Inverting a numpy boolean array using ~

Rolf Bartstra picture Rolf Bartstra · Dec 5, 2012 · Viewed 56.9k times · Source

Can I use ~A to invert a numpy array of booleans, instead of the rather awkward functions np.logical_and() and np.invert()? Indeed, ~ seems to work fine, but I can't find it in any nympy reference manual, and - more alarmingly - it certainly does not work with scalars (e.g. bool(~True) returns True !), so I'm a little bit worried ...

Answer

squid picture squid · Mar 6, 2014

short answer: YES

Ref:

http://docs.scipy.org/doc/numpy/reference/generated/numpy.invert.html

Notice:

Computes the bit-wise NOT of the underlying binary representation of the integers in the input arrays. This ufunc implements the C/Python operator ~.

and

bitwise_not is an alias for invert:

>> np.bitwise_not is np.invert
>> True