boosting the speed of relating an array and a dictionary

Question

I have 3 arrays of

a = np.array([[1], [4], [5], [11], [7]])
b = np.array([[14], [3], [2], [10], [12]])
c = np.array([[6], [13], [15], [8], [9]])