339 lines
13 KiB
Python
339 lines
13 KiB
Python
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"""
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Routines to adjust subplot params so that subplots are
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nicely fit in the figure. In doing so, only axis labels, tick labels, axes
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titles and offsetboxes that are anchored to axes are currently considered.
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Internally, this module assumes that the margins (left_margin, etc.) which are
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differences between ax.get_tightbbox and ax.bbox are independent of axes
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position. This may fail if Axes.adjustable is datalim. Also, This will fail
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for some cases (for example, left or right margin is affected by xlabel).
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"""
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import numpy as np
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from matplotlib import cbook, rcParams
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from matplotlib.font_manager import FontProperties
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from matplotlib.transforms import TransformedBbox, Bbox
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def auto_adjust_subplotpars(
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fig, renderer, nrows_ncols, num1num2_list, subplot_list,
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ax_bbox_list=None, pad=1.08, h_pad=None, w_pad=None, rect=None):
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"""
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Return a dict of subplot parameters to adjust spacing between subplots
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or ``None`` if resulting axes would have zero height or width.
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Note that this function ignores geometry information of subplot
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itself, but uses what is given by the *nrows_ncols* and *num1num2_list*
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parameters. Also, the results could be incorrect if some subplots have
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``adjustable=datalim``.
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Parameters
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----------
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nrows_ncols : Tuple[int, int]
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Number of rows and number of columns of the grid.
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num1num2_list : List[int]
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List of numbers specifying the area occupied by the subplot
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subplot_list : list of subplots
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List of subplots that will be used to calculate optimal subplot_params.
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pad : float
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Padding between the figure edge and the edges of subplots, as a
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fraction of the font size.
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h_pad, w_pad : float
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Padding (height/width) between edges of adjacent subplots, as a
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fraction of the font size. Defaults to *pad*.
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rect : Tuple[float, float, float, float]
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[left, bottom, right, top] in normalized (0, 1) figure coordinates.
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"""
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rows, cols = nrows_ncols
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font_size_inches = (
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FontProperties(size=rcParams["font.size"]).get_size_in_points() / 72)
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pad_inches = pad * font_size_inches
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vpad_inches = h_pad * font_size_inches if h_pad is not None else pad_inches
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hpad_inches = w_pad * font_size_inches if w_pad is not None else pad_inches
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if len(num1num2_list) != len(subplot_list) or len(subplot_list) == 0:
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raise ValueError
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if rect is None:
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margin_left = margin_bottom = margin_right = margin_top = None
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else:
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margin_left, margin_bottom, _right, _top = rect
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margin_right = 1 - _right if _right else None
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margin_top = 1 - _top if _top else None
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vspaces = np.zeros((rows + 1, cols))
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hspaces = np.zeros((rows, cols + 1))
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if ax_bbox_list is None:
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ax_bbox_list = [
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Bbox.union([ax.get_position(original=True) for ax in subplots])
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for subplots in subplot_list]
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for subplots, ax_bbox, (num1, num2) in zip(subplot_list,
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ax_bbox_list,
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num1num2_list):
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if all(not ax.get_visible() for ax in subplots):
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continue
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bb = []
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for ax in subplots:
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if ax.get_visible():
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try:
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bb += [ax.get_tightbbox(renderer, for_layout_only=True)]
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except TypeError:
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bb += [ax.get_tightbbox(renderer)]
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tight_bbox_raw = Bbox.union(bb)
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tight_bbox = TransformedBbox(tight_bbox_raw,
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fig.transFigure.inverted())
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row1, col1 = divmod(num1, cols)
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if num2 is None:
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num2 = num1
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row2, col2 = divmod(num2, cols)
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for row_i in range(row1, row2 + 1):
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hspaces[row_i, col1] += ax_bbox.xmin - tight_bbox.xmin # left
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hspaces[row_i, col2 + 1] += tight_bbox.xmax - ax_bbox.xmax # right
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for col_i in range(col1, col2 + 1):
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vspaces[row1, col_i] += tight_bbox.ymax - ax_bbox.ymax # top
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vspaces[row2 + 1, col_i] += ax_bbox.ymin - tight_bbox.ymin # bot.
