3632 lines
135 KiB
Python
3632 lines
135 KiB
Python
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"""
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`matplotlib.figure` implements the following classes:
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`Figure`
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Top level `~matplotlib.artist.Artist`, which holds all plot elements.
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Many methods are implemented in `FigureBase`.
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`SubFigure`
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A logical figure inside a figure, usually added to a figure (or parent
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`SubFigure`) with `Figure.add_subfigure` or `Figure.subfigures` methods
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(provisional API v3.4).
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Figures are typically created using pyplot methods `~.pyplot.figure`,
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`~.pyplot.subplots`, and `~.pyplot.subplot_mosaic`.
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.. plot::
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:include-source:
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fig, ax = plt.subplots(figsize=(2, 2), facecolor='lightskyblue',
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layout='constrained')
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fig.suptitle('Figure')
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ax.set_title('Axes', loc='left', fontstyle='oblique', fontsize='medium')
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Some situations call for directly instantiating a `~.figure.Figure` class,
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usually inside an application of some sort (see :ref:`user_interfaces` for a
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list of examples) . More information about Figures can be found at
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:ref:`figure-intro`.
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"""
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from contextlib import ExitStack
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import inspect
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import itertools
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import logging
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from numbers import Integral
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import threading
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import numpy as np
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import matplotlib as mpl
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from matplotlib import _blocking_input, backend_bases, _docstring, projections
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from matplotlib.artist import (
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Artist, allow_rasterization, _finalize_rasterization)
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from matplotlib.backend_bases import (
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DrawEvent, FigureCanvasBase, NonGuiException, MouseButton, _get_renderer)
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import matplotlib._api as _api
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import matplotlib.cbook as cbook
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import matplotlib.colorbar as cbar
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import matplotlib.image as mimage
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from matplotlib.axes import Axes
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from matplotlib.gridspec import GridSpec, SubplotParams
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from matplotlib.layout_engine import (
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ConstrainedLayoutEngine, TightLayoutEngine, LayoutEngine,
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PlaceHolderLayoutEngine
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)
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import matplotlib.legend as mlegend
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from matplotlib.patches import Rectangle
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from matplotlib.text import Text
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from matplotlib.transforms import (Affine2D, Bbox, BboxTransformTo,
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TransformedBbox)
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_log = logging.getLogger(__name__)
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def _stale_figure_callback(self, val):
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if self.figure:
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self.figure.stale = val
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class _AxesStack:
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"""
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Helper class to track Axes in a figure.
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Axes are tracked both in the order in which they have been added
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(``self._axes`` insertion/iteration order) and in the separate "gca" stack
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(which is the index to which they map in the ``self._axes`` dict).
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"""
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def __init__(self):
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self._axes = {} # Mapping of Axes to "gca" order.
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self._counter = itertools.count()
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def as_list(self):
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"""List the Axes that have been added to the figure."""
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return [*self._axes] # This relies on dict preserving order.
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def remove(self, a):
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"""Remove the Axes from the stack."""
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self._axes.pop(a)
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def bubble(self, a):
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"""Move an Axes, which must already exist in the stack, to the top."""
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if a not in self._axes:
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raise ValueError("Axes has not been added yet")
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self._axes[a] = next(self._counter)
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def add(self, a):
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"""Add an Axes to the stack, ignoring it if already present."""
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if a not in self._axes:
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self._axes[a] = next(self._counter)
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def current(self):
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"""Return the active Axes, or None if the stack is empty."""
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return max(self._axes, key=self._axes.__getitem__, default=None)
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def __getstate__(self):
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return {
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**vars(self),
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"_counter": max(self._axes.values(), default=0)
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}
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def __setstate__(self, state):
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next_counter = state.pop('_counter')
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vars(self).update(state)
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self._counter = itertools.count(next_counter)
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class FigureBase(Artist):
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"""
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Base class for `.Figure` and `.SubFigure` containing the methods that add
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artists to the figure or subfigure, create Axes, etc.
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"""
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def __init__(self, **kwargs):
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super().__init__()
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# remove the non-figure artist _axes property
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# as it makes no sense for a figure to be _in_ an Axes
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# this is used by the property methods in the artist base class
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# which are over-ridden in this class
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del self._axes
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self._suptitle = None
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self._supxlabel = None
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self._supylabel = None
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# groupers to keep track of x, y labels and title we want to align.
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# see self.align_xlabels, self.align_ylabels,
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# self.align_titles, and axis._get_tick_boxes_siblings
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self._align_label_groups = {
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"x": cbook.Grouper(),
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"y": cbook.Grouper(),
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"title": cbook.Grouper()
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}
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self._localaxes = [] # track all Axes
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self.artists = []
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self.lines = []
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self.patches = []
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self.texts = []
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self.images = []
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self.legends = []
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self.subfigs = []
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self.stale = True
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self.suppressComposite = None
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self.set(**kwargs)
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def _get_draw_artists(self, renderer):
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"""Also runs apply_aspect"""
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artists = self.get_children()
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artists.remove(self.patch)
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artists = sorted(
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(artist for artist in artists if not artist.get_animated()),
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key=lambda artist: artist.get_zorder())
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for ax in self._localaxes:
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locator = ax.get_axes_locator()
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ax.apply_aspect(locator(ax, renderer) if locator else None)
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for child in ax.get_children():
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if hasattr(child, 'apply_aspect'):
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locator = child.get_axes_locator()
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child.apply_aspect(
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locator(child, renderer) if locator else None)
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return artists
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def autofmt_xdate(
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self, bottom=0.2, rotation=30, ha='right', which='major'):
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"""
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Date ticklabels often overlap, so it is useful to rotate them
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and right align them. Also, a common use case is a number of
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subplots with shared x-axis where the x-axis is date data. The
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ticklabels are often long, and it helps to rotate them on the
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bottom subplot and turn them off on other subplots, as well as
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turn off xlabels.
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Parameters
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----------
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bottom : float, default: 0.2
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The bottom of the subplots for `subplots_adjust`.
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rotation : float, default: 30 degrees
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The rotation angle of the xtick labels in degrees.
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ha : {'left', 'center', 'right'}, default: 'right'
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The horizontal alignment of the xticklabels.
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which : {'major', 'minor', 'both'}, default: 'major'
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Selects which ticklabels to rotate.
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"""
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_api.check_in_list(['major', 'minor', 'both'], which=which)
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allsubplots = all(ax.get_subplotspec() for ax in self.axes)
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if len(self.axes) == 1:
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for label in self.axes[0].get_xticklabels(which=which):
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label.set_ha(ha)
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label.set_rotation(rotation)
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else:
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if allsubplots:
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for ax in self.get_axes():
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if ax.get_subplotspec().is_last_row():
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for label in ax.get_xticklabels(which=which):
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label.set_ha(ha)
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label.set_rotation(rotation)
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else:
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for label in ax.get_xticklabels(which=which):
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label.set_visible(False)
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ax.set_xlabel('')
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if allsubplots:
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self.subplots_adjust(bottom=bottom)
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self.stale = True
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def get_children(self):
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"""Get a list of artists contained in the figure."""
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return [self.patch,
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*self.artists,
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*self._localaxes,
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*self.lines,
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*self.patches,
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*self.texts,
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*self.images,
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*self.legends,
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*self.subfigs]
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def contains(self, mouseevent):
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"""
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Test whether the mouse event occurred on the figure.
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Returns
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-------
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bool, {}
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"""
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if self._different_canvas(mouseevent):
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return False, {}
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inside = self.bbox.contains(mouseevent.x, mouseevent.y)
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return inside, {}
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def get_window_extent(self, renderer=None):
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# docstring inherited
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return self.bbox
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def _suplabels(self, t, info, **kwargs):
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"""
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Add a centered %(name)s to the figure.
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Parameters
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----------
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t : str
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The %(name)s text.
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x : float, default: %(x0)s
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The x location of the text in figure coordinates.
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y : float, default: %(y0)s
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The y location of the text in figure coordinates.
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horizontalalignment, ha : {'center', 'left', 'right'}, default: %(ha)s
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The horizontal alignment of the text relative to (*x*, *y*).
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verticalalignment, va : {'top', 'center', 'bottom', 'baseline'}, \
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default: %(va)s
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The vertical alignment of the text relative to (*x*, *y*).
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fontsize, size : default: :rc:`figure.%(rc)ssize`
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The font size of the text. See `.Text.set_size` for possible
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values.
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fontweight, weight : default: :rc:`figure.%(rc)sweight`
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The font weight of the text. See `.Text.set_weight` for possible
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values.
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Returns
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-------
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text
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The `.Text` instance of the %(name)s.
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Other Parameters
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----------------
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fontproperties : None or dict, optional
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A dict of font properties. If *fontproperties* is given the
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default values for font size and weight are taken from the
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`.FontProperties` defaults. :rc:`figure.%(rc)ssize` and
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:rc:`figure.%(rc)sweight` are ignored in this case.
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**kwargs
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Additional kwargs are `matplotlib.text.Text` properties.
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"""
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x = kwargs.pop('x', None)
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y = kwargs.pop('y', None)
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if info['name'] in ['_supxlabel', '_suptitle']:
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autopos = y is None
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elif info['name'] == '_supylabel':
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autopos = x is None
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if x is None:
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x = info['x0']
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if y is None:
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y = info['y0']
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kwargs = cbook.normalize_kwargs(kwargs, Text)
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kwargs.setdefault('horizontalalignment', info['ha'])
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kwargs.setdefault('verticalalignment', info['va'])
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kwargs.setdefault('rotation', info['rotation'])
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if 'fontproperties' not in kwargs:
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kwargs.setdefault('fontsize', mpl.rcParams[info['size']])
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kwargs.setdefault('fontweight', mpl.rcParams[info['weight']])
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suplab = getattr(self, info['name'])
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if suplab is not None:
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suplab.set_text(t)
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suplab.set_position((x, y))
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suplab.set(**kwargs)
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else:
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suplab = self.text(x, y, t, **kwargs)
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setattr(self, info['name'], suplab)
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suplab._autopos = autopos
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self.stale = True
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return suplab
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@_docstring.Substitution(x0=0.5, y0=0.98, name='suptitle', ha='center',
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va='top', rc='title')
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@_docstring.copy(_suplabels)
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def suptitle(self, t, **kwargs):
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# docstring from _suplabels...
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info = {'name': '_suptitle', 'x0': 0.5, 'y0': 0.98,
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'ha': 'center', 'va': 'top', 'rotation': 0,
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'size': 'figure.titlesize', 'weight': 'figure.titleweight'}
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return self._suplabels(t, info, **kwargs)
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def get_suptitle(self):
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"""Return the suptitle as string or an empty string if not set."""
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text_obj = self._suptitle
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return "" if text_obj is None else text_obj.get_text()
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@_docstring.Substitution(x0=0.5, y0=0.01, name='supxlabel', ha='center',
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va='bottom', rc='label')
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@_docstring.copy(_suplabels)
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def supxlabel(self, t, **kwargs):
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# docstring from _suplabels...
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info = {'name': '_supxlabel', 'x0': 0.5, 'y0': 0.01,
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'ha': 'center', 'va': 'bottom', 'rotation': 0,
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'size': 'figure.labelsize', 'weight': 'figure.labelweight'}
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return self._suplabels(t, info, **kwargs)
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def get_supxlabel(self):
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"""Return the supxlabel as string or an empty string if not set."""
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text_obj = self._supxlabel
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return "" if text_obj is None else text_obj.get_text()
|
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@_docstring.Substitution(x0=0.02, y0=0.5, name='supylabel', ha='left',
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va='center', rc='label')
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@_docstring.copy(_suplabels)
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def supylabel(self, t, **kwargs):
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# docstring from _suplabels...
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info = {'name': '_supylabel', 'x0': 0.02, 'y0': 0.5,
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'ha': 'left', 'va': 'center', 'rotation': 'vertical',
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'rotation_mode': 'anchor', 'size': 'figure.labelsize',
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'weight': 'figure.labelweight'}
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return self._suplabels(t, info, **kwargs)
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def get_supylabel(self):
|
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"""Return the supylabel as string or an empty string if not set."""
|
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text_obj = self._supylabel
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|
|
return "" if text_obj is None else text_obj.get_text()
|
||
|
|
|
||
|
|
def get_edgecolor(self):
|
||
|
|
"""Get the edge color of the Figure rectangle."""
|
||
|
|
return self.patch.get_edgecolor()
|
||
|
|
|
||
|
|
def get_facecolor(self):
|
||
|
|
"""Get the face color of the Figure rectangle."""
|
||
|
|
return self.patch.get_facecolor()
|
||
|
|
|
||
|
|
def get_frameon(self):
|
||
|
|
"""
|
||
|
|
Return the figure's background patch visibility, i.e.
|
||
|
|
whether the figure background will be drawn. Equivalent to
|
||
|
|
``Figure.patch.get_visible()``.
|
||
|
|
"""
|
||
|
|
return self.patch.get_visible()
|
||
|
|
|
||
|
|
def set_linewidth(self, linewidth):
|
||
|
|
"""
|
||
|
|
Set the line width of the Figure rectangle.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
linewidth : number
|
||
|
|
"""
|
||
|
|
self.patch.set_linewidth(linewidth)
|
||
|
|
|
||
|
|
def get_linewidth(self):
|
||
|
|
"""
|
||
|
|
Get the line width of the Figure rectangle.
|
||
|
|
"""
|
||
|
|
return self.patch.get_linewidth()
|
||
|
|
|
||
|
|
def set_edgecolor(self, color):
|
||
|
|
"""
|
||
|
|
Set the edge color of the Figure rectangle.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
color : :mpltype:`color`
|
||
|
|
"""
|
||
|
|
self.patch.set_edgecolor(color)
|
||
|
|
|
||
|
|
def set_facecolor(self, color):
|
||
|
|
"""
|
||
|
|
Set the face color of the Figure rectangle.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
color : :mpltype:`color`
|
||
|
|
"""
|
||
|
|
self.patch.set_facecolor(color)
|
||
|
|
|
||
|
|
def set_frameon(self, b):
|
||
|
|
"""
|
||
|
|
Set the figure's background patch visibility, i.e.
|
||
|
|
whether the figure background will be drawn. Equivalent to
|
||
|
|
``Figure.patch.set_visible()``.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
b : bool
|
||
|
|
"""
|
||
|
|
self.patch.set_visible(b)
|
||
|
|
self.stale = True
|
||
|
|
|
||
|
|
frameon = property(get_frameon, set_frameon)
|
||
|
|
|
||
|
|
def add_artist(self, artist, clip=False):
|
||
|
|
"""
|
||
|
|
Add an `.Artist` to the figure.
|
||
|
|
|
||
|
|
Usually artists are added to `~.axes.Axes` objects using
|
||
|
|
`.Axes.add_artist`; this method can be used in the rare cases where
|
||
|
|
one needs to add artists directly to the figure instead.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
artist : `~matplotlib.artist.Artist`
|
||
|
|
The artist to add to the figure. If the added artist has no
|
||
|
|
transform previously set, its transform will be set to
|
||
|
|
``figure.transSubfigure``.
|
||
|
|
clip : bool, default: False
|
||
|
|
Whether the added artist should be clipped by the figure patch.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`~matplotlib.artist.Artist`
|
||
|
|
The added artist.
|
||
|
|
"""
|
||
|
|
artist.set_figure(self)
|
||
|
|
self.artists.append(artist)
|
||
|
|
artist._remove_method = self.artists.remove
|
||
|
|
|
||
|
|
if not artist.is_transform_set():
|
||
|
|
artist.set_transform(self.transSubfigure)
|
||
|
|
|
||
|
|
if clip and artist.get_clip_path() is None:
|
||
|
|
artist.set_clip_path(self.patch)
|
||
|
|
|
||
|
|
self.stale = True
|
||
|
|
return artist
|
||
|
|
|
||
|
|
@_docstring.dedent_interpd
|
||
|
|
def add_axes(self, *args, **kwargs):
|
||
|
|
"""
|
||
|
|
Add an `~.axes.Axes` to the figure.
|
||
|
|
|
||
|
|
Call signatures::
|
||
|
|
|
||
|
|
add_axes(rect, projection=None, polar=False, **kwargs)
|
||
|
|
add_axes(ax)
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
rect : tuple (left, bottom, width, height)
|
||
|
|
The dimensions (left, bottom, width, height) of the new
|
||
|
|
`~.axes.Axes`. All quantities are in fractions of figure width and
|
||
|
|
height.
|
||
|
|
|
||
|
|
projection : {None, 'aitoff', 'hammer', 'lambert', 'mollweide', \
|
||
|
|
'polar', 'rectilinear', str}, optional
|
||
|
|
The projection type of the `~.axes.Axes`. *str* is the name of
|
||
|
|
a custom projection, see `~matplotlib.projections`. The default
|
||
|
|
None results in a 'rectilinear' projection.
|
||
|
|
|
||
|
|
polar : bool, default: False
|
||
|
|
If True, equivalent to projection='polar'.
|
||
|
|
|
||
|
|
axes_class : subclass type of `~.axes.Axes`, optional
|
||
|
|
The `.axes.Axes` subclass that is instantiated. This parameter
|
||
|
|
is incompatible with *projection* and *polar*. See
|
||
|
|
:ref:`axisartist_users-guide-index` for examples.
|
||
|
|
|
||
|
|
sharex, sharey : `~matplotlib.axes.Axes`, optional
|
||
|
|
Share the x or y `~matplotlib.axis` with sharex and/or sharey.
|
||
|
|
The axis will have the same limits, ticks, and scale as the axis
|
||
|
|
of the shared Axes.
|
||
|
|
|
||
|
|
label : str
|
||
|
|
A label for the returned Axes.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`~.axes.Axes`, or a subclass of `~.axes.Axes`
|
||
|
|
The returned Axes class depends on the projection used. It is
|
||
|
|
`~.axes.Axes` if rectilinear projection is used and
|
||
|
|
`.projections.polar.PolarAxes` if polar projection is used.
