sales de Andrade <quantum.analyst@gmail.com>

---------

Co-authored-by: Elliott Sales de Andrade <quantum.analyst@gmail.com>
---
 lib/matplotlib/collections.py | 50 +++++++++++++++++++++++------------
 lib/matplotlib/inset.py       | 46 +++++++++++++++++++++-----------
 lib/matplotlib/lines.py       | 20 ++++++++++----
 lib/matplotlib/patches.py     | 46 +++++++++++++++++++++-----------
 4 files changed, 108 insertions(+), 54 deletions(-)

diff --git a/lib/matplotlib/collections.py b/lib/matplotlib/collections.py
index 684e15cdf854..ceae9fc308a0 100644
--- a/lib/matplotlib/collections.py
+++ b/lib/matplotlib/collections.py
@@ -670,27 +670,43 @@ def set_linestyle(self, ls):
         """
         Set the linestyle(s) for the collection.
 
-        ===========================   =================
-        linestyle                     description
-        ===========================   =================
-        ``'-'`` or ``'solid'``        solid line
-        ``'--'`` or  ``'dashed'``     dashed line
-        ``'-.'`` or  ``'dashdot'``    dash-dotted line
-        ``':'`` or ``'dotted'``       dotted line
-        ===========================   =================
+        Parameters
+        ----------
+        ls : {'-', '--', '-.', ':', '', ...} or (offset, on-off-seq) or list thereof
+            If a list, the individual elements are assigned to the elements of the
+            collection.
 
-        Alternatively a dash tuple of the following form can be provided::
+            Possible values:
 
-            (offset, onoffseq),
+            - A string:
 
-        where ``onoffseq`` is an even length tuple of on and off ink in points.
+              =======================================================  ================
+              linestyle                                                description
+              =======================================================  ================
+              ``'-'`` or ``'solid'``                                   solid line
+              ``'--'`` or ``'dashed'``                                 dashed line
+              ``'-.'`` or ``'dashdot'``                                dash-dotted line
+              ``':'`` or ``'dotted'``                                  dotted line
+              ``''`` or ``'none'`` (discouraged: ``'None'``, ``' '``)  draw nothing
+              =======================================================  ================
 
-        Parameters
-        ----------
-        ls : str or tuple or list thereof
-            Valid values for individual linestyles include {'-', '--', '-.',
-            ':', '', (offset, on-off-seq)}. See `.Line2D.set_linestyle` for a
-            complete description.
+            - A tuple describing the start position and lengths of dashes and spaces:
+
+                  (offset, onoffseq)
+
+              where
+
+              - *offset* is a float specifying the offset (in points); i.e. how much
+                is the dash pattern shifted.
+              - *onoffseq* is a sequence of on and off ink in points. There can be
+                arbitrary many pairs of on and off values.
+
+              Example: The tuple ``(0, (10, 5, 1, 5))`` means that the pattern starts
+              at the beginning of the line. It draws a 10 point long dash,
+              then a 5 point long space, then a 1 point long dash, followed by a 5 point
+              long space, and then the pattern repeats.
+
+            For examples see :doc:`/gallery/lines_bars_and_markers/linestyles`.
         """
         # get the list of raw 'unscaled' dash patterns
         self._us_linestyles = mlines._get_dash_patterns(ls)
diff --git a/lib/matplotlib/inset.py b/lib/matplotlib/inset.py
index fb5bfacff924..aae640db6f81 100644
--- a/lib/matplotlib/inset.py
+++ b/lib/matplotlib/inset.py
@@ -126,26 +126,40 @@ def set_linestyle(self, ls):
         """
         Set the linestyle of the rectangle and the connectors.
 
-        =======================================================  ================
-        linestyle                                                description
-        =======================================================  ================
-        ``'-'`` or ``'solid'``                                   solid line
-        ``'--'`` or ``'dashed'``                                 dashed line
-        ``'-.'`` or ``'dashdot'``                                dash-dotted line
-        ``':'`` or ``'dotted'``                                  dotted line
-        ``''`` or ``'none'`` (discouraged: ``'None'``, ``' '``)  draw nothing
-        =======================================================  ================
+        Parameters
+        ----------
+        ls : {'-', '--', '-.', ':', '', ...} or (offset, on-off-seq)
+            Possible values:
 
-        Alternatively a dash tuple of the following form can be provided::
+            - A string:
 
-            (offset, onoffseq)
+              =======================================================  ================
+              linestyle                                                description
+              =======================================================  ================
+              ``'-'`` or ``'solid'``                                   solid line
+              ``'--'`` or ``'dashed'``                                 dashed line
+              ``'-.'`` or ``'dashdot'``                                dash-dotted line
+              ``':'`` or ``'dotted'``                                  dotted line
+              ``''`` or ``'none'`` (discouraged: ``'None'``, ``' '``)  draw nothing
+              =======================================================  ================
 
-        where ``onoffseq`` is an even length tuple of on and off ink in points.
+            - A tuple describing the start position and lengths of dashes and spaces:
 
-        Parameters
-        ----------
-        ls : {'-', '--', '-.', ':', '', (offset, on-off-seq), ...}
-            The line style.
+                  (offset, onoffseq)
+
+              where
+
+              - *offset* is a float specifying the offset (in points); i.e. how much
+                is the dash pattern shifted.
+              - *onoffseq* is a sequence of on and off ink in points. There can be
+                arbitrary many pairs of on and off values.
+
+              Example: The tuple ``(0, (10, 5, 1, 5))`` means that the pattern starts
+              at the beginning of the line. It draws a 10 point long dash,
+              then a 5 point long space, then a 1 point long dash, followed by a 5 point
+              long space, and then the pattern repeats.
+
+            For examples see :doc:`/gallery/lines_bars_and_markers/linestyles`.
         """
         self._shared_setter('linestyle', ls)
 
diff --git a/lib/matplotlib/lines.py b/lib/matplotlib/lines.py
index 49560925b082..7c374843b5c1 100644
--- a/lib/matplotlib/lines.py
+++ b/lib/matplotlib/lines.py
@@ -1149,7 +1149,7 @@ def set_linestyle(self, ls):
 
         Parameters
         ----------
-        ls : {'-', '--', '-.', ':', '', (offset, on-off-seq), ...}
+        ls : {'-', '--', '-.', ':', '', ...} or (offset, on-off-seq)
             Possible values:
 
             - A string:
@@ -1164,13 +1164,23 @@ def set_linestyle(self, ls):
               ``''`` or ``'none'`` (discouraged: ``'None'``, ``' '``)  draw nothing
               =======================================================  ================
 
-            - Alternatively a dash tuple of the following form can be
-              provided::
+            - A tuple describing the start position and lengths of dashes and spaces:
 
                   (offset, onoffseq)
 
-              where ``onoffseq`` is an even length tuple of on and off ink
-              in points. See also :meth:`set_dashes`.
+              where
+
+              - *offset* is a float specifying the offset (in points); i.e. how much
+                is the dash pattern shifted.
+              - *onoffseq* is a sequence of on and off ink in points. There can be
+                arbitrary many pairs of on and off values.
+
+              Example: The tuple ``(0, (10, 5, 1, 5))`` means that the pattern starts
+              at the beginning of the line. It draws a 10 point long dash,
+              then a 5 point long space, then a 1 point long dash, followed by a 5 point
+              long space, and then the pattern repeats.
+
+              See also :meth:`set_dashes`.
 
             For examples see :doc:`/gallery/lines_bars_and_markers/linestyles`.
         """
diff --git a/lib/matplotlib/patches.py b/lib/matplotlib/patches.py
index 45def2df17b8..0c8d6b5fee15 100644
--- a/lib/matplotlib/patches.py
+++ b/lib/matplotlib/patches.py
@@ -468,26 +468,40 @@ def set_linestyle(self, ls):
         """
         Set the patch linestyle.
 
-        =======================================================  ================
-        linestyle                                                description
-        =======================================================  ================
-        ``'-'`` or ``'solid'``                                   solid line
-        ``'--'`` or ``'dashed'``                                 dashed line
-        ``'-.'`` or ``'dashdot'``                                dash-dotted line
-        ``':'`` or ``'dotted'``                                  dotted line
-        ``''`` or ``'none'`` (discouraged: ``'None'``, ``' '``)  draw nothing
-        =======================================================  ================
+        Parameters
+        ----------
+        ls : {'-', '--', '-.', ':', '', ...} or (offset, on-off-seq)
+            Possible values:
 
-        Alternatively a dash tuple of the following form can be provided::
+            - A string:
 
-            (offset, onoffseq)
+              =======================================================  ================
+              linestyle                                                description
+              =======================================================  ================
+              ``'-'`` or ``'solid'``                                   solid line
+              ``'--'`` or ``'dashed'``                                 dashed line
+              ``'-.'`` or ``'dashdot'``                                dash-dotted line
+              ``':'`` or ``'dotted'``                                  dotted line
+              ``''`` or ``'none'`` (discouraged: ``'None'``, ``' '``)  draw nothing
+              =======================================================  ================
 
-        where ``onoffseq`` is an even length tuple of on and off ink in points.
+            - A tuple describing the start position and lengths of dashes and spaces:
 
-        Parameters
-        ----------
-        ls : {'-', '--', '-.', ':', '', (offset, on-off-seq), ...}
-            The line style.
+                  (offset, onoffseq)
+
+              where
+
+              - *offset* is a float specifying the offset (in points); i.e. how much
+                is the dash pattern shifted.
+              - *onoffseq* is a sequence of on and off ink in points. There can be
+                arbitrary many pairs of on and off values.
+
+              Example: The tuple ``(0, (10, 5, 1, 5))`` means that the pattern starts
+              at the beginning of the line. It draws a 10 point long dash,
+              then a 5 point long space, then a 1 point long dash, followed by a 5 point
+              long space, and then the pattern repeats.
+
+            For examples see :doc:`/gallery/lines_bars_and_markers/linestyles`.
         """
         if ls is None:
             ls = "solid"

From 5a245bab0d1d2dc5891a5719257a0372936fcc14 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Tue, 6 Jan 2026 12:55:44 +0100
Subject: [PATCH 46/82] DOC: Clarify data inputs for boxplot() and violinplot()

---
 lib/matplotlib/axes/_axes.py | 18 ++++++++++++------
 lib/matplotlib/cbook.py      |  8 ++++++--
 2 files changed, 18 insertions(+), 8 deletions(-)

diff --git a/lib/matplotlib/axes/_axes.py b/lib/matplotlib/axes/_axes.py
index a25e1f8f9f5a..2bdb6ffd6a3f 100644
--- a/lib/matplotlib/axes/_axes.py
+++ b/lib/matplotlib/axes/_axes.py
@@ -4325,10 +4325,12 @@ def boxplot(self, x, notch=None, sym=None, vert=None,
 
         Parameters
         ----------
-        x : Array or a sequence of vectors.
-            The input data.  If a 2D array, a boxplot is drawn for each column
-            in *x*.  If a sequence of 1D arrays, a boxplot is drawn for each
-            array in *x*.
+        x : 1D array or sequence of 1D arrays or 2D array
+            The input data. Possible values:
+
+            - 1D array: A single box is drawn.
+            - sequence of 1D arrays: A box is drawn for each array in the sequence.
+            - 2D array: A box is drawn for each column in the array.
 
         notch : bool, default: :rc:`boxplot.notch`
             Whether to draw a notched boxplot (`True`), or a rectangular
@@ -8862,8 +8864,12 @@ def violinplot(self, dataset, positions=None, vert=None,
 
         Parameters
         ----------
-        dataset : Array or a sequence of vectors.
-            The input data.
+        dataset : 1D array or sequence of 1D arrays or 2D array
+            The input data. Possible values:
+
+            - 1D array: A single violin is drawn.
+            - sequence of 1D arrays: A violin is drawn for each array in the sequence.
+            - 2D array: A violin is drawn for each column in the array.
 
         positions : array-like, default: [1, 2, ..., n]
             The positions of the violins; i.e. coordinates on the x-axis for
diff --git a/lib/matplotlib/cbook.py b/lib/matplotlib/cbook.py
index a2a9e54792d9..2e416486baf4 100644
--- a/lib/matplotlib/cbook.py
+++ b/lib/matplotlib/cbook.py
@@ -1463,9 +1463,13 @@ def violin_stats(X, method=("GaussianKDE", "scott"), points=100, quantiles=None)
 
     Parameters
     ----------
-    X : array-like
+    X : 1D array or sequence of 1D arrays or 2D array
         Sample data that will be used to produce the gaussian kernel density
-        estimates. Must have 2 or fewer dimensions.
+        estimates. Possible values:
+
+        - 1D array: Statistics are computed for that array.
+        - sequence of 1D arrays: Statistics are computed for each array in the sequence.
+        - 2D array: Statistics are computed for each column in the array.
 
     method : (name, bw_method) or callable,
         The method used to calculate the kernel density estimate for each

From a0b3aa6b6c388e3909e1e22e66243730ffe9f7a3 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Wed, 7 Jan 2026 16:08:35 +0000
Subject: [PATCH 47/82] Bump pypa/cibuildwheel from 3.3.0 to 3.3.1 in the
 actions group

Bumps the actions group with 1 update: [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel).


Updates `pypa/cibuildwheel` from 3.3.0 to 3.3.1
- [Release notes](https://github.com/pypa/cibuildwheel/releases)
- [Changelog](https://github.com/pypa/cibuildwheel/blob/main/docs/changelog.md)
- [Commits](https://github.com/pypa/cibuildwheel/compare/63fd63b352a9a8bdcc24791c9dbee952ee9a8abc...298ed2fb2c105540f5ed055e8a6ad78d82dd3a7e)

---
updated-dependencies:
- dependency-name: pypa/cibuildwheel
  dependency-version: 3.3.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
---
 .github/workflows/cibuildwheel.yml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/cibuildwheel.yml b/.github/workflows/cibuildwheel.yml
index 6920b4cee2de..fd8dc309a61c 100644
--- a/.github/workflows/cibuildwheel.yml
+++ b/.github/workflows/cibuildwheel.yml
@@ -143,7 +143,7 @@ jobs:
           path: dist/
 
       - name: Build wheels for CPython 3.14
-        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
+        uses: pypa/cibuildwheel@298ed2fb2c105540f5ed055e8a6ad78d82dd3a7e  # v3.3.1
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:
@@ -153,7 +153,7 @@ jobs:
           CIBW_MANYLINUX_X86_64_IMAGE: manylinux_2_28
 
       - name: Build wheels for CPython 3.13
-        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
+        uses: pypa/cibuildwheel@298ed2fb2c105540f5ed055e8a6ad78d82dd3a7e  # v3.3.1
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:
@@ -162,7 +162,7 @@ jobs:
           CIBW_ARCHS: ${{ matrix.cibw_archs }}
 
       - name: Build wheels for CPython 3.12
-        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
+        uses: pypa/cibuildwheel@298ed2fb2c105540f5ed055e8a6ad78d82dd3a7e  # v3.3.1
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:
@@ -170,7 +170,7 @@ jobs:
           CIBW_ARCHS: ${{ matrix.cibw_archs }}
 
       - name: Build wheels for CPython 3.11
-        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
+        uses: pypa/cibuildwheel@298ed2fb2c105540f5ed055e8a6ad78d82dd3a7e  # v3.3.1
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:
@@ -178,7 +178,7 @@ jobs:
           CIBW_ARCHS: ${{ matrix.cibw_archs }}
 
       - name: Build wheels for PyPy
-        uses: pypa/cibuildwheel@63fd63b352a9a8bdcc24791c9dbee952ee9a8abc  # v3.3.0
+        uses: pypa/cibuildwheel@298ed2fb2c105540f5ed055e8a6ad78d82dd3a7e  # v3.3.1
         with:
           package-dir: dist/${{ needs.build_sdist.outputs.SDIST_NAME }}
         env:

From 5d219d08d4827aa96cb23dd041f539260ce26468 Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Thu, 8 Jan 2026 10:35:20 -0500
Subject: [PATCH 48/82] Merge pull request #30824 from
 ayshih/segmentedbivarcolormap_fix

Fixed bilinear interpolation for `SegmentedBivarColormap`
---
 .../next_api_changes/behavior/30824-AYS.rst   |   6 ++
 lib/matplotlib/_cm_bivar.py                   |  34 ++-----
 lib/matplotlib/colors.py                      |  41 ++++++---
 .../bivariate_cmap_shapes.png                 | Bin 5157 -> 5084 bytes
 lib/matplotlib/tests/test_colors.py           |  32 +++----
 .../tests/test_multivariate_colormaps.py      |  85 ++++++++++++------
 6 files changed, 115 insertions(+), 83 deletions(-)
 create mode 100644 doc/api/next_api_changes/behavior/30824-AYS.rst

diff --git a/doc/api/next_api_changes/behavior/30824-AYS.rst b/doc/api/next_api_changes/behavior/30824-AYS.rst
new file mode 100644
index 000000000000..a190bd537126
--- /dev/null
+++ b/doc/api/next_api_changes/behavior/30824-AYS.rst
@@ -0,0 +1,6 @@
+Bivariate colormaps now fully span the intended range of colors
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+Bivariate colormaps generated by ``SegmentedBivarColormap`` (e.g., ``BiOrangeBlue``)
+from a set of input colors now fully span that range of colors. There had been a bug
+with the numerical interpolation such that the colormap did not actually include the
+first or last colors.
diff --git a/lib/matplotlib/_cm_bivar.py b/lib/matplotlib/_cm_bivar.py
index 53c0d48d7d6c..688e243accda 100644
--- a/lib/matplotlib/_cm_bivar.py
+++ b/lib/matplotlib/_cm_bivar.py
@@ -1,9 +1,8 @@
-# auto-generated by https://github.com/trygvrad/multivariate_colormaps
-# date: 2024-05-24
-
 import numpy as np
 from matplotlib.colors import SegmentedBivarColormap
 
+# auto-generated by https://github.com/trygvrad/multivariate_colormaps
+# date: 2024-05-24
 BiPeak = np.array(
     [0.000, 0.674, 0.931, 0.000, 0.680, 0.922, 0.000, 0.685, 0.914, 0.000,
      0.691, 0.906, 0.000, 0.696, 0.898, 0.000, 0.701, 0.890, 0.000, 0.706,
@@ -1276,32 +1275,9 @@
      ]).reshape((65, 65, 3))
 
 BiOrangeBlue = np.array(
-    [0.000, 0.000, 0.000, 0.000, 0.062, 0.125, 0.000, 0.125, 0.250, 0.000,
-     0.188, 0.375, 0.000, 0.250, 0.500, 0.000, 0.312, 0.625, 0.000, 0.375,
-     0.750, 0.000, 0.438, 0.875, 0.000, 0.500, 1.000, 0.125, 0.062, 0.000,
-     0.125, 0.125, 0.125, 0.125, 0.188, 0.250, 0.125, 0.250, 0.375, 0.125,
-     0.312, 0.500, 0.125, 0.375, 0.625, 0.125, 0.438, 0.750, 0.125, 0.500,
-     0.875, 0.125, 0.562, 1.000, 0.250, 0.125, 0.000, 0.250, 0.188, 0.125,
-     0.250, 0.250, 0.250, 0.250, 0.312, 0.375, 0.250, 0.375, 0.500, 0.250,
-     0.438, 0.625, 0.250, 0.500, 0.750, 0.250, 0.562, 0.875, 0.250, 0.625,
-     1.000, 0.375, 0.188, 0.000, 0.375, 0.250, 0.125, 0.375, 0.312, 0.250,
-     0.375, 0.375, 0.375, 0.375, 0.438, 0.500, 0.375, 0.500, 0.625, 0.375,
-     0.562, 0.750, 0.375, 0.625, 0.875, 0.375, 0.688, 1.000, 0.500, 0.250,
-     0.000, 0.500, 0.312, 0.125, 0.500, 0.375, 0.250, 0.500, 0.438, 0.375,
-     0.500, 0.500, 0.500, 0.500, 0.562, 0.625, 0.500, 0.625, 0.750, 0.500,
-     0.688, 0.875, 0.500, 0.750, 1.000, 0.625, 0.312, 0.000, 0.625, 0.375,
-     0.125, 0.625, 0.438, 0.250, 0.625, 0.500, 0.375, 0.625, 0.562, 0.500,
-     0.625, 0.625, 0.625, 0.625, 0.688, 0.750, 0.625, 0.750, 0.875, 0.625,
-     0.812, 1.000, 0.750, 0.375, 0.000, 0.750, 0.438, 0.125, 0.750, 0.500,
-     0.250, 0.750, 0.562, 0.375, 0.750, 0.625, 0.500, 0.750, 0.688, 0.625,
-     0.750, 0.750, 0.750, 0.750, 0.812, 0.875, 0.750, 0.875, 1.000, 0.875,
-     0.438, 0.000, 0.875, 0.500, 0.125, 0.875, 0.562, 0.250, 0.875, 0.625,
-     0.375, 0.875, 0.688, 0.500, 0.875, 0.750, 0.625, 0.875, 0.812, 0.750,
-     0.875, 0.875, 0.875, 0.875, 0.938, 1.000, 1.000, 0.500, 0.000, 1.000,
-     0.562, 0.125, 1.000, 0.625, 0.250, 1.000, 0.688, 0.375, 1.000, 0.750,
-     0.500, 1.000, 0.812, 0.625, 1.000, 0.875, 0.750, 1.000, 0.938, 0.875,
-     1.000, 1.000, 1.000,
-     ]).reshape((9, 9, 3))
+    [0.0, 0.0, 0.0, 0.0, 0.5, 1.0,
+     1.0, 0.5, 0.0, 1.0, 1.0, 1.0,
+     ]).reshape((2, 2, 3))
 
 cmaps = {
     "BiPeak": SegmentedBivarColormap(
diff --git a/lib/matplotlib/colors.py b/lib/matplotlib/colors.py
index 47e6cd1a2b89..c5dd5d3b13fe 100644
--- a/lib/matplotlib/colors.py
+++ b/lib/matplotlib/colors.py
@@ -55,7 +55,7 @@
 
 import matplotlib as mpl
 import numpy as np
-from matplotlib import _api, _cm, cbook, scale, _image
+from matplotlib import _api, _cm, cbook, scale
 from ._color_data import BASE_COLORS, TABLEAU_COLORS, CSS4_COLORS, XKCD_COLORS
 
 
@@ -2212,16 +2212,37 @@ def __init__(self, patch, N=256, shape='square', origin=(0, 0),
         super().__init__(N, N, shape, origin, name=name)
 
     def _init(self):
+        # Perform bilinear interpolation
+
         s = self.patch.shape
-        _patch = np.empty((s[0], s[1], 4))
-        _patch[:, :, :3] = self.patch
-        _patch[:, :, 3] = 1
-        transform = mpl.transforms.Affine2D().translate(-0.5, -0.5)\
-                                .scale(self.N / (s[1] - 1), self.N / (s[0] - 1))
-        self._lut = np.empty((self.N, self.N, 4))
-
-        _image.resample(_patch, self._lut, transform, _image.BILINEAR,
-                        resample=False, alpha=1)
+
+        # Indices (whole and fraction) of the new grid points
+        row = np.linspace(0, s[0] - 1, self.N)[:, np.newaxis]
+        col = np.linspace(0, s[1] - 1, self.N)[np.newaxis, :]
+        left = row.astype(int)  # floor not needed because all values are nonnegative
+        top = col.astype(int)  # floor not needed because all values are nonnegative
+        row_frac = (row - left)[:, :, np.newaxis]
+        col_frac = (col - top)[:, :, np.newaxis]
+
+        # Indices of the next edges, clipping where needed
+        right = np.clip(left + 1, 0, s[0] - 1)
+        bottom = np.clip(top + 1, 0, s[1] - 1)
+
+        # Values at the corners
+        tl = self.patch[left, top, :]
+        tr = self.patch[right, top, :]
+        bl = self.patch[left, bottom, :]
+        br = self.patch[right, bottom, :]
+
+        # Interpolate between the corners
+        lut = (tl * (1 - row_frac) * (1 - col_frac) +
+               tr * row_frac * (1 - col_frac) +
+               bl * (1 - row_frac) * col_frac +
+               br * row_frac * col_frac)
+
+        # Add the alpha channel
+        self._lut = np.concatenate([lut, np.ones((self.N, self.N, 1))], axis=2)
+
         self._isinit = True
 
 
diff --git a/lib/matplotlib/tests/baseline_images/test_multivariate_colormaps/bivariate_cmap_shapes.png b/lib/matplotlib/tests/baseline_images/test_multivariate_colormaps/bivariate_cmap_shapes.png
index f22b446fc84b5c0675d96f50faece58312ecc7d1..5aba927bbcf18ebb928259b98b850e7e93b2adb3 100644
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diff --git a/lib/matplotlib/tests/test_colors.py b/lib/matplotlib/tests/test_colors.py
index a5c7a14bf9d5..985a7b024ed4 100644
--- a/lib/matplotlib/tests/test_colors.py
+++ b/lib/matplotlib/tests/test_colors.py
@@ -2132,30 +2132,30 @@ def test_colorizer_multinorm_implicit():
 
     # test call with two single values
     data = [0.1, 0.2]
-    res = (0.10009765625, 0.1510859375, 0.20166015625, 1.0)
+    res = (0.098039, 0.149020, 0.2, 1.0)
     assert_array_almost_equal(ca.to_rgba(data), res)
 
     # test call with two 1d arrays
     data = [[0.1, 0.2], [0.3, 0.4]]
-    res = [[0.10009766, 0.19998877, 0.29931641, 1.],
-           [0.20166016, 0.30098633, 0.40087891, 1.]]
+    res = [[0.09803922, 0.19803922, 0.29803922, 1.],
+           [0.2, 0.3, 0.4, 1.]]
     assert_array_almost_equal(ca.to_rgba(data), res)
 
     # test call with two 2d arrays
     data = [np.linspace(0, 1, 12).reshape(3, 4),
             np.linspace(1, 0, 12).reshape(3, 4)]
-    res = np.array([[[0.00244141, 0.50048437, 0.99853516, 1.],
-                     [0.09228516, 0.50048437, 0.90869141, 1.],
-                     [0.18212891, 0.50048437, 0.81884766, 1.],
-                     [0.27197266, 0.50048437, 0.72900391, 1.]],
-                    [[0.36572266, 0.50048437, 0.63525391, 1.],
-                     [0.45556641, 0.50048438, 0.54541016, 1.],
-                     [0.54541016, 0.50048438, 0.45556641, 1.],
-                     [0.63525391, 0.50048437, 0.36572266, 1.]],
-                    [[0.72900391, 0.50048437, 0.27197266, 1.],
-                     [0.81884766, 0.50048437, 0.18212891, 1.],
-                     [0.90869141, 0.50048437, 0.09228516, 1.],
-                     [0.99853516, 0.50048437, 0.00244141, 1.]]])
+    res = np.array([[[0., 0.5, 1., 1.],
+                     [0.09019608, 0.5, 0.90980392, 1.],
+                     [0.18039216, 0.5, 0.81960784, 1.],
+                     [0.27058824, 0.5, 0.72941176, 1.]],
+                    [[0.36470588, 0.5, 0.63529412, 1.],
+                     [0.45490196, 0.5, 0.54509804, 1.],
+                     [0.54509804, 0.5, 0.45490196, 1.],
+                     [0.63529412, 0.5, 0.36470588, 1.]],
+                    [[0.72941176, 0.5, 0.27058824, 1.],
+                     [0.81960784, 0.5, 0.18039216, 1.],
+                     [0.90980392, 0.5, 0.09019608, 1.],
+                     [1., 0.5, 0., 1.]]])
     assert_array_almost_equal(ca.to_rgba(data), res)
 
     with pytest.raises(ValueError, match=("This MultiNorm has 2 components, "
@@ -2196,7 +2196,7 @@ def test_colorizer_multinorm_explicit():
 
     # test call with two single values
     data = [0.1, 0.2]
-    res = (0.100098, 0.375492, 0.650879, 1.)
+    res = (0.098039, 0.374510, 0.65098, 1.)
     assert_array_almost_equal(ca.to_rgba(data), res)
 
 
diff --git a/lib/matplotlib/tests/test_multivariate_colormaps.py b/lib/matplotlib/tests/test_multivariate_colormaps.py
index 81a2e6adeb35..592058212a24 100644
--- a/lib/matplotlib/tests/test_multivariate_colormaps.py
+++ b/lib/matplotlib/tests/test_multivariate_colormaps.py
@@ -212,9 +212,26 @@ def test_multivar_resample():
 
 def test_bivar_cmap_call_tuple():
     cmap = mpl.bivar_colormaps['BiOrangeBlue']
-    assert_allclose(cmap((1.0, 1.0)), (1, 1, 1, 1), atol=0.01)
-    assert_allclose(cmap((0.0, 0.0)), (0, 0, 0, 1), atol=0.1)
-    assert_allclose(cmap((0.0, 0.0), alpha=0.1), (0, 0, 0, 0.1), atol=0.1)
+    assert_allclose(cmap((1.0, 1.0)), (1, 1, 1, 1))
+    assert_allclose(cmap((0.0, 0.0)), (0, 0, 0, 1))
+    assert_allclose(cmap((0.2, 0.8)), (0.2, 0.5, 0.8, 1))
+    assert_allclose(cmap((0.0, 0.0), alpha=0.1), (0, 0, 0, 0.1))
+
+
+def test_bivar_cmap_lut_smooth():
+    cmap = mpl.bivar_colormaps['BiOrangeBlue']
+
+    assert_allclose(cmap.lut[:, 0, 0], np.linspace(0, 1, 256))
+    assert_allclose(cmap.lut[:, 255, 0], np.linspace(0, 1, 256))
+    assert_allclose(cmap.lut[:, 0, 1], np.linspace(0, 0.5, 256))
+    assert_allclose(cmap.lut[:, 153, 1], np.linspace(0.3, 0.8, 256))
+    assert_allclose(cmap.lut[:, 255, 1], np.linspace(0.5, 1, 256))
+
+    assert_allclose(cmap.lut[0, :, 1], np.linspace(0, 0.5, 256))
+    assert_allclose(cmap.lut[102, :, 1], np.linspace(0.2, 0.7, 256))
+    assert_allclose(cmap.lut[255, :, 1], np.linspace(0.5, 1, 256))
+    assert_allclose(cmap.lut[0, :, 2], np.linspace(0, 1, 256))
+    assert_allclose(cmap.lut[255, :, 2], np.linspace(0, 1, 256))
 
 
 def test_bivar_cmap_call():
@@ -312,20 +329,36 @@ def test_bivar_cmap_call():
                        match="only implemented for use with with floats"):
         cs = cmap([(0, 5, 9, 0, 0, 9), (0, 0, 0, 5, 11, 11)])
 
-    # test origin
-    cmap = mpl.bivar_colormaps['BiOrangeBlue'].with_extremes(origin=(0.5, 0.5))
-    assert_allclose(cmap[0](0.5),
-                    (0.50244140625, 0.5024222412109375, 0.50244140625, 1))
-    assert_allclose(cmap[1](0.5),
-                    (0.50244140625, 0.5024222412109375, 0.50244140625, 1))
-    cmap = mpl.bivar_colormaps['BiOrangeBlue'].with_extremes(origin=(1, 1))
-    assert_allclose(cmap[0](1.),
-                    (0.99853515625, 0.9985467529296875, 0.99853515625, 1.0))
-    assert_allclose(cmap[1](1.),
-                    (0.99853515625, 0.9985467529296875, 0.99853515625, 1.0))
+
+def test_bivar_cmap_1d_origin():
+    """
+    Test getting 1D colormaps with different origins
+    """
+    cmap0 = mpl.bivar_colormaps['BiOrangeBlue']
+    assert_allclose(cmap0[0].colors[:, 0], np.linspace(0, 1, 256))
+    assert_allclose(cmap0[0].colors[:, 1], np.linspace(0, 0.5, 256))
+    assert_allclose(cmap0[0].colors[:, 2], 0)
+    assert_allclose(cmap0[1].colors[:, 0], 0)
+    assert_allclose(cmap0[1].colors[:, 1], np.linspace(0, 0.5, 256))
+    assert_allclose(cmap0[1].colors[:, 2], np.linspace(0, 1, 256))
+
+    cmap1 = cmap0.with_extremes(origin=(0, 1))
+    assert_allclose(cmap1[0].colors[:, 0], np.linspace(0, 1, 256))
+    assert_allclose(cmap1[0].colors[:, 1], np.linspace(0.5, 1, 256))
+    assert_allclose(cmap1[0].colors[:, 2], 1)
+    assert_allclose(cmap1[1].colors, cmap0[1].colors)
+
+    cmap2 = cmap0.with_extremes(origin=(0.2, 0.4))
+    assert_allclose(cmap2[0].colors[:, 0], np.linspace(0, 1, 256))
+    assert_allclose(cmap2[0].colors[:, 1], np.linspace(0.2, 0.7, 256))
+    assert_allclose(cmap2[0].colors[:, 2], 0.4)
+    assert_allclose(cmap2[1].colors[:, 0], 0.2)
+    assert_allclose(cmap2[1].colors[:, 1], np.linspace(0.1, 0.6, 256))
+    assert_allclose(cmap2[1].colors[:, 2], np.linspace(0, 1, 256))
+
     with pytest.raises(KeyError,
                        match="only 0 or 1 are valid keys"):
-        cs = cmap[2]
+        cs = cmap0[2]
 
 
 def test_bivar_getitem():
@@ -433,22 +466,18 @@ def test_bivar_cmap_from_image():
 
 
 def test_bivar_resample():
-    cmap = mpl.bivar_colormaps['BiOrangeBlue'].resampled((2, 2))
-    assert_allclose(cmap((0.25, 0.25)), (0, 0, 0, 1), atol=1e-2)
-
-    cmap = mpl.bivar_colormaps['BiOrangeBlue'].resampled((-2, 2))
-    assert_allclose(cmap((0.25, 0.25)), (1., 0.5, 0., 1.), atol=1e-2)
+    cmap = mpl.bivar_colormaps['BiOrangeBlue']
 
-    cmap = mpl.bivar_colormaps['BiOrangeBlue'].resampled((2, -2))
-    assert_allclose(cmap((0.25, 0.25)), (0., 0.5, 1., 1.), atol=1e-2)
+    assert_allclose(cmap.resampled((2, 2))((0.25, 0.25)), (0, 0, 0, 1))
+    assert_allclose(cmap.resampled((-2, 2))((0.25, 0.25)), (1., 0.5, 0., 1.))
+    assert_allclose(cmap.resampled((2, -2))((0.25, 0.25)), (0., 0.5, 1., 1.))
+    assert_allclose(cmap.resampled((-2, -2))((0.25, 0.25)), (1, 1, 1, 1))
 
-    cmap = mpl.bivar_colormaps['BiOrangeBlue'].resampled((-2, -2))
-    assert_allclose(cmap((0.25, 0.25)), (1, 1, 1, 1), atol=1e-2)
+    assert_allclose(cmap((0.8, 0.4)), (0.8, 0.6, 0.4, 1.))
+    assert_allclose(cmap.reversed()((1 - 0.8, 1 - 0.4)), (0.8, 0.6, 0.4, 1.))
 
-    cmap = mpl.bivar_colormaps['BiOrangeBlue'].reversed()
-    assert_allclose(cmap((0.25, 0.25)), (0.748535, 0.748547, 0.748535, 1.), atol=1e-2)
-    cmap = mpl.bivar_colormaps['BiOrangeBlue'].transposed()
-    assert_allclose(cmap((0.25, 0.25)), (0.252441, 0.252422, 0.252441, 1.), atol=1e-2)
+    assert_allclose(cmap((0.6, 0.2)), (0.6, 0.4, 0.2, 1.))
+    assert_allclose(cmap.transposed()((0.2, 0.6)), (0.6, 0.4, 0.2, 1.))
 
     with pytest.raises(ValueError, match="lutshape must be of length"):
         cmap = cmap.resampled(4)

From 71bb56fde11d15608f869ba655c0aa00311ac5bf Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Wed, 18 Jun 2025 00:10:34 -0400
Subject: [PATCH 49/82] Fix bugs in the calculation of the weight array

---
 extern/agg24-svn/include/agg_image_filters.h | 14 ++++++++++++++
 extern/agg24-svn/src/agg_image_filters.cpp   |  2 ++
 lib/matplotlib/tests/test_image.py           | 19 +++++++++++++------
 3 files changed, 29 insertions(+), 6 deletions(-)

diff --git a/extern/agg24-svn/include/agg_image_filters.h b/extern/agg24-svn/include/agg_image_filters.h
index 8e1bc8f0dba4..f3984a9faa9d 100644
--- a/extern/agg24-svn/include/agg_image_filters.h
+++ b/extern/agg24-svn/include/agg_image_filters.h
@@ -20,6 +20,8 @@
 #ifndef AGG_IMAGE_FILTERS_INCLUDED
 #define AGG_IMAGE_FILTERS_INCLUDED
 
+#define MPL_FIX_IMAGE_FILTER_LUT_BUGS
+
 #include "agg_array.h"
 #include "agg_math.h"
 
@@ -53,6 +55,7 @@ namespace agg
             double r = filter.radius();
             realloc_lut(r);
             unsigned i;
+#ifndef MPL_FIX_IMAGE_FILTER_LUT_BUGS
             unsigned pivot = diameter() << (image_subpixel_shift - 1);
             for(i = 0; i < pivot; i++)
             {
@@ -63,6 +66,17 @@ namespace agg
             }
             unsigned end = (diameter() << image_subpixel_shift) - 1;
             m_weight_array[0] = m_weight_array[end];
+#else
+            unsigned pivot = (diameter() << (image_subpixel_shift - 1)) - 1;
+            for(i = 0; i <= pivot + 1; i++)
+            {
+                double x = double(i) / double(image_subpixel_scale);
+                double y = filter.calc_weight(x);
+                int16 value = iround(y * image_filter_scale);
+                m_weight_array[pivot + i] = value;
+                if(i <= pivot) m_weight_array[pivot - i] = value;
+            }
+#endif
             if(normalization) 
             {
                 normalize();
diff --git a/extern/agg24-svn/src/agg_image_filters.cpp b/extern/agg24-svn/src/agg_image_filters.cpp
index 549d9adbf5af..93a6ae260d4b 100644
--- a/extern/agg24-svn/src/agg_image_filters.cpp
+++ b/extern/agg24-svn/src/agg_image_filters.cpp
@@ -88,6 +88,7 @@ namespace agg
             }
         }
 
+#ifndef MPL_FIX_IMAGE_FILTER_LUT_BUGS
         unsigned pivot = m_diameter << (image_subpixel_shift - 1);
 
         for(i = 0; i < pivot; i++)
@@ -96,6 +97,7 @@ namespace agg
         }
         unsigned end = (diameter() << image_subpixel_shift) - 1;
         m_weight_array[0] = m_weight_array[end];
+#endif
     }
 
 
diff --git a/lib/matplotlib/tests/test_image.py b/lib/matplotlib/tests/test_image.py
index 9b598fbf7193..e6d9beed0234 100644
--- a/lib/matplotlib/tests/test_image.py
+++ b/lib/matplotlib/tests/test_image.py
@@ -1663,19 +1663,26 @@ def test__resample_valid_output():
     [(np.array([[0.1, 0.3, 0.2]]), mimage.NEAREST,
       np.array([[0.1, 0.1, 0.1, 0.3, 0.3, 0.3, 0.3, 0.2, 0.2, 0.2]])),
      (np.array([[0.1, 0.3, 0.2]]), mimage.BILINEAR,
-      np.array([[0.1, 0.1, 0.15078125, 0.21096191, 0.27033691,
-                 0.28476562, 0.2546875, 0.22460938, 0.20002441, 0.20002441]])),
+      np.array([[0.1, 0.1, 0.15, 0.21, 0.27, 0.285, 0.255, 0.225, 0.2, 0.2]])),
+     (np.array([[0.1, 0.9]]), mimage.BILINEAR,
+      np.array([[0.1, 0.1, 0.1, 0.1, 0.1, 0.14, 0.22, 0.3, 0.38, 0.46,
+                 0.54, 0.62, 0.7, 0.78, 0.86, 0.9, 0.9, 0.9, 0.9, 0.9]])),
+     (np.array([[0.1, 0.1]]), mimage.BILINEAR, np.full((1, 10), 0.1)),
     ]
 )
 def test_resample_nonaffine(data, interpolation, expected):
-    # Test that equivalent affine and nonaffine transforms resample the same
+    # Test that both affine and nonaffine transforms resample to the correct answer
+
+    # If the array is constant, the tolerance can be tight
+    # Otherwise, the tolerance is limited by the subpixel approach in the agg backend
+    atol = 0 if np.all(data == data.ravel()[0]) else 2e-3
 
     # Create a simple affine transform for scaling the input array
     affine_transform = Affine2D().scale(sx=expected.shape[1] / data.shape[1], sy=1)
 
     affine_result = np.empty_like(expected)
     mimage.resample(data, affine_result, affine_transform, interpolation=interpolation)
-    assert_allclose(affine_result, expected)
+    assert_allclose(affine_result, expected, atol=atol)
 
     # Create a nonaffine version of the same transform
     # by compositing with a nonaffine identity transform
@@ -1684,13 +1691,13 @@ class NonAffineIdentityTransform(Transform):
         output_dims = 2
 
         def inverted(self):
-           return self
+            return self
     nonaffine_transform = NonAffineIdentityTransform() + affine_transform
 
     nonaffine_result = np.empty_like(expected)
     mimage.resample(data, nonaffine_result, nonaffine_transform,
                     interpolation=interpolation)
-    assert_allclose(nonaffine_result, expected, atol=5e-3)
+    assert_allclose(nonaffine_result, expected, atol=atol)
 
 
 def test_axesimage_get_shape():

From ca634d515f8849f04f2ab70be4b5f403dd33aa8e Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Wed, 18 Jun 2025 00:20:54 -0400
Subject: [PATCH 50/82] Fix bug with using the distortion table for nonaffine
 transformations

---
 src/_image_resample.h | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/src/_image_resample.h b/src/_image_resample.h
index 6b325c8aa14b..ad4c95573ac9 100644
--- a/src/_image_resample.h
+++ b/src/_image_resample.h
@@ -584,8 +584,8 @@ class lookup_distortion
             if (dx >= 0 && dx < m_out_width &&
                 dy >= 0 && dy < m_out_height) {
                 const double *coord = m_mesh + (int(dy) * m_out_width + int(dx)) * 2;
-                *x = int(coord[0] * agg::image_subpixel_scale);
-                *y = int(coord[1] * agg::image_subpixel_scale);
+                *x = int(coord[0] * agg::image_subpixel_scale + 0.5); // round
+                *y = int(coord[1] * agg::image_subpixel_scale + 0.5); // round
             }
         }
     }

From e2f1a5fb1e6f9aa4eb7f12eb59517bfb213ca84d Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Wed, 10 Sep 2025 23:36:56 -0400
Subject: [PATCH 51/82] Move macro-guard definition to meson.build

---
 extern/agg24-svn/include/agg_image_filters.h | 4 +---
 extern/agg24-svn/src/agg_image_filters.cpp   | 2 +-
 meson.build                                  | 3 +++
 3 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/extern/agg24-svn/include/agg_image_filters.h b/extern/agg24-svn/include/agg_image_filters.h
index f3984a9faa9d..162ec69b46bf 100644
--- a/extern/agg24-svn/include/agg_image_filters.h
+++ b/extern/agg24-svn/include/agg_image_filters.h
@@ -20,8 +20,6 @@
 #ifndef AGG_IMAGE_FILTERS_INCLUDED
 #define AGG_IMAGE_FILTERS_INCLUDED
 
