python - How to determine whether a column/variable is numeric or not in Pandas/NumPy?

Question

Is there a better way to determine whether a variable in Pandas and/or NumPy is numeric or not ?

I have a self defined dictionary with dtypes as keys and numeric / not as values.

Answer 1

In pandas 0.20.2 you can do:

import pandas as pd
from pandas.api.types import is_string_dtype
from pandas.api.types import is_numeric_dtype

df = pd.DataFrame({'A': ['a', 'b', 'c'], 'B': [1.0, 2.0, 3.0]})

is_string_dtype(df['A'])
>>>> True

is_numeric_dtype(df['B'])
>>>> True