Above all, sorry for my bad English.
I have this array t:
t
array([[ 0, 1, 2, 0, 4, 5, 6, 7, 8, 9], [ 0, 11, 0, 13, 0,
With numpy.delete:
a = np.array([[0, 1, 2, 0, 4, 5, 6, 7, 8, 9], [0, 11, 0, 13, 0, 15, 0, 17, 18, 0]]) indices = [i for (i,v) in enumerate(a[1]) if v==0] # [0, 2, 4, 6, 9] a = np.delete(a, indices, 1) # array([[ 1, 0, 5, 7, 8], [11, 13, 15, 17, 18]])