-#define MPL_FIX_IMAGE_FILTER_LUT_BUGS
-
 #include "agg_array.h"
 #include "agg_math.h"
 
@@ -55,7 +53,7 @@ namespace agg
             double r = filter.radius();
             realloc_lut(r);
             unsigned i;
-#ifndef MPL_FIX_IMAGE_FILTER_LUT_BUGS
+#ifndef MPL_FIX_AGG_IMAGE_FILTER_LUT_BUGS
             unsigned pivot = diameter() << (image_subpixel_shift - 1);
             for(i = 0; i < pivot; i++)
             {
diff --git a/extern/agg24-svn/src/agg_image_filters.cpp b/extern/agg24-svn/src/agg_image_filters.cpp
index 93a6ae260d4b..1571308be55a 100644
--- a/extern/agg24-svn/src/agg_image_filters.cpp
+++ b/extern/agg24-svn/src/agg_image_filters.cpp
@@ -88,7 +88,7 @@ namespace agg
             }
         }
 
-#ifndef MPL_FIX_IMAGE_FILTER_LUT_BUGS
+#ifndef MPL_FIX_AGG_IMAGE_FILTER_LUT_BUGS
         unsigned pivot = m_diameter << (image_subpixel_shift - 1);
 
         for(i = 0; i < pivot; i++)
diff --git a/meson.build b/meson.build
index 54249473fe8e..2fb9cf752ea8 100644
--- a/meson.build
+++ b/meson.build
@@ -31,6 +31,9 @@ project(
   ],
 )
 
+# Enable bug fixes in Agg
+add_project_arguments('-DMPL_FIX_AGG_IMAGE_FILTER_LUT_BUGS', language : 'cpp')
+
 cc = meson.get_compiler('c')
 cpp = meson.get_compiler('cpp')
 

From 632e4e381ccdc14bfe405bfa50e635d7fa264369 Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Mon, 29 Sep 2025 09:58:39 -0400
Subject: [PATCH 52/82] Fix bug where the interpolation endpoint was one step
 further than correct

---
 extern/agg24-svn/include/agg_span_interpolator_linear.h | 8 ++++++++
 meson.build                                             | 1 +
 2 files changed, 9 insertions(+)

diff --git a/extern/agg24-svn/include/agg_span_interpolator_linear.h b/extern/agg24-svn/include/agg_span_interpolator_linear.h
index ef10505ce11a..39cc7610b00c 100644
--- a/extern/agg24-svn/include/agg_span_interpolator_linear.h
+++ b/extern/agg24-svn/include/agg_span_interpolator_linear.h
@@ -53,6 +53,10 @@ namespace agg
         //----------------------------------------------------------------
         void begin(double x, double y, unsigned len)
         {
+#ifdef MPL_FIX_AGG_INTERPOLATION_ENDPOINT_BUG
+            len -= 1;
+#endif
+
             double tx;
             double ty;
 
@@ -75,6 +79,10 @@ namespace agg
         //----------------------------------------------------------------
         void resynchronize(double xe, double ye, unsigned len)
         {
+#ifdef MPL_FIX_AGG_INTERPOLATION_ENDPOINT_BUG
+            len -= 1;
+#endif
+
             m_trans->transform(&xe, &ye);
             m_li_x = dda2_line_interpolator(m_li_x.y(), iround(xe * subpixel_scale), len);
             m_li_y = dda2_line_interpolator(m_li_y.y(), iround(ye * subpixel_scale), len);
diff --git a/meson.build b/meson.build
index 2fb9cf752ea8..47244656705f 100644
--- a/meson.build
+++ b/meson.build
@@ -33,6 +33,7 @@ project(
 
 # Enable bug fixes in Agg
 add_project_arguments('-DMPL_FIX_AGG_IMAGE_FILTER_LUT_BUGS', language : 'cpp')
+add_project_arguments('-DMPL_FIX_AGG_INTERPOLATION_ENDPOINT_BUG', language : 'cpp')
 
 cc = meson.get_compiler('c')
 cpp = meson.get_compiler('cpp')

From 072f1a4f36104af7f0c779434f5e53b00917dadf Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Mon, 29 Sep 2025 15:58:36 -0400
Subject: [PATCH 53/82] Adjust test to use the downsampled image as reference

---
 lib/matplotlib/tests/test_image.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/lib/matplotlib/tests/test_image.py b/lib/matplotlib/tests/test_image.py
index e6d9beed0234..aa9ec110b179 100644
--- a/lib/matplotlib/tests/test_image.py
+++ b/lib/matplotlib/tests/test_image.py
@@ -1604,8 +1604,8 @@ def test_large_image(fig_test, fig_ref, dim, size, msg, origin):
                       'accurately displayed.'):
         fig_test.canvas.draw()
 
-    array = np.zeros((1, 2))
-    array[:, 1] = 1
+    array = np.zeros((1, size // 2 + 1))
+    array[:, array.size // 2:] = 1
     if dim == 'col':
         array = array.T
     im = ax_ref.imshow(array, vmin=0, vmax=1, aspect='auto',

From 7b591870a63956ce284034f8708652594bd06dc9 Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Thu, 10 Jul 2025 16:29:56 -0400
Subject: [PATCH 54/82] Loosen tolerances for text-only image differences

---
 lib/matplotlib/tests/test_axes.py             | 18 ++++++++++------
 lib/matplotlib/tests/test_colorbar.py         |  6 ++++--
 lib/matplotlib/tests/test_contour.py          |  6 ++++--
 lib/matplotlib/tests/test_dates.py            | 12 +++++++----
 lib/matplotlib/tests/test_figure.py           | 12 +++++++----
 lib/matplotlib/tests/test_polar.py            |  6 ++++--
 lib/matplotlib/tests/test_text.py             | 21 ++++++++++++-------
 lib/matplotlib/tests/test_units.py            |  6 ++++--
 lib/matplotlib/tests/test_usetex.py           |  3 ++-
 .../axisartist/tests/test_axis_artist.py      |  9 +++++---
 .../axisartist/tests/test_axislines.py        |  9 +++++---
 .../tests/test_grid_helper_curvelinear.py     |  5 +++--
 lib/mpl_toolkits/mplot3d/tests/test_axes3d.py |  9 +++++---
 13 files changed, 81 insertions(+), 41 deletions(-)

diff --git a/lib/matplotlib/tests/test_axes.py b/lib/matplotlib/tests/test_axes.py
index 88bc9932de07..e55e02d2ee27 100644
--- a/lib/matplotlib/tests/test_axes.py
+++ b/lib/matplotlib/tests/test_axes.py
@@ -239,8 +239,9 @@ def test_matshow(fig_test, fig_ref):
     ax_ref.xaxis.set_ticks_position('both')
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison([f'formatter_ticker_{i:03d}.png' for i in range(1, 6)],
-                  tol=0 if platform.machine() == 'x86_64' else 0.031)
+                  tol=0.02 if platform.machine() == 'x86_64' else 0.04)
 def test_formatter_ticker():
     import matplotlib.testing.jpl_units as units
     units.register()
@@ -809,7 +810,8 @@ def test_annotate_signature():
         assert p1 == p2
 
 
-@image_comparison(['fill_units.png'], savefig_kwarg={'dpi': 60})
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['fill_units.png'], savefig_kwarg={'dpi': 60}, tol=0.2)
 def test_fill_units():
     import matplotlib.testing.jpl_units as units
     units.register()
@@ -1516,7 +1518,8 @@ def test_pcolormesh_log_scale(fig_test, fig_ref):
     ax.set_xscale('log')
 
 
-@image_comparison(['pcolormesh_datetime_axis.png'], style='mpl20')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['pcolormesh_datetime_axis.png'], style='mpl20', tol=0.3)
 def test_pcolormesh_datetime_axis():
     # Remove this line when this test image is regenerated.
     plt.rcParams['pcolormesh.snap'] = False
@@ -1544,7 +1547,8 @@ def test_pcolormesh_datetime_axis():
             label.set_rotation(30)
 
 
-@image_comparison(['pcolor_datetime_axis.png'], style='mpl20')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['pcolor_datetime_axis.png'], style='mpl20', tol=0.3)
 def test_pcolor_datetime_axis():
     fig = plt.figure()
     fig.subplots_adjust(hspace=0.4, top=0.98, bottom=.15)
@@ -2762,7 +2766,8 @@ def test_stairs_options():
     ax.legend(loc=0)
 
 
-@image_comparison(['test_stairs_datetime.png'])
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['test_stairs_datetime.png'], tol=0.2)
 def test_stairs_datetime():
     f, ax = plt.subplots(constrained_layout=True)
     ax.stairs(np.arange(36),
@@ -6501,7 +6506,8 @@ def test_pie_frame_grid():
     plt.axis('equal')
 
 
-@image_comparison(['pie_rotatelabels_true.png'], style='mpl20', tol=0.009)
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['pie_rotatelabels_true.png'], style='mpl20', tol=0.1)
 def test_pie_rotatelabels_true():
     # The slices will be ordered and plotted counter-clockwise.
     labels = 'Hogwarts', 'Frogs', 'Dogs', 'Logs'
diff --git a/lib/matplotlib/tests/test_colorbar.py b/lib/matplotlib/tests/test_colorbar.py
index 614c7ae5c20c..72e38d32e82f 100644
--- a/lib/matplotlib/tests/test_colorbar.py
+++ b/lib/matplotlib/tests/test_colorbar.py
@@ -152,6 +152,7 @@ def test_colorbar_extension_inverted_axis(orientation, extend, expected):
         assert len(cbar._extend_patches) == 1
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @pytest.mark.parametrize('use_gridspec', [True, False])
 @image_comparison(['cbar_with_orientation',
                    'cbar_locationing',
@@ -159,7 +160,7 @@ def test_colorbar_extension_inverted_axis(orientation, extend, expected):
                    'cbar_sharing',
                    ],
                   extensions=['png'], remove_text=True,
-                  savefig_kwarg={'dpi': 40})
+                  savefig_kwarg={'dpi': 40}, tol=0.05)
 def test_colorbar_positioning(use_gridspec):
     # Remove this line when this test image is regenerated.
     plt.rcParams['pcolormesh.snap'] = False
@@ -731,7 +732,8 @@ def test_colorbar_label():
     assert cbar3.ax.get_xlabel() == 'horizontal cbar'
 
 
-@image_comparison(['colorbar_keeping_xlabel.png'], style='mpl20')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['colorbar_keeping_xlabel.png'], style='mpl20', tol=0.03)
 def test_keeping_xlabel():
     # github issue #23398 - xlabels being ignored in colorbar axis
     arr = np.arange(25).reshape((5, 5))
diff --git a/lib/matplotlib/tests/test_contour.py b/lib/matplotlib/tests/test_contour.py
index 87e2d0ce182e..f397aee2c9c4 100644
--- a/lib/matplotlib/tests/test_contour.py
+++ b/lib/matplotlib/tests/test_contour.py
@@ -127,8 +127,9 @@ def test_contour_manual_moveto():
     assert clabels[0].get_text() == "0"
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(['contour_disconnected_segments'],
-                  remove_text=True, style='mpl20', extensions=['png'])
+                  remove_text=True, style='mpl20', extensions=['png'], tol=0.01)
 def test_contour_label_with_disconnected_segments():
     x, y = np.mgrid[-1:1:21j, -1:1:21j]
     z = 1 / np.sqrt(0.01 + (x + 0.3) ** 2 + y ** 2)
@@ -229,7 +230,8 @@ def test_lognorm_levels(n_levels):
     assert len(visible_levels) <= n_levels + 1
 
 
-@image_comparison(['contour_datetime_axis.png'], style='mpl20')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['contour_datetime_axis.png'], style='mpl20', tol=0.3)
 def test_contour_datetime_axis():
     fig = plt.figure()
     fig.subplots_adjust(hspace=0.4, top=0.98, bottom=.15)
diff --git a/lib/matplotlib/tests/test_dates.py b/lib/matplotlib/tests/test_dates.py
index d5b47ac567b4..d3f64d73002e 100644
--- a/lib/matplotlib/tests/test_dates.py
+++ b/lib/matplotlib/tests/test_dates.py
@@ -152,7 +152,8 @@ def test_date_axhspan():
     fig.subplots_adjust(left=0.25)
 
 
-@image_comparison(['date_axvspan.png'])
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['date_axvspan.png'], tol=0.07)
 def test_date_axvspan():
     # test axvspan with date inputs
     t0 = datetime.datetime(2000, 1, 20)
@@ -176,7 +177,8 @@ def test_date_axhline():
     fig.subplots_adjust(left=0.25)
 
 
-@image_comparison(['date_axvline.png'])
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['date_axvline.png'], tol=0.09)
 def test_date_axvline():
     # test axvline with date inputs
     t0 = datetime.datetime(2000, 1, 20)
@@ -226,7 +228,8 @@ def wrapper():
     return wrapper
 
 
-@image_comparison(['RRuleLocator_bounds.png'])
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['RRuleLocator_bounds.png'], tol=0.07)
 def test_RRuleLocator():
     import matplotlib.testing.jpl_units as units
     units.register()
@@ -270,7 +273,8 @@ def test_RRuleLocator_close_minmax():
     assert list(map(str, mdates.num2date(loc.tick_values(d1, d2)))) == expected
 
 
-@image_comparison(['DateFormatter_fractionalSeconds.png'])
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['DateFormatter_fractionalSeconds.png'], tol=0.11)
 def test_DateFormatter():
     import matplotlib.testing.jpl_units as units
     units.register()
diff --git a/lib/matplotlib/tests/test_figure.py b/lib/matplotlib/tests/test_figure.py
index e666a3b99f7f..95568d237b91 100644
--- a/lib/matplotlib/tests/test_figure.py
+++ b/lib/matplotlib/tests/test_figure.py
@@ -25,8 +25,9 @@
 import matplotlib.dates as mdates
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(['figure_align_labels'], extensions=['png', 'svg'],
-                  tol=0 if platform.machine() == 'x86_64' else 0.01)
+                  tol=0.1 if platform.machine() == 'x86_64' else 0.1)
 def test_align_labels():
     fig = plt.figure(layout='tight')
     gs = gridspec.GridSpec(3, 3)
@@ -66,9 +67,10 @@ def test_align_labels():
     fig.align_labels()
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(['figure_align_titles_tight.png',
                    'figure_align_titles_constrained.png'],
-                  tol=0 if platform.machine() == 'x86_64' else 0.022,
+                  tol=0.3 if platform.machine() == 'x86_64' else 0.04,
                   style='mpl20')
 def test_align_titles():
     for layout in ['tight', 'constrained']:
@@ -320,7 +322,8 @@ def test_add_subplot_invalid():
         fig.add_subplot(ax)
 
 
-@image_comparison(['figure_suptitle.png'])
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['figure_suptitle.png'], tol=0.02)
 def test_suptitle():
     fig, _ = plt.subplots()
     fig.suptitle('hello', color='r')
@@ -1396,8 +1399,9 @@ def test_subfigure_ss():
     fig.suptitle('Figure suptitle', fontsize='xx-large')
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(['test_subfigure_double.png'], style='mpl20',
-                  savefig_kwarg={'facecolor': 'teal'})
+                  savefig_kwarg={'facecolor': 'teal'}, tol=0.02)
 def test_subfigure_double():
     # test assigning the subfigure via subplotspec
     np.random.seed(19680801)
diff --git a/lib/matplotlib/tests/test_polar.py b/lib/matplotlib/tests/test_polar.py
index 4f9e63380490..4cbb099e3293 100644
--- a/lib/matplotlib/tests/test_polar.py
+++ b/lib/matplotlib/tests/test_polar.py
@@ -214,7 +214,8 @@ def test_polar_theta_position():
     ax.set_theta_direction('clockwise')
 
 
-@image_comparison(['polar_rlabel_position.png'], style='default')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['polar_rlabel_position.png'], style='default', tol=0.07)
 def test_polar_rlabel_position():
     fig = plt.figure()
     ax = fig.add_subplot(projection='polar')
@@ -229,7 +230,8 @@ def test_polar_title_position():
     ax.set_title('foo')
 
 
-@image_comparison(['polar_theta_wedge.png'], style='default')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['polar_theta_wedge.png'], style='default', tol=0.2)
 def test_polar_theta_limits():
     r = np.arange(0, 3.0, 0.01)
     theta = 2*np.pi*r
diff --git a/lib/matplotlib/tests/test_text.py b/lib/matplotlib/tests/test_text.py
index 97b37b91f697..551adbedbc61 100644
--- a/lib/matplotlib/tests/test_text.py
+++ b/lib/matplotlib/tests/test_text.py
@@ -139,7 +139,8 @@ def test_multiline():
     ax.set_yticks([])
 
 
-@image_comparison(['multiline2'], style='mpl20')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['multiline2'], style='mpl20', tol=0.05)
 def test_multiline2():
     # Remove this line when this test image is regenerated.
     plt.rcParams['text.kerning_factor'] = 6
@@ -210,7 +211,8 @@ def test_antialiasing():
     mpl.rcParams['text.antialiased'] = False  # Should not affect existing text.
 
 
-@image_comparison(['text_contains.png'])
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['text_contains.png'], tol=0.05)
 def test_contains():
     fig = plt.figure()
     ax = plt.axes()
@@ -279,7 +281,8 @@ def test_titles():
     ax.set_yticks([])
 
 
-@image_comparison(['text_alignment'], style='mpl20')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['text_alignment'], style='mpl20', tol=0.08)
 def test_alignment():
     plt.figure()
     ax = plt.subplot(1, 1, 1)
@@ -1132,8 +1135,9 @@ def test_empty_annotation_get_window_extent():
     assert points[0, 1] == 50.0
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(baseline_images=['basictext_wrap'],
-                  extensions=['png'])
+                  extensions=['png'], tol=0.3)
 def test_basic_wrap():
     fig = plt.figure()
     plt.axis([0, 10, 0, 10])
@@ -1149,8 +1153,9 @@ def test_basic_wrap():
     plt.text(-1, 0, t, ha='left', rotation=-15, wrap=True)
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(baseline_images=['fonttext_wrap'],
-                  extensions=['png'])
+                  extensions=['png'], tol=0.3)
 def test_font_wrap():
     fig = plt.figure()
     plt.axis([0, 10, 0, 10])
@@ -1182,8 +1187,9 @@ def test_va_for_angle():
         assert alignment in ['center', 'top', 'baseline']
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(baseline_images=['xtick_rotation_mode'],
-                  remove_text=False, extensions=['png'], style='mpl20')
+                  remove_text=False, extensions=['png'], style='mpl20', tol=0.3)
 def test_xtick_rotation_mode():
     fig, ax = plt.subplots(figsize=(12, 1))
     ax.set_yticks([])
@@ -1202,8 +1208,9 @@ def test_xtick_rotation_mode():
     plt.subplots_adjust(left=0.01, right=0.99, top=.6, bottom=.4)
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(baseline_images=['ytick_rotation_mode'],
-                  remove_text=False, extensions=['png'], style='mpl20')
+                  remove_text=False, extensions=['png'], style='mpl20', tol=0.3)
 def test_ytick_rotation_mode():
     fig, ax = plt.subplots(figsize=(1, 12))
     ax.set_xticks([])
diff --git a/lib/matplotlib/tests/test_units.py b/lib/matplotlib/tests/test_units.py
index d2350667e94f..c13c54a101fc 100644
--- a/lib/matplotlib/tests/test_units.py
+++ b/lib/matplotlib/tests/test_units.py
@@ -80,8 +80,9 @@ def default_units(value, axis):
 
 # Tests that the conversion machinery works properly for classes that
 # work as a facade over numpy arrays (like pint)
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(['plot_pint.png'], style='mpl20',
-                  tol=0 if platform.machine() == 'x86_64' else 0.03)
+                  tol=0.03 if platform.machine() == 'x86_64' else 0.04)
 def test_numpy_facade(quantity_converter):
     # use former defaults to match existing baseline image
     plt.rcParams['axes.formatter.limits'] = -7, 7
@@ -142,8 +143,9 @@ def test_jpl_bar_units():
     ax.set_ylim([b - 1 * day, b + w[-1] + (1.001) * day])
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(['jpl_barh_units.png'],
-                  savefig_kwarg={'dpi': 120}, style='mpl20')
+                  savefig_kwarg={'dpi': 120}, style='mpl20', tol=0.02)
 def test_jpl_barh_units():
     import matplotlib.testing.jpl_units as units
     units.register()
diff --git a/lib/matplotlib/tests/test_usetex.py b/lib/matplotlib/tests/test_usetex.py
index cd9f2597361b..78d9fd6cc948 100644
--- a/lib/matplotlib/tests/test_usetex.py
+++ b/lib/matplotlib/tests/test_usetex.py
@@ -226,8 +226,9 @@ def test_pdf_type1_font_subsetting():
     _old_gs_version = True
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @image_comparison(baseline_images=['rotation'], extensions=['eps', 'pdf', 'png', 'svg'],
-                  style='mpl20', tol=3.91 if _old_gs_version else 0)
+                  style='mpl20', tol=3.91 if _old_gs_version else 0.2)
 def test_rotation():
     mpl.rcParams['text.usetex'] = True
 
diff --git a/lib/mpl_toolkits/axisartist/tests/test_axis_artist.py b/lib/mpl_toolkits/axisartist/tests/test_axis_artist.py
index d44a61b6dd4a..96d8a2cde0f3 100644
--- a/lib/mpl_toolkits/axisartist/tests/test_axis_artist.py
+++ b/lib/mpl_toolkits/axisartist/tests/test_axis_artist.py
@@ -24,7 +24,8 @@ def test_ticks():
     ax.add_artist(ticks_out)
 
 
-@image_comparison(['axis_artist_labelbase.png'], style='default')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['axis_artist_labelbase.png'], style='default', tol=0.02)
 def test_labelbase():
     # Remove this line when this test image is regenerated.
     plt.rcParams['text.kerning_factor'] = 6
@@ -41,7 +42,8 @@ def test_labelbase():
     ax.add_artist(label)
 
 
-@image_comparison(['axis_artist_ticklabels.png'], style='default')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['axis_artist_ticklabels.png'], style='default', tol=0.03)
 def test_ticklabels():
     # Remove this line when this test image is regenerated.
     plt.rcParams['text.kerning_factor'] = 6
@@ -76,7 +78,8 @@ def test_ticklabels():
     ax.set_ylim(0, 1)
 
 
-@image_comparison(['axis_artist.png'], style='default')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['axis_artist.png'], style='default', tol=0.03)
 def test_axis_artist():
     # Remove this line when this test image is regenerated.
     plt.rcParams['text.kerning_factor'] = 6
diff --git a/lib/mpl_toolkits/axisartist/tests/test_axislines.py b/lib/mpl_toolkits/axisartist/tests/test_axislines.py
index a1485d4f436b..a47ab2ea8a31 100644
--- a/lib/mpl_toolkits/axisartist/tests/test_axislines.py
+++ b/lib/mpl_toolkits/axisartist/tests/test_axislines.py
@@ -7,7 +7,8 @@
 from mpl_toolkits.axisartist import Axes, SubplotHost
 
 
-@image_comparison(['SubplotZero.png'], style='default')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['SubplotZero.png'], style='default', tol=0.02)
 def test_SubplotZero():
     # Remove this line when this test image is regenerated.
     plt.rcParams['text.kerning_factor'] = 6
@@ -28,7 +29,8 @@ def test_SubplotZero():
     ax.set_ylabel("Test")
 
 
-@image_comparison(['Subplot.png'], style='default')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['Subplot.png'], style='default', tol=0.02)
 def test_Subplot():
     # Remove this line when this test image is regenerated.
     plt.rcParams['text.kerning_factor'] = 6
@@ -130,7 +132,8 @@ def test_axisline_style_tight():
         ax.axis[direction].set_visible(False)
 
 
-@image_comparison(['subplotzero_ylabel.png'], style='mpl20')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['subplotzero_ylabel.png'], style='mpl20', tol=0.02)
 def test_subplotzero_ylabel():
     fig = plt.figure()
     ax = fig.add_subplot(111, axes_class=SubplotZero)
diff --git a/lib/mpl_toolkits/axisartist/tests/test_grid_helper_curvelinear.py b/lib/mpl_toolkits/axisartist/tests/test_grid_helper_curvelinear.py
index 7d6554782fe6..ac31b8b30c97 100644
--- a/lib/mpl_toolkits/axisartist/tests/test_grid_helper_curvelinear.py
+++ b/lib/mpl_toolkits/axisartist/tests/test_grid_helper_curvelinear.py
@@ -76,7 +76,8 @@ def inverted(self):
     ax1.grid(True)
 
 
-@image_comparison(['polar_box.png'], style='default', tol=0.04)
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['polar_box.png'], style='default', tol=0.09)
 def test_polar_box():
     fig = plt.figure(figsize=(5, 5))
 
@@ -136,7 +137,7 @@ def test_polar_box():
 
 
 # Remove tol & kerning_factor when this test image is regenerated.
-@image_comparison(['axis_direction.png'], style='default', tol=0.13)
+@image_comparison(['axis_direction.png'], style='default', tol=0.15)
 def test_axis_direction():
     plt.rcParams['text.kerning_factor'] = 6
 
diff --git a/lib/mpl_toolkits/mplot3d/tests/test_axes3d.py b/lib/mpl_toolkits/mplot3d/tests/test_axes3d.py
index 546659d05177..387a2e6763ce 100644
--- a/lib/mpl_toolkits/mplot3d/tests/test_axes3d.py
+++ b/lib/mpl_toolkits/mplot3d/tests/test_axes3d.py
@@ -645,7 +645,8 @@ def test_surface3d():
     fig.colorbar(surf, shrink=0.5, aspect=5)
 
 
-@image_comparison(['surface3d_label_offset_tick_position.png'], style='mpl20')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@image_comparison(['surface3d_label_offset_tick_position.png'], style='mpl20', tol=0.07)
 def test_surface3d_label_offset_tick_position():
     plt.rcParams['axes3d.automargin'] = True  # Remove when image is regenerated
     ax = plt.figure().add_subplot(projection="3d")
@@ -741,7 +742,8 @@ def test_surface3d_masked_strides():
     ax.view_init(60, -45, 0)
 
 
-@mpl3d_image_comparison(['text3d.png'], remove_text=False, style='mpl20')
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
+@mpl3d_image_comparison(['text3d.png'], remove_text=False, style='mpl20', tol=0.1)
 def test_text3d():
     fig = plt.figure()
     ax = fig.add_subplot(projection='3d')
@@ -1120,8 +1122,9 @@ def test_poly3dCollection_autoscaling():
     assert np.allclose(ax.get_zlim3d(), (-0.0833333333333333, 4.083333333333333))
 
 
+# TODO: tighten tolerance after baseline image is regenerated for text overhaul
 @mpl3d_image_comparison(['axes3d_labelpad.png'],
-                        remove_text=False, style='mpl20')
+                        remove_text=False, style='mpl20', tol=0.06)
 def test_axes3d_labelpad():
     fig = plt.figure()
     ax = fig.add_axes(Axes3D(fig))

From 131648aa1218eabd2442485f9e9a86dfc0249577 Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Mon, 29 Sep 2025 14:59:10 -0400
Subject: [PATCH 55/82] Refactor bug fixes in the calculation of the weight
 array

---
 extern/agg24-svn/include/agg_image_filters.h | 15 ++++++---------
 1 file changed, 6 insertions(+), 9 deletions(-)

diff --git a/extern/agg24-svn/include/agg_image_filters.h b/extern/agg24-svn/include/agg_image_filters.h
index 162ec69b46bf..e5b813dfc8a6 100644
--- a/extern/agg24-svn/include/agg_image_filters.h
+++ b/extern/agg24-svn/include/agg_image_filters.h
@@ -56,6 +56,10 @@ namespace agg
 #ifndef MPL_FIX_AGG_IMAGE_FILTER_LUT_BUGS
             unsigned pivot = diameter() << (image_subpixel_shift - 1);
             for(i = 0; i < pivot; i++)
+#else
+            unsigned pivot = (diameter() << (image_subpixel_shift - 1)) - 1;
+            for(i = 0; i < pivot + 1; i++)
+#endif
             {
                 double x = double(i) / double(image_subpixel_scale);
                 double y = filter.calc_weight(x);
@@ -63,17 +67,10 @@ namespace agg
                 m_weight_array[pivot - i] = (int16)iround(y * image_filter_scale);
             }
             unsigned end = (diameter() << image_subpixel_shift) - 1;
+#ifndef MPL_FIX_AGG_IMAGE_FILTER_LUT_BUGS
             m_weight_array[0] = m_weight_array[end];
 #else
-            unsigned pivot = (diameter() << (image_subpixel_shift - 1)) - 1;
-            for(i = 0; i <= pivot + 1; i++)
-            {
-                double x = double(i) / double(image_subpixel_scale);
-                double y = filter.calc_weight(x);
-                int16 value = iround(y * image_filter_scale);
-                m_weight_array[pivot + i] = value;
-                if(i <= pivot) m_weight_array[pivot - i] = value;
-            }
+            m_weight_array[end] = (int16)iround(filter.calc_weight(diameter() / 2) * image_filter_scale);
 #endif
             if(normalization) 
             {

From acbedc617fb5572959dacc4417cc58140b2222df Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Wed, 8 Oct 2025 00:01:06 -0400
Subject: [PATCH 56/82] Support differing subpixel alignment for nonaffine
 distortion table

---
 lib/matplotlib/tests/test_image.py |  5 +++++
 src/_image_resample.h              | 18 ++++++++++++------
 2 files changed, 17 insertions(+), 6 deletions(-)

diff --git a/lib/matplotlib/tests/test_image.py b/lib/matplotlib/tests/test_image.py
index aa9ec110b179..18a9ae129585 100644
--- a/lib/matplotlib/tests/test_image.py
+++ b/lib/matplotlib/tests/test_image.py
@@ -1668,6 +1668,11 @@ def test__resample_valid_output():
       np.array([[0.1, 0.1, 0.1, 0.1, 0.1, 0.14, 0.22, 0.3, 0.38, 0.46,
                  0.54, 0.62, 0.7, 0.78, 0.86, 0.9, 0.9, 0.9, 0.9, 0.9]])),
      (np.array([[0.1, 0.1]]), mimage.BILINEAR, np.full((1, 10), 0.1)),
+     # Test at the subpixel level
+     (np.array([[0.1, 0.9]]), mimage.BILINEAR,
+      np.concatenate([np.full(256, 0.1),
+                      np.linspace(0.5, 256, 512).astype(int) / 256 * 0.8 + 0.1,
+                      np.full(256, 0.9)]).reshape(1, -1)),
     ]
 )
 def test_resample_nonaffine(data, interpolation, expected):
diff --git a/src/_image_resample.h b/src/_image_resample.h
index ad4c95573ac9..1b7af133de31 100644
--- a/src/_image_resample.h
+++ b/src/_image_resample.h
@@ -569,23 +569,28 @@ class lookup_distortion
 {
 public:
     lookup_distortion(const double *mesh, int in_width, int in_height,
-                      int out_width, int out_height) :
+                      int out_width, int out_height, bool edge_aligned_subpixels) :
         m_mesh(mesh),
         m_in_width(in_width),
         m_in_height(in_height),
         m_out_width(out_width),
-        m_out_height(out_height)
+        m_out_height(out_height),
+        m_edge_aligned_subpixels(edge_aligned_subpixels)
     {}
 
     void calculate(int* x, int* y) {
         if (m_mesh) {
+            // Nearest-neighbor interpolation needs edge-aligned subpixels
+            // All other interpolation approaches need center-aligned subpixels
+            double offset = m_edge_aligned_subpixels ? 0 : 0.5;
+
             double dx = double(*x) / agg::image_subpixel_scale;
             double dy = double(*y) / agg::image_subpixel_scale;
             if (dx >= 0 && dx < m_out_width &&
                 dy >= 0 && dy < m_out_height) {
                 const double *coord = m_mesh + (int(dy) * m_out_width + int(dx)) * 2;
-                *x = int(coord[0] * agg::image_subpixel_scale + 0.5); // round
-                *y = int(coord[1] * agg::image_subpixel_scale + 0.5); // round
+                *x = int(coord[0] * agg::image_subpixel_scale + offset);
+                *y = int(coord[1] * agg::image_subpixel_scale + offset);
             }
         }
     }
@@ -596,6 +601,7 @@ class lookup_distortion
     int m_in_height;
     int m_out_width;
     int m_out_height;
+    bool m_edge_aligned_subpixels;
 };
 
 
@@ -781,7 +787,7 @@ void resample(
             using span_conv_t = agg::span_converter<span_gen_t, span_conv_alpha_t>;
             using nn_renderer_t = agg::renderer_scanline_aa<renderer_t, span_alloc_t, span_conv_t>;
             lookup_distortion dist(
-                params.transform_mesh, in_width, in_height, out_width, out_height);
+                params.transform_mesh, in_width, in_height, out_width, out_height, true);
             arbitrary_interpolator_t interpolator(inverted, dist);
             span_gen_t span_gen(input_accessor, interpolator);
             span_conv_t span_conv(span_gen, conv_alpha);
@@ -806,7 +812,7 @@ void resample(
             using span_conv_t = agg::span_converter<span_gen_t, span_conv_alpha_t>;
             using int_renderer_t = agg::renderer_scanline_aa<renderer_t, span_alloc_t, span_conv_t>;
             lookup_distortion dist(
-                params.transform_mesh, in_width, in_height, out_width, out_height);
+                params.transform_mesh, in_width, in_height, out_width, out_height, false);
             arbitrary_interpolator_t interpolator(inverted, dist);
             span_gen_t span_gen(input_accessor, interpolator, filter);
             span_conv_t span_conv(span_gen, conv_alpha);

From 86100aa3900f2a4c9b89ca6c57059f862ab6d019 Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Wed, 8 Oct 2025 00:02:45 -0400
Subject: [PATCH 57/82] Avoid affine code path when scaling will make subpixels
 visible

---
 lib/matplotlib/tests/test_image.py |  2 ++
 src/_image_wrapper.cpp             | 11 ++++++++---
 2 files changed, 10 insertions(+), 3 deletions(-)

diff --git a/lib/matplotlib/tests/test_image.py b/lib/matplotlib/tests/test_image.py
index 18a9ae129585..da7a198a2a94 100644
--- a/lib/matplotlib/tests/test_image.py
+++ b/lib/matplotlib/tests/test_image.py
@@ -1669,6 +1669,8 @@ def test__resample_valid_output():
                  0.54, 0.62, 0.7, 0.78, 0.86, 0.9, 0.9, 0.9, 0.9, 0.9]])),
      (np.array([[0.1, 0.1]]), mimage.BILINEAR, np.full((1, 10), 0.1)),
      # Test at the subpixel level
+     (np.array([[0.1, 0.9]]), mimage.NEAREST,
+      np.concatenate([np.full(512, 0.1), np.full(512, 0.9)]).reshape(1, -1)),
      (np.array([[0.1, 0.9]]), mimage.BILINEAR,
       np.concatenate([np.full(256, 0.1),
                       np.linspace(0.5, 256, 512).astype(int) / 256 * 0.8 + 0.1,
diff --git a/src/_image_wrapper.cpp b/src/_image_wrapper.cpp
index 6528c4a9270c..c062ef14a8f1 100644
--- a/src/_image_wrapper.cpp
+++ b/src/_image_wrapper.cpp
@@ -167,12 +167,17 @@ image_resample(py::array input_array,
 
         if (is_affine) {
             convert_trans_affine(transform, params.affine);
-            params.is_affine = true;
-        } else {
+            // If affine parameters will make subpixels visible, treat as nonaffine instead
+            if (params.affine.sx >= agg::image_subpixel_scale / 2 || params.affine.sy >= agg::image_subpixel_scale / 2) {
+                is_affine = false;
+                params.affine = agg::trans_affine();  // reset to identity affine parameters
+            }
+        }
+        if (!is_affine) {
             transform_mesh = _get_transform_mesh(transform, output_array.shape());
             params.transform_mesh = transform_mesh.data();
-            params.is_affine = false;
         }
+        params.is_affine = is_affine;
     }
 
     if (auto resampler =

From c19b295a51b35b8c7cd71371a8bf6b5cfe5cac52 Mon Sep 17 00:00:00 2001
From: "Albert Y. Shih" <ayshih@gmail.com>
Date: Thu, 8 Jan 2026 10:47:57 -0500
Subject: [PATCH 58/82] Update baseline images

---
 .../baseline_images/test_axes/imshow.pdf      | Bin 12487 -> 12439 bytes
 .../baseline_images/test_axes/imshow.png      | Bin 18300 -> 18272 bytes
 .../baseline_images/test_axes/imshow.svg      |  71 ++--
 .../baseline_images/test_axes/imshow_clip.png | Bin 21410 -> 21410 bytes
 .../baseline_images/test_axes/imshow_clip.svg | 137 +++---
 .../test_axes/use_colorizer_keyword.png       | Bin 32836 -> 32870 bytes
 .../test_colors/light_source_shading_topo.png | Bin 624921 -> 622500 bytes
 .../test_colors/test_norm_abc.png             | Bin 16129 -> 16041 bytes
 .../test_image/bbox_image_inverted.pdf        | Bin 3467 -> 3467 bytes
 .../test_image/bbox_image_inverted.png        | Bin 3946 -> 3928 bytes
 .../test_image/bbox_image_inverted.svg        |  73 ++--
 .../test_image/downsampling.png               | Bin 253288 -> 253331 bytes
 .../test_image/image_cliprect.png             | Bin 6212 -> 6181 bytes
 .../test_image/image_cliprect.svg             | 397 +++++++++---------
 .../test_image/image_composite_alpha.pdf      | Bin 38178 -> 56177 bytes
 .../test_image/image_composite_alpha.png      | Bin 54263 -> 56022 bytes
 .../test_image/image_composite_alpha.svg      | 107 ++---
 .../test_image/imshow_bignumbers.png          | Bin 3302 -> 3266 bytes
 .../test_image/imshow_bignumbers_real.png     | Bin 3312 -> 3272 bytes
 .../imshow_masked_interpolation.pdf           | Bin 42076 -> 42807 bytes
 .../imshow_masked_interpolation.png           | Bin 31942 -> 32032 bytes
 .../imshow_masked_interpolation.svg           | 112 ++---
 .../test_image/interp_alpha.png               | Bin 14969 -> 14887 bytes
 .../test_image/log_scale_image.pdf            | Bin 3776 -> 4050 bytes
 .../test_image/log_scale_image.png            | Bin 7942 -> 7939 bytes
 .../test_image/log_scale_image.svg            |   6 +-
 .../test_image/rgba_antialias.png             | Bin 105513 -> 109664 bytes
 .../test_image/rotate_image.png               | Bin 24068 -> 24038 bytes
 .../baseline_images/test_image/upsampling.png | Bin 68096 -> 68190 bytes
 .../test_patheffects/patheffect1.pdf          | Bin 7402 -> 7113 bytes
 .../test_patheffects/patheffect1.png          | Bin 32053 -> 32077 bytes
 .../test_patheffects/patheffect1.svg          | 269 +++++++-----
 .../baseline_images/test_png/pngsuite.png     | Bin 47308 -> 49593 bytes
 .../test_axes_grid1/inset_locator.png         | Bin 9490 -> 9547 bytes
 34 files changed, 635 insertions(+), 537 deletions(-)

