import matplotlib.pyplot as plt
import maidr
import seaborn as sns
import pandas as pd
import numpy as np

import scipy.stats as stats


#x-axis ranges from 0 to 20 with .001 steps
x = np.arange(0, 20, 0.01)

plt.figure(figsize=(8, 5))
chi2_plot = plt.plot(x, stats.chi2.pdf(x, df=4))
#chi2_plot = plt.plot(stats.chi2.pdf(x, df=4))
plt.title("Chi-squared plot")
plt.xlabel("x")
plt.ylabel("y")

maidr.show(chi2_plot)
maidr.save_html(chi2_plot, "chi-sq.html")