You can use zscore() function of stats module present in scipy. Check the following example:
>>> from scipy import stats>>> import numpy as np>>> a=np.array([10,11,34,21,45,65,32,12])>>> stats.zscore(a)array([-1.03539421, -0.98017318, 0.28991038, -0.42796294, 0.89734165, 2.00176214, 0.17946833, -0.92495216])