You're going through the array twice whatever you do (once when multiplying by two then a second time when adding the arrays together), Python/NumPy isn't cleve

You're going through the array twice whatever you do (once when multiplying by two then a second time when adding the arrays together), Python/NumPy isn't clever enough to figure out that it can be done in a single loop.