Check if single cell value is NaN in Pandas

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抹茶落季
抹茶落季 2020-12-08 06:53

I just want to check if a single cell in Pandas series is null or not i.e. to check if a value is NaN.

All other answers are for series and arrays, but

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  •  情深已故
    2020-12-08 07:07

    Just encountered this problem myself and found a solution, imperfect, but works. As noted above, none of these 3 answers are addressing OP's question. Here's an example of my problem which I feel is the same.

    # fill null values of one column with that of another
    f = lambda row: row['A'] if (row['B'].isnull()) else row['B']
    df['B'] = df.apply(f, axis=1)
    
    >>> AttributeError: 'str' object has no attribute 'isnull'
    

    Because the value within a cell of a dataframe is just a primative datatype, you can't use any of pandas built-in methods. So this is what I did.

    f = lambda row: row['A'] if (str(row['B'])=='nan') else row['B']
    

    This actually the only thing I could get to work!

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