ConvGeNBenchmarkResults/data_result/ConvGeN-proximity-5/folding_shuttle-2_vs_5.log

///////////////////////////////////////////
// Running convGAN-proximary-5 on folding_shuttle-2_vs_5
///////////////////////////////////////////

Load 'data_input/folding_shuttle-2_vs_5'
from pickle file
Data loaded.
-> Shuffling data
### Start exercise for synthetic point generator

====== Step 1/5 =======
-> Shuffling data
-> Spliting data to slices

------ Step 1/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 50s - loss: 0.0272
 34/262 [==>...........................] - ETA: 0s - loss: 0.0398 
 70/262 [=======>......................] - ETA: 0s - loss: 0.0196
106/262 [===========>..................] - ETA: 0s - loss: 0.0131
143/262 [===============>..............] - ETA: 0s - loss: 0.0098
179/262 [===================>..........] - ETA: 0s - loss: 0.0081
213/262 [=======================>......] - ETA: 0s - loss: 0.0072
246/262 [===========================>..] - ETA: 0s - loss: 0.0063
262/262 [==============================] - 1s 1ms/step - loss: 0.0060
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 1.2540e-04
 31/262 [==>...........................] - ETA: 0s - loss: 1.4171e-04
 60/262 [=====>........................] - ETA: 0s - loss: 1.2633e-04
 94/262 [=========>....................] - ETA: 0s - loss: 1.8975e-04
129/262 [=============>................] - ETA: 0s - loss: 1.6504e-04
164/262 [=================>............] - ETA: 0s - loss: 1.4519e-04
199/262 [=====================>........] - ETA: 0s - loss: 1.3445e-04
234/262 [=========================>....] - ETA: 0s - loss: 1.2446e-04
262/262 [==============================] - ETA: 0s - loss: 1.1838e-04
262/262 [==============================] - 0s 2ms/step - loss: 1.1838e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 6.0842e-05
 31/262 [==>...........................] - ETA: 0s - loss: 1.2383e-04
 60/262 [=====>........................] - ETA: 0s - loss: 9.5986e-05
 95/262 [=========>....................] - ETA: 0s - loss: 8.7370e-05
129/262 [=============>................] - ETA: 0s - loss: 7.8043e-05
164/262 [=================>............] - ETA: 0s - loss: 7.2122e-05
201/262 [======================>.......] - ETA: 0s - loss: 6.9286e-05
233/262 [=========================>....] - ETA: 0s - loss: 6.7843e-05
262/262 [==============================] - 0s 2ms/step - loss: 6.5373e-05
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 3.1772e-05
 39/262 [===>..........................] - ETA: 0s - loss: 7.9255e-05
 73/262 [=======>......................] - ETA: 0s - loss: 5.8070e-05
101/262 [==========>...................] - ETA: 0s - loss: 5.1812e-05
134/262 [==============>...............] - ETA: 0s - loss: 5.3166e-05
170/262 [==================>...........] - ETA: 0s - loss: 5.2049e-05
206/262 [======================>.......] - ETA: 0s - loss: 4.9603e-05
239/262 [==========================>...] - ETA: 0s - loss: 4.8061e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.7982e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 2.3812e-05
 39/262 [===>..........................] - ETA: 0s - loss: 4.9179e-05
 76/262 [=======>......................] - ETA: 0s - loss: 4.1618e-05
111/262 [===========>..................] - ETA: 0s - loss: 3.8671e-05
147/262 [===============>..............] - ETA: 0s - loss: 3.7147e-05
181/262 [===================>..........] - ETA: 0s - loss: 3.9208e-05
214/262 [=======================>......] - ETA: 0s - loss: 3.9031e-05
247/262 [===========================>..] - ETA: 0s - loss: 3.7832e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.7572e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 4.0315e-05
 31/262 [==>...........................] - ETA: 0s - loss: 2.9677e-05
 59/262 [=====>........................] - ETA: 0s - loss: 2.6927e-05
 90/262 [=========>....................] - ETA: 0s - loss: 2.9378e-05
121/262 [============>.................] - ETA: 0s - loss: 3.0504e-05
156/262 [================>.............] - ETA: 0s - loss: 3.3030e-05
190/262 [====================>.........] - ETA: 0s - loss: 3.2605e-05
225/262 [========================>.....] - ETA: 0s - loss: 3.1769e-05
258/262 [============================>.] - ETA: 0s - loss: 2.9986e-05
262/262 [==============================] - 0s 2ms/step - loss: 3.0201e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 2.3058e-05
 36/262 [===>..........................] - ETA: 0s - loss: 2.1893e-05
 73/262 [=======>......................] - ETA: 0s - loss: 2.2665e-05
102/262 [==========>...................] - ETA: 0s - loss: 2.3066e-05
129/262 [=============>................] - ETA: 0s - loss: 2.8300e-05
156/262 [================>.............] - ETA: 0s - loss: 2.6304e-05
188/262 [====================>.........] - ETA: 0s - loss: 2.7185e-05
221/262 [========================>.....] - ETA: 0s - loss: 2.6003e-05
250/262 [===========================>..] - ETA: 0s - loss: 2.5367e-05
262/262 [==============================] - 0s 2ms/step - loss: 2.4890e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 2.5152e-05
 36/262 [===>..........................] - ETA: 0s - loss: 1.9475e-05
 67/262 [======>.......................] - ETA: 0s - loss: 2.2594e-05
100/262 [==========>...................] - ETA: 0s - loss: 2.0571e-05
131/262 [==============>...............] - ETA: 0s - loss: 1.9626e-05
167/262 [==================>...........] - ETA: 0s - loss: 1.9868e-05
202/262 [======================>.......] - ETA: 0s - loss: 2.0889e-05
234/262 [=========================>....] - ETA: 0s - loss: 2.1471e-05
262/262 [==============================] - 0s 2ms/step - loss: 2.0892e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 6.5868e-06
 34/262 [==>...........................] - ETA: 0s - loss: 1.4060e-05
 67/262 [======>.......................] - ETA: 0s - loss: 1.6376e-05
103/262 [==========>...................] - ETA: 0s - loss: 1.6785e-05
137/262 [==============>...............] - ETA: 0s - loss: 1.6938e-05
171/262 [==================>...........] - ETA: 0s - loss: 1.7448e-05
205/262 [======================>.......] - ETA: 0s - loss: 1.7506e-05
237/262 [==========================>...] - ETA: 0s - loss: 1.7567e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.7632e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 7.5236e-06
 38/262 [===>..........................] - ETA: 0s - loss: 1.6278e-05
 72/262 [=======>......................] - ETA: 0s - loss: 1.4807e-05
105/262 [===========>..................] - ETA: 0s - loss: 1.5519e-05
141/262 [===============>..............] - ETA: 0s - loss: 1.5484e-05
175/262 [===================>..........] - ETA: 0s - loss: 1.5703e-05
211/262 [=======================>......] - ETA: 0s - loss: 1.5276e-05
247/262 [===========================>..] - ETA: 0s - loss: 1.5106e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.5127e-05
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 653, 1
LR fn, tp: 0, 10
LR f1 score: 0.952
LR cohens kappa score: 0.952
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 653, 1
KNN fn, tp: 0, 10
KNN f1 score: 0.952
KNN cohens kappa score: 0.952


------ Step 1/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 43s - loss: 3.0366e-04
 37/262 [===>..........................] - ETA: 0s - loss: 6.6070     
 69/262 [======>.......................] - ETA: 0s - loss: 5.6167
101/262 [==========>...................] - ETA: 0s - loss: 4.1433
132/262 [==============>...............] - ETA: 0s - loss: 3.1760
165/262 [=================>............] - ETA: 0s - loss: 2.5414
200/262 [=====================>........] - ETA: 0s - loss: 2.0969
232/262 [=========================>....] - ETA: 0s - loss: 1.8078
262/262 [==============================] - 1s 2ms/step - loss: 1.6052
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 0.0017
 31/262 [==>...........................] - ETA: 0s - loss: 0.0010
 62/262 [======>.......................] - ETA: 0s - loss: 0.0012
 91/262 [=========>....................] - ETA: 0s - loss: 0.0011
121/262 [============>.................] - ETA: 0s - loss: 0.0028
152/262 [================>.............] - ETA: 0s - loss: 0.0040
184/262 [====================>.........] - ETA: 0s - loss: 0.0036
221/262 [========================>.....] - ETA: 0s - loss: 0.0031
259/262 [============================>.] - ETA: 0s - loss: 0.0028
262/262 [==============================] - 0s 2ms/step - loss: 0.0028
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 7.7869e-04
 42/262 [===>..........................] - ETA: 0s - loss: 8.5592e-04
 82/262 [========>.....................] - ETA: 0s - loss: 9.3609e-04
122/262 [============>.................] - ETA: 0s - loss: 8.5330e-04
161/262 [=================>............] - ETA: 0s - loss: 8.1377e-04
200/262 [=====================>........] - ETA: 0s - loss: 7.8639e-04
239/262 [==========================>...] - ETA: 0s - loss: 7.6321e-04
262/262 [==============================] - 0s 1ms/step - loss: 7.4560e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 8.4903e-05
 41/262 [===>..........................] - ETA: 0s - loss: 5.7564e-04
 80/262 [========>.....................] - ETA: 0s - loss: 0.0073    
121/262 [============>.................] - ETA: 0s - loss: 0.0055
161/262 [=================>............] - ETA: 0s - loss: 0.0044
202/262 [======================>.......] - ETA: 0s - loss: 0.0036
241/262 [==========================>...] - ETA: 0s - loss: 0.0032
262/262 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 6.4378e-05
 44/262 [====>.........................] - ETA: 0s - loss: 6.3222e-04
 84/262 [========>.....................] - ETA: 0s - loss: 5.8199e-04
124/262 [=============>................] - ETA: 0s - loss: 5.6845e-04
161/262 [=================>............] - ETA: 0s - loss: 5.2473e-04
200/262 [=====================>........] - ETA: 0s - loss: 4.9664e-04
240/262 [==========================>...] - ETA: 0s - loss: 4.9279e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.8358e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 6.8993e-04
 42/262 [===>..........................] - ETA: 0s - loss: 4.5886e-04
 83/262 [========>.....................] - ETA: 0s - loss: 4.1492e-04
122/262 [============>.................] - ETA: 0s - loss: 3.8725e-04
153/262 [================>.............] - ETA: 0s - loss: 3.9209e-04
187/262 [====================>.........] - ETA: 0s - loss: 3.8943e-04
221/262 [========================>.....] - ETA: 0s - loss: 3.7807e-04
260/262 [============================>.] - ETA: 0s - loss: 3.7408e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.7234e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 2.6123e-05
 41/262 [===>..........................] - ETA: 0s - loss: 3.5913e-04
 76/262 [=======>......................] - ETA: 0s - loss: 3.4365e-04
109/262 [===========>..................] - ETA: 0s - loss: 3.2552e-04
141/262 [===============>..............] - ETA: 0s - loss: 3.0179e-04
174/262 [==================>...........] - ETA: 0s - loss: 3.1028e-04
208/262 [======================>.......] - ETA: 0s - loss: 3.0771e-04
239/262 [==========================>...] - ETA: 0s - loss: 2.9755e-04
262/262 [==============================] - 0s 2ms/step - loss: 2.9897e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 1.2414e-04
 28/262 [==>...........................] - ETA: 0s - loss: 2.9665e-04
 55/262 [=====>........................] - ETA: 0s - loss: 2.5012e-04
 82/262 [========>.....................] - ETA: 0s - loss: 2.3670e-04
113/262 [===========>..................] - ETA: 0s - loss: 2.5198e-04
144/262 [===============>..............] - ETA: 0s - loss: 2.5201e-04
175/262 [===================>..........] - ETA: 0s - loss: 2.3726e-04
205/262 [======================>.......] - ETA: 0s - loss: 2.4843e-04
237/262 [==========================>...] - ETA: 0s - loss: 2.4895e-04
262/262 [==============================] - 0s 2ms/step - loss: 2.4421e-04
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 1.4010e-04
 32/262 [==>...........................] - ETA: 0s - loss: 1.9279e-04
 65/262 [======>.......................] - ETA: 0s - loss: 2.1194e-04
 96/262 [=========>....................] - ETA: 0s - loss: 2.1436e-04
126/262 [=============>................] - ETA: 0s - loss: 2.0166e-04
158/262 [=================>............] - ETA: 0s - loss: 1.9657e-04
192/262 [====================>.........] - ETA: 0s - loss: 1.9912e-04
231/262 [=========================>....] - ETA: 0s - loss: 2.0204e-04
262/262 [==============================] - 0s 2ms/step - loss: 2.0187e-04
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 4.8154e-05
 42/262 [===>..........................] - ETA: 0s - loss: 1.8338e-04
 82/262 [========>.....................] - ETA: 0s - loss: 1.8342e-04
123/262 [=============>................] - ETA: 0s - loss: 1.7617e-04
161/262 [=================>............] - ETA: 0s - loss: 1.7526e-04
201/262 [======================>.......] - ETA: 0s - loss: 1.8057e-04
242/262 [==========================>...] - ETA: 0s - loss: 1.7082e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.6841e-04
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 653, 1
KNN fn, tp: 0, 10
KNN f1 score: 0.952
KNN cohens kappa score: 0.952


------ Step 1/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 41s - loss: 0.0013
 40/262 [===>..........................] - ETA: 0s - loss: 0.6092 
 79/262 [========>.....................] - ETA: 0s - loss: 0.3604
119/262 [============>.................] - ETA: 0s - loss: 0.2399
158/262 [=================>............] - ETA: 0s - loss: 0.1809
196/262 [=====================>........] - ETA: 0s - loss: 0.1460
235/262 [=========================>....] - ETA: 0s - loss: 0.1219
262/262 [==============================] - 0s 1ms/step - loss: 0.1096
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 0.0011
 38/262 [===>..........................] - ETA: 0s - loss: 5.6745e-04
 77/262 [=======>......................] - ETA: 0s - loss: 4.7601e-04
116/262 [============>.................] - ETA: 0s - loss: 9.1760e-04
154/262 [================>.............] - ETA: 0s - loss: 7.5774e-04
192/262 [====================>.........] - ETA: 0s - loss: 6.8340e-04
229/262 [=========================>....] - ETA: 0s - loss: 6.0596e-04
262/262 [==============================] - 0s 1ms/step - loss: 5.5900e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 8.1326e-05
 40/262 [===>..........................] - ETA: 0s - loss: 3.1212e-04
 75/262 [=======>......................] - ETA: 0s - loss: 2.7867e-04
105/262 [===========>..................] - ETA: 0s - loss: 2.5316e-04
136/262 [==============>...............] - ETA: 0s - loss: 2.5274e-04
170/262 [==================>...........] - ETA: 0s - loss: 2.7476e-04
208/262 [======================>.......] - ETA: 0s - loss: 2.5410e-04
248/262 [===========================>..] - ETA: 0s - loss: 2.4117e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.3533e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 3.8199e-04
 40/262 [===>..........................] - ETA: 0s - loss: 1.2672e-04
 78/262 [=======>......................] - ETA: 0s - loss: 1.6244e-04
116/262 [============>.................] - ETA: 0s - loss: 1.5611e-04
153/262 [================>.............] - ETA: 0s - loss: 1.7188e-04
189/262 [====================>.........] - ETA: 0s - loss: 1.8198e-04
227/262 [========================>.....] - ETA: 0s - loss: 1.7086e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.6877e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 2.9388e-05
 38/262 [===>..........................] - ETA: 0s - loss: 1.2808e-04
 75/262 [=======>......................] - ETA: 0s - loss: 1.3406e-04
110/262 [===========>..................] - ETA: 0s - loss: 1.3490e-04
145/262 [===============>..............] - ETA: 0s - loss: 1.2554e-04
179/262 [===================>..........] - ETA: 0s - loss: 1.1729e-04
216/262 [=======================>......] - ETA: 0s - loss: 1.3205e-04
253/262 [===========================>..] - ETA: 0s - loss: 1.2797e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.2537e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.6425e-04
 39/262 [===>..........................] - ETA: 0s - loss: 1.0504e-04
 77/262 [=======>......................] - ETA: 0s - loss: 9.8697e-05
115/262 [============>.................] - ETA: 0s - loss: 9.1549e-05
153/262 [================>.............] - ETA: 0s - loss: 8.9374e-05
193/262 [=====================>........] - ETA: 0s - loss: 1.0037e-04
232/262 [=========================>....] - ETA: 0s - loss: 9.5771e-05
262/262 [==============================] - 0s 1ms/step - loss: 9.7640e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 1.2499e-04
 39/262 [===>..........................] - ETA: 0s - loss: 7.1701e-05
 77/262 [=======>......................] - ETA: 0s - loss: 6.7403e-05
116/262 [============>.................] - ETA: 0s - loss: 6.6116e-05
155/262 [================>.............] - ETA: 0s - loss: 6.9928e-05
195/262 [=====================>........] - ETA: 0s - loss: 7.7109e-05
235/262 [=========================>....] - ETA: 0s - loss: 7.6958e-05
262/262 [==============================] - 0s 1ms/step - loss: 7.6601e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 2.7021e-05
 39/262 [===>..........................] - ETA: 0s - loss: 5.8125e-05
 77/262 [=======>......................] - ETA: 0s - loss: 5.6224e-05
116/262 [============>.................] - ETA: 0s - loss: 5.3891e-05
152/262 [================>.............] - ETA: 0s - loss: 5.8212e-05
191/262 [====================>.........] - ETA: 0s - loss: 5.9226e-05
230/262 [=========================>....] - ETA: 0s - loss: 6.5465e-05
262/262 [==============================] - 0s 1ms/step - loss: 6.3229e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 2.0146e-05
 39/262 [===>..........................] - ETA: 0s - loss: 5.9266e-05
 75/262 [=======>......................] - ETA: 0s - loss: 5.2445e-05
107/262 [===========>..................] - ETA: 0s - loss: 6.4179e-05
138/262 [==============>...............] - ETA: 0s - loss: 6.2422e-05
170/262 [==================>...........] - ETA: 0s - loss: 5.6458e-05
208/262 [======================>.......] - ETA: 0s - loss: 5.3033e-05
243/262 [==========================>...] - ETA: 0s - loss: 5.1178e-05
262/262 [==============================] - 0s 1ms/step - loss: 5.2421e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 2.0987e-05
 33/262 [==>...........................] - ETA: 0s - loss: 3.4123e-05
 68/262 [======>.......................] - ETA: 0s - loss: 3.4556e-05
105/262 [===========>..................] - ETA: 0s - loss: 5.0072e-05
142/262 [===============>..............] - ETA: 0s - loss: 4.9320e-05
178/262 [===================>..........] - ETA: 0s - loss: 5.0154e-05
210/262 [=======================>......] - ETA: 0s - loss: 4.7789e-05
243/262 [==========================>...] - ETA: 0s - loss: 4.5238e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.3826e-05
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 654, 0
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 1/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 47s - loss: 3.5339e-05
 39/262 [===>..........................] - ETA: 0s - loss: 0.6453     
 73/262 [=======>......................] - ETA: 0s - loss: 0.4050
113/262 [===========>..................] - ETA: 0s - loss: 0.2623
146/262 [===============>..............] - ETA: 0s - loss: 0.2032
176/262 [===================>..........] - ETA: 0s - loss: 0.1708
203/262 [======================>.......] - ETA: 0s - loss: 0.1482
234/262 [=========================>....] - ETA: 0s - loss: 0.1286
262/262 [==============================] - 1s 2ms/step - loss: 0.1153
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 3.6119e-04
 34/262 [==>...........................] - ETA: 0s - loss: 4.2575e-04
 72/262 [=======>......................] - ETA: 0s - loss: 3.7913e-04
108/262 [===========>..................] - ETA: 0s - loss: 3.4183e-04
148/262 [===============>..............] - ETA: 0s - loss: 3.1387e-04
188/262 [====================>.........] - ETA: 0s - loss: 2.9659e-04
227/262 [========================>.....] - ETA: 0s - loss: 2.8078e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.7274e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 4.2899e-04
 41/262 [===>..........................] - ETA: 0s - loss: 1.8535e-04
 81/262 [========>.....................] - ETA: 0s - loss: 1.6265e-04
121/262 [============>.................] - ETA: 0s - loss: 1.5708e-04
161/262 [=================>............] - ETA: 0s - loss: 1.4893e-04
201/262 [======================>.......] - ETA: 0s - loss: 1.4702e-04
242/262 [==========================>...] - ETA: 0s - loss: 1.4419e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.4248e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 4.1324e-05
 39/262 [===>..........................] - ETA: 0s - loss: 9.3722e-05
 77/262 [=======>......................] - ETA: 0s - loss: 8.7852e-05
116/262 [============>.................] - ETA: 0s - loss: 8.2832e-05
154/262 [================>.............] - ETA: 0s - loss: 8.0394e-05
191/262 [====================>.........] - ETA: 0s - loss: 7.5376e-05
228/262 [=========================>....] - ETA: 0s - loss: 7.1503e-05
260/262 [============================>.] - ETA: 0s - loss: 6.9362e-05
262/262 [==============================] - 0s 1ms/step - loss: 6.9296e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 2.5459e-05
 37/262 [===>..........................] - ETA: 0s - loss: 4.8695e-05
 75/262 [=======>......................] - ETA: 0s - loss: 4.9342e-05
113/262 [===========>..................] - ETA: 0s - loss: 4.7626e-05
152/262 [================>.............] - ETA: 0s - loss: 4.4649e-05
191/262 [====================>.........] - ETA: 0s - loss: 4.3885e-05
229/262 [=========================>....] - ETA: 0s - loss: 4.2972e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.1407e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.7440e-05
 39/262 [===>..........................] - ETA: 0s - loss: 3.8127e-05
 77/262 [=======>......................] - ETA: 0s - loss: 3.2067e-05
116/262 [============>.................] - ETA: 0s - loss: 3.0261e-05
155/262 [================>.............] - ETA: 0s - loss: 2.7786e-05
195/262 [=====================>........] - ETA: 0s - loss: 2.9168e-05
234/262 [=========================>....] - ETA: 0s - loss: 2.9187e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.8070e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 1.8489e-05
 42/262 [===>..........................] - ETA: 0s - loss: 1.9943e-05
 82/262 [========>.....................] - ETA: 0s - loss: 2.2130e-05
123/262 [=============>................] - ETA: 0s - loss: 2.3645e-05
163/262 [=================>............] - ETA: 0s - loss: 2.1217e-05
204/262 [======================>.......] - ETA: 0s - loss: 1.9847e-05
244/262 [==========================>...] - ETA: 0s - loss: 1.9300e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.9797e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 1.0341e-05
 41/262 [===>..........................] - ETA: 0s - loss: 1.4604e-05
 80/262 [========>.....................] - ETA: 0s - loss: 1.2733e-05
120/262 [============>.................] - ETA: 0s - loss: 1.4104e-05
160/262 [=================>............] - ETA: 0s - loss: 1.6786e-05
199/262 [=====================>........] - ETA: 0s - loss: 1.6047e-05
239/262 [==========================>...] - ETA: 0s - loss: 1.5126e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.4636e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 2.0968e-05
 41/262 [===>..........................] - ETA: 0s - loss: 1.2120e-05
 81/262 [========>.....................] - ETA: 0s - loss: 1.1202e-05
119/262 [============>.................] - ETA: 0s - loss: 1.2343e-05
153/262 [================>.............] - ETA: 0s - loss: 1.2691e-05
192/262 [====================>.........] - ETA: 0s - loss: 1.1588e-05
231/262 [=========================>....] - ETA: 0s - loss: 1.1861e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.1345e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 3.3023e-06
 40/262 [===>..........................] - ETA: 0s - loss: 7.1004e-06
 79/262 [========>.....................] - ETA: 0s - loss: 8.3742e-06
118/262 [============>.................] - ETA: 0s - loss: 8.3931e-06
159/262 [=================>............] - ETA: 0s - loss: 8.7863e-06
200/262 [=====================>........] - ETA: 0s - loss: 9.2780e-06
242/262 [==========================>...] - ETA: 0s - loss: 8.7965e-06
262/262 [==============================] - 0s 1ms/step - loss: 8.8752e-06
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 652, 2
KNN fn, tp: 0, 10
KNN f1 score: 0.909
KNN cohens kappa score: 0.908


