'''
Calculate the conversion rate by age_group
'''

conversion_rate_by_age_group = df.groupby(by='age_group')['conversion'].sum() / df.groupby(by='age_group')['conversion'].count() * 100.0
pd.DataFrame(conversion_rate_by_age_group.reset_index().rename(columns={'conversion':'conversion_%'}))