'''
check your intuition: when x is evenly distributed around 0, and x^2 are totally uncorrelated
'''

import pandas as pd
import numpy as np

x = np.random.normal(0,1,1000)
y = x**2

df = pd.DataFrame({'x':x,'y':y})

print df.corr()