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refer to: https://matplotlib.org/devdocs/gallery/subplots_axes_and_figures/subfigures.html
Sometimes it is desirable to have a figure with two different layouts in it.
This can be achieved withnested gridspecs,
but having a virtual figure with its own artists is helpful, so
Matplotlib also has "subfigures", accessed by callingmatplotlib.figure.Figure.add_subfigure
in a way that is analogous tomatplotlib.figure.Figure.add_subplot
, ormatplotlib.figure.Figure.subfigures
to make an array of subfigures. Note
that subfigures can also have their own child subfigures.
Note
subfigure
is new in v3.4, and the API is still provisional.
import matplotlib.pyplot as pltimport numpy as npdef example_plot(ax, fontsize=12, hide_labels=False): pc = ax.pcolormesh(np.random.randn(30, 30), vmin=-2.5, vmax=2.5) if not hide_labels: ax.set_xlabel('x-label', fontsize=fontsize) ax.set_ylabel('y-label', fontsize=fontsize) ax.set_title('Title', fontsize=fontsize) return pcnp.random.seed(19680808)# gridspec inside gridspecfig = plt.figure(constrained_layout=True, figsize=(10, 4))subfigs = fig.subfigures(1, 2, wspace=0.07)axsLeft = subfigs[0].subplots(1, 2, sharey=True)subfigs[0].set_facecolor('0.75')for ax in axsLeft: pc = example_plot(ax)subfigs[0].suptitle('Left plots', fontsize='x-large')subfigs[0].colorbar(pc, shrink=0.6, ax=axsLeft, location='bottom')axsRight = subfigs[1].subplots(3, 1, sharex=True)for nn, ax in enumerate(axsRight): pc = example_plot(ax, hide_labels=True) if nn == 2: ax.set_xlabel('xlabel') if nn == 1: ax.set_ylabel('ylabel')subfigs[1].set_facecolor('0.85')subfigs[1].colorbar(pc, shrink=0.6, ax=axsRight)subfigs[1].suptitle('Right plots', fontsize='x-large')fig.suptitle('Figure suptitle', fontsize='xx-large')plt.show()
It is possible to mix subplots and subfigures usingmatplotlib.figure.Figure.add_subfigure
. This requires getting
the gridspec that the subplots are laid out on.
fig, axs = plt.subplots(2, 3, constrained_layout=True, figsize=(10, 4))gridspec = axs[0, 0].get_subplotspec().get_gridspec()# clear the left column for the subfigure:for a in axs[:, 0]: a.remove()# plot data in remaining axes:for a in axs[:, 1:].flat: a.plot(np.arange(10))# make the subfigure in the empty gridspec slots:subfig = fig.add_subfigure(gridspec[:, 0])axsLeft = subfig.subplots(1, 2, sharey=True)subfig.set_facecolor('0.75')for ax in axsLeft: pc = example_plot(ax)subfig.suptitle('Left plots', fontsize='x-large')subfig.colorbar(pc, shrink=0.6, ax=axsLeft, location='bottom')fig.suptitle('Figure suptitle', fontsize='xx-large')plt.show()
Subfigures can have different widths and heights. This is exactly the same example as the first example, but width_ratios has been changed:
fig = plt.figure(constrained_layout=True, figsize=(10, 4))subfigs = fig.subfigures(1, 2, wspace=0.07, width_ratios=[2, 1])axsLeft = subfigs[0].subplots(1, 2, sharey=True)subfigs[0].set_facecolor('0.75')for ax in axsLeft: pc = example_plot(ax)subfigs[0].suptitle('Left plots', fontsize='x-large')subfigs[0].colorbar(pc, shrink=0.6, ax=axsLeft, location='bottom')axsRight = subfigs[1].subplots(3, 1, sharex=True)for nn, ax in enumerate(axsRight): pc = example_plot(ax, hide_labels=True) if nn == 2: ax.set_xlabel('xlabel') if nn == 1: ax.set_ylabel('ylabel')subfigs[1].set_facecolor('0.85')subfigs[1].colorbar(pc, shrink=0.6, ax=axsRight)subfigs[1].suptitle('Right plots', fontsize='x-large')fig.suptitle('Figure suptitle', fontsize='xx-large')plt.show()
Subfigures can be also be nested:
fig = plt.figure(constrained_layout=True, figsize=(10, 8))fig.suptitle('fig')subfigs = fig.subfigures(1, 2, wspace=0.07)subfigs[0].set_facecolor('coral')subfigs[0].suptitle('subfigs[0]')subfigs[1].set_facecolor('coral')subfigs[1].suptitle('subfigs[1]')subfigsnest = subfigs[0].subfigures(2, 1, height_ratios=[1, 1.4])subfigsnest[0].suptitle('subfigsnest[0]')subfigsnest[0].set_facecolor('r')axsnest0 = subfigsnest[0].subplots(1, 2, sharey=True)for nn, ax in enumerate(axsnest0): pc = example_plot(ax, hide_labels=True)subfigsnest[0].colorbar(pc, ax=axsnest0)subfigsnest[1].suptitle('subfigsnest[1]')subfigsnest[1].set_facecolor('g')axsnest1 = subfigsnest[1].subplots(3, 1, sharex=True)axsRight = subfigs[1].subplots(2, 2)plt.show()
Total running time of the script: ( 0 minutes 7.738 seconds)
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