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
**kwargs
|
||
|
|
This method also takes the keyword arguments for
|
||
|
|
the returned Axes class. The keyword arguments for the
|
||
|
|
rectilinear Axes class `~.axes.Axes` can be found in
|
||
|
|
the following table but there might also be other keyword
|
||
|
|
arguments if another projection is used, see the actual Axes
|
||
|
|
class.
|
||
|
|
|
||
|
|
%(Axes:kwdoc)s
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
In rare circumstances, `.add_axes` may be called with a single
|
||
|
|
argument, an Axes instance already created in the present figure but
|
||
|
|
not in the figure's list of Axes.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
.Figure.add_subplot
|
||
|
|
.pyplot.subplot
|
||
|
|
.pyplot.axes
|
||
|
|
.Figure.subplots
|
||
|
|
.pyplot.subplots
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
Some simple examples::
|
||
|
|
|
||
|
|
rect = l, b, w, h
|
||
|
|
fig = plt.figure()
|
||
|
|
fig.add_axes(rect)
|
||
|
|
fig.add_axes(rect, frameon=False, facecolor='g')
|
||
|
|
fig.add_axes(rect, polar=True)
|
||
|
|
ax = fig.add_axes(rect, projection='polar')
|
||
|
|
fig.delaxes(ax)
|
||
|
|
fig.add_axes(ax)
|
||
|
|
"""
|
||
|
|
|
||
|
|
if not len(args) and 'rect' not in kwargs:
|
||
|
|
raise TypeError(
|
||
|
|
"add_axes() missing 1 required positional argument: 'rect'")
|
||
|
|
elif 'rect' in kwargs:
|
||
|
|
if len(args):
|
||
|
|
raise TypeError(
|
||
|
|
"add_axes() got multiple values for argument 'rect'")
|
||
|
|
args = (kwargs.pop('rect'), )
|
||
|
|
|
||
|
|
if isinstance(args[0], Axes):
|
||
|
|
a, *extra_args = args
|
||
|
|
key = a._projection_init
|
||
|
|
if a.get_figure() is not self:
|
||
|
|
raise ValueError(
|
||
|
|
"The Axes must have been created in the present figure")
|
||
|
|
else:
|
||
|
|
rect, *extra_args = args
|
||
|
|
if not np.isfinite(rect).all():
|
||
|
|
raise ValueError(f'all entries in rect must be finite not {rect}')
|
||
|
|
projection_class, pkw = self._process_projection_requirements(**kwargs)
|
||
|
|
|
||
|
|
# create the new Axes using the Axes class given
|
||
|
|
a = projection_class(self, rect, **pkw)
|
||
|
|
key = (projection_class, pkw)
|
||
|
|
|
||
|
|
if extra_args:
|
||
|
|
_api.warn_deprecated(
|
||
|
|
"3.8",
|
||
|
|
name="Passing more than one positional argument to Figure.add_axes",
|
||
|
|
addendum="Any additional positional arguments are currently ignored.")
|
||
|
|
return self._add_axes_internal(a, key)
|
||
|
|
|
||
|
|
@_docstring.dedent_interpd
|
||
|
|
def add_subplot(self, *args, **kwargs):
|
||
|
|
"""
|
||
|
|
Add an `~.axes.Axes` to the figure as part of a subplot arrangement.
|
||
|
|
|
||
|
|
Call signatures::
|
||
|
|
|
||
|
|
add_subplot(nrows, ncols, index, **kwargs)
|
||
|
|
add_subplot(pos, **kwargs)
|
||
|
|
add_subplot(ax)
|
||
|
|
add_subplot()
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
*args : int, (int, int, *index*), or `.SubplotSpec`, default: (1, 1, 1)
|
||
|
|
The position of the subplot described by one of
|
||
|
|
|
||
|
|
- Three integers (*nrows*, *ncols*, *index*). The subplot will
|
||
|
|
take the *index* position on a grid with *nrows* rows and
|
||
|
|
*ncols* columns. *index* starts at 1 in the upper left corner
|
||
|
|
and increases to the right. *index* can also be a two-tuple
|
||
|
|
specifying the (*first*, *last*) indices (1-based, and including
|
||
|
|
*last*) of the subplot, e.g., ``fig.add_subplot(3, 1, (1, 2))``
|
||
|
|
makes a subplot that spans the upper 2/3 of the figure.
|
||
|
|
- A 3-digit integer. The digits are interpreted as if given
|
||
|
|
separately as three single-digit integers, i.e.
|
||
|
|
``fig.add_subplot(235)`` is the same as
|
||
|
|
``fig.add_subplot(2, 3, 5)``. Note that this can only be used
|
||
|
|
if there are no more than 9 subplots.
|
||
|
|
- A `.SubplotSpec`.
|
||
|
|
|
||
|
|
In rare circumstances, `.add_subplot` may be called with a single
|
||
|
|
argument, a subplot Axes instance already created in the
|
||
|
|
present figure but not in the figure's list of Axes.
|
||
|
|
|
||
|
|
projection : {None, 'aitoff', 'hammer', 'lambert', 'mollweide', \
|
||
|
|
'polar', 'rectilinear', str}, optional
|
||
|
|
The projection type of the subplot (`~.axes.Axes`). *str* is the
|
||
|
|
name of a custom projection, see `~matplotlib.projections`. The
|
||
|
|
default None results in a 'rectilinear' projection.
|
||
|
|
|
||
|
|
polar : bool, default: False
|
||
|
|
If True, equivalent to projection='polar'.
|
||
|
|
|
||
|
|
axes_class : subclass type of `~.axes.Axes`, optional
|
||
|
|
The `.axes.Axes` subclass that is instantiated. This parameter
|
||
|
|
is incompatible with *projection* and *polar*. See
|
||
|
|
:ref:`axisartist_users-guide-index` for examples.
|
||
|
|
|
||
|
|
sharex, sharey : `~matplotlib.axes.Axes`, optional
|
||
|
|
Share the x or y `~matplotlib.axis` with sharex and/or sharey.
|
||
|
|
The axis will have the same limits, ticks, and scale as the axis
|
||
|
|
of the shared Axes.
|
||
|
|
|
||
|
|
label : str
|
||
|
|
A label for the returned Axes.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`~.axes.Axes`
|
||
|
|
|
||
|
|
The Axes of the subplot. The returned Axes can actually be an
|
||
|
|
instance of a subclass, such as `.projections.polar.PolarAxes` for
|
||
|
|
polar projections.
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
**kwargs
|
||
|
|
This method also takes the keyword arguments for the returned Axes
|
||
|
|
base class; except for the *figure* argument. The keyword arguments
|
||
|
|
for the rectilinear base class `~.axes.Axes` can be found in
|
||
|
|
the following table but there might also be other keyword
|
||
|
|
arguments if another projection is used.
|
||
|
|
|
||
|
|
%(Axes:kwdoc)s
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
.Figure.add_axes
|
||
|
|
.pyplot.subplot
|
||
|
|
.pyplot.axes
|
||
|
|
.Figure.subplots
|
||
|
|
.pyplot.subplots
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
::
|
||
|
|
|
||
|
|
fig = plt.figure()
|
||
|
|
|
||
|
|
fig.add_subplot(231)
|
||
|
|
ax1 = fig.add_subplot(2, 3, 1) # equivalent but more general
|
||
|
|
|
||
|
|
fig.add_subplot(232, frameon=False) # subplot with no frame
|
||
|
|
fig.add_subplot(233, projection='polar') # polar subplot
|
||
|
|
fig.add_subplot(234, sharex=ax1) # subplot sharing x-axis with ax1
|
||
|
|
fig.add_subplot(235, facecolor="red") # red subplot
|
||
|
|
|
||
|
|
ax1.remove() # delete ax1 from the figure
|
||
|
|
fig.add_subplot(ax1) # add ax1 back to the figure
|
||
|
|
"""
|
||
|
|
if 'figure' in kwargs:
|
||
|
|
# Axes itself allows for a 'figure' kwarg, but since we want to
|
||
|
|
# bind the created Axes to self, it is not allowed here.
|
||
|
|
raise _api.kwarg_error("add_subplot", "figure")
|
||
|
|
|
||
|
|
if (len(args) == 1
|
||
|
|
and isinstance(args[0], mpl.axes._base._AxesBase)
|
||
|
|
and args[0].get_subplotspec()):
|
||
|
|
ax = args[0]
|
||
|
|
key = ax._projection_init
|
||
|
|
if ax.get_figure() is not self:
|
||
|
|
raise ValueError("The Axes must have been created in "
|
||
|
|
"the present figure")
|
||
|
|
else:
|
||
|
|
if not args:
|
||
|
|
args = (1, 1, 1)
|
||
|
|
# Normalize correct ijk values to (i, j, k) here so that
|
||
|
|
# add_subplot(211) == add_subplot(2, 1, 1). Invalid values will
|
||
|
|
# trigger errors later (via SubplotSpec._from_subplot_args).
|
||
|
|
if (len(args) == 1 and isinstance(args[0], Integral)
|
||
|
|
and 100 <= args[0] <= 999):
|
||
|
|
args = tuple(map(int, str(args[0])))
|
||
|
|
projection_class, pkw = self._process_projection_requirements(**kwargs)
|
||
|
|
ax = projection_class(self, *args, **pkw)
|
||
|
|
key = (projection_class, pkw)
|
||
|
|
return self._add_axes_internal(ax, key)
|
||
|
|
|
||
|
|
def _add_axes_internal(self, ax, key):
|
||
|
|
"""Private helper for `add_axes` and `add_subplot`."""
|
||
|
|
self._axstack.add(ax)
|
||
|
|
if ax not in self._localaxes:
|
||
|
|
self._localaxes.append(ax)
|
||
|
|
self.sca(ax)
|
||
|
|
ax._remove_method = self.delaxes
|
||
|
|
# this is to support plt.subplot's re-selection logic
|
||
|
|
ax._projection_init = key
|
||
|
|
self.stale = True
|
||
|
|
ax.stale_callback = _stale_figure_callback
|
||
|
|
return ax
|
||
|
|
|
||
|
|
def subplots(self, nrows=1, ncols=1, *, sharex=False, sharey=False,
|
||
|
|
squeeze=True, width_ratios=None, height_ratios=None,
|
||
|
|
subplot_kw=None, gridspec_kw=None):
|
||
|
|
"""
|
||
|
|
Add a set of subplots to this figure.
|
||
|
|
|
||
|
|
This utility wrapper makes it convenient to create common layouts of
|
||
|
|
subplots in a single call.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
nrows, ncols : int, default: 1
|
||
|
|
Number of rows/columns of the subplot grid.
|
||
|
|
|
||
|
|
sharex, sharey : bool or {'none', 'all', 'row', 'col'}, default: False
|
||
|
|
Controls sharing of x-axis (*sharex*) or y-axis (*sharey*):
|
||
|
|
|
||
|
|
- True or 'all': x- or y-axis will be shared among all subplots.
|
||
|
|
- False or 'none': each subplot x- or y-axis will be independent.
|
||
|
|
- 'row': each subplot row will share an x- or y-axis.
|
||
|
|
- 'col': each subplot column will share an x- or y-axis.
|
||
|
|
|
||
|
|
When subplots have a shared x-axis along a column, only the x tick
|
||
|
|
labels of the bottom subplot are created. Similarly, when subplots
|
||
|
|
have a shared y-axis along a row, only the y tick labels of the
|
||
|
|
first column subplot are created. To later turn other subplots'
|
||
|
|
ticklabels on, use `~matplotlib.axes.Axes.tick_params`.
|
||
|
|
|
||
|
|
When subplots have a shared axis that has units, calling
|
||
|
|
`.Axis.set_units` will update each axis with the new units.
|
||
|
|
|
||
|
|
Note that it is not possible to unshare axes.
|
||
|
|
|
||
|
|
squeeze : bool, default: True
|
||
|
|
- If True, extra dimensions are squeezed out from the returned
|
||
|
|
array of Axes:
|
||
|
|
|
||
|
|
- if only one subplot is constructed (nrows=ncols=1), the
|
||
|
|
resulting single Axes object is returned as a scalar.
|
||
|
|
- for Nx1 or 1xM subplots, the returned object is a 1D numpy
|
||
|
|
object array of Axes objects.
|
||
|
|
- for NxM, subplots with N>1 and M>1 are returned as a 2D array.
|
||
|
|
|
||
|
|
- If False, no squeezing at all is done: the returned Axes object
|
||
|
|
is always a 2D array containing Axes instances, even if it ends
|
||
|
|
up being 1x1.
|
||
|
|
|
||
|
|
width_ratios : array-like of length *ncols*, optional
|
||
|
|
Defines the relative widths of the columns. Each column gets a
|
||
|
|
relative width of ``width_ratios[i] / sum(width_ratios)``.
|
||
|
|
If not given, all columns will have the same width. Equivalent
|
||
|
|
to ``gridspec_kw={'width_ratios': [...]}``.
|
||
|
|
|
||
|
|
height_ratios : array-like of length *nrows*, optional
|
||
|
|
Defines the relative heights of the rows. Each row gets a
|
||
|
|
relative height of ``height_ratios[i] / sum(height_ratios)``.
|
||
|
|
If not given, all rows will have the same height. Equivalent
|
||
|
|
to ``gridspec_kw={'height_ratios': [...]}``.
|
||
|
|
|
||
|
|
subplot_kw : dict, optional
|
||
|
|
Dict with keywords passed to the `.Figure.add_subplot` call used to
|
||
|
|
create each subplot.
|
||
|
|
|
||
|
|
gridspec_kw : dict, optional
|
||
|
|
Dict with keywords passed to the
|
||
|
|
`~matplotlib.gridspec.GridSpec` constructor used to create
|
||
|
|
the grid the subplots are placed on.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`~.axes.Axes` or array of Axes
|
||
|
|
Either a single `~matplotlib.axes.Axes` object or an array of Axes
|
||
|
|
objects if more than one subplot was created. The dimensions of the
|
||
|
|
resulting array can be controlled with the *squeeze* keyword, see
|
||
|
|
above.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
.pyplot.subplots
|
||
|
|
.Figure.add_subplot
|
||
|
|
.pyplot.subplot
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
::
|
||
|
|
|
||
|
|
# First create some toy data:
|
||
|
|
x = np.linspace(0, 2*np.pi, 400)
|
||
|
|
y = np.sin(x**2)
|
||
|
|
|
||
|
|
# Create a figure
|
||
|
|
fig = plt.figure()
|
||
|
|
|
||
|
|
# Create a subplot
|
||
|
|
ax = fig.subplots()
|
||
|
|
ax.plot(x, y)
|
||
|
|
ax.set_title('Simple plot')
|
||
|
|
|
||
|
|
# Create two subplots and unpack the output array immediately
|
||
|
|
ax1, ax2 = fig.subplots(1, 2, sharey=True)
|
||
|
|
ax1.plot(x, y)
|
||
|
|
ax1.set_title('Sharing Y axis')
|
||
|
|
ax2.scatter(x, y)
|
||
|
|
|
||
|
|
# Create four polar Axes and access them through the returned array
|
||
|
|
axes = fig.subplots(2, 2, subplot_kw=dict(projection='polar'))
|
||
|
|
axes[0, 0].plot(x, y)
|
||
|
|
axes[1, 1].scatter(x, y)
|
||
|
|
|
||
|
|
# Share an X-axis with each column of subplots
|
||
|
|
fig.subplots(2, 2, sharex='col')
|
||
|
|
|
||
|
|
# Share a Y-axis with each row of subplots
|
||
|
|
fig.subplots(2, 2, sharey='row')
|
||
|
|
|
||
|
|
# Share both X- and Y-axes with all subplots
|
||
|
|
fig.subplots(2, 2, sharex='all', sharey='all')
|
||
|
|
|
||
|
|
# Note that this is the same as
|
||
|
|
fig.subplots(2, 2, sharex=True, sharey=True)
|
||
|
|
"""
|
||
|
|
gridspec_kw = dict(gridspec_kw or {})
|
||
|
|
if height_ratios is not None:
|
||
|
|
if 'height_ratios' in gridspec_kw:
|
||
|
|
raise ValueError("'height_ratios' must not be defined both as "
|
||
|
|
"parameter and as key in 'gridspec_kw'")
|
||
|
|
gridspec_kw['height_ratios'] = height_ratios
|
||
|
|
if width_ratios is not None:
|
||
|
|
if 'width_ratios' in gridspec_kw:
|
||
|
|
raise ValueError("'width_ratios' must not be defined both as "
|
||
|
|
"parameter and as key in 'gridspec_kw'")
|
||
|
|
gridspec_kw['width_ratios'] = width_ratios
|
||
|
|
|
||
|
|
gs = self.add_gridspec(nrows, ncols, figure=self, **gridspec_kw)
|
||
|
|
axs = gs.subplots(sharex=sharex, sharey=sharey, squeeze=squeeze,
|
||
|
|
subplot_kw=subplot_kw)
|
||
|
|
return axs
|
||
|
|
|
||
|
|
def delaxes(self, ax):
|
||
|
|
"""
|
||
|
|
Remove the `~.axes.Axes` *ax* from the figure; update the current Axes.
|
||
|
|
"""
|
||
|
|
self._remove_axes(ax, owners=[self._axstack, self._localaxes])
|
||
|
|
|
||
|
|
def _remove_axes(self, ax, owners):
|
||
|
|
"""
|
||
|
|
Common helper for removal of standard Axes (via delaxes) and of child Axes.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
ax : `~.AxesBase`
|
||
|
|
The Axes to remove.
|
||
|
|
owners
|
||
|
|
List of objects (list or _AxesStack) "owning" the Axes, from which the Axes
|
||
|
|
will be remove()d.
|
||
|
|
"""
|
||
|
|
for owner in owners:
|
||
|
|
owner.remove(ax)
|
||
|
|
|
||
|
|
self._axobservers.process("_axes_change_event", self)
|
||
|
|
self.stale = True
|
||
|
|
self.canvas.release_mouse(ax)
|
||
|
|
|
||
|
|
for name in ax._axis_names: # Break link between any shared Axes
|
||
|
|
grouper = ax._shared_axes[name]
|
||
|
|
siblings = [other for other in grouper.get_siblings(ax) if other is not ax]
|
||
|
|
if not siblings: # Axes was not shared along this axis; we're done.
|
||
|
|
continue
|
||
|
|
grouper.remove(ax)
|
||
|
|
# Formatters and locators may previously have been associated with the now
|
||
|
|
# removed axis. Update them to point to an axis still there (we can pick
|
||
|
|
# any of them, and use the first sibling).
|
||
|
|
remaining_axis = siblings[0]._axis_map[name]
|
||
|
|
remaining_axis.get_major_formatter().set_axis(remaining_axis)
|
||
|
|
remaining_axis.get_major_locator().set_axis(remaining_axis)
|
||
|
|
remaining_axis.get_minor_formatter().set_axis(remaining_axis)
|
||
|
|
remaining_axis.get_minor_locator().set_axis(remaining_axis)
|
||
|
|
|
||
|
|
ax._twinned_axes.remove(ax) # Break link between any twinned Axes.
|
||
|
|
|
||
|
|
def clear(self, keep_observers=False):
|
||
|
|
"""
|
||
|
|
Clear the figure.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
keep_observers : bool, default: False
|
||
|
|
Set *keep_observers* to True if, for example,
|
||
|
|
a gui widget is tracking the Axes in the figure.
|
||
|
|
"""
|
||
|
|
self.suppressComposite = None
|
||
|
|
|
||
|
|
# first clear the Axes in any subfigures
|
||
|
|
for subfig in self.subfigs:
|
||
|
|
subfig.clear(keep_observers=keep_observers)
|
||
|
|
self.subfigs = []
|
||
|
|
|
||
|
|
for ax in tuple(self.axes): # Iterate over the copy.
|
||
|
|
ax.clear()
|
||
|
|
self.delaxes(ax) # Remove ax from self._axstack.
|
||
|
|
|
||
|
|
self.artists = []
|
||
|
|
self.lines = []
|
||
|
|
self.patches = []
|
||
|
|
self.texts = []
|
||
|
|
self.images = []
|
||
|
|
self.legends = []
|
||
|
|
if not keep_observers:
|
||
|
|
self._axobservers = cbook.CallbackRegistry()
|
||
|
|
self._suptitle = None
|
||
|
|
self._supxlabel = None
|
||
|
|
self._supylabel = None
|
||
|
|
|
||
|
|
self.stale = True
|
||
|
|
|
||
|
|
# synonym for `clear`.
|
||
|
|
def clf(self, keep_observers=False):
|
||
|
|
"""
|
||
|
|
[*Discouraged*] Alias for the `clear()` method.
|
||
|
|
|
||
|
|
.. admonition:: Discouraged
|
||
|
|
|
||
|
|
The use of ``clf()`` is discouraged. Use ``clear()`` instead.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
keep_observers : bool, default: False
|
||
|
|
Set *keep_observers* to True if, for example,
|
||
|
|
a gui widget is tracking the Axes in the figure.
|
||
|
|
"""
|
||
|
|
return self.clear(keep_observers=keep_observers)
|
||
|
|
|
||
|
|
# Note: the docstring below is modified with replace for the pyplot
|
||
|
|
# version of this function because the method name differs (plt.figlegend)
|
||
|
|
# the replacements are:
|
||
|
|
# " legend(" -> " figlegend(" for the signatures
|
||
|
|
# "fig.legend(" -> "plt.figlegend" for the code examples
|
||
|
|
# "ax.plot" -> "plt.plot" for consistency in using pyplot when able
|
||
|
|
@_docstring.dedent_interpd
|
||
|
|
def legend(self, *args, **kwargs):
|
||
|
|
"""
|
||
|
|
Place a legend on the figure.
|
||
|
|
|
||
|
|
Call signatures::
|
||
|
|
|
||
|
|
legend()
|
||
|
|
legend(handles, labels)
|
||
|
|
legend(handles=handles)
|
||
|
|
legend(labels)
|
||
|
|
|
||
|
|
The call signatures correspond to the following different ways to use
|
||
|
|
this method:
|
||
|
|
|
||
|
|
**1. Automatic detection of elements to be shown in the legend**
|
||
|
|
|
||
|
|
The elements to be added to the legend are automatically determined,
|
||
|
|
when you do not pass in any extra arguments.
|
||
|
|
|
||
|
|
In this case, the labels are taken from the artist. You can specify
|
||
|
|
them either at artist creation or by calling the
|
||
|
|
:meth:`~.Artist.set_label` method on the artist::
|
||
|
|
|
||
|
|
ax.plot([1, 2, 3], label='Inline label')
|
||
|
|
fig.legend()
|
||
|
|
|
||
|
|
or::
|
||
|
|
|
||
|
|
line, = ax.plot([1, 2, 3])
|
||
|
|
line.set_label('Label via method')
|
||
|
|
fig.legend()
|
||
|
|
|
||
|
|
Specific lines can be excluded from the automatic legend element
|
||
|
|
selection by defining a label starting with an underscore.