------ Step 1/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2576 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 39s - loss: 225.4076
 42/262 [===>..........................] - ETA: 0s - loss: 8.5514   
 81/262 [========>.....................] - ETA: 0s - loss: 4.6493
123/262 [=============>................] - ETA: 0s - loss: 3.0629
164/262 [=================>............] - ETA: 0s - loss: 2.3138
204/262 [======================>.......] - ETA: 0s - loss: 1.8604
237/262 [==========================>...] - ETA: 0s - loss: 1.6501
262/262 [==============================] - 0s 1ms/step - loss: 1.4952
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 9.5268e-04
 38/262 [===>..........................] - ETA: 0s - loss: 0.0014    
 73/262 [=======>......................] - ETA: 0s - loss: 0.0013
107/262 [===========>..................] - ETA: 0s - loss: 0.0018
148/262 [===============>..............] - ETA: 0s - loss: 0.0017
188/262 [====================>.........] - ETA: 0s - loss: 0.0016
228/262 [=========================>....] - ETA: 0s - loss: 0.0016
262/262 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 1.4775e-04
 45/262 [====>.........................] - ETA: 0s - loss: 8.3803e-04
 90/262 [=========>....................] - ETA: 0s - loss: 9.8031e-04
131/262 [==============>...............] - ETA: 0s - loss: 0.0010    
165/262 [=================>............] - ETA: 0s - loss: 0.0010
198/262 [=====================>........] - ETA: 0s - loss: 0.0011
233/262 [=========================>....] - ETA: 0s - loss: 0.0011
262/262 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 5.4484e-05
 39/262 [===>..........................] - ETA: 0s - loss: 5.4270e-04
 78/262 [=======>......................] - ETA: 0s - loss: 7.4043e-04
118/262 [============>.................] - ETA: 0s - loss: 9.5434e-04
159/262 [=================>............] - ETA: 0s - loss: 0.0010    
201/262 [======================>.......] - ETA: 0s - loss: 9.2408e-04
241/262 [==========================>...] - ETA: 0s - loss: 8.6087e-04
262/262 [==============================] - 0s 1ms/step - loss: 9.1665e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 4.4121e-05
 42/262 [===>..........................] - ETA: 0s - loss: 6.1199e-04
 82/262 [========>.....................] - ETA: 0s - loss: 4.4200e-04
123/262 [=============>................] - ETA: 0s - loss: 7.4934e-04
164/262 [=================>............] - ETA: 0s - loss: 9.3982e-04
204/262 [======================>.......] - ETA: 0s - loss: 8.7296e-04
245/262 [===========================>..] - ETA: 0s - loss: 8.5028e-04
262/262 [==============================] - 0s 1ms/step - loss: 8.0295e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.3496e-05
 39/262 [===>..........................] - ETA: 0s - loss: 5.7400e-04
 76/262 [=======>......................] - ETA: 0s - loss: 5.9143e-04
115/262 [============>.................] - ETA: 0s - loss: 4.6959e-04
154/262 [================>.............] - ETA: 0s - loss: 5.3752e-04
193/262 [=====================>........] - ETA: 0s - loss: 6.1048e-04
231/262 [=========================>....] - ETA: 0s - loss: 7.4045e-04
262/262 [==============================] - 0s 1ms/step - loss: 7.1049e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 2.6496e-05
 41/262 [===>..........................] - ETA: 0s - loss: 4.8700e-04
 81/262 [========>.....................] - ETA: 0s - loss: 7.1832e-04
116/262 [============>.................] - ETA: 0s - loss: 6.1746e-04
155/262 [================>.............] - ETA: 0s - loss: 5.8967e-04
194/262 [=====================>........] - ETA: 0s - loss: 6.5993e-04
234/262 [=========================>....] - ETA: 0s - loss: 6.7644e-04
262/262 [==============================] - 0s 1ms/step - loss: 6.3057e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 8.4577e-06
 37/262 [===>..........................] - ETA: 0s - loss: 6.3340e-04
 75/262 [=======>......................] - ETA: 0s - loss: 5.4675e-04
112/262 [===========>..................] - ETA: 0s - loss: 5.2324e-04
151/262 [================>.............] - ETA: 0s - loss: 5.3824e-04
189/262 [====================>.........] - ETA: 0s - loss: 4.9327e-04
228/262 [=========================>....] - ETA: 0s - loss: 5.7248e-04
262/262 [==============================] - 0s 1ms/step - loss: 5.6125e-04
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 1.1830e-05
 40/262 [===>..........................] - ETA: 0s - loss: 5.3702e-04
 80/262 [========>.....................] - ETA: 0s - loss: 4.6351e-04
120/262 [============>.................] - ETA: 0s - loss: 3.9829e-04
159/262 [=================>............] - ETA: 0s - loss: 6.3481e-04
196/262 [=====================>........] - ETA: 0s - loss: 5.6781e-04
233/262 [=========================>....] - ETA: 0s - loss: 5.5909e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.9984e-04
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 2.0589e-05
 39/262 [===>..........................] - ETA: 0s - loss: 3.6056e-04
 77/262 [=======>......................] - ETA: 0s - loss: 5.8995e-04
117/262 [============>.................] - ETA: 0s - loss: 5.4327e-04
157/262 [================>.............] - ETA: 0s - loss: 5.4663e-04
196/262 [=====================>........] - ETA: 0s - loss: 5.0539e-04
235/262 [=========================>....] - ETA: 0s - loss: 4.5902e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.4588e-04
-> test with GAN.predict
GAN tn, fp: 651, 0
GAN fn, tp: 0, 9
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 651, 0
LR fn, tp: 0, 9
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 651, 0
RF fn, tp: 0, 9
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 651, 0
GB fn, tp: 0, 9
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 651, 0
KNN fn, tp: 0, 9
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


====== Step 2/5 =======
-> Shuffling data
-> Spliting data to slices

------ Step 2/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 43s - loss: 8.5566e-05
 37/262 [===>..........................] - ETA: 0s - loss: 0.1890     
 74/262 [=======>......................] - ETA: 0s - loss: 0.0954
110/262 [===========>..................] - ETA: 0s - loss: 0.0644
149/262 [================>.............] - ETA: 0s - loss: 0.0476
179/262 [===================>..........] - ETA: 0s - loss: 0.0397
210/262 [=======================>......] - ETA: 0s - loss: 0.0339
249/262 [===========================>..] - ETA: 0s - loss: 0.0286
262/262 [==============================] - 1s 1ms/step - loss: 0.0273
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 8.6930e-05
 37/262 [===>..........................] - ETA: 0s - loss: 1.3727e-04
 71/262 [=======>......................] - ETA: 0s - loss: 1.5057e-04
103/262 [==========>...................] - ETA: 0s - loss: 1.6538e-04
136/262 [==============>...............] - ETA: 0s - loss: 1.5166e-04
172/262 [==================>...........] - ETA: 0s - loss: 1.4293e-04
203/262 [======================>.......] - ETA: 0s - loss: 1.3529e-04
238/262 [==========================>...] - ETA: 0s - loss: 1.2842e-04
262/262 [==============================] - 0s 2ms/step - loss: 1.2507e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 1.0971e-04
 39/262 [===>..........................] - ETA: 0s - loss: 7.6295e-05
 75/262 [=======>......................] - ETA: 0s - loss: 6.6532e-05
103/262 [==========>...................] - ETA: 0s - loss: 7.3677e-05
130/262 [=============>................] - ETA: 0s - loss: 6.9643e-05
155/262 [================>.............] - ETA: 0s - loss: 6.6975e-05
183/262 [===================>..........] - ETA: 0s - loss: 6.3850e-05
215/262 [=======================>......] - ETA: 0s - loss: 6.3981e-05
248/262 [===========================>..] - ETA: 0s - loss: 6.1861e-05
262/262 [==============================] - 0s 2ms/step - loss: 6.1224e-05
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 2.7425e-05
 34/262 [==>...........................] - ETA: 0s - loss: 4.1433e-05
 67/262 [======>.......................] - ETA: 0s - loss: 4.6148e-05
 97/262 [==========>...................] - ETA: 0s - loss: 4.2402e-05
126/262 [=============>................] - ETA: 0s - loss: 4.0551e-05
156/262 [================>.............] - ETA: 0s - loss: 4.3602e-05
186/262 [====================>.........] - ETA: 0s - loss: 4.2118e-05
217/262 [=======================>......] - ETA: 0s - loss: 4.2011e-05
246/262 [===========================>..] - ETA: 0s - loss: 4.0828e-05
262/262 [==============================] - 0s 2ms/step - loss: 3.9662e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 3.2581e-05
 33/262 [==>...........................] - ETA: 0s - loss: 2.2786e-05
 59/262 [=====>........................] - ETA: 0s - loss: 2.2461e-05
 90/262 [=========>....................] - ETA: 0s - loss: 2.5138e-05
121/262 [============>.................] - ETA: 0s - loss: 2.8534e-05
154/262 [================>.............] - ETA: 0s - loss: 2.7244e-05
182/262 [===================>..........] - ETA: 0s - loss: 2.7329e-05
213/262 [=======================>......] - ETA: 0s - loss: 2.7464e-05
245/262 [===========================>..] - ETA: 0s - loss: 2.7494e-05
262/262 [==============================] - 0s 2ms/step - loss: 2.7032e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 4.9354e-05
 34/262 [==>...........................] - ETA: 0s - loss: 2.2268e-05
 69/262 [======>.......................] - ETA: 0s - loss: 2.1654e-05
100/262 [==========>...................] - ETA: 0s - loss: 2.1669e-05
134/262 [==============>...............] - ETA: 0s - loss: 2.1838e-05
168/262 [==================>...........] - ETA: 0s - loss: 2.1354e-05
207/262 [======================>.......] - ETA: 0s - loss: 2.0489e-05
243/262 [==========================>...] - ETA: 0s - loss: 1.9905e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.9478e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 1.8101e-05
 37/262 [===>..........................] - ETA: 0s - loss: 1.5760e-05
 69/262 [======>.......................] - ETA: 0s - loss: 1.6687e-05
107/262 [===========>..................] - ETA: 0s - loss: 1.5812e-05
143/262 [===============>..............] - ETA: 0s - loss: 1.5210e-05
178/262 [===================>..........] - ETA: 0s - loss: 1.5565e-05
214/262 [=======================>......] - ETA: 0s - loss: 1.4726e-05
249/262 [===========================>..] - ETA: 0s - loss: 1.4647e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.4567e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 8.7715e-06
 36/262 [===>..........................] - ETA: 0s - loss: 1.2364e-05
 69/262 [======>.......................] - ETA: 0s - loss: 1.2193e-05
109/262 [===========>..................] - ETA: 0s - loss: 1.2593e-05
143/262 [===============>..............] - ETA: 0s - loss: 1.2080e-05
177/262 [===================>..........] - ETA: 0s - loss: 1.2103e-05
207/262 [======================>.......] - ETA: 0s - loss: 1.1858e-05
236/262 [==========================>...] - ETA: 0s - loss: 1.1815e-05
262/262 [==============================] - 0s 2ms/step - loss: 1.1471e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 1.0156e-05
 37/262 [===>..........................] - ETA: 0s - loss: 9.8567e-06
 71/262 [=======>......................] - ETA: 0s - loss: 9.7975e-06
104/262 [==========>...................] - ETA: 0s - loss: 1.0301e-05
137/262 [==============>...............] - ETA: 0s - loss: 1.0293e-05
172/262 [==================>...........] - ETA: 0s - loss: 1.0036e-05
208/262 [======================>.......] - ETA: 0s - loss: 9.5374e-06
244/262 [==========================>...] - ETA: 0s - loss: 9.3740e-06
262/262 [==============================] - 0s 1ms/step - loss: 9.2143e-06
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 4.4227e-06
 35/262 [===>..........................] - ETA: 0s - loss: 7.4161e-06
 68/262 [======>.......................] - ETA: 0s - loss: 7.8517e-06
104/262 [==========>...................] - ETA: 0s - loss: 8.2666e-06
139/262 [==============>...............] - ETA: 0s - loss: 7.8724e-06
173/262 [==================>...........] - ETA: 0s - loss: 7.6873e-06
207/262 [======================>.......] - ETA: 0s - loss: 7.4985e-06
241/262 [==========================>...] - ETA: 0s - loss: 7.5216e-06
262/262 [==============================] - 0s 1ms/step - loss: 7.4725e-06
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 653, 1
KNN fn, tp: 0, 10
KNN f1 score: 0.952
KNN cohens kappa score: 0.952


