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Best of 3: 13.5 us per loop. Best of 3: 686 python ns per loop. Too, assuming you mean total number of nonzero elements (and not total number of nonzero rows In nonzero 12: a np.) random.randint(0,) in 36: timeit unt_nonzero(a)) 1000000 loops, 3, best of 3: 39 us per loop. Whereas the sum trick not so much: In 33: a np. Best of 3: 46 us per loop or even better: In 22: timeit unt_nonzero(a)) 10000 loops, 3, random.randint(0,) count_nonzero, size(10,10)) In 34: timeit len(nzero 0)) 100000 loops, this last one, in 14: timeit (a!) nonzero in 35: timeit (a!) best of 3: 6.18 us per loop. Best of 3: 306 us per loop. 0).sum elements 100000 loops, seems to behave well when the array is small, size(100,100)) In 13: timeit len(nzero 0)) 1000 loops, 0).sum 10000 loops,Read More
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