diff --git a/lib/matplotlib/tests/baseline_images/test_axes/imshow.pdf b/lib/matplotlib/tests/baseline_images/test_axes/imshow.pdf
index 183b072fc31245c5c3a10a6005b1a64267abbcd5..64f4e35197173b77bb95eb9ac5cfc8fd3c080f07 100644
GIT binary patch
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diff --git a/lib/matplotlib/tests/baseline_images/test_axes/imshow.svg b/lib/matplotlib/tests/baseline_images/test_axes/imshow.svg
index 3931a1fce23f..b0bcc2358e3a 100644
--- a/lib/matplotlib/tests/baseline_images/test_axes/imshow.svg
+++ b/lib/matplotlib/tests/baseline_images/test_axes/imshow.svg
@@ -1,12 +1,23 @@
 <?xml version="1.0" encoding="utf-8" standalone="no"?>
 <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (http://matplotlib.org/) -->
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+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="460.8pt" height="345.6pt" viewBox="0 0 460.8 345.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:date>2025-09-29T14:55:05.029228</dc:date>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.11.0.dev1393+gfd8d60293, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
  <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
  </defs>
  <g id="figure_1">
   <g id="patch_1">
@@ -15,7 +26,7 @@ L 460.8 345.6
 L 460.8 0 
 L 0 0 
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+" style="fill: #ffffff"/>
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   <g id="axes_1">
    <g id="patch_2">
@@ -24,50 +35,50 @@ L 369.216 307.584
 L 369.216 41.472 
 L 103.104 41.472 
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-" style="fill:#ffffff;"/>
+" style="fill: #ffffff"/>
    </g>
-   <g clip-path="url(#pdbfa2021e7)">
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N3EXRqiau2SoumjZ4ww/KT6lo4vdrH3/96L6uBZvTgs/hmfy11q/uvOEvirwN9/ljPnKjkP6BmNoHw7G9W8EbHqNoje4dfOJeM7ee7UK8rArqQ8ztQRp4emn6byHzKNqKX13hEzkAwOJwkAMALI61H8Zo2rnFUO2FoSS/UnYvUsu1+3MkRs/KuJNatINIFk07yCdqP3QWw6wLfSWK1nasf95SWCqzz2QYGQ9SzIsshU46Sfc61H5oYmyTa6f7HMhNy+zDjWV8nssltmS/IJekJfmhk9LzEsitIMM4WSyoGObabG0aHfwF8IkcAGBxOMgBABaHgxwAYHEexNh2GnnSrq3XuUNJvna3Nxp5aMGmJftD2X1SZt/r6SGKVsvuzTho2fOS/aBdV6JoU6vfXHvcVTpvI2/9tf33fv702vVWS2FJE5f1u+yHbm3QdpvnoHZuToM9ZRu5XFunn7ei7t29jtZemI136N6VqNqSpXAB+EQOALA4HOQAAIvDQQ4AsDiX6BXv2rcV2rWF0vlKNK2sdV5x1cRju7Z+MtHEnWaetRYzPvJSFO2BZfeltRXPudHB9+n2ezznRtvOfORGi69psl5ZPaqd2572bbr2ZMruH9zp91c7omjzcW/afl5fz17e/t80blm9+xe1ZLMU/Oj6MvGJHABgcTjIAQAW5xLlkrn9cE+Xn5Bo2K1XS6FLNFRr4k3+xOu73Zfshq1ZS2Flret2H+aOLLvfaCmMcyJFlBIZ3drnLYW77IeJDDPaD5vMmTRE3UewUkrlz/M9XX/0o5kpww8d68P3N0/q8wmGSQ37Hvvhs/tka98MPpEDACwOBzkAwOJwkAMALE6Isf016N6v6fLT2mgbDCX6xmJou/roOLMbBpuaK9HXtY+/bu2BxXCjzp3ep6R7u2d6XhOP1/q1fQn/kTq31fXTEv3uPmqttPbDRGh9lQ5r0mVDjK0+o053v6Yat+w1c32I7VG0eyyFy2vdFU+q69gk8IkcAGBxOMgBABaHgxwAYHFCib6Lpj2qXVtr4g0POvc8qla94aqRD+XyWRsv0+ptV7xspV3bV5XdB/+60aMLz5TF2I7Pv8NHnnndhxJ9vdbo4Fk5v9PFEw/6ZlT3dh+3su72ur57LW7jr6jXzHdF0Tp/uszIWltavyNG+K9gT4s4SvQBAN4LDnIAgMV5UKK/LdGw0uXnvn6eaHgLZfjztcFS2I9lH/3TMXaA774Of8rLXqbM25XhV2SY8Ex77IcuwTCRUs5G1shlmLmEE2QZY4mMP6u5fBITJk2Jvv7Zn9kRh3122BFtgqGMNYaib/Ij8kiQe0IXoO4/yPeqUkt/o/A66e9S90KVkwbN6/RXdPKpSCAHyiWVvfhEDgCwOBzkAACLw0EOALA4F1eGX4mmrXT5aa21a6eZZ9G0rrt9GPe6XoiiHYdB974+N3ffe+O+oiln5eSDblyxH2ZWP2NVdJp4fu3z3XhOv+b3yUv0XTRttnaup7uo2qgTH6jYdtq17QDUWjv1a/X1DiX581iKcBtXOr9D1650t1+B7OczMD+e6pwmXzc+kQMALA8HOQDA4nCQAwAsTvSRX42P3ETTxijaJJr21ut8O6JpCyX6WXn8qMXr3Hx8TrT4YSwCYdCjd8XYbiu7r2jiuj5tydb7u9P7mHjZTDPvRdxwbcFHHvbtr8t84044LnirVWQ+z/8NKWjiGkUb/g2gX6vvWxeBu6MLvfBl3vAv8n8PCb6FfdIOePjIAQD+/4GDHABgcTjIAQAW5+LyVFx7ttZGnTvzjdtoWl0ruSylaFqrp8u1pp1bzOtw95G5gs7t8l7CMxXan1XyUyqauK7PdO/zr25c8IZHP3ohEyXse52vVV07aOb9dXvUXMk1CVG13WsahG/Zqs81+TjPpu7z+jr1eSpBq34+MtbGzf6NRvGiBr5V93b7hOc48Jn4RA4AsDgc5AAAi3NxZfjBbljq8rMjmlblh43RtOXI2N6WVuncU+oQ5Nf6aN2sa85834o8UivRN1JKa2LTTDr3DPZJLefPbIJz62K7yovh5BI31p9VBbUFBvnElOif5Xs9d5upxKHvH7Uumkd0pfV/o1pylGXw0XjzcwQppeLLTK49zef4RA4AsDgc5AAAi8NBDgCwONF+2EfTpmX3fYn+vAS/tT8TTWstg81bDKMN0EXeytrSvuNY9emS5r/Rqlgt0e/nVRO3sQGZRv4518hTS2E/H7R37ZVmLJGZZr4V/X0wOrjq57cgsBvdXmNrlX59QRf+Uy3X9kXG7hC+re6djF+1LzG2AADvCwc5AMDicJADACxO0MgH3bvQvs2V4KfjHdG0fm0hXlbGlVZvJR95slaf6Tzoxs/fJ3q23TM9r3O3NuriaTTtr7nuffo117nTdm2iew/zbq61UffO2rft0ch7jVb83NZH/jFOhXL4IYZX95mvvf+HYWcz9zpe5tmu3PNI3dtc5/zqWWxtxevOJ3IAgMXhIAcAWJyLK8PPEw27PwdNCf6j8VGJhiUZY0eioXvGSjeeXB6Zd8YJ++64j5dsfNm9K9HXUvpBLjFSis6naYdqKRy+H50z9sOC3VCfKXTYCReYuDqVVvoUQ/1d0TduPx/m5BmyZ3wF1VsOL9P25y0lDe6QZaxcssNCaEvyFeyHAADvBQc5AMDicJADACyOtx+GuXkZvi3Bz8aVaNqCzp2vnY9LEbhHls5bS6S/T0X3dvG4LopW93Ka+H2+072DJdLYD0VPTy2F/bxq4nrtdZtGroSfleq73Tjo6Wf5DNXH8CYWwn7edvW5LziEl3XJyThKj04oxdpa3TvRuXeV6N+mc3wiBwBYHA5yAIDF4SAHAFiciyvDj77xeRl+7hs349Sz7dZWyvnHoSvD3xNNazXzavs5q5E/r3u7a9WP7mICdO+07L5fq5p4GHd7Bc954g3v5nXf0OptiLHdUZKvmrjq4N38ST4z3YL/e6i7lzkjiIbnPSi6NSH4vZ12ne41f4aKN9x50FMN/CAtO/WcF57JPaO+f/hEDgCwOBzkAACLc/GJhiKXmDJ8W4LfmrVBxQQ3ma/YAl3pfCUNsWBdrCQaZnZDf5/nr3XWxNZaO/1y+xY6+WRl959zySNYCIcSffkGfon+E+yI1+mcLdHXtRWChdCU3Wc2x6M6ESlH2QZ3JRbKuVGQJioyhmKfPxk7m6MdlySbzKoo8+fJ13EIAACrwUEOALA4HOQAAItzCbp3X3Yf5uTqipemYBP0tkCZ26OnFzRmZxusRNOWrIoH3mdXd3ujmZe6/hhN/L62G2eauM5bjXxce3P2Q4d2+dFfiA9p7eMshUdRjX3t11fK0sM+em1h3x3Xbi+df9G+rTVXOn9kiX6wrHbwiRwAYHE4yAEAFoeDHABgcYKPfHP7tkJrtNZE60793YX7OD19lwfd3UfmQuxo4Rkqurcr0c+84S7GNtPIXbd7p5lnZfed7h008MxX3ungt0Qj3+zZ1t8H0cTD92P069g2btsjBUxMwH2+sJfTrnWfghf8MB95+F7n9ylH3ha0bOs5l0sr/vSKB51P5AAAi8NBDgCwOBzkAACLE7NWtrZv07lK+7aKl7rQ6q2q24++eNnXjcMzOe1a177m2iyatqS9h9ZvxhtuWrCV8lMKmnhrrd36+atfu9k77nzirZU+FgV91z6DXDto15pj8vy+Ye1Z9zJrbd7I89kq8drta4Nuf57PhfGOrJWaN9x5zre3ieMTOQDA4nCQAwAszsV2/SmV6Ju5h+PTc3PF+wx/uVTkkeZlDF+i7+Nlt8pI1fv0ckolmlbnojwyj6aNHepNVG3W3b6XRypSSmujnPLz17i2Yj8UWeDUOjlFlJVDMXKJsxCWolzbjlJ6t4/Ml0ryk2trz2TGVfuhiYy9nefW0fAMRtJxUtCj+wwHlszxiRwAYHE4yAEAFoeDHABgcS5BLez/g7Mb6rhgN7zPP/764Xhr+7Y0JmD7M222TxbshjqfX+tibLW1WDcnmnH8twRzn4L90LZna23U0CuaeGuDLn77lWjkhpNaDPdQ0r27f5vK1vZjtTHq+EP+nWu4j3ne1qQcXteOQ2sLPNR+6J7fjCt6uoz33MdaCit2w+Q+fCIHAFgcDnIAgMXhIAcAWJyLi6bVOV+iLzv/qfZtBR/5vhL923Stvbb4TD4KwFyb6d69vp76xo0OnvjIe907aOK6thuHKFqjibc26uKqid9k7fC83y7TuZSgT5/n8yXde5xymrnOWd94a6PuHfRzubbX07V8366dzz2ef26utVYru3eebecb1/kdpfM13T6JjkAjBwB4XzjIAQAW51IrnZ9vdEpbY5hxaW1yn+t8bo9NcJd9slJm/6KuP5US/UwC6eWTKLuYa43sch9/Pv76wTjIJ32HIJVSVJY5G4uhSwTU8v2CXBK72Zhx0tXH2/XmUkq8Nll7NnNGMtjTISgr599adl+xG7ZWk3uGI9OU74f5pERfy/D78YkSfQCA94KDHABgcTjIAQAWx9oP8xL9ydfN2w11Pu/6Y+YKMbYVLT4rU69YFd2+pWvTDkedhpZ+r3P7ZLg23Pf2+OsH40F/T9be3L4ateuiaBXRxHvLoZbkhxL9fuzmWmvtQ+2H58dfP1jbWwFvwcaoa8/dWvn9NSX58T7Nr91oKazYDeO141yMdt22b8lu2JocJNnaJ+dkXLIbhvugkQMAvBUc5AAAi8NBDgCwOJdSWzXhVPGc7/KRm/sY3XhPWzXnG9dxqbv9rhjbZO2n073nJftR/9e1qlfP19qx6tyhDL+gexuysvteBz9dZK1e2+nrp0S7dlp20MTdtapzy3jwtmeauPOZO9+4zO+Joq3EwGaRAxU92kXR7mnJFq+9zdcGL/jk69asb7y10TuOjxwA4M3gIAcAWJxLcHG9qnS+IuEULIV2XJR7vNwwv3ZXgmF2rYkccAmHKsPYhMPM2ueklsq1FctghpbLu84+bq2RUlpr7XRx9kMjpbSW2A+dLVDlhbnc4NINdd/73v3XiSxTshQ6q2JhvMOqaBMOix3rh/vskGHsffSXP5FWhjHphwAA7wUHOQDA4nCQAwAszsWW4Ys45DrWl61+1ib4fBTAvi4/B11bKOfP9fSjogDm+rlSKsnX8ZG6t0M02lMrdLsPneW7a50mrmtl7qZrTRl+1KrnenrU2vX5jZ6e2RF7LVse/yjdu1Jmn92nVKK/w35YK7vXX8Qn59J9ZRjG2A8BAN4WDnIAgMXhIAcAWJwHrd4mXz8cuxL9zFc+n6tE07oI3Eq7Nn2OSgRuzUeeaNdGM49adlJKbzgZnduW5Gf77imzPxtRM3i4C/uq2Phhyu71Pr0OnpXoq4a+0Ueumvjtsj1eNmjMH/O1Nc+285zP93n4jFu17Ezntv70uW9c77vPB28Og4pvvLV26t9OxNgCALwXHOQAAIvDQQ4AsDgPYmyfj6YtaddtPl9qybZDu85zTW7TuaPyU0rZKjpf8WxnXvCDImMV1T+H70e1atGNe23+plp15Xn1GYxGnrZgcxq508Rba+3SecMvsq9tq+a94NfeR26yVPL7ZGufm4trZS6Lm92atVLKQFH9uT0/Tq/t3rdBE3f7ylITW9saPnIAgLeGgxwAYHGi/bDjtMNCeGwE7uQB27Extk/vK9dmkbdby/kzfMRAYaNXltn3sobazozF8KTdgyofOVTiCNLK3BZoo2gLUsp9LyOXGKklLbO30oqubTJv1u6JjN1oVczuUyrR37P2q7r+WD1ahq5EH/shAMB7wUEOALA4HOQAAIvzIMZ28nVrXsuu6twV6+JBVkUX5RrmD7Uf7tCg3fe+cZ9DiULefOy06tZGi6GurTxHKAGf2x6tJi7PWNHEdW+9j9PM4z4Fq6J0rrvaVm9tOhfvk619fF1r7a9o35Zr4s8/U7BP2ozo+TNW7IY6f8Z+CADwXnCQAwAsDgc5AMDiXPQ/nEyJfileNuxrxgeW6Fs9PTyT8XDvKbu395zv8/CZHEeA9iEAAAAWuklEQVTp3kGPTkqSb0aPvs313FMQMYv/iOEwWnzUbLvnSDTyMV5Wy/cT3du1eiv4yFXnHjzbwSeeeLY/nO69R09//HyP1u5q32afqeLv1rG5Vt+XpXL+uc6dauTn8R8pz2jkAADvCwc5AMDiJB2CXlmi/3zKYk9aOu/YI8vsuM8uxeAw+eT5pTeRJjQ98Haaz1mrn34zRkbSTkNBHgkXGJujsT0GS6Hrdp+Vwzu5JJNhLqfpnH7cul7mMkxFLnHWxDDeY1U0MQG696Fl9zYpUd9fMm9sjkd1/TnJvqHrj8onndRyVtmlAQDA0nCQAwAsDgc5AMDieI1c2aNzV6yLR+nglTL7ImMX+sKFL0yMLXE2PzvV9VRg7OdDFK2xGGqXH6ORBx1VCVr88xq5tRQGq5+xECadfIaye6OJ67xqyle3VvXzgu6datkfZu0eq6LTzF1HHRlXdO6SfbK1L+n640rwW3ukkf8efxBjCwDwXnCQAwAsDgc5AMDiXEI7t45SvGzx2s1acUGLL2vgTl8vcJj3O72Rm1OdeBwOP3bV6oxvXOdV79RY5OHfEo58YcIz9rp3srbiDR/awj3fgk3HlZZsThPXtXlJ/ji+2hL9+djFBOjaqh49XJt4zge9Oi2777/Oyuwr5f3OG56V3fdr5yX4D8fd7w8+cgCAN4ODHABgcUL64eay+wNL2kv3KXBox/ovYiiHzxa77ina7aknJBjqvNi8us3Dayov1DCt3agqJHJJP9aIgfinsbEUGlujsww+HHd7Z9LE1ZTou4TDq7EMPn5Gt9aMg81xft96x3qz9mNuMcz3vc3XJlLLcN+QfmjGQUqRpYM8Mi/BfzT+6MYfpB8CALwXHOQAAIvDQQ4AsDgPSvRd2X2ipTrctQda/f7KTvMHEZyi3mForz312q/q56F0WOuOO+1RXzNnP9zxsSHVvV2HIH3rOUuhvogfc+06lMM7i6HRxHVtpnP3+nRl7X3+8dcP9zJWRWs/rGjv2TOZZ3Rae7ZvKZr2w+vptuuPKcPP7IZaht/r4h/YDwEA3gsOcgCAxeEgBwBYnKCRV7rQD7w0MnbjPn+j5p1YqWObtee/ieFa1cRVt/zs4zRlzkXRtjZ40kPEg/rI+wcxsbUPH8TMBS2715izeIJeR0585L6F2fMaudOfde9U5zYl+k4TD9ce6DkvtWvTWIet0bRhH1dmr/vuiKb9GPVpq5GbMnxXgn+fNz5yYmwBAN4LDnIAgMXhIAcAWJyYtWIInm0zV9nry7zfX6SZB9nYLa7Ej2Re6k6DVr1Ts1b6rVSH1J9H8Jl/GN3bZbpUvtng706uHTRyva2Jl9XXKfx7gclAydqfXcycadGWt0YzWSuFtmp5psvz+w7PUWjXdr/2mGja+O8QlX13RNN294k691z3dhr4faw+8t/zF3zkAADvBQc5AMDiPCjRn3xdZE9HoD8VGfsqxm4841wQDEwZflai34+zfXvJIEgpn/qn5FzWCI7CLBLXPNM456UUW0pfsB/G8v3ny+wzacJ346lY/UyJfqVDfROpaJdVcRwP79NKl5/WRvth4dravokf+qho2o/nu/64Evz7WKSWbj0l+gAAbwYHOQDA4nCQAwAsziWKjYY97dyyvY5a+yKspTDTru2+ailUwbrTsoP/02i0n6r5Ge1arYmqUzbh6iZ3cJrr0YorpQ+auNPBwz6ythAv67vDP782xOPuiYwNMQJurbnPnihabdfm7mPatem1pWha/d1RzfxDdfBjomk/VDMfWr0l9sOgoXf2wxMaOQDAW8FBDgCwOBzkAACLE0v0t2qef4GOnZJp1xu17VP2zQ/xskl8phsnra1O17meq5p5v1UoU89+lvYfCHZgtkq94YOPWdcazdlF3DbVZIsl+kY3djp4SbvOdPvStfP7llqwqSZe0dcr1wbt3fxuJXq6K7s/Mpr28vH5f19nvnEtw+/H+MgBAN4MDnIAgMXx6YfBC1TYuWJr/BspySzJtUYeiWNnRxznTtf5n6Gnq/8Te7Qfmq4+LYlMqLwnktfUvmWybvfd6+bKx+/zG0vnC2vjtcnarTJGQUpJ77Mj/bC01kiEeTehvkQ/kSmH9MMkwdCM1SZ4VKLht05maa21b6kdkfRDAIC3hYMcAGBxOMgBABbn8m6RsQNVu6GNVTXjkkau1jiv840aqP6w5pp50Indv3dkr9OL3iNWE1fLYOE1LtkEE0un19MPvLakkW/bV+fzyNjC2k6PTjXxUicfYzGsdPnREnwpnbfRtEnZfT+uRNO6EvzWWvt2HjX0y1CiP87xiRwAYHE4yAEAFoeDHABgcYKPvKSZf5W+XtGuDVrm7Urra97wgu6d7RvK7rtnCi3XjGYeOluJ1jgMfb1AuEvh5+518Ofn8vZt/deFtVmJ/mE+8nEuRq7+/lrL993aim88e6aa53xew5Bp4lHLnu9rS+t1n3BtoV3bWTVzU3avunf3C3FR/bzQrk2jadUr/v38azrHJ3IAgMXhIAcAWBxfor8gt7mzzK7VC0IT98Psh/IMKgNc539ayl9eDySE7lqVP65ePhm38drJ5oDM8KLqjbu1WZm9kVqCDOBe89R+OLkuWRuvzdZ2e4ekxHHc3L4VS2HJqvh8KmEmpVTsh1FqmcslQT7prj2r/dB0+WlNLIWmy09royyTJRj2Zfk6V5Favp+xHwIAvBUc5AAAi8NBDgCwOH+lRu461me2QLd2j+5t75tF0Z7mGmCqe1/n1waxemiTo89klO1gN3xRBHEaY2u06+RnN3zrX2Y/lGcqaeSF+zjdO9PT3fdeKbuvRAFkmnjFfqjv2/7aUHY/171VEz+r7m0shq7LT2tjGX6ly48rwb+PZf40v5ZP5AAAi8NBDgCwOBzkAACLs08jtyXWPnJ1ayu19LKCvzt6kW/TtVZfz+7T66HGJ95aopkHTdzU0ie692Ht2xTzA0q7//XfavLvDk4zf52P/Pm14T5Hes5N6Xz4fvZ4w/v7FMruU03c+cj1jamaue1uP9e5Xef71h5E0xpvuEbT9t7wPe3a+hL8+1g19M6DfqJEHwDgreAgBwBYHA5yAIDF+St85MHv7TTaihd8DwXf8q4o2kQzd7q3bd+W5KV8VQTx5nZuf8xHLvdx2nWWm7M112SHnp5q8c4bblq0VfJTSpp4a+MvfBJje3Lt24Jm3ueleE1cY2x7bXtPNG2lXVvmI//n3Gvx+MgBAN4KDnIAgMU5TlopWMtaO9BSaEjL+Ss2QXNt+PNWLISlKNqCpdCPfWxtPyx1hdJbFn/u9lprP9Rr98TYmn0LMbaVa3PJw8wVyuzjfZwEktxna9l9RUppbZRTVErRbvfGfhjkkT7GNtgPfSm9K7tXi+EQTVvo8vP9Y16C31pr33TcySlqVeQTOQDA4nCQAwAsDgc5AMDiBI3catf6H1wyaqUiP7MQFu6zuV1b8ZluVveWa/v5ShStzjv9/NH4yblDnYgbNfH7/FExtsnakka+rZxfx/sib804xNh6+14tCqDSgs3MZWX3/e+S0cRba9LdPouinbdr+5Bn0rL7S6HsfoiXTXTv0X44zv0juneMse2e6YT9EADgreAgBwBYHA5yAIDF8T7yF0XRtib6ddoCzDxCIV426KyulF431vLfoex+vk+YL3nBZez0cxmeshL9FxFet56C7l3RxMO1BY08/pzdWtn3wGja4fmzFmzDvokmbsvufYyt1b2dZl7QxFsbdfE8mvbafZ1E0XZj1cS17D60bzNl9xov+2F07+8f82jaWL6vJfm/pmM0cgCAN4ODHABgcS67bILdXyt5x/pEpum3dWmIO1IJT/rnoJbS906zsHYutWT2w/75g+JRklaStcPU+Lx7yvDD3pWEya1yyYHSipNPSumHhbU6vytl0Ugg5fTDvpNPIsMMcmJmP6wkGO4ou+/llJhgKFJL90yVBMPWpOw+sR/2colKKaHs3pTZh5J8kU/6scoufCIHAFgcDnIAgMXhIAcAWJxoP6xYCvvLKrqp3CfX1x/fU+f02ixeNsbYmrVOM1cLWEHnVu3aauiZzv1VZfg9O6yjFY28VN7/ohjbaom+1e2tRr69u/2eGNsYVTvXyMN7/jzXyIOlcEfZfa+L61zosNPbD5PY2lBa382rTbDS3f4fo5mrJv7P+aeMRUM/U6IPAPC2cJADACwOBzkAwOIkJfrjcI/nfE/c7BCtm9jRXbxspnG6snunmd+S0vmhbVwW0Ws09KBzb4ytLVOJ+9XHqOje/VzSVu3rYmyfu+fD+5aiaY1n22j+aXd7t1fwpxv/t9PEZa+KJt5arey+n3eaeGtSOp9o5EEzP8995FpK/31Y62Nse91bNXH3DK219s+pK9HHRw4A8F5wkAMALM4laBUVH2GhG4wt2ZfJSlKiVVoKUorOp11/+sdXCUeXqkwwTL6m689L2dgFyCYj6r6Z5HFQ+mHpPlX7YcVSaLr+WAmn0t1enymU2Y9DZykMaaBOWjmw7H7osJOU3V+MtKJ2w5hE+Hu9ltI7++E/SYLhxUg2/xGpJZTod3v954S0AgDwVnCQAwAsDgc5AMDiXGo691xPV6m3YimsdP3JLJDDY1Q698i8i6JtrY0RuEY/f3TtsPRVXX8q+nkxXqHSBWi7ni5zL9LIS9G6le72bbulMC2zd3p61smn30u/d6eDl8rsdU4798w186zbfaXsfiizL2jirY26eGY//Gdj1x8XU3tfO2rmvS7+DY0cAOC94CAHAFgcDnIAgMUJJfpDOXyldL5Sqq3rEy/7cJ+kXVt/ZZCJ93S7tyX6snaHF9zq6ZmJ/igqUcYHaeI6TsvfS63enr+P1eIr2rWO93jD7b6JJu5asiXRtIMOrl5w1ci7fSua+H3++W73lbL7XhevaOI6r3PqFXft20IUbaeDq29cNfGooXc+clnLJ3IAgMXhIAcAWBwOcgCAxYk+8lIGillb8JVn2umgR6ct2KbbpJq5y09xWStp+zb3EEnUitPMvwoXN3uUbzzMFzXyUlyu85G7yNhMj36VN9zlpSTPFN5Apn1bjJ+9dnOy9qSaeSWKdu4Vf1V+SkUT13ltyRZbvz3vDe+17XTtaa6Z0+oNAODN4CAHAFicB9LK7y9L3e2ztYKzLoY/F7uO9WGtPpKTYfQZ9NrhGWTOdbs/MHq2JMscRdE6uvnaPdLKnlL6ilVR33uu9P9PWQpdmf2eTj5h3G0j0kOMpnVRtN4m+NF3/RF5RO2IvXySddRxFsJMaunllH8+NMZ2bilUu6GLpo0l+N5+2O+la/lEDgCwOBzkAACLw0EOALA4oUTfYkv0kzJ7M521YOuFY22bFmyC/VyhnF+vrXS7t7q2/odM5/7b7Yat2ZZsdq9M957d49HaHS3ZxvdTtrbwDBVLodO2DyyzD2X33Tjtbn+a6+muJZtaBuNYy/B/a8FOE29Noml3RNE6Tby1URd3mnhr26NpK1bF+zwxtgAAbwsHOQDA4nCQAwAszuUmmtSpF69lTmNUTwX90/m/g1RqNM7TVXVIeaZuOi3n36N727zc+b5hm+w+T08m7ImmLey1S/feWGYf5vV963TvPS3kKt5w/UEX2sLtKbO3Gnnwgs9177Ts/jTXyLOy+299q7csmnZj2X1FE9f1ThPX+Uo0rXrBnSau6/GRAwC8GRzkAACLY0v045/Qcw+hTUZsuW1wXCt7me72QR/py/kLUkprIstU1lZq/7OlX2Q/TOUTx9aEwwOlFVdKX0lOzDsRza2KaUphIf1wXJuU2fdS44cvnXephdrJx8knOneWN+pgIdR9jJSi89/FUqjXfh+kFU0hnHewd1197tc+X3bvbIJZl59eElHpxEkprbX2vdvrO+mHAADvBQc5AMDicJADACxO0Mhvg4Ymk1oOb6Nox7HaBgd9XR4qSM6mu33s5HObrlVBtBJNu6frj9tH2aVdb6RsN3yZRn4zc3Kt6xhU0OJtWX1YK3NZ3KwrpXd2xB0WQi27Vy37ZCyFle72YW23l5bVp2X3p7n90Onebq61URevaOL3a+f2Q2cxzLv8/N5X93GauM5jPwQAeDM4yAEAFoeDHABgcWKM7dAqzZTvt1aKl40aZ6fzXcdJJyNb/Xx8pAde8KQevhNTrX6uJLr38EzFaw9ja1l9cu2RureNjN3jQS+0b3M+8kp3+0DFG76nzN50t2/Nl93v6W7/McTL+rUX7Urft2+Tue9SOt/PO038/hy9nv68Jq7ze8rugzfctGtzmrjupc/PJ3IAgMXhIAcAWJxL+BOvlzmyP4X7/w0Ye2FrWdm96hhzmSZYFfXP6IqF0EkvaaLhXIYJS79KPqlQshDOv4Ej5ZJhrd6oUEpfKtHP5BG31nX50fk9lsIdZfa27F5+rq6TT5ZKeDEJhlknn14ucVJKa2NKYZgL6Yfbyux1fk/Zve7ryuxTWaa3LiKtAAC8FxzkAACLw0EOALA4D2Jse91MdW7R7oyebte2rOx+HoFbsQVa/fzRfZ11UekW7IqiPbImv3DjSicfN3+k7u33fb6UvmI/LMXLJl1+3PyRlsJKmb2Ln71oKb2Jn610t/84eT3dd/LxcbO9Lu40cZ2vaOL3a48pu6+U2TtN/D5/ffh1a3wiBwBYHg5yAIDF4SAHAFicS9D1BmHZB8yWIm+NVzxG0cpdez26EE2b6dyphj5M6jM9vTTxpL/IZF6Q3lOd2+x9pO5dKtEv+Mh3xctaL7i/9iu84ZUye51XTdzFz+7pbn8Rnfi7ibHN42Z7jXzUmMMzmTJ7p4mHa19Udl/RxO/z/TPJz7UBAMDScJADACwOBzkAwOJEH3mvm11VmNS13ZRG3qpmrtd260MErvOKB636ZtYW9k0Ievp0UKRy7R7LuctWqV77It27tK/LRMnWDnNJvKzRyIM3XFOev8AbXslL0fmYiTKPn9VcE6eZO5/4o716v7d6wVUn7rVs3feovBSdj/uqtv17vpKfUtHE7+PfP8tvbYRP5AAAi8NBDgCwOLUYW7dWLV6iW2iJ/rDeySOt1Tr39C60wr5KuI8umCcZfJ1cUtlrV4egL5JLTJl9qexe2RMvW5BWQgOtL7AUum7297Hp+pN08vGWQpVWnu9urxJCJW52KLsP++4ps5+X8DsppbVRTqmU3VeklNZGOeU/4l/lEzkAwOJwkAMALA4HOQDA4lyCrc7ph0Hn7uvhdWsfgTtq2b68v198Cx4vGboS/cS6OCz9U1G0e6jk55Zavc3HJX29UjqfPkNBXzcaeRovO+jcbTr3cPwFlkLXzb61WKI/WArD2mMshZXu9vdrn9fI+2v/Ufve2enR1VZvvU3wNWX3FU38Pv/7DfgNjRwA4L3gIAcAWBwOcgCAxQkxtqeh7N5o4q2NmrOuTSJwB521Ut6fiNelEv1wsdvY3tXe5yhKUnwhija9j9Ojs323ls5n97Qt2WQqrJ2XzrtrXVl9a1Ej/wpvuGrgmTe817KzaNpeu47t2ubatXrM82jaz4dft+Y1c6eJ39fOW7CV2reVNHKdm3voK5r4/drf439O42o+kQMALA4HOQDA4lz0z8Nb91eR2q2CqjGU6KtukbTfKZT3W6uiYmSYVEopaBelDkEvoia1HCOPxGdI9t1aOl+UVk7mWiefBHlEbtOX1ruy+vszGGnlRZbCTB5xlkJXZp+tdR3sXQn+o2udtOIkkazLz/fBfvi8lKLzeaJhX6Lv4whcgqGTUlob5ZRvp49hjk/kAACLw0EOALA4HOQAAIvz/wCwuUW1/XIjPwAAAABJRU5ErkJggg==" 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+++ b/lib/matplotlib/tests/baseline_images/test_axes/imshow_clip.svg
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" 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ukbsoWtXENVvFRdMGb/hJ+SkVTfzz2scfP7qva8HmtOC38Ez+WutXd97wF0Xehvv8Nh+5UUh/Q0ztg+HY3q3iDQ9RtAXdO/F7W892IV5WBXWNuS3ltMzumV2a/i3EZOAW/OoK78gBADaHgxwAYHOs/TBG084thmovDCX5lbJ7kVpu3a8jMXpWxp3Uor9aZdG0g3yi9kNnMcy60FeiaG3H+ucthaUy+0yGkfEgxbzIUuikk3SvU+2HJsY2uXa6z4nctcw+3FjGb3O5pBZFm5TH91+bEEVrWu5k8bIFGcbJMkHFKJTzB6llxQZ5ErwjBwDYHA5yAIDN4SAHANicBzG2nUaetGvrde5Qkq/d7Y1GHlqwacn+UHaflNn3enqIotWyezMOWva8ZD9o15Uo2tTqN48DXSqdt5G3/tr+c3/78Nr1UUthSROX9Uv2Q7c2aLvNc1I7N6fBXrKNXK6t089bNYrWaOYVLbuwdqVdW8lSuAG8IwcA2BwOcgCAzeEgBwDYnGv0inft2wrt2kLpfCWaVtY6r7hq4rFdWz+ZaOJOM89aixkfeSmK9sSy+9Laiufc6OBruv2K59xo25mP3GjxNU3WK6tntXNbad+may+m7P7BnX59VCnJHy99QvfuTdumrF7G2ZdX/6ZxdzXvbrPfFK/g0C8T78gBADaHgxwAYHOuUS6Z2w9XuvyERMNuvVoKXaKhWhPv8ite3+2+ZDdszVoKK2tdt/swd2bZ/UFLYZwTKaKUyOjWPm8pXLIfJjLMaD9sMmfSEHUfwUoplV/PV7r+6FszU4YfOtaHz6+/uJBg2NphuaTUqafa1Wd3j6GBd+QAAJvDQQ4AsDkc5AAAmxNibH8Ouvdruvy0NtoGQ4m+sRjarj46zuyGwabmSvR17eOPW3tgMTyoc6f3Kene7pme18TjtX5tX8J/ps5tdf20RL+7j1orrf0wEVlfpcGadNkQY6vPqNPdj6nGLXvNXB8iyXI9WHaffgl317krnlTXsUngHTkAwOZwkAMAbA4HOQDA5oQSfRdNe1a7ttbEGx507nlUrXrDVSMfyuWzNl6m1dtSvGylXdtXld0H/7rRowvPlMXYjs+/4CPPvO5Dib5ea3TwrJzf6eKJB/0wqnu7t1tZd3td330t7uOPqNfMi23VRo3c+dNl5qyy+mfm/wSOtomjRB8A4HvBQQ4AsDkPSvSPJRpWuvx8rp8nGt5DGf58bbAU9mPZR391jB3gu4/Dr/KylynzdmX4FRkmPNOK/dAlGCZSypuRNXIZZi7hBFnGWCLj92oun8SESVOir7/2Z3bEYZ8FO6JNMJSxxlD0TX5EHglyT+gC1P2DfK4qtfQ3Cl8n/Vm6LEgi5uv0R3TyqcgfR6WSR9cW9uIdOQDA5nCQAwBsDgc5AMDmXF0ZfiWattLlp7XWbp1mnkXTuu72YdzreiGKdhwG3fv23Nzn3gf3FU05KycfdOOK/TCz+hmrotPE82uf78Zz+Tm/T16i76Jps7VzPd1F1Uad+ETFttOubQeg1tqlX6tf71CSPy+dD7dxpfPFyFhn8dzBFejIvj8D8+OpzmXyceMdOQDA9nCQAwBsDgc5AMDmRB/5zfjITTRtjKJNomnvvc63EE1bKNHPyuNHLV7n5uO3RIsfxiIQBj16Kcb2WNl9RRPX9WlLtt7fnd7HxMtmmnkv4oZrCz7ysG9/XeYbd4boRBwdEmP1RTL/G1LQxDWKNvwNoF+rr1sXgVt4/oQv84Z/kf+7172rGvhwrZnL4B05AMDmcJADAGwOBzkAwOZcXZ6Ka8/W2qhzZ75xG02rayWXpRRNa/V0uda0c4t5He4+MlfQuV3eS3imQvuzSn5KRRPX9Znu/fazGxe84dGPXshECfve5mtV1w6aeX/diporWSQhqrb7mgbhW7bqPoH7+9ts6nNev059nkrQqp/PR0njZv9Es3hBc17RvWf7PHyGk56Jd+QAAJvDQQ4AsDlXV4Yf7IalLj8L0bQqPxyMpi1Hxva2tErnnlKHIL/WR+tmXXPm+1bkkVqJvpFSWhObZtK5Z7BPajl/ZhOcWxfbTb4YTi5xY/1eVVBbYJBPTIn+m3yub91mKnHo60eti+YRg1Xx/vDDP4cTJY9Xlc77HGSzz6NrL/M53pEDAGwOBzkAwOZwkAMAbE60H/bRtGnZfV+iPy/Bb+33RNNay2DzFsNoA3SRt7K2tO84Vn26pPkftCpWS/T7edXEbWxAppF/zDXy1FLYzwftXXulGUtkppkfRX8ejA6u+vk9COxGt9fYWqVfX9CFf1fLtbXI2AXh2+reyfjZfVfug/0QAOB7wUEOALA5HOQAAJsTNPJB9y60b3Ml+Ol4IZrWry3Ey8q40uqt5CNP1uozvQ268fP3iZ5t90zP69ytjbp4Gk37c657X37Ode60XZvo3sO8m2tt1L2z9m0rGnmv0Yqf2/rI38epUA4/xPDqPvO1n/8w7GzmXsfLPNuV+56pe5vrMr/63c0VvO68IwcA2BwOcgCAzbm6Mvw80bD7ddCU4D8an5VoWJIxFhIN3TNWuvHk8si8M07Yd+E+XrLxZfeuRF9L6Qe5xEgpOp+mHaqlcPh8dM7YDwt2Q32m0GEnXGDi6lRa6VMM9WdFX7j9fJiTZ8ie8VUctOStWAZLSYMHUwezcTnt0JTd22fEfggA8L3gIAcA2BwOcgCAzfH2wzA3L8O3JfjZuBJNW9C587XzcSkC98zSeWuJ9Pep6N4uHtdF0epeThP/nO9072CJNPZD0dNTS2E/r5q4Xns7ppEr4Xul+m43Dnr6m7yH6mN4EwthP2+7+nwuOIWXdslxnKlHG0qxtis691KJ/n06xztyAIDN4SAHANgcDnIAgM25ujL86Bufl+HnvnEzTj3bbm2lnH8cujL8lWhaq5lX289Zjfx53dtdq350FxOge6dl9/1a1cTDuNsreM4Tb3g3r/uGVm9DjO1CSb5q4qqDd/MXec90D/7voe5e5owgGp73pOjWhOD3rmjMYa/CPnatv+lhfb2wtlKSnz2Te0Z9/fCOHABgczjIAQA25+oTDUUuMWX4tgS/NWuDigluMl+xBbrS+UoaYsG6WEk0zOyG/j7PX+usia21dvnp9i108snK7j/mkkewEA4l+vIJ/BT9J9gRb9M5W6KvaysEC6Epu89sjmd1IlLOsg0uJRbKuVGQJioyhlKRZSo2Rzsul+jPLYVBYnubfByHAACwGxzkAACbw0EOALA516B792X3YU6urrS3KNgEvS1Q5lb09ILG7GyDlWjaklXxxPssdbc3mnmp64/RxD/XduNME9d5q5GPa+/OfujQLj/6A/EurX2cpfAsqrGv/foFy2Bq/Svo3vfCMx0unU+eaW1fp3MXxunXaf4a4h05AMDmcJADAGwOBzkAwOYEH/nh9m2F1mitidad+rsL93F6+pIH3d1H5kLsaOEZKrq3K9HPvOEuxjbTyF23e6eZZ2X3ne4dNPDMV97p4PdEIz/s2dafB9HEw+dj9OvYNu7YIwVMTMDnfGEvp13rPgVv9Wk+8vC5+vsc9nuveM7l0tPaxFGiDwDwveAgBwDYHA5yAIDNiVkrR9u36VylfVvFS11o9VbV7UdfvOzrxuGZnHata19zbRZNW9LeQ+s34w03LdhK+SkFTby11u79/M2vPewddz7x1kpvi4K+a59Brh20a80xeX7fsPZN9zJrU937YubMtQtrg26vX7e3xx8/esaj8bIlz3m4ttAmbuFPHwAA8AfCQQ4AsDlX2/WnVKJv5h6OL8/NFe8zWP0q8kjzMoYv0ffxskdlpOp9ejmlEk2rc1EemUfTxg71Jqo2627fyyMVKaW1UU759+e4tmI/FAnh0jo5RZSVUzFyibMQVqNcK+XwpW48Jfvh8+X8tWc6fm0Ym8jY+9vcOhqewcg7YZzcZziwZI535AAAm8NBDgCwORzkAACbcw1qYf8Pzm6o44Ld8HP+8ccPx0fbt6UxAcef6bB9smA31Pn8Whdjq63FujnRjOPfEsx9CvZD256ttVFDr2jirQ26+P1nopEbLmoxXKGke/d2vWRtP1Ybo47f5e9cw33M87Ym5fC6dhyulN3X7IfP2xqXut0fLp3XucxSeDACF/shAMD3goMcAGBzOMgBADbn6qJpdc6X6MvOv6t9W8FHvlaif5+utdcWn8lHAZhrM92719dT37jRwRMfea97B01c13bjEEVrNPHWRl1cNfG7rB2e98d1OpcS9Om3+XxJ9x6nnGauc9Y33tqoEwf9XK7t9XQt3zdrdT6/9rm51trooa94tHXsfOM6v1A6X9Ptk+gINHIAgO8LBzkAwOZca6Xz840uaWsMMy6tTe5zm8+t2ASX7JOVMvsXdf2plOhnEkgvn0TZxVxrZJfP8cfjjx+Mg3zSdwhSKUVlmTdjMXSJgFq+X5BLYjcbM066+ni7XqV0PllrpIgVS+FKFMDhLj9ybWo/rEg4g03Td34KZfemRF/L8PvxhRJ9AIDvBQc5AMDmcJADAGyOtR/mJfqTj5u3G+p83vXHzBVibCtafFamXrEqun1L16YdjjoNLf1c5/bJcG247/3xxw/Gg/6erL27fTVq10XRKqKJ95ZDLckPJfr92M211tq72g/fHn/8YG1vBbwHG6OufevWys+vKcmP92l+7Vtl7Xy+Ygtc6vKTWRf7R04iB84qnc91e/eHR3cfNHIAgG8FBzkAwOZwkAMAbM611FZNuFQ850s+cnMfoxuvtFVzvnEdl7rbL8XYJms/nO49L9mP+r+uVb16vtaOVecOZfgF3duQld33OvjlKmv12k5fvyTatdOygyburlWdW8aDtz3TxJ3P3PnGZb7kGy9eO67Nnv+5fR5da33kFS0+XHufr3W+cR0b33hro3ccHzkAwDeDgxwAYHOuwcX1qtL5ioRTsBTacVHu8XLD/NqlBMPsWhM54BIOVYaxCYeZtc9JLZVrK5bBDC2Xd5193FojpbTW2uXq7IdGSmktsR8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+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:date>2025-09-29T15:01:35.415119</dc:date>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
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+   <cc:Work>
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+    <dc:date>2025-10-08T04:51:13.682947</dc:date>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
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index 7f1678715ba3..d977b05b0253 100644
--- a/lib/matplotlib/tests/baseline_images/test_image/image_composite_alpha.svg
+++ b/lib/matplotlib/tests/baseline_images/test_image/image_composite_alpha.svg
@@ -1,12 +1,23 @@
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+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="576pt" height="432pt" viewBox="0 0 576 432" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
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+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:date>2025-07-10T19:29:50.453941</dc:date>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.11.0.dev1075+g945334b731, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
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+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
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" 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diff --git a/lib/matplotlib/tests/baseline_images/test_image/imshow_masked_interpolation.pdf b/lib/matplotlib/tests/baseline_images/test_image/imshow_masked_interpolation.pdf
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diff --git a/lib/matplotlib/tests/baseline_images/test_image/imshow_masked_interpolation.svg b/lib/matplotlib/tests/baseline_images/test_image/imshow_masked_interpolation.svg
index c0385c18467c..e6638ad21189 100644
--- a/lib/matplotlib/tests/baseline_images/test_image/imshow_masked_interpolation.svg
+++ b/lib/matplotlib/tests/baseline_images/test_image/imshow_masked_interpolation.svg
@@ -6,11 +6,11 @@
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-    <dc:date>2024-04-23T11:45:45.434641</dc:date>
+    <dc:date>2025-09-29T15:01:41.159575</dc:date>
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     <dc:creator>
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-      <dc:title>Matplotlib v3.9.0.dev1543+gdd88cca65b.d20240423, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.11.0.dev1393+gfd8d60293, https://matplotlib.org/</dc:title>
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diff --git a/lib/matplotlib/tests/baseline_images/test_image/log_scale_image.pdf b/lib/matplotlib/tests/baseline_images/test_image/log_scale_image.pdf
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diff --git a/lib/matplotlib/tests/baseline_images/test_image/log_scale_image.png b/lib/matplotlib/tests/baseline_images/test_image/log_scale_image.png
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diff --git a/lib/matplotlib/tests/baseline_images/test_image/log_scale_image.svg b/lib/matplotlib/tests/baseline_images/test_image/log_scale_image.svg
index 259eb2c9c7f3..e9bde5b99554 100644
--- a/lib/matplotlib/tests/baseline_images/test_image/log_scale_image.svg
+++ b/lib/matplotlib/tests/baseline_images/test_image/log_scale_image.svg
@@ -6,11 +6,11 @@
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     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2025-05-14T18:02:41.587512</dc:date>
+    <dc:date>2025-07-10T19:29:53.473547</dc:date>
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     <dc:creator>
      <cc:Agent>
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diff --git a/lib/matplotlib/tests/baseline_images/test_patheffects/patheffect1.pdf b/lib/matplotlib/tests/baseline_images/test_patheffects/patheffect1.pdf
index 45fd3b5b2b88659cfdc1c74925602c75437440bb..c154737fcf64a9422a5010f74e9eae8cfb2d6a33 100644
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diff --git a/lib/matplotlib/tests/baseline_images/test_patheffects/patheffect1.png b/lib/matplotlib/tests/baseline_images/test_patheffects/patheffect1.png
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index 0970ea5da48f..f7d0baf1c6db 100644
--- a/lib/matplotlib/tests/baseline_images/test_patheffects/patheffect1.svg
+++ b/lib/matplotlib/tests/baseline_images/test_patheffects/patheffect1.svg
@@ -1,12 +1,23 @@
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+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:date>2025-10-08T04:52:19.019436</dc:date>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
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" 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zZ|}8EHUzgU&PO;0`2Ma65C{ar*A~rTkH4N?w2g8p9dtDk7Z)$~n2Lywjs|PZ$Q!qS
z)_u*_x5s3g9SZx?d@2`^W@fgfCw};dyjj+XZVmSrjwlCrc>cQn5;(HnV;O+zdtNaH
zD*Q&o6?Q|hiJ$D&rSGeMw@38Wm?F$h(t|rQ#_s<kZqh6rP`R!(G^STn{t0dgLGW8T
KH*>CAJ^NqC*~*y!


