I can understand that you'd want to manually check what's happening. For example taking the mean over the rows of a 2D array using numpy's mean function and aren't really sure whether axis=0 or axis=1 refers to the rows.

But you'd only have to figure it out once and then learn to trust numpy, instead of rolling your own version every time.