Pandas Transforment vs filtre

# when used with groupby, transform is faster than filter
# use transform instead of filter e.g.
df = df[(df.groupby('col1')['col2'].transform('sum')>=200) \
        & (df.groupby('col1')['col3'].transform('nunique')>=20)]
Combative Crocodile