------ Step 2/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 47s - loss: 5.1868e-04
 37/262 [===>..........................] - ETA: 0s - loss: 8.0273     
 72/262 [=======>......................] - ETA: 0s - loss: 4.2382
104/262 [==========>...................] - ETA: 0s - loss: 4.5890
135/262 [==============>...............] - ETA: 0s - loss: 3.9477
152/262 [================>.............] - ETA: 0s - loss: 3.5089
177/262 [===================>..........] - ETA: 0s - loss: 3.0911
206/262 [======================>.......] - ETA: 0s - loss: 2.6566
238/262 [==========================>...] - ETA: 0s - loss: 2.3271
262/262 [==============================] - 1s 2ms/step - loss: 2.1201
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 0.0034
 29/262 [==>...........................] - ETA: 0s - loss: 0.0036
 66/262 [======>.......................] - ETA: 0s - loss: 0.0032
103/262 [==========>...................] - ETA: 0s - loss: 0.0029
139/262 [==============>...............] - ETA: 0s - loss: 0.0027
173/262 [==================>...........] - ETA: 0s - loss: 0.0025
207/262 [======================>.......] - ETA: 0s - loss: 0.0024
241/262 [==========================>...] - ETA: 0s - loss: 0.0032
262/262 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 1.5506e-04
 37/262 [===>..........................] - ETA: 0s - loss: 0.0013    
 73/262 [=======>......................] - ETA: 0s - loss: 0.0013
110/262 [===========>..................] - ETA: 0s - loss: 0.0012
146/262 [===============>..............] - ETA: 0s - loss: 0.0012
176/262 [===================>..........] - ETA: 0s - loss: 0.0020
207/262 [======================>.......] - ETA: 0s - loss: 0.0019
239/262 [==========================>...] - ETA: 0s - loss: 0.0018
262/262 [==============================] - 0s 2ms/step - loss: 0.0017
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 5.3978e-04
 23/262 [=>............................] - ETA: 0s - loss: 8.8944e-04
 51/262 [====>.........................] - ETA: 0s - loss: 0.0025    
 79/262 [========>.....................] - ETA: 0s - loss: 0.0020
106/262 [===========>..................] - ETA: 0s - loss: 0.0017
135/262 [==============>...............] - ETA: 0s - loss: 0.0016
167/262 [==================>...........] - ETA: 0s - loss: 0.0014
192/262 [====================>.........] - ETA: 0s - loss: 0.0014
219/262 [========================>.....] - ETA: 0s - loss: 0.0013
240/262 [==========================>...] - ETA: 0s - loss: 0.0013
262/262 [==============================] - 1s 2ms/step - loss: 0.0012
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 0.0016
 29/262 [==>...........................] - ETA: 0s - loss: 8.1866e-04
 61/262 [=====>........................] - ETA: 0s - loss: 8.1190e-04
 96/262 [=========>....................] - ETA: 0s - loss: 7.7786e-04
135/262 [==============>...............] - ETA: 0s - loss: 7.9534e-04
172/262 [==================>...........] - ETA: 0s - loss: 0.0010    
204/262 [======================>.......] - ETA: 0s - loss: 9.5992e-04
236/262 [==========================>...] - ETA: 0s - loss: 9.2330e-04
262/262 [==============================] - 0s 2ms/step - loss: 9.0589e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 5.7727e-04
 37/262 [===>..........................] - ETA: 0s - loss: 6.1890e-04
 75/262 [=======>......................] - ETA: 0s - loss: 6.0443e-04
113/262 [===========>..................] - ETA: 0s - loss: 6.5471e-04
150/262 [================>.............] - ETA: 0s - loss: 6.6056e-04
188/262 [====================>.........] - ETA: 0s - loss: 6.5444e-04
226/262 [========================>.....] - ETA: 0s - loss: 6.5131e-04
262/262 [==============================] - 0s 1ms/step - loss: 6.8959e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 9.7006e-04
 37/262 [===>..........................] - ETA: 0s - loss: 6.9722e-04
 77/262 [=======>......................] - ETA: 0s - loss: 6.1183e-04
115/262 [============>.................] - ETA: 0s - loss: 5.8910e-04
157/262 [================>.............] - ETA: 0s - loss: 5.5837e-04
190/262 [====================>.........] - ETA: 0s - loss: 5.5819e-04
224/262 [========================>.....] - ETA: 0s - loss: 5.8430e-04
262/262 [==============================] - ETA: 0s - loss: 5.5974e-04
262/262 [==============================] - 0s 1ms/step - loss: 5.5974e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 9.8841e-04
 41/262 [===>..........................] - ETA: 0s - loss: 4.3248e-04
 76/262 [=======>......................] - ETA: 0s - loss: 5.0815e-04
112/262 [===========>..................] - ETA: 0s - loss: 5.0663e-04
151/262 [================>.............] - ETA: 0s - loss: 4.9919e-04
188/262 [====================>.........] - ETA: 0s - loss: 4.8959e-04
220/262 [========================>.....] - ETA: 0s - loss: 4.9241e-04
258/262 [============================>.] - ETA: 0s - loss: 4.6669e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.6975e-04
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 4.1949e-04
 39/262 [===>..........................] - ETA: 0s - loss: 3.7121e-04
 76/262 [=======>......................] - ETA: 0s - loss: 3.9519e-04
115/262 [============>.................] - ETA: 0s - loss: 4.0175e-04
152/262 [================>.............] - ETA: 0s - loss: 4.0335e-04
189/262 [====================>.........] - ETA: 0s - loss: 3.9773e-04
226/262 [========================>.....] - ETA: 0s - loss: 3.9779e-04
257/262 [============================>.] - ETA: 0s - loss: 3.9993e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.9833e-04
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 7.2127e-04
 39/262 [===>..........................] - ETA: 0s - loss: 3.6782e-04
 77/262 [=======>......................] - ETA: 0s - loss: 3.4746e-04
113/262 [===========>..................] - ETA: 0s - loss: 3.4381e-04
152/262 [================>.............] - ETA: 0s - loss: 3.3445e-04
188/262 [====================>.........] - ETA: 0s - loss: 3.4074e-04
227/262 [========================>.....] - ETA: 0s - loss: 3.4544e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.4053e-04
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 652, 2
GB fn, tp: 0, 10
GB f1 score: 0.909
GB cohens kappa score: 0.908

-> test with 'KNN'
KNN tn, fp: 654, 0
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 2/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 43s - loss: 2.0246e-06
 39/262 [===>..........................] - ETA: 0s - loss: 3.5852     
 79/262 [========>.....................] - ETA: 0s - loss: 1.8451
116/262 [============>.................] - ETA: 0s - loss: 1.2568
155/262 [================>.............] - ETA: 0s - loss: 0.9830
194/262 [=====================>........] - ETA: 0s - loss: 0.7855
232/262 [=========================>....] - ETA: 0s - loss: 0.6569
262/262 [==============================] - 1s 1ms/step - loss: 0.5833
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 2.7404e-04
 38/262 [===>..........................] - ETA: 0s - loss: 2.5999e-04
 75/262 [=======>......................] - ETA: 0s - loss: 2.8372e-04
113/262 [===========>..................] - ETA: 0s - loss: 3.0390e-04
152/262 [================>.............] - ETA: 0s - loss: 2.7752e-04
188/262 [====================>.........] - ETA: 0s - loss: 2.5198e-04
227/262 [========================>.....] - ETA: 0s - loss: 2.4983e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.5153e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 6.3008e-04
 39/262 [===>..........................] - ETA: 0s - loss: 2.4201e-04
 69/262 [======>.......................] - ETA: 0s - loss: 2.3506e-04
108/262 [===========>..................] - ETA: 0s - loss: 2.0784e-04
145/262 [===============>..............] - ETA: 0s - loss: 2.3140e-04
185/262 [====================>.........] - ETA: 0s - loss: 2.2187e-04
223/262 [========================>.....] - ETA: 0s - loss: 2.1655e-04
257/262 [============================>.] - ETA: 0s - loss: 2.0508e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.0582e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 0.0011
 40/262 [===>..........................] - ETA: 0s - loss: 1.6173e-04
 79/262 [========>.....................] - ETA: 0s - loss: 1.7341e-04
118/262 [============>.................] - ETA: 0s - loss: 1.9739e-04
157/262 [================>.............] - ETA: 0s - loss: 1.9209e-04
192/262 [====================>.........] - ETA: 0s - loss: 1.7742e-04
225/262 [========================>.....] - ETA: 0s - loss: 1.7884e-04
258/262 [============================>.] - ETA: 0s - loss: 1.7570e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.7355e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 4.4767e-04
 37/262 [===>..........................] - ETA: 0s - loss: 1.5809e-04
 74/262 [=======>......................] - ETA: 0s - loss: 1.3871e-04
111/262 [===========>..................] - ETA: 0s - loss: 1.3925e-04
152/262 [================>.............] - ETA: 0s - loss: 1.4333e-04
192/262 [====================>.........] - ETA: 0s - loss: 1.3942e-04
231/262 [=========================>....] - ETA: 0s - loss: 0.0066    
262/262 [==============================] - 0s 1ms/step - loss: 0.0059
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 9.5734e-06
 35/262 [===>..........................] - ETA: 0s - loss: 2.2840e-04
 74/262 [=======>......................] - ETA: 0s - loss: 1.8554e-04
113/262 [===========>..................] - ETA: 0s - loss: 1.7368e-04
152/262 [================>.............] - ETA: 0s - loss: 1.8809e-04
189/262 [====================>.........] - ETA: 0s - loss: 1.7318e-04
229/262 [=========================>....] - ETA: 0s - loss: 1.7527e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.6549e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 8.0238e-04
 41/262 [===>..........................] - ETA: 0s - loss: 1.7302e-04
 80/262 [========>.....................] - ETA: 0s - loss: 1.5933e-04
120/262 [============>.................] - ETA: 0s - loss: 1.4884e-04
159/262 [=================>............] - ETA: 0s - loss: 1.3886e-04
198/262 [=====================>........] - ETA: 0s - loss: 1.4325e-04
234/262 [=========================>....] - ETA: 0s - loss: 1.4148e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.3507e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 3.4498e-04
 40/262 [===>..........................] - ETA: 0s - loss: 1.5766e-04
 78/262 [=======>......................] - ETA: 0s - loss: 1.2099e-04
117/262 [============>.................] - ETA: 0s - loss: 1.0439e-04
152/262 [================>.............] - ETA: 0s - loss: 1.1514e-04
185/262 [====================>.........] - ETA: 0s - loss: 1.2234e-04
224/262 [========================>.....] - ETA: 0s - loss: 1.1814e-04
261/262 [============================>.] - ETA: 0s - loss: 1.1562e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.1549e-04
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 3.0961e-06
 40/262 [===>..........................] - ETA: 0s - loss: 6.2099e-05
 74/262 [=======>......................] - ETA: 0s - loss: 6.3081e-05
113/262 [===========>..................] - ETA: 0s - loss: 7.8010e-05
153/262 [================>.............] - ETA: 0s - loss: 9.6582e-05
192/262 [====================>.........] - ETA: 0s - loss: 1.0296e-04
231/262 [=========================>....] - ETA: 0s - loss: 1.0080e-04
262/262 [==============================] - 0s 1ms/step - loss: 9.9314e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 1.9106e-06
 36/262 [===>..........................] - ETA: 0s - loss: 5.8716e-05
 75/262 [=======>......................] - ETA: 0s - loss: 6.9931e-05
114/262 [============>.................] - ETA: 0s - loss: 7.9320e-05
153/262 [================>.............] - ETA: 0s - loss: 8.9358e-05
191/262 [====================>.........] - ETA: 0s - loss: 8.1783e-05
226/262 [========================>.....] - ETA: 0s - loss: 8.6697e-05
259/262 [============================>.] - ETA: 0s - loss: 8.3762e-05
262/262 [==============================] - 0s 1ms/step - loss: 8.5570e-05
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 653, 1
LR fn, tp: 0, 10
LR f1 score: 0.952
LR cohens kappa score: 0.952
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 652, 2
KNN fn, tp: 0, 10
KNN f1 score: 0.909
KNN cohens kappa score: 0.908


------ Step 2/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 41s - loss: 8.2084e-05
 41/262 [===>..........................] - ETA: 0s - loss: 0.6441     
 81/262 [========>.....................] - ETA: 0s - loss: 0.3674
118/262 [============>.................] - ETA: 0s - loss: 0.2540
151/262 [================>.............] - ETA: 0s - loss: 0.1992
185/262 [====================>.........] - ETA: 0s - loss: 0.1628
221/262 [========================>.....] - ETA: 0s - loss: 0.1365
256/262 [============================>.] - ETA: 0s - loss: 0.1179
262/262 [==============================] - 1s 1ms/step - loss: 0.1155
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 3.8215e-04
 35/262 [===>..........................] - ETA: 0s - loss: 0.0013    
 70/262 [=======>......................] - ETA: 0s - loss: 0.0011
107/262 [===========>..................] - ETA: 0s - loss: 9.0050e-04
142/262 [===============>..............] - ETA: 0s - loss: 8.1617e-04
175/262 [===================>..........] - ETA: 0s - loss: 7.4832e-04
211/262 [=======================>......] - ETA: 0s - loss: 6.9186e-04
245/262 [===========================>..] - ETA: 0s - loss: 6.6707e-04
262/262 [==============================] - 0s 1ms/step - loss: 6.4965e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 6.5834e-04
 36/262 [===>..........................] - ETA: 0s - loss: 5.7502e-04
 70/262 [=======>......................] - ETA: 0s - loss: 4.4894e-04
106/262 [===========>..................] - ETA: 0s - loss: 4.2252e-04
141/262 [===============>..............] - ETA: 0s - loss: 3.9362e-04
173/262 [==================>...........] - ETA: 0s - loss: 3.7405e-04
207/262 [======================>.......] - ETA: 0s - loss: 3.8567e-04
241/262 [==========================>...] - ETA: 0s - loss: 3.8616e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.7666e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 2.9597e-04
 34/262 [==>...........................] - ETA: 0s - loss: 3.4892e-04
 67/262 [======>.......................] - ETA: 0s - loss: 2.9951e-04
 99/262 [==========>...................] - ETA: 0s - loss: 3.0967e-04
132/262 [==============>...............] - ETA: 0s - loss: 2.9835e-04
164/262 [=================>............] - ETA: 0s - loss: 2.9269e-04
196/262 [=====================>........] - ETA: 0s - loss: 2.7677e-04
228/262 [=========================>....] - ETA: 0s - loss: 2.6675e-04
260/262 [============================>.] - ETA: 0s - loss: 2.6882e-04
262/262 [==============================] - 0s 2ms/step - loss: 2.6865e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 1.1721e-04
 33/262 [==>...........................] - ETA: 0s - loss: 2.2448e-04
 66/262 [======>.......................] - ETA: 0s - loss: 2.0403e-04
 98/262 [==========>...................] - ETA: 0s - loss: 2.2752e-04
131/262 [==============>...............] - ETA: 0s - loss: 2.2134e-04
164/262 [=================>............] - ETA: 0s - loss: 2.2194e-04
196/262 [=====================>........] - ETA: 0s - loss: 2.2115e-04
227/262 [========================>.....] - ETA: 0s - loss: 2.1685e-04
257/262 [============================>.] - ETA: 0s - loss: 2.0722e-04
262/262 [==============================] - 0s 2ms/step - loss: 2.0603e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.7765e-04
 37/262 [===>..........................] - ETA: 0s - loss: 2.1702e-04
 71/262 [=======>......................] - ETA: 0s - loss: 1.8712e-04
104/262 [==========>...................] - ETA: 0s - loss: 1.6920e-04
136/262 [==============>...............] - ETA: 0s - loss: 1.6448e-04
166/262 [==================>...........] - ETA: 0s - loss: 1.6536e-04
195/262 [=====================>........] - ETA: 0s - loss: 1.5509e-04
222/262 [========================>.....] - ETA: 0s - loss: 1.4820e-04
252/262 [===========================>..] - ETA: 0s - loss: 1.5199e-04
262/262 [==============================] - 0s 2ms/step - loss: 1.5008e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 6.7085e-05
 28/262 [==>...........................] - ETA: 0s - loss: 1.2286e-04
 60/262 [=====>........................] - ETA: 0s - loss: 1.3214e-04
 93/262 [=========>....................] - ETA: 0s - loss: 1.2522e-04
126/262 [=============>................] - ETA: 0s - loss: 1.2541e-04
162/262 [=================>............] - ETA: 0s - loss: 1.2131e-04
197/262 [=====================>........] - ETA: 0s - loss: 1.1799e-04
237/262 [==========================>...] - ETA: 0s - loss: 1.1437e-04
262/262 [==============================] - 0s 2ms/step - loss: 1.1037e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 5.1919e-05
 36/262 [===>..........................] - ETA: 0s - loss: 8.8663e-05
 71/262 [=======>......................] - ETA: 0s - loss: 7.9680e-05
104/262 [==========>...................] - ETA: 0s - loss: 9.2974e-05
142/262 [===============>..............] - ETA: 0s - loss: 9.8873e-05
175/262 [===================>..........] - ETA: 0s - loss: 9.3151e-05
210/262 [=======================>......] - ETA: 0s - loss: 9.1225e-05
246/262 [===========================>..] - ETA: 0s - loss: 8.6733e-05
262/262 [==============================] - 0s 1ms/step - loss: 8.5461e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 7.0754e-05
 34/262 [==>...........................] - ETA: 0s - loss: 5.9896e-05
 69/262 [======>.......................] - ETA: 0s - loss: 6.1099e-05
105/262 [===========>..................] - ETA: 0s - loss: 6.4272e-05
140/262 [===============>..............] - ETA: 0s - loss: 6.2149e-05
172/262 [==================>...........] - ETA: 0s - loss: 6.3722e-05
207/262 [======================>.......] - ETA: 0s - loss: 6.5214e-05
240/262 [==========================>...] - ETA: 0s - loss: 6.9564e-05
262/262 [==============================] - 0s 1ms/step - loss: 6.7750e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 2.3202e-05
 33/262 [==>...........................] - ETA: 0s - loss: 4.8768e-05
 67/262 [======>.......................] - ETA: 0s - loss: 4.7731e-05
100/262 [==========>...................] - ETA: 0s - loss: 5.2795e-05
134/262 [==============>...............] - ETA: 0s - loss: 5.8170e-05
166/262 [==================>...........] - ETA: 0s - loss: 5.6731e-05
200/262 [=====================>........] - ETA: 0s - loss: 5.5529e-05
234/262 [=========================>....] - ETA: 0s - loss: 5.6154e-05
262/262 [==============================] - 0s 1ms/step - loss: 5.4518e-05
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 654, 0
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 2/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2576 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 41s - loss: 6.2988e-05
 35/262 [===>..........................] - ETA: 0s - loss: 0.1958     
 73/262 [=======>......................] - ETA: 0s - loss: 0.0969
110/262 [===========>..................] - ETA: 0s - loss: 0.0645
132/262 [==============>...............] - ETA: 0s - loss: 0.0538
163/262 [=================>............] - ETA: 0s - loss: 0.0436
201/262 [======================>.......] - ETA: 0s - loss: 0.0354
240/262 [==========================>...] - ETA: 0s - loss: 0.0297
262/262 [==============================] - 1s 1ms/step - loss: 0.0273
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 1.5319e-04
 35/262 [===>..........................] - ETA: 0s - loss: 2.3307e-04
 72/262 [=======>......................] - ETA: 0s - loss: 2.0513e-04
107/262 [===========>..................] - ETA: 0s - loss: 1.9246e-04
147/262 [===============>..............] - ETA: 0s - loss: 1.9314e-04
187/262 [====================>.........] - ETA: 0s - loss: 1.8487e-04
228/262 [=========================>....] - ETA: 0s - loss: 1.7770e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.7217e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 3.0871e-04
 32/262 [==>...........................] - ETA: 0s - loss: 1.6438e-04
 65/262 [======>.......................] - ETA: 0s - loss: 1.4221e-04
 93/262 [=========>....................] - ETA: 0s - loss: 1.3426e-04
131/262 [==============>...............] - ETA: 0s - loss: 1.3372e-04
165/262 [=================>............] - ETA: 0s - loss: 1.2583e-04
187/262 [====================>.........] - ETA: 0s - loss: 1.2818e-04
219/262 [========================>.....] - ETA: 0s - loss: 1.2268e-04
252/262 [===========================>..] - ETA: 0s - loss: 1.1680e-04
262/262 [==============================] - 0s 2ms/step - loss: 1.1612e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 6.1142e-05
 41/262 [===>..........................] - ETA: 0s - loss: 1.1431e-04
 80/262 [========>.....................] - ETA: 0s - loss: 9.8080e-05
119/262 [============>.................] - ETA: 0s - loss: 9.0767e-05
155/262 [================>.............] - ETA: 0s - loss: 8.9363e-05
188/262 [====================>.........] - ETA: 0s - loss: 8.6188e-05
219/262 [========================>.....] - ETA: 0s - loss: 8.7501e-05
248/262 [===========================>..] - ETA: 0s - loss: 8.6909e-05
262/262 [==============================] - 0s 1ms/step - loss: 8.5212e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 4.3333e-05
 37/262 [===>..........................] - ETA: 0s - loss: 7.5149e-05
 67/262 [======>.......................] - ETA: 0s - loss: 6.3028e-05
101/262 [==========>...................] - ETA: 0s - loss: 6.7690e-05
136/262 [==============>...............] - ETA: 0s - loss: 6.4873e-05
174/262 [==================>...........] - ETA: 0s - loss: 6.4671e-05
209/262 [======================>.......] - ETA: 0s - loss: 6.6378e-05
248/262 [===========================>..] - ETA: 0s - loss: 6.6481e-05
262/262 [==============================] - 0s 1ms/step - loss: 6.7501e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.1329e-04
 29/262 [==>...........................] - ETA: 0s - loss: 6.7774e-05
 62/262 [======>.......................] - ETA: 0s - loss: 6.0523e-05
101/262 [==========>...................] - ETA: 0s - loss: 6.9637e-05
142/262 [===============>..............] - ETA: 0s - loss: 6.4186e-05
181/262 [===================>..........] - ETA: 0s - loss: 5.9677e-05
219/262 [========================>.....] - ETA: 0s - loss: 5.7818e-05
253/262 [===========================>..] - ETA: 0s - loss: 5.5931e-05
262/262 [==============================] - 0s 1ms/step - loss: 5.5792e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 3.0630e-05
 41/262 [===>..........................] - ETA: 0s - loss: 4.5540e-05
 80/262 [========>.....................] - ETA: 0s - loss: 5.4366e-05
118/262 [============>.................] - ETA: 0s - loss: 4.8089e-05
157/262 [================>.............] - ETA: 0s - loss: 4.7564e-05
195/262 [=====================>........] - ETA: 0s - loss: 4.6124e-05
229/262 [=========================>....] - ETA: 0s - loss: 4.6119e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.5726e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 9.6965e-06
 36/262 [===>..........................] - ETA: 0s - loss: 4.6162e-05
 70/262 [=======>......................] - ETA: 0s - loss: 3.9091e-05
109/262 [===========>..................] - ETA: 0s - loss: 3.9894e-05
146/262 [===============>..............] - ETA: 0s - loss: 3.8072e-05
187/262 [====================>.........] - ETA: 0s - loss: 3.7982e-05
227/262 [========================>.....] - ETA: 0s - loss: 3.6824e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.8181e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 4.2076e-05
 40/262 [===>..........................] - ETA: 0s - loss: 3.8480e-05
 70/262 [=======>......................] - ETA: 0s - loss: 3.4491e-05
112/262 [===========>..................] - ETA: 0s - loss: 3.4491e-05
152/262 [================>.............] - ETA: 0s - loss: 3.5185e-05
186/262 [====================>.........] - ETA: 0s - loss: 3.5226e-05
226/262 [========================>.....] - ETA: 0s - loss: 3.3835e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.2589e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 1.3600e-04
 31/262 [==>...........................] - ETA: 0s - loss: 3.2437e-05
 62/262 [======>.......................] - ETA: 0s - loss: 2.9805e-05
 96/262 [=========>....................] - ETA: 0s - loss: 2.7627e-05
128/262 [=============>................] - ETA: 0s - loss: 2.6213e-05
157/262 [================>.............] - ETA: 0s - loss: 2.6547e-05
189/262 [====================>.........] - ETA: 0s - loss: 2.7461e-05
227/262 [========================>.....] - ETA: 0s - loss: 2.7497e-05
262/262 [==============================] - 0s 2ms/step - loss: 2.7577e-05
-> test with GAN.predict
GAN tn, fp: 651, 0
GAN fn, tp: 0, 9
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 651, 0
LR fn, tp: 0, 9
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 651, 0
RF fn, tp: 0, 9
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 651, 0
GB fn, tp: 0, 9
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 650, 1
KNN fn, tp: 0, 9
KNN f1 score: 0.947
KNN cohens kappa score: 0.947