From a326d0700a467a677d7accf719aeb494ae5b3676 Mon Sep 17 00:00:00 2001
From: Sanchit Rishi <sharmasanchitrishi@gmail.com>
Date: Fri, 9 Jan 2026 02:04:09 +0530
Subject: [PATCH 59/82] BUG: Fix Windows subprocess timeouts with
 CREATE_NO_WINDOW flag (#30886)

* Added CREATE_NO_WINDOW flag on Windows to prevent console window overhead

* Fixed Ruff Failed check error

* Fixed Ruff error

* Update lib/matplotlib/testing/__init__.py

Co-authored-by: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>

---------

Co-authored-by: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
---
 lib/matplotlib/testing/__init__.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/lib/matplotlib/testing/__init__.py b/lib/matplotlib/testing/__init__.py
index eff079efe887..f430b0609644 100644
--- a/lib/matplotlib/testing/__init__.py
+++ b/lib/matplotlib/testing/__init__.py
@@ -92,6 +92,13 @@ def subprocess_run_for_testing(command, env=None, timeout=60, stdout=None,
     """
     if capture_output:
         stdout = stderr = subprocess.PIPE
+    # Add CREATE_NO_WINDOW flag on Windows to prevent console window overhead
+    # This is added in an attempt to fix flaky timeouts of subprocesses on Windows
+    if sys.platform == 'win32':
+        if 'creationflags' not in kwargs:
+            kwargs['creationflags'] = subprocess.CREATE_NO_WINDOW
+        else:
+            kwargs['creationflags'] |= subprocess.CREATE_NO_WINDOW
     try:
         proc = subprocess.run(
             command, env=env,

From d3507858778ab911a927393bef82c249440207cd Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Fri, 9 Jan 2026 01:32:47 +0100
Subject: [PATCH 60/82] Prevent blitting errors after canvas swap in
 RadioButtons and CheckButtons

This guards blitting-related functionality of RadioButtons and
CheckButtons behind a `self.canvas.supports_blit` check, so that we
don't get errors when trying to call blitting functionality on canvases
that don't support it.

Note: RadioButtons and CheckButtons do still not fully support canvas
swapping as they carry persitent state that depends on blitting
capability ("animated"). This is currently not updated when canvases are
 changed. However, this should at most lead to incorrect rendering
 in some edge cases after
  canvas swap. It will not error out anymore.

 In other words the "# TODO: make dynamic" is partially solved, and
 reduced to a smaller problem outlined in the new TODO.
---
 lib/matplotlib/widgets.py | 25 +++++++++++++++++--------
 1 file changed, 17 insertions(+), 8 deletions(-)

diff --git a/lib/matplotlib/widgets.py b/lib/matplotlib/widgets.py
index 79b2e3b7651c..bd36c855a606 100644
--- a/lib/matplotlib/widgets.py
+++ b/lib/matplotlib/widgets.py
@@ -1108,7 +1108,7 @@ def __init__(self, ax, labels, actives=None, *, useblit=True,
         if actives is None:
             actives = [False] * len(labels)
 
-        self._useblit = useblit and self.canvas.supports_blit  # TODO: make dynamic
+        self._useblit = useblit
 
         ys = np.linspace(1, 0, len(labels)+2)[1:-1]
 
@@ -1136,7 +1136,10 @@ def __init__(self, ax, labels, actives=None, *, useblit=True,
             **cbook.normalize_kwargs(check_props, collections.PathCollection),
             'marker': 'x',
             'transform': ax.transAxes,
-            'animated': self._useblit,
+            'animated': self._useblit and self.canvas.supports_blit,
+            # TODO: This may need an update when switching out the canvas.
+            #       Can set this to `_useblit` only and live with the animated=True
+            #       overhead on unsupported backends.
         }
         check_props.setdefault('facecolor', check_props.pop('color', 'black'))
         self._checks = ax.scatter([0.15] * len(ys), ys, **check_props)
@@ -1155,7 +1158,8 @@ def _clear(self, event):
         """Internal event handler to clear the buttons."""
         if self.ignore(event) or self.canvas.is_saving():
             return
-        self._save_blit_background(self.canvas.copy_from_bbox(self.ax.bbox))
+        if self._useblit and self.canvas.supports_blit:
+            self._save_blit_background(self.canvas.copy_from_bbox(self.ax.bbox))
         self.ax.draw_artist(self._checks)
 
     @_call_with_reparented_event
@@ -1260,7 +1264,7 @@ def set_active(self, index, state=None):
         self._checks.set_facecolor(facecolors)
 
         if self.drawon:
-            if self._useblit:
+            if self._useblit and self.canvas.supports_blit:
                 background = self._load_blit_background()
                 if background is not None:
                     self.canvas.restore_region(background)
@@ -1701,7 +1705,7 @@ def __init__(self, ax, labels, active=0, activecolor=None, *,
 
         ys = np.linspace(1, 0, len(labels) + 2)[1:-1]
 
-        self._useblit = useblit and self.canvas.supports_blit  # TODO: make dynamic
+        self._useblit = useblit
 
         label_props = _expand_text_props(label_props)
         self.labels = [
@@ -1716,7 +1720,11 @@ def __init__(self, ax, labels, active=0, activecolor=None, *,
             **radio_props,
             'marker': 'o',
             'transform': ax.transAxes,
-            'animated': self._useblit,
+            'animated': self._useblit and self.canvas.supports_blit,
+            # TODO: This may need an update when switching out the canvas.
+            #       Can set this to `_useblit` only and live with the animated=True
+            #       overhead on unsupported backends.
+
         }
         radio_props.setdefault('edgecolor', radio_props.get('color', 'black'))
         radio_props.setdefault('facecolor',
@@ -1743,7 +1751,8 @@ def _clear(self, event):
         """Internal event handler to clear the buttons."""
         if self.ignore(event) or self.canvas.is_saving():
             return
-        self._save_blit_background(self.canvas.copy_from_bbox(self.ax.bbox))
+        if self._useblit and self.canvas.supports_blit:
+            self._save_blit_background(self.canvas.copy_from_bbox(self.ax.bbox))
         self.ax.draw_artist(self._buttons)
 
     @_call_with_reparented_event
@@ -1836,7 +1845,7 @@ def set_active(self, index):
         self._buttons.set_facecolor(button_facecolors)
 
         if self.drawon:
-            if self._useblit:
+            if self._useblit and self.canvas.supports_blit:
                 background = self._load_blit_background()
                 if background is not None:
                     self.canvas.restore_region(background)

From 239598a4ab38c4de76d5a59ab0c800bbeb2d57db Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Thu, 8 Jun 2023 01:41:28 +0200
Subject: [PATCH 61/82] Define the supported rcParams as code

Until now, the parameter definition was dispersed:
valid names and defaults are loaded from the
canonical `matplotlibrc` data file. Docs are only
available as comments in there. Validators are
attached ad-hoc in `rcsetup.py`.

This makes for a more formal definition of parameters,
including meta-information, like validators, docs in
a single place. It will simplify the rcParams related
code in `matplotlib.__init__.py` and `matplotlib.rcsetup.py`.
It also enables us to generate sphinx documentation
on the parameters.
---
 doc/users/_rcparams_generated.rst        | 1006 ++++++++++++
 doc/users/index.rst                      |    1 +
 galleries/users_explain/configuration.py |   14 +
 lib/matplotlib/rcsetup.py                | 1890 +++++++++++++++++++++-
 lib/matplotlib/rcsetup.pyi               |    1 +
 lib/matplotlib/sphinxext/roles.py        |   19 +-
 lib/matplotlib/tests/test_rcparams.py    |   19 +
 7 files changed, 2947 insertions(+), 3 deletions(-)
 create mode 100644 doc/users/_rcparams_generated.rst
 create mode 100644 galleries/users_explain/configuration.py

diff --git a/doc/users/_rcparams_generated.rst b/doc/users/_rcparams_generated.rst
new file mode 100644
index 000000000000..42a8575413bf
--- /dev/null
+++ b/doc/users/_rcparams_generated.rst
@@ -0,0 +1,1006 @@
+..
+   autogenerated rcParams documentation. Update via
+   > python -c "from matplotlib import rcsetup; rcsetup._write_rcParam_rst()"
+
+
+webagg.port: ``8988``
+    The port to use for the web server in the WebAgg backend.
+
+webagg.address: ``'127.0.0.1'``
+    The address on which the WebAgg web server should be reachable.
+
+webagg.port_retries: ``50``
+    If webagg.port is unavailable, a number of other random ports will be tried until one that is available is found.
+
+webagg.open_in_browser: ``True``
+    When True, open the web browser to the plot that is shown
+
+backend_fallback: ``True``
+    If you are running pyplot inside a GUI and your backend choice conflicts, we will automatically try to find a compatible one for you if backend_fallback is True
+
+interactive: ``False``
+    *no description*
+
+figure.hooks: ``[]``
+    list of dotted.module.name:dotted.callable.name
+
+toolbar: ``'toolbar2'``
+    {None, toolbar2, toolmanager}
+
+timezone: ``'UTC'``
+    a pytz timezone string, e.g., US/Central or Europe/Paris
+
+lines.linewidth: ``1.5``
+    line width in points
+
+lines.linestyle: ``'-'``
+    solid line
+
+lines.color: ``'C0'``
+    has no affect on plot(); see axes.prop_cycle
+
+lines.marker: ``'None'``
+    the default marker
+
+lines.markerfacecolor: ``'auto'``
+    the default marker face color
+
+lines.markeredgecolor: ``'auto'``
+    the default marker edge color
+
+lines.markeredgewidth: ``1.0``
+    the line width around the marker symbol
+
+lines.markersize: ``6.0``
+    marker size, in points
+
+lines.dash_joinstyle: ``'round'``
+    {miter, round, bevel}
+
+lines.dash_capstyle: ``'butt'``
+    {butt, round, projecting}
+
+lines.solid_joinstyle: ``'round'``
+    {miter, round, bevel}
+
+lines.solid_capstyle: ``'projecting'``
+    {butt, round, projecting}
+
+lines.antialiased: ``True``
+    render lines in antialiased (no jaggies)
+
+lines.dashed_pattern: ``[3.7, 1.6]``
+    The dash pattern for linestyle 'dashed'
+
+lines.dashdot_pattern: ``[6.4, 1.6, 1.0, 1.6]``
+    The dash pattern for linestyle 'dashdot'
+
+lines.dotted_pattern: ``[1.0, 1.65]``
+    The dash pattern for linestyle 'dotted'
+
+lines.scale_dashes: ``True``
+    *no description*
+
+markers.fillstyle: ``'full'``
+    {full, left, right, bottom, top, none}
+
+pcolor.shading: ``'auto'``
+    *no description*
+
+pcolormesh.snap: ``True``
+    Whether to snap the mesh to pixel boundaries. This is provided solely to allow old test images to remain unchanged. Set to False to obtain the previous behavior.
+
+patch.linewidth: ``1.0``
+    edge width in points.
+
+patch.facecolor: ``'C0'``
+    *no description*
+
+patch.edgecolor: ``'black'``
+    By default, Patches and Collections do not draw edges. This value is only used if facecolor is "none" (an Artist without facecolor and edgecolor would be invisible)  or if patch.force_edgecolor is True.
+
+patch.force_edgecolor: ``False``
+    By default, Patches and Collections do not draw edges. Set this to True to draw edges with patch.edgedcolor as the default edgecolor. This is mainly relevant for styles.
+
+patch.antialiased: ``True``
+    render patches in antialiased (no jaggies)
+
+hatch.color: ``'edge'``
+    *no description*
+
+hatch.linewidth: ``1.0``
+    *no description*
+
+boxplot.notch: ``False``
+    *no description*
+
+boxplot.vertical: ``True``
+    *no description*
+
+boxplot.whiskers: ``1.5``
+    *no description*
+
+boxplot.bootstrap: ``None``
+    *no description*
+
+boxplot.patchartist: ``False``
+    *no description*
+
+boxplot.showmeans: ``False``
+    *no description*
+
+boxplot.showcaps: ``True``
+    *no description*
+
+boxplot.showbox: ``True``
+    *no description*
+
+boxplot.showfliers: ``True``
+    *no description*
+
+boxplot.meanline: ``False``
+    *no description*
+
+boxplot.flierprops.color: ``'black'``
+    *no description*
+
+boxplot.flierprops.marker: ``'o'``
+    *no description*
+
+boxplot.flierprops.markerfacecolor: ``'none'``
+    *no description*
+
+boxplot.flierprops.markeredgecolor: ``'black'``
+    *no description*
+
+boxplot.flierprops.markeredgewidth: ``1.0``
+    *no description*
+
+boxplot.flierprops.markersize: ``6.0``
+    *no description*
+
+boxplot.flierprops.linestyle: ``'none'``
+    *no description*
+
+boxplot.flierprops.linewidth: ``1.0``
+    *no description*
+
+boxplot.boxprops.color: ``'black'``
+    *no description*
+
+boxplot.boxprops.linewidth: ``1.0``
+    *no description*
+
+boxplot.boxprops.linestyle: ``'-'``
+    *no description*
+
+boxplot.whiskerprops.color: ``'black'``
+    *no description*
+
+boxplot.whiskerprops.linewidth: ``1.0``
+    *no description*
+
+boxplot.whiskerprops.linestyle: ``'-'``
+    *no description*
+
+boxplot.capprops.color: ``'black'``
+    *no description*
+
+boxplot.capprops.linewidth: ``1.0``
+    *no description*
+
+boxplot.capprops.linestyle: ``'-'``
+    *no description*
+
+boxplot.medianprops.color: ``'C1'``
+    *no description*
+
+boxplot.medianprops.linewidth: ``1.0``
+    *no description*
+
+boxplot.medianprops.linestyle: ``'-'``
+    *no description*
+
+boxplot.meanprops.color: ``'C2'``
+    *no description*
+
+boxplot.meanprops.marker: ``'^'``
+    *no description*
+
+boxplot.meanprops.markerfacecolor: ``'C2'``
+    *no description*
+
+boxplot.meanprops.markeredgecolor: ``'C2'``
+    *no description*
+
+boxplot.meanprops.markersize: ``6.0``
+    *no description*
+
+boxplot.meanprops.linestyle: ``'--'``
+    *no description*
+
+boxplot.meanprops.linewidth: ``1.0``
+    *no description*
+
+font.family: ``['sans-serif']``
+    *no description*
+
+font.style: ``'normal'``
+    *no description*
+
+font.variant: ``'normal'``
+    *no description*
+
+font.weight: ``'normal'``
+    *no description*
+
+font.stretch: ``'normal'``
+    *no description*
+
+font.size: ``10.0``
+    *no description*
+
+font.serif: ``['DejaVu Serif', 'Bitstream Vera Serif', 'Computer Modern Roman', 'New Century Schoolbook', 'Century Schoolbook L', 'Utopia', 'ITC Bookman', 'Bookman', 'Nimbus Roman No9 L', 'Times New Roman', 'Times', 'Palatino', 'Charter', 'serif']``
+    *no description*
+
+font.sans-serif: ``['DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', 'sans-serif']``
+    *no description*
+
+font.cursive: ``['Apple Chancery', 'Textile', 'Zapf Chancery', 'Sand', 'Script MT', 'Felipa', 'Comic Neue', 'Comic Sans MS', 'cursive']``
+    *no description*
+
+font.fantasy: ``['Chicago', 'Charcoal', 'Impact', 'Western', 'xkcd script', 'fantasy']``
+    *no description*
+
+font.monospace: ``['DejaVu Sans Mono', 'Bitstream Vera Sans Mono', 'Computer Modern Typewriter', 'Andale Mono', 'Nimbus Mono L', 'Courier New', 'Courier', 'Fixed', 'Terminal', 'monospace']``
+    *no description*
+
+font.enable_last_resort: ``True``
+    If True, then Unicode Consortium's Last Resort font will be appended to all font selections. This ensures that there will always be a glyph displayed.
+
+text.color: ``'black'``
+    *no description*
+
+text.hinting: ``'force_autohint'``
+    FreeType hinting flag ("foo" corresponds to FT_LOAD_FOO); may be one of the following (Proprietary Matplotlib-specific synonyms are given in parentheses, but their use is discouraged): - default: Use the font's native hinter if possible, else   FreeType's auto-hinter. ("either" is a synonym).- no_autohint: Use the font's native hinter if possible, else   don't hint. ("native" is a synonym.)- force_autohint: Use FreeType's auto-hinter. ("auto" is a   synonym.)- no_hinting: Disable hinting. ("none" is a synonym.)
+
+text.hinting_factor: ``8``
+    Specifies the amount of softness for hinting in the horizontal direction.  A value of 1 will hint to full pixels.  A value of 2 will hint to half pixels etc.
+
+text.kerning_factor: ``0``
+    Specifies the scaling factor for kerning values. This is provided solely to allow old test images to remain unchanged. Set to 6 to obtain previous behavior. Values  other than 0 or 6 have no defined meaning.
+
+text.antialiased: ``True``
+    If True (default), the text will be antialiased. This only affects raster outputs.
+
+text.parse_math: ``True``
+    Use mathtext if there is an even number of unescaped dollar signs.
+
+text.usetex: ``False``
+    use latex for all text handling. The following fonts are supported through the usual rc parameter settings: new century schoolbook, bookman, times, palatino, zapf chancery, charter, serif, sans-serif, helvetica, avant garde, courier, monospace, computer modern roman, computer modern sans serif, computer modern typewriter
+
+text.latex.preamble: ``''``
+    IMPROPER USE OF THIS FEATURE WILL LEAD TO LATEX FAILURES AND IS THEREFORE UNSUPPORTED. PLEASE DO NOT ASK FOR HELP IF THIS FEATURE DOES NOT DO WHAT YOU EXPECT IT TO. text.latex.preamble is a single line of LaTeX code that will be passed on to the LaTeX system. It may contain any code that is valid for the LaTeX "preamble", i.e. between the "\documentclass" and "\begin{document}" statements. Note that it has to be put on a single line, which may become quite long. The following packages are always loaded with usetex, so beware of package collisions:    color, fix-cm, geometry, graphicx, textcomp. PostScript (PSNFSS) font packages may also be loaded, depending on your font settings.
+
+mathtext.fontset: ``'dejavusans'``
+    Should be 'dejavusans' (default), 'dejavuserif', 'cm' (Computer Modern), 'stix', 'stixsans' or 'custom'
+
+mathtext.bf: ``'sans:bold'``
+    *no description*
+
+mathtext.bfit: ``'sans:italic:bold'``
+    *no description*
+
+mathtext.cal: ``'cursive'``
+    *no description*
+
+mathtext.it: ``'sans:italic'``
+    *no description*
+
+mathtext.rm: ``'sans'``
+    *no description*
+
+mathtext.sf: ``'sans'``
+    *no description*
+
+mathtext.tt: ``'monospace'``
+    *no description*
+
+mathtext.fallback: ``'cm'``
+    Select fallback font from ['cm' (Computer Modern), 'stix', 'stixsans'] when a symbol cannot be found in one of the custom math fonts. Select 'None' to not perform fallback and replace the missing character by a dummy symbol.
+
+mathtext.default: ``'it'``
+    The default font to use for math. Can be any of the LaTeX font names, including the special name "regular" for the same font used in regular text.
+
+axes.facecolor: ``'white'``
+    axes background color
+
+axes.edgecolor: ``'black'``
+    axes edge color
+
+axes.linewidth: ``0.8``
+    edge line width
+
+axes.grid: ``False``
+    display grid or not
+
+axes.grid.axis: ``'both'``
+    which axis the grid should apply to
+
+axes.grid.which: ``'major'``
+    grid lines at {major, minor, both} ticks
+
+axes.titlelocation: ``'center'``
+    alignment of the title: {left, right, center}
+
+axes.titlesize: ``'large'``
+    font size of the axes title
+
+axes.titleweight: ``'normal'``
+    font weight of title
+
+axes.titlecolor: ``'auto'``
+    color of the axes title, auto falls back to text.color as default value
+
+axes.titley: ``None``
+    position title (axes relative units).  None implies auto
+
+axes.titlepad: ``6.0``
+    pad between axes and title in points
+
+axes.labelsize: ``'medium'``
+    font size of the x and y labels
+
+axes.labelpad: ``4.0``
+    space between label and axis
+
+axes.labelweight: ``'normal'``
+    weight of the x and y labels
+
+axes.labelcolor: ``'black'``
+    *no description*
+
+axes.axisbelow: ``'line'``
+    draw axis gridlines and ticks: - below patches (True) - above patches but below lines ('line') - above all (False)
+
+axes.formatter.limits: ``[-5, 6]``
+    use scientific notation if log10 of the axis range is smaller than the first or larger than the second
+
+axes.formatter.use_locale: ``False``
+    When True, format tick labels according to the user's locale. For example, use ',' as a decimal separator in the fr_FR locale.
+
+axes.formatter.use_mathtext: ``False``
+    When True, use mathtext for scientific notation.
+
+axes.formatter.min_exponent: ``0``
+    minimum exponent to format in scientific notation
+
+axes.formatter.useoffset: ``True``
+    If True, the tick label formatter will default to labeling ticks relative to an offset when the data range is small compared to the minimum absolute value of the data.
+
+axes.formatter.offset_threshold: ``4``
+    When useoffset is True, the offset will be used when it can remove at least this number of significant digits from tick labels.
+
+axes.spines.left: ``True``
+    display axis spines
+
+axes.spines.bottom: ``True``
+    *no description*
+
+axes.spines.top: ``True``
+    *no description*
+
+axes.spines.right: ``True``
+    *no description*
+
+axes.unicode_minus: ``True``
+    use Unicode for the minus symbol rather than hyphen. See https://en.wikipedia.org/wiki/Plus_and_minus_signs#Character_codes
+
+axes.prop_cycle: ``cycler('color', [(0.12156862745098039, 0.4666666666666667, 0.7058823529411765), (1.0, 0.4980392156862745, 0.054901960784313725), (0.17254901960784313, 0.6274509803921569, 0.17254901960784313), (0.8392156862745098, 0.15294117647058825, 0.1568627450980392), (0.5803921568627451, 0.403921568627451, 0.7411764705882353), (0.5490196078431373, 0.33725490196078434, 0.29411764705882354), (0.8901960784313725, 0.4666666666666667, 0.7607843137254902), (0.4980392156862745, 0.4980392156862745, 0.4980392156862745), (0.7372549019607844, 0.7411764705882353, 0.13333333333333333), (0.09019607843137255, 0.7450980392156863, 0.8117647058823529)])``
+    *no description*
+
+axes.xmargin: ``0.05``
+    x margin.  See `~.axes.Axes.margins`
+
+axes.ymargin: ``0.05``
+    y margin.  See `~.axes.Axes.margins`
+
+axes.zmargin: ``0.05``
+    z margin.  See `~.axes.Axes.margins`
+
+axes.autolimit_mode: ``'data'``
+    If "data", use axes.xmargin and axes.ymargin as is. If "round_numbers", after application of margins, axis limits are further expanded to the nearest "round" number.
+
+polaraxes.grid: ``True``
+    display grid on polar axes
+
+axes3d.grid: ``True``
+    display grid on 3D axes
+
+axes3d.automargin: ``False``
+    automatically add margin when manually setting 3D axis limits
+
+axes3d.xaxis.panecolor: ``(0.95, 0.95, 0.95, 0.5)``
+    background pane on 3D axes
+
+axes3d.yaxis.panecolor: ``(0.9, 0.9, 0.9, 0.5)``
+    background pane on 3D axes
+
+axes3d.zaxis.panecolor: ``(0.925, 0.925, 0.925, 0.5)``
+    background pane on 3D axes
+
+axes3d.depthshade: ``True``
+    depth shade for 3D scatter plots
+
+axes3d.depthshade_minalpha: ``0.3``
+    minimum alpha value for depth shading
+
+axes3d.mouserotationstyle: ``'arcball'``
+    {azel, trackball, sphere, arcball} See also https://matplotlib.org/stable/api/toolkits/mplot3d/view_angles.html#rotation-with-mouse
+
+axes3d.trackballsize: ``0.667``
+    trackball diameter, in units of the Axes bbox
+
+axes3d.trackballborder: ``0.2``
+    trackball border width, in units of the Axes bbox (only for 'sphere' and 'arcball' style)
+
+xaxis.labellocation: ``'center'``
+    alignment of the xaxis label: {left, right, center}
+
+yaxis.labellocation: ``'center'``
+    alignment of the yaxis label: {bottom, top, center}
+
+date.autoformatter.year: ``'%Y'``
+    *no description*
+
+date.autoformatter.month: ``'%Y-%m'``
+    *no description*
+
+date.autoformatter.day: ``'%Y-%m-%d'``
+    *no description*
+
+date.autoformatter.hour: ``'%m-%d %H'``
+    *no description*
+
+date.autoformatter.minute: ``'%d %H:%M'``
+    *no description*
+
+date.autoformatter.second: ``'%H:%M:%S'``
+    *no description*
+
+date.autoformatter.microsecond: ``'%M:%S.%f'``
+    *no description*
+
+date.epoch: ``'1970-01-01T00:00:00'``
+    The reference date for Matplotlib's internal date representation. See https://matplotlib.org/stable/gallery/ticks/date_precision_and_epochs.html
+
+date.converter: ``'auto'``
+    'auto', 'concise'
+
+date.interval_multiples: ``True``
+    For auto converter whether to use interval_multiples
+
+xtick.top: ``False``
+    draw ticks on the top side
+
+xtick.bottom: ``True``
+    draw ticks on the bottom side
+
+xtick.labeltop: ``False``
+    draw label on the top
+
+xtick.labelbottom: ``True``
+    draw label on the bottom
+
+xtick.major.size: ``3.5``
+    major tick size in points
+
+xtick.minor.size: ``2.0``
+    minor tick size in points
+
+xtick.major.width: ``0.8``
+    major tick width in points
+
+xtick.minor.width: ``0.6``
+    minor tick width in points
+
+xtick.major.pad: ``3.5``
+    distance to major tick label in points
+
+xtick.minor.pad: ``3.4``
+    distance to the minor tick label in points
+
+xtick.color: ``'black'``
+    color of the ticks
+
+xtick.labelcolor: ``'inherit'``
+    color of the tick labels or inherit from xtick.color
+
+xtick.labelsize: ``'medium'``
+    font size of the tick labels
+
+xtick.direction: ``'out'``
+    direction: {in, out, inout}
+
+xtick.minor.visible: ``False``
+    visibility of minor ticks on x-axis
+
+xtick.major.top: ``True``
+    draw x axis top major ticks
+
+xtick.major.bottom: ``True``
+    draw x axis bottom major ticks
+
+xtick.minor.top: ``True``
+    draw x axis top minor ticks
+
+xtick.minor.bottom: ``True``
+    draw x axis bottom minor ticks
+
+xtick.minor.ndivs: ``'auto'``
+    number of minor ticks between the major ticks on x-axis
+
+xtick.alignment: ``'center'``
+    alignment of xticks
+
+ytick.left: ``True``
+    draw ticks on the left side
+
+ytick.right: ``False``
+    draw ticks on the right side
+
+ytick.labelleft: ``True``
+    draw tick labels on the left side
+
+ytick.labelright: ``False``
+    draw tick labels on the right side
+
+ytick.major.size: ``3.5``
+    major tick size in points
+
+ytick.minor.size: ``2.0``
+    minor tick size in points
+
+ytick.major.width: ``0.8``
+    major tick width in points
+
+ytick.minor.width: ``0.6``
+    minor tick width in points
+
+ytick.major.pad: ``3.5``
+    distance to major tick label in points
+
+ytick.minor.pad: ``3.4``
+    distance to the minor tick label in points
+
+ytick.color: ``'black'``
+    color of the ticks
+
+ytick.labelcolor: ``'inherit'``
+    color of the tick labels or inherit from ytick.color
+
+ytick.labelsize: ``'medium'``
+    font size of the tick labels
+
+ytick.direction: ``'out'``
+    direction: {in, out, inout}
+
+ytick.minor.visible: ``False``
+    visibility of minor ticks on y-axis
+
+ytick.major.left: ``True``
+    draw y axis left major ticks
+
+ytick.major.right: ``True``
+    draw y axis right major ticks
+
+ytick.minor.left: ``True``
+    draw y axis left minor ticks
+
+ytick.minor.right: ``True``
+    draw y axis right minor ticks
+
+ytick.minor.ndivs: ``'auto'``
+    number of minor ticks between the major ticks on y-axis
+
+ytick.alignment: ``'center_baseline'``
+    alignment of yticks
+
+grid.color: ``'#b0b0b0'``
+    b0b0b0"  # grid color
+
+grid.linestyle: ``'-'``
+    solid
+
+grid.linewidth: ``0.8``
+    in points
+
+grid.alpha: ``1.0``
+    transparency, between 0.0 and 1.0
+
+grid.major.color: ``None``
+    If None defaults to grid.color
+
+grid.major.linestyle: ``None``
+    If None defaults to grid.linestyle
+
+grid.major.linewidth: ``None``
+    If None defaults to grid.linewidth
+
+grid.major.alpha: ``None``
+    If None defaults to grid.alpha
+
+grid.minor.color: ``None``
+    If None defaults to grid.color
+
+grid.minor.linestyle: ``None``
+    If None defaults to grid.linestyle
+
+grid.minor.linewidth: ``None``
+    If None defaults to grid.linewidth
+
+grid.minor.alpha: ``None``
+    If None defaults to grid.alpha
+
+legend.loc: ``'best'``
+    *no description*
+
+legend.frameon: ``True``
+    if True, draw the legend on a background patch
+
+legend.framealpha: ``0.8``
+    legend patch transparency
+
+legend.facecolor: ``'inherit'``
+    inherit from axes.facecolor; or color spec
+
+legend.edgecolor: ``'0.8'``
+    background patch boundary color
+
+legend.linewidth: ``None``
+    line width of the legend frame, None means inherit from patch.linewidth
+
+legend.fancybox: ``True``
+    if True, use a rounded box for the legend background, else a rectangle
+
+legend.shadow: ``False``
+    if True, give background a shadow effect
+
+legend.numpoints: ``1``
+    the number of marker points in the legend line
+
+legend.scatterpoints: ``1``
+    number of scatter points
+
+legend.markerscale: ``1.0``
+    the relative size of legend markers vs. original
+
+legend.fontsize: ``'medium'``
+    *no description*
+
+legend.labelcolor: ``'None'``
+    *no description*
+
+legend.title_fontsize: ``None``
+    None sets to the same as the default axes.
+
+legend.borderpad: ``0.4``
+    border whitespace
+
+legend.labelspacing: ``0.5``
+    the vertical space between the legend entries
+
+legend.handlelength: ``2.0``
+    the length of the legend lines
+
+legend.handleheight: ``0.7``
+    the height of the legend handle
+
+legend.handletextpad: ``0.8``
+    the space between the legend line and legend text
+
+legend.borderaxespad: ``0.5``
+    the border between the axes and legend edge
+
+legend.columnspacing: ``2.0``
+    column separation
+
+figure.titlesize: ``'large'``
+    size of the figure title (``Figure.suptitle()``)
+
+figure.titleweight: ``'normal'``
+    weight of the figure title
+
+figure.labelsize: ``'large'``
+    size of the figure label (``Figure.sup[x|y]label()``)
+
+figure.labelweight: ``'normal'``
+    weight of the figure label
+
+figure.figsize: ``[6.4, 4.8]``
+    figure size in inches
+
+figure.dpi: ``100.0``
+    figure dots per inch
+
+figure.facecolor: ``'white'``
+    figure face color
+
+figure.edgecolor: ``'white'``
+    figure edge color
+
+figure.frameon: ``True``
+    enable figure frame
+
+figure.max_open_warning: ``20``
+    The maximum number of figures to open through the pyplot interface before emitting a warning. If less than one this feature is disabled.
+
+figure.raise_window: ``True``
+    Raise the GUI window to front when show() is called. If set to False, we currently do not take any further actions and whether the window appears on the front may depend on the GUI framework and window manager.
+
+figure.subplot.left: ``0.125``
+    the left side of the subplots of the figure
+
+figure.subplot.right: ``0.9``
+    the right side of the subplots of the figure
+
+figure.subplot.bottom: ``0.11``
+    the bottom of the subplots of the figure
+
+figure.subplot.top: ``0.88``
+    the top of the subplots of the figure
+
+figure.subplot.wspace: ``0.2``
+    the amount of width reserved for space between subplots, expressed as a fraction of the average axis width
+
+figure.subplot.hspace: ``0.2``
+    the amount of height reserved for space between subplots, expressed as a fraction of the average axis height
+
+figure.autolayout: ``False``
+    When True, automatically adjust subplot parameters to make the plot fit the figure using `~.Figure.tight_layout`
+
+figure.constrained_layout.use: ``False``
+    When True, automatically make plot elements fit on the figure. (Not compatible with "figure.autolayout", above).
+
+figure.constrained_layout.h_pad: ``0.04167``
+    Padding (in inches) around axes; defaults to 3/72 inches, i.e. 3 points
+
+figure.constrained_layout.w_pad: ``0.04167``
+    Padding (in inches) around axes; defaults to 3/72 inches, i.e. 3 points
+
+figure.constrained_layout.hspace: ``0.02``
+    Spacing between subplots, relative to the subplot sizes.  Much smaller than for tight_layout (figure.subplot.hspace, figure.subplot.wspace) as constrained_layout already takes surrounding texts (titles, labels, # ticklabels) into account.
+
+figure.constrained_layout.wspace: ``0.02``
+    Spacing between subplots, relative to the subplot sizes.  Much smaller than for tight_layout (figure.subplot.hspace, figure.subplot.wspace) as constrained_layout already takes surrounding texts (titles, labels, # ticklabels) into account.
+
+image.aspect: ``'equal'``
+    {equal, auto} or a number
+
+image.interpolation: ``'auto'``
+    see help(imshow) for options
+
+image.interpolation_stage: ``'auto'``
+    see help(imshow) for options
+
+image.cmap: ``'viridis'``
+    A colormap name (plasma, magma, etc.)
+
+image.lut: ``256``
+    the size of the colormap lookup table
+
+image.origin: ``'upper'``
+    {lower, upper}
+
+image.resample: ``True``
+    *no description*
+
+image.composite_image: ``True``
+    When True, all the images on a set of axes are combined into a single composite image before saving a figure as a vector graphics file, such as a PDF.
+
+contour.negative_linestyle: ``'dashed'``
+    string or on-off ink sequence
+
+contour.corner_mask: ``True``
+    {True, False}
+
+contour.linewidth: ``None``
+    {float, None} Size of the contour line widths. If set to None, it falls back to "line.linewidth".
+
+contour.algorithm: ``'mpl2014'``
+    {mpl2005, mpl2014, serial, threaded}
+
+errorbar.capsize: ``0.0``
+    length of end cap on error bars in pixels
+
+hist.bins: ``10``
+    The default number of histogram bins or 'auto'.
+
+scatter.marker: ``'o'``
+    The default marker type for scatter plots.
+
+scatter.edgecolors: ``'face'``
+    The default edge colors for scatter plots.
+
+agg.path.chunksize: ``0``
+    0 to disable; values in the range 10000 to 100000 can improve speed slightly and prevent an Agg rendering failure when plotting very large data sets, especially if they are very gappy. It may cause minor artifacts, though. A value of 20000 is probably a good starting point.
+
+path.simplify: ``True``
+    When True, simplify paths by removing "invisible" points to reduce file size and increase rendering speed
+
+path.simplify_threshold: ``0.111111111111``
+    The threshold of similarity below which vertices will be removed in the simplification process.
+
+path.snap: ``True``
+    When True, rectilinear axis-aligned paths will be snapped to the nearest pixel when certain criteria are met. When False, paths will never be snapped.
+
+path.sketch: ``None``
+    May be None, or a tuple of the form:path.sketch: (scale, length, randomness)- *scale* is the amplitude of the wiggle perpendicular to the line  (in pixels).- *length* is the length of the wiggle along the line (in pixels).- *randomness* is the factor by which the length is  randomly   scaled.
+
+path.effects: ``[]``
+    *no description*
+
+savefig.dpi: ``'figure'``
+    figure dots per inch or 'figure'
+
+savefig.facecolor: ``'auto'``
+    figure face color when saving
+
+savefig.edgecolor: ``'auto'``
+    figure edge color when saving
+
+savefig.format: ``'png'``
+    {png, ps, pdf, svg}
+
+savefig.bbox: ``None``
+    {tight, standard} 'tight' is incompatible with generating frames for animation
+
+savefig.pad_inches: ``0.1``
+    padding to be used, when bbox is set to 'tight'
+
+savefig.directory: ``'~'``
+    default directory in savefig dialog, gets updated after interactive saves, unless set to the empty string (i.e. the current directory); use '.' to start at the current directory but update after interactive saves
+
+savefig.transparent: ``False``
+    whether figures are saved with a transparent background by default
+
+savefig.orientation: ``'portrait'``
+    orientation of saved figure, for PostScript output only
+
+macosx.window_mode: ``'system'``
+    How to open new figures (system, tab, window) system uses the MacOS system preferences
+
+tk.window_focus: ``False``
+    Maintain shell focus for TkAgg
+
+ps.papersize: ``'letter'``
+    {figure, letter, legal, ledger, A0-A10, B0-B10}
+
+ps.useafm: ``False``
+    use AFM fonts, results in small files
+
+ps.usedistiller: ``None``
+    {ghostscript, xpdf, None} Experimental: may produce smaller files. xpdf intended for production of publication quality files, but requires ghostscript, xpdf and ps2eps
+
+ps.distiller.res: ``6000``
+    dpi
+
+ps.fonttype: ``3``
+    Output Type 3 (Type3) or Type 42 (TrueType)
+
+pdf.compression: ``6``
+    integer from 0 to 9 0 disables compression (good for debugging)
+
+pdf.fonttype: ``3``
+    Output Type 3 (Type3) or Type 42 (TrueType)
+
+pdf.use14corefonts: ``False``
+    *no description*
+
+pdf.inheritcolor: ``False``
+    *no description*
+
+svg.image_inline: ``True``
+    Write raster image data directly into the SVG file
+
+svg.fonttype: ``'path'``
+    How to handle SVG fonts: path: Embed characters as paths -- supported by most SVG       renderersnone: Assume fonts are installed on the machine where the SVG will be viewed.
+
+svg.hashsalt: ``None``
+    If not None, use this string as hash salt instead of uuid4
+
+svg.id: ``None``
+    If not None, use this string as the value for the `id` attribute in the top <svg> tag
+
+pgf.rcfonts: ``True``
+    *no description*
+
+pgf.preamble: ``''``
+    See text.latex.preamble for documentation
+
+pgf.texsystem: ``'xelatex'``
+    *no description*
+
+docstring.hardcopy: ``False``
+    set this when you want to generate hardcopy docstring
+
+keymap.fullscreen: ``['f', 'ctrl+f']``
+    toggling
+
+keymap.home: ``['h', 'r', 'home']``
+    home or reset mnemonic
+
+keymap.back: ``['left', 'c', 'backspace', 'MouseButton.BACK']``
+    forward / backward keys
+
+keymap.forward: ``['right', 'v', 'MouseButton.FORWARD']``
+    for quick navigation
+
+keymap.pan: ``['p']``
+    pan mnemonic
+
+keymap.zoom: ``['o']``
+    zoom mnemonic
+
+keymap.save: ``['s', 'ctrl+s']``
+    saving current figure
+
+keymap.help: ``['f1']``
+    display help about active tools
+
+keymap.quit: ``['ctrl+w', 'cmd+w', 'q']``
+    close the current figure
+
+keymap.quit_all: ``[]``
+    close all figures
+
+keymap.grid: ``['g']``
+    switching on/off major grids in current axes
+
+keymap.grid_minor: ``['G']``
+    switching on/off minor grids in current axes
+
+keymap.yscale: ``['l']``
+    toggle scaling of y-axes ('log'/'linear')
+
+keymap.xscale: ``['k', 'L']``
+    toggle scaling of x-axes ('log'/'linear')
+
+keymap.copy: ``['ctrl+c', 'cmd+c']``
+    copy figure to clipboard
+
+animation.html: ``'none'``
+    How to display the animation as HTML in the IPython notebook: - 'html5' uses HTML5 video tag - 'jshtml' creates a JavaScript animation
+
+animation.writer: ``'ffmpeg'``
+    MovieWriter 'backend' to use
+
+animation.codec: ``'h264'``
+    Codec to use for writing movie
+
+animation.bitrate: ``-1``
+    Controls size/quality trade-off for movie. -1 implies let utility auto-determine
+
+animation.frame_format: ``'png'``
+    Controls frame format used by temp files
+
+animation.ffmpeg_path: ``'ffmpeg'``
+    Path to ffmpeg binary.  Unqualified paths are resolved by subprocess.Popen.
+
+animation.ffmpeg_args: ``[]``
+    Additional arguments to pass to ffmpeg
+
+animation.convert_path: ``'convert'``
+    Path to ImageMagick's convert binary.  Unqualified paths are resolved by subprocess.Popen, except that on Windows, we look up an install of ImageMagick in the registry (as convert is also the name of a system tool).
+
+animation.convert_args: ``['-layers', 'OptimizePlus']``
+    Additional arguments to pass to convert
+
+animation.embed_limit: ``20.0``
+    Limit, in MB, of size of base64 encoded animation in HTML (i.e. IPython notebook)
+
+_internal.classic_mode: ``False``
+    *no description*
+
+backend: ``None``
+    *no description*
diff --git a/doc/users/index.rst b/doc/users/index.rst
index 733f176e556c..b98bda824a7e 100644
--- a/doc/users/index.rst
+++ b/doc/users/index.rst
@@ -59,6 +59,7 @@ Using Matplotlib
             :maxdepth: 2
             :includehidden:
 
+            explain/configuration
             explain/customizing
 
     .. grid-item-card::
diff --git a/galleries/users_explain/configuration.py b/galleries/users_explain/configuration.py
new file mode 100644
index 000000000000..d5f7f38e98ff
--- /dev/null
+++ b/galleries/users_explain/configuration.py
@@ -0,0 +1,14 @@
+"""
+.. _rcparams_reference:
+
+Matplotlib configuration - rcParams
+===================================
+Matplotlib's configuration parameters (rcParams) control the behavior and
+appearance of plots. These parameters are stored in a dict-like variable
+called :data:`matplotlib.rcParams` (also accessible via ``plt.rcParams``).
+
+The following is a comprehensive reference of all available rcParams and their
+default values.
+
+.. include:: /users/_rcparams_generated.rst
+"""
diff --git a/lib/matplotlib/rcsetup.py b/lib/matplotlib/rcsetup.py
index a088274b3439..cbfd8f6afca6 100644
--- a/lib/matplotlib/rcsetup.py
+++ b/lib/matplotlib/rcsetup.py
@@ -13,12 +13,17 @@
 root source directory.
 """
 