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fig_width_inch, fig_height_inch = fig.get_size_inches()
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# margins can be negative for axes with aspect applied, so use max(, 0) to
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# make them nonnegative.
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if not margin_left:
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margin_left = (max(hspaces[:, 0].max(), 0)
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+ pad_inches / fig_width_inch)
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if not margin_right:
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margin_right = (max(hspaces[:, -1].max(), 0)
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+ pad_inches / fig_width_inch)
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if not margin_top:
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margin_top = (max(vspaces[0, :].max(), 0)
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+ pad_inches / fig_height_inch)
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suptitle = fig._suptitle
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if suptitle and suptitle.get_in_layout():
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rel_suptitle_height = fig.transFigure.inverted().transform_bbox(
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suptitle.get_window_extent(renderer)).height
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margin_top += rel_suptitle_height + pad_inches / fig_height_inch
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if not margin_bottom:
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margin_bottom = (max(vspaces[-1, :].max(), 0)
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+ pad_inches / fig_height_inch)
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if margin_left + margin_right >= 1:
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cbook._warn_external('Tight layout not applied. The left and right '
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'margins cannot be made large enough to '
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'accommodate all axes decorations. ')
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return None
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if margin_bottom + margin_top >= 1:
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cbook._warn_external('Tight layout not applied. The bottom and top '
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'margins cannot be made large enough to '
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'accommodate all axes decorations. ')
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return None
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kwargs = dict(left=margin_left,
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right=1 - margin_right,
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bottom=margin_bottom,
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top=1 - margin_top)
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if cols > 1:
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hspace = hspaces[:, 1:-1].max() + hpad_inches / fig_width_inch
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# axes widths:
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h_axes = (1 - margin_right - margin_left - hspace * (cols - 1)) / cols
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if h_axes < 0:
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cbook._warn_external('Tight layout not applied. tight_layout '
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'cannot make axes width small enough to '
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'accommodate all axes decorations')
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return None
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else:
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kwargs["wspace"] = hspace / h_axes
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if rows > 1:
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vspace = vspaces[1:-1, :].max() + vpad_inches / fig_height_inch
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v_axes = (1 - margin_top - margin_bottom - vspace * (rows - 1)) / rows
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if v_axes < 0:
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cbook._warn_external('Tight layout not applied. tight_layout '
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'cannot make axes height small enough to '
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'accommodate all axes decorations')
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return None
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else:
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kwargs["hspace"] = vspace / v_axes
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return kwargs
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def get_renderer(fig):
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if fig._cachedRenderer:
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return fig._cachedRenderer
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else:
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canvas = fig.canvas
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if canvas and hasattr(canvas, "get_renderer"):
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return canvas.get_renderer()
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else:
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from . import backend_bases
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return backend_bases._get_renderer(fig)
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def get_subplotspec_list(axes_list, grid_spec=None):
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"""
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Return a list of subplotspec from the given list of axes.
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For an instance of axes that does not support subplotspec, None is inserted
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in the list.
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If grid_spec is given, None is inserted for those not from the given
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grid_spec.
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"""
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subplotspec_list = []
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for ax in axes_list:
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axes_or_locator = ax.get_axes_locator()
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if axes_or_locator is None:
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axes_or_locator = ax
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if hasattr(axes_or_locator, "get_subplotspec"):
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subplotspec = axes_or_locator.get_subplotspec()
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subplotspec = subplotspec.get_topmost_subplotspec()
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gs = subplotspec.get_gridspec()
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if grid_spec is not None:
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if gs != grid_spec:
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subplotspec = None
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elif gs.locally_modified_subplot_params():
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subplotspec = None
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else:
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subplotspec = None
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subplotspec_list.append(subplotspec)
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return subplotspec_list
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def get_tight_layout_figure(fig, axes_list, subplotspec_list, renderer,
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pad=1.08, h_pad=None, w_pad=None, rect=None):
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"""
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Return subplot parameters for tight-layouted-figure with specified padding.
