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Python Introduction to pandas Exploring pandas Selecting Data

bitwise not operator: tilde vs minus sign (~ vs -)

I didn't notice there being any difference between ~ and - used for negating an index. For example:

no_referrals_index = users.referral_count < 1

~no_referrals_index
users[~no_referrals_index]

-no_referrals_index
users[-no_referrals_index]

Just an observation. Am I wrong?

2 Answers

Yes, I'm coming from the context of this exercise, using these operators on pandas series, as inputs into a data frame, rather than the discrete math examples

Steven Parker
Steven Parker
231,275 Points

Your example doesn't show what the values being used are, but there should be a difference.

Since integers are stored in "two's complement notation", -0 (minus 0) is still 0, but ~0 (bitwise not 0) is -1. Similarly, the bitwise inverse of any positive integer will be the negative of the next larger number.

Steven Parker
Steven Parker
231,275 Points

Another peculiarity is that these operators are being applied to a boolean value resulting from a comparison. But when you coerce it into an integer, the two's complement rules still apply. So when no_referrals_index is True, The negative will be -1 and the bitwise inverse will be -2. When it is False, the negative will be 0 and the bitwise inverse will be -1.