====== Step 3/5 =======
-> Shuffling data
-> Spliting data to slices

------ Step 3/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 42s - loss: 1.6264e-04
 39/262 [===>..........................] - ETA: 0s - loss: 0.5773     
 75/262 [=======>......................] - ETA: 0s - loss: 0.3019
111/262 [===========>..................] - ETA: 0s - loss: 0.2064
148/262 [===============>..............] - ETA: 0s - loss: 0.1551
188/262 [====================>.........] - ETA: 0s - loss: 0.1223
228/262 [=========================>....] - ETA: 0s - loss: 0.1017
262/262 [==============================] - 1s 1ms/step - loss: 0.0888
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 5.9733e-04
 40/262 [===>..........................] - ETA: 0s - loss: 7.2172e-04
 81/262 [========>.....................] - ETA: 0s - loss: 6.5011e-04
121/262 [============>.................] - ETA: 0s - loss: 6.8754e-04
161/262 [=================>............] - ETA: 0s - loss: 6.2752e-04
199/262 [=====================>........] - ETA: 0s - loss: 5.7953e-04
234/262 [=========================>....] - ETA: 0s - loss: 5.7830e-04
262/262 [==============================] - 0s 1ms/step - loss: 5.7736e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 1.6122e-04
 40/262 [===>..........................] - ETA: 0s - loss: 3.3592e-04
 81/262 [========>.....................] - ETA: 0s - loss: 3.2998e-04
116/262 [============>.................] - ETA: 0s - loss: 3.0845e-04
154/262 [================>.............] - ETA: 0s - loss: 2.9969e-04
187/262 [====================>.........] - ETA: 0s - loss: 3.0248e-04
219/262 [========================>.....] - ETA: 0s - loss: 3.0997e-04
248/262 [===========================>..] - ETA: 0s - loss: 3.0234e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.1520e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 6.1120e-05
 41/262 [===>..........................] - ETA: 0s - loss: 2.8363e-04
 82/262 [========>.....................] - ETA: 0s - loss: 2.4388e-04
121/262 [============>.................] - ETA: 0s - loss: 2.2902e-04
156/262 [================>.............] - ETA: 0s - loss: 2.2607e-04
195/262 [=====================>........] - ETA: 0s - loss: 2.0903e-04
235/262 [=========================>....] - ETA: 0s - loss: 2.0412e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.0805e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 6.5424e-05
 35/262 [===>..........................] - ETA: 0s - loss: 1.5608e-04
 74/262 [=======>......................] - ETA: 0s - loss: 1.6498e-04
113/262 [===========>..................] - ETA: 0s - loss: 1.5289e-04
147/262 [===============>..............] - ETA: 0s - loss: 1.4773e-04
186/262 [====================>.........] - ETA: 0s - loss: 1.4653e-04
226/262 [========================>.....] - ETA: 0s - loss: 1.4173e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.3670e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 2.7379e-04
 40/262 [===>..........................] - ETA: 0s - loss: 1.0737e-04
 80/262 [========>.....................] - ETA: 0s - loss: 1.1235e-04
118/262 [============>.................] - ETA: 0s - loss: 1.1364e-04
156/262 [================>.............] - ETA: 0s - loss: 1.1342e-04
192/262 [====================>.........] - ETA: 0s - loss: 1.0922e-04
228/262 [=========================>....] - ETA: 0s - loss: 1.0464e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.0139e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 1.4559e-04
 42/262 [===>..........................] - ETA: 0s - loss: 6.4807e-05
 81/262 [========>.....................] - ETA: 0s - loss: 6.9797e-05
116/262 [============>.................] - ETA: 0s - loss: 7.6014e-05
156/262 [================>.............] - ETA: 0s - loss: 7.8240e-05
195/262 [=====================>........] - ETA: 0s - loss: 7.5150e-05
230/262 [=========================>....] - ETA: 0s - loss: 7.9716e-05
262/262 [==============================] - 0s 1ms/step - loss: 7.9143e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 5.5080e-05
 41/262 [===>..........................] - ETA: 0s - loss: 7.0061e-05
 81/262 [========>.....................] - ETA: 0s - loss: 6.9468e-05
119/262 [============>.................] - ETA: 0s - loss: 6.0910e-05
159/262 [=================>............] - ETA: 0s - loss: 6.2048e-05
198/262 [=====================>........] - ETA: 0s - loss: 6.2874e-05
238/262 [==========================>...] - ETA: 0s - loss: 6.1413e-05
262/262 [==============================] - 0s 1ms/step - loss: 6.1424e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 1.3059e-05
 41/262 [===>..........................] - ETA: 0s - loss: 3.9481e-05
 82/262 [========>.....................] - ETA: 0s - loss: 4.2706e-05
120/262 [============>.................] - ETA: 0s - loss: 4.3034e-05
160/262 [=================>............] - ETA: 0s - loss: 4.8139e-05
199/262 [=====================>........] - ETA: 0s - loss: 4.7566e-05
232/262 [=========================>....] - ETA: 0s - loss: 5.0348e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.9640e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 6.0530e-05
 37/262 [===>..........................] - ETA: 0s - loss: 4.7455e-05
 77/262 [=======>......................] - ETA: 0s - loss: 4.3927e-05
116/262 [============>.................] - ETA: 0s - loss: 4.0740e-05
156/262 [================>.............] - ETA: 0s - loss: 4.2050e-05
194/262 [=====================>........] - ETA: 0s - loss: 4.3873e-05
233/262 [=========================>....] - ETA: 0s - loss: 4.1840e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.0727e-05
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 654, 0
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 3/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 43s - loss: 2.3562e-04
 39/262 [===>..........................] - ETA: 0s - loss: 25.8685    
 78/262 [=======>......................] - ETA: 0s - loss: 12.9389
118/262 [============>.................] - ETA: 0s - loss: 9.3949 
157/262 [================>.............] - ETA: 0s - loss: 7.1356
196/262 [=====================>........] - ETA: 0s - loss: 5.7173
235/262 [=========================>....] - ETA: 0s - loss: 4.7694
262/262 [==============================] - 1s 1ms/step - loss: 4.2923
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 0.0037
 40/262 [===>..........................] - ETA: 0s - loss: 0.0032
 80/262 [========>.....................] - ETA: 0s - loss: 0.0026
118/262 [============>.................] - ETA: 0s - loss: 0.0023
158/262 [=================>............] - ETA: 0s - loss: 0.0235
196/262 [=====================>........] - ETA: 0s - loss: 0.0202
234/262 [=========================>....] - ETA: 0s - loss: 0.0172
262/262 [==============================] - 0s 1ms/step - loss: 0.0464
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 0.0011
 41/262 [===>..........................] - ETA: 0s - loss: 0.0035
 80/262 [========>.....................] - ETA: 0s - loss: 0.0154
118/262 [============>.................] - ETA: 0s - loss: 0.0111
155/262 [================>.............] - ETA: 0s - loss: 0.0090
195/262 [=====================>........] - ETA: 0s - loss: 0.0075
233/262 [=========================>....] - ETA: 0s - loss: 0.0066
262/262 [==============================] - 0s 1ms/step - loss: 0.0060
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 4.3822e-04
 40/262 [===>..........................] - ETA: 0s - loss: 0.0014    
 79/262 [========>.....................] - ETA: 0s - loss: 0.0015
119/262 [============>.................] - ETA: 0s - loss: 0.0014
158/262 [=================>............] - ETA: 0s - loss: 0.0013
195/262 [=====================>........] - ETA: 0s - loss: 0.0013
232/262 [=========================>....] - ETA: 0s - loss: 0.0013
262/262 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 2.9257e-04
 35/262 [===>..........................] - ETA: 0s - loss: 3.6740e-04
 69/262 [======>.......................] - ETA: 0s - loss: 0.0011    
109/262 [===========>..................] - ETA: 0s - loss: 0.0011
149/262 [================>.............] - ETA: 0s - loss: 0.0012
188/262 [====================>.........] - ETA: 0s - loss: 0.0012
226/262 [========================>.....] - ETA: 0s - loss: 0.0011
262/262 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.9002e-04
 40/262 [===>..........................] - ETA: 0s - loss: 2.6614e-04
 79/262 [========>.....................] - ETA: 0s - loss: 9.6188e-04
117/262 [============>.................] - ETA: 0s - loss: 0.0010    
155/262 [================>.............] - ETA: 0s - loss: 9.2536e-04
194/262 [=====================>........] - ETA: 0s - loss: 0.0011    
230/262 [=========================>....] - ETA: 0s - loss: 0.0010
262/262 [==============================] - 0s 1ms/step - loss: 9.7875e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 4.9497e-05
 41/262 [===>..........................] - ETA: 0s - loss: 9.1564e-04
 80/262 [========>.....................] - ETA: 0s - loss: 0.0012    
120/262 [============>.................] - ETA: 0s - loss: 9.8131e-04
158/262 [=================>............] - ETA: 0s - loss: 8.5829e-04
197/262 [=====================>........] - ETA: 0s - loss: 8.5543e-04
237/262 [==========================>...] - ETA: 0s - loss: 8.9305e-04
262/262 [==============================] - 0s 1ms/step - loss: 8.5166e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 3.1797e-05
 39/262 [===>..........................] - ETA: 0s - loss: 7.7932e-04
 79/262 [========>.....................] - ETA: 0s - loss: 6.5984e-04
118/262 [============>.................] - ETA: 0s - loss: 7.4026e-04
159/262 [=================>............] - ETA: 0s - loss: 7.6642e-04
198/262 [=====================>........] - ETA: 0s - loss: 8.3216e-04
237/262 [==========================>...] - ETA: 0s - loss: 7.9460e-04
262/262 [==============================] - 0s 1ms/step - loss: 7.4323e-04
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 2.5975e-05
 41/262 [===>..........................] - ETA: 0s - loss: 4.7891e-04
 79/262 [========>.....................] - ETA: 0s - loss: 6.4771e-04
118/262 [============>.................] - ETA: 0s - loss: 6.2942e-04
157/262 [================>.............] - ETA: 0s - loss: 6.8553e-04
197/262 [=====================>........] - ETA: 0s - loss: 6.7323e-04
235/262 [=========================>....] - ETA: 0s - loss: 6.7041e-04
262/262 [==============================] - 0s 1ms/step - loss: 6.4868e-04
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 3.5680e-04
 40/262 [===>..........................] - ETA: 0s - loss: 5.2388e-04
 79/262 [========>.....................] - ETA: 0s - loss: 6.1143e-04
119/262 [============>.................] - ETA: 0s - loss: 5.4088e-04
156/262 [================>.............] - ETA: 0s - loss: 5.0887e-04
195/262 [=====================>........] - ETA: 0s - loss: 5.7402e-04
232/262 [=========================>....] - ETA: 0s - loss: 5.4988e-04
262/262 [==============================] - 0s 1ms/step - loss: 5.6872e-04
-> test with GAN.predict
GAN tn, fp: 653, 1
GAN fn, tp: 0, 10
GAN f1 score: 0.952
GAN cohens kappa score: 0.952

-> test with 'LR'
LR tn, fp: 651, 3
LR fn, tp: 0, 10
LR f1 score: 0.870
LR cohens kappa score: 0.867
LR average precision score: 0.734

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 653, 1
KNN fn, tp: 0, 10
KNN f1 score: 0.952
KNN cohens kappa score: 0.952