|
||
|
|
This is default for all artists, so calling `.Figure.legend` without
|
||
|
|
any arguments and without setting the labels manually will result in
|
||
|
|
no legend being drawn.
|
||
|
|
|
||
|
|
|
||
|
|
**2. Explicitly listing the artists and labels in the legend**
|
||
|
|
|
||
|
|
For full control of which artists have a legend entry, it is possible
|
||
|
|
to pass an iterable of legend artists followed by an iterable of
|
||
|
|
legend labels respectively::
|
||
|
|
|
||
|
|
fig.legend([line1, line2, line3], ['label1', 'label2', 'label3'])
|
||
|
|
|
||
|
|
|
||
|
|
**3. Explicitly listing the artists in the legend**
|
||
|
|
|
||
|
|
This is similar to 2, but the labels are taken from the artists'
|
||
|
|
label properties. Example::
|
||
|
|
|
||
|
|
line1, = ax1.plot([1, 2, 3], label='label1')
|
||
|
|
line2, = ax2.plot([1, 2, 3], label='label2')
|
||
|
|
fig.legend(handles=[line1, line2])
|
||
|
|
|
||
|
|
|
||
|
|
**4. Labeling existing plot elements**
|
||
|
|
|
||
|
|
.. admonition:: Discouraged
|
||
|
|
|
||
|
|
This call signature is discouraged, because the relation between
|
||
|
|
plot elements and labels is only implicit by their order and can
|
||
|
|
easily be mixed up.
|
||
|
|
|
||
|
|
To make a legend for all artists on all Axes, call this function with
|
||
|
|
an iterable of strings, one for each legend item. For example::
|
||
|
|
|
||
|
|
fig, (ax1, ax2) = plt.subplots(1, 2)
|
||
|
|
ax1.plot([1, 3, 5], color='blue')
|
||
|
|
ax2.plot([2, 4, 6], color='red')
|
||
|
|
fig.legend(['the blues', 'the reds'])
|
||
|
|
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
handles : list of `.Artist`, optional
|
||
|
|
A list of Artists (lines, patches) to be added to the legend.
|
||
|
|
Use this together with *labels*, if you need full control on what
|
||
|
|
is shown in the legend and the automatic mechanism described above
|
||
|
|
is not sufficient.
|
||
|
|
|
||
|
|
The length of handles and labels should be the same in this
|
||
|
|
case. If they are not, they are truncated to the smaller length.
|
||
|
|
|
||
|
|
labels : list of str, optional
|
||
|
|
A list of labels to show next to the artists.
|
||
|
|
Use this together with *handles*, if you need full control on what
|
||
|
|
is shown in the legend and the automatic mechanism described above
|
||
|
|
is not sufficient.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`~matplotlib.legend.Legend`
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
%(_legend_kw_figure)s
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
.Axes.legend
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
Some artists are not supported by this function. See
|
||
|
|
:ref:`legend_guide` for details.
|
||
|
|
"""
|
||
|
|
|
||
|
|
handles, labels, kwargs = mlegend._parse_legend_args(self.axes, *args, **kwargs)
|
||
|
|
# explicitly set the bbox transform if the user hasn't.
|
||
|
|
kwargs.setdefault("bbox_transform", self.transSubfigure)
|
||
|
|
l = mlegend.Legend(self, handles, labels, **kwargs)
|
||
|
|
self.legends.append(l)
|
||
|
|
l._remove_method = self.legends.remove
|
||
|
|
self.stale = True
|
||
|
|
return l
|
||
|
|
|
||
|
|
@_docstring.dedent_interpd
|
||
|
|
def text(self, x, y, s, fontdict=None, **kwargs):
|
||
|
|
"""
|
||
|
|
Add text to figure.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
x, y : float
|
||
|
|
The position to place the text. By default, this is in figure
|
||
|
|
coordinates, floats in [0, 1]. The coordinate system can be changed
|
||
|
|
using the *transform* keyword.
|
||
|
|
|
||
|
|
s : str
|
||
|
|
The text string.
|
||
|
|
|
||
|
|
fontdict : dict, optional
|
||
|
|
A dictionary to override the default text properties. If not given,
|
||
|
|
the defaults are determined by :rc:`font.*`. Properties passed as
|
||
|
|
*kwargs* override the corresponding ones given in *fontdict*.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`~.text.Text`
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
**kwargs : `~matplotlib.text.Text` properties
|
||
|
|
Other miscellaneous text parameters.
|
||
|
|
|
||
|
|
%(Text:kwdoc)s
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
.Axes.text
|
||
|
|
.pyplot.text
|
||
|
|
"""
|
||
|
|
effective_kwargs = {
|
||
|
|
'transform': self.transSubfigure,
|
||
|
|
**(fontdict if fontdict is not None else {}),
|
||
|
|
**kwargs,
|
||
|
|
}
|
||
|
|
text = Text(x=x, y=y, text=s, **effective_kwargs)
|
||
|
|
text.set_figure(self)
|
||
|
|
text.stale_callback = _stale_figure_callback
|
||
|
|
|
||
|
|
self.texts.append(text)
|
||
|
|
text._remove_method = self.texts.remove
|
||
|
|
self.stale = True
|
||
|
|
return text
|
||
|
|
|
||
|
|
@_docstring.dedent_interpd
|
||
|
|
def colorbar(
|
||
|
|
self, mappable, cax=None, ax=None, use_gridspec=True, **kwargs):
|
||
|
|
"""
|
||
|
|
Add a colorbar to a plot.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
mappable
|
||
|
|
The `matplotlib.cm.ScalarMappable` (i.e., `.AxesImage`,
|
||
|
|
`.ContourSet`, etc.) described by this colorbar. This argument is
|
||
|
|
mandatory for the `.Figure.colorbar` method but optional for the
|
||
|
|
`.pyplot.colorbar` function, which sets the default to the current
|
||
|
|
image.
|
||
|
|
|
||
|
|
Note that one can create a `.ScalarMappable` "on-the-fly" to
|
||
|
|
generate colorbars not attached to a previously drawn artist, e.g.
|
||
|
|
::
|
||
|
|
|
||
|
|
fig.colorbar(cm.ScalarMappable(norm=norm, cmap=cmap), ax=ax)
|
||
|
|
|
||
|
|
cax : `~matplotlib.axes.Axes`, optional
|
||
|
|
Axes into which the colorbar will be drawn. If `None`, then a new
|
||
|
|
Axes is created and the space for it will be stolen from the Axes(s)
|
||
|
|
specified in *ax*.
|
||
|
|
|
||
|
|
ax : `~matplotlib.axes.Axes` or iterable or `numpy.ndarray` of Axes, optional
|
||
|
|
The one or more parent Axes from which space for a new colorbar Axes
|
||
|
|
will be stolen. This parameter is only used if *cax* is not set.
|
||
|
|
|
||
|
|
Defaults to the Axes that contains the mappable used to create the
|
||
|
|
colorbar.
|
||
|
|
|
||
|
|
use_gridspec : bool, optional
|
||
|
|
If *cax* is ``None``, a new *cax* is created as an instance of
|
||
|
|
Axes. If *ax* is positioned with a subplotspec and *use_gridspec*
|
||
|
|
is ``True``, then *cax* is also positioned with a subplotspec.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
colorbar : `~matplotlib.colorbar.Colorbar`
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
%(_make_axes_kw_doc)s
|
||
|
|
%(_colormap_kw_doc)s
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
If *mappable* is a `~.contour.ContourSet`, its *extend* kwarg is
|
||
|
|
included automatically.
|
||
|
|
|
||
|
|
The *shrink* kwarg provides a simple way to scale the colorbar with
|
||
|
|
respect to the Axes. Note that if *cax* is specified, it determines the
|
||
|
|
size of the colorbar, and *shrink* and *aspect* are ignored.
|
||
|
|
|
||
|
|
For more precise control, you can manually specify the positions of the
|
||
|
|
axes objects in which the mappable and the colorbar are drawn. In this
|
||
|
|
case, do not use any of the Axes properties kwargs.
|
||
|
|
|
||
|
|
It is known that some vector graphics viewers (svg and pdf) render
|
||
|
|
white gaps between segments of the colorbar. This is due to bugs in
|
||
|
|
the viewers, not Matplotlib. As a workaround, the colorbar can be
|
||
|
|
rendered with overlapping segments::
|
||
|
|
|
||
|
|
cbar = colorbar()
|
||
|
|
cbar.solids.set_edgecolor("face")
|
||
|
|
draw()
|
||
|
|
|
||
|
|
However, this has negative consequences in other circumstances, e.g.
|
||
|
|
with semi-transparent images (alpha < 1) and colorbar extensions;
|
||
|
|
therefore, this workaround is not used by default (see issue #1188).
|
||
|
|
|
||
|
|
"""
|
||
|
|
|
||
|
|
if ax is None:
|
||
|
|
ax = getattr(mappable, "axes", None)
|
||
|
|
|
||
|
|
if cax is None:
|
||
|
|
if ax is None:
|
||
|
|
raise ValueError(
|
||
|
|
'Unable to determine Axes to steal space for Colorbar. '
|
||
|
|
'Either provide the *cax* argument to use as the Axes for '
|
||
|
|
'the Colorbar, provide the *ax* argument to steal space '
|
||
|
|
'from it, or add *mappable* to an Axes.')
|
||
|
|
fig = ( # Figure of first Axes; logic copied from make_axes.
|
||
|
|
[*ax.flat] if isinstance(ax, np.ndarray)
|
||
|
|
else [*ax] if np.iterable(ax)
|
||
|
|
else [ax])[0].figure
|
||
|
|
current_ax = fig.gca()
|
||
|
|
if (fig.get_layout_engine() is not None and
|
||
|
|
not fig.get_layout_engine().colorbar_gridspec):
|
||
|
|
use_gridspec = False
|
||
|
|
if (use_gridspec
|
||
|
|
and isinstance(ax, mpl.axes._base._AxesBase)
|
||
|
|
and ax.get_subplotspec()):
|
||
|
|
cax, kwargs = cbar.make_axes_gridspec(ax, **kwargs)
|
||
|
|
else:
|
||
|
|
cax, kwargs = cbar.make_axes(ax, **kwargs)
|
||
|
|
# make_axes calls add_{axes,subplot} which changes gca; undo that.
|
||
|
|
fig.sca(current_ax)
|
||
|
|
cax.grid(visible=False, which='both', axis='both')
|
||
|
|
|
||
|
|
if hasattr(mappable, "figure") and mappable.figure is not None:
|
||
|
|
# Get top level artists
|
||
|
|
mappable_host_fig = mappable.figure
|
||
|
|
if isinstance(mappable_host_fig, mpl.figure.SubFigure):
|
||
|
|
mappable_host_fig = mappable_host_fig.figure
|
||
|
|
# Warn in case of mismatch
|
||
|
|
if mappable_host_fig is not self.figure:
|
||
|
|
_api.warn_external(
|
||
|
|
f'Adding colorbar to a different Figure '
|
||
|
|
f'{repr(mappable.figure)} than '
|
||
|
|
f'{repr(self.figure)} which '
|
||
|
|
f'fig.colorbar is called on.')
|
||
|
|
|
||
|
|
NON_COLORBAR_KEYS = [ # remove kws that cannot be passed to Colorbar
|
||
|
|
'fraction', 'pad', 'shrink', 'aspect', 'anchor', 'panchor']
|
||
|
|
cb = cbar.Colorbar(cax, mappable, **{
|
||
|
|
k: v for k, v in kwargs.items() if k not in NON_COLORBAR_KEYS})
|
||
|
|
cax.figure.stale = True
|
||
|
|
return cb
|
||
|
|
|
||
|
|
def subplots_adjust(self, left=None, bottom=None, right=None, top=None,
|
||
|
|
wspace=None, hspace=None):
|
||
|
|
"""
|
||
|
|
Adjust the subplot layout parameters.
|
||
|
|
|
||
|
|
Unset parameters are left unmodified; initial values are given by
|
||
|
|
:rc:`figure.subplot.[name]`.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
left : float, optional
|
||
|
|
The position of the left edge of the subplots,
|
||
|
|
as a fraction of the figure width.
|
||
|
|
right : float, optional
|
||
|
|
The position of the right edge of the subplots,
|
||
|
|
as a fraction of the figure width.
|
||
|
|
bottom : float, optional
|
||
|
|
The position of the bottom edge of the subplots,
|
||
|
|
as a fraction of the figure height.
|
||
|
|
top : float, optional
|
||
|
|
The position of the top edge of the subplots,
|
||
|
|
as a fraction of the figure height.
|
||
|
|
wspace : float, optional
|
||
|
|
The width of the padding between subplots,
|
||
|
|
as a fraction of the average Axes width.
|
||
|
|
hspace : float, optional
|
||
|
|
The height of the padding between subplots,
|
||
|
|
as a fraction of the average Axes height.
|
||
|
|
"""
|
||
|
|
if (self.get_layout_engine() is not None and
|
||
|
|
not self.get_layout_engine().adjust_compatible):
|
||
|
|
_api.warn_external(
|
||
|
|
"This figure was using a layout engine that is "
|
||
|
|
"incompatible with subplots_adjust and/or tight_layout; "
|
||
|
|
"not calling subplots_adjust.")
|
||
|
|
return
|
||
|
|
self.subplotpars.update(left, bottom, right, top, wspace, hspace)
|
||
|
|
for ax in self.axes:
|
||
|
|
if ax.get_subplotspec() is not None:
|
||
|
|
ax._set_position(ax.get_subplotspec().get_position(self))
|
||
|
|
self.stale = True
|
||
|
|
|
||
|
|
def align_xlabels(self, axs=None):
|
||
|
|
"""
|
||
|
|
Align the xlabels of subplots in the same subplot row if label
|
||
|
|
alignment is being done automatically (i.e. the label position is
|
||
|
|
not manually set).
|
||
|
|
|
||
|
|
Alignment persists for draw events after this is called.
|
||
|
|
|
||
|
|
If a label is on the bottom, it is aligned with labels on Axes that
|
||
|
|
also have their label on the bottom and that have the same
|
||
|
|
bottom-most subplot row. If the label is on the top,
|
||
|
|
it is aligned with labels on Axes with the same top-most row.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
axs : list of `~matplotlib.axes.Axes`
|
||
|
|
Optional list of (or `~numpy.ndarray`) `~matplotlib.axes.Axes`
|
||
|
|
to align the xlabels.
|
||
|
|
Default is to align all Axes on the figure.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
matplotlib.figure.Figure.align_ylabels
|
||
|
|
matplotlib.figure.Figure.align_titles
|
||
|
|
matplotlib.figure.Figure.align_labels
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
This assumes that ``axs`` are from the same `.GridSpec`, so that
|
||
|
|
their `.SubplotSpec` positions correspond to figure positions.
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
Example with rotated xtick labels::
|
||
|
|
|
||
|
|
fig, axs = plt.subplots(1, 2)
|
||
|
|
for tick in axs[0].get_xticklabels():
|
||
|
|
tick.set_rotation(55)
|
||
|
|
axs[0].set_xlabel('XLabel 0')
|
||
|
|
axs[1].set_xlabel('XLabel 1')
|
||
|
|
fig.align_xlabels()
|
||
|
|
"""
|
||
|
|
if axs is None:
|
||
|
|
axs = self.axes
|
||
|
|
axs = [ax for ax in np.ravel(axs) if ax.get_subplotspec() is not None]
|
||
|
|
for ax in axs:
|
||
|
|
_log.debug(' Working on: %s', ax.get_xlabel())
|
||
|
|
rowspan = ax.get_subplotspec().rowspan
|
||
|
|
pos = ax.xaxis.get_label_position() # top or bottom
|
||
|
|
# Search through other Axes for label positions that are same as
|
||
|
|
# this one and that share the appropriate row number.
|
||
|
|
# Add to a grouper associated with each Axes of siblings.
|
||
|
|
# This list is inspected in `axis.draw` by
|
||
|
|
# `axis._update_label_position`.
|
||
|
|
for axc in axs:
|
||
|
|
if axc.xaxis.get_label_position() == pos:
|
||
|
|
rowspanc = axc.get_subplotspec().rowspan
|
||
|
|
if (pos == 'top' and rowspan.start == rowspanc.start or
|
||
|
|
pos == 'bottom' and rowspan.stop == rowspanc.stop):
|
||
|
|
# grouper for groups of xlabels to align
|
||
|
|
self._align_label_groups['x'].join(ax, axc)
|
||
|
|
|
||
|
|
def align_ylabels(self, axs=None):
|
||
|
|
"""
|
||
|
|
Align the ylabels of subplots in the same subplot column if label
|
||
|
|
alignment is being done automatically (i.e. the label position is
|
||
|
|
not manually set).
|
||
|
|
|
||
|
|
Alignment persists for draw events after this is called.
|
||
|
|
|
||
|
|
If a label is on the left, it is aligned with labels on Axes that
|
||
|
|
also have their label on the left and that have the same
|
||
|
|
left-most subplot column. If the label is on the right,
|
||
|
|
it is aligned with labels on Axes with the same right-most column.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
axs : list of `~matplotlib.axes.Axes`
|
||
|
|
Optional list (or `~numpy.ndarray`) of `~matplotlib.axes.Axes`
|
||
|
|
to align the ylabels.
|
||
|
|
Default is to align all Axes on the figure.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
matplotlib.figure.Figure.align_xlabels
|
||
|
|
matplotlib.figure.Figure.align_titles
|
||
|
|
matplotlib.figure.Figure.align_labels
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
This assumes that ``axs`` are from the same `.GridSpec`, so that
|
||
|
|
their `.SubplotSpec` positions correspond to figure positions.
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
Example with large yticks labels::
|
||
|
|
|
||
|
|
fig, axs = plt.subplots(2, 1)
|
||
|
|
axs[0].plot(np.arange(0, 1000, 50))
|
||
|
|
axs[0].set_ylabel('YLabel 0')
|
||
|
|
axs[1].set_ylabel('YLabel 1')
|
||
|
|
fig.align_ylabels()
|
||
|
|
"""
|
||
|
|
if axs is None:
|
||
|
|
axs = self.axes
|
||
|
|
axs = [ax for ax in np.ravel(axs) if ax.get_subplotspec() is not None]
|
||
|
|
for ax in axs:
|
||
|
|
_log.debug(' Working on: %s', ax.get_ylabel())
|
||
|
|
colspan = ax.get_subplotspec().colspan
|
||
|
|
pos = ax.yaxis.get_label_position() # left or right
|
||
|
|
# Search through other Axes for label positions that are same as
|
||
|
|
# this one and that share the appropriate column number.
|
||
|
|
# Add to a list associated with each Axes of siblings.
|
||
|
|
# This list is inspected in `axis.draw` by
|
||
|
|
# `axis._update_label_position`.
|
||
|
|
for axc in axs:
|
||
|
|
if axc.yaxis.get_label_position() == pos:
|
||
|
|
colspanc = axc.get_subplotspec().colspan
|
||
|
|
if (pos == 'left' and colspan.start == colspanc.start or
|
||
|
|
pos == 'right' and colspan.stop == colspanc.stop):
|
||
|
|
# grouper for groups of ylabels to align
|
||
|
|
self._align_label_groups['y'].join(ax, axc)
|
||
|
|
|
||
|
|
def align_titles(self, axs=None):
|
||
|
|
"""
|
||
|
|
Align the titles of subplots in the same subplot row if title
|
||
|
|
alignment is being done automatically (i.e. the title position is
|
||
|
|
not manually set).
|
||
|
|
|
||
|
|
Alignment persists for draw events after this is called.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
axs : list of `~matplotlib.axes.Axes`
|
||
|
|
Optional list of (or ndarray) `~matplotlib.axes.Axes`
|
||
|
|
to align the titles.
|
||
|
|
Default is to align all Axes on the figure.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
matplotlib.figure.Figure.align_xlabels
|
||
|
|
matplotlib.figure.Figure.align_ylabels
|
||
|
|
matplotlib.figure.Figure.align_labels
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
This assumes that ``axs`` are from the same `.GridSpec`, so that
|
||
|
|
their `.SubplotSpec` positions correspond to figure positions.
