[brahbrah]

Yea sorry that was just pseudo code. You want it in this form:

    centers = np.array([
        [3, 3],
        [4, 4]
    ])
    point = np.array([3.5, 3.5])
    vals = centers - point
    np.linalg.norm(vals, axis=1)