ConvGeNBenchmarkResults/data_result/convGAN-majority-full/folding_hypothyroid.log

///////////////////////////////////////////
// Running convGAN-majority-full on folding_hypothyroid
///////////////////////////////////////////

Load 'data_input/folding_hypothyroid'
from pickle file
non empty cut in data_input/folding_hypothyroid! (1 points)
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 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 39s - loss: 4.2982e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0047     
 80/241 [========>.....................] - ETA: 0s - loss: 0.0033
118/241 [=============>................] - ETA: 0s - loss: 0.0050
156/241 [==================>...........] - ETA: 0s - loss: 0.0055
196/241 [=======================>......] - ETA: 0s - loss: 0.0057
233/241 [============================>.] - ETA: 0s - loss: 0.0053
241/241 [==============================] - 0s 1ms/step - loss: 0.0051
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 1.0397e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0026    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0028
119/241 [=============>................] - ETA: 0s - loss: 0.0044
156/241 [==================>...........] - ETA: 0s - loss: 0.0040
192/241 [======================>.......] - ETA: 0s - loss: 0.0044
229/241 [===========================>..] - ETA: 0s - loss: 0.0067
241/241 [==============================] - 0s 1ms/step - loss: 0.0077
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0013
 38/241 [===>..........................] - ETA: 0s - loss: 0.0100
 76/241 [========>.....................] - ETA: 0s - loss: 0.0089
115/241 [=============>................] - ETA: 0s - loss: 0.0090
154/241 [==================>...........] - ETA: 0s - loss: 0.0074
190/241 [======================>.......] - ETA: 0s - loss: 0.0071
230/241 [===========================>..] - ETA: 0s - loss: 0.0081
241/241 [==============================] - 0s 1ms/step - loss: 0.0080
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 3.0085e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0050    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0047
117/241 [=============>................] - ETA: 0s - loss: 0.0056
157/241 [==================>...........] - ETA: 0s - loss: 0.0047
195/241 [=======================>......] - ETA: 0s - loss: 0.0055
233/241 [============================>.] - ETA: 0s - loss: 0.0049
241/241 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 2.0915e-04
 38/241 [===>..........................] - ETA: 0s - loss: 0.0032    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0029
114/241 [=============>................] - ETA: 0s - loss: 0.0042
153/241 [==================>...........] - ETA: 0s - loss: 0.0040
192/241 [======================>.......] - ETA: 0s - loss: 0.0037
232/241 [===========================>..] - ETA: 0s - loss: 0.0079
241/241 [==============================] - 0s 1ms/step - loss: 0.0078
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 6.3741e-06
 41/241 [====>.........................] - ETA: 0s - loss: 0.0074    
 77/241 [========>.....................] - ETA: 0s - loss: 0.0066
115/241 [=============>................] - ETA: 0s - loss: 0.0055
155/241 [==================>...........] - ETA: 0s - loss: 0.0068
195/241 [=======================>......] - ETA: 0s - loss: 0.0067
229/241 [===========================>..] - ETA: 0s - loss: 0.0062
241/241 [==============================] - 0s 1ms/step - loss: 0.0064
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 1.9336e-04
 31/241 [==>...........................] - ETA: 0s - loss: 0.0168    
 63/241 [======>.......................] - ETA: 0s - loss: 0.0118
104/241 [===========>..................] - ETA: 0s - loss: 0.0079
141/241 [================>.............] - ETA: 0s - loss: 0.0066
178/241 [=====================>........] - ETA: 0s - loss: 0.0060
216/241 [=========================>....] - ETA: 0s - loss: 0.0063
241/241 [==============================] - 0s 1ms/step - loss: 0.0065
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 2.6671e-04
 38/241 [===>..........................] - ETA: 0s - loss: 0.0011    
 75/241 [========>.....................] - ETA: 0s - loss: 0.0045
115/241 [=============>................] - ETA: 0s - loss: 0.0055
154/241 [==================>...........] - ETA: 0s - loss: 0.0047
194/241 [=======================>......] - ETA: 0s - loss: 0.0051
233/241 [============================>.] - ETA: 0s - loss: 0.0060
241/241 [==============================] - 0s 1ms/step - loss: 0.0059
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 9.2568e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0060    
 77/241 [========>.....................] - ETA: 0s - loss: 0.0039
114/241 [=============>................] - ETA: 0s - loss: 0.0040
153/241 [==================>...........] - ETA: 0s - loss: 0.0034
192/241 [======================>.......] - ETA: 0s - loss: 0.0045
230/241 [===========================>..] - ETA: 0s - loss: 0.0054
241/241 [==============================] - 0s 1ms/step - loss: 0.0057
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 5.4561e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0037    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0091
118/241 [=============>................] - ETA: 0s - loss: 0.0080
157/241 [==================>...........] - ETA: 0s - loss: 0.0076
195/241 [=======================>......] - ETA: 0s - loss: 0.0064
234/241 [============================>.] - ETA: 0s - loss: 0.0056
241/241 [==============================] - 0s 1ms/step - loss: 0.0059
-> test with GAN.predict
GAN tn, fp: 595, 8
GAN fn, tp: 9, 22
GAN f1 score: 0.721
GAN cohens kappa score: 0.707