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
Example with titles::
|
||
|
|
|
||
|
|
fig, axs = plt.subplots(1, 2)
|
||
|
|
axs[0].set_aspect('equal')
|
||
|
|
axs[0].set_title('Title 0')
|
||
|
|
axs[1].set_title('Title 1')
|
||
|
|
fig.align_titles()
|
||
|
|
"""
|
||
|
|
if axs is None:
|
||
|
|
axs = self.axes
|
||
|
|
axs = [ax for ax in np.ravel(axs) if ax.get_subplotspec() is not None]
|
||
|
|
for ax in axs:
|
||
|
|
_log.debug(' Working on: %s', ax.get_title())
|
||
|
|
rowspan = ax.get_subplotspec().rowspan
|
||
|
|
for axc in axs:
|
||
|
|
rowspanc = axc.get_subplotspec().rowspan
|
||
|
|
if (rowspan.start == rowspanc.start):
|
||
|
|
self._align_label_groups['title'].join(ax, axc)
|
||
|
|
|
||
|
|
def align_labels(self, axs=None):
|
||
|
|
"""
|
||
|
|
Align the xlabels and ylabels of subplots with the same subplots
|
||
|
|
row or column (respectively) if label alignment is being
|
||
|
|
done automatically (i.e. the label position is not manually set).
|
||
|
|
|
||
|
|
Alignment persists for draw events after this is called.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
axs : list of `~matplotlib.axes.Axes`
|
||
|
|
Optional list (or `~numpy.ndarray`) of `~matplotlib.axes.Axes`
|
||
|
|
to align the labels.
|
||
|
|
Default is to align all Axes on the figure.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
matplotlib.figure.Figure.align_xlabels
|
||
|
|
matplotlib.figure.Figure.align_ylabels
|
||
|
|
matplotlib.figure.Figure.align_titles
|
||
|
|
"""
|
||
|
|
self.align_xlabels(axs=axs)
|
||
|
|
self.align_ylabels(axs=axs)
|
||
|
|
|
||
|
|
def add_gridspec(self, nrows=1, ncols=1, **kwargs):
|
||
|
|
"""
|
||
|
|
Low-level API for creating a `.GridSpec` that has this figure as a parent.
|
||
|
|
|
||
|
|
This is a low-level API, allowing you to create a gridspec and
|
||
|
|
subsequently add subplots based on the gridspec. Most users do
|
||
|
|
not need that freedom and should use the higher-level methods
|
||
|
|
`~.Figure.subplots` or `~.Figure.subplot_mosaic`.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
nrows : int, default: 1
|
||
|
|
Number of rows in grid.
|
||
|
|
|
||
|
|
ncols : int, default: 1
|
||
|
|
Number of columns in grid.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`.GridSpec`
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
**kwargs
|
||
|
|
Keyword arguments are passed to `.GridSpec`.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
matplotlib.pyplot.subplots
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
Adding a subplot that spans two rows::
|
||
|
|
|
||
|
|
fig = plt.figure()
|
||
|
|
gs = fig.add_gridspec(2, 2)
|
||
|
|
ax1 = fig.add_subplot(gs[0, 0])
|
||
|
|
ax2 = fig.add_subplot(gs[1, 0])
|
||
|
|
# spans two rows:
|
||
|
|
ax3 = fig.add_subplot(gs[:, 1])
|
||
|
|
|
||
|
|
"""
|
||
|
|
|
||
|
|
_ = kwargs.pop('figure', None) # pop in case user has added this...
|
||
|
|
gs = GridSpec(nrows=nrows, ncols=ncols, figure=self, **kwargs)
|
||
|
|
return gs
|
||
|
|
|
||
|
|
def subfigures(self, nrows=1, ncols=1, squeeze=True,
|
||
|
|
wspace=None, hspace=None,
|
||
|
|
width_ratios=None, height_ratios=None,
|
||
|
|
**kwargs):
|
||
|
|
"""
|
||
|
|
Add a set of subfigures to this figure or subfigure.
|
||
|
|
|
||
|
|
A subfigure has the same artist methods as a figure, and is logically
|
||
|
|
the same as a figure, but cannot print itself.
|
||
|
|
See :doc:`/gallery/subplots_axes_and_figures/subfigures`.
|
||
|
|
|
||
|
|
.. note::
|
||
|
|
The *subfigure* concept is new in v3.4, and the API is still provisional.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
nrows, ncols : int, default: 1
|
||
|
|
Number of rows/columns of the subfigure grid.
|
||
|
|
|
||
|
|
squeeze : bool, default: True
|
||
|
|
If True, extra dimensions are squeezed out from the returned
|
||
|
|
array of subfigures.
|
||
|
|
|
||
|
|
wspace, hspace : float, default: None
|
||
|
|
The amount of width/height reserved for space between subfigures,
|
||
|
|
expressed as a fraction of the average subfigure width/height.
|
||
|
|
If not given, the values will be inferred from rcParams if using
|
||
|
|
constrained layout (see `~.ConstrainedLayoutEngine`), or zero if
|
||
|
|
not using a layout engine.
|
||
|
|
|
||
|
|
width_ratios : array-like of length *ncols*, optional
|
||
|
|
Defines the relative widths of the columns. Each column gets a
|
||
|
|
relative width of ``width_ratios[i] / sum(width_ratios)``.
|
||
|
|
If not given, all columns will have the same width.
|
||
|
|
|
||
|
|
height_ratios : array-like of length *nrows*, optional
|
||
|
|
Defines the relative heights of the rows. Each row gets a
|
||
|
|
relative height of ``height_ratios[i] / sum(height_ratios)``.
|
||
|
|
If not given, all rows will have the same height.
|
||
|
|
"""
|
||
|
|
gs = GridSpec(nrows=nrows, ncols=ncols, figure=self,
|
||
|
|
wspace=wspace, hspace=hspace,
|
||
|
|
width_ratios=width_ratios,
|
||
|
|
height_ratios=height_ratios,
|
||
|
|
left=0, right=1, bottom=0, top=1)
|
||
|
|
|
||
|
|
sfarr = np.empty((nrows, ncols), dtype=object)
|
||
|
|
for i in range(ncols):
|
||
|
|
for j in range(nrows):
|
||
|
|
sfarr[j, i] = self.add_subfigure(gs[j, i], **kwargs)
|
||
|
|
|
||
|
|
if self.get_layout_engine() is None and (wspace is not None or
|
||
|
|
hspace is not None):
|
||
|
|
# Gridspec wspace and hspace is ignored on subfigure instantiation,
|
||
|
|
# and no space is left. So need to account for it here if required.
|
||
|
|
bottoms, tops, lefts, rights = gs.get_grid_positions(self)
|
||
|
|
for sfrow, bottom, top in zip(sfarr, bottoms, tops):
|
||
|
|
for sf, left, right in zip(sfrow, lefts, rights):
|
||
|
|
bbox = Bbox.from_extents(left, bottom, right, top)
|
||
|
|
sf._redo_transform_rel_fig(bbox=bbox)
|
||
|
|
|
||
|
|
if squeeze:
|
||
|
|
# Discarding unneeded dimensions that equal 1. If we only have one
|
||
|
|
# subfigure, just return it instead of a 1-element array.
|
||
|
|
return sfarr.item() if sfarr.size == 1 else sfarr.squeeze()
|
||
|
|
else:
|
||
|
|
# Returned axis array will be always 2-d, even if nrows=ncols=1.
|
||
|
|
return sfarr
|
||
|
|
|
||
|
|
def add_subfigure(self, subplotspec, **kwargs):
|
||
|
|
"""
|
||
|
|
Add a `.SubFigure` to the figure as part of a subplot arrangement.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
subplotspec : `.gridspec.SubplotSpec`
|
||
|
|
Defines the region in a parent gridspec where the subfigure will
|
||
|
|
be placed.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`.SubFigure`
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
**kwargs
|
||
|
|
Are passed to the `.SubFigure` object.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
.Figure.subfigures
|
||
|
|
"""
|
||
|
|
sf = SubFigure(self, subplotspec, **kwargs)
|
||
|
|
self.subfigs += [sf]
|
||
|
|
sf._remove_method = self.subfigs.remove
|
||
|
|
sf.stale_callback = _stale_figure_callback
|
||
|
|
self.stale = True
|
||
|
|
return sf
|
||
|
|
|
||
|
|
def sca(self, a):
|
||
|
|
"""Set the current Axes to be *a* and return *a*."""
|
||
|
|
self._axstack.bubble(a)
|
||
|
|
self._axobservers.process("_axes_change_event", self)
|
||
|
|
return a
|
||
|
|
|
||
|
|
def gca(self):
|
||
|
|
"""
|
||
|
|
Get the current Axes.
|
||
|
|
|
||
|
|
If there is currently no Axes on this Figure, a new one is created
|
||
|
|
using `.Figure.add_subplot`. (To test whether there is currently an
|
||
|
|
Axes on a Figure, check whether ``figure.axes`` is empty. To test
|
||
|
|
whether there is currently a Figure on the pyplot figure stack, check
|
||
|
|
whether `.pyplot.get_fignums()` is empty.)
|
||
|
|
"""
|
||
|
|
ax = self._axstack.current()
|
||
|
|
return ax if ax is not None else self.add_subplot()
|
||
|
|
|
||
|
|
def _gci(self):
|
||
|
|
# Helper for `~matplotlib.pyplot.gci`. Do not use elsewhere.
|
||
|
|
"""
|
||
|
|
Get the current colorable artist.
|
||
|
|
|
||
|
|
Specifically, returns the current `.ScalarMappable` instance (`.Image`
|
||
|
|
created by `imshow` or `figimage`, `.Collection` created by `pcolor` or
|
||
|
|
`scatter`, etc.), or *None* if no such instance has been defined.
|
||
|
|
|
||
|
|
The current image is an attribute of the current Axes, or the nearest
|
||
|
|
earlier Axes in the current figure that contains an image.
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
Historically, the only colorable artists were images; hence the name
|
||
|
|
``gci`` (get current image).
|
||
|
|
"""
|
||
|
|
# Look first for an image in the current Axes.
|
||
|
|
ax = self._axstack.current()
|
||
|
|
if ax is None:
|
||
|
|
return None
|
||
|
|
im = ax._gci()
|
||
|
|
if im is not None:
|
||
|
|
return im
|
||
|
|
# If there is no image in the current Axes, search for
|
||
|
|
# one in a previously created Axes. Whether this makes
|
||
|
|
# sense is debatable, but it is the documented behavior.
|
||
|
|
for ax in reversed(self.axes):
|
||
|
|
im = ax._gci()
|
||
|
|
if im is not None:
|
||
|
|
return im
|
||
|
|
return None
|
||
|
|
|
||
|
|
def _process_projection_requirements(self, *, axes_class=None, polar=False,
|
||
|
|
projection=None, **kwargs):
|
||
|
|
"""
|
||
|
|
Handle the args/kwargs to add_axes/add_subplot/gca, returning::
|
||
|
|
|
||
|
|
(axes_proj_class, proj_class_kwargs)
|
||
|
|
|
||
|
|
which can be used for new Axes initialization/identification.
|
||
|
|
"""
|
||
|
|
if axes_class is not None:
|
||
|
|
if polar or projection is not None:
|
||
|
|
raise ValueError(
|
||
|
|
"Cannot combine 'axes_class' and 'projection' or 'polar'")
|
||
|
|
projection_class = axes_class
|
||
|
|
else:
|
||
|
|
|
||
|
|
if polar:
|
||
|
|
if projection is not None and projection != 'polar':
|
||
|
|
raise ValueError(
|
||
|
|
f"polar={polar}, yet projection={projection!r}. "
|
||
|
|
"Only one of these arguments should be supplied."
|
||
|
|
)
|
||
|
|
projection = 'polar'
|
||
|
|
|
||
|
|
if isinstance(projection, str) or projection is None:
|
||
|
|
projection_class = projections.get_projection_class(projection)
|
||
|
|
elif hasattr(projection, '_as_mpl_axes'):
|
||
|
|
projection_class, extra_kwargs = projection._as_mpl_axes()
|
||
|
|
kwargs.update(**extra_kwargs)
|
||
|
|
else:
|
||
|
|
raise TypeError(
|
||
|
|
f"projection must be a string, None or implement a "
|
||
|
|
f"_as_mpl_axes method, not {projection!r}")
|
||
|
|
return projection_class, kwargs
|
||
|
|
|
||
|
|
def get_default_bbox_extra_artists(self):
|
||
|
|
"""
|
||
|
|
Return a list of Artists typically used in `.Figure.get_tightbbox`.
|
||
|
|
"""
|
||
|
|
bbox_artists = [artist for artist in self.get_children()
|
||
|
|
if (artist.get_visible() and artist.get_in_layout())]
|
||
|
|
for ax in self.axes:
|
||
|
|
if ax.get_visible():
|
||
|
|
bbox_artists.extend(ax.get_default_bbox_extra_artists())
|
||
|
|
return bbox_artists
|
||
|
|
|
||
|
|
@_api.make_keyword_only("3.8", "bbox_extra_artists")
|
||
|
|
def get_tightbbox(self, renderer=None, bbox_extra_artists=None):
|
||
|
|
"""
|
||
|
|
Return a (tight) bounding box of the figure *in inches*.
|
||
|
|
|
||
|
|
Note that `.FigureBase` differs from all other artists, which return
|
||
|
|
their `.Bbox` in pixels.
|
||
|
|
|
||
|
|
Artists that have ``artist.set_in_layout(False)`` are not included
|
||
|
|
in the bbox.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
renderer : `.RendererBase` subclass
|
||
|
|
Renderer that will be used to draw the figures (i.e.
|
||
|
|
``fig.canvas.get_renderer()``)
|
||
|
|
|
||
|
|
bbox_extra_artists : list of `.Artist` or ``None``
|
||
|
|
List of artists to include in the tight bounding box. If
|
||
|
|
``None`` (default), then all artist children of each Axes are
|
||
|
|
included in the tight bounding box.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`.BboxBase`
|
||
|
|
containing the bounding box (in figure inches).
|
||
|
|
"""
|
||
|
|
|
||
|
|
if renderer is None:
|
||
|
|
renderer = self.figure._get_renderer()
|
||
|
|
|
||
|
|
bb = []
|
||
|
|
if bbox_extra_artists is None:
|
||
|
|
artists = [artist for artist in self.get_children()
|
||
|
|
if (artist not in self.axes and artist.get_visible()
|
||
|
|
and artist.get_in_layout())]
|
||
|
|
else:
|
||
|
|
artists = bbox_extra_artists
|
||
|
|
|
||
|
|
for a in artists:
|
||
|
|
bbox = a.get_tightbbox(renderer)
|
||
|
|
if bbox is not None:
|
||
|
|
bb.append(bbox)
|
||
|
|
|
||
|
|
for ax in self.axes:
|
||
|
|
if ax.get_visible():
|
||
|
|
# some Axes don't take the bbox_extra_artists kwarg so we
|
||
|
|
# need this conditional....
|
||
|
|
try:
|
||
|
|
bbox = ax.get_tightbbox(
|
||
|
|
renderer, bbox_extra_artists=bbox_extra_artists)
|
||
|
|
except TypeError:
|
||
|
|
bbox = ax.get_tightbbox(renderer)
|
||
|
|
bb.append(bbox)
|
||
|
|
bb = [b for b in bb
|
||
|
|
if (np.isfinite(b.width) and np.isfinite(b.height)
|
||
|
|
and (b.width != 0 or b.height != 0))]
|
||
|
|
|
||
|
|
isfigure = hasattr(self, 'bbox_inches')
|
||
|
|
if len(bb) == 0:
|
||
|
|
if isfigure:
|
||
|
|
return self.bbox_inches
|
||
|
|
else:
|
||
|
|
# subfigures do not have bbox_inches, but do have a bbox
|
||
|
|
bb = [self.bbox]
|
||
|
|
|
||
|
|
_bbox = Bbox.union(bb)
|
||
|
|
|
||
|
|
if isfigure:
|
||
|
|
# transform from pixels to inches...
|
||
|
|
_bbox = TransformedBbox(_bbox, self.dpi_scale_trans.inverted())
|
||
|
|
|
||
|
|
return _bbox
|
||
|
|
|
||
|
|
@staticmethod
|
||
|
|
def _norm_per_subplot_kw(per_subplot_kw):
|
||
|
|
expanded = {}
|
||
|
|
for k, v in per_subplot_kw.items():
|
||
|
|
if isinstance(k, tuple):
|
||
|
|
for sub_key in k:
|
||
|
|
if sub_key in expanded:
|
||
|
|
raise ValueError(f'The key {sub_key!r} appears multiple times.')
|
||
|
|
expanded[sub_key] = v
|
||
|
|
else:
|
||
|
|
if k in expanded:
|
||
|
|
raise ValueError(f'The key {k!r} appears multiple times.')
|
||
|
|
expanded[k] = v
|
||
|
|
return expanded
|
||
|
|
|
||
|
|
@staticmethod
|
||
|
|
def _normalize_grid_string(layout):
|
||
|
|
if '\n' not in layout:
|
||
|
|
# single-line string
|
||
|
|
return [list(ln) for ln in layout.split(';')]
|
||
|
|
else:
|
||
|
|
# multi-line string
|
||
|
|
layout = inspect.cleandoc(layout)
|
||
|
|
return [list(ln) for ln in layout.strip('\n').split('\n')]
|
||
|
|
|
||
|
|
def subplot_mosaic(self, mosaic, *, sharex=False, sharey=False,
|
||
|
|
width_ratios=None, height_ratios=None,
|
||
|
|
empty_sentinel='.',
|
||
|
|
subplot_kw=None, per_subplot_kw=None, gridspec_kw=None):
|
||
|
|
"""
|
||
|
|
Build a layout of Axes based on ASCII art or nested lists.
|
||
|
|
|
||
|
|
This is a helper function to build complex GridSpec layouts visually.
|
||
|
|
|
||
|
|
See :ref:`mosaic`
|
||
|
|
for an example and full API documentation
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
mosaic : list of list of {hashable or nested} or str
|
||
|
|
|
||
|
|
A visual layout of how you want your Axes to be arranged
|
||
|
|
labeled as strings. For example ::
|
||
|
|
|
||
|
|
x = [['A panel', 'A panel', 'edge'],
|
||
|
|
['C panel', '.', 'edge']]
|
||
|
|
|
||
|
|
produces 4 Axes:
|
||
|
|
|
||
|
|
- 'A panel' which is 1 row high and spans the first two columns
|
||
|
|
- 'edge' which is 2 rows high and is on the right edge
|
||
|
|
- 'C panel' which in 1 row and 1 column wide in the bottom left
|
||
|
|
- a blank space 1 row and 1 column wide in the bottom center
|
||
|
|
|
||
|
|
Any of the entries in the layout can be a list of lists
|
||
|
|
of the same form to create nested layouts.
|
||
|
|
|
||
|
|
If input is a str, then it can either be a multi-line string of
|
||
|
|
the form ::
|
||
|
|
|
||
|
|
'''
|
||
|
|
AAE
|
||
|
|
C.E
|
||
|
|
'''
|
||
|
|
|
||
|
|
where each character is a column and each line is a row. Or it
|
||
|
|
can be a single-line string where rows are separated by ``;``::
|
||
|
|
|
||
|
|
'AB;CC'
|
||
|
|
|
||
|
|
The string notation allows only single character Axes labels and
|
||
|
|
does not support nesting but is very terse.
|
||
|
|
|
||
|
|
The Axes identifiers may be `str` or a non-iterable hashable
|
||
|
|
object (e.g. `tuple` s may not be used).
|
||
|
|
|
||
|
|
sharex, sharey : bool, default: False
|
||
|
|
If True, the x-axis (*sharex*) or y-axis (*sharey*) will be shared
|
||
|
|
among all subplots. In that case, tick label visibility and axis
|
||
|
|
units behave as for `subplots`. If False, each subplot's x- or
|
||
|
|
y-axis will be independent.
|
||
|
|
|
||
|
|
width_ratios : array-like of length *ncols*, optional
|
||
|
|
Defines the relative widths of the columns. Each column gets a
|
||
|
|
relative width of ``width_ratios[i] / sum(width_ratios)``.
|
||
|
|
If not given, all columns will have the same width. Equivalent
|
||
|
|
to ``gridspec_kw={'width_ratios': [...]}``. In the case of nested
|
||
|
|
layouts, this argument applies only to the outer layout.
|
||
|
|
|
||
|
|
height_ratios : array-like of length *nrows*, optional
|
||
|
|
Defines the relative heights of the rows. Each row gets a
|
||
|
|
relative height of ``height_ratios[i] / sum(height_ratios)``.
