def test_cluster_allocation_simple13(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE13, [[1.35, 1.21, 0.0], [3.79, 4.21, 0.0]], 2.0, [5, 5], True)
def test_cluster_allocation_simple09(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE9, [[4.0], [8.0]], 2.0, [10, 20], True)
def test_cluster_allocation_simple11(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE11, [[1.0, 0.6, 0.8], [4.1, 4.2, 4.3]], 2.0, [10, 10], True)
def test_cluster_allocation_simple04(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE4, [[1.5, 0.0], [1.5, 2.0], [1.5, 4.0], [1.5, 6.0], [1.5, 8.0]], 2.0, [15, 15, 15, 15, 15], True)
def test_cluster_allocation_fcps_hepta(self): fcm_test_template.cluster_allocation( FCPS_SAMPLES.SAMPLE_HEPTA, [[-0.06, 0.02, 0.02], [2.41, 0.49, 0.03], [-2.69, 0.34, 0.29], [0.49, 2.89, 0.78], [-0.60, -2.31, 0.05], [-0.15, 0.77, 3.23], [-0.50, 0.43, -2.60]], 2.0, [30, 30, 30, 30, 30, 30, 32], False)
def test_cluster_allocation_simple01(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.7, 5.5], [6.7, 7.5]], 2.0, [5, 5], True)
def test_cluster_allocation_simple01_wrong_amount(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.7, 5.5], [4.7, 6.5], [3.4, 6.4]], 2.0, [2, 3, 5], True)
def test_cluster_allocation_simple01_centers_are_points2(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.936690, 5.663041], [6.968136, 7.755556]], 2.0, [5, 5], False)
def test_cluster_allocation_simple01_wrong_amount(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.7, 5.5], [4.7, 6.5], [3.4, 6.4]], 2.0, [2, 3, 5], False)
def test_cluster_allocation_simple01_one_cluster(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.7, 5.5]], 2.0, [10], False)
def test_cluster_allocation_simple01_centers_are_points1(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.768699, 5.364477], [6.593196, 7.850364]], 2.0, [5, 5], False)
def test_cluster_allocation_simple01(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.7, 5.5], [6.7, 7.5]], 2.0, [5, 5], False)
def test_cluster_allocation_fcps_hepta_wrong_amount(self): fcm_test_template.cluster_allocation(FCPS_SAMPLES.SAMPLE_HEPTA, [[-0.06,0.02, 0.02], [2.41, 0.49, 0.03], [-2.69, 0.34, 0.29], [0.49, 2.89, 0.78], [-0.60, -2.31, 0.05], [-0.50, 0.43, -2.60]], 2.0, [30, 30, 30, 30, 30, 62], False)
def test_cluster_allocation_tetra(self): fcm_test_template.cluster_allocation(FCPS_SAMPLES.SAMPLE_TETRA, [[1.001, -0.083, -0.681], [-0.811, 0.476, -0.759], [-0.956, -1.427, -0.020], [0.225, 0.560, 1.794]], 2.0, [100, 100, 100, 100], False)
def test_cluster_allocation_famous_oldfaithful(self): fcm_test_template.cluster_allocation( FAMOUS_SAMPLES.SAMPLE_OLD_FAITHFUL, [[4.0, 70], [1.0, 48]], 2.0, None, True)
def test_cluster_allocation_simple02(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE2, [[3.5, 4.8], [6.9, 7], [7.5, 0.5]], 2.0, [10, 5, 8], False)
def test_cluster_allocation_tetra(self): fcm_test_template.cluster_allocation( FCPS_SAMPLES.SAMPLE_TETRA, [[1.001, -0.083, -0.681], [-0.811, 0.476, -0.759], [-0.956, -1.427, -0.020], [0.225, 0.560, 1.794]], 2.0, [100, 100, 100, 100], True)
def test_cluster_allocation_simple02_wrong_amount(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE2, [[3.5, 4.8], [6.9, 7], [7.5, 0.5], [4.5, 6.2]], 2.0, [4, 5, 6, 8], False)
def test_cluster_allocation_simple01_centers_are_points1(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.768699, 5.364477], [6.593196, 7.850364]], 2.0, [5, 5], True)
def test_cluster_allocation_simple03(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE3, [[0.2, 0.1], [4.0, 1.0], [2.0, 2.0], [2.3, 3.9]], 2.0, [10, 10, 10, 30], False)
def test_cluster_allocation_simple02_wrong_amount(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE2, [[3.5, 4.8], [6.9, 7], [7.5, 0.5], [4.5, 6.2]], 2.0, [4, 5, 6, 8], True)
def test_cluster_allocation_simple04(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE4, [[1.5, 0.0], [1.5, 2.0], [1.5, 4.0], [1.5, 6.0], [1.5, 8.0]], 2.0, [15, 15, 15, 15, 15], False)
def test_cluster_allocation_simple06(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE6, [[2.0, 6.0], [8.5, 4.5]], 2.0, [20, 21], True)
