ECDF Plot

See also

API Documentation: plot_ecdf()

Matplotlib

import matplotlib.pyplot as plt
from scipy.stats import norm

import arviz as az

az.style.use("arviz-doc")

sample = norm(0, 1).rvs(1000)
distribution = norm(0, 1)

az.plot_ecdf(sample, cdf=distribution.cdf, confidence_bands=True)

plt.show()

Download Python Source Code: matplotlib/mpl_plot_ecdf.py

Bokeh

from scipy.stats import norm

import arviz as az

sample = norm(0, 1).rvs(1000)
distribution = norm(0, 1)

az.plot_ecdf(sample, cdf=distribution.cdf, confidence_bands=True, backend="bokeh")

Download Python Source Code: bokeh/bokeh_plot_ecdf.py