diff --git a/doc/_embedded_plots/figure_subplots_adjust.py b/doc/_embedded_plots/figure_subplots_adjust.py
index b4b8d7d32a3d..d32a029fe05d 100644
--- a/doc/_embedded_plots/figure_subplots_adjust.py
+++ b/doc/_embedded_plots/figure_subplots_adjust.py
@@ -1,28 +1,34 @@
import matplotlib.pyplot as plt
-def arrow(p1, p2, **props):
- axs[0, 0].annotate(
- "", p1, p2, xycoords='figure fraction',
- arrowprops=dict(arrowstyle="<->", shrinkA=0, shrinkB=0, **props))
-
-
fig, axs = plt.subplots(2, 2, figsize=(6.5, 4))
fig.set_facecolor('lightblue')
fig.subplots_adjust(0.1, 0.1, 0.9, 0.9, 0.4, 0.4)
+
+overlay = fig.add_axes([0, 0, 1, 1], zorder=100)
+overlay.axis("off")
+xycoords = 'figure fraction'
+arrowprops = dict(arrowstyle="<->", shrinkA=0, shrinkB=0)
+
for ax in axs.flat:
ax.set(xticks=[], yticks=[])
-arrow((0, 0.75), (0.1, 0.75)) # left
-arrow((0.435, 0.75), (0.565, 0.75)) # wspace
-arrow((0.9, 0.75), (1, 0.75)) # right
+overlay.annotate("", (0, 0.75), (0.1, 0.75),
+ xycoords=xycoords, arrowprops=arrowprops) # left
+overlay.annotate("", (0.435, 0.25), (0.565, 0.25),
+ xycoords=xycoords, arrowprops=arrowprops) # wspace
+overlay.annotate("", (0, 0.8), (0.9, 0.8),
+ xycoords=xycoords, arrowprops=arrowprops) # right
fig.text(0.05, 0.7, "left", ha="center")
-fig.text(0.5, 0.7, "wspace", ha="center")
-fig.text(0.95, 0.7, "right", ha="center")
+fig.text(0.5, 0.3, "wspace", ha="center")
+fig.text(0.05, 0.83, "right", ha="center")
-arrow((0.25, 0), (0.25, 0.1)) # bottom
-arrow((0.25, 0.435), (0.25, 0.565)) # hspace
-arrow((0.25, 0.9), (0.25, 1)) # top
-fig.text(0.28, 0.05, "bottom", va="center")
+overlay.annotate("", (0.75, 0), (0.75, 0.1),
+ xycoords=xycoords, arrowprops=arrowprops) # bottom
+overlay.annotate("", (0.25, 0.435), (0.25, 0.565),
+ xycoords=xycoords, arrowprops=arrowprops) # hspace
+overlay.annotate("", (0.8, 0), (0.8, 0.9),
+ xycoords=xycoords, arrowprops=arrowprops) # top
+fig.text(0.65, 0.05, "bottom", va="center")
fig.text(0.28, 0.5, "hspace", va="center")
-fig.text(0.28, 0.95, "top", va="center")
+fig.text(0.82, 0.05, "top", va="center")
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