|
||
|
|
If not given, all rows will have the same height. Equivalent
|
||
|
|
to ``gridspec_kw={'height_ratios': [...]}``. In the case of nested
|
||
|
|
layouts, this argument applies only to the outer layout.
|
||
|
|
|
||
|
|
subplot_kw : dict, optional
|
||
|
|
Dictionary with keywords passed to the `.Figure.add_subplot` call
|
||
|
|
used to create each subplot. These values may be overridden by
|
||
|
|
values in *per_subplot_kw*.
|
||
|
|
|
||
|
|
per_subplot_kw : dict, optional
|
||
|
|
A dictionary mapping the Axes identifiers or tuples of identifiers
|
||
|
|
to a dictionary of keyword arguments to be passed to the
|
||
|
|
`.Figure.add_subplot` call used to create each subplot. The values
|
||
|
|
in these dictionaries have precedence over the values in
|
||
|
|
*subplot_kw*.
|
||
|
|
|
||
|
|
If *mosaic* is a string, and thus all keys are single characters,
|
||
|
|
it is possible to use a single string instead of a tuple as keys;
|
||
|
|
i.e. ``"AB"`` is equivalent to ``("A", "B")``.
|
||
|
|
|
||
|
|
.. versionadded:: 3.7
|
||
|
|
|
||
|
|
gridspec_kw : dict, optional
|
||
|
|
Dictionary with keywords passed to the `.GridSpec` constructor used
|
||
|
|
to create the grid the subplots are placed on. In the case of
|
||
|
|
nested layouts, this argument applies only to the outer layout.
|
||
|
|
For more complex layouts, users should use `.Figure.subfigures`
|
||
|
|
to create the nesting.
|
||
|
|
|
||
|
|
empty_sentinel : object, optional
|
||
|
|
Entry in the layout to mean "leave this space empty". Defaults
|
||
|
|
to ``'.'``. Note, if *layout* is a string, it is processed via
|
||
|
|
`inspect.cleandoc` to remove leading white space, which may
|
||
|
|
interfere with using white-space as the empty sentinel.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
dict[label, Axes]
|
||
|
|
A dictionary mapping the labels to the Axes objects. The order of
|
||
|
|
the Axes is left-to-right and top-to-bottom of their position in the
|
||
|
|
total layout.
|
||
|
|
|
||
|
|
"""
|
||
|
|
subplot_kw = subplot_kw or {}
|
||
|
|
gridspec_kw = dict(gridspec_kw or {})
|
||
|
|
per_subplot_kw = per_subplot_kw or {}
|
||
|
|
|
||
|
|
if height_ratios is not None:
|
||
|
|
if 'height_ratios' in gridspec_kw:
|
||
|
|
raise ValueError("'height_ratios' must not be defined both as "
|
||
|
|
"parameter and as key in 'gridspec_kw'")
|
||
|
|
gridspec_kw['height_ratios'] = height_ratios
|
||
|
|
if width_ratios is not None:
|
||
|
|
if 'width_ratios' in gridspec_kw:
|
||
|
|
raise ValueError("'width_ratios' must not be defined both as "
|
||
|
|
"parameter and as key in 'gridspec_kw'")
|
||
|
|
gridspec_kw['width_ratios'] = width_ratios
|
||
|
|
|
||
|
|
# special-case string input
|
||
|
|
if isinstance(mosaic, str):
|
||
|
|
mosaic = self._normalize_grid_string(mosaic)
|
||
|
|
per_subplot_kw = {
|
||
|
|
tuple(k): v for k, v in per_subplot_kw.items()
|
||
|
|
}
|
||
|
|
|
||
|
|
per_subplot_kw = self._norm_per_subplot_kw(per_subplot_kw)
|
||
|
|
|
||
|
|
# Only accept strict bools to allow a possible future API expansion.
|
||
|
|
_api.check_isinstance(bool, sharex=sharex, sharey=sharey)
|
||
|
|
|
||
|
|
def _make_array(inp):
|
||
|
|
"""
|
||
|
|
Convert input into 2D array
|
||
|
|
|
||
|
|
We need to have this internal function rather than
|
||
|
|
``np.asarray(..., dtype=object)`` so that a list of lists
|
||
|
|
of lists does not get converted to an array of dimension > 2.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
2D object array
|
||
|
|
"""
|
||
|
|
r0, *rest = inp
|
||
|
|
if isinstance(r0, str):
|
||
|
|
raise ValueError('List mosaic specification must be 2D')
|
||
|
|
for j, r in enumerate(rest, start=1):
|
||
|
|
if isinstance(r, str):
|
||
|
|
raise ValueError('List mosaic specification must be 2D')
|
||
|
|
if len(r0) != len(r):
|
||
|
|
raise ValueError(
|
||
|
|
"All of the rows must be the same length, however "
|
||
|
|
f"the first row ({r0!r}) has length {len(r0)} "
|
||
|
|
f"and row {j} ({r!r}) has length {len(r)}."
|
||
|
|
)
|
||
|
|
out = np.zeros((len(inp), len(r0)), dtype=object)
|
||
|
|
for j, r in enumerate(inp):
|
||
|
|
for k, v in enumerate(r):
|
||
|
|
out[j, k] = v
|
||
|
|
return out
|
||
|
|
|
||
|
|
def _identify_keys_and_nested(mosaic):
|
||
|
|
"""
|
||
|
|
Given a 2D object array, identify unique IDs and nested mosaics
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
mosaic : 2D object array
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
unique_ids : tuple
|
||
|
|
The unique non-sub mosaic entries in this mosaic
|
||
|
|
nested : dict[tuple[int, int], 2D object array]
|
||
|
|
"""
|
||
|
|
# make sure we preserve the user supplied order
|
||
|
|
unique_ids = cbook._OrderedSet()
|
||
|
|
nested = {}
|
||
|
|
for j, row in enumerate(mosaic):
|
||
|
|
for k, v in enumerate(row):
|
||
|
|
if v == empty_sentinel:
|
||
|
|
continue
|
||
|
|
elif not cbook.is_scalar_or_string(v):
|
||
|
|
nested[(j, k)] = _make_array(v)
|
||
|
|
else:
|
||
|
|
unique_ids.add(v)
|
||
|
|
|
||
|
|
return tuple(unique_ids), nested
|
||
|
|
|
||
|
|
def _do_layout(gs, mosaic, unique_ids, nested):
|
||
|
|
"""
|
||
|
|
Recursively do the mosaic.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
gs : GridSpec
|
||
|
|
mosaic : 2D object array
|
||
|
|
The input converted to a 2D array for this level.
|
||
|
|
unique_ids : tuple
|
||
|
|
The identified scalar labels at this level of nesting.
|
||
|
|
nested : dict[tuple[int, int]], 2D object array
|
||
|
|
The identified nested mosaics, if any.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
dict[label, Axes]
|
||
|
|
A flat dict of all of the Axes created.
|
||
|
|
"""
|
||
|
|
output = dict()
|
||
|
|
|
||
|
|
# we need to merge together the Axes at this level and the Axes
|
||
|
|
# in the (recursively) nested sub-mosaics so that we can add
|
||
|
|
# them to the figure in the "natural" order if you were to
|
||
|
|
# ravel in c-order all of the Axes that will be created
|
||
|
|
#
|
||
|
|
# This will stash the upper left index of each object (axes or
|
||
|
|
# nested mosaic) at this level
|
||
|
|
this_level = dict()
|
||
|
|
|
||
|
|
# go through the unique keys,
|
||
|
|
for name in unique_ids:
|
||
|
|
# sort out where each axes starts/ends
|
||
|
|
indx = np.argwhere(mosaic == name)
|
||
|
|
start_row, start_col = np.min(indx, axis=0)
|
||
|
|
end_row, end_col = np.max(indx, axis=0) + 1
|
||
|
|
# and construct the slice object
|
||
|
|
slc = (slice(start_row, end_row), slice(start_col, end_col))
|
||
|
|
# some light error checking
|
||
|
|
if (mosaic[slc] != name).any():
|
||
|
|
raise ValueError(
|
||
|
|
f"While trying to layout\n{mosaic!r}\n"
|
||
|
|
f"we found that the label {name!r} specifies a "
|
||
|
|
"non-rectangular or non-contiguous area.")
|
||
|
|
# and stash this slice for later
|
||
|
|
this_level[(start_row, start_col)] = (name, slc, 'axes')
|
||
|
|
|
||
|
|
# do the same thing for the nested mosaics (simpler because these
|
||
|
|
# cannot be spans yet!)
|
||
|
|
for (j, k), nested_mosaic in nested.items():
|
||
|
|
this_level[(j, k)] = (None, nested_mosaic, 'nested')
|
||
|
|
|
||
|
|
# now go through the things in this level and add them
|
||
|
|
# in order left-to-right top-to-bottom
|
||
|
|
for key in sorted(this_level):
|
||
|
|
name, arg, method = this_level[key]
|
||
|
|
# we are doing some hokey function dispatch here based
|
||
|
|
# on the 'method' string stashed above to sort out if this
|
||
|
|
# element is an Axes or a nested mosaic.
|
||
|
|
if method == 'axes':
|
||
|
|
slc = arg
|
||
|
|
# add a single Axes
|
||
|
|
if name in output:
|
||
|
|
raise ValueError(f"There are duplicate keys {name} "
|
||
|
|
f"in the layout\n{mosaic!r}")
|
||
|
|
ax = self.add_subplot(
|
||
|
|
gs[slc], **{
|
||
|
|
'label': str(name),
|
||
|
|
**subplot_kw,
|
||
|
|
**per_subplot_kw.get(name, {})
|
||
|
|
}
|
||
|
|
)
|
||
|
|
output[name] = ax
|
||
|
|
elif method == 'nested':
|
||
|
|
nested_mosaic = arg
|
||
|
|
j, k = key
|
||
|
|
# recursively add the nested mosaic
|
||
|
|
rows, cols = nested_mosaic.shape
|
||
|
|
nested_output = _do_layout(
|
||
|
|
gs[j, k].subgridspec(rows, cols),
|
||
|
|
nested_mosaic,
|
||
|
|
*_identify_keys_and_nested(nested_mosaic)
|
||
|
|
)
|
||
|
|
overlap = set(output) & set(nested_output)
|
||
|
|
if overlap:
|
||
|
|
raise ValueError(
|
||
|
|
f"There are duplicate keys {overlap} "
|
||
|
|
f"between the outer layout\n{mosaic!r}\n"
|
||
|
|
f"and the nested layout\n{nested_mosaic}"
|
||
|
|
)
|
||
|
|
output.update(nested_output)
|
||
|
|
else:
|
||
|
|
raise RuntimeError("This should never happen")
|
||
|
|
return output
|
||
|
|
|
||
|
|
mosaic = _make_array(mosaic)
|
||
|
|
rows, cols = mosaic.shape
|
||
|
|
gs = self.add_gridspec(rows, cols, **gridspec_kw)
|
||
|
|
ret = _do_layout(gs, mosaic, *_identify_keys_and_nested(mosaic))
|
||
|
|
ax0 = next(iter(ret.values()))
|
||
|
|
for ax in ret.values():
|
||
|
|
if sharex:
|
||
|
|
ax.sharex(ax0)
|
||
|
|
ax._label_outer_xaxis(skip_non_rectangular_axes=True)
|
||
|
|
if sharey:
|
||
|
|
ax.sharey(ax0)
|
||
|
|
ax._label_outer_yaxis(skip_non_rectangular_axes=True)
|
||
|
|
if extra := set(per_subplot_kw) - set(ret):
|
||
|
|
raise ValueError(
|
||
|
|
f"The keys {extra} are in *per_subplot_kw* "
|
||
|
|
"but not in the mosaic."
|
||
|
|
)
|
||
|
|
return ret
|
||
|
|
|
||
|
|
def _set_artist_props(self, a):
|
||
|
|
if a != self:
|
||
|
|
a.set_figure(self)
|
||
|
|
a.stale_callback = _stale_figure_callback
|
||
|
|
a.set_transform(self.transSubfigure)
|
||
|
|
|
||
|
|
|
||
|
|
@_docstring.interpd
|
||
|
|
class SubFigure(FigureBase):
|
||
|
|
"""
|
||
|
|
Logical figure that can be placed inside a figure.
|
||
|
|
|
||
|
|
See :ref:`figure-api-subfigure` for an index of methods on this class.
|
||
|
|
Typically instantiated using `.Figure.add_subfigure` or
|
||
|
|
`.SubFigure.add_subfigure`, or `.SubFigure.subfigures`. A subfigure has
|
||
|
|
the same methods as a figure except for those particularly tied to the size
|
||
|
|
or dpi of the figure, and is confined to a prescribed region of the figure.
|
||
|
|
For example the following puts two subfigures side-by-side::
|
||
|
|
|
||
|
|
fig = plt.figure()
|
||
|
|
sfigs = fig.subfigures(1, 2)
|
||
|
|
axsL = sfigs[0].subplots(1, 2)
|
||
|
|
axsR = sfigs[1].subplots(2, 1)
|
||
|
|
|
||
|
|
See :doc:`/gallery/subplots_axes_and_figures/subfigures`
|
||
|
|
|
||
|
|
.. note::
|
||
|
|
The *subfigure* concept is new in v3.4, and the API is still provisional.
|
||
|
|
"""
|
||
|
|
|
||
|
|
def __init__(self, parent, subplotspec, *,
|
||
|
|
facecolor=None,
|
||
|
|
edgecolor=None,
|
||
|
|
linewidth=0.0,
|
||
|
|
frameon=None,
|
||
|
|
**kwargs):
|
||
|
|
"""
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
parent : `.Figure` or `.SubFigure`
|
||
|
|
Figure or subfigure that contains the SubFigure. SubFigures
|
||
|
|
can be nested.
|
||
|
|
|
||
|
|
subplotspec : `.gridspec.SubplotSpec`
|
||
|
|
Defines the region in a parent gridspec where the subfigure will
|
||
|
|
be placed.
|
||
|
|
|
||
|
|
facecolor : default: ``"none"``
|
||
|
|
The figure patch face color; transparent by default.
|
||
|
|
|
||
|
|
edgecolor : default: :rc:`figure.edgecolor`
|
||
|
|
The figure patch edge color.
|
||
|
|
|
||
|
|
linewidth : float
|
||
|
|
The linewidth of the frame (i.e. the edge linewidth of the figure
|
||
|
|
patch).
|
||
|
|
|
||
|
|
frameon : bool, default: :rc:`figure.frameon`
|
||
|
|
If ``False``, suppress drawing the figure background patch.
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
**kwargs : `.SubFigure` properties, optional
|
||
|
|
|
||
|
|
%(SubFigure:kwdoc)s
|
||
|
|
"""
|
||
|
|
super().__init__(**kwargs)
|
||
|
|
if facecolor is None:
|
||
|
|
facecolor = "none"
|
||
|
|
if edgecolor is None:
|
||
|
|
edgecolor = mpl.rcParams['figure.edgecolor']
|
||
|
|
if frameon is None:
|
||
|
|
frameon = mpl.rcParams['figure.frameon']
|
||
|
|
|
||
|
|
self._subplotspec = subplotspec
|
||
|
|
self._parent = parent
|
||
|
|
self.figure = parent.figure
|
||
|
|
|
||
|
|
# subfigures use the parent axstack
|
||
|
|
self._axstack = parent._axstack
|
||
|
|
self.subplotpars = parent.subplotpars
|
||
|
|
self.dpi_scale_trans = parent.dpi_scale_trans
|
||
|
|
self._axobservers = parent._axobservers
|
||
|
|
self.transFigure = parent.transFigure
|
||
|
|
self.bbox_relative = Bbox.null()
|
||
|
|
self._redo_transform_rel_fig()
|
||
|
|
self.figbbox = self._parent.figbbox
|
||
|
|
self.bbox = TransformedBbox(self.bbox_relative,
|
||
|
|
self._parent.transSubfigure)
|
||
|
|
self.transSubfigure = BboxTransformTo(self.bbox)
|
||
|
|
|
||
|
|
self.patch = Rectangle(
|
||
|
|
xy=(0, 0), width=1, height=1, visible=frameon,
|
||
|
|
facecolor=facecolor, edgecolor=edgecolor, linewidth=linewidth,
|
||
|
|
# Don't let the figure patch influence bbox calculation.
|
||
|
|
in_layout=False, transform=self.transSubfigure)
|
||
|
|
self._set_artist_props(self.patch)
|
||
|
|
self.patch.set_antialiased(False)
|
||
|
|
|
||
|
|
@property
|
||
|
|
def canvas(self):
|
||
|
|
return self._parent.canvas
|
||
|
|
|
||
|
|
@property
|
||
|
|
def dpi(self):
|
||
|
|
return self._parent.dpi
|
||
|
|
|
||
|
|
@dpi.setter
|
||
|
|
def dpi(self, value):
|
||
|
|
self._parent.dpi = value
|
||
|
|
|
||
|
|
def get_dpi(self):
|
||
|
|
"""
|
||
|
|
Return the resolution of the parent figure in dots-per-inch as a float.
|
||
|
|
"""
|
||
|
|
return self._parent.dpi
|
||
|
|
|
||
|
|
def set_dpi(self, val):
|
||
|
|
"""
|
||
|
|
Set the resolution of parent figure in dots-per-inch.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
val : float
|
||
|
|
"""
|
||
|
|
self._parent.dpi = val
|
||
|
|
self.stale = True
|
||
|
|
|
||
|
|
def _get_renderer(self):
|
||
|
|
return self._parent._get_renderer()
|
||
|
|
|
||
|
|
def _redo_transform_rel_fig(self, bbox=None):
|
||
|
|
"""
|
||
|
|
Make the transSubfigure bbox relative to Figure transform.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
bbox : bbox or None
|
||
|
|
If not None, then the bbox is used for relative bounding box.
|
||
|
|
Otherwise, it is calculated from the subplotspec.
|
||
|
|
"""
|
||
|
|
if bbox is not None:
|
||
|
|
self.bbox_relative.p0 = bbox.p0
|
||
|
|
self.bbox_relative.p1 = bbox.p1
|
||
|
|
return
|
||
|
|
# need to figure out *where* this subplotspec is.
|
||
|
|
gs = self._subplotspec.get_gridspec()
|
||
|
|
wr = np.asarray(gs.get_width_ratios())
|
||
|
|
hr = np.asarray(gs.get_height_ratios())
|
||
|
|
dx = wr[self._subplotspec.colspan].sum() / wr.sum()
|
||
|
|
dy = hr[self._subplotspec.rowspan].sum() / hr.sum()
|
||
|
|
x0 = wr[:self._subplotspec.colspan.start].sum() / wr.sum()
|
||
|
|
y0 = 1 - hr[:self._subplotspec.rowspan.stop].sum() / hr.sum()
|
||
|
|
self.bbox_relative.p0 = (x0, y0)
|
||
|
|
self.bbox_relative.p1 = (x0 + dx, y0 + dy)
|
||
|
|
|
||
|
|
def get_constrained_layout(self):
|
||
|
|
"""
|
||
|
|
Return whether constrained layout is being used.
|
||
|
|
|
||
|
|
See :ref:`constrainedlayout_guide`.
|
||
|
|
"""
|
||
|
|
return self._parent.get_constrained_layout()
|
||
|
|
|
||
|
|
def get_constrained_layout_pads(self, relative=False):
|
||
|
|
"""
|
||
|
|
Get padding for ``constrained_layout``.
|
||
|
|
|
||
|
|
Returns a list of ``w_pad, h_pad`` in inches and
|
||
|
|
``wspace`` and ``hspace`` as fractions of the subplot.
|
||
|
|
|
||
|
|
See :ref:`constrainedlayout_guide`.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
relative : bool
|
||
|
|
If `True`, then convert from inches to figure relative.
|
||
|
|
"""
|
||
|
|
return self._parent.get_constrained_layout_pads(relative=relative)
|
||
|
|
|
||
|
|
def get_layout_engine(self):
|
||
|
|
return self._parent.get_layout_engine()
|
||
|
|
|
||
|
|
@property
|
||
|
|
def axes(self):
|
||
|
|
"""
|
||
|
|
List of Axes in the SubFigure. You can access and modify the Axes
|
||
|
|
in the SubFigure through this list.