-> test with 'LR'
LR tn, fp: 533, 70
LR fn, tp: 5, 26
LR f1 score: 0.409
LR cohens kappa score: 0.362
LR average precision score: 0.443

-> test with 'RF'
RF tn, fp: 598, 5
RF fn, tp: 6, 25
RF f1 score: 0.820
RF cohens kappa score: 0.811

-> test with 'GB'
GB tn, fp: 595, 8
GB fn, tp: 5, 26
GB f1 score: 0.800
GB cohens kappa score: 0.789

-> test with 'KNN'
KNN tn, fp: 582, 21
KNN fn, tp: 6, 25
KNN f1 score: 0.649
KNN cohens kappa score: 0.628


------ Step 1/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 38s - loss: 1.2537e-04
 35/241 [===>..........................] - ETA: 0s - loss: 0.0119     
 74/241 [========>.....................] - ETA: 0s - loss: 0.0075
110/241 [============>.................] - ETA: 0s - loss: 0.0064
146/241 [=================>............] - ETA: 0s - loss: 0.0077
180/241 [=====================>........] - ETA: 0s - loss: 0.0111
214/241 [=========================>....] - ETA: 0s - loss: 0.0127
241/241 [==============================] - 1s 1ms/step - loss: 0.0121
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 5.5394e-05
 38/241 [===>..........................] - ETA: 0s - loss: 0.0133    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0086
117/241 [=============>................] - ETA: 0s - loss: 0.0077
154/241 [==================>...........] - ETA: 0s - loss: 0.0076
193/241 [=======================>......] - ETA: 0s - loss: 0.0072
233/241 [============================>.] - ETA: 0s - loss: 0.0068
241/241 [==============================] - 0s 1ms/step - loss: 0.0070
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0056
 39/241 [===>..........................] - ETA: 0s - loss: 0.0070
 73/241 [========>.....................] - ETA: 0s - loss: 0.0067
106/241 [============>.................] - ETA: 0s - loss: 0.0055
141/241 [================>.............] - ETA: 0s - loss: 0.0061
175/241 [====================>.........] - ETA: 0s - loss: 0.0056
212/241 [=========================>....] - ETA: 0s - loss: 0.0060
241/241 [==============================] - 0s 1ms/step - loss: 0.0059
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 8.3413e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0038    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0046
118/241 [=============>................] - ETA: 0s - loss: 0.0043
157/241 [==================>...........] - ETA: 0s - loss: 0.0042
197/241 [=======================>......] - ETA: 0s - loss: 0.0051
236/241 [============================>.] - ETA: 0s - loss: 0.0047
241/241 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 4.8096e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0051    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0039
118/241 [=============>................] - ETA: 0s - loss: 0.0032
157/241 [==================>...........] - ETA: 0s - loss: 0.0039
195/241 [=======================>......] - ETA: 0s - loss: 0.0034
234/241 [============================>.] - ETA: 0s - loss: 0.0035
241/241 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 2.6989e-04
