Use np prefix for numpy calls in tutorial

The tutorial begins by importing numpy with the prefix np.
Subsequent numpy calls in the tutorial now use the np
prefix. 

Corrects later calls to numpy.a_thing that would result in
errors:

NameError: name 'numpy' is not defined