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Parameters
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----------
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fig : Figure
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axes_list : list of Axes
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subplotspec_list : list of `.SubplotSpec`
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The subplotspecs of each axes.
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renderer : renderer
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pad : float
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Padding between the figure edge and the edges of subplots, as a
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fraction of the font size.
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h_pad, w_pad : float
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Padding (height/width) between edges of adjacent subplots. Defaults to
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*pad*.
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rect : Tuple[float, float, float, float], optional
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(left, bottom, right, top) rectangle in normalized figure coordinates
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that the whole subplots area (including labels) will fit into.
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Defaults to using the entire figure.
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Returns
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-------
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subplotspec or None
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subplotspec kwargs to be passed to `.Figure.subplots_adjust` or
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None if tight_layout could not be accomplished.
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"""
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subplot_list = []
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nrows_list = []
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ncols_list = []
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ax_bbox_list = []
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# Multiple axes can share same subplot_interface (e.g., axes_grid1); thus
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# we need to join them together.
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subplot_dict = {}
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subplotspec_list2 = []
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for ax, subplotspec in zip(axes_list, subplotspec_list):
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if subplotspec is None:
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continue
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subplots = subplot_dict.setdefault(subplotspec, [])
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if not subplots:
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myrows, mycols, _, _ = subplotspec.get_geometry()
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nrows_list.append(myrows)
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ncols_list.append(mycols)
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subplotspec_list2.append(subplotspec)
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subplot_list.append(subplots)
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ax_bbox_list.append(subplotspec.get_position(fig))
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subplots.append(ax)
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if len(nrows_list) == 0 or len(ncols_list) == 0:
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return {}
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max_nrows = max(nrows_list)
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max_ncols = max(ncols_list)
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num1num2_list = []
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for subplotspec in subplotspec_list2:
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rows, cols, num1, num2 = subplotspec.get_geometry()
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div_row, mod_row = divmod(max_nrows, rows)
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div_col, mod_col = divmod(max_ncols, cols)
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if mod_row != 0:
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cbook._warn_external('tight_layout not applied: number of rows '
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'in subplot specifications must be '
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'multiples of one another.')
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return {}
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if mod_col != 0:
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cbook._warn_external('tight_layout not applied: number of '
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'columns in subplot specifications must be '
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'multiples of one another.')
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return {}
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rowNum1, colNum1 = divmod(num1, cols)
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if num2 is None:
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rowNum2, colNum2 = rowNum1, colNum1
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else:
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rowNum2, colNum2 = divmod(num2, cols)
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num1num2_list.append((rowNum1 * div_row * max_ncols +
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colNum1 * div_col,
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((rowNum2 + 1) * div_row - 1) * max_ncols +
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(colNum2 + 1) * div_col - 1))
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kwargs = auto_adjust_subplotpars(fig, renderer,
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nrows_ncols=(max_nrows, max_ncols),
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num1num2_list=num1num2_list,
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subplot_list=subplot_list,
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ax_bbox_list=ax_bbox_list,
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pad=pad, h_pad=h_pad, w_pad=w_pad)
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# kwargs can be none if tight_layout fails...
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if rect is not None and kwargs is not None:
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# if rect is given, the whole subplots area (including
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# labels) will fit into the rect instead of the
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# figure. Note that the rect argument of
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# *auto_adjust_subplotpars* specify the area that will be
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# covered by the total area of axes.bbox. Thus we call
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# auto_adjust_subplotpars twice, where the second run
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# with adjusted rect parameters.
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left, bottom, right, top = rect
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if left is not None:
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left += kwargs["left"]
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if bottom is not None:
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bottom += kwargs["bottom"]
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if right is not None:
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right -= (1 - kwargs["right"])
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if top is not None:
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top -= (1 - kwargs["top"])
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kwargs = auto_adjust_subplotpars(fig, renderer,
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nrows_ncols=(max_nrows, max_ncols),
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num1num2_list=num1num2_list,
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subplot_list=subplot_list,
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ax_bbox_list=ax_bbox_list,
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pad=pad, h_pad=h_pad, w_pad=w_pad,
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rect=(left, bottom, right, top))
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return kwargs
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