+
 import ast
+from dataclasses import dataclass
 from functools import lru_cache, reduce
 from numbers import Real
 import operator
 import os
+from pathlib import Path
 import re
+from typing import Any
+from collections.abc import Callable
 
 import numpy as np
 
@@ -67,6 +72,36 @@ def __call__(self, s):
             msg += "; remove quotes surrounding your string"
         raise ValueError(msg)
 
+    def __repr__(self):
+        return (f"{self.__class__.__name__}("
+                f"key={self.key!r}, valid={[*self.valid.values()]}, "
+                f"ignorecase={self.ignorecase})")
+
+    def __eq__(self, other):
+        if self is other:
+            return True
+        if not isinstance(other, ValidateInStrings):
+            return NotImplemented
+        return (
+            self.key,
+            self.ignorecase,
+            self._deprecated_since,
+            tuple(sorted(self.valid.items()))
+        ) == (
+            other.key,
+            other.ignorecase,
+            other._deprecated_since,
+            tuple(sorted(other.valid.items()))
+        )
+
+    def __hash__(self):
+        return hash((
+            self.key,
+            self.ignorecase,
+            self._deprecated_since,
+            tuple(sorted(self.valid.items()))
+        ))
+
 
 def _single_string_color_list(s, scalar_validator):
     """
@@ -215,10 +250,11 @@ def validator(s):
     validate_string, doc='return a list of strings')
 validate_int = _make_type_validator(int)
 validate_int_or_None = _make_type_validator(int, allow_none=True)
+validate_intlist = _listify_validator(validate_int, n=2)
 validate_float = _make_type_validator(float)
 validate_float_or_None = _make_type_validator(float, allow_none=True)
 validate_floatlist = _listify_validator(
-    validate_float, doc='return a list of floats')
+    validate_float)
 
 
 def _validate_marker(s):
@@ -1112,7 +1148,7 @@ def _convert_validator_spec(key, conv):
     "axes.labelcolor":    validate_color,  # color of axis label
     # use scientific notation if log10 of the axis range is smaller than the
     # first or larger than the second
-    "axes.formatter.limits": _listify_validator(validate_int, n=2),
+    "axes.formatter.limits": validate_intlist,
     # use current locale to format ticks
     "axes.formatter.use_locale": validate_bool,
     "axes.formatter.use_mathtext": validate_bool,
@@ -1405,3 +1441,1853 @@ def _convert_validator_spec(key, conv):
 }
 _validators = {k: _convert_validator_spec(k, conv)
                for k, conv in _validators.items()}
+
+
+@dataclass
+class _Param:
+    name: str
+    default: Any
+    validator: Callable[[Any], Any]
+    description: str = None
+
+
+_params = [
+    _Param(
+        "webagg.port",
+        default=8988,
+        validator=validate_int,
+        description="The port to use for the web server in the WebAgg backend."
+    ),
+    _Param(
+        "webagg.address",
+        default="127.0.0.1",
+        validator=validate_string,
+        description="The address on which the WebAgg web server should be reachable."
+    ),
+    _Param(
+        "webagg.port_retries",
+        default=50,
+        validator=validate_int,
+        description="If webagg.port is unavailable, a number of other random ports "
+                    "will be tried until one that is available is found."
+    ),
+    _Param(
+        "webagg.open_in_browser",
+        default=True,
+        validator=validate_bool,
+        description="When True, open the web browser to the plot that is shown"
+    ),
+    _Param(
+        "backend_fallback",
+        default=True,
+        validator=validate_bool,
+        description="If you are running pyplot inside a GUI and your backend choice "
+                    "conflicts, we will automatically try to find a compatible one for "
+                    "you if backend_fallback is True"
+    ),
+    _Param(
+        "interactive",
+        default=False,
+        validator=validate_bool
+    ),
+    _Param(
+        "figure.hooks",
+        default=[],
+        validator=validate_stringlist,
+        description="list of dotted.module.name:dotted.callable.name"
+    ),
+    _Param(
+        "toolbar",
+        default="toolbar2",
+        validator=_validate_toolbar,
+        description="{None, toolbar2, toolmanager}"
+    ),
+    _Param(
+        "timezone",
+        default="UTC",
+        validator=validate_string,
+        description="a pytz timezone string, e.g., US/Central or Europe/Paris"
+    ),
+    _Param(
+        "lines.linewidth",
+        default=1.5,
+        validator=validate_float,
+        description="line width in points"
+    ),
+    _Param(
+        "lines.linestyle",
+        default="-",
+        validator=_validate_linestyle,
+        description="solid line"
+    ),
+    _Param(
+        "lines.color",
+        default="C0",
+        validator=validate_color,
+        description="has no affect on plot(); see axes.prop_cycle"
+    ),
+    _Param(
+        "lines.marker",
+        default="None",
+        validator=_validate_marker,
+        description="the default marker"
+    ),
+    _Param(
+        "lines.markerfacecolor",
+        default="auto",
+        validator=validate_color_or_auto,
+        description="the default marker face color"
+    ),
+    _Param(
+        "lines.markeredgecolor",
+        default="auto",
+        validator=validate_color_or_auto,
+        description="the default marker edge color"
+    ),
+    _Param(
+        "lines.markeredgewidth",
+        default=1.0,
+        validator=validate_float,
+        description="the line width around the marker symbol"
+    ),
+    _Param(
+        "lines.markersize",
+        default=6.0,
+        validator=validate_float,
+        description="marker size, in points"
+    ),
+    _Param(
+        "lines.dash_joinstyle",
+        default="round",
+        validator=JoinStyle,
+        description="{miter, round, bevel}"
+    ),
+    _Param(
+        "lines.dash_capstyle",
+        default="butt",
+        validator=CapStyle,
+        description="{butt, round, projecting}"
+    ),
+    _Param(
+        "lines.solid_joinstyle",
+        default="round",
+        validator=JoinStyle,
+        description="{miter, round, bevel}"
+    ),
+    _Param(
+        "lines.solid_capstyle",
+        default="projecting",
+        validator=CapStyle,
+        description="{butt, round, projecting}"
+    ),
+    _Param(
+        "lines.antialiased",
+        default=True,
+        validator=validate_bool,
+        description="render lines in antialiased (no jaggies)"
+    ),
+    _Param(
+        "lines.dashed_pattern",
+        default=[3.7, 1.6],
+        validator=validate_floatlist,
+        description="The dash pattern for linestyle 'dashed'"
+    ),
+    _Param(
+        "lines.dashdot_pattern",
+        default=[6.4, 1.6, 1.0, 1.6],
+        validator=validate_floatlist,
+        description="The dash pattern for linestyle 'dashdot'"
+    ),
+    _Param(
+        "lines.dotted_pattern",
+        default=[1.0, 1.65],
+        validator=validate_floatlist,
+        description="The dash pattern for linestyle 'dotted'"
+    ),
+    _Param(
+        "lines.scale_dashes",
+        default=True,
+        validator=validate_bool
+    ),
+    _Param(
+        "markers.fillstyle",
+        default="full",
+        validator=validate_fillstyle,
+        description="{full, left, right, bottom, top, none}"
+    ),
+    _Param(
+        "pcolor.shading",
+        default="auto",
+        validator=["auto", "flat", "nearest", "gouraud"]
+    ),
+    _Param(
+        "pcolormesh.snap",
+        default=True,
+        validator=validate_bool,
+        description="Whether to snap the mesh to pixel boundaries. This is provided "
+                    "solely to allow old test images to remain unchanged. Set to False "
+                    "to obtain the previous behavior."
+    ),
+    _Param(
+        "patch.linewidth",
+        default=1.0,
+        validator=validate_float,
+        description="edge width in points."
+    ),
+    _Param(
+        "patch.facecolor",
+        default="C0",
+        validator=validate_color
+    ),
+    _Param(
+        "patch.edgecolor",
+        default="black",
+        validator=validate_color,
+        description='By default, Patches and Collections do not draw edges. This value '
+                    'is only used if facecolor is "none" (an Artist without facecolor '
+                    'and edgecolor would be invisible)  or if patch.force_edgecolor '
+                    'is True.'
+    ),
+    _Param(
+        "patch.force_edgecolor",
+        default=False,
+        validator=validate_bool,
+        description="By default, Patches and Collections do not draw edges. Set this "
+                    "to True to draw edges with patch.edgedcolor as the default "
+                    "edgecolor. This is mainly relevant for styles."
+    ),
+    _Param(
+        "patch.antialiased",
+        default=True,
+        validator=validate_bool,
+        description="render patches in antialiased (no jaggies)"
+    ),
+    _Param("hatch.color", "edge", _validate_color_or_edge),
+    _Param("hatch.linewidth", 1.0, validate_float),
+    _Param("boxplot.notch", False, validate_bool),
+    _Param("boxplot.vertical", True, validate_bool),
+    _Param("boxplot.whiskers", 1.5, validate_whiskers),
+    _Param("boxplot.bootstrap", None, validate_int_or_None),
+    _Param("boxplot.patchartist", False, validate_bool),
+    _Param("boxplot.showmeans", False, validate_bool),
+    _Param("boxplot.showcaps", True, validate_bool),
+    _Param("boxplot.showbox", True, validate_bool),
+    _Param("boxplot.showfliers", True, validate_bool),
+    _Param("boxplot.meanline", False, validate_bool),
+    _Param("boxplot.flierprops.color", "black", validate_color),
+    _Param("boxplot.flierprops.marker", "o", _validate_marker),
+    _Param("boxplot.flierprops.markerfacecolor", "none", validate_color_or_auto),
+    _Param("boxplot.flierprops.markeredgecolor", "black", validate_color),
+    _Param("boxplot.flierprops.markeredgewidth", 1.0, validate_float),
+    _Param("boxplot.flierprops.markersize", 6.0, validate_float),
+    _Param("boxplot.flierprops.linestyle", "none", _validate_linestyle),
+    _Param("boxplot.flierprops.linewidth", 1.0, validate_float),
+    _Param("boxplot.boxprops.color", "black", validate_color),
+    _Param("boxplot.boxprops.linewidth", 1.0, validate_float),
+    _Param("boxplot.boxprops.linestyle", "-", _validate_linestyle),
+    _Param("boxplot.whiskerprops.color", "black", validate_color),
+    _Param("boxplot.whiskerprops.linewidth", 1.0, validate_float),
+    _Param("boxplot.whiskerprops.linestyle", "-", _validate_linestyle),
+    _Param("boxplot.capprops.color", "black", validate_color),
+    _Param("boxplot.capprops.linewidth", 1.0, validate_float),
+    _Param("boxplot.capprops.linestyle", "-", _validate_linestyle),
+    _Param("boxplot.medianprops.color", "C1", validate_color),
+    _Param("boxplot.medianprops.linewidth", 1.0, validate_float),
+    _Param("boxplot.medianprops.linestyle", "-", _validate_linestyle),
+    _Param("boxplot.meanprops.color", "C2", validate_color),
+    _Param("boxplot.meanprops.marker", "^", _validate_marker),
+    _Param("boxplot.meanprops.markerfacecolor", "C2", validate_color),
+    _Param("boxplot.meanprops.markeredgecolor", "C2", validate_color),
+    _Param("boxplot.meanprops.markersize", 6.0, validate_float),
+    _Param("boxplot.meanprops.linestyle", "--", _validate_linestyle),
+    _Param("boxplot.meanprops.linewidth", 1.0, validate_float),
+    _Param("font.family", ["sans-serif"], validate_stringlist),
+    _Param("font.style", "normal", validate_string),
+    _Param("font.variant", "normal", validate_string),
+    _Param("font.weight", "normal", validate_fontweight),
+    _Param("font.stretch", "normal", validate_fontstretch),
+    _Param("font.size", 10.0, validate_float),
+    _Param(
+        "font.serif",
+        default=[
+            "DejaVu Serif", "Bitstream Vera Serif", "Computer Modern Roman",
+            "New Century Schoolbook", "Century Schoolbook L", "Utopia", "ITC Bookman",
+            "Bookman", "Nimbus Roman No9 L", "Times New Roman", "Times", "Palatino",
+            "Charter", "serif",
+        ],
+        validator=validate_stringlist
+    ),
+    _Param(
+        "font.sans-serif",
+        default=[
+            "DejaVu Sans", "Bitstream Vera Sans", "Computer Modern Sans Serif",
+            "Lucida Grande", "Verdana", "Geneva", "Lucid", "Arial", "Helvetica",
+            "Avant Garde", "sans-serif",
+        ],
+        validator=validate_stringlist
+    ),
+    _Param(
+        "font.cursive",
+        default=[
+            "Apple Chancery", "Textile", "Zapf Chancery", "Sand", "Script MT", "Felipa",
+            "Comic Neue", "Comic Sans MS", "cursive",
+        ],
+        validator=validate_stringlist
+    ),
+    _Param(
+        "font.fantasy",
+        default=["Chicago", "Charcoal", "Impact", "Western", "xkcd script", "fantasy"],
+        validator=validate_stringlist
+    ),
+    _Param(
+        "font.monospace",
+        default=[
+            "DejaVu Sans Mono", "Bitstream Vera Sans Mono",
+            "Computer Modern Typewriter", "Andale Mono", "Nimbus Mono L", "Courier New",
+            "Courier", "Fixed", "Terminal", "monospace",
+        ],
+        validator=validate_stringlist
+    ),
+    _Param(
+        "font.enable_last_resort",
+        default=True,
+        validator=validate_bool,
+        description="If True, then Unicode Consortium's Last Resort font will be "
+                    "appended to all font selections. This ensures that there will "
+                    "always be a glyph displayed."
+    ),
+    _Param(
+        "text.color",
+        default="black",
+        validator=validate_color
+    ),
+    _Param("text.hinting",
+        default="force_autohint",
+        validator=[
+            "default", "no_autohint", "force_autohint", "no_hinting", "auto", "native",
+            "either", "none",
+        ],
+        description="FreeType hinting flag (\"foo\" corresponds to FT_LOAD_FOO); may "
+                    "be one of the following (Proprietary Matplotlib-specific synonyms "
+                    "are given in parentheses, but their use is discouraged): "
+                    "- default: Use the font's native hinter if possible, else "
+                    "  FreeType's auto-hinter. (\"either\" is a synonym)."
+                    "- no_autohint: Use the font's native hinter if possible, else "
+                    "  don't hint. (\"native\" is a synonym.)"
+                    "- force_autohint: Use FreeType's auto-hinter. (\"auto\" is a "
+                    "  synonym.)"
+                    "- no_hinting: Disable hinting. (\"none\" is a synonym.)"
+    ),
+    _Param(
+        "text.hinting_factor",
+        default=8,
+        validator=validate_int,
+        description="Specifies the amount of softness for hinting in the horizontal "
+                    "direction.  A value of 1 will hint to full pixels.  A value of 2 "
+                    "will hint to half pixels etc."
+    ),
+    _Param(
+        "text.kerning_factor",
+        default=0,
+        validator=validate_int,
+        description="Specifies the scaling factor for kerning values. This is "
+                    "provided solely to allow old test images to remain unchanged. "
+                    "Set to 6 to obtain previous behavior. Values  other than 0 or 6 "
+                    "have no defined meaning."
+    ),
+    _Param(
+        "text.antialiased",
+        default=True,
+        validator=validate_bool,
+        description="If True (default), the text will be antialiased. This only "
+                    "affects raster outputs."
+    ),
+    _Param(
+        "text.parse_math",
+        default=True,
+        validator=validate_bool,
+        description="Use mathtext if there is an even number of unescaped dollar signs."
+
+    ),
+    _Param(
+        "text.usetex",
+        default=False,
+        validator=validate_bool,
+        description="use latex for all text handling. The following fonts are "
+                    "supported through the usual rc parameter settings: "
+                    "new century schoolbook, bookman, times, palatino, zapf chancery, "
+                    "charter, serif, sans-serif, helvetica, avant garde, courier, "
+                    "monospace, computer modern roman, computer modern sans serif, "
+                    "computer modern typewriter"
+    ),
+    _Param(
+        "text.latex.preamble",
+        default="",
+        validator=validate_string,
+        description='IMPROPER USE OF THIS FEATURE WILL LEAD TO LATEX FAILURES AND IS '
+                    'THEREFORE UNSUPPORTED. PLEASE DO NOT ASK FOR HELP IF THIS FEATURE '
+                    'DOES NOT DO WHAT YOU EXPECT IT TO. text.latex.preamble is a '
+                    'single line of LaTeX code that will be passed on to the LaTeX '
+                    'system. It may contain any code that is valid for the LaTeX '
+                    '"preamble", i.e. between the "\\documentclass" and '
+                    '"\\begin{document}" statements. Note that it has to be put on a '
+                    'single line, which may become quite long. The following packages '
+                    'are always loaded with usetex, so beware of package collisions: '
+                    '   color, fix-cm, geometry, graphicx, textcomp. PostScript '
+                    '(PSNFSS) font packages may also be loaded, depending on your font '
+                    'settings.'
+    ),
+    _Param(
+        "mathtext.fontset",
+        default="dejavusans",
+        validator=["dejavusans", "dejavuserif", "cm", "stix", "stixsans", "custom"],
+        description="Should be 'dejavusans' (default), 'dejavuserif', "
+                    "'cm' (Computer Modern), 'stix', 'stixsans' or 'custom'"
+    ),
+    _Param("mathtext.bf", "sans:bold", validate_font_properties),
+    _Param("mathtext.bfit", "sans:italic:bold", validate_font_properties),
+    _Param("mathtext.cal", "cursive", validate_font_properties),
+    _Param("mathtext.it", "sans:italic", validate_font_properties),
+    _Param("mathtext.rm", "sans", validate_font_properties),
+    _Param("mathtext.sf", "sans", validate_font_properties),
+    _Param("mathtext.tt", "monospace", validate_font_properties),
+    _Param(
+        "mathtext.fallback",
+        default="cm",
+        validator=_validate_mathtext_fallback,
+        description="Select fallback font from ['cm' (Computer Modern), 'stix', "
+                    "'stixsans'] when a symbol cannot be found in one of the custom "
+                    "math fonts. Select 'None' to not perform fallback and replace the "
+                    "missing character by a dummy symbol."
+    ),
+    _Param("mathtext.default", "it",
+           ["rm", "cal", "bfit", "it", "tt", "sf", "bf", "default", "bb", "frak", "scr",
+            "regular", ],
+           description='The default font to use for math. Can be any of the LaTeX font '
+                    'names, including the special name "regular" for the same font '
+                    'used in regular text.',
+           ),
+    _Param(
+        "axes.facecolor",
+        default="white",
+        validator=validate_color,
+        description="axes background color"
+    ),
+    _Param(
+        "axes.edgecolor",
+        default="black",
+        validator=validate_color,
+        description="axes edge color"
+    ),
+    _Param(
+        "axes.linewidth",
+        default=0.8,
+        validator=validate_float,
+        description="edge line width"
+    ),
+    _Param(
+        "axes.grid",
+        default=False,
+        validator=validate_bool,
+        description="display grid or not"
+    ),
+    _Param(
+        "axes.grid.axis",
+        default="both",
+        validator=["x", "y", "both"],
+        description="which axis the grid should apply to"
+    ),
+    _Param(
+        "axes.grid.which",
+        default="major",
+        validator=["minor", "both", "major"],
+        description="grid lines at {major, minor, both} ticks"
+    ),
+    _Param(
+        "axes.titlelocation",
+        default="center",
+        validator=["left", "center", "right"],
+        description="alignment of the title: {left, right, center}"
+    ),
+    _Param(
+        "axes.titlesize",
+        default="large",
+        validator=validate_fontsize,
+        description="font size of the axes title"
+    ),
+    _Param(
+        "axes.titleweight",
+        default="normal",
+        validator=validate_fontweight,
+        description="font weight of title"
+    ),
+    _Param(
+        "axes.titlecolor",
+        default="auto",
+        validator=validate_color_or_auto,
+        description="color of the axes title, auto falls back to text.color as default "
+                    "value"
+    ),
+    _Param(
+        "axes.titley",
+        default=None,
+        validator=validate_float_or_None,
+        description="position title (axes relative units).  None implies auto"
+    ),
+    _Param(
+        "axes.titlepad",
+        default=6.0,
+        validator=validate_float,
+        description="pad between axes and title in points"
+    ),
+    _Param(
+        "axes.labelsize",
+        default="medium",
+        validator=validate_fontsize,
+        description="font size of the x and y labels"
+    ),
+    _Param(
+        "axes.labelpad",
+        default=4.0,
+        validator=validate_float,
+        description="space between label and axis"
+    ),
+    _Param(
+        "axes.labelweight",
+        default="normal",
+        validator=validate_fontweight,
+        description="weight of the x and y labels"
+    ),
+    _Param(
+        "axes.labelcolor",
+        default="black",
+        validator=validate_color
+    ),
+    _Param(
+        "axes.axisbelow",
+        default="line",
+        validator=validate_axisbelow,
+        description="draw axis gridlines and ticks: "
+                    "- below patches (True) "
+                    "- above patches but below lines ('line') "
+                    "- above all (False)"
+    ),
+    _Param(
+        "axes.formatter.limits",
+        default=[-5, 6],
+        validator=validate_intlist,
+        description="use scientific notation if log10 of the axis range is smaller "
+                    "than the first or larger than the second"
+    ),
+    _Param(
+        "axes.formatter.use_locale",
+        default=False,
+        validator=validate_bool,
+        description="When True, format tick labels according to the user's locale. "
+                    "For example, use ',' as a decimal separator in the fr_FR locale."
+    ),
+    _Param(
+        "axes.formatter.use_mathtext",
+        default=False,
+        validator=validate_bool,
+        description="When True, use mathtext for scientific notation."
+    ),
+    _Param(
+        "axes.formatter.min_exponent",
+        default=0,
+        validator=validate_int,
+        description="minimum exponent to format in scientific notation"
+    ),
+    _Param(
+        "axes.formatter.useoffset",
+        default=True,
+        validator=validate_bool,
+        description="If True, the tick label formatter will default to labeling ticks "
+                    "relative to an offset when the data range is small compared to "
+                    "the minimum absolute value of the data."
+    ),
+    _Param(
+        "axes.formatter.offset_threshold",
+        default=4,
+        validator=validate_int,
+        description="When useoffset is True, the offset will be used when it can "
+                    "remove at least this number of significant digits from tick "
+                    "labels."
+    ),
+    _Param(
+        "axes.spines.left",
+        default=True,
+        validator=validate_bool,
+        description="display axis spines"
+    ),
+    _Param("axes.spines.bottom", True, validate_bool),
+    _Param("axes.spines.top", True, validate_bool),
+    _Param(
+        "axes.spines.right",
+        default=True,
+        validator=validate_bool
+    ),
+    _Param(
+        "axes.unicode_minus",
+        default=True,
+        validator=validate_bool,
+        description="use Unicode for the minus symbol rather than hyphen. See "
+                    "https://en.wikipedia.org/wiki/Plus_and_minus_signs#Character_codes"
+
+    ),
+    _Param("axes.prop_cycle",
+        default=cycler(
+            "color",
+            [(0.12156862745098039, 0.4666666666666667, 0.7058823529411765),
+             (1.0, 0.4980392156862745, 0.054901960784313725),
+             (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),
+             (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),
+             (0.5803921568627451, 0.403921568627451, 0.7411764705882353),
+             (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),
+             (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),
+             (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),
+             (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),
+             (0.09019607843137255, 0.7450980392156863, 0.8117647058823529),
+            ],
+        ),
+        validator=validate_cycler
+    ),
+    _Param(
+        "axes.xmargin",
+        default=0.05,
+        validator=_validate_greaterthan_minushalf,
+        description="x margin.  See `~.axes.Axes.margins`"
+    ),
+    _Param(
+        "axes.ymargin",
+        default=0.05,
+        validator=_validate_greaterthan_minushalf,
+        description="y margin.  See `~.axes.Axes.margins`"
+    ),
+    _Param(
+        "axes.zmargin",
+        default=0.05,
+        validator=_validate_greaterthan_minushalf,
+        description="z margin.  See `~.axes.Axes.margins`"
+    ),
+    _Param(
+        "axes.autolimit_mode",
+        default="data",
+        validator=["data", "round_numbers"],
+        description='If "data", use axes.xmargin and axes.ymargin as is. If '
+                    '"round_numbers", after application of margins, axis limits are '
+                    'further expanded to the nearest "round" number.',
+    ),
+    _Param(
+        "polaraxes.grid",
+        default=True,
+        validator=validate_bool,
+        description="display grid on polar axes"
+    ),
+    _Param(
+        "axes3d.grid",
+        default=True,
+        validator=validate_bool, description="display grid on 3D axes"
+    ),
+    _Param(
+        "axes3d.automargin",
+        default=False,
+        validator=validate_bool,
+        description="automatically add margin when manually setting 3D axis limits"
+    ),
+    _Param(
+        "axes3d.xaxis.panecolor",
+        default=(0.95, 0.95, 0.95, 0.5),
+        validator=validate_color,
+        description="background pane on 3D axes"
+    ),
+    _Param(
+        "axes3d.yaxis.panecolor",
+        default=(0.9, 0.9, 0.9, 0.5),
+        validator=validate_color,
+        description="background pane on 3D axes"
+    ),
+    _Param(
+        "axes3d.zaxis.panecolor",
+        default=(0.925, 0.925, 0.925, 0.5),
+        validator=validate_color,
+        description="background pane on 3D axes"
+    ),
+    _Param(
+        "axes3d.depthshade",
+        default=True,
+        validator=validate_bool,
+        description="depth shade for 3D scatter plots"
+    ),
+    _Param(
+        "axes3d.depthshade_minalpha",
+        default=0.3,
+        validator=validate_float,
+        description="minimum alpha value for depth shading"
+    ),
+    _Param(
+        "axes3d.mouserotationstyle",
+        default="arcball",
+        validator=["azel", "trackball", "sphere", "arcball"],
+        description="{azel, trackball, sphere, arcball} See also "
+                    "https://matplotlib.org/stable/api/toolkits/mplot3d/view_angles.html#rotation-with-mouse"),  # noqa
+    _Param(
+        "axes3d.trackballsize",
+        default=0.667,
+        validator=validate_float,
+        description="trackball diameter, in units of the Axes bbox"
+    ),
+    _Param(
+        "axes3d.trackballborder",
+        default=0.2,
+        validator=validate_float,
+        description="trackball border width, in units of the Axes bbox (only for "
+                    "'sphere' and 'arcball' style)"
+    ),
+    _Param(
+        "xaxis.labellocation",
+        default="center",
+        validator=["left", "center", "right"],
+        description="alignment of the xaxis label: {left, right, center}"
+    ),
+    _Param(
+        "yaxis.labellocation",
+        default="center",
+        validator=["bottom", "center", "top"],
+        description="alignment of the yaxis label: {bottom, top, center}"
+    ),
+    _Param("date.autoformatter.year", "%Y", validate_string),
+    _Param("date.autoformatter.month", "%Y-%m", validate_string),
+    _Param("date.autoformatter.day", "%Y-%m-%d", validate_string),
+    _Param("date.autoformatter.hour", "%m-%d %H", validate_string),
+    _Param("date.autoformatter.minute", "%d %H:%M", validate_string),
+    _Param("date.autoformatter.second", "%H:%M:%S", validate_string),
+    _Param("date.autoformatter.microsecond", "%M:%S.%f", validate_string),
+    _Param(
+        "date.epoch",
+        default="1970-01-01T00:00:00",
+        validator=_validate_date,
+        description="The reference date for Matplotlib's internal date representation. "
+                    "See https://matplotlib.org/stable/gallery/ticks/date_precision_and_epochs.html"),  #noqa
+    _Param(
+        "date.converter",
+        default="auto",
+        validator=["auto", "concise"],
+        description="'auto', 'concise'"
+    ),
+    _Param(
+        "date.interval_multiples",
+        default=True,
+        validator=validate_bool,
+        description="For auto converter whether to use interval_multiples"
+    ),
+    _Param(
+        "xtick.top",
+        default=False,
+        validator=validate_bool,
+        description="draw ticks on the top side"
+    ),
+    _Param(
+        "xtick.bottom",
+        default=True,
+        validator=validate_bool,
+        description="draw ticks on the bottom side"
+    ),
+    _Param(
+        "xtick.labeltop",
+        default=False,
+        validator=validate_bool,
+        description="draw label on the top"
+    ),
+    _Param(
+        "xtick.labelbottom",
+        default=True,
+        validator=validate_bool,
+        description="draw label on the bottom"
+    ),
+    _Param(
+        "xtick.major.size",
+        default=3.5,
+        validator=validate_float,
+        description="major tick size in points"
+    ),
+    _Param(
+        "xtick.minor.size",
+        default=2.0,
+        validator=validate_float,
+        description="minor tick size in points"
+    ),
+    _Param(
+        "xtick.major.width",
+        default=0.8,
+        validator=validate_float,
+        description="major tick width in points"
+    ),
+    _Param(
+        "xtick.minor.width",
+        default=0.6,
+        validator=validate_float,
+        description="minor tick width in points"
+    ),
+    _Param(
+        "xtick.major.pad",
+        default=3.5,
+        validator=validate_float,
+        description="distance to major tick label in points"
+    ),
+    _Param(
+        "xtick.minor.pad",
+        default=3.4,
+        validator=validate_float,
+        description="distance to the minor tick label in points"
+    ),
+    _Param(
+        "xtick.color",
+        default="black",
+        validator=validate_color,
+        description="color of the ticks"
+    ),
+    _Param(
+        "xtick.labelcolor",
+        default="inherit",
+        validator=validate_color_or_inherit,
+        description="color of the tick labels or inherit from xtick.color"
+    ),
+    _Param(
+        "xtick.labelsize",
+        default="medium",
+        validator=validate_fontsize,
+        description="font size of the tick labels"
+    ),
+    _Param(
+        "xtick.direction",
+        default="out",
+        validator=["out", "in", "inout"],
+        description="direction: {in, out, inout}"
+    ),
+    _Param(
+        "xtick.minor.visible",
+        default=False,
+        validator=validate_bool,
+        description="visibility of minor ticks on x-axis"
+    ),
+    _Param(
+        "xtick.major.top",
+        default=True,
+        validator=validate_bool,
+        description="draw x axis top major ticks"
+    ),
+    _Param(
+        "xtick.major.bottom",
+        default=True,
+        validator=validate_bool,
+        description="draw x axis bottom major ticks"
+    ),
+    _Param(
+        "xtick.minor.top",
+        default=True,
+        validator=validate_bool,
+        description="draw x axis top minor ticks"
+    ),
+    _Param(
+        "xtick.minor.bottom",
+        default=True,
+        validator=validate_bool,
+        description="draw x axis bottom minor ticks"
+    ),
+    _Param(
+        "xtick.minor.ndivs",
+        default="auto",
+        validator=_validate_minor_tick_ndivs,
+        description="number of minor ticks between the major ticks on x-axis"
+    ),
+    _Param(
+        "xtick.alignment",
+        default="center",
+        validator=["center", "right", "left"],
+        description="alignment of xticks"
+    ),
+    _Param(
+        "ytick.left",
+        default=True,
+        validator=validate_bool,
+        description="draw ticks on the left side"
+    ),
+    _Param(
+        "ytick.right",
+        default=False,
+        validator=validate_bool,
+        description="draw ticks on the right side"
+    ),
+    _Param(
+        "ytick.labelleft",
+        default=True,
+        validator=validate_bool,
+        description="draw tick labels on the left side"
+    ),
+    _Param(
+        "ytick.labelright",
+        default=False,
+        validator=validate_bool,
+        description="draw tick labels on the right side"
+    ),
+    _Param(
+        "ytick.major.size",
+        default=3.5,
+        validator=validate_float,
+        description="major tick size in points"
+    ),
+    _Param(
+        "ytick.minor.size",
+        default=2.0,
+        validator=validate_float,
+        description="minor tick size in points"
+    ),
+    _Param(
+        "ytick.major.width",
+        default=0.8,
+        validator=validate_float,
+        description="major tick width in points"
+    ),
+    _Param(
+        "ytick.minor.width",
+        default=0.6,
+        validator=validate_float,
+        description="minor tick width in points"
+    ),
+    _Param(
+        "ytick.major.pad",
+        default=3.5,
+        validator=validate_float,
+        description="distance to major tick label in points"
+    ),
+    _Param(
+        "ytick.minor.pad",
+        default=3.4,
+        validator=validate_float,
+        description="distance to the minor tick label in points"
+    ),
+    _Param(
+        "ytick.color",
+        default="black",
+        validator=validate_color,
+        description="color of the ticks"
+    ),
+    _Param(
+        "ytick.labelcolor",
+        default="inherit",
+        validator=validate_color_or_inherit,
+        description="color of the tick labels or inherit from ytick.color"
+    ),
+    _Param(
+        "ytick.labelsize",
+        default="medium",
+        validator=validate_fontsize,
+        description="font size of the tick labels"
+    ),
+    _Param(
+        "ytick.direction",
+        default="out",
+        validator=["out", "in", "inout"],
+        description="direction: {in, out, inout}"
+    ),
+    _Param(
+        "ytick.minor.visible",
+        default=False,
+        validator=validate_bool,
+        description="visibility of minor ticks on y-axis"
+    ),
+    _Param(
+        "ytick.major.left",
+        default=True,
+        validator=validate_bool,
+        description="draw y axis left major ticks"
+    ),
+    _Param(
+        "ytick.major.right",
+        default=True,
+        validator=validate_bool,
+        description="draw y axis right major ticks"
+    ),
+    _Param(
+        "ytick.minor.left",
+        default=True,
+        validator=validate_bool,
+        description="draw y axis left minor ticks"
+    ),
+    _Param(
+        "ytick.minor.right",
+        default=True,
+        validator=validate_bool,
+        description="draw y axis right minor ticks"
+    ),
+    _Param(
+        "ytick.minor.ndivs",
+        default="auto",
+        validator=_validate_minor_tick_ndivs,
+        description="number of minor ticks between the major ticks on y-axis"
+    ),
+    _Param("ytick.alignment", "center_baseline",
+           ["center", "top", "bottom", "baseline", "center_baseline"],
+           description="alignment of yticks"
+           ),
+    _Param(
+        "grid.color",
+        default="#b0b0b0",
+        validator=validate_color,
+        description='b0b0b0"  # grid color'
+    ),
+    _Param(
+        "grid.linestyle",
+        default="-",
+        validator=_validate_linestyle,
+        description="solid"
+    ),
+    _Param(
+        "grid.linewidth",
+        default=0.8,
+        validator=validate_float,
+        description="in points"
+    ),
+    _Param(
+        "grid.alpha",
+        default=1.0,
+        validator=validate_float,
+        description="transparency, between 0.0 and 1.0"
+    ),
+    _Param(
+        "grid.major.color",
+        default=None,
+        validator=_validate_color_or_None,
+        description="If None defaults to grid.color"
+    ),
+    _Param(
+        "grid.major.linestyle",
+        default=None,
+        validator=_validate_linestyle_or_None,
+        description="If None defaults to grid.linestyle"
+    ),
+    _Param(
+        "grid.major.linewidth",
+        default=None,
+        validator=validate_float_or_None,
+        description="If None defaults to grid.linewidth"
+    ),
+    _Param(
+        "grid.major.alpha",
+        default=None,
+        validator=validate_float_or_None,
+        description="If None defaults to grid.alpha"
+    ),
+    _Param(
+        "grid.minor.color",
+        default=None,
+        validator=_validate_color_or_None,
+        description="If None defaults to grid.color"
+    ),
+    _Param(
+        "grid.minor.linestyle",
+        default=None,
+        validator=_validate_linestyle_or_None,
+        description="If None defaults to grid.linestyle"
+    ),
+    _Param(
+        "grid.minor.linewidth",
+        default=None,
+        validator=validate_float_or_None,
+        description="If None defaults to grid.linewidth"
+    ),
+    _Param(
+        "grid.minor.alpha",
+        default=None,
+        validator=validate_float_or_None,
+        description="If None defaults to grid.alpha"
+    ),
+    _Param(
+        "legend.loc",
+        default="best",
+        validator=_validate_legend_loc
+    ),
+    _Param(
+        "legend.frameon",
+        default=True,
+        validator=validate_bool,
+        description="if True, draw the legend on a background patch"
+    ),
+    _Param(
+        "legend.framealpha",
+        default=0.8,
+        validator=validate_float_or_None,
+        description="legend patch transparency"
+    ),
+    _Param(
+        "legend.facecolor",
+        default="inherit",
+        validator=validate_color_or_inherit,
+        description="inherit from axes.facecolor; or color spec"
+    ),
+    _Param(
+        "legend.edgecolor",
+        default="0.8",
+        validator=validate_color_or_inherit,
+        description="background patch boundary color"
+    ),
+    _Param(
+        "legend.linewidth",
+        default=None,
+        validator=validate_float_or_None,
+        description="line width of the legend frame, None means inherit from "
+                    "patch.linewidth"
+    ),
+    _Param(
+        "legend.fancybox",
+        default=True,
+        validator=validate_bool,
+        description="if True, use a rounded box for the legend background, else a "
+                    "rectangle"
+    ),
+    _Param(
+        "legend.shadow",
+        default=False,
+        validator=validate_bool,
+        description="if True, give background a shadow effect"
+    ),
+    _Param(
+        "legend.numpoints",
+        default=1,
+        validator=validate_int,
+        description="the number of marker points in the legend line"
+    ),
+    _Param(
+        "legend.scatterpoints",
+        default=1,
+        validator=validate_int,
+        description="number of scatter points"
+    ),
+    _Param(
+        "legend.markerscale",
+        default=1.0,
+        validator=validate_float,
+        description="the relative size of legend markers vs. original"
+    ),
+    _Param(
+        "legend.fontsize",
+        default="medium",
+        validator=validate_fontsize
+    ),
+    _Param(
+        "legend.labelcolor",
+        default="None",
+        validator=_validate_color_or_linecolor
+    ),
+    _Param(
+        "legend.title_fontsize",
+        default=None,
+        validator=validate_fontsize_None,
+        description="None sets to the same as the default axes."
+    ),
+    _Param(
+        "legend.borderpad",
+        default=0.4,
+        validator=validate_float,
+        description="border whitespace"
+    ),
+    _Param(
+        "legend.labelspacing",
+        default=0.5,
+        validator=validate_float,
+        description="the vertical space between the legend entries"
+    ),
+    _Param(
+        "legend.handlelength",
+        default=2.0,
+        validator=validate_float,
+        description="the length of the legend lines"
+    ),
+    _Param(
+        "legend.handleheight",
+        default=0.7,
+        validator=validate_float,
+        description="the height of the legend handle"
+    ),
+    _Param(
+        "legend.handletextpad",
+        default=0.8,
+        validator=validate_float,
+        description="the space between the legend line and legend text"
+    ),
+    _Param(
+        "legend.borderaxespad",
+        default=0.5,
+        validator=validate_float,
+        description="the border between the axes and legend edge"
+    ),
+    _Param(
+        "legend.columnspacing",
+        default=2.0,
+        validator=validate_float, description="column separation"
+    ),
+    _Param(
+        "figure.titlesize",
+        default="large",
+        validator=validate_fontsize,
+        description="size of the figure title (``Figure.suptitle()``)"
+    ),
+    _Param(
+        "figure.titleweight",
+        default="normal",
+        validator=validate_fontweight,
+        description="weight of the figure title"
+    ),
+    _Param(
+        "figure.labelsize",
+        default="large",
+        validator=validate_fontsize,
+        description="size of the figure label (``Figure.sup[x|y]label()``)"
+    ),
+    _Param(
+        "figure.labelweight",
+        default="normal",
+        validator=validate_fontweight,
+        description="weight of the figure label"
+    ),
+    _Param(
+        "figure.figsize",
+        default=[6.4, 4.8],
+        validator=_listify_validator(validate_float, n=2),
+        description="figure size in inches"
+    ),
+    _Param(
+        "figure.dpi",
+        default=100.0,
+        validator=validate_float, description="figure dots per inch"
+    ),
+    _Param(
+        "figure.facecolor",
+        default="white",
+        validator=validate_color, description="figure face color"
+    ),
+    _Param(
+        "figure.edgecolor",
+        default="white",
+        validator=validate_color, description="figure edge color"
+    ),
+    _Param(
+        "figure.frameon",
+        default=True,
+        validator=validate_bool, description="enable figure frame"
+    ),
+    _Param(
+        "figure.max_open_warning",
+        default=20,
+        validator=validate_int,
+        description="The maximum number of figures to open through the pyplot "
+                    "interface before emitting a warning. If less than one this "
+                    "feature is disabled."
+    ),
+    _Param(
+        "figure.raise_window",
+        default=True,
+        validator=validate_bool,
+        description="Raise the GUI window to front when show() is called. If set to "
+                    "False, we currently do not take any further actions and whether "
+                    "the window appears on the front may depend on the GUI framework "
+                    "and window manager."
+    ),
+    _Param(
+        "figure.subplot.left",
+        default=0.125,
+        validator=validate_float,
+        description="the left side of the subplots of the figure"
+    ),
+    _Param(
+        "figure.subplot.right",
+        default=0.9,
+        validator=validate_float,
+        description="the right side of the subplots of the figure"
+    ),
+    _Param(
+        "figure.subplot.bottom",
+        default=0.11,
+        validator=validate_float,
+        description="the bottom of the subplots of the figure"
+    ),
+    _Param(
+        "figure.subplot.top",
+        default=0.88,
+        validator=validate_float,
+        description="the top of the subplots of the figure"
+    ),
+    _Param(
+        "figure.subplot.wspace",
+        default=0.2,
+        validator=validate_float,
+        description="the amount of width reserved for space between subplots, "
+                    "expressed as a fraction of the average axis width"
+    ),
+    _Param(
+        "figure.subplot.hspace",
+        default=0.2,
+        validator=validate_float,
+        description="the amount of height reserved for space between subplots, "
+                    "expressed as a fraction of the average axis height"
+    ),
+    _Param(
+        "figure.autolayout",
+        default=False,
+        validator=validate_bool,
+        description="When True, automatically adjust subplot parameters to make the "
+                    "plot fit the figure using `~.Figure.tight_layout`"
+    ),
+    _Param(
+        "figure.constrained_layout.use",
+        default=False,
+        validator=validate_bool,
+        description="When True, automatically make plot elements fit on the figure. "
+                    '(Not compatible with "figure.autolayout", above).'
+    ),
+    _Param(
+        "figure.constrained_layout.h_pad",
+        default=0.04167,
+        validator=validate_float,
+        description="Padding (in inches) around axes; defaults to 3/72 inches, "
+                    "i.e. 3 points"
+    ),
+    _Param(
+        "figure.constrained_layout.w_pad",
+        default=0.04167,
+        validator=validate_float,
+        description="Padding (in inches) around axes; defaults to 3/72 inches, "
+                    "i.e. 3 points"
+    ),
+    _Param(
+        "figure.constrained_layout.hspace",
+        default=0.02,
+        validator=validate_float,
+        description="Spacing between subplots, relative to the subplot sizes.  Much "
+                    "smaller than for tight_layout (figure.subplot.hspace, "
+                    "figure.subplot.wspace) as constrained_layout already takes "
+                    "surrounding texts (titles, labels, # ticklabels) into account."
+    ),
+    _Param(
+        "figure.constrained_layout.wspace",
+        default=0.02,
+        validator=validate_float,
+        description="Spacing between subplots, relative to the subplot sizes.  Much "
+                    "smaller than for tight_layout (figure.subplot.hspace, "
+                    "figure.subplot.wspace) as constrained_layout already takes "
+                    "surrounding texts (titles, labels, # ticklabels) into account."
+    ),
+    _Param(
+        "image.aspect",
+        default="equal",
+        validator=validate_aspect,
+        description="{equal, auto} or a number"
+    ),
+    _Param(
+        "image.interpolation",
+        default="auto",
+        validator=validate_string,
+        description="see help(imshow) for options"
+    ),
+    _Param(
+        "image.interpolation_stage",
+        default="auto",
+        validator=["auto", "data", "rgba"],
+        description="see help(imshow) for options"
+    ),
+    _Param(
+        "image.cmap",
+        default="viridis",
+        validator=_validate_cmap,
+        description="A colormap name (plasma, magma, etc.)"
+    ),
+    _Param(
+        "image.lut",
+        default=256,
+        validator=validate_int,
+        description="the size of the colormap lookup table"
+    ),
+    _Param(
+        "image.origin",
+        default="upper",
+        validator=["upper", "lower"], description="{lower, upper}"
+    ),
+    _Param(
+        "image.resample",
+        default=True,
+        validator=validate_bool
+    ),
+    _Param(
+        "image.composite_image",
+        default=True,
+        validator=validate_bool,
+        description="When True, all the images on a set of axes are combined into a "
+                    "single composite image before saving a figure as a vector "
+                    "graphics file, such as a PDF."
+    ),
+    _Param(
+        "contour.negative_linestyle",
+        default="dashed",
+        validator=_validate_linestyle,
+        description="string or on-off ink sequence"
+    ),
+    _Param(
+        "contour.corner_mask",
+        default=True,
+        validator=validate_bool, description="{True, False}"
+    ),
+    _Param(
+        "contour.linewidth",
+        default=None,
+        validator=validate_float_or_None,
+        description="{float, None} Size of the contour line widths. If set to None, it "
+                    'falls back to "line.linewidth".'
+    ),
+    _Param(
+        "contour.algorithm",
+        default="mpl2014",
+        validator=["mpl2005", "mpl2014", "serial", "threaded"],
+        description="{mpl2005, mpl2014, serial, threaded}"
+    ),
+    _Param(
+        "errorbar.capsize",
+        default=0.0,
+        validator=validate_float,
+        description="length of end cap on error bars in pixels"
+    ),
+    _Param(
+        "hist.bins",
+        default=10,
+        validator=validate_hist_bins,
+        description="The default number of histogram bins or 'auto'."
+    ),
+    _Param(
+        "scatter.marker",
+        default="o",
+        validator=_validate_marker,
+        description="The default marker type for scatter plots."
+    ),
+    _Param(
+        "scatter.edgecolors",
+        default="face",
+        validator=validate_string,
+        description="The default edge colors for scatter plots."
+    ),
+    _Param(
+        "agg.path.chunksize",
+        default=0,
+        validator=validate_int,
+        description="0 to disable; values in the range 10000 to 100000 can improve "
+                    "speed slightly and prevent an Agg rendering failure when plotting "
+                    "very large data sets, especially if they are very gappy. It may "
+                    "cause minor artifacts, though. A value of 20000 is probably a "
+                    "good starting point."
+    ),
+    _Param(
+        "path.simplify",
+        default=True,
+        validator=validate_bool,
+        description='When True, simplify paths by removing "invisible" points to '
+                    'reduce file size and increase rendering speed',
+    ),
+    _Param(
+        "path.simplify_threshold",
+        default=0.111111111111,
+        validator=_validate_greaterequal0_lessequal1,
+        description="The threshold of similarity below which vertices will be removed "
+                    "in the simplification process."
+    ),
+    _Param(
+        "path.snap",
+        default=True,
+        validator=validate_bool,
+        description="When True, rectilinear axis-aligned paths will be snapped to the "
+                    "nearest pixel when certain criteria are met. When False, paths "
+                    "will never be snapped."
+    ),
+    _Param(
+        "path.sketch",
+        default=None,
+        validator=validate_sketch,
+        description="May be None, or a tuple of the form:"
+                    "path.sketch: (scale, length, randomness)"
+                    "- *scale* is the amplitude of the wiggle perpendicular to the line"
+                    "  (in pixels)."
+                    "- *length* is the length of the wiggle along the line (in pixels)."
+                    "- *randomness* is the factor by which the length is  randomly "
+                    "  scaled."
+    ),
+    _Param(
+        "path.effects",
+        default=[],
+        validator=validate_anylist
+    ),
+    _Param(
+        "savefig.dpi",
+        default="figure",
+        validator=validate_dpi,
+        description="figure dots per inch or 'figure'"
+    ),
+    _Param(
+        "savefig.facecolor",
+        default="auto",
+        validator=validate_color_or_auto,
+        description="figure face color when saving"
+    ),
+    _Param(
+        "savefig.edgecolor",
+        default="auto",
+        validator=validate_color_or_auto,
+        description="figure edge color when saving"
+    ),
+    _Param(
+        "savefig.format",
+        default="png",
+        validator=validate_string, description="{png, ps, pdf, svg}"
+    ),
+    _Param(
+        "savefig.bbox",
+        default=None,
+        validator=validate_bbox,
+        description="{tight, standard} 'tight' is incompatible with generating frames "
+                    "for animation"
+    ),
+    _Param(
+        "savefig.pad_inches",
+        default=0.1,
+        validator=validate_float,
+        description="padding to be used, when bbox is set to 'tight'"
+    ),
+    _Param(
+        "savefig.directory",
+        default="~",
+        validator=_validate_pathlike,
+        description="default directory in savefig dialog, gets updated after "
+                    "interactive saves, unless set to the empty string (i.e. the "
+                    "current directory); use '.' to start at the current directory but "
+                    "update after interactive saves"
+    ),
+    _Param(
+        "savefig.transparent",
+        default=False,
+        validator=validate_bool,
+        description="whether figures are saved with a transparent background by default"
+
+    ),
+    _Param(
+        "savefig.orientation",
+        default="portrait",
+        validator=["landscape", "portrait"],
+        description="orientation of saved figure, for PostScript output only"
+    ),
+    _Param(
+        "macosx.window_mode",
+        default="system",
+        validator=["system", "tab", "window"],
+        description="How to open new figures (system, tab, window) system uses "
+                    "the MacOS system preferences"
+    ),
+    _Param(
+        "tk.window_focus",
+        default=False,
+        validator=validate_bool,
+        description="Maintain shell focus for TkAgg"
+    ),
+    _Param(
+        "ps.papersize",
+        default="letter",
+        validator=_ignorecase(
+            ["figure", "letter", "legal", "ledger",
+             *[f"{ab}{i}" for ab in "ab" for i in range(11)],
+             ],
+        ),
+        description="{figure, letter, legal, ledger, A0-A10, B0-B10}"
+    ),
+    _Param(
+        "ps.useafm",
+        default=False,
+        validator=validate_bool,
+        description="use AFM fonts, results in small files"
+    ),
+    _Param(
+        "ps.usedistiller",
+        default=None,
+        validator=validate_ps_distiller,
+        description="{ghostscript, xpdf, None} Experimental: may produce smaller "
+                    "files. xpdf intended for production of publication quality files, "
+                    "but requires ghostscript, xpdf and ps2eps"
+    ),
+    _Param(
+        "ps.distiller.res",
+        default=6000,
+        validator=validate_int, description="dpi"
+    ),
+    _Param(
+        "ps.fonttype",
+        default=3,
+        validator=validate_fonttype,
+        description="Output Type 3 (Type3) or Type 42 (TrueType)"
+    ),
+    _Param(
+        "pdf.compression",
+        default=6,
+        validator=validate_int,
+        description="integer from 0 to 9 0 disables compression (good for debugging)"
+    ),
+    _Param(
+        "pdf.fonttype",
+        default=3,
+        validator=validate_fonttype,
+        description="Output Type 3 (Type3) or Type 42 (TrueType)"
+    ),
+    _Param(
+        "pdf.use14corefonts",
+        default=False,
+        validator=validate_bool
+    ),
+    _Param(
+        "pdf.inheritcolor",
+        default=False,
+        validator=validate_bool
+    ),
+    _Param(
+        "svg.image_inline",
+        default=True,
+        validator=validate_bool,
+        description="Write raster image data directly into the SVG file"
+    ),
+    _Param(
+        "svg.fonttype",
+        default="path",
+        validator=["none", "path"],
+        description="How to handle SVG fonts: "
+                    "path: Embed characters as paths -- supported by most SVG "
+                    "      renderers"
+                    "none: Assume fonts are installed on the machine where the SVG "
+                    "will be viewed."
+    ),
+    _Param(
+        "svg.hashsalt",
+        default=None,
+        validator=validate_string_or_None,
+        description="If not None, use this string as hash salt instead of uuid4"
+    ),
+    _Param(
+        "svg.id",
+        default=None,
+        validator=validate_string_or_None,
+        description="If not None, use this string as the value for the `id` attribute "
+                    "in the top <svg> tag"
+    ),
+    _Param(
+        "pgf.rcfonts",
+        default=True,
+        validator=validate_bool
+    ),
+    _Param(
+        "pgf.preamble",
+        default="",
+        validator=validate_string,
+        description="See text.latex.preamble for documentation"
+    ),
+    _Param(
+        "pgf.texsystem",
+        default="xelatex",
+        validator=["xelatex", "lualatex", "pdflatex"]
+    ),
+    _Param(
+        "docstring.hardcopy",
+        default=False,
+        validator=validate_bool,
+        description="set this when you want to generate hardcopy docstring"
+    ),
+    _Param(
+        "keymap.fullscreen",
+        default=["f", "ctrl+f"],
+        validator=validate_stringlist,
+        description="toggling"
+    ),
+    _Param(
+        "keymap.home",
+        default=["h", "r", "home"],
+        validator=validate_stringlist,
+        description="home or reset mnemonic"
+    ),
+    _Param(
+        "keymap.back",
+        default=["left", "c", "backspace", "MouseButton.BACK"],
+        validator=validate_stringlist, description="forward / backward keys"
+    ),
+    _Param(
+        "keymap.forward",
+        default=["right", "v", "MouseButton.FORWARD"],
+        validator=validate_stringlist,
+        description="for quick navigation"
+    ),
+    _Param(
+        "keymap.pan",
+        default=["p"],
+        validator=validate_stringlist, description="pan mnemonic"
+    ),
+    _Param(
+        "keymap.zoom",
+        default=["o"],
+        validator=validate_stringlist, description="zoom mnemonic"
+    ),
+    _Param(
+        "keymap.save",
+        default=["s", "ctrl+s"],
+        validator=validate_stringlist,
+        description="saving current figure"
+    ),
+    _Param(
+        "keymap.help",
+        default=["f1"],
+        validator=validate_stringlist,
+        description="display help about active tools"
+    ),
+    _Param(
+        "keymap.quit",
+        default=["ctrl+w", "cmd+w", "q"],
+        validator=validate_stringlist,
+        description="close the current figure"
+    ),
+    _Param(
+        "keymap.quit_all",
+        default=[],
+        validator=validate_stringlist, description="close all figures"
+    ),
+    _Param(
+        "keymap.grid",
+        default=["g"],
+        validator=validate_stringlist,
+        description="switching on/off major grids in current axes"
+    ),
+    _Param(
+        "keymap.grid_minor",
+        default=["G"],
+        validator=validate_stringlist,
+        description="switching on/off minor grids in current axes"
+    ),
+    _Param(
+        "keymap.yscale",
+        default=["l"],
+        validator=validate_stringlist,
+        description="toggle scaling of y-axes ('log'/'linear')"
+    ),
+    _Param(
+        "keymap.xscale",
+        default=["k", "L"],
+        validator=validate_stringlist,
+        description="toggle scaling of x-axes ('log'/'linear')"
+    ),
+    _Param(
+        "keymap.copy",
+        default=["ctrl+c", "cmd+c"],
+        validator=validate_stringlist,
+        description="copy figure to clipboard"
+    ),
+    _Param(
+        "animation.html",
+        default="none",
+        validator=["html5", "jshtml", "none"],
+        description="How to display the animation as HTML in the IPython notebook: "
+                    "- 'html5' uses HTML5 video tag "
+                    "- 'jshtml' creates a JavaScript animation"
+    ),
+    _Param(
+        "animation.writer",
+        default="ffmpeg",
+        validator=validate_string,
+        description="MovieWriter 'backend' to use"
+    ),
+    _Param(
+        "animation.codec",
+        default="h264",
+        validator=validate_string,
+        description="Codec to use for writing movie"
+    ),
+    _Param(
+        "animation.bitrate",
+        default=-1,
+        validator=validate_int,
+        description="Controls size/quality trade-off for movie. -1 implies let "
+                    "utility auto-determine"
+    ),
+    _Param("animation.frame_format", "png",
+           ["png", "jpeg", "tiff", "raw", "rgba", "ppm", "sgi", "bmp", "pbm", "svg"],
+           description="Controls frame format used by temp files"
+           ),
+    _Param(
+        "animation.ffmpeg_path",
+        default="ffmpeg",
+        validator=_validate_pathlike,
+        description="Path to ffmpeg binary.  Unqualified paths are resolved by "
+                    "subprocess.Popen."
+    ),
+    _Param(
+        "animation.ffmpeg_args",
+        default=[],
+        validator=validate_stringlist,
+        description="Additional arguments to pass to ffmpeg"
+    ),
+    _Param(
+        "animation.convert_path",
+        default="convert",
+        validator=_validate_pathlike,
+        description="Path to ImageMagick's convert binary.  Unqualified paths are "
+                    "resolved by subprocess.Popen, except that on Windows, we look up "
+                    "an install of ImageMagick in the registry (as convert is also the "
+                    "name of a system tool)."
+    ),
+    _Param(
+        "animation.convert_args",
+        default=["-layers", "OptimizePlus"],
+        validator=validate_stringlist,
+        description="Additional arguments to pass to convert"
+    ),
+    _Param(
+        "animation.embed_limit",
+        default=20.0,
+        validator=validate_float,
+        description="Limit, in MB, of size of base64 encoded animation in HTML (i.e. "
+                    "IPython notebook)"
+    ),
+    _Param(
+        "_internal.classic_mode",
+        default=False,
+        validator=validate_bool
+    ),
+    _Param("backend", None, validate_backend),
+]
+
+
+def _generate_rst():  # pragma: no cover
+    """
+    Generate rst documentation for rcParams.
+
+    Note: The style is very simple, but will be refined later.
+    """
+
+    text = """\
+..
+   autogenerated rcParams documentation. Update via
+   > python -c "from matplotlib import rcsetup; rcsetup._write_rcParam_rst()"
+
+"""
+    for param in _params:
+        text += f"""
+{param.name}: ``{param.default!r}``
+    {param.description if param.description else "*no description*"}
+"""
+    return text
+
+
+def _write_rcParam_rst():  # pragma: no cover
+    """Write the generated rst documentation to /users/_rcparams_generated.rst."""
+    docpath = Path(os.path.dirname(__file__)) / "../../doc"
+    if not docpath.exists():
+        raise RuntimeError("Cannot find the doc/api/ directory")
+
+    (docpath / "users/_rcparams_generated.rst").write_text(_generate_rst())
diff --git a/lib/matplotlib/rcsetup.pyi b/lib/matplotlib/rcsetup.pyi
index c6611845723d..120c0c93bec9 100644
--- a/lib/matplotlib/rcsetup.pyi
+++ b/lib/matplotlib/rcsetup.pyi
@@ -33,6 +33,7 @@ def validate_string_or_None(s: Any) -> str | None: ...
 def validate_stringlist(s: Any) -> list[str]: ...
 def validate_int(s: Any) -> int: ...
 def validate_int_or_None(s: Any) -> int | None: ...
+def validate_intlist(s: Any) -> list[int]: ...
 def validate_float(s: Any) -> float: ...
 def validate_float_or_None(s: Any) -> float | None: ...
 def validate_floatlist(s: Any) -> list[float]: ...
diff --git a/lib/matplotlib/sphinxext/roles.py b/lib/matplotlib/sphinxext/roles.py
index c3e57ebc3aec..0b696f830543 100644
--- a/lib/matplotlib/sphinxext/roles.py
+++ b/lib/matplotlib/sphinxext/roles.py
@@ -78,6 +78,22 @@ def _depart_query_reference_node(self, node):
     self.depart_literal(node)
 
