Match the colorbar to the figure with matplotlib

The axis function of matplotlib is convenient and makes it easy to adjust the coordinates. ʻAxis ("tight") makes the margins as small as possible, ʻAxis ("image") keeps the same thing with the aspect ratio. But adding colorbar makes it confusing. Consider the following simple case:

import numpy as np
import matplotlib.pyplot as plt

Nx = 100
Ny = 20

a = np.random.rand(Ny, Nx)

x = range(Nx)
y = range(Ny)
X, Y = np.meshgrid(x, y)

plt.pcolormesh(X, Y, a)
plt.axis("image")
plt.colorbar()

normal.png

I think it's a personal hobby how you want the colorbar to appear at this time. This is not my preference.

That's where make_axes_locatable comes in.

from mpl_toolkits.axes_grid1 import make_axes_locatable

fig, ax = plt.subplots()

image = ax.pcolormesh(X, Y, a)
ax.axis("image")

divider = make_axes_locatable(ax)
ax_cb = divider.new_horizontal(size="2%", pad=0.05)
fig.add_axes(ax_cb)
plt.colorbar(image, cax=ax_cb)

fit.png

If you want to generate multiple diagrams, I think this compact is better. When generating multiple figures

fig = plt.figure()
ax = plt.subplot(311)

If you get it like this, the rest is the same.

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