|
||
|
|
|
||
|
|
Modifying this list has no effect. Instead, use `~.SubFigure.add_axes`,
|
||
|
|
`~.SubFigure.add_subplot` or `~.SubFigure.delaxes` to add or remove an
|
||
|
|
Axes.
|
||
|
|
|
||
|
|
Note: The `.SubFigure.axes` property and `~.SubFigure.get_axes` method
|
||
|
|
are equivalent.
|
||
|
|
"""
|
||
|
|
return self._localaxes[:]
|
||
|
|
|
||
|
|
get_axes = axes.fget
|
||
|
|
|
||
|
|
def draw(self, renderer):
|
||
|
|
# docstring inherited
|
||
|
|
|
||
|
|
# draw the figure bounding box, perhaps none for white figure
|
||
|
|
if not self.get_visible():
|
||
|
|
return
|
||
|
|
|
||
|
|
artists = self._get_draw_artists(renderer)
|
||
|
|
|
||
|
|
try:
|
||
|
|
renderer.open_group('subfigure', gid=self.get_gid())
|
||
|
|
self.patch.draw(renderer)
|
||
|
|
mimage._draw_list_compositing_images(
|
||
|
|
renderer, self, artists, self.figure.suppressComposite)
|
||
|
|
renderer.close_group('subfigure')
|
||
|
|
|
||
|
|
finally:
|
||
|
|
self.stale = False
|
||
|
|
|
||
|
|
|
||
|
|
@_docstring.interpd
|
||
|
|
class Figure(FigureBase):
|
||
|
|
"""
|
||
|
|
The top level container for all the plot elements.
|
||
|
|
|
||
|
|
See `matplotlib.figure` for an index of class methods.
|
||
|
|
|
||
|
|
Attributes
|
||
|
|
----------
|
||
|
|
patch
|
||
|
|
The `.Rectangle` instance representing the figure background patch.
|
||
|
|
|
||
|
|
suppressComposite
|
||
|
|
For multiple images, the figure will make composite images
|
||
|
|
depending on the renderer option_image_nocomposite function. If
|
||
|
|
*suppressComposite* is a boolean, this will override the renderer.
|
||
|
|
"""
|
||
|
|
|
||
|
|
# we want to cache the fonts and mathtext at a global level so that when
|
||
|
|
# multiple figures are created we can reuse them. This helps with a bug on
|
||
|
|
# windows where the creation of too many figures leads to too many open
|
||
|
|
# file handles and improves the performance of parsing mathtext. However,
|
||
|
|
# these global caches are not thread safe. The solution here is to let the
|
||
|
|
# Figure acquire a shared lock at the start of the draw, and release it when it
|
||
|
|
# is done. This allows multiple renderers to share the cached fonts and
|
||
|
|
# parsed text, but only one figure can draw at a time and so the font cache
|
||
|
|
# and mathtext cache are used by only one renderer at a time.
|
||
|
|
|
||
|
|
_render_lock = threading.RLock()
|
||
|
|
|
||
|
|
def __str__(self):
|
||
|
|
return "Figure(%gx%g)" % tuple(self.bbox.size)
|
||
|
|
|
||
|
|
def __repr__(self):
|
||
|
|
return "<{clsname} size {h:g}x{w:g} with {naxes} Axes>".format(
|
||
|
|
clsname=self.__class__.__name__,
|
||
|
|
h=self.bbox.size[0], w=self.bbox.size[1],
|
||
|
|
naxes=len(self.axes),
|
||
|
|
)
|
||
|
|
|
||
|
|
def __init__(self,
|
||
|
|
figsize=None,
|
||
|
|
dpi=None,
|
||
|
|
*,
|
||
|
|
facecolor=None,
|
||
|
|
edgecolor=None,
|
||
|
|
linewidth=0.0,
|
||
|
|
frameon=None,
|
||
|
|
subplotpars=None, # rc figure.subplot.*
|
||
|
|
tight_layout=None, # rc figure.autolayout
|
||
|
|
constrained_layout=None, # rc figure.constrained_layout.use
|
||
|
|
layout=None,
|
||
|
|
**kwargs
|
||
|
|
):
|
||
|
|
"""
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
figsize : 2-tuple of floats, default: :rc:`figure.figsize`
|
||
|
|
Figure dimension ``(width, height)`` in inches.
|
||
|
|
|
||
|
|
dpi : float, default: :rc:`figure.dpi`
|
||
|
|
Dots per inch.
|
||
|
|
|
||
|
|
facecolor : default: :rc:`figure.facecolor`
|
||
|
|
The figure patch facecolor.
|
||
|
|
|
||
|
|
edgecolor : default: :rc:`figure.edgecolor`
|
||
|
|
The figure patch edge color.
|
||
|
|
|
||
|
|
linewidth : float
|
||
|
|
The linewidth of the frame (i.e. the edge linewidth of the figure
|
||
|
|
patch).
|
||
|
|
|
||
|
|
frameon : bool, default: :rc:`figure.frameon`
|
||
|
|
If ``False``, suppress drawing the figure background patch.
|
||
|
|
|
||
|
|
subplotpars : `~matplotlib.gridspec.SubplotParams`
|
||
|
|
Subplot parameters. If not given, the default subplot
|
||
|
|
parameters :rc:`figure.subplot.*` are used.
|
||
|
|
|
||
|
|
tight_layout : bool or dict, default: :rc:`figure.autolayout`
|
||
|
|
Whether to use the tight layout mechanism. See `.set_tight_layout`.
|
||
|
|
|
||
|
|
.. admonition:: Discouraged
|
||
|
|
|
||
|
|
The use of this parameter is discouraged. Please use
|
||
|
|
``layout='tight'`` instead for the common case of
|
||
|
|
``tight_layout=True`` and use `.set_tight_layout` otherwise.
|
||
|
|
|
||
|
|
constrained_layout : bool, default: :rc:`figure.constrained_layout.use`
|
||
|
|
This is equal to ``layout='constrained'``.
|
||
|
|
|
||
|
|
.. admonition:: Discouraged
|
||
|
|
|
||
|
|
The use of this parameter is discouraged. Please use
|
||
|
|
``layout='constrained'`` instead.
|
||
|
|
|
||
|
|
layout : {'constrained', 'compressed', 'tight', 'none', `.LayoutEngine`, \
|
||
|
|
None}, default: None
|
||
|
|
The layout mechanism for positioning of plot elements to avoid
|
||
|
|
overlapping Axes decorations (labels, ticks, etc). Note that
|
||
|
|
layout managers can have significant performance penalties.
|
||
|
|
|
||
|
|
- 'constrained': The constrained layout solver adjusts Axes sizes
|
||
|
|
to avoid overlapping Axes decorations. Can handle complex plot
|
||
|
|
layouts and colorbars, and is thus recommended.
|
||
|
|
|
||
|
|
See :ref:`constrainedlayout_guide` for examples.
|
||
|
|
|
||
|
|
- 'compressed': uses the same algorithm as 'constrained', but
|
||
|
|
removes extra space between fixed-aspect-ratio Axes. Best for
|
||
|
|
simple grids of Axes.
|
||
|
|
|
||
|
|
- 'tight': Use the tight layout mechanism. This is a relatively
|
||
|
|
simple algorithm that adjusts the subplot parameters so that
|
||
|
|
decorations do not overlap.
|
||
|
|
|
||
|
|
See :ref:`tight_layout_guide` for examples.
|
||
|
|
|
||
|
|
- 'none': Do not use a layout engine.
|
||
|
|
|
||
|
|
- A `.LayoutEngine` instance. Builtin layout classes are
|
||
|
|
`.ConstrainedLayoutEngine` and `.TightLayoutEngine`, more easily
|
||
|
|
accessible by 'constrained' and 'tight'. Passing an instance
|
||
|
|
allows third parties to provide their own layout engine.
|
||
|
|
|
||
|
|
If not given, fall back to using the parameters *tight_layout* and
|
||
|
|
*constrained_layout*, including their config defaults
|
||
|
|
:rc:`figure.autolayout` and :rc:`figure.constrained_layout.use`.
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
**kwargs : `.Figure` properties, optional
|
||
|
|
|
||
|
|
%(Figure:kwdoc)s
|
||
|
|
"""
|
||
|
|
super().__init__(**kwargs)
|
||
|
|
self.figure = self
|
||
|
|
self._layout_engine = None
|
||
|
|
|
||
|
|
if layout is not None:
|
||
|
|
if (tight_layout is not None):
|
||
|
|
_api.warn_external(
|
||
|
|
"The Figure parameters 'layout' and 'tight_layout' cannot "
|
||
|
|
"be used together. Please use 'layout' only.")
|
||
|
|
if (constrained_layout is not None):
|
||
|
|
_api.warn_external(
|
||
|
|
"The Figure parameters 'layout' and 'constrained_layout' "
|
||
|
|
"cannot be used together. Please use 'layout' only.")
|
||
|
|
self.set_layout_engine(layout=layout)
|
||
|
|
elif tight_layout is not None:
|
||
|
|
if constrained_layout is not None:
|
||
|
|
_api.warn_external(
|
||
|
|
"The Figure parameters 'tight_layout' and "
|
||
|
|
"'constrained_layout' cannot be used together. Please use "
|
||
|
|
"'layout' parameter")
|
||
|
|
self.set_layout_engine(layout='tight')
|
||
|
|
if isinstance(tight_layout, dict):
|
||
|
|
self.get_layout_engine().set(**tight_layout)
|
||
|
|
elif constrained_layout is not None:
|
||
|
|
if isinstance(constrained_layout, dict):
|
||
|
|
self.set_layout_engine(layout='constrained')
|
||
|
|
self.get_layout_engine().set(**constrained_layout)
|
||
|
|
elif constrained_layout:
|
||
|
|
self.set_layout_engine(layout='constrained')
|
||
|
|
|
||
|
|
else:
|
||
|
|
# everything is None, so use default:
|
||
|
|
self.set_layout_engine(layout=layout)
|
||
|
|
|
||
|
|
# Callbacks traditionally associated with the canvas (and exposed with
|
||
|
|
# a proxy property), but that actually need to be on the figure for
|
||
|
|
# pickling.
|
||
|
|
self._canvas_callbacks = cbook.CallbackRegistry(
|
||
|
|
signals=FigureCanvasBase.events)
|
||
|
|
connect = self._canvas_callbacks._connect_picklable
|
||
|
|
self._mouse_key_ids = [
|
||
|
|
connect('key_press_event', backend_bases._key_handler),
|
||
|
|
connect('key_release_event', backend_bases._key_handler),
|
||
|
|
connect('key_release_event', backend_bases._key_handler),
|
||
|
|
connect('button_press_event', backend_bases._mouse_handler),
|
||
|
|
connect('button_release_event', backend_bases._mouse_handler),
|
||
|
|
connect('scroll_event', backend_bases._mouse_handler),
|
||
|
|
connect('motion_notify_event', backend_bases._mouse_handler),
|
||
|
|
]
|
||
|
|
self._button_pick_id = connect('button_press_event', self.pick)
|
||
|
|
self._scroll_pick_id = connect('scroll_event', self.pick)
|
||
|
|
|
||
|
|
if figsize is None:
|
||
|
|
figsize = mpl.rcParams['figure.figsize']
|
||
|
|
if dpi is None:
|
||
|
|
dpi = mpl.rcParams['figure.dpi']
|
||
|
|
if facecolor is None:
|
||
|
|
facecolor = mpl.rcParams['figure.facecolor']
|
||
|
|
if edgecolor is None:
|
||
|
|
edgecolor = mpl.rcParams['figure.edgecolor']
|
||
|
|
if frameon is None:
|
||
|
|
frameon = mpl.rcParams['figure.frameon']
|
||
|
|
|
||
|
|
if not np.isfinite(figsize).all() or (np.array(figsize) < 0).any():
|
||
|
|
raise ValueError('figure size must be positive finite not '
|
||
|
|
f'{figsize}')
|
||
|
|
self.bbox_inches = Bbox.from_bounds(0, 0, *figsize)
|
||
|
|
|
||
|
|
self.dpi_scale_trans = Affine2D().scale(dpi)
|
||
|
|
# do not use property as it will trigger
|
||
|
|
self._dpi = dpi
|
||
|
|
self.bbox = TransformedBbox(self.bbox_inches, self.dpi_scale_trans)
|
||
|
|
self.figbbox = self.bbox
|
||
|
|
self.transFigure = BboxTransformTo(self.bbox)
|
||
|
|
self.transSubfigure = self.transFigure
|
||
|
|
|
||
|
|
self.patch = Rectangle(
|
||
|
|
xy=(0, 0), width=1, height=1, visible=frameon,
|
||
|
|
facecolor=facecolor, edgecolor=edgecolor, linewidth=linewidth,
|
||
|
|
# Don't let the figure patch influence bbox calculation.
|
||
|
|
in_layout=False)
|
||
|
|
self._set_artist_props(self.patch)
|
||
|
|
self.patch.set_antialiased(False)
|
||
|
|
|
||
|
|
FigureCanvasBase(self) # Set self.canvas.
|
||
|
|
|
||
|
|
if subplotpars is None:
|
||
|
|
subplotpars = SubplotParams()
|
||
|
|
|
||
|
|
self.subplotpars = subplotpars
|
||
|
|
|
||
|
|
self._axstack = _AxesStack() # track all figure Axes and current Axes
|
||
|
|
self.clear()
|
||
|
|
|
||
|
|
def pick(self, mouseevent):
|
||
|
|
if not self.canvas.widgetlock.locked():
|
||
|
|
super().pick(mouseevent)
|
||
|
|
|
||
|
|
def _check_layout_engines_compat(self, old, new):
|
||
|
|
"""
|
||
|
|
Helper for set_layout engine
|
||
|
|
|
||
|
|
If the figure has used the old engine and added a colorbar then the
|
||
|
|
value of colorbar_gridspec must be the same on the new engine.
|
||
|
|
"""
|
||
|
|
if old is None or new is None:
|
||
|
|
return True
|
||
|
|
if old.colorbar_gridspec == new.colorbar_gridspec:
|
||
|
|
return True
|
||
|
|
# colorbar layout different, so check if any colorbars are on the
|
||
|
|
# figure...
|
||
|
|
for ax in self.axes:
|
||
|
|
if hasattr(ax, '_colorbar'):
|
||
|
|
# colorbars list themselves as a colorbar.
|
||
|
|
return False
|
||
|
|
return True
|
||
|
|
|
||
|
|
def set_layout_engine(self, layout=None, **kwargs):
|
||
|
|
"""
|
||
|
|
Set the layout engine for this figure.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
layout : {'constrained', 'compressed', 'tight', 'none', `.LayoutEngine`, None}
|
||
|
|
|
||
|
|
- 'constrained' will use `~.ConstrainedLayoutEngine`
|
||
|
|
- 'compressed' will also use `~.ConstrainedLayoutEngine`, but with
|
||
|
|
a correction that attempts to make a good layout for fixed-aspect
|
||
|
|
ratio Axes.
|
||
|
|
- 'tight' uses `~.TightLayoutEngine`
|
||
|
|
- 'none' removes layout engine.
|
||
|
|
|
||
|
|
If a `.LayoutEngine` instance, that instance will be used.
|
||
|
|
|
||
|
|
If `None`, the behavior is controlled by :rc:`figure.autolayout`
|
||
|
|
(which if `True` behaves as if 'tight' was passed) and
|
||
|
|
:rc:`figure.constrained_layout.use` (which if `True` behaves as if
|
||
|
|
'constrained' was passed). If both are `True`,
|
||
|
|
:rc:`figure.autolayout` takes priority.
|
||
|
|
|
||
|
|
Users and libraries can define their own layout engines and pass
|
||
|
|
the instance directly as well.
|
||
|
|
|
||
|
|
**kwargs
|
||
|
|
The keyword arguments are passed to the layout engine to set things
|
||
|
|
like padding and margin sizes. Only used if *layout* is a string.
|
||
|
|
|
||
|
|
"""
|
||
|
|
if layout is None:
|
||
|
|
if mpl.rcParams['figure.autolayout']:
|
||
|
|
layout = 'tight'
|
||
|
|
elif mpl.rcParams['figure.constrained_layout.use']:
|
||
|
|
layout = 'constrained'
|
||
|
|
else:
|
||
|
|
self._layout_engine = None
|
||
|
|
return
|
||
|
|
if layout == 'tight':
|
||
|
|
new_layout_engine = TightLayoutEngine(**kwargs)
|
||
|
|
elif layout == 'constrained':
|
||
|
|
new_layout_engine = ConstrainedLayoutEngine(**kwargs)
|
||
|
|
elif layout == 'compressed':
|
||
|
|
new_layout_engine = ConstrainedLayoutEngine(compress=True,
|
||
|
|
**kwargs)
|
||
|
|
elif layout == 'none':
|
||
|
|
if self._layout_engine is not None:
|
||
|
|
new_layout_engine = PlaceHolderLayoutEngine(
|
||
|
|
self._layout_engine.adjust_compatible,
|
||
|
|
self._layout_engine.colorbar_gridspec
|
||
|
|
)
|
||
|
|
else:
|
||
|
|
new_layout_engine = None
|
||
|
|
elif isinstance(layout, LayoutEngine):
|
||
|
|
new_layout_engine = layout
|
||
|
|
else:
|
||
|
|
raise ValueError(f"Invalid value for 'layout': {layout!r}")
|
||
|
|
|
||
|
|
if self._check_layout_engines_compat(self._layout_engine,
|
||
|
|
new_layout_engine):
|
||
|
|
self._layout_engine = new_layout_engine
|
||
|
|
else:
|
||
|
|
raise RuntimeError('Colorbar layout of new layout engine not '
|
||
|
|
'compatible with old engine, and a colorbar '
|
||
|
|
'has been created. Engine not changed.')
|
||
|
|
|
||
|
|
def get_layout_engine(self):
|
||
|
|
return self._layout_engine
|
||
|
|
|
||
|
|
# TODO: I'd like to dynamically add the _repr_html_ method
|
||
|
|
# to the figure in the right context, but then IPython doesn't
|
||
|
|
# use it, for some reason.
|
||
|
|
|
||
|
|
def _repr_html_(self):
|
||
|
|
# We can't use "isinstance" here, because then we'd end up importing
|
||
|
|
# webagg unconditionally.
|
||
|
|
if 'WebAgg' in type(self.canvas).__name__:
|
||
|
|
from matplotlib.backends import backend_webagg
|
||
|
|
return backend_webagg.ipython_inline_display(self)
|
||
|
|
|
||
|
|
def show(self, warn=True):
|
||
|
|
"""
|
||
|
|
If using a GUI backend with pyplot, display the figure window.
|
||
|
|
|
||
|
|
If the figure was not created using `~.pyplot.figure`, it will lack
|
||
|
|
a `~.backend_bases.FigureManagerBase`, and this method will raise an
|
||
|
|
AttributeError.
|
||
|
|
|
||
|
|
.. warning::
|
||
|
|
|
||
|
|
This does not manage an 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.
|
||
|
|
|
||
|
|
Use cases for `.Figure.show` include running this from a GUI
|
||
|
|
application (where there is persistently an event loop running) or
|
||
|
|
from a shell, like IPython, that install an input hook to allow the
|
||
|
|
interactive shell to accept input while the figure is also being
|
||
|
|
shown and interactive. Some, but not all, GUI toolkits will
|
||
|
|
register an input hook on import. See :ref:`cp_integration` for
|
||
|
|
more details.
|
||
|
|
|
||
|
|
If you're in a shell without input hook integration or executing a
|
||
|
|
python script, you should use `matplotlib.pyplot.show` with
|
||
|
|
``block=True`` instead, which takes care of starting and running
|
||
|
|
the event loop for you.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
warn : bool, default: True
|
||
|
|
If ``True`` and we are not running headless (i.e. on Linux with an
|
||
|
|
unset DISPLAY), issue warning when called on a non-GUI backend.
|
||
|
|
|
||
|
|
"""
|
||
|
|
if self.canvas.manager is None:
|
||
|
|
raise AttributeError(
|
||
|
|
"Figure.show works only for figures managed by pyplot, "
|
||
|
|
"normally created by pyplot.figure()")
|
||
|
|
try:
|
||
|
|
self.canvas.manager.show()
|
||
|
|
except NonGuiException as exc:
|
||
|
|
if warn:
|
||
|
|
_api.warn_external(str(exc))
|
||
|
|
|
||
|
|
@property
|
||
|
|
def axes(self):
|
||
|
|
"""
|
||
|
|
List of Axes in the Figure. You can access and modify the Axes in the
|
||
|
|
Figure through this list.