def test_cluster_allocation_simple05(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE5, [[0.0, 1.0], [0.0, 0.0], [1.0, 1.0], [1.0, 0.0]], 2.0, [15, 15, 15, 15], False)
def test_cluster_allocation_simple08(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE8, [[-4.0], [3.1], [6.1], [12.0]], 2.0, [15, 30, 20, 80], True)
def test_cluster_allocation_simple06(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE6, [[2.0, 6.0], [8.5, 4.5]], 2.0, [20, 21], False)
def test_cluster_allocation_simple10(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE10, [[0.426, 0.065], [5.462, 6.529], [9.539, 11.379]], 2.0, [11, 11, 11], True)
def test_cluster_allocation_simple07(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE7, [[-3.0], [2.0]], 2.0, [10, 10], False)
def test_cluster_allocation_simple12(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE12, [[1.0, 1.0], [2.5, 2.5], [4.0, 4.0]], 2.0, [5, 5, 5], True)
def test_cluster_allocation_simple08(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE8, [[-4.0], [3.1], [6.1], [12.0]], 2.0, [15, 30, 20, 80], False)
def test_cluster_allocation_simple14(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE14, [[5.649, 5.199]], 2.0, [41], True)
def test_cluster_allocation_simple09(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE9, [[4.0], [8.0]], 2.0, [10, 20], False)
def test_cluster_allocation_two_diamonds(self): fcm_test_template.cluster_allocation(FCPS_SAMPLES.SAMPLE_TWO_DIAMONDS, [[0.71 - 0.51], [0.99 - 0.24]], 2.0, [400, 400], True)
def test_cluster_allocation_simple10(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE10, [[0.426, 0.065 ], [5.462, 6.529], [9.539, 11.379]], 2.0, [11, 11, 11], False)
def test_cluster_allocation_fcps_hepta_wrong_amount(self): fcm_test_template.cluster_allocation( FCPS_SAMPLES.SAMPLE_HEPTA, [[-0.06, 0.02, 0.02], [2.41, 0.49, 0.03], [-2.69, 0.34, 0.29], [0.49, 2.89, 0.78], [-0.60, -2.31, 0.05], [-0.50, 0.43, -2.60]], 2.0, [30, 30, 30, 30, 30, 62], True)
def test_cluster_allocation_simple11(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE11, [[1.0, 0.6, 0.8], [4.1, 4.2, 4.3]], 2.0, [10, 10], False)
def test_cluster_allocation_simple01_one_cluster(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.7, 5.5]], 2.0, [10], True)
def test_cluster_allocation_simple12(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE12, [[1.0, 1.0], [2.5, 2.5], [4.0, 4.0]], 2.0, [5, 5, 5], False)
def test_cluster_allocation_simple01_centers_are_points2(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE1, [[3.936690, 5.663041], [6.968136, 7.755556]], 2.0, [5, 5], True)
def test_cluster_allocation_simple13(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE13, [[1.35, 1.21, 0.0], [3.79, 4.21, 0.0]], 2.0, [5, 5], False)
def test_cluster_allocation_simple02(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE2, [[3.5, 4.8], [6.9, 7], [7.5, 0.5]], 2.0, [10, 5, 8], True)
def test_cluster_allocation_simple14(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE14, [[5.649, 5.199]], 2.0, [41], False)
def test_cluster_allocation_simple03(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE3, [[0.2, 0.1], [4.0, 1.0], [2.0, 2.0], [2.3, 3.9]], 2.0, [10, 10, 10, 30], True)
def test_cluster_allocation_famous_oldfaithful(self): fcm_test_template.cluster_allocation(FAMOUS_SAMPLES.SAMPLE_OLD_FAITHFUL, [[4.0, 70], [1.0, 48]], 2.0, None, False)
def test_cluster_allocation_simple05(self): fcm_test_template.cluster_allocation( SIMPLE_SAMPLES.SAMPLE_SIMPLE5, [[0.0, 1.0], [0.0, 0.0], [1.0, 1.0], [1.0, 0.0]], 2.0, [15, 15, 15, 15], True)
def test_cluster_allocation_two_diamonds(self): fcm_test_template.cluster_allocation(FCPS_SAMPLES.SAMPLE_TWO_DIAMONDS, [[0.71 -0.51], [0.99 -0.24]], 2.0, [400, 400], False)
def test_cluster_allocation_simple07(self): fcm_test_template.cluster_allocation(SIMPLE_SAMPLES.SAMPLE_SIMPLE7, [[-3.0], [2.0]], 2.0, [10, 10], True)
def test_cluster_allocation_fcps_hepta(self): fcm_test_template.cluster_allocation(FCPS_SAMPLES.SAMPLE_HEPTA, [[-0.06, 0.02, 0.02], [2.41, 0.49, 0.03], [-2.69, 0.34, 0.29], [0.49, 2.89, 0.78], [-0.60, -2.31, 0.05], [-0.15, 0.77, 3.23], [-0.50, 0.43, -2.60]], 2.0, [30, 30, 30, 30, 30, 30, 32], True)