If you don't want to change your original array
In [1]: import numpy as np
In [2]: a = np.array([2, 23, 15, 7, 9, 11, 17, 19, 5, 3])
In [3]: b = np.where(a > 10, 0, a)
In [4]: a
Out[4]: array([ 2, 23, 15, 7, 9, 11, 17, 19, 5, 3])
In [5]: b
Out[5]: array([2, 0, 0, 7, 9, 0, 0, 0, 5, 3])