How to find which columns contain any NaN value in Pandas dataframe

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醉酒成梦
醉酒成梦 2020-11-28 02:17

Given a pandas dataframe containing possible NaN values scattered here and there:

Question: How do I determine which columns contain NaN values? In

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  •  伪装坚强ぢ
    2020-11-28 02:51

    Both of these should work:

    df.isnull().sum()
    df.isna().sum()
    

    DataFrame methods isna() or isnull() are completely identical.

    Note: Empty strings '' is considered as False (not considered NA)

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