 37/241 [===>..........................] - ETA: 0s - loss: 0.0022    
 75/241 [========>.....................] - ETA: 0s - loss: 0.0026
112/241 [============>.................] - ETA: 0s - loss: 0.0036
150/241 [=================>............] - ETA: 0s - loss: 0.0032
189/241 [======================>.......] - ETA: 0s - loss: 0.0032
227/241 [===========================>..] - ETA: 0s - loss: 0.0029
241/241 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 1.5875e-04
 37/241 [===>..........................] - ETA: 0s - loss: 0.0026    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0028
116/241 [=============>................] - ETA: 0s - loss: 0.0067
155/241 [==================>...........] - ETA: 0s - loss: 0.0092
191/241 [======================>.......] - ETA: 0s - loss: 0.0128
230/241 [===========================>..] - ETA: 0s - loss: 0.0115
241/241 [==============================] - 0s 1ms/step - loss: 0.0112
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 6.1578e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0133    
 74/241 [========>.....................] - ETA: 0s - loss: 0.0201
109/241 [============>.................] - ETA: 0s - loss: 0.0209
144/241 [================>.............] - ETA: 0s - loss: 0.0168
183/241 [=====================>........] - ETA: 0s - loss: 0.0161
219/241 [==========================>...] - ETA: 0s - loss: 0.0143
241/241 [==============================] - 0s 1ms/step - loss: 0.0131
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 8.7841e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0083    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0081
120/241 [=============>................] - ETA: 0s - loss: 0.0072
156/241 [==================>...........] - ETA: 0s - loss: 0.0062
196/241 [=======================>......] - ETA: 0s - loss: 0.0056
235/241 [============================>.] - ETA: 0s - loss: 0.0054
241/241 [==============================] - 0s 1ms/step - loss: 0.0053
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0012
 40/241 [===>..........................] - ETA: 0s - loss: 0.0022
 79/241 [========>.....................] - ETA: 0s - loss: 0.0024
116/241 [=============>................] - ETA: 0s - loss: 0.0029
153/241 [==================>...........] - ETA: 0s - loss: 0.0036
189/241 [======================>.......] - ETA: 0s - loss: 0.0034
226/241 [===========================>..] - ETA: 0s - loss: 0.0048
241/241 [==============================] - 0s 1ms/step - loss: 0.0046
-> test with GAN.predict
GAN tn, fp: 591, 12
GAN fn, tp: 9, 22
GAN f1 score: 0.677
GAN cohens kappa score: 0.660

-> test with 'LR'
LR tn, fp: 514, 89
LR fn, tp: 3, 28
LR f1 score: 0.378
LR cohens kappa score: 0.326
LR average precision score: 0.456

-> test with 'RF'
RF tn, fp: 594, 9
RF fn, tp: 4, 27
RF f1 score: 0.806
RF cohens kappa score: 0.795

-> test with 'GB'
GB tn, fp: 592, 11
GB fn, tp: 4, 27
GB f1 score: 0.783
GB cohens kappa score: 0.770

-> test with 'KNN'
KNN tn, fp: 571, 32
KNN fn, tp: 6, 25
KNN f1 score: 0.568
KNN cohens kappa score: 0.539