|
||
|
|
|
||
|
|
Do not modify the list itself. Instead, use `~Figure.add_axes`,
|
||
|
|
`~.Figure.add_subplot` or `~.Figure.delaxes` to add or remove an Axes.
|
||
|
|
|
||
|
|
Note: The `.Figure.axes` property and `~.Figure.get_axes` method are
|
||
|
|
equivalent.
|
||
|
|
"""
|
||
|
|
return self._axstack.as_list()
|
||
|
|
|
||
|
|
get_axes = axes.fget
|
||
|
|
|
||
|
|
def _get_renderer(self):
|
||
|
|
if hasattr(self.canvas, 'get_renderer'):
|
||
|
|
return self.canvas.get_renderer()
|
||
|
|
else:
|
||
|
|
return _get_renderer(self)
|
||
|
|
|
||
|
|
def _get_dpi(self):
|
||
|
|
return self._dpi
|
||
|
|
|
||
|
|
def _set_dpi(self, dpi, forward=True):
|
||
|
|
"""
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
dpi : float
|
||
|
|
|
||
|
|
forward : bool
|
||
|
|
Passed on to `~.Figure.set_size_inches`
|
||
|
|
"""
|
||
|
|
if dpi == self._dpi:
|
||
|
|
# We don't want to cause undue events in backends.
|
||
|
|
return
|
||
|
|
self._dpi = dpi
|
||
|
|
self.dpi_scale_trans.clear().scale(dpi)
|
||
|
|
w, h = self.get_size_inches()
|
||
|
|
self.set_size_inches(w, h, forward=forward)
|
||
|
|
|
||
|
|
dpi = property(_get_dpi, _set_dpi, doc="The resolution in dots per inch.")
|
||
|
|
|
||
|
|
def get_tight_layout(self):
|
||
|
|
"""Return whether `.Figure.tight_layout` is called when drawing."""
|
||
|
|
return isinstance(self.get_layout_engine(), TightLayoutEngine)
|
||
|
|
|
||
|
|
@_api.deprecated("3.6", alternative="set_layout_engine",
|
||
|
|
pending=True)
|
||
|
|
def set_tight_layout(self, tight):
|
||
|
|
"""
|
||
|
|
Set whether and how `.Figure.tight_layout` is called when drawing.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
tight : bool or dict with keys "pad", "w_pad", "h_pad", "rect" or None
|
||
|
|
If a bool, sets whether to call `.Figure.tight_layout` upon drawing.
|
||
|
|
If ``None``, use :rc:`figure.autolayout` instead.
|
||
|
|
If a dict, pass it as kwargs to `.Figure.tight_layout`, overriding the
|
||
|
|
default paddings.
|
||
|
|
"""
|
||
|
|
if tight is None:
|
||
|
|
tight = mpl.rcParams['figure.autolayout']
|
||
|
|
_tight = 'tight' if bool(tight) else 'none'
|
||
|
|
_tight_parameters = tight if isinstance(tight, dict) else {}
|
||
|
|
self.set_layout_engine(_tight, **_tight_parameters)
|
||
|
|
self.stale = True
|
||
|
|
|
||
|
|
def get_constrained_layout(self):
|
||
|
|
"""
|
||
|
|
Return whether constrained layout is being used.
|
||
|
|
|
||
|
|
See :ref:`constrainedlayout_guide`.
|
||
|
|
"""
|
||
|
|
return isinstance(self.get_layout_engine(), ConstrainedLayoutEngine)
|
||
|
|
|
||
|
|
@_api.deprecated("3.6", alternative="set_layout_engine('constrained')",
|
||
|
|
pending=True)
|
||
|
|
def set_constrained_layout(self, constrained):
|
||
|
|
"""
|
||
|
|
Set whether ``constrained_layout`` is used upon drawing.
|
||
|
|
|
||
|
|
If None, :rc:`figure.constrained_layout.use` value will be used.
|
||
|
|
|
||
|
|
When providing a dict containing the keys ``w_pad``, ``h_pad``
|
||
|
|
the default ``constrained_layout`` paddings will be
|
||
|
|
overridden. These pads are in inches and default to 3.0/72.0.
|
||
|
|
``w_pad`` is the width padding and ``h_pad`` is the height padding.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
constrained : bool or dict or None
|
||
|
|
"""
|
||
|
|
if constrained is None:
|
||
|
|
constrained = mpl.rcParams['figure.constrained_layout.use']
|
||
|
|
_constrained = 'constrained' if bool(constrained) else 'none'
|
||
|
|
_parameters = constrained if isinstance(constrained, dict) else {}
|
||
|
|
self.set_layout_engine(_constrained, **_parameters)
|
||
|
|
self.stale = True
|
||
|
|
|
||
|
|
@_api.deprecated(
|
||
|
|
"3.6", alternative="figure.get_layout_engine().set()",
|
||
|
|
pending=True)
|
||
|
|
def set_constrained_layout_pads(self, **kwargs):
|
||
|
|
"""
|
||
|
|
Set padding for ``constrained_layout``.
|
||
|
|
|
||
|
|
Tip: The parameters can be passed from a dictionary by using
|
||
|
|
``fig.set_constrained_layout(**pad_dict)``.
|
||
|
|
|
||
|
|
See :ref:`constrainedlayout_guide`.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
w_pad : float, default: :rc:`figure.constrained_layout.w_pad`
|
||
|
|
Width padding in inches. This is the pad around Axes
|
||
|
|
and is meant to make sure there is enough room for fonts to
|
||
|
|
look good. Defaults to 3 pts = 0.04167 inches
|
||
|
|
|
||
|
|
h_pad : float, default: :rc:`figure.constrained_layout.h_pad`
|
||
|
|
Height padding in inches. Defaults to 3 pts.
|
||
|
|
|
||
|
|
wspace : float, default: :rc:`figure.constrained_layout.wspace`
|
||
|
|
Width padding between subplots, expressed as a fraction of the
|
||
|
|
subplot width. The total padding ends up being w_pad + wspace.
|
||
|
|
|
||
|
|
hspace : float, default: :rc:`figure.constrained_layout.hspace`
|
||
|
|
Height padding between subplots, expressed as a fraction of the
|
||
|
|
subplot width. The total padding ends up being h_pad + hspace.
|
||
|
|
|
||
|
|
"""
|
||
|
|
if isinstance(self.get_layout_engine(), ConstrainedLayoutEngine):
|
||
|
|
self.get_layout_engine().set(**kwargs)
|
||
|
|
|
||
|
|
@_api.deprecated("3.6", alternative="fig.get_layout_engine().get()",
|
||
|
|
pending=True)
|
||
|
|
def get_constrained_layout_pads(self, relative=False):
|
||
|
|
"""
|
||
|
|
Get padding for ``constrained_layout``.
|
||
|
|
|
||
|
|
Returns a list of ``w_pad, h_pad`` in inches and
|
||
|
|
``wspace`` and ``hspace`` as fractions of the subplot.
|
||
|
|
All values are None if ``constrained_layout`` is not used.
|
||
|
|
|
||
|
|
See :ref:`constrainedlayout_guide`.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
relative : bool
|
||
|
|
If `True`, then convert from inches to figure relative.
|
||
|
|
"""
|
||
|
|
if not isinstance(self.get_layout_engine(), ConstrainedLayoutEngine):
|
||
|
|
return None, None, None, None
|
||
|
|
info = self.get_layout_engine().get()
|
||
|
|
w_pad = info['w_pad']
|
||
|
|
h_pad = info['h_pad']
|
||
|
|
wspace = info['wspace']
|
||
|
|
hspace = info['hspace']
|
||
|
|
|
||
|
|
if relative and (w_pad is not None or h_pad is not None):
|
||
|
|
renderer = self._get_renderer()
|
||
|
|
dpi = renderer.dpi
|
||
|
|
w_pad = w_pad * dpi / renderer.width
|
||
|
|
h_pad = h_pad * dpi / renderer.height
|
||
|
|
|
||
|
|
return w_pad, h_pad, wspace, hspace
|
||
|
|
|
||
|
|
def set_canvas(self, canvas):
|
||
|
|
"""
|
||
|
|
Set the canvas that contains the figure
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
canvas : FigureCanvas
|
||
|
|
"""
|
||
|
|
self.canvas = canvas
|
||
|
|
|
||
|
|
@_docstring.interpd
|
||
|
|
def figimage(self, X, xo=0, yo=0, alpha=None, norm=None, cmap=None,
|
||
|
|
vmin=None, vmax=None, origin=None, resize=False, **kwargs):
|
||
|
|
"""
|
||
|
|
Add a non-resampled image to the figure.
|
||
|
|
|
||
|
|
The image is attached to the lower or upper left corner depending on
|
||
|
|
*origin*.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
X
|
||
|
|
The image data. This is an array of one of the following shapes:
|
||
|
|
|
||
|
|
- (M, N): an image with scalar data. Color-mapping is controlled
|
||
|
|
by *cmap*, *norm*, *vmin*, and *vmax*.
|
||
|
|
- (M, N, 3): an image with RGB values (0-1 float or 0-255 int).
|
||
|
|
- (M, N, 4): an image with RGBA values (0-1 float or 0-255 int),
|
||
|
|
i.e. including transparency.
|
||
|
|
|
||
|
|
xo, yo : int
|
||
|
|
The *x*/*y* image offset in pixels.
|
||
|
|
|
||
|
|
alpha : None or float
|
||
|
|
The alpha blending value.
|
||
|
|
|
||
|
|
%(cmap_doc)s
|
||
|
|
|
||
|
|
This parameter is ignored if *X* is RGB(A).
|
||
|
|
|
||
|
|
%(norm_doc)s
|
||
|
|
|
||
|
|
This parameter is ignored if *X* is RGB(A).
|
||
|
|
|
||
|
|
%(vmin_vmax_doc)s
|
||
|
|
|
||
|
|
This parameter is ignored if *X* is RGB(A).
|
||
|
|
|
||
|
|
origin : {'upper', 'lower'}, default: :rc:`image.origin`
|
||
|
|
Indicates where the [0, 0] index of the array is in the upper left
|
||
|
|
or lower left corner of the Axes.
|
||
|
|
|
||
|
|
resize : bool
|
||
|
|
If *True*, resize the figure to match the given image size.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
`matplotlib.image.FigureImage`
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
**kwargs
|
||
|
|
Additional kwargs are `.Artist` kwargs passed on to `.FigureImage`.
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
figimage complements the Axes image (`~matplotlib.axes.Axes.imshow`)
|
||
|
|
which will be resampled to fit the current Axes. If you want
|
||
|
|
a resampled image to fill the entire figure, you can define an
|
||
|
|
`~matplotlib.axes.Axes` with extent [0, 0, 1, 1].
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
::
|
||
|
|
|
||
|
|
f = plt.figure()
|
||
|
|
nx = int(f.get_figwidth() * f.dpi)
|
||
|
|
ny = int(f.get_figheight() * f.dpi)
|
||
|
|
data = np.random.random((ny, nx))
|
||
|
|
f.figimage(data)
|
||
|
|
plt.show()
|
||
|
|
"""
|
||
|
|
if resize:
|
||
|
|
dpi = self.get_dpi()
|
||
|
|
figsize = [x / dpi for x in (X.shape[1], X.shape[0])]
|
||
|
|
self.set_size_inches(figsize, forward=True)
|
||
|
|
|
||
|
|
im = mimage.FigureImage(self, cmap=cmap, norm=norm,
|
||
|
|
offsetx=xo, offsety=yo,
|
||
|
|
origin=origin, **kwargs)
|
||
|
|
im.stale_callback = _stale_figure_callback
|
||
|
|
|
||
|
|
im.set_array(X)
|
||
|
|
im.set_alpha(alpha)
|
||
|
|
if norm is None:
|
||
|
|
im.set_clim(vmin, vmax)
|
||
|
|
self.images.append(im)
|
||
|
|
im._remove_method = self.images.remove
|
||
|
|
self.stale = True
|
||
|
|
return im
|
||
|
|
|
||
|
|
def set_size_inches(self, w, h=None, forward=True):
|
||
|
|
"""
|
||
|
|
Set the figure size in inches.
|
||
|
|
|
||
|
|
Call signatures::
|
||
|
|
|
||
|
|
fig.set_size_inches(w, h) # OR
|
||
|
|
fig.set_size_inches((w, h))
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
w : (float, float) or float
|
||
|
|
Width and height in inches (if height not specified as a separate
|
||
|
|
argument) or width.
|
||
|
|
h : float
|
||
|
|
Height in inches.
|
||
|
|
forward : bool, default: True
|
||
|
|
If ``True``, the canvas size is automatically updated, e.g.,
|
||
|
|
you can resize the figure window from the shell.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
matplotlib.figure.Figure.get_size_inches
|
||
|
|
matplotlib.figure.Figure.set_figwidth
|
||
|
|
matplotlib.figure.Figure.set_figheight
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
To transform from pixels to inches divide by `Figure.dpi`.
|
||
|
|
"""
|
||
|
|
if h is None: # Got called with a single pair as argument.
|
||
|
|
w, h = w
|
||
|
|
size = np.array([w, h])
|
||
|
|
if not np.isfinite(size).all() or (size < 0).any():
|
||
|
|
raise ValueError(f'figure size must be positive finite not {size}')
|
||
|
|
self.bbox_inches.p1 = size
|
||
|
|
if forward:
|
||
|
|
manager = self.canvas.manager
|
||
|
|
if manager is not None:
|
||
|
|
manager.resize(*(size * self.dpi).astype(int))
|
||
|
|
self.stale = True
|
||
|
|
|
||
|
|
def get_size_inches(self):
|
||
|
|
"""
|
||
|
|
Return the current size of the figure in inches.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
ndarray
|
||
|
|
The size (width, height) of the figure in inches.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
matplotlib.figure.Figure.set_size_inches
|
||
|
|
matplotlib.figure.Figure.get_figwidth
|
||
|
|
matplotlib.figure.Figure.get_figheight
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
The size in pixels can be obtained by multiplying with `Figure.dpi`.
|
||
|
|
"""
|
||
|
|
return np.array(self.bbox_inches.p1)
|
||
|
|
|
||
|
|
def get_figwidth(self):
|
||
|
|
"""Return the figure width in inches."""
|
||
|
|
return self.bbox_inches.width
|
||
|
|
|
||
|
|
def get_figheight(self):
|
||
|
|
"""Return the figure height in inches."""
|
||
|
|
return self.bbox_inches.height
|
||
|
|
|
||
|
|
def get_dpi(self):
|
||
|
|
"""Return the resolution in dots per inch as a float."""
|
||
|
|
return self.dpi
|
||
|
|
|
||
|
|
def set_dpi(self, val):
|
||
|
|
"""
|
||
|
|
Set the resolution of the figure in dots-per-inch.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
val : float
|
||
|
|
"""
|
||
|
|
self.dpi = val
|
||
|
|
self.stale = True
|
||
|
|
|
||
|
|
def set_figwidth(self, val, forward=True):
|
||
|
|
"""
|
||
|
|
Set the width of the figure in inches.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
val : float
|
||
|
|
forward : bool
|
||
|
|
See `set_size_inches`.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
matplotlib.figure.Figure.set_figheight
|
||
|
|
matplotlib.figure.Figure.set_size_inches
|
||
|
|
"""
|
||
|
|
self.set_size_inches(val, self.get_figheight(), forward=forward)
|
||
|
|
|
||
|
|
def set_figheight(self, val, forward=True):
|
||
|
|
"""
|
||
|
|
Set the height of the figure in inches.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
val : float
|
||
|
|
forward : bool
|
||
|
|
See `set_size_inches`.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
matplotlib.figure.Figure.set_figwidth
|
||
|
|
matplotlib.figure.Figure.set_size_inches
|
||
|
|
"""
|
||
|
|
self.set_size_inches(self.get_figwidth(), val, forward=forward)
|
||
|
|
|
||
|
|
def clear(self, keep_observers=False):
|
||
|
|
# docstring inherited
|
||
|
|
super().clear(keep_observers=keep_observers)
|
||
|
|
# FigureBase.clear does not clear toolbars, as
|
||
|
|
# only Figure can have toolbars
|
||
|
|
toolbar = self.canvas.toolbar
|
||
|
|
if toolbar is not None:
|
||
|
|
toolbar.update()
|
||
|
|
|
||
|
|
@_finalize_rasterization
|
||
|
|
@allow_rasterization
|
||
|
|
def draw(self, renderer):
|
||
|
|
# docstring inherited
|
||
|
|
if not self.get_visible():
|
||
|
|
return
|
||
|
|
|
||
|
|
with self._render_lock:
|
||
|
|
|
||
|
|
artists = self._get_draw_artists(renderer)
|
||
|
|
try:
|
||
|
|
renderer.open_group('figure', gid=self.get_gid())
|
||
|
|
if self.axes and self.get_layout_engine() is not None:
|
||
|
|
try:
|
||
|
|
self.get_layout_engine().execute(self)
|
||
|
|
except ValueError:
|
||
|
|
pass
|
||
|
|
# ValueError can occur when resizing a window.
|
||
|
|
|
||
|
|
self.patch.draw(renderer)
|
||
|
|
mimage._draw_list_compositing_images(
|
||
|
|
renderer, self, artists, self.suppressComposite)
|
||
|
|
|
||
|
|
renderer.close_group('figure')
|
||
|
|
finally:
|
||
|
|
self.stale = False
|
||
|
|
|
||
|
|
DrawEvent("draw_event", self.canvas, renderer)._process()
|
||
|
|
|
||
|
|
def draw_without_rendering(self):
|
||
|
|
"""
|
||
|
|
Draw the figure with no output. Useful to get the final size of
|
||
|
|
artists that require a draw before their size is known (e.g. text).
|
||
|
|
"""
|
||
|
|
renderer = _get_renderer(self)
|
||
|
|
with renderer._draw_disabled():
|
||
|
|
self.draw(renderer)
|
||
|
|
|
||
|
|
def draw_artist(self, a):
|
||
|
|
"""
|
||
|
|
Draw `.Artist` *a* only.
|
||
|
|
"""
|
||
|
|
a.draw(self.canvas.get_renderer())
|
||
|
|
|
||
|
|
def __getstate__(self):
|
||
|
|
state = super().__getstate__()
|
||
|
|
|
||
|
|
# The canvas cannot currently be pickled, but this has the benefit
|
||
|
|
# of meaning that a figure can be detached from one canvas, and
|
||
|
|
# re-attached to another.
|
||
|
|
state.pop("canvas")
|
||
|
|
|
||
|
|
# discard any changes to the dpi due to pixel ratio changes
|
||
|
|
state["_dpi"] = state.get('_original_dpi', state['_dpi'])
|
||
|
|
|
||
|
|
# add version information to the state
|
||
|
|
state['__mpl_version__'] = mpl.__version__
|
||
|
|
|
||
|
|
# check whether the figure manager (if any) is registered with pyplot
|
||
|
|
from matplotlib import _pylab_helpers
|
||
|
|
if self.canvas.manager in _pylab_helpers.Gcf.figs.values():
|
||
|
|
state['_restore_to_pylab'] = True
|
||
|
|
return state
|
||
|
|
|
||
|
|
def __setstate__(self, state):
|
||
|
|
version = state.pop('__mpl_version__')
|
||
|
|
restore_to_pylab = state.pop('_restore_to_pylab', False)
|
||
|
|
|
||
|
|
if version != mpl.__version__:
|
||
|
|
_api.warn_external(
|
||
|
|
f"This figure was saved with matplotlib version {version} and "
|
||
|
|
f"loaded with {mpl.__version__} so may not function correctly."
|
||
|
|
)
|
||
|
|
self.__dict__ = state
|
||
|
|
|
||
|
|
# re-initialise some of the unstored state information
|
||
|
|
FigureCanvasBase(self) # Set self.canvas.
|
||
|
|
|
||
|
|
if restore_to_pylab:
|
||
|
|
# lazy import to avoid circularity
|
||
|
|
import matplotlib.pyplot as plt
|
||
|
|
import matplotlib._pylab_helpers as pylab_helpers
|
||
|
|
allnums = plt.get_fignums()
|
||
|
|
num = max(allnums) + 1 if allnums else 1
|
||
|
|
backend = plt._get_backend_mod()
|
||
|
|
mgr = backend.new_figure_manager_given_figure(num, self)
|
||
|
|
pylab_helpers.Gcf._set_new_active_manager(mgr)
|
||
|
|
plt.draw_if_interactive()
|
||
|
|
|
||
|
|
self.stale = True
|
||
|
|
|
||
|
|
def add_axobserver(self, func):
|
||
|
|
"""Whenever the Axes state change, ``func(self)`` will be called."""
