How can I perform bitwise operations in Pandas?
&
works on integersOn integers the &
operator performs a bitwise mask
>>> mask = 0b1100 # 4 and 8 bits on
>>> 7 & mask
4
&
works in PandasIs there some way to perform bitwise masking operations in Pandas? The &
operator does something else.
>>> df = DataFrame([1, 2, 3, 4, 5, 6, 7, 8], columns=['data'])
>>> df.data & mask
0 False
1 False
2 False
3 True
4 True
5 True
6 True
7 True
Name: data, dtype: bool
In [184]: df = pd.DataFrame([1, 2, 3, 4, 5, 6, 7, 8], columns=['data'])
In [185]: mask = 0b1100
In [186]: np.bitwise_and(df['data'], mask)
Out[186]:
0 0
1 0
2 0
3 4
4 4
5 4
6 4
7 8
Name: data, dtype: int64
It even returns a Series -- pretty cool!
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