------ Step 1/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 48s - loss: 0.0409
 41/241 [====>.........................] - ETA: 0s - loss: 0.0116 
 78/241 [========>.....................] - ETA: 0s - loss: 0.0103
113/241 [=============>................] - ETA: 0s - loss: 0.0084
153/241 [==================>...........] - ETA: 0s - loss: 0.0135
191/241 [======================>.......] - ETA: 0s - loss: 0.0137
228/241 [===========================>..] - ETA: 0s - loss: 0.0147
241/241 [==============================] - 1s 1ms/step - loss: 0.0142
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0028
 39/241 [===>..........................] - ETA: 0s - loss: 0.0099
 79/241 [========>.....................] - ETA: 0s - loss: 0.0136
118/241 [=============>................] - ETA: 0s - loss: 0.0117
156/241 [==================>...........] - ETA: 0s - loss: 0.0109
193/241 [=======================>......] - ETA: 0s - loss: 0.0105
229/241 [===========================>..] - ETA: 0s - loss: 0.0099
241/241 [==============================] - 0s 1ms/step - loss: 0.0098
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0013
 32/241 [==>...........................] - ETA: 0s - loss: 0.0027
 63/241 [======>.......................] - ETA: 0s - loss: 0.0028
 97/241 [===========>..................] - ETA: 0s - loss: 0.0024
136/241 [===============>..............] - ETA: 0s - loss: 0.0030
175/241 [====================>.........] - ETA: 0s - loss: 0.0044
213/241 [=========================>....] - ETA: 0s - loss: 0.0053
241/241 [==============================] - 0s 1ms/step - loss: 0.0068
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 3.6515e-05
 39/241 [===>..........................] - ETA: 0s - loss: 0.0118    
 75/241 [========>.....................] - ETA: 0s - loss: 0.0127
115/241 [=============>................] - ETA: 0s - loss: 0.0136
153/241 [==================>...........] - ETA: 0s - loss: 0.0143
192/241 [======================>.......] - ETA: 0s - loss: 0.0146
231/241 [===========================>..] - ETA: 0s - loss: 0.0131
241/241 [==============================] - 0s 1ms/step - loss: 0.0126
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 2.7308e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0174    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0167
115/241 [=============>................] - ETA: 0s - loss: 0.0221
148/241 [=================>............] - ETA: 0s - loss: 0.0198
184/241 [=====================>........] - ETA: 0s - loss: 0.0170
219/241 [==========================>...] - ETA: 0s - loss: 0.0159
241/241 [==============================] - 0s 1ms/step - loss: 0.0154
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0239
 40/241 [===>..........................] - ETA: 0s - loss: 0.0112
 79/241 [========>.....................] - ETA: 0s - loss: 0.0086
117/241 [=============>................] - ETA: 0s - loss: 0.0094
156/241 [==================>...........] - ETA: 0s - loss: 0.0077
190/241 [======================>.......] - ETA: 0s - loss: 0.0072
228/241 [===========================>..] - ETA: 0s - loss: 0.0079
241/241 [==============================] - 0s 1ms/step - loss: 0.0076
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 1.9669e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0144    
 77/241 [========>.....................] - ETA: 0s - loss: 0.0102
112/241 [============>.................] - ETA: 0s - loss: 0.0100
149/241 [=================>............] - ETA: 0s - loss: 0.0093
185/241 [======================>.......] - ETA: 0s - loss: 0.0098
224/241 [==========================>...] - ETA: 0s - loss: 0.0096
241/241 [==============================] - 0s 1ms/step - loss: 0.0093
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 2.7943e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0105    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0110
109/241 [============>.................] - ETA: 0s - loss: 0.0094
147/241 [=================>............] - ETA: 0s - loss: 0.0075
182/241 [=====================>........] - ETA: 0s - loss: 0.0064
218/241 [==========================>...] - ETA: 0s - loss: 0.0081
241/241 [==============================] - 0s 1ms/step - loss: 0.0085
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0723
 39/241 [===>..........................] - ETA: 0s - loss: 0.0136
 79/241 [========>.....................] - ETA: 0s - loss: 0.0099
114/241 [=============>................] - ETA: 0s - loss: 0.0092
143/241 [================>.............] - ETA: 0s - loss: 0.0076
174/241 [====================>.........] - ETA: 0s - loss: 0.0069
207/241 [========================>.....] - ETA: 0s - loss: 0.0086
241/241 [==============================] - 0s 1ms/step - loss: 0.0089
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 1.4794e-05
 39/241 [===>..........................] - ETA: 0s - loss: 0.0106    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0095
115/241 [=============>................] - ETA: 0s - loss: 0.0092
154/241 [==================>...........] - ETA: 0s - loss: 0.0092
194/241 [=======================>......] - ETA: 0s - loss: 0.0093
232/241 [===========================>..] - ETA: 0s - loss: 0.0092
241/241 [==============================] - 0s 1ms/step - loss: 0.0090
-> test with GAN.predict
GAN tn, fp: 595, 8
GAN fn, tp: 11, 20
GAN f1 score: 0.678
GAN cohens kappa score: 0.662

