def test_mi_random_four(self): np.random.seed(3636) self.data = np.random.randint(1,10,size=((10000,4))) self.assertEqual(mi_test(self.data),0.0071)
def test_mi_three_vars_symmetry(self): self.assertEqual(mi_test(self.data[:,(0,1,2)]),mi_test(self.data[:,(1,0,2)]))
def test_mi_random_three(self): np.random.seed(3636) self.data = np.random.randint(1,10,size=((10000,3))) self.assertEqual(mi_test(self.data),0.0211)
def test_mi_two_vars_symmetry(self): self.assertEqual(mi_test(self.data[:,(1,0)]),mi_test(self.data[:,(0,1)]))
def test_mi_three_vars_value_a(self): self.assertEqual(mi_test(self.data),0.0009)
def test_mi_two_vars_value_a(self): self.assertEqual(mi_test(self.data[:,(0,1)]),0.0004)
def test_mi_two_vars_value_b(self): self.assertEqual(mi_test(self.data[:,(0,2)]),0.0014)
def test_mi_random_three(self): np.random.seed(3636) self.data = np.random.randint(1, 10, size=((10000, 3))) self.assertEqual(mi_test(self.data), 0.0211)
def test_mi_random_four(self): np.random.seed(3636) self.data = np.random.randint(1, 10, size=((10000, 4))) self.assertEqual(mi_test(self.data), 0.0071)
def test_mi_three_vars_symmetry(self): self.assertEqual(mi_test(self.data[:, (0, 1, 2)]), mi_test(self.data[:, (1, 0, 2)]))
def test_mi_three_vars_value_a(self): self.assertEqual(mi_test(self.data), 0.0009)
def test_mi_two_vars_symmetry(self): self.assertEqual(mi_test(self.data[:, (1, 0)]), mi_test(self.data[:, (0, 1)]))
def test_mi_two_vars_value_b(self): self.assertEqual(mi_test(self.data[:, (0, 2)]), 0.0014)
def test_mi_two_vars_value_a(self): self.assertEqual(mi_test(self.data[:, (0, 1)]), 0.0004)