def test_cdbw(self):
value = 0.003896708164603387
cdbw = CDbw(data_3d_2, labels_3d_2)
self.assertTrue(abs(value - cdbw) < epsilon,
msg='test_Data_3D_2 cdbw = {:e}, must be {:e}'.format(cdbw, value))
def test_cohesion(self):
value = 0.029839934787904636
cohesion = CDbw(data_3d_2, labels_3d_2, multipliers=True)[1]
self.assertTrue(abs(value - cohesion) < epsilon,
msg='test_Data_3D_2 cohesion = {:e}, must be {:e}'.format(cohesion, value))
def test_separation(self):
value = 4.337501690166292
separation = CDbw(data_3d_2, labels_3d_2, multipliers=True)[2]
self.assertTrue(abs(value - separation) < epsilon,
msg='test_Data_3D_2 separation = {:e}, must be {:e}'.format(separation, value))
def test_cdbw(self):
value = 0.002088805501239885
cdbw = CDbw(data_3d_1, labels_3d_1)
self.assertTrue(abs(value - cdbw) < epsilon,
msg='test_Data_3D_1 cdbw = {:e}, must be {:e}'.format(cdbw, value))
def test_compact(self):
value = 0.030106505876089613
compact = CDbw(data_3d_2, labels_3d_2, multipliers=True)[0]
self.assertTrue(abs(value - compact) < epsilon,
msg='test_Data_3D_2 compact = {:e}, must be {:e}'.format(compact, value))
def test_separation(self):
value = 0.6346662881857889
separation = CDbw(data_2d_bl, labels_2d_bl, multipliers=True)[2]
self.assertTrue(abs(value - separation) < epsilon,
msg='test_Data_2D_Blobs separation = {:e}, must be {:e}'.format(separation, value))
def test_cohesion(self):
value = 0.4583940701869082
cohesion = CDbw(data_2d_m, labels_2d_m, multipliers=True)[1]
self.assertTrue(abs(value - cohesion) < epsilon,
msg='test_Data_2D_Moons cohesion = {:e}, must be {:e}'.format(cohesion, value))
def test_cdbw(self):
value = 0.21444691221568293
cdbw = CDbw(data_2d_ab, labels_2d_ab)
self.assertTrue(abs(value - cdbw) < epsilon,
msg='test_Data_2D_AnisoBlobs cdbw = {:e}, must be {:e}'.format(cdbw, value))
def test_compact(self):
value = 0.020238323923050704
compact = CDbw(data_3d_1, labels_3d_1, multipliers=True)[0]
self.assertTrue(abs(value - compact) < epsilon,
msg='test_Data_3D_1 compact = {:e}, must be {:e}'.format(compact, value))
def test_cohesion(self):
value = 0.6647251466801855
cohesion = CDbw(data_2d_ab, labels_2d_ab, multipliers=True)[1]
self.assertTrue(abs(value - cohesion) < epsilon,
msg='test_Data_2D_AnisoBlobs cohesion = {:e}, must be {:e}'.format(cohesion, value))
def test_separation(self):
value = 0.3085609726166483
separation = CDbw(data_2d_ab, labels_2d_ab, multipliers=True)[2]
self.assertTrue(abs(value - separation) < epsilon,
msg='test_Data_2D_AnisoBlobs separation = {:e}, must be {:e}'.format(separation, value))
def test_compact(self):
value = 1.0455304698351948
compact = CDbw(data_2d_ab, labels_2d_ab, multipliers=True)[0]
self.assertTrue(abs(value - compact) < epsilon,
msg='test_Data_2D_AnisoBlobs compact = {:e}, must be {:e}'.format(compact, value))
def test_cdbw(self):
value = 0.06208116987528693
cdbw = CDbw(data_2d_m, labels_2d_m)
self.assertTrue(abs(value - cdbw) < epsilon,
msg='test_Data_2D_Moons cdbw = {:e}, must be {:e}'.format(cdbw, value))
def test_separation(self):
value = 0.27079184296654096
separation = CDbw(data_2d_m, labels_2d_m, multipliers=True)[2]
self.assertTrue(abs(value - separation) < epsilon,
msg='test_Data_2D_Moons separation = {:e}, must be {:e}'.format(separation, value))
def test_compact(self):
value = 0.45727766830363764
compact = CDbw(data_2d_bl, labels_2d_bl, multipliers=True)[0]
self.assertTrue(abs(value - compact) < epsilon,
msg='test_Data_2D_Blobs compact = {:e}, must be {:e}'.format(compact, value))
def test_cohesion(self):
value = 0.020167225676202064
cohesion = CDbw(data_3d_1, labels_3d_1, multipliers=True)[1]
self.assertTrue(abs(value - cohesion) < epsilon,
msg='test_Data_3D_1 cohesion = {:e}, must be {:e}'.format(cohesion, value))
def test_cohesion(self):
value = 0.32071421306947445
cohesion = CDbw(data_2d_bl, labels_2d_bl, multipliers=True)[1]
self.assertTrue(abs(value - cohesion) < epsilon,
msg='test_Data_2D_Blobs cohesion = {:e}, must be {:e}'.format(cohesion, value))
def test_separation(self):
value = 5.117729198421542
separation = CDbw(data_3d_1, labels_3d_1, multipliers=True)[2]
self.assertTrue((abs(value - separation) < epsilon),
msg='test_Data_3D_1 separation = {:e}, must be {:e}'.format(separation, value))
def test_cdbw(self):
value = 0.09307726853513183
cdbw = CDbw(data_2d_bl, labels_2d_bl)
self.assertTrue(abs(value - cdbw) < epsilon,
msg='test_Data_2D_Blobs cdbw = {:e}, must be {:e}'.format(cdbw, value))
def test_compact(self):
value = 0.5001327835563026
compact = CDbw(data_2d_m, labels_2d_m, multipliers=True)[0]
self.assertTrue(abs(value - compact) < epsilon,
msg='test_Data_2D_Moons compact = {:e}, must be {:e}'.format(compact, value))