-> test with 'LR'
LR tn, fp: 516, 87
LR fn, tp: 7, 24
LR f1 score: 0.338
LR cohens kappa score: 0.283
LR average precision score: 0.331

-> test with 'RF'
RF tn, fp: 599, 4
RF fn, tp: 6, 25
RF f1 score: 0.833
RF cohens kappa score: 0.825

-> test with 'GB'
GB tn, fp: 590, 13
GB fn, tp: 2, 29
GB f1 score: 0.795
GB cohens kappa score: 0.782

-> test with 'KNN'
KNN tn, fp: 580, 23
KNN fn, tp: 6, 25
KNN f1 score: 0.633
KNN cohens kappa score: 0.610


------ Step 1/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 39s - loss: 3.4072e-04
 34/241 [===>..........................] - ETA: 0s - loss: 0.0045     
 66/241 [=======>......................] - ETA: 0s - loss: 0.0058
103/241 [===========>..................] - ETA: 0s - loss: 0.0049
141/241 [================>.............] - ETA: 0s - loss: 0.0040
179/241 [=====================>........] - ETA: 0s - loss: 0.0039
218/241 [==========================>...] - ETA: 0s - loss: 0.0038
241/241 [==============================] - 1s 1ms/step - loss: 0.0042
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 1.4938e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0088    
 81/241 [=========>....................] - ETA: 0s - loss: 0.0063
120/241 [=============>................] - ETA: 0s - loss: 0.0058
160/241 [==================>...........] - ETA: 0s - loss: 0.0078
199/241 [=======================>......] - ETA: 0s - loss: 0.0080
238/241 [============================>.] - ETA: 0s - loss: 0.0078
241/241 [==============================] - 0s 1ms/step - loss: 0.0079
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 8.2057e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0110    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0072
116/241 [=============>................] - ETA: 0s - loss: 0.0058
154/241 [==================>...........] - ETA: 0s - loss: 0.0046
193/241 [=======================>......] - ETA: 0s - loss: 0.0040
231/241 [===========================>..] - ETA: 0s - loss: 0.0043
241/241 [==============================] - 0s 1ms/step - loss: 0.0043
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 2.4716e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0075    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0053
119/241 [=============>................] - ETA: 0s - loss: 0.0048
157/241 [==================>...........] - ETA: 0s - loss: 0.0041
189/241 [======================>.......] - ETA: 0s - loss: 0.0036
227/241 [===========================>..] - ETA: 0s - loss: 0.0033
241/241 [==============================] - 0s 1ms/step - loss: 0.0037
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 2.3250e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0054    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0080
120/241 [=============>................] - ETA: 0s - loss: 0.0099
159/241 [==================>...........] - ETA: 0s - loss: 0.0098
197/241 [=======================>......] - ETA: 0s - loss: 0.0091
236/241 [============================>.] - ETA: 0s - loss: 0.0088
241/241 [==============================] - 0s 1ms/step - loss: 0.0087
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 9.8257e-04
 38/241 [===>..........................] - ETA: 0s - loss: 0.0094    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0071
116/241 [=============>................] - ETA: 0s - loss: 0.0053
155/241 [==================>...........] - ETA: 0s - loss: 0.0054
194/241 [=======================>......] - ETA: 0s - loss: 0.0048
231/241 [===========================>..] - ETA: 0s - loss: 0.0045
241/241 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0012
 41/241 [====>.........................] - ETA: 0s - loss: 0.0020
 76/241 [========>.....................] - ETA: 0s - loss: 0.0036
116/241 [=============>................] - ETA: 0s - loss: 0.0043
150/241 [=================>............] - ETA: 0s - loss: 0.0038
182/241 [=====================>........] - ETA: 0s - loss: 0.0038
216/241 [=========================>....] - ETA: 0s - loss: 0.0035
241/241 [==============================] - 0s 1ms/step - loss: 0.0032
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 7.1901e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0047    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0053
119/241 [=============>................] - ETA: 0s - loss: 0.0063
159/241 [==================>...........] - ETA: 0s - loss: 0.0059
198/241 [=======================>......] - ETA: 0s - loss: 0.0057
236/241 [============================>.] - ETA: 0s - loss: 0.0059
241/241 [==============================] - 0s 1ms/step - loss: 0.0058
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 4.9113e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0016    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0025
119/241 [=============>................] - ETA: 0s - loss: 0.0026
157/241 [==================>...........] - ETA: 0s - loss: 0.0034
196/241 [=======================>......] - ETA: 0s - loss: 0.0043
235/241 [============================>.] - ETA: 0s - loss: 0.0045
241/241 [==============================] - 0s 1ms/step - loss: 0.0060
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0015
 41/241 [====>.........................] - ETA: 0s - loss: 0.0050
 80/241 [========>.....................] - ETA: 0s - loss: 0.0074
118/241 [=============>................] - ETA: 0s - loss: 0.0054
157/241 [==================>...........] - ETA: 0s - loss: 0.0044
195/241 [=======================>......] - ETA: 0s - loss: 0.0061
233/241 [============================>.] - ETA: 0s - loss: 0.0112
241/241 [==============================] - 0s 1ms/step - loss: 0.0112
-> test with GAN.predict
GAN tn, fp: 597, 6
GAN fn, tp: 9, 22
GAN f1 score: 0.746
GAN cohens kappa score: 0.733