------ Step 3/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 50s - loss: 0.2623
 37/262 [===>..........................] - ETA: 0s - loss: 0.1668 
 69/262 [======>.......................] - ETA: 0s - loss: 0.2424
104/262 [==========>...................] - ETA: 0s - loss: 0.1677
135/262 [==============>...............] - ETA: 0s - loss: 0.1294
172/262 [==================>...........] - ETA: 0s - loss: 0.1017
206/262 [======================>.......] - ETA: 0s - loss: 0.0849
242/262 [==========================>...] - ETA: 0s - loss: 0.0724
262/262 [==============================] - 1s 1ms/step - loss: 0.0671
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 4.0401e-04
 37/262 [===>..........................] - ETA: 0s - loss: 2.6116e-04
 73/262 [=======>......................] - ETA: 0s - loss: 2.4749e-04
109/262 [===========>..................] - ETA: 0s - loss: 2.3420e-04
144/262 [===============>..............] - ETA: 0s - loss: 2.3741e-04
176/262 [===================>..........] - ETA: 0s - loss: 2.2778e-04
209/262 [======================>.......] - ETA: 0s - loss: 2.2398e-04
246/262 [===========================>..] - ETA: 0s - loss: 2.1139e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.0901e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 3.4578e-05
 37/262 [===>..........................] - ETA: 0s - loss: 1.6186e-04
 74/262 [=======>......................] - ETA: 0s - loss: 1.4855e-04
111/262 [===========>..................] - ETA: 0s - loss: 1.3970e-04
147/262 [===============>..............] - ETA: 0s - loss: 1.4543e-04
181/262 [===================>..........] - ETA: 0s - loss: 1.4150e-04
216/262 [=======================>......] - ETA: 0s - loss: 1.3548e-04
250/262 [===========================>..] - ETA: 0s - loss: 1.3384e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.3091e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 7.4119e-05
 34/262 [==>...........................] - ETA: 0s - loss: 8.5497e-05
 69/262 [======>.......................] - ETA: 0s - loss: 8.1989e-05
105/262 [===========>..................] - ETA: 0s - loss: 8.7602e-05
141/262 [===============>..............] - ETA: 0s - loss: 9.0965e-05
177/262 [===================>..........] - ETA: 0s - loss: 8.7830e-05
214/262 [=======================>......] - ETA: 0s - loss: 8.7718e-05
250/262 [===========================>..] - ETA: 0s - loss: 8.8114e-05
262/262 [==============================] - 0s 1ms/step - loss: 8.6406e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 2.2141e-04
 36/262 [===>..........................] - ETA: 0s - loss: 9.2237e-05
 72/262 [=======>......................] - ETA: 0s - loss: 7.2971e-05
101/262 [==========>...................] - ETA: 0s - loss: 7.2742e-05
133/262 [==============>...............] - ETA: 0s - loss: 6.7224e-05
169/262 [==================>...........] - ETA: 0s - loss: 6.4133e-05
205/262 [======================>.......] - ETA: 0s - loss: 6.0673e-05
239/262 [==========================>...] - ETA: 0s - loss: 6.1717e-05
262/262 [==============================] - 0s 1ms/step - loss: 6.1054e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.6169e-05
 36/262 [===>..........................] - ETA: 0s - loss: 4.2966e-05
 71/262 [=======>......................] - ETA: 0s - loss: 5.0667e-05
105/262 [===========>..................] - ETA: 0s - loss: 4.7446e-05
139/262 [==============>...............] - ETA: 0s - loss: 4.8203e-05
174/262 [==================>...........] - ETA: 0s - loss: 4.8413e-05
210/262 [=======================>......] - ETA: 0s - loss: 4.6033e-05
245/262 [===========================>..] - ETA: 0s - loss: 4.5793e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.5534e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 9.5053e-05
 36/262 [===>..........................] - ETA: 0s - loss: 4.2252e-05
 69/262 [======>.......................] - ETA: 0s - loss: 4.2578e-05
105/262 [===========>..................] - ETA: 0s - loss: 3.7986e-05
139/262 [==============>...............] - ETA: 0s - loss: 3.8173e-05
174/262 [==================>...........] - ETA: 0s - loss: 3.6043e-05
210/262 [=======================>......] - ETA: 0s - loss: 3.5349e-05
246/262 [===========================>..] - ETA: 0s - loss: 3.4598e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.4246e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 2.4182e-05
 33/262 [==>...........................] - ETA: 0s - loss: 2.9865e-05
 68/262 [======>.......................] - ETA: 0s - loss: 2.7499e-05
104/262 [==========>...................] - ETA: 0s - loss: 2.7347e-05
140/262 [===============>..............] - ETA: 0s - loss: 2.6886e-05
176/262 [===================>..........] - ETA: 0s - loss: 2.6266e-05
211/262 [=======================>......] - ETA: 0s - loss: 2.7111e-05
247/262 [===========================>..] - ETA: 0s - loss: 2.7506e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.7158e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 2.9190e-06
 37/262 [===>..........................] - ETA: 0s - loss: 1.9814e-05
 71/262 [=======>......................] - ETA: 0s - loss: 2.3289e-05
108/262 [===========>..................] - ETA: 0s - loss: 2.2424e-05
144/262 [===============>..............] - ETA: 0s - loss: 2.1902e-05
179/262 [===================>..........] - ETA: 0s - loss: 2.2003e-05
215/262 [=======================>......] - ETA: 0s - loss: 2.1658e-05
252/262 [===========================>..] - ETA: 0s - loss: 2.1449e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.1736e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 7.2228e-06
 37/262 [===>..........................] - ETA: 0s - loss: 1.3848e-05
 70/262 [=======>......................] - ETA: 0s - loss: 1.5512e-05
107/262 [===========>..................] - ETA: 0s - loss: 1.8437e-05
144/262 [===============>..............] - ETA: 0s - loss: 1.8428e-05
181/262 [===================>..........] - ETA: 0s - loss: 1.8775e-05
215/262 [=======================>......] - ETA: 0s - loss: 1.7847e-05
251/262 [===========================>..] - ETA: 0s - loss: 1.8307e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.8272e-05
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 653, 1
LR fn, tp: 0, 10
LR f1 score: 0.952
LR cohens kappa score: 0.952
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 654, 0
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 3/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 43s - loss: 8.1885e-05
 39/262 [===>..........................] - ETA: 0s - loss: 9.9674     
 80/262 [========>.....................] - ETA: 0s - loss: 4.8824
119/262 [============>.................] - ETA: 0s - loss: 3.3354
158/262 [=================>............] - ETA: 0s - loss: 2.5127
198/262 [=====================>........] - ETA: 0s - loss: 2.0054
238/262 [==========================>...] - ETA: 0s - loss: 1.6686
262/262 [==============================] - 1s 1ms/step - loss: 1.5241
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 0.0053
 39/262 [===>..........................] - ETA: 0s - loss: 0.0022
 75/262 [=======>......................] - ETA: 0s - loss: 0.0019
109/262 [===========>..................] - ETA: 0s - loss: 0.0018
140/262 [===============>..............] - ETA: 0s - loss: 0.0018
173/262 [==================>...........] - ETA: 0s - loss: 0.0017
211/262 [=======================>......] - ETA: 0s - loss: 0.0016
252/262 [===========================>..] - ETA: 0s - loss: 0.0015
262/262 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 0.0012
 39/262 [===>..........................] - ETA: 0s - loss: 9.3539e-04
 79/262 [========>.....................] - ETA: 0s - loss: 9.0936e-04
117/262 [============>.................] - ETA: 0s - loss: 0.0010    
153/262 [================>.............] - ETA: 0s - loss: 9.8228e-04
191/262 [====================>.........] - ETA: 0s - loss: 0.0011    
229/262 [=========================>....] - ETA: 0s - loss: 0.0010
262/262 [==============================] - 0s 1ms/step - loss: 0.0010
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 1.8485e-04
 40/262 [===>..........................] - ETA: 0s - loss: 7.6710e-04
 80/262 [========>.....................] - ETA: 0s - loss: 6.8544e-04
119/262 [============>.................] - ETA: 0s - loss: 7.4244e-04
158/262 [=================>............] - ETA: 0s - loss: 7.8061e-04
196/262 [=====================>........] - ETA: 0s - loss: 7.5908e-04
235/262 [=========================>....] - ETA: 0s - loss: 7.6589e-04
262/262 [==============================] - 0s 1ms/step - loss: 7.5212e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 8.2742e-05
 40/262 [===>..........................] - ETA: 0s - loss: 6.4894e-04
 79/262 [========>.....................] - ETA: 0s - loss: 7.2245e-04
118/262 [============>.................] - ETA: 0s - loss: 6.6406e-04
157/262 [================>.............] - ETA: 0s - loss: 6.4992e-04
197/262 [=====================>........] - ETA: 0s - loss: 6.0489e-04
235/262 [=========================>....] - ETA: 0s - loss: 6.1002e-04
262/262 [==============================] - 0s 1ms/step - loss: 6.1397e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 3.5382e-05
 42/262 [===>..........................] - ETA: 0s - loss: 5.6450e-04
 82/262 [========>.....................] - ETA: 0s - loss: 5.6955e-04
121/262 [============>.................] - ETA: 0s - loss: 5.4099e-04
159/262 [=================>............] - ETA: 0s - loss: 0.0012    
197/262 [=====================>........] - ETA: 0s - loss: 0.0014
235/262 [=========================>....] - ETA: 0s - loss: 0.0013
262/262 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 5.4294e-04
 41/262 [===>..........................] - ETA: 0s - loss: 4.1048e-04
 81/262 [========>.....................] - ETA: 0s - loss: 4.9256e-04
120/262 [============>.................] - ETA: 0s - loss: 5.3415e-04
161/262 [=================>............] - ETA: 0s - loss: 5.1747e-04
201/262 [======================>.......] - ETA: 0s - loss: 5.0649e-04
238/262 [==========================>...] - ETA: 0s - loss: 5.0261e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.8694e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 1.1084e-04
 39/262 [===>..........................] - ETA: 0s - loss: 4.3993e-04
 78/262 [=======>......................] - ETA: 0s - loss: 3.7938e-04
115/262 [============>.................] - ETA: 0s - loss: 3.9382e-04
148/262 [===============>..............] - ETA: 0s - loss: 4.1804e-04
182/262 [===================>..........] - ETA: 0s - loss: 4.2502e-04
214/262 [=======================>......] - ETA: 0s - loss: 4.1278e-04
251/262 [===========================>..] - ETA: 0s - loss: 4.1109e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.0666e-04
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 4.1518e-05
 39/262 [===>..........................] - ETA: 0s - loss: 3.9115e-04
 73/262 [=======>......................] - ETA: 0s - loss: 3.0280e-04
114/262 [============>.................] - ETA: 0s - loss: 3.2130e-04
152/262 [================>.............] - ETA: 0s - loss: 3.1123e-04
192/262 [====================>.........] - ETA: 0s - loss: 3.6020e-04
232/262 [=========================>....] - ETA: 0s - loss: 3.5298e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.4283e-04
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 2.7134e-05
 39/262 [===>..........................] - ETA: 0s - loss: 3.2817e-04
 78/262 [=======>......................] - ETA: 0s - loss: 2.9718e-04
118/262 [============>.................] - ETA: 0s - loss: 2.8013e-04
156/262 [================>.............] - ETA: 0s - loss: 3.0291e-04
195/262 [=====================>........] - ETA: 0s - loss: 3.0544e-04
232/262 [=========================>....] - ETA: 0s - loss: 2.9980e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.9194e-04
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 1, 9
GAN f1 score: 0.947
GAN cohens kappa score: 0.947

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 653, 1
KNN fn, tp: 0, 10
KNN f1 score: 0.952
KNN cohens kappa score: 0.952


------ Step 3/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2576 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 42s - loss: 2.3177e-06
 41/262 [===>..........................] - ETA: 0s - loss: 3.3288     
 80/262 [========>.....................] - ETA: 0s - loss: 5.2386
120/262 [============>.................] - ETA: 0s - loss: 3.4927
159/262 [=================>............] - ETA: 0s - loss: 2.6362
198/262 [=====================>........] - ETA: 0s - loss: 2.1343
233/262 [=========================>....] - ETA: 0s - loss: 1.8139
262/262 [==============================] - 1s 1ms/step - loss: 1.6157
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 4.5271e-04
 38/262 [===>..........................] - ETA: 0s - loss: 6.1787e-04
 76/262 [=======>......................] - ETA: 0s - loss: 5.8504e-04
115/262 [============>.................] - ETA: 0s - loss: 5.3426e-04
155/262 [================>.............] - ETA: 0s - loss: 0.0414    
194/262 [=====================>........] - ETA: 0s - loss: 0.0332
232/262 [=========================>....] - ETA: 0s - loss: 0.0279
262/262 [==============================] - 0s 1ms/step - loss: 0.0248
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 8.2183e-04
 40/262 [===>..........................] - ETA: 0s - loss: 5.1236e-04
 81/262 [========>.....................] - ETA: 0s - loss: 5.2519e-04
120/262 [============>.................] - ETA: 0s - loss: 5.3731e-04
159/262 [=================>............] - ETA: 0s - loss: 5.4083e-04
196/262 [=====================>........] - ETA: 0s - loss: 5.2077e-04
232/262 [=========================>....] - ETA: 0s - loss: 5.3307e-04
262/262 [==============================] - 0s 1ms/step - loss: 5.1192e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 3.4819e-04
 38/262 [===>..........................] - ETA: 0s - loss: 5.3763e-04
 73/262 [=======>......................] - ETA: 0s - loss: 4.6102e-04
112/262 [===========>..................] - ETA: 0s - loss: 4.0704e-04
150/262 [================>.............] - ETA: 0s - loss: 3.9335e-04
189/262 [====================>.........] - ETA: 0s - loss: 4.0831e-04
228/262 [=========================>....] - ETA: 0s - loss: 3.9968e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.0209e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 2.8789e-04
 38/262 [===>..........................] - ETA: 0s - loss: 2.8364e-04
 78/262 [=======>......................] - ETA: 0s - loss: 3.2941e-04
117/262 [============>.................] - ETA: 0s - loss: 3.4685e-04
157/262 [================>.............] - ETA: 0s - loss: 3.5750e-04
195/262 [=====================>........] - ETA: 0s - loss: 3.5550e-04
233/262 [=========================>....] - ETA: 0s - loss: 3.4320e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.3393e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 4.4691e-06
 40/262 [===>..........................] - ETA: 0s - loss: 2.7436e-04
 76/262 [=======>......................] - ETA: 0s - loss: 2.9133e-04
116/262 [============>.................] - ETA: 0s - loss: 2.7868e-04
155/262 [================>.............] - ETA: 0s - loss: 2.9521e-04
195/262 [=====================>........] - ETA: 0s - loss: 2.8659e-04
234/262 [=========================>....] - ETA: 0s - loss: 2.7968e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.7961e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 6.2486e-07
 41/262 [===>..........................] - ETA: 0s - loss: 2.4663e-04
 79/262 [========>.....................] - ETA: 0s - loss: 2.5029e-04
117/262 [============>.................] - ETA: 0s - loss: 2.7038e-04
152/262 [================>.............] - ETA: 0s - loss: 2.6618e-04
184/262 [====================>.........] - ETA: 0s - loss: 2.5078e-04
225/262 [========================>.....] - ETA: 0s - loss: 2.3876e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.3497e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 7.5843e-06
 40/262 [===>..........................] - ETA: 0s - loss: 2.1534e-04
 79/262 [========>.....................] - ETA: 0s - loss: 2.2329e-04
119/262 [============>.................] - ETA: 0s - loss: 2.1133e-04
156/262 [================>.............] - ETA: 0s - loss: 2.0204e-04
194/262 [=====================>........] - ETA: 0s - loss: 2.0962e-04
232/262 [=========================>....] - ETA: 0s - loss: 2.0714e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.9857e-04
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 2.9062e-04
 41/262 [===>..........................] - ETA: 0s - loss: 1.6704e-04
 83/262 [========>.....................] - ETA: 0s - loss: 1.6095e-04
123/262 [=============>................] - ETA: 0s - loss: 1.5516e-04
163/262 [=================>............] - ETA: 0s - loss: 1.6650e-04
202/262 [======================>.......] - ETA: 0s - loss: 1.7557e-04
241/262 [==========================>...] - ETA: 0s - loss: 1.7114e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.6901e-04
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 2.5072e-05
 34/262 [==>...........................] - ETA: 0s - loss: 1.5096e-04
 68/262 [======>.......................] - ETA: 0s - loss: 1.4558e-04
101/262 [==========>...................] - ETA: 0s - loss: 1.3661e-04
133/262 [==============>...............] - ETA: 0s - loss: 1.4606e-04
172/262 [==================>...........] - ETA: 0s - loss: 1.4469e-04
211/262 [=======================>......] - ETA: 0s - loss: 1.4357e-04
248/262 [===========================>..] - ETA: 0s - loss: 1.4581e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.4439e-04
-> test with GAN.predict
GAN tn, fp: 651, 0
GAN fn, tp: 0, 9
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 651, 0
LR fn, tp: 0, 9
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 651, 0
RF fn, tp: 0, 9
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 650, 1
GB fn, tp: 0, 9
GB f1 score: 0.947
GB cohens kappa score: 0.947

-> test with 'KNN'
KNN tn, fp: 649, 2
KNN fn, tp: 0, 9
KNN f1 score: 0.900
KNN cohens kappa score: 0.898


