import matplotlib.pyplot as plt
import numpy as np
# generate 101 x and y values between -10 and 10
x = np.linspace(-10, 10, 101)
y = np.linspace(-10, 10, 101)
# make X and Y matrices representing x and y values of 2d plane
X, Y = np.meshgrid(x, y)
# compute z value of a point as a function of x and y (z = l2 distance form 0,0)
Z = np.sqrt(X ** 2 + Y ** 2)
# plot filled contour map with 100 levels
cs = plt.contourf(X, Y, Z, 100)
# add default colorbar for the map
plt.colorbar(cs)