HenrikEckermann

import pandas as pd
import numpy as np
from plotnine import *

#import data
bdf = pd.read_csv('http://www.stat.columbia.edu/~gelman/arm/examples/beauty/ProfEvaltnsBeautyPublic.csv')
#Rename btystdave to beauty for convenience
bdf.columns = ['beauty' if x=='btystdave' else x for x in bdf.columns]
bdf.info()