====== Step 4/5 =======
-> Shuffling data
-> Spliting data to slices

------ Step 4/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 51s - loss: 1.9943e-05
 37/262 [===>..........................] - ETA: 0s - loss: 0.5539     
 76/262 [=======>......................] - ETA: 0s - loss: 0.2901
109/262 [===========>..................] - ETA: 0s - loss: 0.2023
143/262 [===============>..............] - ETA: 0s - loss: 0.1543
176/262 [===================>..........] - ETA: 0s - loss: 0.1254
208/262 [======================>.......] - ETA: 0s - loss: 0.1061
247/262 [===========================>..] - ETA: 0s - loss: 0.0894
262/262 [==============================] - 1s 1ms/step - loss: 0.0845
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 3.7989e-05
 38/262 [===>..........................] - ETA: 0s - loss: 1.3031e-04
 77/262 [=======>......................] - ETA: 0s - loss: 1.3314e-04
115/262 [============>.................] - ETA: 0s - loss: 1.2448e-04
154/262 [================>.............] - ETA: 0s - loss: 1.1982e-04
193/262 [=====================>........] - ETA: 0s - loss: 1.1719e-04
233/262 [=========================>....] - ETA: 0s - loss: 1.0966e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.0462e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 3.4073e-05
 41/262 [===>..........................] - ETA: 0s - loss: 1.0236e-04
 79/262 [========>.....................] - ETA: 0s - loss: 1.0417e-04
119/262 [============>.................] - ETA: 0s - loss: 9.2930e-05
159/262 [=================>............] - ETA: 0s - loss: 9.4431e-05
199/262 [=====================>........] - ETA: 0s - loss: 9.1728e-05
235/262 [=========================>....] - ETA: 0s - loss: 9.3829e-05
262/262 [==============================] - 0s 1ms/step - loss: 9.0637e-05
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 6.4315e-05
 35/262 [===>..........................] - ETA: 0s - loss: 1.1401e-04
 75/262 [=======>......................] - ETA: 0s - loss: 9.8534e-05
115/262 [============>.................] - ETA: 0s - loss: 9.6461e-05
155/262 [================>.............] - ETA: 0s - loss: 8.9761e-05
194/262 [=====================>........] - ETA: 0s - loss: 8.7303e-05
233/262 [=========================>....] - ETA: 0s - loss: 8.0429e-05
262/262 [==============================] - 0s 1ms/step - loss: 7.9824e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 1.9116e-05
 41/262 [===>..........................] - ETA: 0s - loss: 5.3498e-05
 80/262 [========>.....................] - ETA: 0s - loss: 5.8638e-05
119/262 [============>.................] - ETA: 0s - loss: 6.3410e-05
156/262 [================>.............] - ETA: 0s - loss: 6.7064e-05
187/262 [====================>.........] - ETA: 0s - loss: 6.7631e-05
225/262 [========================>.....] - ETA: 0s - loss: 6.9780e-05
258/262 [============================>.] - ETA: 0s - loss: 7.0260e-05
262/262 [==============================] - 0s 1ms/step - loss: 7.0283e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.3360e-05
 41/262 [===>..........................] - ETA: 0s - loss: 7.4119e-05
 81/262 [========>.....................] - ETA: 0s - loss: 6.2840e-05
121/262 [============>.................] - ETA: 0s - loss: 6.3465e-05
161/262 [=================>............] - ETA: 0s - loss: 6.6753e-05
191/262 [====================>.........] - ETA: 0s - loss: 6.3943e-05
226/262 [========================>.....] - ETA: 0s - loss: 6.3814e-05
262/262 [==============================] - 0s 1ms/step - loss: 6.2825e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 2.5372e-05
 33/262 [==>...........................] - ETA: 0s - loss: 3.5226e-05
 63/262 [======>.......................] - ETA: 0s - loss: 4.9154e-05
 94/262 [=========>....................] - ETA: 0s - loss: 4.8823e-05
122/262 [============>.................] - ETA: 0s - loss: 6.0335e-05
153/262 [================>.............] - ETA: 0s - loss: 5.9481e-05
186/262 [====================>.........] - ETA: 0s - loss: 5.7495e-05
225/262 [========================>.....] - ETA: 0s - loss: 5.8537e-05
262/262 [==============================] - 0s 2ms/step - loss: 5.5678e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 1.8723e-05
 37/262 [===>..........................] - ETA: 0s - loss: 4.5366e-05
 75/262 [=======>......................] - ETA: 0s - loss: 4.2707e-05
111/262 [===========>..................] - ETA: 0s - loss: 4.1744e-05
151/262 [================>.............] - ETA: 0s - loss: 4.4199e-05
177/262 [===================>..........] - ETA: 0s - loss: 4.5325e-05
208/262 [======================>.......] - ETA: 0s - loss: 4.4490e-05
246/262 [===========================>..] - ETA: 0s - loss: 4.8595e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.7306e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 8.7363e-06
 39/262 [===>..........................] - ETA: 0s - loss: 4.1553e-05
 75/262 [=======>......................] - ETA: 0s - loss: 5.2579e-05
115/262 [============>.................] - ETA: 0s - loss: 5.2883e-05
155/262 [================>.............] - ETA: 0s - loss: 4.7710e-05
194/262 [=====================>........] - ETA: 0s - loss: 4.4230e-05
226/262 [========================>.....] - ETA: 0s - loss: 4.2275e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.0430e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 5.3215e-06
 41/262 [===>..........................] - ETA: 0s - loss: 2.7161e-05
 79/262 [========>.....................] - ETA: 0s - loss: 2.8966e-05
119/262 [============>.................] - ETA: 0s - loss: 3.1821e-05
159/262 [=================>............] - ETA: 0s - loss: 3.2707e-05
197/262 [=====================>........] - ETA: 0s - loss: 3.2713e-05
225/262 [========================>.....] - ETA: 0s - loss: 3.3248e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.3858e-05
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 654, 0
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 4/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 46s - loss: 1.6410e-04
 36/262 [===>..........................] - ETA: 0s - loss: 0.5967     
 69/262 [======>.......................] - ETA: 0s - loss: 0.3890
105/262 [===========>..................] - ETA: 0s - loss: 0.2561
141/262 [===============>..............] - ETA: 0s - loss: 0.1909
180/262 [===================>..........] - ETA: 0s - loss: 0.1497
215/262 [=======================>......] - ETA: 0s - loss: 0.1255
250/262 [===========================>..] - ETA: 0s - loss: 0.1080
262/262 [==============================] - 1s 1ms/step - loss: 0.1033
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 1.2427e-04
 35/262 [===>..........................] - ETA: 0s - loss: 2.7016e-04
 65/262 [======>.......................] - ETA: 0s - loss: 2.6626e-04
 95/262 [=========>....................] - ETA: 0s - loss: 2.5109e-04
125/262 [=============>................] - ETA: 0s - loss: 2.7687e-04
161/262 [=================>............] - ETA: 0s - loss: 2.5262e-04
195/262 [=====================>........] - ETA: 0s - loss: 2.3282e-04
227/262 [========================>.....] - ETA: 0s - loss: 2.1821e-04
262/262 [==============================] - ETA: 0s - loss: 2.0573e-04
262/262 [==============================] - 0s 2ms/step - loss: 2.0573e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 1.4558e-04
 37/262 [===>..........................] - ETA: 0s - loss: 9.8239e-05
 72/262 [=======>......................] - ETA: 0s - loss: 1.4920e-04
104/262 [==========>...................] - ETA: 0s - loss: 1.3790e-04
139/262 [==============>...............] - ETA: 0s - loss: 1.2609e-04
178/262 [===================>..........] - ETA: 0s - loss: 1.1852e-04
212/262 [=======================>......] - ETA: 0s - loss: 1.1138e-04
247/262 [===========================>..] - ETA: 0s - loss: 1.0537e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.0337e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 5.9437e-05
 35/262 [===>..........................] - ETA: 0s - loss: 7.0573e-05
 67/262 [======>.......................] - ETA: 0s - loss: 1.0103e-04
100/262 [==========>...................] - ETA: 0s - loss: 9.2768e-05
134/262 [==============>...............] - ETA: 0s - loss: 8.5207e-05
167/262 [==================>...........] - ETA: 0s - loss: 8.0092e-05
200/262 [=====================>........] - ETA: 0s - loss: 7.5450e-05
234/262 [=========================>....] - ETA: 0s - loss: 7.1379e-05
262/262 [==============================] - 0s 2ms/step - loss: 6.8122e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 2.6243e-05
 35/262 [===>..........................] - ETA: 0s - loss: 5.3978e-05
 70/262 [=======>......................] - ETA: 0s - loss: 5.1070e-05
102/262 [==========>...................] - ETA: 0s - loss: 4.7961e-05
139/262 [==============>...............] - ETA: 0s - loss: 4.4340e-05
173/262 [==================>...........] - ETA: 0s - loss: 5.7791e-05
206/262 [======================>.......] - ETA: 0s - loss: 5.4480e-05
241/262 [==========================>...] - ETA: 0s - loss: 5.1769e-05
262/262 [==============================] - 0s 1ms/step - loss: 5.0396e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 4.0903e-05
 36/262 [===>..........................] - ETA: 0s - loss: 3.9094e-05
 71/262 [=======>......................] - ETA: 0s - loss: 3.5751e-05
103/262 [==========>...................] - ETA: 0s - loss: 3.5804e-05
136/262 [==============>...............] - ETA: 0s - loss: 3.5550e-05
170/262 [==================>...........] - ETA: 0s - loss: 3.3622e-05
206/262 [======================>.......] - ETA: 0s - loss: 4.0534e-05
241/262 [==========================>...] - ETA: 0s - loss: 3.8745e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.8014e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 1.8152e-05
 40/262 [===>..........................] - ETA: 0s - loss: 5.0224e-05
 73/262 [=======>......................] - ETA: 0s - loss: 4.0597e-05
108/262 [===========>..................] - ETA: 0s - loss: 3.5295e-05
141/262 [===============>..............] - ETA: 0s - loss: 3.3343e-05
174/262 [==================>...........] - ETA: 0s - loss: 3.1149e-05
208/262 [======================>.......] - ETA: 0s - loss: 2.9717e-05
237/262 [==========================>...] - ETA: 0s - loss: 2.8804e-05
262/262 [==============================] - 0s 2ms/step - loss: 2.9211e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 1.2158e-05
 36/262 [===>..........................] - ETA: 0s - loss: 4.6602e-05
 70/262 [=======>......................] - ETA: 0s - loss: 3.5743e-05
103/262 [==========>...................] - ETA: 0s - loss: 3.1328e-05
138/262 [==============>...............] - ETA: 0s - loss: 2.8594e-05
175/262 [===================>..........] - ETA: 0s - loss: 2.6289e-05
210/262 [=======================>......] - ETA: 0s - loss: 2.5409e-05
242/262 [==========================>...] - ETA: 0s - loss: 2.4799e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.4176e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 1.7332e-05
 34/262 [==>...........................] - ETA: 0s - loss: 1.6516e-05
 66/262 [======>.......................] - ETA: 0s - loss: 1.7762e-05
101/262 [==========>...................] - ETA: 0s - loss: 1.8512e-05
132/262 [==============>...............] - ETA: 0s - loss: 2.4047e-05
166/262 [==================>...........] - ETA: 0s - loss: 2.2532e-05
200/262 [=====================>........] - ETA: 0s - loss: 2.1291e-05
235/262 [=========================>....] - ETA: 0s - loss: 2.0582e-05
262/262 [==============================] - 0s 2ms/step - loss: 1.9877e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 1.0219e-05
 31/262 [==>...........................] - ETA: 0s - loss: 1.3761e-05
 67/262 [======>.......................] - ETA: 0s - loss: 1.4420e-05
104/262 [==========>...................] - ETA: 0s - loss: 1.4430e-05
141/262 [===============>..............] - ETA: 0s - loss: 1.4282e-05
176/262 [===================>..........] - ETA: 0s - loss: 1.4285e-05
209/262 [======================>.......] - ETA: 0s - loss: 1.4133e-05
243/262 [==========================>...] - ETA: 0s - loss: 1.6767e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.6329e-05
-> test with GAN.predict
GAN tn, fp: 653, 1
GAN fn, tp: 0, 10
GAN f1 score: 0.952
GAN cohens kappa score: 0.952

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 652, 2
KNN fn, tp: 0, 10
KNN f1 score: 0.909
KNN cohens kappa score: 0.908


------ Step 4/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 54s - loss: 0.0048
 40/262 [===>..........................] - ETA: 0s - loss: 22.9517
 80/262 [========>.....................] - ETA: 0s - loss: 11.5547
118/262 [============>.................] - ETA: 0s - loss: 7.8359 
158/262 [=================>............] - ETA: 0s - loss: 5.8532
199/262 [=====================>........] - ETA: 0s - loss: 4.6479
238/262 [==========================>...] - ETA: 0s - loss: 3.8867
262/262 [==============================] - 1s 1ms/step - loss: 3.5404
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 0.0014
 41/262 [===>..........................] - ETA: 0s - loss: 0.0021
 81/262 [========>.....................] - ETA: 0s - loss: 0.0020
120/262 [============>.................] - ETA: 0s - loss: 0.0020
160/262 [=================>............] - ETA: 0s - loss: 0.0018
200/262 [=====================>........] - ETA: 0s - loss: 0.0018
239/262 [==========================>...] - ETA: 0s - loss: 0.0017
262/262 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 6.7207e-04
 35/262 [===>..........................] - ETA: 0s - loss: 0.0012    
 68/262 [======>.......................] - ETA: 0s - loss: 0.0011
107/262 [===========>..................] - ETA: 0s - loss: 0.0011
147/262 [===============>..............] - ETA: 0s - loss: 0.0011
186/262 [====================>.........] - ETA: 0s - loss: 0.0011
226/262 [========================>.....] - ETA: 0s - loss: 0.0011
262/262 [==============================] - 0s 1ms/step - loss: 0.0010
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 2.1376e-04
 39/262 [===>..........................] - ETA: 0s - loss: 0.0011    
 73/262 [=======>......................] - ETA: 0s - loss: 9.2915e-04
112/262 [===========>..................] - ETA: 0s - loss: 8.9455e-04
152/262 [================>.............] - ETA: 0s - loss: 8.8097e-04
191/262 [====================>.........] - ETA: 0s - loss: 8.5451e-04
229/262 [=========================>....] - ETA: 0s - loss: 8.1412e-04
262/262 [==============================] - 0s 1ms/step - loss: 7.9506e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 2.0273e-04
 41/262 [===>..........................] - ETA: 0s - loss: 6.9319e-04
 81/262 [========>.....................] - ETA: 0s - loss: 6.8306e-04
121/262 [============>.................] - ETA: 0s - loss: 6.9583e-04
161/262 [=================>............] - ETA: 0s - loss: 6.7172e-04
193/262 [=====================>........] - ETA: 0s - loss: 6.7275e-04
231/262 [=========================>....] - ETA: 0s - loss: 6.5214e-04
262/262 [==============================] - 0s 1ms/step - loss: 6.4771e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 0.0017
 42/262 [===>..........................] - ETA: 0s - loss: 6.7896e-04
 82/262 [========>.....................] - ETA: 0s - loss: 6.0295e-04
123/262 [=============>................] - ETA: 0s - loss: 5.2850e-04
163/262 [=================>............] - ETA: 0s - loss: 5.2010e-04
201/262 [======================>.......] - ETA: 0s - loss: 5.3179e-04
241/262 [==========================>...] - ETA: 0s - loss: 5.2154e-04
262/262 [==============================] - 0s 1ms/step - loss: 5.1925e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 6.4238e-04
 41/262 [===>..........................] - ETA: 0s - loss: 4.2817e-04
 80/262 [========>.....................] - ETA: 0s - loss: 3.8817e-04
120/262 [============>.................] - ETA: 0s - loss: 3.7711e-04
161/262 [=================>............] - ETA: 0s - loss: 3.9281e-04
201/262 [======================>.......] - ETA: 0s - loss: 3.9683e-04
242/262 [==========================>...] - ETA: 0s - loss: 4.0550e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.0817e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 5.1831e-05
 40/262 [===>..........................] - ETA: 0s - loss: 3.9604e-04
 76/262 [=======>......................] - ETA: 0s - loss: 3.3778e-04
116/262 [============>.................] - ETA: 0s - loss: 3.3721e-04
156/262 [================>.............] - ETA: 0s - loss: 3.5263e-04
196/262 [=====================>........] - ETA: 0s - loss: 3.3874e-04
237/262 [==========================>...] - ETA: 0s - loss: 3.2606e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.2618e-04
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 4.0274e-05
 41/262 [===>..........................] - ETA: 0s - loss: 2.5548e-04
 73/262 [=======>......................] - ETA: 0s - loss: 2.6480e-04
105/262 [===========>..................] - ETA: 0s - loss: 2.6811e-04
138/262 [==============>...............] - ETA: 0s - loss: 2.6605e-04
175/262 [===================>..........] - ETA: 0s - loss: 2.7235e-04
214/262 [=======================>......] - ETA: 0s - loss: 2.7749e-04
254/262 [============================>.] - ETA: 0s - loss: 2.7651e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.7547e-04
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 4.3883e-04
 41/262 [===>..........................] - ETA: 0s - loss: 2.5915e-04
 78/262 [=======>......................] - ETA: 0s - loss: 2.4868e-04
115/262 [============>.................] - ETA: 0s - loss: 2.5244e-04
156/262 [================>.............] - ETA: 0s - loss: 2.4682e-04
196/262 [=====================>........] - ETA: 0s - loss: 2.4757e-04
236/262 [==========================>...] - ETA: 0s - loss: 2.3985e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.3616e-04
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 654, 0
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 4/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 46s - loss: 7.2492e-05
 40/262 [===>..........................] - ETA: 0s - loss: 1.5284     
 80/262 [========>.....................] - ETA: 0s - loss: 0.7650
120/262 [============>.................] - ETA: 0s - loss: 0.5102
158/262 [=================>............] - ETA: 0s - loss: 0.3876
198/262 [=====================>........] - ETA: 0s - loss: 0.3093
237/262 [==========================>...] - ETA: 0s - loss: 0.2584
262/262 [==============================] - 1s 1ms/step - loss: 0.2344
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 4.8789e-05
 39/262 [===>..........................] - ETA: 0s - loss: 1.4505e-04
 76/262 [=======>......................] - ETA: 0s - loss: 1.1780e-04
115/262 [============>.................] - ETA: 0s - loss: 1.0553e-04
151/262 [================>.............] - ETA: 0s - loss: 1.3352e-04
190/262 [====================>.........] - ETA: 0s - loss: 1.2597e-04
225/262 [========================>.....] - ETA: 0s - loss: 1.1743e-04
260/262 [============================>.] - ETA: 0s - loss: 1.1110e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.1088e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 4.6504e-05
 39/262 [===>..........................] - ETA: 0s - loss: 6.4986e-05
 78/262 [=======>......................] - ETA: 0s - loss: 5.7432e-05
117/262 [============>.................] - ETA: 0s - loss: 5.1634e-05
157/262 [================>.............] - ETA: 0s - loss: 4.7890e-05
197/262 [=====================>........] - ETA: 0s - loss: 4.8853e-05
235/262 [=========================>....] - ETA: 0s - loss: 4.6834e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.5592e-05
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 2.7517e-05
 40/262 [===>..........................] - ETA: 0s - loss: 2.8990e-05
 79/262 [========>.....................] - ETA: 0s - loss: 3.5273e-05
119/262 [============>.................] - ETA: 0s - loss: 3.3079e-05
157/262 [================>.............] - ETA: 0s - loss: 3.1370e-05
197/262 [=====================>........] - ETA: 0s - loss: 2.9653e-05
236/262 [==========================>...] - ETA: 0s - loss: 3.0011e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.9158e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 1.3363e-05
 40/262 [===>..........................] - ETA: 0s - loss: 3.1356e-05
 79/262 [========>.....................] - ETA: 0s - loss: 2.5202e-05
116/262 [============>.................] - ETA: 0s - loss: 2.6128e-05
154/262 [================>.............] - ETA: 0s - loss: 2.3871e-05
193/262 [=====================>........] - ETA: 0s - loss: 2.2634e-05
232/262 [=========================>....] - ETA: 0s - loss: 2.1389e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.0632e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 4.9509e-06
 35/262 [===>..........................] - ETA: 0s - loss: 1.1365e-05
 69/262 [======>.......................] - ETA: 0s - loss: 2.0052e-05
102/262 [==========>...................] - ETA: 0s - loss: 1.8046e-05
140/262 [===============>..............] - ETA: 0s - loss: 1.6941e-05
175/262 [===================>..........] - ETA: 0s - loss: 1.6021e-05
213/262 [=======================>......] - ETA: 0s - loss: 1.6297e-05
250/262 [===========================>..] - ETA: 0s - loss: 1.5958e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.5713e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 3.8508e-06
 39/262 [===>..........................] - ETA: 0s - loss: 9.1276e-06
 78/262 [=======>......................] - ETA: 0s - loss: 1.3294e-05
118/262 [============>.................] - ETA: 0s - loss: 1.2077e-05
158/262 [=================>............] - ETA: 0s - loss: 1.1253e-05
197/262 [=====================>........] - ETA: 0s - loss: 1.3061e-05
237/262 [==========================>...] - ETA: 0s - loss: 1.2467e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.2179e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 4.6762e-06
 41/262 [===>..........................] - ETA: 0s - loss: 7.5594e-06
 79/262 [========>.....................] - ETA: 0s - loss: 7.6905e-06
119/262 [============>.................] - ETA: 0s - loss: 7.5587e-06
154/262 [================>.............] - ETA: 0s - loss: 7.8229e-06
190/262 [====================>.........] - ETA: 0s - loss: 7.6600e-06
227/262 [========================>.....] - ETA: 0s - loss: 7.4216e-06
262/262 [==============================] - 0s 1ms/step - loss: 9.6093e-06
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 2.7760e-06
 40/262 [===>..........................] - ETA: 0s - loss: 7.2964e-06
 80/262 [========>.....................] - ETA: 0s - loss: 7.3733e-06
119/262 [============>.................] - ETA: 0s - loss: 8.0804e-06
157/262 [================>.............] - ETA: 0s - loss: 7.5279e-06
196/262 [=====================>........] - ETA: 0s - loss: 7.1809e-06
235/262 [=========================>....] - ETA: 0s - loss: 6.8150e-06
262/262 [==============================] - 0s 1ms/step - loss: 7.6952e-06
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 8.4963e-06
 41/262 [===>..........................] - ETA: 0s - loss: 6.1087e-06
 80/262 [========>.....................] - ETA: 0s - loss: 5.3239e-06
120/262 [============>.................] - ETA: 0s - loss: 5.1093e-06
156/262 [================>.............] - ETA: 0s - loss: 5.1968e-06
194/262 [=====================>........] - ETA: 0s - loss: 5.1738e-06
232/262 [=========================>....] - ETA: 0s - loss: 5.1380e-06
262/262 [==============================] - 0s 1ms/step - loss: 6.2835e-06
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 653, 1
KNN fn, tp: 0, 10
KNN f1 score: 0.952
KNN cohens kappa score: 0.952


