How to make a histogram with bins of equal area in Matplotlib?

MatplotlibPythonData Visualization

To make a histogram with bins of equal area in matplotlib, we can take the following steps −


  • Set the figure size and adjust the padding between and around the subplots.

  • Create random data points using numpy.

  • Plot a histogram with equal_area method that makes an equal area of the patches.

  • To display the figure, use show() method.


import numpy as np
from matplotlib import pyplot as plt

plt.rcParams["figure.figsize"] = [7.50, 3.50]
plt.rcParams["figure.autolayout"] = True

def equal_area(x, nbin):
   pow = 0.5
   dx = np.diff(np.sort(x))
   tmp = np.cumsum(dx ** pow)
   tmp = np.pad(tmp, (1, 0), 'constant')
   return np.interp(np.linspace(0, tmp.max(), nbin + 1), tmp, np.sort(x))

x = np.random.randn(1000)

n, bins, patches = plt.hist(x, equal_area(x, 20), edgecolor='black')


It will produce the following output −

Updated on 02-Feb-2022 10:13:04