-> test with 'LR'
LR tn, fp: 508, 95
LR fn, tp: 4, 27
LR f1 score: 0.353
LR cohens kappa score: 0.298
LR average precision score: 0.398

-> test with 'RF'
RF tn, fp: 600, 3
RF fn, tp: 12, 19
RF f1 score: 0.717
RF cohens kappa score: 0.705

-> test with 'GB'
GB tn, fp: 596, 7
GB fn, tp: 7, 24
GB f1 score: 0.774
GB cohens kappa score: 0.763

-> test with 'KNN'
KNN tn, fp: 578, 25
KNN fn, tp: 11, 20
KNN f1 score: 0.526
KNN cohens kappa score: 0.497


------ Step 1/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2288 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/242 [..............................] - ETA: 1:51 - loss: 0.1364
 10/242 [>.............................] - ETA: 1s - loss: 0.0178  
 22/242 [=>............................] - ETA: 1s - loss: 0.0083
 36/242 [===>..........................] - ETA: 0s - loss: 0.0108
 46/242 [====>.........................] - ETA: 0s - loss: 0.0086
 58/242 [======>.......................] - ETA: 0s - loss: 0.0086
 70/242 [=======>......................] - ETA: 0s - loss: 0.0096
 83/242 [=========>....................] - ETA: 0s - loss: 0.0083
 98/242 [===========>..................] - ETA: 0s - loss: 0.0106
113/242 [=============>................] - ETA: 0s - loss: 0.0095
126/242 [==============>...............] - ETA: 0s - loss: 0.0087
141/242 [================>.............] - ETA: 0s - loss: 0.0088
157/242 [==================>...........] - ETA: 0s - loss: 0.0085
175/242 [====================>.........] - ETA: 0s - loss: 0.0077
196/242 [=======================>......] - ETA: 0s - loss: 0.0071
218/242 [==========================>...] - ETA: 0s - loss: 0.0071
235/242 [============================>.] - ETA: 0s - loss: 0.0072
242/242 [==============================] - 1s 4ms/step - loss: 0.0071
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 0.0017
 21/242 [=>............................] - ETA: 0s - loss: 9.1124e-04
 35/242 [===>..........................] - ETA: 0s - loss: 0.0069    
 50/242 [=====>........................] - ETA: 0s - loss: 0.0061
 66/242 [=======>......................] - ETA: 0s - loss: 0.0064
 85/242 [=========>....................] - ETA: 0s - loss: 0.0056
105/242 [============>.................] - ETA: 0s - loss: 0.0065
125/242 [==============>...............] - ETA: 0s - loss: 0.0063
153/242 [=================>............] - ETA: 0s - loss: 0.0057
166/242 [===================>..........] - ETA: 0s - loss: 0.0055
181/242 [=====================>........] - ETA: 0s - loss: 0.0050
190/242 [======================>.......] - ETA: 0s - loss: 0.0049
201/242 [=======================>......] - ETA: 0s - loss: 0.0047
222/242 [==========================>...] - ETA: 0s - loss: 0.0044
240/242 [============================>.] - ETA: 0s - loss: 0.0071
242/242 [==============================] - 1s 3ms/step - loss: 0.0071
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 0.0047
 21/242 [=>............................] - ETA: 0s - loss: 0.0120