 
+# We sometimes want to use special notation in rcParam references, e.g.
+# to use wildcards. This mapping maps such special notations to real rcParams,
+# typically to the first relevant parameter in the group.
+_RC_WILDCARD_LINK_MAPPING = {
+    "animation.[name-of-encoder]_args": "animation.ffmpeg_args",
+    "figure.subplot.*": "figure.subplot.left",
+    "figure.subplot.[name]": "figure.subplot.left",
+    "font.*": "font.family",
+    "lines.*": "lines.linewidth",
+    "patch.*": "patch.edgecolor",
+    "grid.major.*": "grid.major.color",
+    "grid.minor.*": "grid.minor.color",
+    "grid.*": "grid.color",
+}
+
+
 def _rcparam_role(name, rawtext, text, lineno, inliner, options=None, content=None):
     """
     Sphinx role ``:rc:`` to highlight and link ``rcParams`` entries.
@@ -89,7 +105,8 @@ def _rcparam_role(name, rawtext, text, lineno, inliner, options=None, content=No
     # Generate a pending cross-reference so that Sphinx will ensure this link
     # isn't broken at some point in the future.
     title = f'rcParams["{text}"]'
-    target = 'matplotlibrc-sample'
+    rc_param_name = _RC_WILDCARD_LINK_MAPPING.get(text, text)
+    target = f'rcparam_{rc_param_name.replace(".", "_")}'
     ref_nodes, messages = inliner.interpreted(title, f'{title} <{target}>',
                                               'ref', lineno)
 
diff --git a/lib/matplotlib/tests/test_rcparams.py b/lib/matplotlib/tests/test_rcparams.py
index 2235f98b720f..eb9d3bc8866b 100644
--- a/lib/matplotlib/tests/test_rcparams.py
+++ b/lib/matplotlib/tests/test_rcparams.py
@@ -13,6 +13,7 @@
 import matplotlib.pyplot as plt
 import matplotlib.colors as mcolors
 import numpy as np
+from matplotlib import rcsetup
 from matplotlib.rcsetup import (
     validate_bool,
     validate_color,
@@ -672,3 +673,21 @@ def test_rc_aliases(group, option, alias, value):
 
     rcParams_key = f"{group}.{option}"
     assert mpl.rcParams[rcParams_key] == value
+
+
+def test_all_params_defined_as_code():
+    assert set(p.name for p in rcsetup._params) == set(mpl.rcParams.keys())
+
+
+def test_validators_defined_as_code():
+    for param in rcsetup._params:
+        validator = rcsetup._convert_validator_spec(param.name, param.validator)
+        assert validator == rcsetup._validators[param.name]
+
+
+def test_defaults_as_code():
+    for param in rcsetup._params:
+        if param.name == 'backend':
+            # backend has special handling and no meaningful default
+            continue
+        assert param.default == mpl.rcParamsDefault[param.name], param.name

From f8971f1cf2a9d7aace18ac63bdf8f2b39314ce2f Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Fri, 19 Dec 2025 13:32:57 +0100
Subject: [PATCH 62/82] Link to individual rcParams descriptions

---
 doc/users/_rcparams_generated.rst | 668 ++++++++++++++++++++++++++++++
 lib/matplotlib/rcsetup.py         |   2 +
 2 files changed, 670 insertions(+)

diff --git a/doc/users/_rcparams_generated.rst b/doc/users/_rcparams_generated.rst
index 42a8575413bf..19f972771ea9 100644
--- a/doc/users/_rcparams_generated.rst
+++ b/doc/users/_rcparams_generated.rst
@@ -3,1004 +3,1672 @@
    > python -c "from matplotlib import rcsetup; rcsetup._write_rcParam_rst()"
 
 
+.. _rcparam_webagg_port:
+
 webagg.port: ``8988``
     The port to use for the web server in the WebAgg backend.
 
+.. _rcparam_webagg_address:
+
 webagg.address: ``'127.0.0.1'``
     The address on which the WebAgg web server should be reachable.
 
+.. _rcparam_webagg_port_retries:
+
 webagg.port_retries: ``50``
     If webagg.port is unavailable, a number of other random ports will be tried until one that is available is found.
 
+.. _rcparam_webagg_open_in_browser:
+
 webagg.open_in_browser: ``True``
     When True, open the web browser to the plot that is shown
 
+.. _rcparam_backend_fallback:
+
 backend_fallback: ``True``
     If you are running pyplot inside a GUI and your backend choice conflicts, we will automatically try to find a compatible one for you if backend_fallback is True
 
+.. _rcparam_interactive:
+
 interactive: ``False``
     *no description*
 
+.. _rcparam_figure_hooks:
+
 figure.hooks: ``[]``
     list of dotted.module.name:dotted.callable.name
 
+.. _rcparam_toolbar:
+
 toolbar: ``'toolbar2'``
     {None, toolbar2, toolmanager}
 
+.. _rcparam_timezone:
+
 timezone: ``'UTC'``
     a pytz timezone string, e.g., US/Central or Europe/Paris
 
+.. _rcparam_lines_linewidth:
+
 lines.linewidth: ``1.5``
     line width in points
 
+.. _rcparam_lines_linestyle:
+
 lines.linestyle: ``'-'``
     solid line
 
+.. _rcparam_lines_color:
+
 lines.color: ``'C0'``
     has no affect on plot(); see axes.prop_cycle
 
+.. _rcparam_lines_marker:
+
 lines.marker: ``'None'``
     the default marker
 
+.. _rcparam_lines_markerfacecolor:
+
 lines.markerfacecolor: ``'auto'``
     the default marker face color
 
+.. _rcparam_lines_markeredgecolor:
+
 lines.markeredgecolor: ``'auto'``
     the default marker edge color
 
+.. _rcparam_lines_markeredgewidth:
+
 lines.markeredgewidth: ``1.0``
     the line width around the marker symbol
 
+.. _rcparam_lines_markersize:
+
 lines.markersize: ``6.0``
     marker size, in points
 
+.. _rcparam_lines_dash_joinstyle:
+
 lines.dash_joinstyle: ``'round'``
     {miter, round, bevel}
 
+.. _rcparam_lines_dash_capstyle:
+
 lines.dash_capstyle: ``'butt'``
     {butt, round, projecting}
 
+.. _rcparam_lines_solid_joinstyle:
+
 lines.solid_joinstyle: ``'round'``
     {miter, round, bevel}
 
+.. _rcparam_lines_solid_capstyle:
+
 lines.solid_capstyle: ``'projecting'``
     {butt, round, projecting}
 
+.. _rcparam_lines_antialiased:
+
 lines.antialiased: ``True``
     render lines in antialiased (no jaggies)
 
+.. _rcparam_lines_dashed_pattern:
+
 lines.dashed_pattern: ``[3.7, 1.6]``
     The dash pattern for linestyle 'dashed'
 
+.. _rcparam_lines_dashdot_pattern:
+
 lines.dashdot_pattern: ``[6.4, 1.6, 1.0, 1.6]``
     The dash pattern for linestyle 'dashdot'
 
+.. _rcparam_lines_dotted_pattern:
+
 lines.dotted_pattern: ``[1.0, 1.65]``
     The dash pattern for linestyle 'dotted'
 
+.. _rcparam_lines_scale_dashes:
+
 lines.scale_dashes: ``True``
     *no description*
 
+.. _rcparam_markers_fillstyle:
+
 markers.fillstyle: ``'full'``
     {full, left, right, bottom, top, none}
 
+.. _rcparam_pcolor_shading:
+
 pcolor.shading: ``'auto'``
     *no description*
 
+.. _rcparam_pcolormesh_snap:
+
 pcolormesh.snap: ``True``
     Whether to snap the mesh to pixel boundaries. This is provided solely to allow old test images to remain unchanged. Set to False to obtain the previous behavior.
 
+.. _rcparam_patch_linewidth:
+
 patch.linewidth: ``1.0``
     edge width in points.
 
+.. _rcparam_patch_facecolor:
+
 patch.facecolor: ``'C0'``
     *no description*
 
+.. _rcparam_patch_edgecolor:
+
 patch.edgecolor: ``'black'``
     By default, Patches and Collections do not draw edges. This value is only used if facecolor is "none" (an Artist without facecolor and edgecolor would be invisible)  or if patch.force_edgecolor is True.
 
+.. _rcparam_patch_force_edgecolor:
+
 patch.force_edgecolor: ``False``
     By default, Patches and Collections do not draw edges. Set this to True to draw edges with patch.edgedcolor as the default edgecolor. This is mainly relevant for styles.
 
+.. _rcparam_patch_antialiased:
+
 patch.antialiased: ``True``
     render patches in antialiased (no jaggies)
 
+.. _rcparam_hatch_color:
+
 hatch.color: ``'edge'``
     *no description*
 
+.. _rcparam_hatch_linewidth:
+
 hatch.linewidth: ``1.0``
     *no description*
 
+.. _rcparam_boxplot_notch:
+
 boxplot.notch: ``False``
     *no description*
 
+.. _rcparam_boxplot_vertical:
+
 boxplot.vertical: ``True``
     *no description*
 
+.. _rcparam_boxplot_whiskers:
+
 boxplot.whiskers: ``1.5``
     *no description*
 
+.. _rcparam_boxplot_bootstrap:
+
 boxplot.bootstrap: ``None``
     *no description*
 
+.. _rcparam_boxplot_patchartist:
+
 boxplot.patchartist: ``False``
     *no description*
 
+.. _rcparam_boxplot_showmeans:
+
 boxplot.showmeans: ``False``
     *no description*
 
+.. _rcparam_boxplot_showcaps:
+
 boxplot.showcaps: ``True``
     *no description*
 
+.. _rcparam_boxplot_showbox:
+
 boxplot.showbox: ``True``
     *no description*
 
+.. _rcparam_boxplot_showfliers:
+
 boxplot.showfliers: ``True``
     *no description*
 
+.. _rcparam_boxplot_meanline:
+
 boxplot.meanline: ``False``
     *no description*
 
+.. _rcparam_boxplot_flierprops_color:
+
 boxplot.flierprops.color: ``'black'``
     *no description*
 
+.. _rcparam_boxplot_flierprops_marker:
+
 boxplot.flierprops.marker: ``'o'``
     *no description*
 
+.. _rcparam_boxplot_flierprops_markerfacecolor:
+
 boxplot.flierprops.markerfacecolor: ``'none'``
     *no description*
 
+.. _rcparam_boxplot_flierprops_markeredgecolor:
+
 boxplot.flierprops.markeredgecolor: ``'black'``
     *no description*
 
+.. _rcparam_boxplot_flierprops_markeredgewidth:
+
 boxplot.flierprops.markeredgewidth: ``1.0``
     *no description*
 
+.. _rcparam_boxplot_flierprops_markersize:
+
 boxplot.flierprops.markersize: ``6.0``
     *no description*
 
+.. _rcparam_boxplot_flierprops_linestyle:
+
 boxplot.flierprops.linestyle: ``'none'``
     *no description*
 
+.. _rcparam_boxplot_flierprops_linewidth:
+
 boxplot.flierprops.linewidth: ``1.0``
     *no description*
 
+.. _rcparam_boxplot_boxprops_color:
+
 boxplot.boxprops.color: ``'black'``
     *no description*
 
+.. _rcparam_boxplot_boxprops_linewidth:
+
 boxplot.boxprops.linewidth: ``1.0``
     *no description*
 
+.. _rcparam_boxplot_boxprops_linestyle:
+
 boxplot.boxprops.linestyle: ``'-'``
     *no description*
 
+.. _rcparam_boxplot_whiskerprops_color:
+
 boxplot.whiskerprops.color: ``'black'``
     *no description*
 
+.. _rcparam_boxplot_whiskerprops_linewidth:
+
 boxplot.whiskerprops.linewidth: ``1.0``
     *no description*
 
+.. _rcparam_boxplot_whiskerprops_linestyle:
+
 boxplot.whiskerprops.linestyle: ``'-'``
     *no description*
 
+.. _rcparam_boxplot_capprops_color:
+
 boxplot.capprops.color: ``'black'``
     *no description*
 
+.. _rcparam_boxplot_capprops_linewidth:
+
 boxplot.capprops.linewidth: ``1.0``
     *no description*
 
+.. _rcparam_boxplot_capprops_linestyle:
+
 boxplot.capprops.linestyle: ``'-'``
     *no description*
 
+.. _rcparam_boxplot_medianprops_color:
+
 boxplot.medianprops.color: ``'C1'``
     *no description*
 
+.. _rcparam_boxplot_medianprops_linewidth:
+
 boxplot.medianprops.linewidth: ``1.0``
     *no description*
 
+.. _rcparam_boxplot_medianprops_linestyle:
+
 boxplot.medianprops.linestyle: ``'-'``
     *no description*
 
+.. _rcparam_boxplot_meanprops_color:
+
 boxplot.meanprops.color: ``'C2'``
     *no description*
 
+.. _rcparam_boxplot_meanprops_marker:
+
 boxplot.meanprops.marker: ``'^'``
     *no description*
 
+.. _rcparam_boxplot_meanprops_markerfacecolor:
+
 boxplot.meanprops.markerfacecolor: ``'C2'``
     *no description*
 
+.. _rcparam_boxplot_meanprops_markeredgecolor:
+
 boxplot.meanprops.markeredgecolor: ``'C2'``
     *no description*
 
+.. _rcparam_boxplot_meanprops_markersize:
+
 boxplot.meanprops.markersize: ``6.0``
     *no description*
 
+.. _rcparam_boxplot_meanprops_linestyle:
+
 boxplot.meanprops.linestyle: ``'--'``
     *no description*
 
+.. _rcparam_boxplot_meanprops_linewidth:
+
 boxplot.meanprops.linewidth: ``1.0``
     *no description*
 
+.. _rcparam_font_family:
+
 font.family: ``['sans-serif']``
     *no description*
 
+.. _rcparam_font_style:
+
 font.style: ``'normal'``
     *no description*
 
+.. _rcparam_font_variant:
+
 font.variant: ``'normal'``
     *no description*
 
+.. _rcparam_font_weight:
+
 font.weight: ``'normal'``
     *no description*
 
+.. _rcparam_font_stretch:
+
 font.stretch: ``'normal'``
     *no description*
 
+.. _rcparam_font_size:
+
 font.size: ``10.0``
     *no description*
 
+.. _rcparam_font_serif:
+
 font.serif: ``['DejaVu Serif', 'Bitstream Vera Serif', 'Computer Modern Roman', 'New Century Schoolbook', 'Century Schoolbook L', 'Utopia', 'ITC Bookman', 'Bookman', 'Nimbus Roman No9 L', 'Times New Roman', 'Times', 'Palatino', 'Charter', 'serif']``
     *no description*
 
+.. _rcparam_font_sans-serif:
+
 font.sans-serif: ``['DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', 'sans-serif']``
     *no description*
 
+.. _rcparam_font_cursive:
+
 font.cursive: ``['Apple Chancery', 'Textile', 'Zapf Chancery', 'Sand', 'Script MT', 'Felipa', 'Comic Neue', 'Comic Sans MS', 'cursive']``
     *no description*
 
+.. _rcparam_font_fantasy:
+
 font.fantasy: ``['Chicago', 'Charcoal', 'Impact', 'Western', 'xkcd script', 'fantasy']``
     *no description*
 
+.. _rcparam_font_monospace:
+
 font.monospace: ``['DejaVu Sans Mono', 'Bitstream Vera Sans Mono', 'Computer Modern Typewriter', 'Andale Mono', 'Nimbus Mono L', 'Courier New', 'Courier', 'Fixed', 'Terminal', 'monospace']``
     *no description*
 
+.. _rcparam_font_enable_last_resort:
+
 font.enable_last_resort: ``True``
     If True, then Unicode Consortium's Last Resort font will be appended to all font selections. This ensures that there will always be a glyph displayed.
 
+.. _rcparam_text_color:
+
 text.color: ``'black'``
     *no description*
 
+.. _rcparam_text_hinting:
+
 text.hinting: ``'force_autohint'``
     FreeType hinting flag ("foo" corresponds to FT_LOAD_FOO); may be one of the following (Proprietary Matplotlib-specific synonyms are given in parentheses, but their use is discouraged): - default: Use the font's native hinter if possible, else   FreeType's auto-hinter. ("either" is a synonym).- no_autohint: Use the font's native hinter if possible, else   don't hint. ("native" is a synonym.)- force_autohint: Use FreeType's auto-hinter. ("auto" is a   synonym.)- no_hinting: Disable hinting. ("none" is a synonym.)
 
+.. _rcparam_text_hinting_factor:
+
 text.hinting_factor: ``8``
     Specifies the amount of softness for hinting in the horizontal direction.  A value of 1 will hint to full pixels.  A value of 2 will hint to half pixels etc.
 
+.. _rcparam_text_kerning_factor:
+
 text.kerning_factor: ``0``
     Specifies the scaling factor for kerning values. This is provided solely to allow old test images to remain unchanged. Set to 6 to obtain previous behavior. Values  other than 0 or 6 have no defined meaning.
 
+.. _rcparam_text_antialiased:
+
 text.antialiased: ``True``
     If True (default), the text will be antialiased. This only affects raster outputs.
 
+.. _rcparam_text_parse_math:
+
 text.parse_math: ``True``
     Use mathtext if there is an even number of unescaped dollar signs.
 
+.. _rcparam_text_usetex:
+
 text.usetex: ``False``
     use latex for all text handling. The following fonts are supported through the usual rc parameter settings: new century schoolbook, bookman, times, palatino, zapf chancery, charter, serif, sans-serif, helvetica, avant garde, courier, monospace, computer modern roman, computer modern sans serif, computer modern typewriter
 
+.. _rcparam_text_latex_preamble:
+
 text.latex.preamble: ``''``
     IMPROPER USE OF THIS FEATURE WILL LEAD TO LATEX FAILURES AND IS THEREFORE UNSUPPORTED. PLEASE DO NOT ASK FOR HELP IF THIS FEATURE DOES NOT DO WHAT YOU EXPECT IT TO. text.latex.preamble is a single line of LaTeX code that will be passed on to the LaTeX system. It may contain any code that is valid for the LaTeX "preamble", i.e. between the "\documentclass" and "\begin{document}" statements. Note that it has to be put on a single line, which may become quite long. The following packages are always loaded with usetex, so beware of package collisions:    color, fix-cm, geometry, graphicx, textcomp. PostScript (PSNFSS) font packages may also be loaded, depending on your font settings.
 
+.. _rcparam_mathtext_fontset:
+
 mathtext.fontset: ``'dejavusans'``
     Should be 'dejavusans' (default), 'dejavuserif', 'cm' (Computer Modern), 'stix', 'stixsans' or 'custom'
 
+.. _rcparam_mathtext_bf:
+
 mathtext.bf: ``'sans:bold'``
     *no description*
 
+.. _rcparam_mathtext_bfit:
+
 mathtext.bfit: ``'sans:italic:bold'``
     *no description*
 
+.. _rcparam_mathtext_cal:
+
 mathtext.cal: ``'cursive'``
     *no description*
 
+.. _rcparam_mathtext_it:
+
 mathtext.it: ``'sans:italic'``
     *no description*
 
+.. _rcparam_mathtext_rm:
+
 mathtext.rm: ``'sans'``
     *no description*
 
+.. _rcparam_mathtext_sf:
+
 mathtext.sf: ``'sans'``
     *no description*
 
+.. _rcparam_mathtext_tt:
+
 mathtext.tt: ``'monospace'``
     *no description*
 
+.. _rcparam_mathtext_fallback:
+
 mathtext.fallback: ``'cm'``
     Select fallback font from ['cm' (Computer Modern), 'stix', 'stixsans'] when a symbol cannot be found in one of the custom math fonts. Select 'None' to not perform fallback and replace the missing character by a dummy symbol.
 
+.. _rcparam_mathtext_default:
+
 mathtext.default: ``'it'``
     The default font to use for math. Can be any of the LaTeX font names, including the special name "regular" for the same font used in regular text.
 
+.. _rcparam_axes_facecolor:
+
 axes.facecolor: ``'white'``
     axes background color
 
+.. _rcparam_axes_edgecolor:
+
 axes.edgecolor: ``'black'``
     axes edge color
 
+.. _rcparam_axes_linewidth:
+
 axes.linewidth: ``0.8``
     edge line width
 
+.. _rcparam_axes_grid:
+
 axes.grid: ``False``
     display grid or not
 
+.. _rcparam_axes_grid_axis:
+
 axes.grid.axis: ``'both'``
     which axis the grid should apply to
 
+.. _rcparam_axes_grid_which:
+
 axes.grid.which: ``'major'``
     grid lines at {major, minor, both} ticks
 
+.. _rcparam_axes_titlelocation:
+
 axes.titlelocation: ``'center'``
     alignment of the title: {left, right, center}
 
+.. _rcparam_axes_titlesize:
+
 axes.titlesize: ``'large'``
     font size of the axes title
 
+.. _rcparam_axes_titleweight:
+
 axes.titleweight: ``'normal'``
     font weight of title
 
+.. _rcparam_axes_titlecolor:
+
 axes.titlecolor: ``'auto'``
     color of the axes title, auto falls back to text.color as default value
 
+.. _rcparam_axes_titley:
+
 axes.titley: ``None``
     position title (axes relative units).  None implies auto
 
+.. _rcparam_axes_titlepad:
+
 axes.titlepad: ``6.0``
     pad between axes and title in points
 
+.. _rcparam_axes_labelsize:
+
 axes.labelsize: ``'medium'``
     font size of the x and y labels
 
+.. _rcparam_axes_labelpad:
+
 axes.labelpad: ``4.0``
     space between label and axis
 
+.. _rcparam_axes_labelweight:
+
 axes.labelweight: ``'normal'``
     weight of the x and y labels
 
+.. _rcparam_axes_labelcolor:
+
 axes.labelcolor: ``'black'``
     *no description*
 
+.. _rcparam_axes_axisbelow:
+
 axes.axisbelow: ``'line'``
     draw axis gridlines and ticks: - below patches (True) - above patches but below lines ('line') - above all (False)
 
+.. _rcparam_axes_formatter_limits:
+
 axes.formatter.limits: ``[-5, 6]``
     use scientific notation if log10 of the axis range is smaller than the first or larger than the second
 
+.. _rcparam_axes_formatter_use_locale:
+
 axes.formatter.use_locale: ``False``
     When True, format tick labels according to the user's locale. For example, use ',' as a decimal separator in the fr_FR locale.
 
+.. _rcparam_axes_formatter_use_mathtext:
+
 axes.formatter.use_mathtext: ``False``
     When True, use mathtext for scientific notation.
 
+.. _rcparam_axes_formatter_min_exponent:
+
 axes.formatter.min_exponent: ``0``
     minimum exponent to format in scientific notation
 
+.. _rcparam_axes_formatter_useoffset:
+
 axes.formatter.useoffset: ``True``
     If True, the tick label formatter will default to labeling ticks relative to an offset when the data range is small compared to the minimum absolute value of the data.
 
+.. _rcparam_axes_formatter_offset_threshold:
+
 axes.formatter.offset_threshold: ``4``
     When useoffset is True, the offset will be used when it can remove at least this number of significant digits from tick labels.
 
+.. _rcparam_axes_spines_left:
+
 axes.spines.left: ``True``
     display axis spines
 
+.. _rcparam_axes_spines_bottom:
+
 axes.spines.bottom: ``True``
     *no description*
 
+.. _rcparam_axes_spines_top:
+
 axes.spines.top: ``True``
     *no description*
 
+.. _rcparam_axes_spines_right:
+
 axes.spines.right: ``True``
     *no description*
 
+.. _rcparam_axes_unicode_minus:
+
 axes.unicode_minus: ``True``
     use Unicode for the minus symbol rather than hyphen. See https://en.wikipedia.org/wiki/Plus_and_minus_signs#Character_codes
 
+.. _rcparam_axes_prop_cycle:
+
 axes.prop_cycle: ``cycler('color', [(0.12156862745098039, 0.4666666666666667, 0.7058823529411765), (1.0, 0.4980392156862745, 0.054901960784313725), (0.17254901960784313, 0.6274509803921569, 0.17254901960784313), (0.8392156862745098, 0.15294117647058825, 0.1568627450980392), (0.5803921568627451, 0.403921568627451, 0.7411764705882353), (0.5490196078431373, 0.33725490196078434, 0.29411764705882354), (0.8901960784313725, 0.4666666666666667, 0.7607843137254902), (0.4980392156862745, 0.4980392156862745, 0.4980392156862745), (0.7372549019607844, 0.7411764705882353, 0.13333333333333333), (0.09019607843137255, 0.7450980392156863, 0.8117647058823529)])``
     *no description*
 
+.. _rcparam_axes_xmargin:
+
 axes.xmargin: ``0.05``
     x margin.  See `~.axes.Axes.margins`
 
+.. _rcparam_axes_ymargin:
+
 axes.ymargin: ``0.05``
     y margin.  See `~.axes.Axes.margins`
 
+.. _rcparam_axes_zmargin:
+
 axes.zmargin: ``0.05``
     z margin.  See `~.axes.Axes.margins`
 
+.. _rcparam_axes_autolimit_mode:
+
 axes.autolimit_mode: ``'data'``
     If "data", use axes.xmargin and axes.ymargin as is. If "round_numbers", after application of margins, axis limits are further expanded to the nearest "round" number.
 
