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pandas transform vs filter

# 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)]

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pandas transform vs filter

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