 40/242 [===>..........................] - ETA: 0s - loss: 0.0112
 55/242 [=====>........................] - ETA: 0s - loss: 0.0094
 74/242 [========>.....................] - ETA: 0s - loss: 0.0071
 97/242 [===========>..................] - ETA: 0s - loss: 0.0060
117/242 [=============>................] - ETA: 0s - loss: 0.0066
140/242 [================>.............] - ETA: 0s - loss: 0.0058
163/242 [===================>..........] - ETA: 0s - loss: 0.0054
188/242 [======================>.......] - ETA: 0s - loss: 0.0060
211/242 [=========================>....] - ETA: 0s - loss: 0.0060
233/242 [===========================>..] - ETA: 0s - loss: 0.0082
242/242 [==============================] - 1s 3ms/step - loss: 0.0080
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 9.0164e-04
 19/242 [=>............................] - ETA: 0s - loss: 0.0197    
 37/242 [===>..........................] - ETA: 0s - loss: 0.0123
 59/242 [======>.......................] - ETA: 0s - loss: 0.0117
 82/242 [=========>....................] - ETA: 0s - loss: 0.0105
106/242 [============>.................] - ETA: 0s - loss: 0.0113
128/242 [==============>...............] - ETA: 0s - loss: 0.0112
145/242 [================>.............] - ETA: 0s - loss: 0.0105
169/242 [===================>..........] - ETA: 0s - loss: 0.0094
192/242 [======================>.......] - ETA: 0s - loss: 0.0084
209/242 [========================>.....] - ETA: 0s - loss: 0.0079
231/242 [===========================>..] - ETA: 0s - loss: 0.0074
242/242 [==============================] - 1s 2ms/step - loss: 0.0075
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 2.3880e-04
 21/242 [=>............................] - ETA: 0s - loss: 0.0017    
 32/242 [==>...........................] - ETA: 0s - loss: 0.0015
 38/242 [===>..........................] - ETA: 0s - loss: 0.0018
 49/242 [=====>........................] - ETA: 0s - loss: 0.0016
 63/242 [======>.......................] - ETA: 0s - loss: 0.0022
 74/242 [========>.....................] - ETA: 0s - loss: 0.0019
 83/242 [=========>....................] - ETA: 0s - loss: 0.0025
 93/242 [==========>...................] - ETA: 0s - loss: 0.0029
109/242 [============>.................] - ETA: 0s - loss: 0.0028
123/242 [==============>...............] - ETA: 0s - loss: 0.0028
139/242 [================>.............] - ETA: 0s - loss: 0.0025
155/242 [==================>...........] - ETA: 0s - loss: 0.0030
171/242 [====================>.........] - ETA: 0s - loss: 0.0028
184/242 [=====================>........] - ETA: 0s - loss: 0.0027
193/242 [======================>.......] - ETA: 0s - loss: 0.0026
209/242 [========================>.....] - ETA: 0s - loss: 0.0027
225/242 [==========================>...] - ETA: 0s - loss: 0.0026
240/242 [============================>.] - ETA: 0s - loss: 0.0031
242/242 [==============================] - 1s 4ms/step - loss: 0.0031
Epoch 6/10