------ Step 4/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2576 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 47s - loss: 18.9007
 39/262 [===>..........................] - ETA: 0s - loss: 1.6336  
 79/262 [========>.....................] - ETA: 0s - loss: 0.8101
118/262 [============>.................] - ETA: 0s - loss: 0.5607
156/262 [================>.............] - ETA: 0s - loss: 0.4245
195/262 [=====================>........] - ETA: 0s - loss: 0.3398
233/262 [=========================>....] - ETA: 0s - loss: 0.2845
262/262 [==============================] - 1s 1ms/step - loss: 0.2535
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 0.0014
 39/262 [===>..........................] - ETA: 0s - loss: 6.0054e-04
 75/262 [=======>......................] - ETA: 0s - loss: 5.7031e-04
105/262 [===========>..................] - ETA: 0s - loss: 5.2984e-04
138/262 [==============>...............] - ETA: 0s - loss: 6.3116e-04
174/262 [==================>...........] - ETA: 0s - loss: 5.8013e-04
211/262 [=======================>......] - ETA: 0s - loss: 5.4402e-04
251/262 [===========================>..] - ETA: 0s - loss: 5.0463e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.9891e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 3.6003e-04
 39/262 [===>..........................] - ETA: 0s - loss: 3.8545e-04
 68/262 [======>.......................] - ETA: 0s - loss: 3.4599e-04
103/262 [==========>...................] - ETA: 0s - loss: 3.1515e-04
140/262 [===============>..............] - ETA: 0s - loss: 2.9288e-04
176/262 [===================>..........] - ETA: 0s - loss: 2.9654e-04
207/262 [======================>.......] - ETA: 0s - loss: 2.8362e-04
243/262 [==========================>...] - ETA: 0s - loss: 2.7600e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.7381e-04
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 6.3543e-05
 38/262 [===>..........................] - ETA: 0s - loss: 2.3333e-04
 75/262 [=======>......................] - ETA: 0s - loss: 2.1532e-04
111/262 [===========>..................] - ETA: 0s - loss: 2.0743e-04
145/262 [===============>..............] - ETA: 0s - loss: 1.9199e-04
180/262 [===================>..........] - ETA: 0s - loss: 1.8024e-04
212/262 [=======================>......] - ETA: 0s - loss: 1.7698e-04
247/262 [===========================>..] - ETA: 0s - loss: 1.6939e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.6559e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 3.0837e-04
 30/262 [==>...........................] - ETA: 0s - loss: 1.3288e-04
 60/262 [=====>........................] - ETA: 0s - loss: 1.3212e-04
 97/262 [==========>...................] - ETA: 0s - loss: 1.3864e-04
130/262 [=============>................] - ETA: 0s - loss: 1.2848e-04
164/262 [=================>............] - ETA: 0s - loss: 1.2241e-04
192/262 [====================>.........] - ETA: 0s - loss: 1.1401e-04
229/262 [=========================>....] - ETA: 0s - loss: 1.0844e-04
262/262 [==============================] - 0s 2ms/step - loss: 1.0580e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 2.6480e-04
 37/262 [===>..........................] - ETA: 0s - loss: 9.4287e-05
 74/262 [=======>......................] - ETA: 0s - loss: 9.4847e-05
103/262 [==========>...................] - ETA: 0s - loss: 9.4931e-05
138/262 [==============>...............] - ETA: 0s - loss: 8.7929e-05
174/262 [==================>...........] - ETA: 0s - loss: 8.2486e-05
210/262 [=======================>......] - ETA: 0s - loss: 8.1917e-05
243/262 [==========================>...] - ETA: 0s - loss: 8.0229e-05
262/262 [==============================] - 0s 1ms/step - loss: 8.0652e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 9.6515e-05
 37/262 [===>..........................] - ETA: 0s - loss: 5.9620e-05
 69/262 [======>.......................] - ETA: 0s - loss: 7.9233e-05
108/262 [===========>..................] - ETA: 0s - loss: 6.9346e-05
137/262 [==============>...............] - ETA: 0s - loss: 7.0573e-05
169/262 [==================>...........] - ETA: 0s - loss: 6.9971e-05
206/262 [======================>.......] - ETA: 0s - loss: 6.4160e-05
238/262 [==========================>...] - ETA: 0s - loss: 6.4272e-05
262/262 [==============================] - 0s 1ms/step - loss: 6.4252e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 3.4855e-05
 32/262 [==>...........................] - ETA: 0s - loss: 4.3201e-05
 69/262 [======>.......................] - ETA: 0s - loss: 5.5019e-05
102/262 [==========>...................] - ETA: 0s - loss: 5.7498e-05
137/262 [==============>...............] - ETA: 0s - loss: 5.5193e-05
173/262 [==================>...........] - ETA: 0s - loss: 5.6901e-05
207/262 [======================>.......] - ETA: 0s - loss: 5.3992e-05
244/262 [==========================>...] - ETA: 0s - loss: 5.0878e-05
262/262 [==============================] - 0s 1ms/step - loss: 5.1162e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 1.4284e-04
 34/262 [==>...........................] - ETA: 0s - loss: 4.1000e-05
 70/262 [=======>......................] - ETA: 0s - loss: 4.0527e-05
104/262 [==========>...................] - ETA: 0s - loss: 4.2282e-05
137/262 [==============>...............] - ETA: 0s - loss: 4.3031e-05
171/262 [==================>...........] - ETA: 0s - loss: 4.0748e-05
205/262 [======================>.......] - ETA: 0s - loss: 4.0376e-05
238/262 [==========================>...] - ETA: 0s - loss: 4.1462e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.1146e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 2.3948e-05
 36/262 [===>..........................] - ETA: 0s - loss: 3.8743e-05
 72/262 [=======>......................] - ETA: 0s - loss: 3.6768e-05
108/262 [===========>..................] - ETA: 0s - loss: 3.5206e-05
141/262 [===============>..............] - ETA: 0s - loss: 3.3114e-05
173/262 [==================>...........] - ETA: 0s - loss: 3.4170e-05
204/262 [======================>.......] - ETA: 0s - loss: 3.5009e-05
241/262 [==========================>...] - ETA: 0s - loss: 3.3608e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.3738e-05
-> test with GAN.predict
GAN tn, fp: 651, 0
GAN fn, tp: 0, 9
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 651, 0
LR fn, tp: 0, 9
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 651, 0
RF fn, tp: 0, 9
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 651, 0
GB fn, tp: 0, 9
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 650, 1
KNN fn, tp: 0, 9
KNN f1 score: 0.947
KNN cohens kappa score: 0.947


====== Step 5/5 =======
-> Shuffling data
-> Spliting data to slices

------ Step 5/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 52s - loss: 7.7434e-05
 40/262 [===>..........................] - ETA: 0s - loss: 0.2307     
 79/262 [========>.....................] - ETA: 0s - loss: 0.1175
119/262 [============>.................] - ETA: 0s - loss: 0.0783
158/262 [=================>............] - ETA: 0s - loss: 0.0591
197/262 [=====================>........] - ETA: 0s - loss: 0.0475
236/262 [==========================>...] - ETA: 0s - loss: 0.0397
262/262 [==============================] - 1s 1ms/step - loss: 0.0359
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 2.0327e-04
 40/262 [===>..........................] - ETA: 0s - loss: 2.3159e-04
 80/262 [========>.....................] - ETA: 0s - loss: 2.1887e-04
117/262 [============>.................] - ETA: 0s - loss: 2.0507e-04
156/262 [================>.............] - ETA: 0s - loss: 1.8512e-04
195/262 [=====================>........] - ETA: 0s - loss: 1.7343e-04
235/262 [=========================>....] - ETA: 0s - loss: 1.6143e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.5283e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 2.4645e-05
 40/262 [===>..........................] - ETA: 0s - loss: 1.1153e-04
 79/262 [========>.....................] - ETA: 0s - loss: 1.1143e-04
119/262 [============>.................] - ETA: 0s - loss: 9.6850e-05
158/262 [=================>............] - ETA: 0s - loss: 8.6283e-05
197/262 [=====================>........] - ETA: 0s - loss: 8.1793e-05
236/262 [==========================>...] - ETA: 0s - loss: 7.6099e-05
262/262 [==============================] - 0s 1ms/step - loss: 7.6027e-05
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 1.3882e-04
 40/262 [===>..........................] - ETA: 0s - loss: 6.5768e-05
 78/262 [=======>......................] - ETA: 0s - loss: 5.7260e-05
118/262 [============>.................] - ETA: 0s - loss: 5.1638e-05
158/262 [=================>............] - ETA: 0s - loss: 5.2184e-05
186/262 [====================>.........] - ETA: 0s - loss: 5.0048e-05
220/262 [========================>.....] - ETA: 0s - loss: 4.8907e-05
251/262 [===========================>..] - ETA: 0s - loss: 4.7223e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.7775e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 1.6667e-04
 41/262 [===>..........................] - ETA: 0s - loss: 3.8515e-05
 79/262 [========>.....................] - ETA: 0s - loss: 3.5974e-05
119/262 [============>.................] - ETA: 0s - loss: 3.5026e-05
156/262 [================>.............] - ETA: 0s - loss: 3.5489e-05
196/262 [=====================>........] - ETA: 0s - loss: 3.4180e-05
236/262 [==========================>...] - ETA: 0s - loss: 3.2875e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.2194e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.2372e-05
 40/262 [===>..........................] - ETA: 0s - loss: 2.4963e-05
 80/262 [========>.....................] - ETA: 0s - loss: 2.2994e-05
118/262 [============>.................] - ETA: 0s - loss: 2.1255e-05
157/262 [================>.............] - ETA: 0s - loss: 2.1898e-05
197/262 [=====================>........] - ETA: 0s - loss: 2.1973e-05
237/262 [==========================>...] - ETA: 0s - loss: 2.1743e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.1260e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 1.4019e-05
 40/262 [===>..........................] - ETA: 0s - loss: 1.4589e-05
 80/262 [========>.....................] - ETA: 0s - loss: 1.7040e-05
119/262 [============>.................] - ETA: 0s - loss: 1.8531e-05
159/262 [=================>............] - ETA: 0s - loss: 1.7282e-05
199/262 [=====================>........] - ETA: 0s - loss: 1.6198e-05
237/262 [==========================>...] - ETA: 0s - loss: 1.5423e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.5081e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 1.9748e-05
 41/262 [===>..........................] - ETA: 0s - loss: 1.0328e-05
 81/262 [========>.....................] - ETA: 0s - loss: 1.1072e-05
120/262 [============>.................] - ETA: 0s - loss: 1.0605e-05
159/262 [=================>............] - ETA: 0s - loss: 1.1178e-05
198/262 [=====================>........] - ETA: 0s - loss: 1.0951e-05
237/262 [==========================>...] - ETA: 0s - loss: 1.1159e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.0849e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 9.5982e-06
 38/262 [===>..........................] - ETA: 0s - loss: 8.6255e-06
 77/262 [=======>......................] - ETA: 0s - loss: 9.2199e-06
116/262 [============>.................] - ETA: 0s - loss: 8.8574e-06
154/262 [================>.............] - ETA: 0s - loss: 8.7967e-06
194/262 [=====================>........] - ETA: 0s - loss: 8.4716e-06
231/262 [=========================>....] - ETA: 0s - loss: 8.2656e-06
262/262 [==============================] - 0s 1ms/step - loss: 7.9712e-06
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 2.4598e-05
 40/262 [===>..........................] - ETA: 0s - loss: 7.3302e-06
 79/262 [========>.....................] - ETA: 0s - loss: 6.5011e-06
119/262 [============>.................] - ETA: 0s - loss: 6.2585e-06
155/262 [================>.............] - ETA: 0s - loss: 6.2765e-06
195/262 [=====================>........] - ETA: 0s - loss: 6.1880e-06
229/262 [=========================>....] - ETA: 0s - loss: 6.3667e-06
262/262 [==============================] - 0s 1ms/step - loss: 6.0970e-06
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 653, 1
KNN fn, tp: 0, 10
KNN f1 score: 0.952
KNN cohens kappa score: 0.952


------ Step 5/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 53s - loss: 9.8680e-05
 41/262 [===>..........................] - ETA: 0s - loss: 0.5889     
 81/262 [========>.....................] - ETA: 0s - loss: 0.3033
121/262 [============>.................] - ETA: 0s - loss: 0.2042
154/262 [================>.............] - ETA: 0s - loss: 0.1606
187/262 [====================>.........] - ETA: 0s - loss: 0.1324
221/262 [========================>.....] - ETA: 0s - loss: 0.1121
256/262 [============================>.] - ETA: 0s - loss: 0.0968
262/262 [==============================] - 1s 1ms/step - loss: 0.0949
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 1.4246e-04
 39/262 [===>..........................] - ETA: 0s - loss: 3.2710e-04
 76/262 [=======>......................] - ETA: 0s - loss: 3.0214e-04
116/262 [============>.................] - ETA: 0s - loss: 2.7168e-04
155/262 [================>.............] - ETA: 0s - loss: 2.6225e-04
195/262 [=====================>........] - ETA: 0s - loss: 2.4434e-04
233/262 [=========================>....] - ETA: 0s - loss: 2.2292e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.1213e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 7.6986e-05
 38/262 [===>..........................] - ETA: 0s - loss: 1.1992e-04
 77/262 [=======>......................] - ETA: 0s - loss: 1.0634e-04
116/262 [============>.................] - ETA: 0s - loss: 9.3882e-05
156/262 [================>.............] - ETA: 0s - loss: 8.8848e-05
194/262 [=====================>........] - ETA: 0s - loss: 8.6083e-05
232/262 [=========================>....] - ETA: 0s - loss: 7.9694e-05
262/262 [==============================] - 0s 1ms/step - loss: 7.8998e-05
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 4.6024e-05
 39/262 [===>..........................] - ETA: 0s - loss: 5.3087e-05
 75/262 [=======>......................] - ETA: 0s - loss: 4.7751e-05
114/262 [============>.................] - ETA: 0s - loss: 4.4520e-05
154/262 [================>.............] - ETA: 0s - loss: 4.6130e-05
193/262 [=====================>........] - ETA: 0s - loss: 4.2028e-05
233/262 [=========================>....] - ETA: 0s - loss: 4.0851e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.9329e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 2.4776e-05
 37/262 [===>..........................] - ETA: 0s - loss: 2.9538e-05
 75/262 [=======>......................] - ETA: 0s - loss: 2.6619e-05
115/262 [============>.................] - ETA: 0s - loss: 2.6683e-05
152/262 [================>.............] - ETA: 0s - loss: 2.4872e-05
190/262 [====================>.........] - ETA: 0s - loss: 2.3139e-05
227/262 [========================>.....] - ETA: 0s - loss: 2.1443e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.0598e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 8.0751e-06
 40/262 [===>..........................] - ETA: 0s - loss: 1.5557e-05
 80/262 [========>.....................] - ETA: 0s - loss: 1.3412e-05
117/262 [============>.................] - ETA: 0s - loss: 1.4030e-05
154/262 [================>.............] - ETA: 0s - loss: 1.3773e-05
193/262 [=====================>........] - ETA: 0s - loss: 1.3497e-05
232/262 [=========================>....] - ETA: 0s - loss: 1.2624e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.2806e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 4.4202e-06
 39/262 [===>..........................] - ETA: 0s - loss: 1.2237e-05
 79/262 [========>.....................] - ETA: 0s - loss: 1.0390e-05
118/262 [============>.................] - ETA: 0s - loss: 9.2374e-06
157/262 [================>.............] - ETA: 0s - loss: 7.8786e-06
195/262 [=====================>........] - ETA: 0s - loss: 7.4854e-06
229/262 [=========================>....] - ETA: 0s - loss: 7.2647e-06
252/262 [===========================>..] - ETA: 0s - loss: 7.0528e-06
262/262 [==============================] - 0s 1ms/step - loss: 7.0430e-06
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 6.9202e-05
 35/262 [===>..........................] - ETA: 0s - loss: 7.3531e-06
 73/262 [=======>......................] - ETA: 0s - loss: 6.4815e-06
113/262 [===========>..................] - ETA: 0s - loss: 6.3644e-06
153/262 [================>.............] - ETA: 0s - loss: 5.7130e-06
191/262 [====================>.........] - ETA: 0s - loss: 5.2755e-06
231/262 [=========================>....] - ETA: 0s - loss: 4.9933e-06
262/262 [==============================] - 0s 1ms/step - loss: 4.8103e-06
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 5.1376e-06
 42/262 [===>..........................] - ETA: 0s - loss: 5.5996e-06
 81/262 [========>.....................] - ETA: 0s - loss: 4.1592e-06
120/262 [============>.................] - ETA: 0s - loss: 4.2612e-06
160/262 [=================>............] - ETA: 0s - loss: 3.9907e-06
199/262 [=====================>........] - ETA: 0s - loss: 3.6180e-06
239/262 [==========================>...] - ETA: 0s - loss: 3.4635e-06
262/262 [==============================] - 0s 1ms/step - loss: 3.6281e-06
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 2.2328e-06
 40/262 [===>..........................] - ETA: 0s - loss: 2.4218e-06
 78/262 [=======>......................] - ETA: 0s - loss: 2.5215e-06
118/262 [============>.................] - ETA: 0s - loss: 2.4236e-06
158/262 [=================>............] - ETA: 0s - loss: 2.6566e-06
197/262 [=====================>........] - ETA: 0s - loss: 2.6134e-06
236/262 [==========================>...] - ETA: 0s - loss: 2.8064e-06
262/262 [==============================] - 0s 1ms/step - loss: 2.8337e-06
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 654, 0
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 5/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 48s - loss: 3.5235e-06
 41/262 [===>..........................] - ETA: 0s - loss: 0.4064     
 81/262 [========>.....................] - ETA: 0s - loss: 0.3341
120/262 [============>.................] - ETA: 0s - loss: 0.2258
157/262 [================>.............] - ETA: 0s - loss: 0.1726
191/262 [====================>.........] - ETA: 0s - loss: 0.1420
226/262 [========================>.....] - ETA: 0s - loss: 0.1201
262/262 [==============================] - 1s 1ms/step - loss: 0.1039
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 5.3418e-05
 40/262 [===>..........................] - ETA: 0s - loss: 1.7965e-04
 78/262 [=======>......................] - ETA: 0s - loss: 1.7936e-04
116/262 [============>.................] - ETA: 0s - loss: 1.8636e-04
155/262 [================>.............] - ETA: 0s - loss: 1.7565e-04
190/262 [====================>.........] - ETA: 0s - loss: 1.6254e-04
230/262 [=========================>....] - ETA: 0s - loss: 1.5260e-04
262/262 [==============================] - 0s 1ms/step - loss: 1.4510e-04
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 9.3538e-05
 39/262 [===>..........................] - ETA: 0s - loss: 1.0032e-04
 79/262 [========>.....................] - ETA: 0s - loss: 9.4766e-05
117/262 [============>.................] - ETA: 0s - loss: 9.1419e-05
152/262 [================>.............] - ETA: 0s - loss: 8.5716e-05
188/262 [====================>.........] - ETA: 0s - loss: 9.2537e-05
227/262 [========================>.....] - ETA: 0s - loss: 9.0226e-05
262/262 [==============================] - 0s 1ms/step - loss: 8.6791e-05
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 6.3778e-05
 40/262 [===>..........................] - ETA: 0s - loss: 7.4330e-05
 77/262 [=======>......................] - ETA: 0s - loss: 6.4598e-05
116/262 [============>.................] - ETA: 0s - loss: 6.1237e-05
155/262 [================>.............] - ETA: 0s - loss: 5.9506e-05
195/262 [=====================>........] - ETA: 0s - loss: 5.9295e-05
234/262 [=========================>....] - ETA: 0s - loss: 6.3409e-05
262/262 [==============================] - 0s 1ms/step - loss: 6.2501e-05
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 4.0709e-05
 37/262 [===>..........................] - ETA: 0s - loss: 7.2338e-05
 77/262 [=======>......................] - ETA: 0s - loss: 6.4656e-05
117/262 [============>.................] - ETA: 0s - loss: 5.6216e-05
156/262 [================>.............] - ETA: 0s - loss: 5.4202e-05
196/262 [=====================>........] - ETA: 0s - loss: 5.0118e-05
235/262 [=========================>....] - ETA: 0s - loss: 4.8027e-05
262/262 [==============================] - 0s 1ms/step - loss: 4.6707e-05
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 2.1531e-05
 41/262 [===>..........................] - ETA: 0s - loss: 3.5250e-05
 80/262 [========>.....................] - ETA: 0s - loss: 4.3875e-05
120/262 [============>.................] - ETA: 0s - loss: 4.2909e-05
159/262 [=================>............] - ETA: 0s - loss: 4.1234e-05
198/262 [=====================>........] - ETA: 0s - loss: 3.8364e-05
237/262 [==========================>...] - ETA: 0s - loss: 3.7499e-05
262/262 [==============================] - 0s 1ms/step - loss: 3.6915e-05
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 1.6341e-05
 40/262 [===>..........................] - ETA: 0s - loss: 2.9594e-05
 80/262 [========>.....................] - ETA: 0s - loss: 2.6485e-05
116/262 [============>.................] - ETA: 0s - loss: 2.7161e-05
156/262 [================>.............] - ETA: 0s - loss: 2.5260e-05
191/262 [====================>.........] - ETA: 0s - loss: 2.6706e-05
226/262 [========================>.....] - ETA: 0s - loss: 3.0480e-05
258/262 [============================>.] - ETA: 0s - loss: 2.9573e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.9638e-05
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 1.8816e-05
 40/262 [===>..........................] - ETA: 0s - loss: 2.1747e-05
 79/262 [========>.....................] - ETA: 0s - loss: 2.0289e-05
119/262 [============>.................] - ETA: 0s - loss: 2.0288e-05
158/262 [=================>............] - ETA: 0s - loss: 2.0826e-05
197/262 [=====================>........] - ETA: 0s - loss: 2.4038e-05
235/262 [=========================>....] - ETA: 0s - loss: 2.3344e-05
262/262 [==============================] - 0s 1ms/step - loss: 2.4059e-05
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 3.1483e-05
 40/262 [===>..........................] - ETA: 0s - loss: 1.9699e-05
 75/262 [=======>......................] - ETA: 0s - loss: 2.0256e-05
109/262 [===========>..................] - ETA: 0s - loss: 1.9137e-05
148/262 [===============>..............] - ETA: 0s - loss: 2.1651e-05
185/262 [====================>.........] - ETA: 0s - loss: 2.1995e-05
224/262 [========================>.....] - ETA: 0s - loss: 2.0393e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.9850e-05
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 3.3721e-05
 40/262 [===>..........................] - ETA: 0s - loss: 1.3607e-05
 79/262 [========>.....................] - ETA: 0s - loss: 1.4142e-05
119/262 [============>.................] - ETA: 0s - loss: 1.4462e-05
157/262 [================>.............] - ETA: 0s - loss: 1.6922e-05
194/262 [=====================>........] - ETA: 0s - loss: 1.6906e-05
229/262 [=========================>....] - ETA: 0s - loss: 1.6383e-05
262/262 [==============================] - 0s 1ms/step - loss: 1.6893e-05
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 651, 3
KNN fn, tp: 0, 10
KNN f1 score: 0.870
KNN cohens kappa score: 0.867