+.. _rcparam_polaraxes_grid:
+
 polaraxes.grid: ``True``
     display grid on polar axes
 
+.. _rcparam_axes3d_grid:
+
 axes3d.grid: ``True``
     display grid on 3D axes
 
+.. _rcparam_axes3d_automargin:
+
 axes3d.automargin: ``False``
     automatically add margin when manually setting 3D axis limits
 
+.. _rcparam_axes3d_xaxis_panecolor:
+
 axes3d.xaxis.panecolor: ``(0.95, 0.95, 0.95, 0.5)``
     background pane on 3D axes
 
+.. _rcparam_axes3d_yaxis_panecolor:
+
 axes3d.yaxis.panecolor: ``(0.9, 0.9, 0.9, 0.5)``
     background pane on 3D axes
 
+.. _rcparam_axes3d_zaxis_panecolor:
+
 axes3d.zaxis.panecolor: ``(0.925, 0.925, 0.925, 0.5)``
     background pane on 3D axes
 
+.. _rcparam_axes3d_depthshade:
+
 axes3d.depthshade: ``True``
     depth shade for 3D scatter plots
 
+.. _rcparam_axes3d_depthshade_minalpha:
+
 axes3d.depthshade_minalpha: ``0.3``
     minimum alpha value for depth shading
 
+.. _rcparam_axes3d_mouserotationstyle:
+
 axes3d.mouserotationstyle: ``'arcball'``
     {azel, trackball, sphere, arcball} See also https://matplotlib.org/stable/api/toolkits/mplot3d/view_angles.html#rotation-with-mouse
 
+.. _rcparam_axes3d_trackballsize:
+
 axes3d.trackballsize: ``0.667``
     trackball diameter, in units of the Axes bbox
 
+.. _rcparam_axes3d_trackballborder:
+
 axes3d.trackballborder: ``0.2``
     trackball border width, in units of the Axes bbox (only for 'sphere' and 'arcball' style)
 
+.. _rcparam_xaxis_labellocation:
+
 xaxis.labellocation: ``'center'``
     alignment of the xaxis label: {left, right, center}
 
+.. _rcparam_yaxis_labellocation:
+
 yaxis.labellocation: ``'center'``
     alignment of the yaxis label: {bottom, top, center}
 
+.. _rcparam_date_autoformatter_year:
+
 date.autoformatter.year: ``'%Y'``
     *no description*
 
+.. _rcparam_date_autoformatter_month:
+
 date.autoformatter.month: ``'%Y-%m'``
     *no description*
 
+.. _rcparam_date_autoformatter_day:
+
 date.autoformatter.day: ``'%Y-%m-%d'``
     *no description*
 
+.. _rcparam_date_autoformatter_hour:
+
 date.autoformatter.hour: ``'%m-%d %H'``
     *no description*
 
+.. _rcparam_date_autoformatter_minute:
+
 date.autoformatter.minute: ``'%d %H:%M'``
     *no description*
 
+.. _rcparam_date_autoformatter_second:
+
 date.autoformatter.second: ``'%H:%M:%S'``
     *no description*
 
+.. _rcparam_date_autoformatter_microsecond:
+
 date.autoformatter.microsecond: ``'%M:%S.%f'``
     *no description*
 
+.. _rcparam_date_epoch:
+
 date.epoch: ``'1970-01-01T00:00:00'``
     The reference date for Matplotlib's internal date representation. See https://matplotlib.org/stable/gallery/ticks/date_precision_and_epochs.html
 
+.. _rcparam_date_converter:
+
 date.converter: ``'auto'``
     'auto', 'concise'
 
+.. _rcparam_date_interval_multiples:
+
 date.interval_multiples: ``True``
     For auto converter whether to use interval_multiples
 
+.. _rcparam_xtick_top:
+
 xtick.top: ``False``
     draw ticks on the top side
 
+.. _rcparam_xtick_bottom:
+
 xtick.bottom: ``True``
     draw ticks on the bottom side
 
+.. _rcparam_xtick_labeltop:
+
 xtick.labeltop: ``False``
     draw label on the top
 
+.. _rcparam_xtick_labelbottom:
+
 xtick.labelbottom: ``True``
     draw label on the bottom
 
+.. _rcparam_xtick_major_size:
+
 xtick.major.size: ``3.5``
     major tick size in points
 
+.. _rcparam_xtick_minor_size:
+
 xtick.minor.size: ``2.0``
     minor tick size in points
 
+.. _rcparam_xtick_major_width:
+
 xtick.major.width: ``0.8``
     major tick width in points
 
+.. _rcparam_xtick_minor_width:
+
 xtick.minor.width: ``0.6``
     minor tick width in points
 
+.. _rcparam_xtick_major_pad:
+
 xtick.major.pad: ``3.5``
     distance to major tick label in points
 
+.. _rcparam_xtick_minor_pad:
+
 xtick.minor.pad: ``3.4``
     distance to the minor tick label in points
 
+.. _rcparam_xtick_color:
+
 xtick.color: ``'black'``
     color of the ticks
 
+.. _rcparam_xtick_labelcolor:
+
 xtick.labelcolor: ``'inherit'``
     color of the tick labels or inherit from xtick.color
 
+.. _rcparam_xtick_labelsize:
+
 xtick.labelsize: ``'medium'``
     font size of the tick labels
 
+.. _rcparam_xtick_direction:
+
 xtick.direction: ``'out'``
     direction: {in, out, inout}
 
+.. _rcparam_xtick_minor_visible:
+
 xtick.minor.visible: ``False``
     visibility of minor ticks on x-axis
 
+.. _rcparam_xtick_major_top:
+
 xtick.major.top: ``True``
     draw x axis top major ticks
 
+.. _rcparam_xtick_major_bottom:
+
 xtick.major.bottom: ``True``
     draw x axis bottom major ticks
 
+.. _rcparam_xtick_minor_top:
+
 xtick.minor.top: ``True``
     draw x axis top minor ticks
 
+.. _rcparam_xtick_minor_bottom:
+
 xtick.minor.bottom: ``True``
     draw x axis bottom minor ticks
 
+.. _rcparam_xtick_minor_ndivs:
+
 xtick.minor.ndivs: ``'auto'``
     number of minor ticks between the major ticks on x-axis
 
+.. _rcparam_xtick_alignment:
+
 xtick.alignment: ``'center'``
     alignment of xticks
 
+.. _rcparam_ytick_left:
+
 ytick.left: ``True``
     draw ticks on the left side
 
+.. _rcparam_ytick_right:
+
 ytick.right: ``False``
     draw ticks on the right side
 
+.. _rcparam_ytick_labelleft:
+
 ytick.labelleft: ``True``
     draw tick labels on the left side
 
+.. _rcparam_ytick_labelright:
+
 ytick.labelright: ``False``
     draw tick labels on the right side
 
+.. _rcparam_ytick_major_size:
+
 ytick.major.size: ``3.5``
     major tick size in points
 
+.. _rcparam_ytick_minor_size:
+
 ytick.minor.size: ``2.0``
     minor tick size in points
 
+.. _rcparam_ytick_major_width:
+
 ytick.major.width: ``0.8``
     major tick width in points
 
+.. _rcparam_ytick_minor_width:
+
 ytick.minor.width: ``0.6``
     minor tick width in points
 
+.. _rcparam_ytick_major_pad:
+
 ytick.major.pad: ``3.5``
     distance to major tick label in points
 
+.. _rcparam_ytick_minor_pad:
+
 ytick.minor.pad: ``3.4``
     distance to the minor tick label in points
 
+.. _rcparam_ytick_color:
+
 ytick.color: ``'black'``
     color of the ticks
 
+.. _rcparam_ytick_labelcolor:
+
 ytick.labelcolor: ``'inherit'``
     color of the tick labels or inherit from ytick.color
 
+.. _rcparam_ytick_labelsize:
+
 ytick.labelsize: ``'medium'``
     font size of the tick labels
 
+.. _rcparam_ytick_direction:
+
 ytick.direction: ``'out'``
     direction: {in, out, inout}
 
+.. _rcparam_ytick_minor_visible:
+
 ytick.minor.visible: ``False``
     visibility of minor ticks on y-axis
 
+.. _rcparam_ytick_major_left:
+
 ytick.major.left: ``True``
     draw y axis left major ticks
 
+.. _rcparam_ytick_major_right:
+
 ytick.major.right: ``True``
     draw y axis right major ticks
 
+.. _rcparam_ytick_minor_left:
+
 ytick.minor.left: ``True``
     draw y axis left minor ticks
 
+.. _rcparam_ytick_minor_right:
+
 ytick.minor.right: ``True``
     draw y axis right minor ticks
 
+.. _rcparam_ytick_minor_ndivs:
+
 ytick.minor.ndivs: ``'auto'``
     number of minor ticks between the major ticks on y-axis
 
+.. _rcparam_ytick_alignment:
+
 ytick.alignment: ``'center_baseline'``
     alignment of yticks
 
+.. _rcparam_grid_color:
+
 grid.color: ``'#b0b0b0'``
     b0b0b0"  # grid color
 
+.. _rcparam_grid_linestyle:
+
 grid.linestyle: ``'-'``
     solid
 
+.. _rcparam_grid_linewidth:
+
 grid.linewidth: ``0.8``
     in points
 
+.. _rcparam_grid_alpha:
+
 grid.alpha: ``1.0``
     transparency, between 0.0 and 1.0
 
+.. _rcparam_grid_major_color:
+
 grid.major.color: ``None``
     If None defaults to grid.color
 
+.. _rcparam_grid_major_linestyle:
+
 grid.major.linestyle: ``None``
     If None defaults to grid.linestyle
 
+.. _rcparam_grid_major_linewidth:
+
 grid.major.linewidth: ``None``
     If None defaults to grid.linewidth
 
+.. _rcparam_grid_major_alpha:
+
 grid.major.alpha: ``None``
     If None defaults to grid.alpha
 
+.. _rcparam_grid_minor_color:
+
 grid.minor.color: ``None``
     If None defaults to grid.color
 
+.. _rcparam_grid_minor_linestyle:
+
 grid.minor.linestyle: ``None``
     If None defaults to grid.linestyle
 
+.. _rcparam_grid_minor_linewidth:
+
 grid.minor.linewidth: ``None``
     If None defaults to grid.linewidth
 
+.. _rcparam_grid_minor_alpha:
+
 grid.minor.alpha: ``None``
     If None defaults to grid.alpha
 
+.. _rcparam_legend_loc:
+
 legend.loc: ``'best'``
     *no description*
 
+.. _rcparam_legend_frameon:
+
 legend.frameon: ``True``
     if True, draw the legend on a background patch
 
+.. _rcparam_legend_framealpha:
+
 legend.framealpha: ``0.8``
     legend patch transparency
 
+.. _rcparam_legend_facecolor:
+
 legend.facecolor: ``'inherit'``
     inherit from axes.facecolor; or color spec
 
+.. _rcparam_legend_edgecolor:
+
 legend.edgecolor: ``'0.8'``
     background patch boundary color
 
+.. _rcparam_legend_linewidth:
+
 legend.linewidth: ``None``
     line width of the legend frame, None means inherit from patch.linewidth
 
+.. _rcparam_legend_fancybox:
+
 legend.fancybox: ``True``
     if True, use a rounded box for the legend background, else a rectangle
 
+.. _rcparam_legend_shadow:
+
 legend.shadow: ``False``
     if True, give background a shadow effect
 
+.. _rcparam_legend_numpoints:
+
 legend.numpoints: ``1``
     the number of marker points in the legend line
 
+.. _rcparam_legend_scatterpoints:
+
 legend.scatterpoints: ``1``
     number of scatter points
 
+.. _rcparam_legend_markerscale:
+
 legend.markerscale: ``1.0``
     the relative size of legend markers vs. original
 
+.. _rcparam_legend_fontsize:
+
 legend.fontsize: ``'medium'``
     *no description*
 
+.. _rcparam_legend_labelcolor:
+
 legend.labelcolor: ``'None'``
     *no description*
 
+.. _rcparam_legend_title_fontsize:
+
 legend.title_fontsize: ``None``
     None sets to the same as the default axes.
 
+.. _rcparam_legend_borderpad:
+
 legend.borderpad: ``0.4``
     border whitespace
 
+.. _rcparam_legend_labelspacing:
+
 legend.labelspacing: ``0.5``
     the vertical space between the legend entries
 
+.. _rcparam_legend_handlelength:
+
 legend.handlelength: ``2.0``
     the length of the legend lines
 
+.. _rcparam_legend_handleheight:
+
 legend.handleheight: ``0.7``
     the height of the legend handle
 
+.. _rcparam_legend_handletextpad:
+
 legend.handletextpad: ``0.8``
     the space between the legend line and legend text
 
+.. _rcparam_legend_borderaxespad:
+
 legend.borderaxespad: ``0.5``
     the border between the axes and legend edge
 
+.. _rcparam_legend_columnspacing:
+
 legend.columnspacing: ``2.0``
     column separation
 
+.. _rcparam_figure_titlesize:
+
 figure.titlesize: ``'large'``
     size of the figure title (``Figure.suptitle()``)
 
+.. _rcparam_figure_titleweight:
+
 figure.titleweight: ``'normal'``
     weight of the figure title
 
+.. _rcparam_figure_labelsize:
+
 figure.labelsize: ``'large'``
     size of the figure label (``Figure.sup[x|y]label()``)
 
+.. _rcparam_figure_labelweight:
+
 figure.labelweight: ``'normal'``
     weight of the figure label
 
+.. _rcparam_figure_figsize:
+
 figure.figsize: ``[6.4, 4.8]``
     figure size in inches
 
+.. _rcparam_figure_dpi:
+
 figure.dpi: ``100.0``
     figure dots per inch
 
+.. _rcparam_figure_facecolor:
+
 figure.facecolor: ``'white'``
     figure face color
 
+.. _rcparam_figure_edgecolor:
+
 figure.edgecolor: ``'white'``
     figure edge color
 
+.. _rcparam_figure_frameon:
+
 figure.frameon: ``True``
     enable figure frame
 
+.. _rcparam_figure_max_open_warning:
+
 figure.max_open_warning: ``20``
     The maximum number of figures to open through the pyplot interface before emitting a warning. If less than one this feature is disabled.
 
+.. _rcparam_figure_raise_window:
+
 figure.raise_window: ``True``
     Raise the GUI window to front when show() is called. If set to False, we currently do not take any further actions and whether the window appears on the front may depend on the GUI framework and window manager.
 
+.. _rcparam_figure_subplot_left:
+
 figure.subplot.left: ``0.125``
     the left side of the subplots of the figure
 
+.. _rcparam_figure_subplot_right:
+
 figure.subplot.right: ``0.9``
     the right side of the subplots of the figure
 
+.. _rcparam_figure_subplot_bottom:
+
 figure.subplot.bottom: ``0.11``
     the bottom of the subplots of the figure
 
+.. _rcparam_figure_subplot_top:
+
 figure.subplot.top: ``0.88``
     the top of the subplots of the figure
 
+.. _rcparam_figure_subplot_wspace:
+
 figure.subplot.wspace: ``0.2``
     the amount of width reserved for space between subplots, expressed as a fraction of the average axis width
 
+.. _rcparam_figure_subplot_hspace:
+
 figure.subplot.hspace: ``0.2``
     the amount of height reserved for space between subplots, expressed as a fraction of the average axis height
 
+.. _rcparam_figure_autolayout:
+
 figure.autolayout: ``False``
     When True, automatically adjust subplot parameters to make the plot fit the figure using `~.Figure.tight_layout`
 
+.. _rcparam_figure_constrained_layout_use:
+
 figure.constrained_layout.use: ``False``
     When True, automatically make plot elements fit on the figure. (Not compatible with "figure.autolayout", above).
 
+.. _rcparam_figure_constrained_layout_h_pad:
+
 figure.constrained_layout.h_pad: ``0.04167``
     Padding (in inches) around axes; defaults to 3/72 inches, i.e. 3 points
 
+.. _rcparam_figure_constrained_layout_w_pad:
+
 figure.constrained_layout.w_pad: ``0.04167``
     Padding (in inches) around axes; defaults to 3/72 inches, i.e. 3 points
 
+.. _rcparam_figure_constrained_layout_hspace:
+
 figure.constrained_layout.hspace: ``0.02``
     Spacing between subplots, relative to the subplot sizes.  Much smaller than for tight_layout (figure.subplot.hspace, figure.subplot.wspace) as constrained_layout already takes surrounding texts (titles, labels, # ticklabels) into account.
 
+.. _rcparam_figure_constrained_layout_wspace:
+
 figure.constrained_layout.wspace: ``0.02``
     Spacing between subplots, relative to the subplot sizes.  Much smaller than for tight_layout (figure.subplot.hspace, figure.subplot.wspace) as constrained_layout already takes surrounding texts (titles, labels, # ticklabels) into account.
 
+.. _rcparam_image_aspect:
+
 image.aspect: ``'equal'``
     {equal, auto} or a number
 
+.. _rcparam_image_interpolation:
+
 image.interpolation: ``'auto'``
     see help(imshow) for options
 
+.. _rcparam_image_interpolation_stage:
+
 image.interpolation_stage: ``'auto'``
     see help(imshow) for options
 
+.. _rcparam_image_cmap:
+
 image.cmap: ``'viridis'``
     A colormap name (plasma, magma, etc.)
 
+.. _rcparam_image_lut:
+
 image.lut: ``256``
     the size of the colormap lookup table
 
+.. _rcparam_image_origin:
+
 image.origin: ``'upper'``
     {lower, upper}
 
+.. _rcparam_image_resample:
+
 image.resample: ``True``
     *no description*
 
+.. _rcparam_image_composite_image:
+
 image.composite_image: ``True``
     When True, all the images on a set of axes are combined into a single composite image before saving a figure as a vector graphics file, such as a PDF.
 
+.. _rcparam_contour_negative_linestyle:
+
 contour.negative_linestyle: ``'dashed'``
     string or on-off ink sequence
 
+.. _rcparam_contour_corner_mask:
+
 contour.corner_mask: ``True``
     {True, False}
 
+.. _rcparam_contour_linewidth:
+
 contour.linewidth: ``None``
     {float, None} Size of the contour line widths. If set to None, it falls back to "line.linewidth".
 
+.. _rcparam_contour_algorithm:
+
 contour.algorithm: ``'mpl2014'``
     {mpl2005, mpl2014, serial, threaded}
 
+.. _rcparam_errorbar_capsize:
+
 errorbar.capsize: ``0.0``
     length of end cap on error bars in pixels
 
+.. _rcparam_hist_bins:
+
 hist.bins: ``10``
     The default number of histogram bins or 'auto'.
 
+.. _rcparam_scatter_marker:
+
 scatter.marker: ``'o'``
     The default marker type for scatter plots.
 
+.. _rcparam_scatter_edgecolors:
+
 scatter.edgecolors: ``'face'``
     The default edge colors for scatter plots.
 
+.. _rcparam_agg_path_chunksize:
+
 agg.path.chunksize: ``0``
     0 to disable; values in the range 10000 to 100000 can improve speed slightly and prevent an Agg rendering failure when plotting very large data sets, especially if they are very gappy. It may cause minor artifacts, though. A value of 20000 is probably a good starting point.
 
+.. _rcparam_path_simplify:
+
 path.simplify: ``True``
     When True, simplify paths by removing "invisible" points to reduce file size and increase rendering speed
 
+.. _rcparam_path_simplify_threshold:
+
 path.simplify_threshold: ``0.111111111111``
     The threshold of similarity below which vertices will be removed in the simplification process.
 
+.. _rcparam_path_snap:
+
 path.snap: ``True``
     When True, rectilinear axis-aligned paths will be snapped to the nearest pixel when certain criteria are met. When False, paths will never be snapped.
 
+.. _rcparam_path_sketch:
+
 path.sketch: ``None``
     May be None, or a tuple of the form:path.sketch: (scale, length, randomness)- *scale* is the amplitude of the wiggle perpendicular to the line  (in pixels).- *length* is the length of the wiggle along the line (in pixels).- *randomness* is the factor by which the length is  randomly   scaled.
 
+.. _rcparam_path_effects:
+
 path.effects: ``[]``
     *no description*
 
+.. _rcparam_savefig_dpi:
+
 savefig.dpi: ``'figure'``
     figure dots per inch or 'figure'
 
+.. _rcparam_savefig_facecolor:
+
 savefig.facecolor: ``'auto'``
     figure face color when saving
 
+.. _rcparam_savefig_edgecolor:
+
 savefig.edgecolor: ``'auto'``
     figure edge color when saving
 
+.. _rcparam_savefig_format:
+
 savefig.format: ``'png'``
     {png, ps, pdf, svg}
 
+.. _rcparam_savefig_bbox:
+
 savefig.bbox: ``None``
     {tight, standard} 'tight' is incompatible with generating frames for animation
 
+.. _rcparam_savefig_pad_inches:
+
 savefig.pad_inches: ``0.1``
     padding to be used, when bbox is set to 'tight'
 
+.. _rcparam_savefig_directory:
+
 savefig.directory: ``'~'``
     default directory in savefig dialog, gets updated after interactive saves, unless set to the empty string (i.e. the current directory); use '.' to start at the current directory but update after interactive saves
 
+.. _rcparam_savefig_transparent:
+
 savefig.transparent: ``False``
     whether figures are saved with a transparent background by default
 
+.. _rcparam_savefig_orientation:
+
 savefig.orientation: ``'portrait'``
     orientation of saved figure, for PostScript output only
 
+.. _rcparam_macosx_window_mode:
+
 macosx.window_mode: ``'system'``
     How to open new figures (system, tab, window) system uses the MacOS system preferences
 
+.. _rcparam_tk_window_focus:
+
 tk.window_focus: ``False``
     Maintain shell focus for TkAgg
 
+.. _rcparam_ps_papersize:
+
 ps.papersize: ``'letter'``
     {figure, letter, legal, ledger, A0-A10, B0-B10}
 
+.. _rcparam_ps_useafm:
+
 ps.useafm: ``False``
     use AFM fonts, results in small files
 
+.. _rcparam_ps_usedistiller:
+
 ps.usedistiller: ``None``
     {ghostscript, xpdf, None} Experimental: may produce smaller files. xpdf intended for production of publication quality files, but requires ghostscript, xpdf and ps2eps
 
+.. _rcparam_ps_distiller_res:
+
 ps.distiller.res: ``6000``
     dpi
 
+.. _rcparam_ps_fonttype:
+
 ps.fonttype: ``3``
     Output Type 3 (Type3) or Type 42 (TrueType)
 
+.. _rcparam_pdf_compression:
+
 pdf.compression: ``6``
     integer from 0 to 9 0 disables compression (good for debugging)
 
+.. _rcparam_pdf_fonttype:
+
 pdf.fonttype: ``3``
     Output Type 3 (Type3) or Type 42 (TrueType)
 
+.. _rcparam_pdf_use14corefonts:
+
 pdf.use14corefonts: ``False``
     *no description*
 
+.. _rcparam_pdf_inheritcolor:
+
 pdf.inheritcolor: ``False``
     *no description*
 
+.. _rcparam_svg_image_inline:
+
 svg.image_inline: ``True``
     Write raster image data directly into the SVG file
 
+.. _rcparam_svg_fonttype:
+
 svg.fonttype: ``'path'``
     How to handle SVG fonts: path: Embed characters as paths -- supported by most SVG       renderersnone: Assume fonts are installed on the machine where the SVG will be viewed.
 
+.. _rcparam_svg_hashsalt:
+
 svg.hashsalt: ``None``
     If not None, use this string as hash salt instead of uuid4
 
+.. _rcparam_svg_id:
+
 svg.id: ``None``
     If not None, use this string as the value for the `id` attribute in the top <svg> tag
 
+.. _rcparam_pgf_rcfonts:
+
 pgf.rcfonts: ``True``
     *no description*
 
+.. _rcparam_pgf_preamble:
+
 pgf.preamble: ``''``
     See text.latex.preamble for documentation
 
+.. _rcparam_pgf_texsystem:
+
 pgf.texsystem: ``'xelatex'``
     *no description*
 
+.. _rcparam_docstring_hardcopy:
+
 docstring.hardcopy: ``False``
     set this when you want to generate hardcopy docstring
 
+.. _rcparam_keymap_fullscreen:
+
 keymap.fullscreen: ``['f', 'ctrl+f']``
     toggling
 
+.. _rcparam_keymap_home:
+
 keymap.home: ``['h', 'r', 'home']``
     home or reset mnemonic
 
+.. _rcparam_keymap_back:
+
 keymap.back: ``['left', 'c', 'backspace', 'MouseButton.BACK']``
     forward / backward keys
 
+.. _rcparam_keymap_forward:
+
 keymap.forward: ``['right', 'v', 'MouseButton.FORWARD']``
     for quick navigation
 
+.. _rcparam_keymap_pan:
+
 keymap.pan: ``['p']``
     pan mnemonic
 
+.. _rcparam_keymap_zoom:
+
 keymap.zoom: ``['o']``
     zoom mnemonic
 
+.. _rcparam_keymap_save:
+
 keymap.save: ``['s', 'ctrl+s']``
     saving current figure
 
+.. _rcparam_keymap_help:
+
 keymap.help: ``['f1']``
     display help about active tools
 
+.. _rcparam_keymap_quit:
+
 keymap.quit: ``['ctrl+w', 'cmd+w', 'q']``
     close the current figure
 
+.. _rcparam_keymap_quit_all:
+
 keymap.quit_all: ``[]``
     close all figures
 
+.. _rcparam_keymap_grid:
+
 keymap.grid: ``['g']``
     switching on/off major grids in current axes
 
+.. _rcparam_keymap_grid_minor:
+
 keymap.grid_minor: ``['G']``
     switching on/off minor grids in current axes
 
+.. _rcparam_keymap_yscale:
+
 keymap.yscale: ``['l']``
     toggle scaling of y-axes ('log'/'linear')
 
+.. _rcparam_keymap_xscale:
+
 keymap.xscale: ``['k', 'L']``
     toggle scaling of x-axes ('log'/'linear')
 
+.. _rcparam_keymap_copy:
+
 keymap.copy: ``['ctrl+c', 'cmd+c']``
     copy figure to clipboard
 
+.. _rcparam_animation_html:
+
 animation.html: ``'none'``
     How to display the animation as HTML in the IPython notebook: - 'html5' uses HTML5 video tag - 'jshtml' creates a JavaScript animation
 
+.. _rcparam_animation_writer:
+
 animation.writer: ``'ffmpeg'``
     MovieWriter 'backend' to use
 
+.. _rcparam_animation_codec:
+
 animation.codec: ``'h264'``
     Codec to use for writing movie
 
+.. _rcparam_animation_bitrate:
+
 animation.bitrate: ``-1``
     Controls size/quality trade-off for movie. -1 implies let utility auto-determine
 
+.. _rcparam_animation_frame_format:
+
 animation.frame_format: ``'png'``
     Controls frame format used by temp files
 
+.. _rcparam_animation_ffmpeg_path:
+
 animation.ffmpeg_path: ``'ffmpeg'``
     Path to ffmpeg binary.  Unqualified paths are resolved by subprocess.Popen.
 
+.. _rcparam_animation_ffmpeg_args:
+
 animation.ffmpeg_args: ``[]``
     Additional arguments to pass to ffmpeg
 
+.. _rcparam_animation_convert_path:
+
 animation.convert_path: ``'convert'``
     Path to ImageMagick's convert binary.  Unqualified paths are resolved by subprocess.Popen, except that on Windows, we look up an install of ImageMagick in the registry (as convert is also the name of a system tool).
 
+.. _rcparam_animation_convert_args:
+
 animation.convert_args: ``['-layers', 'OptimizePlus']``
     Additional arguments to pass to convert
 
+.. _rcparam_animation_embed_limit:
+
 animation.embed_limit: ``20.0``
     Limit, in MB, of size of base64 encoded animation in HTML (i.e. IPython notebook)
 
+.. _rcparam__internal_classic_mode:
+
 _internal.classic_mode: ``False``
     *no description*
 
+.. _rcparam_backend:
+
 backend: ``None``
     *no description*
diff --git a/lib/matplotlib/rcsetup.py b/lib/matplotlib/rcsetup.py
index cbfd8f6afca6..5cd42750d27f 100644
--- a/lib/matplotlib/rcsetup.py
+++ b/lib/matplotlib/rcsetup.py
@@ -3278,6 +3278,8 @@ def _generate_rst():  # pragma: no cover
 """
     for param in _params:
         text += f"""
+.. _rcparam_{param.name.replace('.', '_')}:
+
 {param.name}: ``{param.default!r}``
     {param.description if param.description else "*no description*"}
 """

From 28841c897ac0ac3bfd911febb0dd3c324e456c35 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Fri, 19 Dec 2025 14:48:21 +0100
Subject: [PATCH 63/82] Fix incorrect rcParams references

---
 doc/api/next_api_changes/behavior/28437-CH.rst  | 2 +-
 doc/api/prev_api_changes/api_changes_3.10.1.rst | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/api/next_api_changes/behavior/28437-CH.rst b/doc/api/next_api_changes/behavior/28437-CH.rst
index 6121dfec8163..bb303bbe9d3b 100644
--- a/doc/api/next_api_changes/behavior/28437-CH.rst
+++ b/doc/api/next_api_changes/behavior/28437-CH.rst
@@ -2,7 +2,7 @@
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 When passing and array to ``imshow(..., alpha=...)``, the parameter was silently ignored
-if the image data was a RGB or RBGA image or if :rc:`interpolation_state`
+if the image data was an RGB or RBGA image or if :rc:`image.interpolation_stage`
 resolved to "rbga".
 
 This is now fixed, and the alpha array overwrites any previous transparency information.
diff --git a/doc/api/prev_api_changes/api_changes_3.10.1.rst b/doc/api/prev_api_changes/api_changes_3.10.1.rst
index 26d43ddf8b17..71a2f71efc94 100644
--- a/doc/api/prev_api_changes/api_changes_3.10.1.rst
+++ b/doc/api/prev_api_changes/api_changes_3.10.1.rst
@@ -8,7 +8,7 @@ Behaviour
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 When passing and array to ``imshow(..., alpha=...)``, the parameter was silently ignored
-if the image data was a RGB or RBGA image or if :rc:`interpolation_state`
+if the image data was an RGB or RBGA image or if :rc:`image.interpolation_stage`
 resolved to "rbga".
 
 This is now fixed, and the alpha array overwrites any previous transparency information.

From ff522aefe51232797a717cb7ecacbe77fe975194 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Sat, 10 Jan 2026 11:28:04 +0100
Subject: [PATCH 64/82] DOC: Improve linkage between rcParams-related
 documentation (#30948)

---
 doc/api/matplotlib_configuration_api.rst | 18 +++++++++++++++++-
 galleries/users_explain/customizing.py   |  7 +++++--
 lib/matplotlib/__init__.py               | 16 +++-------------
 3 files changed, 25 insertions(+), 16 deletions(-)

diff --git a/doc/api/matplotlib_configuration_api.rst b/doc/api/matplotlib_configuration_api.rst
index d5dc60c80613..b2fafc08e5fc 100644
--- a/doc/api/matplotlib_configuration_api.rst
+++ b/doc/api/matplotlib_configuration_api.rst
@@ -24,8 +24,24 @@ Default values and styling
 ==========================
 
 .. py:data:: rcParams
+   :type: RcParams
+
+   The global configuration settings for Matplotlib.
+
+   This is a dictionary-like variable that stores the current configuration
+   settings.  Many of the values control styling, but others control
+   various aspects of Matplotlib's behavior.
+
+   See :doc:`/users/explain/configuration` for a full list of config
+   parameters.
+
+   See :ref:`customizing` for usage information.
+
+   Notes
+   -----
+   This object is also available as ``plt.rcParams`` via the
+   `matplotlib.pyplot` module (which by convention is imported as ``plt``).
 
-   An instance of `RcParams` for handling default Matplotlib values.
 
 .. autoclass:: RcParams
    :no-members:
diff --git a/galleries/users_explain/customizing.py b/galleries/users_explain/customizing.py
index 05b75ba7d0a4..948727c6a165 100644
--- a/galleries/users_explain/customizing.py
+++ b/galleries/users_explain/customizing.py
@@ -8,9 +8,12 @@
 Customizing Matplotlib with style sheets and rcParams
 =====================================================
 
-Tips for customizing the properties and default styles of Matplotlib.
+Many aspects of Matplotlib's behavior and default styles can be customized
+through the use of rc (runtime configuration) settings. The current values
+are stored in `~matplotlib.rcParams`.
 
-There are three ways to customize Matplotlib:
+There are three ways to customize Matplotlib, all of which effectively change
+`~matplotlib.rcParams`:
 
 1. :ref:`Setting rcParams at runtime<customizing-with-dynamic-rc-settings>`.
 2. :ref:`Using style sheets<customizing-with-style-sheets>`.
diff --git a/lib/matplotlib/__init__.py b/lib/matplotlib/__init__.py
index 0b1b0e57dc6d..167d6924a72e 100644
--- a/lib/matplotlib/__init__.py
+++ b/lib/matplotlib/__init__.py
@@ -158,7 +158,7 @@
 
 # cbook must import matplotlib only within function
 # definitions, so it is safe to import from it here.
-from . import _api, _version, cbook, _docstring, rcsetup
+from . import _api, _version, cbook, rcsetup
 from matplotlib._api import MatplotlibDeprecationWarning
 from matplotlib.colors import _color_sequences as color_sequences
 from matplotlib.rcsetup import cycler  # noqa: F401
@@ -658,23 +658,13 @@ def gen_candidates():
                        "install is broken")
 
 
-@_docstring.Substitution(
-    "\n".join(map("- {}".format, sorted(rcsetup._validators, key=str.lower)))
-)
 class RcParams(MutableMapping, dict):
     """
     A dict-like key-value store for config parameters, including validation.
 
-    Validating functions are defined and associated with rc parameters in
-    :mod:`matplotlib.rcsetup`.
+    This is the data structure behind `matplotlib.rcParams`.
 
-    The list of rcParams is:
-
-    %s
-
-    See Also
-    --------
-    :ref:`customizing-with-matplotlibrc-files`
+    The complete list of rcParams can be found in :doc:`/users/explain/configuration`.
     """
 
     validate = rcsetup._validators

From d8099725e7f4a8b5c0d1bedd119a6ceccc98b1f3 Mon Sep 17 00:00:00 2001
From: Ruth Comer <10599679+rcomer@users.noreply.github.com>
Date: Sun, 11 Jan 2026 09:03:00 +0000
Subject: [PATCH 65/82] TST: account for flakiness with Numpy v1

---
 lib/matplotlib/tests/test_axes.py             | 3 +++
 lib/matplotlib/tests/test_ticker.py           | 7 +++++--
 lib/mpl_toolkits/mplot3d/tests/test_axes3d.py | 4 +++-
 3 files changed, 11 insertions(+), 3 deletions(-)

diff --git a/lib/matplotlib/tests/test_axes.py b/lib/matplotlib/tests/test_axes.py
index 88bc9932de07..e066292f92a2 100644
--- a/lib/matplotlib/tests/test_axes.py
+++ b/lib/matplotlib/tests/test_axes.py
@@ -1576,6 +1576,9 @@ def test_pcolor_log_scale(fig_test, fig_ref):
     when using pcolor.
     """
     x = np.linspace(0, 1, 11)
+    # Ensuring second x value always falls slightly above 0.1 prevents flakiness with
+    # numpy v1 #30882
+    x[1] += 0.00001
     y = np.linspace(1, 2, 5)
     X, Y = np.meshgrid(x, y)
     C = X[:-1, :-1] + Y[:-1, :-1]
diff --git a/lib/matplotlib/tests/test_ticker.py b/lib/matplotlib/tests/test_ticker.py
index a9104cc1b839..c3c53ebaea73 100644
--- a/lib/matplotlib/tests/test_ticker.py
+++ b/lib/matplotlib/tests/test_ticker.py
@@ -6,7 +6,7 @@
 from packaging.version import parse as parse_version
 
 import numpy as np
-from numpy.testing import assert_almost_equal, assert_array_equal
+from numpy.testing import assert_almost_equal, assert_array_equal, assert_allclose
 import pytest
 
 import matplotlib as mpl
@@ -1935,7 +1935,10 @@ def test_bad_locator_subs(sub):
 @mpl.style.context('default')
 def test_small_range_loglocator(numticks, lims, ticks):
     ll = mticker.LogLocator(numticks=numticks)
-    assert_array_equal(ll.tick_values(*lims), ticks)
+    if parse_version(np.version.version).major < 2:
+        assert_allclose(ll.tick_values(*lims), ticks, rtol=2e-16)
+    else:
+        assert_array_equal(ll.tick_values(*lims), ticks)
 
 
 @mpl.style.context('default')
diff --git a/lib/mpl_toolkits/mplot3d/tests/test_axes3d.py b/lib/mpl_toolkits/mplot3d/tests/test_axes3d.py
index 546659d05177..164a8e819e89 100644
--- a/lib/mpl_toolkits/mplot3d/tests/test_axes3d.py
+++ b/lib/mpl_toolkits/mplot3d/tests/test_axes3d.py
@@ -3,6 +3,7 @@
 import platform
 import sys
 
+from packaging.version import parse as parse_version
 import pytest
 
 from mpl_toolkits.mplot3d import Axes3D, axes3d, proj3d, art3d
@@ -181,7 +182,8 @@ def test_bar3d_shaded():
     fig.canvas.draw()
 
 
-@mpl3d_image_comparison(['bar3d_notshaded.png'], style='mpl20')
+@mpl3d_image_comparison(['bar3d_notshaded.png'], style='mpl20',
+                        tol=0.01 if parse_version(np.version.version).major < 2 else 0)
 def test_bar3d_notshaded():
     fig = plt.figure()
     ax = fig.add_subplot(projection='3d')

From f7d261acc185f974f62645d8c8ef10788f8e6c34 Mon Sep 17 00:00:00 2001
From: David Stansby <dstansby@gmail.com>
Date: Sun, 11 Jan 2026 18:56:10 +0100
Subject: [PATCH 66/82] Add uv.lock to .gitignore (#30949)

---
 .gitignore | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.gitignore b/.gitignore
index 9389a1612b14..0460152a792f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -104,6 +104,10 @@ __conda_version__.txt
 lib/png.lib
 lib/z.lib
 
+# uv files #
+############
+uv.lock
+
 # Environments #
 ################
 .env

From df1351cc66b83d381638af2efb023166b762fdde Mon Sep 17 00:00:00 2001
From: Ruth Comer <10599679+rcomer@users.noreply.github.com>
Date: Mon, 12 Jan 2026 07:50:14 +0000
Subject: [PATCH 67/82] Expand comment with instructions

Co-authored-by: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
---
 lib/matplotlib/tests/test_axes.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/lib/matplotlib/tests/test_axes.py b/lib/matplotlib/tests/test_axes.py
index e066292f92a2..f8a35ec578ad 100644
--- a/lib/matplotlib/tests/test_axes.py
+++ b/lib/matplotlib/tests/test_axes.py
@@ -1577,7 +1577,7 @@ def test_pcolor_log_scale(fig_test, fig_ref):
     """
     x = np.linspace(0, 1, 11)
     # Ensuring second x value always falls slightly above 0.1 prevents flakiness with
-    # numpy v1 #30882
+    # numpy v1 #30882. This can be removed once we require numpy >= 2.
     x[1] += 0.00001
     y = np.linspace(1, 2, 5)
     X, Y = np.meshgrid(x, y)

From 64cda24252180ee6196f5c825550331e98eace77 Mon Sep 17 00:00:00 2001
From: Thomas A Caswell <tcaswell@gmail.com>
Date: Mon, 12 Jan 2026 02:57:06 -0500
Subject: [PATCH 68/82] TST: always force the SETUPTOOLS_SCM version in test
 subprocesses (#30947)

* TST: always force the SETUPTOOLS_SCM version in test subprocesses

This will reduce the number of (sub)subprocess calls we make by at least one per
subprocess test.  This may help reduce resource contention on CI that causes
flaky tests.
---
 lib/matplotlib/testing/__init__.py  | 21 +++++++++++++++++----
 lib/matplotlib/tests/test_pickle.py | 10 +---------
 2 files changed, 18 insertions(+), 13 deletions(-)

diff --git a/lib/matplotlib/testing/__init__.py b/lib/matplotlib/testing/__init__.py
index f430b0609644..a838a6b09b32 100644
--- a/lib/matplotlib/testing/__init__.py
+++ b/lib/matplotlib/testing/__init__.py
@@ -151,13 +151,26 @@ def subprocess_run_helper(func, *args, timeout, extra_env=None):
             f"_module = importlib.util.module_from_spec(_spec);"
             f"_spec.loader.exec_module(_module);"
             f"_module.{target}()",
-            *args
+            *args,
         ],
-        env={**os.environ, "SOURCE_DATE_EPOCH": "0", **(extra_env or {})},
-        timeout=timeout, check=True,
+        env={
+            **os.environ,
+            "SOURCE_DATE_EPOCH": "0",
+            # subprocess_run_helper sets SOURCE_DATE_EPOCH=0 above, so for a dirty tree,
+            # the version will have the date 19700101 which breaks pickle tests with a
+            # warning if the working tree is dirty.
+            #
+            # This will also avoid at least one additional subprocess call for
+            # setuptools-scm query git, so we tell the subprocess what version
+            # to report as the test process.
+            "SETUPTOOLS_SCM_PRETEND_VERSION_FOR_MATPLOTLIB": mpl.__version__,
+            **(extra_env or {}),
+        },
+        timeout=timeout,
+        check=True,
         stdout=subprocess.PIPE,
         stderr=subprocess.PIPE,
-        text=True
+        text=True,
     )
     return proc
 
diff --git a/lib/matplotlib/tests/test_pickle.py b/lib/matplotlib/tests/test_pickle.py
index 82fc60e186c7..1590990cdeb0 100644
--- a/lib/matplotlib/tests/test_pickle.py
+++ b/lib/matplotlib/tests/test_pickle.py
@@ -150,15 +150,7 @@ def test_pickle_load_from_subprocess(fig_test, fig_ref, tmp_path):
     proc = subprocess_run_helper(
         _pickle_load_subprocess,
         timeout=60,
-        extra_env={
-            "PICKLE_FILE_PATH": str(fp),
-            "MPLBACKEND": "Agg",
-            # subprocess_run_helper will set SOURCE_DATE_EPOCH=0, so for a dirty tree,
-            # the version will have the date 19700101. As we aren't trying to test the
-            # version compatibility warning, force setuptools-scm to use the same
-            # version as us.
-            "SETUPTOOLS_SCM_PRETEND_VERSION_FOR_MATPLOTLIB": mpl.__version__,
-        },
+        extra_env={"PICKLE_FILE_PATH": str(fp), "MPLBACKEND": "Agg"},
     )
 
     loaded_fig = pickle.loads(ast.literal_eval(proc.stdout))

From 172f67e79ad5ea5075ebcc9ded66290147496c81 Mon Sep 17 00:00:00 2001
From: Antony Lee <anntzer.lee@gmail.com>
Date: Mon, 12 Jan 2026 16:38:36 +0100
Subject: [PATCH 69/82] Fix trivial typo in example.

---
 galleries/examples/mplot3d/intersecting_planes.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/galleries/examples/mplot3d/intersecting_planes.py b/galleries/examples/mplot3d/intersecting_planes.py
index a5a92caf5c6b..4f42e7bbeb94 100644
--- a/galleries/examples/mplot3d/intersecting_planes.py
+++ b/galleries/examples/mplot3d/intersecting_planes.py
@@ -12,7 +12,7 @@
 example, we lift the problem of mutual overlap by segmenting the planes at their
 intersections, making four parts out of each plane.
 
-This examples only works correctly for planes that cut each other in haves. This
+This examples only works correctly for planes that cut each other in halves. This
 limitation is intentional to keep the code more readable. Cutting at arbitrary
 positions would of course be possible but makes the code even more complex.
 Thus, this example is more a demonstration of the concept how to work around

From 1f9e4776d650320bf0008399ac7ca2052585cec7 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Tue, 13 Jan 2026 16:04:36 +0100
Subject: [PATCH 70/82] DOC: Clarify matplotlib vs. matplotlib-base in conda

---
 doc/install/dependencies.rst | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/doc/install/dependencies.rst b/doc/install/dependencies.rst
index 11317669817f..d0567900ea4c 100644
--- a/doc/install/dependencies.rst
+++ b/doc/install/dependencies.rst
@@ -31,6 +31,16 @@ reference.
 * `Pillow <https://pillow.readthedocs.io/en/latest/>`_ (>= 9.0)
 * `pyparsing <https://pypi.org/project/pyparsing/>`_ (>= 3)
 
+.. note::
+
+   With **conda packages**, this set of minimal dependencies is realized in
+   the ``matplotlib-base`` conda package. Other packages in the conda
+   ecosystem that depend on Matplotlib should depend on ``matplotlib-base``.
+
+   The ``matplotlib`` conda package additionally comes with ``pyside6``
+   to have a working GUI backend out of the box for end users. This should
+   primarily be used to define end-user environments. See also the
+   `conda forge documentation <https://conda-forge.org/docs/maintainer/knowledge_base/#matplotlib>`__.
 