|
||
|
|
# Connect a wrapper lambda and not func itself, to avoid it being
|
||
|
|
# weakref-collected.
|
||
|
|
self._axobservers.connect("_axes_change_event", lambda arg: func(arg))
|
||
|
|
|
||
|
|
def savefig(self, fname, *, transparent=None, **kwargs):
|
||
|
|
"""
|
||
|
|
Save the current figure as an image or vector graphic to a file.
|
||
|
|
|
||
|
|
Call signature::
|
||
|
|
|
||
|
|
savefig(fname, *, transparent=None, dpi='figure', format=None,
|
||
|
|
metadata=None, bbox_inches=None, pad_inches=0.1,
|
||
|
|
facecolor='auto', edgecolor='auto', backend=None,
|
||
|
|
**kwargs
|
||
|
|
)
|
||
|
|
|
||
|
|
The available output formats depend on the backend being used.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
fname : str or path-like or binary file-like
|
||
|
|
A path, or a Python file-like object, or
|
||
|
|
possibly some backend-dependent object such as
|
||
|
|
`matplotlib.backends.backend_pdf.PdfPages`.
|
||
|
|
|
||
|
|
If *format* is set, it determines the output format, and the file
|
||
|
|
is saved as *fname*. Note that *fname* is used verbatim, and there
|
||
|
|
is no attempt to make the extension, if any, of *fname* match
|
||
|
|
*format*, and no extension is appended.
|
||
|
|
|
||
|
|
If *format* is not set, then the format is inferred from the
|
||
|
|
extension of *fname*, if there is one. If *format* is not
|
||
|
|
set and *fname* has no extension, then the file is saved with
|
||
|
|
:rc:`savefig.format` and the appropriate extension is appended to
|
||
|
|
*fname*.
|
||
|
|
|
||
|
|
Other Parameters
|
||
|
|
----------------
|
||
|
|
transparent : bool, default: :rc:`savefig.transparent`
|
||
|
|
If *True*, the Axes patches will all be transparent; the
|
||
|
|
Figure patch will also be transparent unless *facecolor*
|
||
|
|
and/or *edgecolor* are specified via kwargs.
|
||
|
|
|
||
|
|
If *False* has no effect and the color of the Axes and
|
||
|
|
Figure patches are unchanged (unless the Figure patch
|
||
|
|
is specified via the *facecolor* and/or *edgecolor* keyword
|
||
|
|
arguments in which case those colors are used).
|
||
|
|
|
||
|
|
The transparency of these patches will be restored to their
|
||
|
|
original values upon exit of this function.
|
||
|
|
|
||
|
|
This is useful, for example, for displaying
|
||
|
|
a plot on top of a colored background on a web page.
|
||
|
|
|
||
|
|
dpi : float or 'figure', default: :rc:`savefig.dpi`
|
||
|
|
The resolution in dots per inch. If 'figure', use the figure's
|
||
|
|
dpi value.
|
||
|
|
|
||
|
|
format : str
|
||
|
|
The file format, e.g. 'png', 'pdf', 'svg', ... The behavior when
|
||
|
|
this is unset is documented under *fname*.
|
||
|
|
|
||
|
|
metadata : dict, optional
|
||
|
|
Key/value pairs to store in the image metadata. The supported keys
|
||
|
|
and defaults depend on the image format and backend:
|
||
|
|
|
||
|
|
- 'png' with Agg backend: See the parameter ``metadata`` of
|
||
|
|
`~.FigureCanvasAgg.print_png`.
|
||
|
|
- 'pdf' with pdf backend: See the parameter ``metadata`` of
|
||
|
|
`~.backend_pdf.PdfPages`.
|
||
|
|
- 'svg' with svg backend: See the parameter ``metadata`` of
|
||
|
|
`~.FigureCanvasSVG.print_svg`.
|
||
|
|
- 'eps' and 'ps' with PS backend: Only 'Creator' is supported.
|
||
|
|
|
||
|
|
Not supported for 'pgf', 'raw', and 'rgba' as those formats do not support
|
||
|
|
embedding metadata.
|
||
|
|
Does not currently support 'jpg', 'tiff', or 'webp', but may include
|
||
|
|
embedding EXIF metadata in the future.
|
||
|
|
|
||
|
|
bbox_inches : str or `.Bbox`, default: :rc:`savefig.bbox`
|
||
|
|
Bounding box in inches: only the given portion of the figure is
|
||
|
|
saved. If 'tight', try to figure out the tight bbox of the figure.
|
||
|
|
|
||
|
|
pad_inches : float or 'layout', default: :rc:`savefig.pad_inches`
|
||
|
|
Amount of padding in inches around the figure when bbox_inches is
|
||
|
|
'tight'. If 'layout' use the padding from the constrained or
|
||
|
|
compressed layout engine; ignored if one of those engines is not in
|
||
|
|
use.
|
||
|
|
|
||
|
|
facecolor : :mpltype:`color` or 'auto', default: :rc:`savefig.facecolor`
|
||
|
|
The facecolor of the figure. If 'auto', use the current figure
|
||
|
|
facecolor.
|
||
|
|
|
||
|
|
edgecolor : :mpltype:`color` or 'auto', default: :rc:`savefig.edgecolor`
|
||
|
|
The edgecolor of the figure. If 'auto', use the current figure
|
||
|
|
edgecolor.
|
||
|
|
|
||
|
|
backend : str, optional
|
||
|
|
Use a non-default backend to render the file, e.g. to render a
|
||
|
|
png file with the "cairo" backend rather than the default "agg",
|
||
|
|
or a pdf file with the "pgf" backend rather than the default
|
||
|
|
"pdf". Note that the default backend is normally sufficient. See
|
||
|
|
:ref:`the-builtin-backends` for a list of valid backends for each
|
||
|
|
file format. Custom backends can be referenced as "module://...".
|
||
|
|
|
||
|
|
orientation : {'landscape', 'portrait'}
|
||
|
|
Currently only supported by the postscript backend.
|
||
|
|
|
||
|
|
papertype : str
|
||
|
|
One of 'letter', 'legal', 'executive', 'ledger', 'a0' through
|
||
|
|
'a10', 'b0' through 'b10'. Only supported for postscript
|
||
|
|
output.
|
||
|
|
|
||
|
|
bbox_extra_artists : list of `~matplotlib.artist.Artist`, optional
|
||
|
|
A list of extra artists that will be considered when the
|
||
|
|
tight bbox is calculated.
|
||
|
|
|
||
|
|
pil_kwargs : dict, optional
|
||
|
|
Additional keyword arguments that are passed to
|
||
|
|
`PIL.Image.Image.save` when saving the figure.
|
||
|
|
|
||
|
|
"""
|
||
|
|
|
||
|
|
kwargs.setdefault('dpi', mpl.rcParams['savefig.dpi'])
|
||
|
|
if transparent is None:
|
||
|
|
transparent = mpl.rcParams['savefig.transparent']
|
||
|
|
|
||
|
|
with ExitStack() as stack:
|
||
|
|
if transparent:
|
||
|
|
def _recursively_make_subfig_transparent(exit_stack, subfig):
|
||
|
|
exit_stack.enter_context(
|
||
|
|
subfig.patch._cm_set(
|
||
|
|
facecolor="none", edgecolor="none"))
|
||
|
|
for ax in subfig.axes:
|
||
|
|
exit_stack.enter_context(
|
||
|
|
ax.patch._cm_set(
|
||
|
|
facecolor="none", edgecolor="none"))
|
||
|
|
for sub_subfig in subfig.subfigs:
|
||
|
|
_recursively_make_subfig_transparent(
|
||
|
|
exit_stack, sub_subfig)
|
||
|
|
|
||
|
|
def _recursively_make_axes_transparent(exit_stack, ax):
|
||
|
|
exit_stack.enter_context(
|
||
|
|
ax.patch._cm_set(facecolor="none", edgecolor="none"))
|
||
|
|
for child_ax in ax.child_axes:
|
||
|
|
exit_stack.enter_context(
|
||
|
|
child_ax.patch._cm_set(
|
||
|
|
facecolor="none", edgecolor="none"))
|
||
|
|
for child_childax in ax.child_axes:
|
||
|
|
_recursively_make_axes_transparent(
|
||
|
|
exit_stack, child_childax)
|
||
|
|
|
||
|
|
kwargs.setdefault('facecolor', 'none')
|
||
|
|
kwargs.setdefault('edgecolor', 'none')
|
||
|
|
# set subfigure to appear transparent in printed image
|
||
|
|
for subfig in self.subfigs:
|
||
|
|
_recursively_make_subfig_transparent(stack, subfig)
|
||
|
|
# set Axes to be transparent
|
||
|
|
for ax in self.axes:
|
||
|
|
_recursively_make_axes_transparent(stack, ax)
|
||
|
|
self.canvas.print_figure(fname, **kwargs)
|
||
|
|
|
||
|
|
def ginput(self, n=1, timeout=30, show_clicks=True,
|
||
|
|
mouse_add=MouseButton.LEFT,
|
||
|
|
mouse_pop=MouseButton.RIGHT,
|
||
|
|
mouse_stop=MouseButton.MIDDLE):
|
||
|
|
"""
|
||
|
|
Blocking call to interact with a figure.
|
||
|
|
|
||
|
|
Wait until the user clicks *n* times on the figure, and return the
|
||
|
|
coordinates of each click in a list.
|
||
|
|
|
||
|
|
There are three possible interactions:
|
||
|
|
|
||
|
|
- Add a point.
|
||
|
|
- Remove the most recently added point.
|
||
|
|
- Stop the interaction and return the points added so far.
|
||
|
|
|
||
|
|
The actions are assigned to mouse buttons via the arguments
|
||
|
|
*mouse_add*, *mouse_pop* and *mouse_stop*.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
n : int, default: 1
|
||
|
|
Number of mouse clicks to accumulate. If negative, accumulate
|
||
|
|
clicks until the input is terminated manually.
|
||
|
|
timeout : float, default: 30 seconds
|
||
|
|
Number of seconds to wait before timing out. If zero or negative
|
||
|
|
will never time out.
|
||
|
|
show_clicks : bool, default: True
|
||
|
|
If True, show a red cross at the location of each click.
|
||
|
|
mouse_add : `.MouseButton` or None, default: `.MouseButton.LEFT`
|
||
|
|
Mouse button used to add points.
|
||
|
|
mouse_pop : `.MouseButton` or None, default: `.MouseButton.RIGHT`
|
||
|
|
Mouse button used to remove the most recently added point.
|
||
|
|
mouse_stop : `.MouseButton` or None, default: `.MouseButton.MIDDLE`
|
||
|
|
Mouse button used to stop input.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
list of tuples
|
||
|
|
A list of the clicked (x, y) coordinates.
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
The keyboard can also be used to select points in case your mouse
|
||
|
|
does not have one or more of the buttons. The delete and backspace
|
||
|
|
keys act like right-clicking (i.e., remove last point), the enter key
|
||
|
|
terminates input and any other key (not already used by the window
|
||
|
|
manager) selects a point.
|
||
|
|
"""
|
||
|
|
clicks = []
|
||
|
|
marks = []
|
||
|
|
|
||
|
|
def handler(event):
|
||
|
|
is_button = event.name == "button_press_event"
|
||
|
|
is_key = event.name == "key_press_event"
|
||
|
|
# Quit (even if not in infinite mode; this is consistent with
|
||
|
|
# MATLAB and sometimes quite useful, but will require the user to
|
||
|
|
# test how many points were actually returned before using data).
|
||
|
|
if (is_button and event.button == mouse_stop
|
||
|
|
or is_key and event.key in ["escape", "enter"]):
|
||
|
|
self.canvas.stop_event_loop()
|
||
|
|
# Pop last click.
|
||
|
|
elif (is_button and event.button == mouse_pop
|
||
|
|
or is_key and event.key in ["backspace", "delete"]):
|
||
|
|
if clicks:
|
||
|
|
clicks.pop()
|
||
|
|
if show_clicks:
|
||
|
|
marks.pop().remove()
|
||
|
|
self.canvas.draw()
|
||
|
|
# Add new click.
|
||
|
|
elif (is_button and event.button == mouse_add
|
||
|
|
# On macOS/gtk, some keys return None.
|
||
|
|
or is_key and event.key is not None):
|
||
|
|
if event.inaxes:
|
||
|
|
clicks.append((event.xdata, event.ydata))
|
||
|
|
_log.info("input %i: %f, %f",
|
||
|
|
len(clicks), event.xdata, event.ydata)
|
||
|
|
if show_clicks:
|
||
|
|
line = mpl.lines.Line2D([event.xdata], [event.ydata],
|
||
|
|
marker="+", color="r")
|
||
|
|
event.inaxes.add_line(line)
|
||
|
|
marks.append(line)
|
||
|
|
self.canvas.draw()
|
||
|
|
if len(clicks) == n and n > 0:
|
||
|
|
self.canvas.stop_event_loop()
|
||
|
|
|
||
|
|
_blocking_input.blocking_input_loop(
|
||
|
|
self, ["button_press_event", "key_press_event"], timeout, handler)
|
||
|
|
|
||
|
|
# Cleanup.
|
||
|
|
for mark in marks:
|
||
|
|
mark.remove()
|
||
|
|
self.canvas.draw()
|
||
|
|
|
||
|
|
return clicks
|
||
|
|
|
||
|
|
def waitforbuttonpress(self, timeout=-1):
|
||
|
|
"""
|
||
|
|
Blocking call to interact with the figure.
|
||
|
|
|
||
|
|
Wait for user input and return True if a key was pressed, False if a
|
||
|
|
mouse button was pressed and None if no input was given within
|
||
|
|
*timeout* seconds. Negative values deactivate *timeout*.
|
||
|
|
"""
|
||
|
|
event = None
|
||
|
|
|
||
|
|
def handler(ev):
|
||
|
|
nonlocal event
|
||
|
|
event = ev
|
||
|
|
self.canvas.stop_event_loop()
|
||
|
|
|
||
|
|
_blocking_input.blocking_input_loop(
|
||
|
|
self, ["button_press_event", "key_press_event"], timeout, handler)
|
||
|
|
|
||
|
|
return None if event is None else event.name == "key_press_event"
|
||
|
|
|
||
|
|
def tight_layout(self, *, pad=1.08, h_pad=None, w_pad=None, rect=None):
|
||
|
|
"""
|
||
|
|
Adjust the padding between and around subplots.
|
||
|
|
|
||
|
|
To exclude an artist on the Axes from the bounding box calculation
|
||
|
|
that determines the subplot parameters (i.e. legend, or annotation),
|
||
|
|
set ``a.set_in_layout(False)`` for that artist.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
pad : float, default: 1.08
|
||
|
|
Padding between the figure edge and the edges of subplots,
|
||
|
|
as a fraction of the font size.
|
||
|
|
h_pad, w_pad : float, default: *pad*
|
||
|
|
Padding (height/width) between edges of adjacent subplots,
|
||
|
|
as a fraction of the font size.
|
||
|
|
rect : tuple (left, bottom, right, top), default: (0, 0, 1, 1)
|
||
|
|
A rectangle in normalized figure coordinates into which the whole
|
||
|
|
subplots area (including labels) will fit.
|
||
|
|
|
||
|
|
See Also
|
||
|
|
--------
|
||
|
|
.Figure.set_layout_engine
|
||
|
|
.pyplot.tight_layout
|
||
|
|
"""
|
||
|
|
# note that here we do not permanently set the figures engine to
|
||
|
|
# tight_layout but rather just perform the layout in place and remove
|
||
|
|
# any previous engines.
|
||
|
|
engine = TightLayoutEngine(pad=pad, h_pad=h_pad, w_pad=w_pad, rect=rect)
|
||
|
|
try:
|
||
|
|
previous_engine = self.get_layout_engine()
|
||
|
|
self.set_layout_engine(engine)
|
||
|
|
engine.execute(self)
|
||
|
|
if previous_engine is not None and not isinstance(
|
||
|
|
previous_engine, (TightLayoutEngine, PlaceHolderLayoutEngine)
|
||
|
|
):
|
||
|
|
_api.warn_external('The figure layout has changed to tight')
|
||
|
|
finally:
|
||
|
|
self.set_layout_engine('none')
|
||
|
|
|
||
|
|
|
||
|
|
def figaspect(arg):
|
||
|
|
"""
|
||
|
|
Calculate the width and height for a figure with a specified aspect ratio.
|
||
|
|
|
||
|
|
While the height is taken from :rc:`figure.figsize`, the width is
|
||
|
|
adjusted to match the desired aspect ratio. Additionally, it is ensured
|
||
|
|
that the width is in the range [4., 16.] and the height is in the range
|
||
|
|
[2., 16.]. If necessary, the default height is adjusted to ensure this.
|
||
|
|
|
||
|
|
Parameters
|
||
|
|
----------
|
||
|
|
arg : float or 2D array
|
||
|
|
If a float, this defines the aspect ratio (i.e. the ratio height /
|
||
|
|
width).
|
||
|
|
In case of an array the aspect ratio is number of rows / number of
|
||
|
|
columns, so that the array could be fitted in the figure undistorted.
|
||
|
|
|
||
|
|
Returns
|
||
|
|
-------
|
||
|
|
width, height : float
|
||
|
|
The figure size in inches.
|
||
|
|
|
||
|
|
Notes
|
||
|
|
-----
|
||
|
|
If you want to create an Axes within the figure, that still preserves the
|
||
|
|
aspect ratio, be sure to create it with equal width and height. See
|
||
|
|
examples below.
|
||
|
|
|
||
|
|
Thanks to Fernando Perez for this function.
|
||
|
|
|
||
|
|
Examples
|
||
|
|
--------
|
||
|
|
Make a figure twice as tall as it is wide::
|
||
|
|
|
||
|
|
w, h = figaspect(2.)
|
||
|
|
fig = Figure(figsize=(w, h))
|
||
|
|
ax = fig.add_axes([0.1, 0.1, 0.8, 0.8])
|
||
|
|
ax.imshow(A, **kwargs)
|
||
|
|
|
||
|
|
Make a figure with the proper aspect for an array::
|
||
|
|
|
||
|
|
A = rand(5, 3)
|
||
|
|
w, h = figaspect(A)
|
||
|
|
fig = Figure(figsize=(w, h))
|
||
|
|
ax = fig.add_axes([0.1, 0.1, 0.8, 0.8])
|
||
|
|
ax.imshow(A, **kwargs)
|
||
|
|
"""
|
||
|
|
|
||
|
|
isarray = hasattr(arg, 'shape') and not np.isscalar(arg)
|
||
|
|
|
||
|
|
# min/max sizes to respect when autoscaling. If John likes the idea, they
|
||
|
|
# could become rc parameters, for now they're hardwired.
|
||
|
|
figsize_min = np.array((4.0, 2.0)) # min length for width/height
|
||
|
|
figsize_max = np.array((16.0, 16.0)) # max length for width/height
|
||
|
|
|
||
|
|
# Extract the aspect ratio of the array
|
||
|
|
if isarray:
|
||
|
|
nr, nc = arg.shape[:2]
|
||
|
|
arr_ratio = nr / nc
|
||
|
|
else:
|
||
|
|
arr_ratio = arg
|
||
|
|
|
||
|
|
# Height of user figure defaults
|
||
|
|
fig_height = mpl.rcParams['figure.figsize'][1]
|
||
|
|
|
||
|
|
# New size for the figure, keeping the aspect ratio of the caller
|
||
|
|
newsize = np.array((fig_height / arr_ratio, fig_height))
|
||
|
|
|
||
|
|
# Sanity checks, don't drop either dimension below figsize_min
|
||
|
|
newsize /= min(1.0, *(newsize / figsize_min))
|
||
|
|
|
||
|
|
# Avoid humongous windows as well
|
||
|
|
newsize /= max(1.0, *(newsize / figsize_max))
|
||
|
|
|
||
|
|
# Finally, if we have a really funky aspect ratio, break it but respect
|
||
|
|
# the min/max dimensions (we don't want figures 10 feet tall!)
|
||
|
|
newsize = np.clip(newsize, figsize_min, figsize_max)
|
||
|
|
return newsize
|