------ Step 5/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2574 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 46s - loss: 8.1322
 41/262 [===>..........................] - ETA: 0s - loss: 13.8877
 81/262 [========>.....................] - ETA: 0s - loss: 7.7341 
119/262 [============>.................] - ETA: 0s - loss: 5.3608
158/262 [=================>............] - ETA: 0s - loss: 4.0411
199/262 [=====================>........] - ETA: 0s - loss: 3.2089
237/262 [==========================>...] - ETA: 0s - loss: 2.6947
262/262 [==============================] - 1s 1ms/step - loss: 2.4442
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 0.0034
 40/262 [===>..........................] - ETA: 0s - loss: 0.0020
 78/262 [=======>......................] - ETA: 0s - loss: 0.0019
118/262 [============>.................] - ETA: 0s - loss: 0.0017
156/262 [================>.............] - ETA: 0s - loss: 0.0016
196/262 [=====================>........] - ETA: 0s - loss: 0.0014
226/262 [========================>.....] - ETA: 0s - loss: 0.0023
262/262 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 0.0025
 38/262 [===>..........................] - ETA: 0s - loss: 0.0041
 76/262 [=======>......................] - ETA: 0s - loss: 0.0024
112/262 [===========>..................] - ETA: 0s - loss: 0.0021
149/262 [================>.............] - ETA: 0s - loss: 0.0019
182/262 [===================>..........] - ETA: 0s - loss: 0.0016
217/262 [=======================>......] - ETA: 0s - loss: 0.0015
256/262 [============================>.] - ETA: 0s - loss: 0.0014
262/262 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 0.0020
 40/262 [===>..........................] - ETA: 0s - loss: 9.0815e-04
 74/262 [=======>......................] - ETA: 0s - loss: 8.1365e-04
106/262 [===========>..................] - ETA: 0s - loss: 7.5936e-04
140/262 [===============>..............] - ETA: 0s - loss: 7.6028e-04
178/262 [===================>..........] - ETA: 0s - loss: 0.0010    
219/262 [========================>.....] - ETA: 0s - loss: 9.6303e-04
258/262 [============================>.] - ETA: 0s - loss: 9.3957e-04
262/262 [==============================] - 0s 1ms/step - loss: 9.3495e-04
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 1.6783e-05
 40/262 [===>..........................] - ETA: 0s - loss: 7.8100e-04
 79/262 [========>.....................] - ETA: 0s - loss: 7.1197e-04
118/262 [============>.................] - ETA: 0s - loss: 6.3024e-04
152/262 [================>.............] - ETA: 0s - loss: 6.2656e-04
191/262 [====================>.........] - ETA: 0s - loss: 6.3848e-04
230/262 [=========================>....] - ETA: 0s - loss: 6.1521e-04
262/262 [==============================] - 0s 1ms/step - loss: 6.9409e-04
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 0.0015
 39/262 [===>..........................] - ETA: 0s - loss: 4.9515e-04
 80/262 [========>.....................] - ETA: 0s - loss: 6.3148e-04
118/262 [============>.................] - ETA: 0s - loss: 5.3784e-04
156/262 [================>.............] - ETA: 0s - loss: 5.5513e-04
196/262 [=====================>........] - ETA: 0s - loss: 5.4985e-04
236/262 [==========================>...] - ETA: 0s - loss: 5.4650e-04
262/262 [==============================] - 0s 1ms/step - loss: 5.5636e-04
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 6.4887e-05
 41/262 [===>..........................] - ETA: 0s - loss: 3.8786e-04
 81/262 [========>.....................] - ETA: 0s - loss: 3.9451e-04
121/262 [============>.................] - ETA: 0s - loss: 4.1841e-04
161/262 [=================>............] - ETA: 0s - loss: 4.3057e-04
200/262 [=====================>........] - ETA: 0s - loss: 4.3935e-04
240/262 [==========================>...] - ETA: 0s - loss: 4.2096e-04
262/262 [==============================] - 0s 1ms/step - loss: 4.5504e-04
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 1.8229e-04
 40/262 [===>..........................] - ETA: 0s - loss: 3.4286e-04
 81/262 [========>.....................] - ETA: 0s - loss: 3.7410e-04
120/262 [============>.................] - ETA: 0s - loss: 4.0514e-04
160/262 [=================>............] - ETA: 0s - loss: 3.8156e-04
200/262 [=====================>........] - ETA: 0s - loss: 4.0645e-04
239/262 [==========================>...] - ETA: 0s - loss: 3.8164e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.7875e-04
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 1.5654e-05
 39/262 [===>..........................] - ETA: 0s - loss: 3.2812e-04
 79/262 [========>.....................] - ETA: 0s - loss: 3.2528e-04
118/262 [============>.................] - ETA: 0s - loss: 3.0993e-04
157/262 [================>.............] - ETA: 0s - loss: 2.8985e-04
190/262 [====================>.........] - ETA: 0s - loss: 3.1568e-04
220/262 [========================>.....] - ETA: 0s - loss: 3.2705e-04
253/262 [===========================>..] - ETA: 0s - loss: 3.2248e-04
262/262 [==============================] - 0s 1ms/step - loss: 3.1641e-04
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 1.0583e-04
 40/262 [===>..........................] - ETA: 0s - loss: 2.5924e-04
 81/262 [========>.....................] - ETA: 0s - loss: 3.1821e-04
121/262 [============>.................] - ETA: 0s - loss: 3.1760e-04
161/262 [=================>............] - ETA: 0s - loss: 3.0159e-04
201/262 [======================>.......] - ETA: 0s - loss: 2.7290e-04
242/262 [==========================>...] - ETA: 0s - loss: 2.6762e-04
262/262 [==============================] - 0s 1ms/step - loss: 2.6666e-04
-> test with GAN.predict
GAN tn, fp: 654, 0
GAN fn, tp: 0, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 654, 0
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 654, 0
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 654, 0
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 5/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2576 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/262 [..............................] - ETA: 47s - loss: 6.3327e-05
 40/262 [===>..........................] - ETA: 0s - loss: 2.3346     
 80/262 [========>.....................] - ETA: 0s - loss: 1.1696
116/262 [============>.................] - ETA: 0s - loss: 0.8080
149/262 [================>.............] - ETA: 0s - loss: 0.6296
183/262 [===================>..........] - ETA: 0s - loss: 0.5130
221/262 [========================>.....] - ETA: 0s - loss: 0.4253
257/262 [============================>.] - ETA: 0s - loss: 0.3661
262/262 [==============================] - 1s 1ms/step - loss: 0.3598
Epoch 2/10

  1/262 [..............................] - ETA: 0s - loss: 3.1373e-04
 39/262 [===>..........................] - ETA: 0s - loss: 0.0018    
 74/262 [=======>......................] - ETA: 0s - loss: 0.0018
111/262 [===========>..................] - ETA: 0s - loss: 0.0017
150/262 [================>.............] - ETA: 0s - loss: 0.0023
189/262 [====================>.........] - ETA: 0s - loss: 0.0022
229/262 [=========================>....] - ETA: 0s - loss: 0.0022
262/262 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 3/10

  1/262 [..............................] - ETA: 0s - loss: 0.0023
 38/262 [===>..........................] - ETA: 0s - loss: 0.0027
 77/262 [=======>......................] - ETA: 0s - loss: 0.0022
114/262 [============>.................] - ETA: 0s - loss: 0.0021
151/262 [================>.............] - ETA: 0s - loss: 0.0022
188/262 [====================>.........] - ETA: 0s - loss: 0.0020
226/262 [========================>.....] - ETA: 0s - loss: 0.0019
262/262 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 4/10

  1/262 [..............................] - ETA: 0s - loss: 3.5647e-04
 40/262 [===>..........................] - ETA: 0s - loss: 0.0015    
 79/262 [========>.....................] - ETA: 0s - loss: 0.0016
116/262 [============>.................] - ETA: 0s - loss: 0.0014
154/262 [================>.............] - ETA: 0s - loss: 0.0013
193/262 [=====================>........] - ETA: 0s - loss: 0.0011
231/262 [=========================>....] - ETA: 0s - loss: 0.0013
262/262 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 5/10

  1/262 [..............................] - ETA: 0s - loss: 5.4776e-04
 39/262 [===>..........................] - ETA: 0s - loss: 0.0033    
 78/262 [=======>......................] - ETA: 0s - loss: 0.0027
117/262 [============>.................] - ETA: 0s - loss: 0.0021
156/262 [================>.............] - ETA: 0s - loss: 0.0018
194/262 [=====================>........] - ETA: 0s - loss: 0.0016
231/262 [=========================>....] - ETA: 0s - loss: 0.0014
262/262 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 6/10

  1/262 [..............................] - ETA: 0s - loss: 1.1378e-04
 41/262 [===>..........................] - ETA: 0s - loss: 8.1154e-04
 78/262 [=======>......................] - ETA: 0s - loss: 8.4160e-04
117/262 [============>.................] - ETA: 0s - loss: 0.0010    
156/262 [================>.............] - ETA: 0s - loss: 9.5843e-04
195/262 [=====================>........] - ETA: 0s - loss: 9.1636e-04
233/262 [=========================>....] - ETA: 0s - loss: 0.0012    
262/262 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 7/10

  1/262 [..............................] - ETA: 0s - loss: 1.1121e-04
 38/262 [===>..........................] - ETA: 0s - loss: 0.0018    
 75/262 [=======>......................] - ETA: 0s - loss: 0.0015
113/262 [===========>..................] - ETA: 0s - loss: 0.0013
151/262 [================>.............] - ETA: 0s - loss: 0.0015
184/262 [====================>.........] - ETA: 0s - loss: 0.0014
217/262 [=======================>......] - ETA: 0s - loss: 0.0012
252/262 [===========================>..] - ETA: 0s - loss: 0.0012
262/262 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 8/10

  1/262 [..............................] - ETA: 0s - loss: 6.0834e-05
 33/262 [==>...........................] - ETA: 0s - loss: 6.9586e-04
 64/262 [======>.......................] - ETA: 0s - loss: 0.0013    
 95/262 [=========>....................] - ETA: 0s - loss: 0.0011
128/262 [=============>................] - ETA: 0s - loss: 0.0013
163/262 [=================>............] - ETA: 0s - loss: 0.0012
202/262 [======================>.......] - ETA: 0s - loss: 0.0012
239/262 [==========================>...] - ETA: 0s - loss: 9.8820e-04
262/262 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 9/10

  1/262 [..............................] - ETA: 0s - loss: 2.3257e-05
 38/262 [===>..........................] - ETA: 0s - loss: 6.1601e-05
 77/262 [=======>......................] - ETA: 0s - loss: 7.8591e-04
117/262 [============>.................] - ETA: 0s - loss: 0.0012    
155/262 [================>.............] - ETA: 0s - loss: 0.0011
194/262 [=====================>........] - ETA: 0s - loss: 9.2565e-04
232/262 [=========================>....] - ETA: 0s - loss: 0.0010    
262/262 [==============================] - 0s 1ms/step - loss: 9.7804e-04
Epoch 10/10

  1/262 [..............................] - ETA: 0s - loss: 2.6985e-05
 39/262 [===>..........................] - ETA: 0s - loss: 5.0697e-04
 75/262 [=======>......................] - ETA: 0s - loss: 7.5622e-04
114/262 [============>.................] - ETA: 0s - loss: 5.2394e-04
152/262 [================>.............] - ETA: 0s - loss: 7.4950e-04
187/262 [====================>.........] - ETA: 0s - loss: 7.9898e-04
219/262 [========================>.....] - ETA: 0s - loss: 8.4573e-04
256/262 [============================>.] - ETA: 0s - loss: 9.2623e-04
262/262 [==============================] - 0s 1ms/step - loss: 9.0725e-04
-> test with GAN.predict
GAN tn, fp: 651, 0
GAN fn, tp: 0, 9
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 651, 0
LR fn, tp: 0, 9
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 651, 0
RF fn, tp: 0, 9
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 651, 0
GB fn, tp: 0, 9
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 650, 1
KNN fn, tp: 0, 9
KNN f1 score: 0.947
KNN cohens kappa score: 0.947

### Exercise is done.

-----[ LR ]-----
maximum:
LR tn, fp: 654, 3
LR fn, tp: 0, 10
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000


average:
LR tn, fp: 653.16, 0.24
LR fn, tp: 0.0, 9.8
LR f1 score: 0.989
LR cohens kappa score: 0.989
LR average precision score: 0.989


minimum:
LR tn, fp: 651, 0
LR fn, tp: 0, 9
LR f1 score: 0.870
LR cohens kappa score: 0.867
LR average precision score: 0.734


-----[ RF ]-----
maximum:
RF tn, fp: 654, 0
RF fn, tp: 0, 10
RF f1 score: 1.000
RF cohens kappa score: 1.000


average:
RF tn, fp: 653.4, 0.0
RF fn, tp: 0.0, 9.8
RF f1 score: 1.000
RF cohens kappa score: 1.000


minimum:
RF tn, fp: 651, 0
RF fn, tp: 0, 9
RF f1 score: 1.000
RF cohens kappa score: 1.000


-----[ GB ]-----
maximum:
GB tn, fp: 654, 2
GB fn, tp: 0, 10
GB f1 score: 1.000
GB cohens kappa score: 1.000


average:
GB tn, fp: 653.28, 0.12
GB fn, tp: 0.0, 9.8
GB f1 score: 0.994
GB cohens kappa score: 0.994


minimum:
GB tn, fp: 650, 0
GB fn, tp: 0, 9
GB f1 score: 0.909
GB cohens kappa score: 0.908


-----[ KNN ]-----
maximum:
KNN tn, fp: 654, 3
KNN fn, tp: 0, 10
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


average:
KNN tn, fp: 652.56, 0.84
KNN fn, tp: 0.0, 9.8
KNN f1 score: 0.960
KNN cohens kappa score: 0.960


minimum:
KNN tn, fp: 649, 0
KNN fn, tp: 0, 9
KNN f1 score: 0.870
KNN cohens kappa score: 0.867


-----[ GAN ]-----
maximum:
GAN tn, fp: 654, 1
GAN fn, tp: 1, 10
GAN f1 score: 1.000
GAN cohens kappa score: 1.000


average:
GAN tn, fp: 653.32, 0.08
GAN fn, tp: 0.04, 9.76
GAN f1 score: 0.994
GAN cohens kappa score: 0.994


minimum:
GAN tn, fp: 651, 0
GAN fn, tp: 0, 9
GAN f1 score: 0.947
GAN cohens kappa score: 0.947