 .. _optional_dependencies:
 

From 8cc21b4312c1020d54432168a9d28cf107a1a354 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Tue, 13 Jan 2026 10:26:39 +0100
Subject: [PATCH 71/82] DOC: Some small additions to the API docs

---
 doc/api/artist_api.rst      |  1 +
 doc/api/axes_api.rst        |  2 ++
 doc/missing-references.json |  6 +++---
 lib/matplotlib/artist.py    | 22 ++++++++++++++++++----
 4 files changed, 24 insertions(+), 7 deletions(-)

diff --git a/doc/api/artist_api.rst b/doc/api/artist_api.rst
index 0ca3fb364c41..f256d2b7164e 100644
--- a/doc/api/artist_api.rst
+++ b/doc/api/artist_api.rst
@@ -122,6 +122,7 @@ Figure and Axes
 
    Artist.set_figure
    Artist.get_figure
+   Artist.figure
 
 Children
 --------
diff --git a/doc/api/axes_api.rst b/doc/api/axes_api.rst
index f5af8744a2bc..1868794dd921 100644
--- a/doc/api/axes_api.rst
+++ b/doc/api/axes_api.rst
@@ -628,6 +628,8 @@ Other
    Axes.get_transformed_clip_path_and_affine
    Axes.has_data
    Axes.set
+   Axes.get_figure
+   Axes.figure
    Axes.remove
 
 .. autoclass:: matplotlib.axes.Axes.ArtistList
diff --git a/doc/missing-references.json b/doc/missing-references.json
index 1a3693c990e5..d27d2fa067ce 100644
--- a/doc/missing-references.json
+++ b/doc/missing-references.json
@@ -4,7 +4,7 @@
       "<unknown>:1"
     ],
     "matplotlib.axes._base._AxesBase": [
-      "doc/api/artist_api.rst:202"
+      "doc/api/artist_api.rst:203"
     ],
     "matplotlib.backend_bases._Backend": [
       "lib/matplotlib/backend_bases.py:docstring of matplotlib.backend_bases.ShowBase:1"
@@ -18,7 +18,7 @@
       "lib/matplotlib/backends/backend_tkcairo.py:docstring of matplotlib.backends.backend_tkcairo.FigureCanvasTkCairo:1"
     ],
     "matplotlib.image._ImageBase": [
-      "doc/api/artist_api.rst:202",
+      "doc/api/artist_api.rst:203",
       "lib/matplotlib/image.py:docstring of matplotlib.image.AxesImage:1",
       "lib/matplotlib/image.py:docstring of matplotlib.image.BboxImage:1",
       "lib/matplotlib/image.py:docstring of matplotlib.image.FigureImage:1"
@@ -67,7 +67,7 @@
       "lib/matplotlib/projections/geo.py:docstring of matplotlib.projections.geo.MollweideAxes.MollweideTransform:1"
     ],
     "matplotlib.text._AnnotationBase": [
-      "doc/api/artist_api.rst:202",
+      "doc/api/artist_api.rst:203",
       "lib/matplotlib/offsetbox.py:docstring of matplotlib.offsetbox.AnnotationBbox:1",
       "lib/matplotlib/text.py:docstring of matplotlib.text.Annotation:1"
     ],
diff --git a/lib/matplotlib/artist.py b/lib/matplotlib/artist.py
index eaaae43e283a..79a629e9f4c6 100644
--- a/lib/matplotlib/artist.py
+++ b/lib/matplotlib/artist.py
@@ -165,10 +165,24 @@ def _update_set_signature_and_docstring(cls):
                if prop not in Artist._PROPERTIES_EXCLUDED_FROM_SET]])
         cls.set._autogenerated_signature = True
 
-        cls.set.__doc__ = (
-            "Set multiple properties at once.\n\n"
-            "Supported properties are\n\n"
-            + kwdoc(cls))
+        cls.set.__doc__ = ("""\
+Set multiple properties at once.
+
+::
+    a.set(a=A, b=B, c=C)
+
+is equivalent to ::
+
+    a.set_a(A)
+    a.set_b(B)
+    a.set_c(C)
+
+The order of operations is not guaranteed, however most properties do not
+depend on each other.
+
+Supported properties are
+
+""" + kwdoc(cls))
 
     def __init__(self):
         self._stale = True

From 3a1df7d67ef48359f131b9eade5573cdacfd5279 Mon Sep 17 00:00:00 2001
From: Steve Berardi <6608085+steveberardi@users.noreply.github.com>
Date: Wed, 14 Jan 2026 09:28:51 -0800
Subject: [PATCH 72/82] SVG backend - handle font weight as integer (#30960)

* weight is int

* comments

* test

* docstring

* Update lib/matplotlib/backends/backend_svg.py

Co-authored-by: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>

* revert

---------

Co-authored-by: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
---
 lib/matplotlib/backends/backend_svg.py   | 3 ++-
 lib/matplotlib/font_manager.py           | 2 +-
 lib/matplotlib/tests/test_backend_svg.py | 6 ++++--
 3 files changed, 7 insertions(+), 4 deletions(-)

diff --git a/lib/matplotlib/backends/backend_svg.py b/lib/matplotlib/backends/backend_svg.py
index 0cb6430ec823..c1f824007a56 100644
--- a/lib/matplotlib/backends/backend_svg.py
+++ b/lib/matplotlib/backends/backend_svg.py
@@ -1134,7 +1134,8 @@ def _draw_text_as_text(self, gc, x, y, s, prop, angle, ismath, mtext=None):
                 font_style['font-style'] = prop.get_style()
             if prop.get_variant() != 'normal':
                 font_style['font-variant'] = prop.get_variant()
-            weight = fm.weight_dict[prop.get_weight()]
+            weight = prop.get_weight()
+            weight = fm.weight_dict.get(weight, weight)  # convert to int
             if weight != 400:
                 font_style['font-weight'] = f'{weight}'
 
diff --git a/lib/matplotlib/font_manager.py b/lib/matplotlib/font_manager.py
index ab6b495631de..98361eaa01e8 100644
--- a/lib/matplotlib/font_manager.py
+++ b/lib/matplotlib/font_manager.py
@@ -748,7 +748,7 @@ def get_variant(self):
 
     def get_weight(self):
         """
-        Set the font weight.  Options are: A numeric value in the
+        Get the font weight.  Options are: A numeric value in the
         range 0-1000 or one of 'light', 'normal', 'regular', 'book',
         'medium', 'roman', 'semibold', 'demibold', 'demi', 'bold',
         'heavy', 'extra bold', 'black'
diff --git a/lib/matplotlib/tests/test_backend_svg.py b/lib/matplotlib/tests/test_backend_svg.py
index 2c64b7c24b3e..7864b3bb68bd 100644
--- a/lib/matplotlib/tests/test_backend_svg.py
+++ b/lib/matplotlib/tests/test_backend_svg.py
@@ -74,7 +74,8 @@ def test_bold_font_output():
     ax.plot(np.arange(10), np.arange(10))
     ax.set_xlabel('nonbold-xlabel')
     ax.set_ylabel('bold-ylabel', fontweight='bold')
-    ax.set_title('bold-title', fontweight='bold')
+    # set weight as integer to assert it's handled properly
+    ax.set_title('bold-title', fontweight=600)
 
 
 @image_comparison(['bold_font_output_with_none_fonttype.svg'])
@@ -84,7 +85,8 @@ def test_bold_font_output_with_none_fonttype():
     ax.plot(np.arange(10), np.arange(10))
     ax.set_xlabel('nonbold-xlabel')
     ax.set_ylabel('bold-ylabel', fontweight='bold')
-    ax.set_title('bold-title', fontweight='bold')
+    # set weight as integer to assert it's handled properly
+    ax.set_title('bold-title', fontweight=600)
 
 
 @check_figures_equal(extensions=['svg'], tol=20)

From ea0fb5bc4f3adbb2ae472e71fc8328cc5e7df9b7 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Thu, 15 Jan 2026 11:07:29 +0100
Subject: [PATCH 73/82] DOC: Tutorial on API shortcuts (#30952)

* DOC: Tutorial on coding shortcuts

* Apply suggestions from code review

Co-authored-by: Ruth Comer <10599679+rcomer@users.noreply.github.com>

---------

Co-authored-by: Ruth Comer <10599679+rcomer@users.noreply.github.com>
---
 galleries/tutorials/coding_shortcuts.py | 172 ++++++++++++++++++++++++
 galleries/tutorials/index.rst           |  18 +++
 2 files changed, 190 insertions(+)
 create mode 100644 galleries/tutorials/coding_shortcuts.py

diff --git a/galleries/tutorials/coding_shortcuts.py b/galleries/tutorials/coding_shortcuts.py
new file mode 100644
index 000000000000..46868482598f
--- /dev/null
+++ b/galleries/tutorials/coding_shortcuts.py
@@ -0,0 +1,172 @@
+"""
+================
+Coding shortcuts
+================
+
+Matplotlib's primary and universal API is the :ref:`Axes interface <api_interfaces>`.
+While it is clearly structured and powerful, it can sometimes feel overly verbose and
+thus cumbersome to write. This page collects patterns for condensing the code
+of the Axes-based API and achieving the same results with less typing for many simpler
+plots.
+
+.. note::
+
+    The :ref:`pyplot interface <pyplot_interface>` is an alternative more compact
+    interface, and was historically modeled to be similar to MATLAB. It remains a
+    valid approach for those who want to use it. However, it has the disadvantage that
+    it achieves its brevity through implicit assumptions that you have to understand.
+
+    Since it follows a different paradigm, switching between the Axes interface and
+    the pyplot interface requires a shift of the mental model, and some code rewrite,
+    if the code develops to a point at which pyplot no longer provides enough
+    flexibility.
+
+This tutorial goes the other way round, starting from the standard verbose Axes
+interface and using its capabilities for shortcuts when you don't need all the
+generality.
+
+Let's assume we want to make a plot of the number of daylight hours per day over the
+year in London.
+
+The standard approach with the Axes interface looks like this.
+"""
+
+import matplotlib.pyplot as plt
+import numpy as np
+
+day = np.arange(365)
+hours = 4.276 * np.sin(2 * np.pi * (day - 80)/365) + 12.203
+
+fig, ax = plt.subplots()
+ax.plot(day, hours, color="orange")
+ax.set_xlabel("day")
+ax.set_ylabel("daylight hours")
+ax.set_title("London")
+plt.show()
+
+# %%
+# Note that we've included ``plt.show()`` here. This is needed to show the plot window
+# when running from a command line or in a Python script. If you run a Jupyter notebook,
+# this command is automatically executed at the end of each cell.
+#
+# For the rest of the tutorial, we'll assume that we are in a notebook and leave this
+# out for brevity. Depending on your context you may still need it.
+#
+# If you instead want to save to a file, use ``fig.savefig("daylight.png")``.
+#
+#
+# Collect Axes properties into a single ``set()`` call
+# ====================================================
+#
+# The properties of Matplotlib Artists can be modified through their respective
+# ``set_*()`` methods. Artists additionally have a generic ``set()`` method, that takes
+# keyword arguments and is equivalent to calling all the respective ``set_*()`` methods.
+# ::
+#
+#     ax.set_xlabel("day")
+#     ax.set_ylabel("daylight hours")
+#
+# can also be written as ::
+#
+#     ax.set(xlabel="day", ylabel="daylight hours")
+#
+# This is the most simple and effective reduction you can do. With that we can shorten
+# the above plot to
+
+fig, ax = plt.subplots()
+ax.plot(day, hours, color="orange")
+ax.set(xlabel="day", ylabel="daylight hours", title="London")
+
+# %%
+#
+# This works as long as you only need to pass one parameter to the ``set_*()`` function.
+# The individual functions are still necessary if you want more control, e.g.
+# ``set_title("London", fontsize=16)``.
+#
+#
+# Not storing a reference to the figure
+# =====================================
+# Another nuisance of ``fig, ax = plt.subplots()`` is that you always create a ``fig``
+# variable, even if you don't use it. A slightly shorter version would be using the
+# standard variable for unused value in Python (``_``): ``_, ax = plt.subplots()``.
+# However, that's only marginally better.
+#
+# You can work around this by separating figure and Axes creation and chaining them ::
+#
+#     ax = plt.figure().add_subplot()
+#
+# This is a bit cleaner logically and has the slight advantage that you could set
+# figure properties inline as well; e.g. ``plt.figure(facecolor="lightgoldenrod")``.
+# But it has the disadvantage that it's longer than ``fig, ax = plt.subplots()``.
+#
+# You can still obtain the figure from the Axes if needed, e.g. ::
+#
+#    ax.figure.savefig("daylight_hours.png")
+#
+# The example code now looks like this:
+
+ax = plt.figure().add_subplot()
+ax.plot(day, hours, color="orange")
+ax.set(xlabel="day", ylabel="daylight hours", title="London")
+
+# %%
+# Define Axes properties during axes creation
+# ===========================================
+# The ``set_*`` methods as well as ``set`` modify existing objects. You can
+# alternatively define them right at creation. Since you typically don't instantiate
+# classes yourself in Matplotlib, but rather call some factory function that creates
+# the object and wires it up correctly with the plot, this may seem less obvious. But
+# in fact you just pass the desired properties to the factory functions. You are likely
+# doing this already in some places without realizing. Consider the function to create
+# a line ::
+#
+#     ax.plot(x, y, color="orange")
+#
+# This is equivalent to ::
+#
+#     line, = ax.plot(x, y)
+#     line.set_color("orange")
+#
+# The same can be done with functions that create Axes.
+
+ax = plt.figure().add_subplot(xlabel="day", ylabel="daylight hours", title="London")
+ax.plot(day, hours, color="orange")
+
+# %%
+# .. important::
+#    The Axes properties are only accepted as keyword arguments by
+#    `.Figure.add_subplot`, which creates a single Axes.
+#
+#    For `.Figure.subplots` and `.pyplot.subplots`, you'd have to pass the properties
+#    as a dict via the keyword argument ``subplot_kw``. The limitation here is that
+#    such parameters are given to all Axes. For example, if you need two subplots
+#    (``fig, (ax1, ax2) = plt.subplots(1, 2)``) with different labels, you have to
+#    set them individually.
+#
+# Defining Axes properties during creation is best used for single subplots or when
+# all subplots share the same properties.
+#
+#
+# Using implicit figure creation
+# ==============================
+# You can go even further by tapping into the pyplot logic and use `.pyplot.axes` to
+# create the axes:
+
+ax = plt.axes(xlabel="day", ylabel="daylight hours", title="London")
+ax.plot(day, hours, color="orange")
+
+# %%
+# .. warning::
+#    When using this, you have to be aware of the implicit figure semantics of pyplot.
+#    ``plt.axes()`` will only create a new figure if no figure exists. Otherwise, it
+#    will add the Axes to the current existing figure, which is likely not what you
+#    want.
+#
+# Not storing a reference to the Axes
+# ===================================
+# If you only need to visualize one dataset, you can append the plot command
+# directly to the Axes creation. This may be useful e.g. in notebooks,
+# where you want to create a plot with some configuration, but as little distracting
+# code as possible:
+
+plt.axes(xlabel="day", ylabel="daylight hours").plot(day, hours, color="orange")
diff --git a/galleries/tutorials/index.rst b/galleries/tutorials/index.rst
index 48187a862a2e..76c0037dca11 100644
--- a/galleries/tutorials/index.rst
+++ b/galleries/tutorials/index.rst
@@ -32,6 +32,23 @@ a :ref:`FAQ <howto-faq>` in our :ref:`user guide <users-guide-index>`.
     </div>
 
 
+.. raw:: html
+
+    <div class="sphx-glr-thumbcontainer" tooltip="Coding shortcuts">
+
+.. only:: html
+
+  .. image:: /tutorials/images/thumb/sphx_glr_coding_shortcuts_thumb.png
+    :alt: Coding shortcuts
+
+  :ref:`sphx_glr_tutorials_coding_shortcuts.py`
+
+.. raw:: html
+
+      <div class="sphx-glr-thumbnail-title">Coding shortcuts</div>
+    </div>
+
+
 .. raw:: html
 
     <div class="sphx-glr-thumbcontainer" tooltip="A short tutorial on plotting images with Matplotlib.">
@@ -92,6 +109,7 @@ a :ref:`FAQ <howto-faq>` in our :ref:`user guide <users-guide-index>`.
    :hidden:
 
    /tutorials/pyplot
+   /tutorials/coding_shortcuts
    /tutorials/images
    /tutorials/lifecycle
    /tutorials/artists

From a3dc2bf970027d4b1c017dde92b838ab6368913a Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Thu, 15 Jan 2026 14:51:37 +0100
Subject: [PATCH 74/82] DOC: Simplify barh() example

Directly use categorical data as positions instead of numeric data +
tick adjustment
---
 galleries/examples/lines_bars_and_markers/barh.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/galleries/examples/lines_bars_and_markers/barh.py b/galleries/examples/lines_bars_and_markers/barh.py
index 5493c7456c75..c8834e252cb6 100644
--- a/galleries/examples/lines_bars_and_markers/barh.py
+++ b/galleries/examples/lines_bars_and_markers/barh.py
@@ -15,12 +15,10 @@
 
 # Example data
 people = ('Tom', 'Dick', 'Harry', 'Slim', 'Jim')
-y_pos = np.arange(len(people))
 performance = 3 + 10 * np.random.rand(len(people))
 error = np.random.rand(len(people))
 
-ax.barh(y_pos, performance, xerr=error, align='center')
-ax.set_yticks(y_pos, labels=people)
+ax.barh(people, performance, xerr=error, align='center')
 ax.invert_yaxis()  # labels read top-to-bottom
 ax.set_xlabel('Performance')
 ax.set_title('How fast do you want to go today?')

From 2febe7415def11a90a0e98c430e28d0f4b9ff6ce Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Thu, 15 Jan 2026 15:04:51 +0100
Subject: [PATCH 75/82] DOC: Move spectral plots from lines to statistics

In fact these are statistical quantities, and with hist, boxplot etc.
they share the property that they do not directly visualize the input
data but some quantity derived from them.
---
 .../examples/{lines_bars_and_markers => statistics}/cohere.py     | 0
 .../examples/{lines_bars_and_markers => statistics}/csd_demo.py   | 0
 .../examples/{lines_bars_and_markers => statistics}/psd_demo.py   | 0
 .../{lines_bars_and_markers => statistics}/xcorr_acorr_demo.py    | 0
 4 files changed, 0 insertions(+), 0 deletions(-)
 rename galleries/examples/{lines_bars_and_markers => statistics}/cohere.py (100%)
 rename galleries/examples/{lines_bars_and_markers => statistics}/csd_demo.py (100%)
 rename galleries/examples/{lines_bars_and_markers => statistics}/psd_demo.py (100%)
 rename galleries/examples/{lines_bars_and_markers => statistics}/xcorr_acorr_demo.py (100%)

diff --git a/galleries/examples/lines_bars_and_markers/cohere.py b/galleries/examples/statistics/cohere.py
similarity index 100%
rename from galleries/examples/lines_bars_and_markers/cohere.py
rename to galleries/examples/statistics/cohere.py
diff --git a/galleries/examples/lines_bars_and_markers/csd_demo.py b/galleries/examples/statistics/csd_demo.py
similarity index 100%
rename from galleries/examples/lines_bars_and_markers/csd_demo.py
rename to galleries/examples/statistics/csd_demo.py
diff --git a/galleries/examples/lines_bars_and_markers/psd_demo.py b/galleries/examples/statistics/psd_demo.py
similarity index 100%
rename from galleries/examples/lines_bars_and_markers/psd_demo.py
rename to galleries/examples/statistics/psd_demo.py
diff --git a/galleries/examples/lines_bars_and_markers/xcorr_acorr_demo.py b/galleries/examples/statistics/xcorr_acorr_demo.py
similarity index 100%
rename from galleries/examples/lines_bars_and_markers/xcorr_acorr_demo.py
rename to galleries/examples/statistics/xcorr_acorr_demo.py

From def8e73f54a10a0d7284d43c0bda11013422a92d Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Wed, 7 Jan 2026 11:14:45 +0100
Subject: [PATCH 76/82] DOC: Improve widgets API documentation

- Structure the page into widgets and helpers.
  This requires explicit listing of the classes, but is bearable as we
  don't often add new classes
- Limit the inheritance diagram to the Widget subclasses instead of also
 showning the helper classes there
- Add documentation for `_SelectorWidget`. It's important to understand
its subclasses. This also results in correctly showing the selector
inheritance in the inheritance diagram
---
 doc/api/widgets_api.rst   | 52 +++++++++++++++++++++++++++++++++++----
 lib/matplotlib/widgets.py | 28 +++++++++++++++------
 2 files changed, 67 insertions(+), 13 deletions(-)

diff --git a/doc/api/widgets_api.rst b/doc/api/widgets_api.rst
index 014361e70377..739b0f8931e0 100644
--- a/doc/api/widgets_api.rst
+++ b/doc/api/widgets_api.rst
@@ -2,11 +2,53 @@
 ``matplotlib.widgets``
 **********************
 
-.. inheritance-diagram:: matplotlib.widgets
+.. currentmodule:: matplotlib.widgets
+
+.. automodule:: matplotlib.widgets
+   :no-members:
+   :no-undoc-members:
+
+
+Widget classes
+==============
+
+.. inheritance-diagram:: matplotlib.widgets.Widget
    :parts: 1
+   :private-bases:
+   :include-subclasses:
 
+.. autosummary::
+   :toctree: _as_gen
+   :template: autosummary.rst
+   :nosignatures:
 
-.. automodule:: matplotlib.widgets
-   :members:
-   :undoc-members:
-   :show-inheritance:
+   Widget
+   AxesWidget
+   Cursor
+   MultiCursor
+   Button
+   CheckButtons
+   RadioButtons
+   SliderBase
+   Slider
+   RangeSlider
+   TextBox
+   _SelectorWidget
+   RectangleSelector
+   EllipseSelector
+   Lasso
+   LassoSelector
+   PolygonSelector
+   SpanSelector
+   SubplotTool
+
+Helper classes
+==============
+
+.. autosummary::
+   :toctree: _as_gen
+   :nosignatures:
+
+   LockDraw
+   ToolHandles
+   ToolLineHandles
diff --git a/lib/matplotlib/widgets.py b/lib/matplotlib/widgets.py
index 79b2e3b7651c..f4107f1b62df 100644
--- a/lib/matplotlib/widgets.py
+++ b/lib/matplotlib/widgets.py
@@ -1,8 +1,6 @@
 """
-GUI neutral widgets
-===================
-
 Widgets that are designed to work for any of the GUI backends.
+
 All of these widgets require you to predefine an `~.axes.Axes`
 instance and pass that as the first parameter.  Matplotlib doesn't try to
 be too smart with respect to layout -- you will have to figure out how
@@ -2193,6 +2191,16 @@ def onmove(self, event):
 
 
 class _SelectorWidget(AxesWidget):
+    """
+    The base class for selector widgets.
+
+    This class provides common functionality for selector widgets,
+    such as handling mouse and keyboard events, managing state modifier keys, etc.
+
+    The class itself is private and may be changed or removed without prior warning.
+    However, the public API it provides to subclasses is stable and considered
+    public on the subclasses.
+    """
 
     def __init__(self, ax, onselect=None, useblit=False, button=None,
                  state_modifier_keys=None, use_data_coordinates=False):
@@ -2497,7 +2505,7 @@ def set_props(self, **props):
     def set_handle_props(self, **handle_props):
         """
         Set the properties of the handles selector artist. See the
-        `handle_props` argument in the selector docstring to know which
+        *handle_props* argument in the selector docstring to know which
         properties are supported.
         """
         if not hasattr(self, '_handles_artists'):
@@ -2521,13 +2529,15 @@ def _validate_state(self, state):
     def add_state(self, state):
         """
         Add a state to define the widget's behavior. See the
-        `state_modifier_keys` parameters for details.
+        *state_modifier_keys* parameter in the constructor of the concrete
+        selector class for details.
 
         Parameters
         ----------
         state : str
             Must be a supported state of the selector. See the
-            `state_modifier_keys` parameters for details.
+            *state_modifier_keys* parameter in the constructor of the concrete
+            selector class for details.
 
         Raises
         ------
@@ -2541,13 +2551,15 @@ def add_state(self, state):
     def remove_state(self, state):
         """
         Remove a state to define the widget's behavior. See the
-        `state_modifier_keys` parameters for details.
+        *state_modifier_keys* parameter in the constructor of the concrete
+        selector class for details.
 
         Parameters
         ----------
         state : str
             Must be a supported state of the selector. See the
-            `state_modifier_keys` parameters for details.
+            *state_modifier_keys* parameter in the constructor of the concrete
+            selector class for details.
 
         Raises
         ------

From 9c0dc4597e1a34016b51425f2778519d7998e0e2 Mon Sep 17 00:00:00 2001
From: Ruth Comer <10599679+rcomer@users.noreply.github.com>
Date: Thu, 15 Jan 2026 14:52:24 +0000
Subject: [PATCH 77/82] DOC: modernise barh example

---
 galleries/examples/lines_bars_and_markers/barh.py | 10 +++-------
 1 file changed, 3 insertions(+), 7 deletions(-)

diff --git a/galleries/examples/lines_bars_and_markers/barh.py b/galleries/examples/lines_bars_and_markers/barh.py
index c8834e252cb6..9e81b7613e25 100644
--- a/galleries/examples/lines_bars_and_markers/barh.py
+++ b/galleries/examples/lines_bars_and_markers/barh.py
@@ -6,20 +6,16 @@
 This example showcases a simple horizontal bar chart.
 """
 import matplotlib.pyplot as plt
-import numpy as np
-
-# Fixing random state for reproducibility
-np.random.seed(19680801)
 
 fig, ax = plt.subplots()
 
 # Example data
 people = ('Tom', 'Dick', 'Harry', 'Slim', 'Jim')
-performance = 3 + 10 * np.random.rand(len(people))
-error = np.random.rand(len(people))
+performance = [5, 7, 6, 4, 9]
+error = [0.2, 0.4, 0.3, 0.6, 0.2]
 
 ax.barh(people, performance, xerr=error, align='center')
-ax.invert_yaxis()  # labels read top-to-bottom
+ax.yaxis.set_inverted(True)  # labels read top-to-bottom
 ax.set_xlabel('Performance')
 ax.set_title('How fast do you want to go today?')
 

From a25d9913f11ba5133b3ed2d23c81490aa1df1a43 Mon Sep 17 00:00:00 2001
From: Ruth Comer <10599679+rcomer@users.noreply.github.com>
Date: Thu, 15 Jan 2026 16:29:10 +0000
Subject: [PATCH 78/82] Clarify code comment

Co-authored-by: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
---
 galleries/examples/lines_bars_and_markers/barh.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/galleries/examples/lines_bars_and_markers/barh.py b/galleries/examples/lines_bars_and_markers/barh.py
index 9e81b7613e25..8529698c1ddb 100644
--- a/galleries/examples/lines_bars_and_markers/barh.py
+++ b/galleries/examples/lines_bars_and_markers/barh.py
@@ -15,7 +15,7 @@
 error = [0.2, 0.4, 0.3, 0.6, 0.2]
 
 ax.barh(people, performance, xerr=error, align='center')
-ax.yaxis.set_inverted(True)  # labels read top-to-bottom
+ax.yaxis.set_inverted(True)  # arrange data from top to bottom
 ax.set_xlabel('Performance')
 ax.set_title('How fast do you want to go today?')
 

From 985f018c23a5dc6e90a392a6e43fd7bfdb8470b7 Mon Sep 17 00:00:00 2001
From: Tim Hoffmann <2836374+timhoffm@users.noreply.github.com>
Date: Thu, 15 Jan 2026 15:07:48 +0100
Subject: [PATCH 79/82] Add redirects from old locations

---
 doc/release/prev_whats_new/whats_new_0.98.4.rst   | 2 +-
 galleries/examples/statistics/cohere.py           | 2 ++
 galleries/examples/statistics/csd_demo.py         | 2 ++
 galleries/examples/statistics/psd_demo.py         | 2 ++
 galleries/examples/statistics/xcorr_acorr_demo.py | 2 ++
 5 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/doc/release/prev_whats_new/whats_new_0.98.4.rst b/doc/release/prev_whats_new/whats_new_0.98.4.rst
index fb08b8355971..8091c1277a5d 100644
--- a/doc/release/prev_whats_new/whats_new_0.98.4.rst
+++ b/doc/release/prev_whats_new/whats_new_0.98.4.rst
@@ -138,7 +138,7 @@ psd amplitude scaling
 
 Ryan May did a lot of work to rationalize the amplitude scaling of
 :func:`~matplotlib.pyplot.psd` and friends.  See
-:doc:`/gallery/lines_bars_and_markers/psd_demo`.
+:doc:`/gallery/statistics/psd_demo`.
 The changes should increase MATLAB
 compatibility and increase scaling options.
 
diff --git a/galleries/examples/statistics/cohere.py b/galleries/examples/statistics/cohere.py
index f02788ea1d69..4fd76d66a06a 100644
--- a/galleries/examples/statistics/cohere.py
+++ b/galleries/examples/statistics/cohere.py
@@ -4,6 +4,8 @@
 =====================================
 
 An example showing how to plot the coherence of two signals using `~.Axes.cohere`.
+
+.. redirect-from:: /gallery/lines_bars_and_markers/cohere
 """
 import matplotlib.pyplot as plt
 import numpy as np
diff --git a/galleries/examples/statistics/csd_demo.py b/galleries/examples/statistics/csd_demo.py
index 76d9f0825223..31c657f6b47f 100644
--- a/galleries/examples/statistics/csd_demo.py
+++ b/galleries/examples/statistics/csd_demo.py
@@ -4,6 +4,8 @@
 ============================
 
 Plot the cross spectral density (CSD) of two signals using `~.Axes.csd`.
+
+.. redirect-from:: /gallery/lines_bars_and_markers/csd_demo
 """
 import matplotlib.pyplot as plt
 import numpy as np
diff --git a/galleries/examples/statistics/psd_demo.py b/galleries/examples/statistics/psd_demo.py
index edbfc79289af..bf564df7542c 100644
--- a/galleries/examples/statistics/psd_demo.py
+++ b/galleries/examples/statistics/psd_demo.py
@@ -8,6 +8,8 @@
 The PSD is a common plot in the field of signal processing. NumPy has
 many useful libraries for computing a PSD. Below we demo a few examples
 of how this can be accomplished and visualized with Matplotlib.
+
+.. redirect-from:: /gallery/lines_bars_and_markers/psd_demo
 """
 import matplotlib.pyplot as plt
 import numpy as np
diff --git a/galleries/examples/statistics/xcorr_acorr_demo.py b/galleries/examples/statistics/xcorr_acorr_demo.py
index 7878ef8d7468..f0cd0ecaf8ed 100644
--- a/galleries/examples/statistics/xcorr_acorr_demo.py
+++ b/galleries/examples/statistics/xcorr_acorr_demo.py
@@ -5,6 +5,8 @@
 
 Example use of cross-correlation (`~.Axes.xcorr`) and auto-correlation
 (`~.Axes.acorr`) plots.
+
+.. redirect-from:: /gallery/lines_bars_and_markers/xcorr_acorr_demo
 """
 import matplotlib.pyplot as plt
 import numpy as np

From fafa950be6cef062e47ed4030d6b37de78c30cfb Mon Sep 17 00:00:00 2001
From: Anton <138380708+r3kste@users.noreply.github.com>
Date: Sat, 17 Jan 2026 00:41:08 +0530
Subject: [PATCH 80/82] Revert exception handling after numpy minver bump to
 1.25

---
 lib/matplotlib/backends/backend_pdf.py | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/lib/matplotlib/backends/backend_pdf.py b/lib/matplotlib/backends/backend_pdf.py
index d63808eb3925..4d64eaccb358 100644
--- a/lib/matplotlib/backends/backend_pdf.py
+++ b/lib/matplotlib/backends/backend_pdf.py
@@ -2632,10 +2632,7 @@ def delta(self, other):
                         different = ours is not theirs
                     else:
                         different = bool(ours != theirs)
-                except (ValueError, DeprecationWarning):
-                    # numpy version < 1.25 raises DeprecationWarning when array shapes
-                    # mismatch, unlike numpy >= 1.25 which raises ValueError.
-                    # This should be removed when numpy < 1.25 is no longer supported.
+                except ValueError:
                     ours = np.asarray(ours)
                     theirs = np.asarray(theirs)
                     different = (ours.shape != theirs.shape or

From e2c45726902e14455ae35c67964248e3b148b216 Mon Sep 17 00:00:00 2001
From: Ruth Comer <10599679+rcomer@users.noreply.github.com>
Date: Sat, 17 Jan 2026 15:52:36 +0000
Subject: [PATCH 81/82] DOC: update interactive rebase instructions

---
 doc/devel/development_workflow.rst | 128 ++++++++++++++++-------------
 1 file changed, 70 insertions(+), 58 deletions(-)

diff --git a/doc/devel/development_workflow.rst b/doc/devel/development_workflow.rst
index c0300acf1f7f..c26b5eb9ae4e 100644
--- a/doc/devel/development_workflow.rst
+++ b/doc/devel/development_workflow.rst
@@ -40,7 +40,7 @@ workflow is:
 
 #. Start a new *feature branch* from ``upstream/main``::
 
-    git checkout -b my-feature upstream/main
+    git checkout -b my-new-feature upstream/main
 
 #. When you're done editing, e.g., ``lib/matplotlib/collections.py``, record your changes in Git::
 
@@ -49,7 +49,7 @@ workflow is:
 
 #. Push the changes to your GitHub fork::
 
-     git push -u origin my-feature
+     git push -u origin my-new-feature
 
 
 .. _update-mirror-main:
@@ -250,15 +250,15 @@ If you notice you messed up after the rebase::
 If you forgot to make a backup branch::
 
    # look at the reflog of the branch
-   git reflog show cool-feature
+   git reflog show my-new-feature
 
-   8630830 cool-feature@{0}: commit: BUG: io: close file handles immediately
-   278dd2a cool-feature@{1}: rebase finished: refs/heads/my-feature-branch onto 11ee694744f2552d
-   26aa21a cool-feature@{2}: commit: BUG: lib: make seek_gzip_factory not leak gzip obj
+   8630830 my-new-feature@{0}: commit: BUG: io: close file handles immediately
+   278dd2a my-new-feature@{1}: rebase finished: refs/heads/my-new-feature onto 11ee694744f2552d
+   26aa21a my-new-feature@{2}: commit: BUG: lib: make seek_gzip_factory not leak gzip obj
    ...
 
    # reset the branch to where it was before the botched rebase
-   git reset --hard cool-feature@{2}
+   git reset --hard my-new-feature@{2}
 
 .. _rewriting-commit-history:
 
@@ -276,73 +276,85 @@ This can be done via *interactive rebasing*.
 
 Suppose that the commit history looks like this::
 
-    git log --oneline
-    eadc391 Fix some remaining bugs
-    a815645 Modify it so that it works
-    2dec1ac Fix a few bugs + disable
-    13d7934 First implementation
-    6ad92e5 * masked is now an instance of a new object, MaskedConstant
-    29001ed Add pre-nep for a copule of structured_array_extensions.
+    $ git log --oneline
+    b7e99a8659 (HEAD -> my-new-feature) Fix some remaining bugs
+    8a5de78b17 Modify it so that it works
+    34448c69eb Fix a few bugs + disable
+    9a5d1ca186 First implementation
+    d1da6fbf0b (upstream/main) Merge pull request #30778 from timhoffm/decorator-tracebackhide
+    6ad937ad83 Merge pull request #30838 from has2k1/fix-numpy-integer-markers
     ...
 
-and ``6ad92e5`` is the last commit in the ``cool-feature`` branch. Suppose we
+and ``b7e99a8659`` is the most recent commit in the ``my-new-feature`` branch. Suppose we
 want to make the following changes:
 
-* Rewrite the commit message for ``13d7934`` to something more sensible.
-* Combine the commits ``2dec1ac``, ``a815645``, ``eadc391`` into a single one.
+* Rewrite the commit message for ``9a5d1ca186`` to something more specific.
+* Combine the commits ``34448c69eb``, ``8a5de78b17``, ``b7e99a8659`` into a single one.
 
 We do as follows::
 
     # make a backup of the current state
     git branch tmp HEAD
     # interactive rebase
-    git rebase -i 6ad92e5
+    git rebase -i d1da6fbf0b
 
 This will open an editor with the following text in it::
 
-    pick 13d7934 First implementation
-    pick 2dec1ac Fix a few bugs + disable
-    pick a815645 Modify it so that it works
-    pick eadc391 Fix some remaining bugs
+    pick 9a5d1ca186 First implementation
+    pick 34448c69eb Fix a few bugs + disable
+    pick 8a5de78b17 Modify it so that it works
+    pick b7e99a8659 Fix some remaining bugs
 
-    # Rebase 6ad92e5..eadc391 onto 6ad92e5
+    # Rebase d1da6fbf0b..b7e99a8659 onto d1da6fbf0b (4 commands)
     #
     # Commands:
-    #  p, pick = use commit
-    #  r, reword = use commit, but edit the commit message
-    #  e, edit = use commit, but stop for amending
-    #  s, squash = use commit, but meld into previous commit
-    #  f, fixup = like "squash", but discard this commit's log message
+    # p, pick <commit> = use commit
+    # r, reword <commit> = use commit, but edit the commit message
+    # e, edit <commit> = use commit, but stop for amending
+    # s, squash <commit> = use commit, but meld into previous commit
+    # f, fixup [-C | -c] <commit> = like "squash" but keep only the previous
+    #                    commit's log message, unless -C is used, in which case
+    #                    keep only this commit's message; -c is same as -C but
+    #                    opens the editor
+    # x, exec <command> = run command (the rest of the line) using shell
+    # b, break = stop here (continue rebase later with 'git rebase --continue')
+    # d, drop <commit> = remove commit
+    # l, label <label> = label current HEAD with a name
+    # t, reset <label> = reset HEAD to a label
+    # m, merge [-C <commit> | -c <commit>] <label> [# <oneline>]
+    #         create a merge commit using the original merge commit's
+    #         message (or the oneline, if no original merge commit was
+    #         specified); use -c <commit> to reword the commit message
+    # u, update-ref <ref> = track a placeholder for the <ref> to be updated
+    #                       to this position in the new commits. The <ref> is
+    #                       updated at the end of the rebase
+    #
+    # These lines can be re-ordered; they are executed from top to bottom.
     #
     # If you remove a line here THAT COMMIT WILL BE LOST.
+    #
     # However, if you remove everything, the rebase will be aborted.
     #
 
 To achieve what we want, we will make the following changes to it::
 
-    r 13d7934 First implementation
-    pick 2dec1ac Fix a few bugs + disable
-    f a815645 Modify it so that it works
-    f eadc391 Fix some remaining bugs
+    r 9a5d1ca186 First implementation
+    pick 34448c69eb Fix a few bugs + disable
+    f 8a5de78b17 Modify it so that it works
+    f b7e99a8659 Fix some remaining bugs
 
 This means that (i) we want to edit the commit message for
-``13d7934``, and (ii) collapse the last three commits into one. Now we
+``9a5d1ca186``, and (ii) collapse the last three commits into one. Now we
 save and quit the editor.
 
 Git will then immediately bring up an editor for editing the commit
-message. After revising it, we get the output::
-
-    [detached HEAD 721fc64] FOO: First implementation
-     2 files changed, 199 insertions(+), 66 deletions(-)
-    [detached HEAD 0f22701] Fix a few bugs + disable
-     1 files changed, 79 insertions(+), 61 deletions(-)
-    Successfully rebased and updated refs/heads/my-feature-branch.
+message. After revising it, the history looks like this::
 
-and now, the history looks like this::
-
-     0f22701 Fix a few bugs + disable
-     721fc64 ENH: Sophisticated feature
-     6ad92e5 * masked is now an instance of a new object, MaskedConstant
+    955f532b04 (HEAD -> my-new-feature) Fix a few bugs + disable
+    5a2046b5a7 Add my coolest of features
+    d1da6fbf0b (upstream/main) Merge pull request #30778 from timhoffm/decorator-tracebackhide
+    6ad937ad83 Merge pull request #30838 from has2k1/fix-numpy-integer-markers
+    ...
 
 If it went wrong, recovery is again possible as explained :ref:`above
 <recovering-from-mess-up>`.
@@ -359,14 +371,14 @@ Rebase onto ``upstream/main``
 
 Let's say you thought of some work you'd like to do. You
 :ref:`update-mirror-main` and :ref:`make-feature-branch` called
-``cool-feature``. At this stage, ``main`` is at some commit, let's call it E.
-Now you make some new commits on your ``cool-feature`` branch, let's call them
+``my-new-feature``. At this stage, ``main`` is at some commit, let's call it E.
+Now you make some new commits on your ``my-new-feature`` branch, let's call them
 A, B, C. Maybe your changes take a while, or you come back to them after a
 while. In the meantime, ``main`` has progressed from commit E to commit (say) G:
 
 .. code-block:: none
 
-          A---B---C cool-feature
+          A---B---C my-new-feature
          /
     D---E---F---G main
 
@@ -384,7 +396,7 @@ rebase, your history will look like this:
 
 .. code-block:: none
 
-                  A'--B'--C' cool-feature
+                  A'--B'--C' my-new-feature
                  /
     D---E---F---G main
 
@@ -397,13 +409,13 @@ To do a rebase on ``upstream/main``::
     # Fetch changes from upstream/main
     git fetch upstream
     # go to the feature branch
-    git checkout cool-feature
+    git checkout my-new-feature
     # make a backup in case you mess up
-    git branch tmp cool-feature
-    # rebase cool-feature onto main
-    git rebase --onto upstream/main upstream/main cool-feature
+    git branch tmp my-new-feature
+    # rebase my-new-feature onto main
+    git rebase --onto upstream/main upstream/main my-new-feature
 
-In this situation, where you are already on branch ``cool-feature``, the last
+In this situation, where you are already on branch ``my-new-feature``, the last
 command can be written more succinctly as::
 
     git rebase upstream/main
@@ -442,13 +454,13 @@ a git history that looks something like
 
 .. code-block:: none
 
-       A'--E cool-feature
+       A'--E my-new-feature
       /
-     D---A---B---C origin/cool-feature
+     D---A---B---C origin/my-new-feature
 
 where you have pushed the commits ``A,B,C`` to your fork on GitHub (under the
 remote name *origin*) but now have the commits ``A'`` and ``E`` on your local
-branch *cool-feature*.  If you try to push the new commits to GitHub, it will
+branch *my-new-feature*.  If you try to push the new commits to GitHub, it will
 fail and show an error that looks like ::
 
    $ git push
@@ -466,7 +478,7 @@ longer be referenced by any branch and they would be discarded:
 
 .. code-block:: none
 
-      D---A'---E cool-feature, origin/cool-feature
+      D---A'---E my-new-feature, origin/my-new-feature
 
 By default ``git push`` helpfully tries to protect you from accidentally
 discarding commits by rejecting the push to the remote.  When this happens,

From 000f898ab7af73e018e6616807ee79d1a4fe2e4f Mon Sep 17 00:00:00 2001
From: Ruth Comer <10599679+rcomer@users.noreply.github.com>
Date: Sat, 17 Jan 2026 16:21:48 +0000
Subject: [PATCH 82/82] MNT: do not assign a numpy array shape

---
 lib/matplotlib/tests/test_axes.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/lib/matplotlib/tests/test_axes.py b/lib/matplotlib/tests/test_axes.py
index 7faaf7094e1e..7c8dfdd40473 100644
--- a/lib/matplotlib/tests/test_axes.py
+++ b/lib/matplotlib/tests/test_axes.py
@@ -2332,9 +2332,8 @@ def test_pcolor_regression(pd):
 
     time_axis, y_axis = np.meshgrid(times, y_vals)
     shape = (len(y_vals) - 1, len(times) - 1)
-    z_data = np.arange(shape[0] * shape[1])
+    z_data = np.arange(shape[0] * shape[1]).reshape(shape)
 
-    z_data.shape = shape
     try:
         register_matplotlib_converters()