How to check if float pandas column contains only integer numbers?

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挽巷
挽巷 2020-12-15 18:07

I have a dataframe

df = pd.DataFrame(data=np.arange(10),columns=[\'v\']).astype(float)

How to make sure that the numbers in v

4条回答
  •  太阳男子
    2020-12-15 18:45

    Comparison with astype(int)

    Tentatively convert your column to int and test with np.array_equal:

    np.array_equal(df.v, df.v.astype(int))
    True
    

    float.is_integer

    You can use this python function in conjunction with an apply:

    df.v.apply(float.is_integer).all()
    True
    

    Or, using python's all in a generator comprehension, for space efficiency:

    all(x.is_integer() for x in df.v)
    True
    

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