Define a function to calculate the standard deviation of values stored in an array. Test it on the following data [10, 23, 27, 18, 37, 22, 16, 23, 15, 27, 21, 32, 14, 19, 20, 23, 34, 23, 21] utilise len() in your function. Compare it to the numpy std()) function.