  1/242 [..............................] - ETA: 1s - loss: 1.5521e-04
 15/242 [>.............................] - ETA: 0s - loss: 0.0015    
 29/242 [==>...........................] - ETA: 0s - loss: 0.0011
 39/242 [===>..........................] - ETA: 0s - loss: 0.0010
 54/242 [=====>........................] - ETA: 0s - loss: 9.3718e-04
 69/242 [=======>......................] - ETA: 0s - loss: 0.0021    
 83/242 [=========>....................] - ETA: 0s - loss: 0.0018
 97/242 [===========>..................] - ETA: 0s - loss: 0.0017
112/242 [============>.................] - ETA: 0s - loss: 0.0022
128/242 [==============>...............] - ETA: 0s - loss: 0.0032
145/242 [================>.............] - ETA: 0s - loss: 0.0044
163/242 [===================>..........] - ETA: 0s - loss: 0.0040
177/242 [====================>.........] - ETA: 0s - loss: 0.0041
193/242 [======================>.......] - ETA: 0s - loss: 0.0039
210/242 [=========================>....] - ETA: 0s - loss: 0.0036
226/242 [===========================>..] - ETA: 0s - loss: 0.0040
242/242 [==============================] - ETA: 0s - loss: 0.0039
242/242 [==============================] - 1s 3ms/step - loss: 0.0039
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 1.6512e-04
 17/242 [=>............................] - ETA: 0s - loss: 1.8301e-04
 34/242 [===>..........................] - ETA: 0s - loss: 4.8692e-04
 50/242 [=====>........................] - ETA: 0s - loss: 0.0023    
 68/242 [=======>......................] - ETA: 0s - loss: 0.0020
 86/242 [=========>....................] - ETA: 0s - loss: 0.0023
106/242 [============>.................] - ETA: 0s - loss: 0.0021
124/242 [==============>...............] - ETA: 0s - loss: 0.0018
143/242 [================>.............] - ETA: 0s - loss: 0.0022
157/242 [==================>...........] - ETA: 0s - loss: 0.0021
178/242 [=====================>........] - ETA: 0s - loss: 0.0027
195/242 [=======================>......] - ETA: 0s - loss: 0.0026
209/242 [========================>.....] - ETA: 0s - loss: 0.0032
222/242 [==========================>...] - ETA: 0s - loss: 0.0032
235/242 [============================>.] - ETA: 0s - loss: 0.0038
242/242 [==============================] - 1s 3ms/step - loss: 0.0037
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 5.2432e-06
 17/242 [=>............................] - ETA: 0s - loss: 0.0033    
 34/242 [===>..........................] - ETA: 0s - loss: 0.0046
 49/242 [=====>........................] - ETA: 0s - loss: 0.0054
 63/242 [======>.......................] - ETA: 0s - loss: 0.0175
 74/242 [========>.....................] - ETA: 0s - loss: 0.0186
 89/242 [==========>...................] - ETA: 0s - loss: 0.0182
100/242 [===========>..................] - ETA: 0s - loss: 0.0172
117/242 [=============>................] - ETA: 0s - loss: 0.0168
139/242 [================>.............] - ETA: 0s - loss: 0.0144
160/242 [==================>...........] - ETA: 0s - loss: 0.0136
181/242 [=====================>........] - ETA: 0s - loss: 0.0122
208/242 [========================>.....] - ETA: 0s - loss: 0.0116
231/242 [===========================>..] - ETA: 0s - loss: 0.0107
242/242 [==============================] - 1s 3ms/step - loss: 0.0103
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 3.5713e-05
 21/242 [=>............................] - ETA: 0s - loss: 0.0131    
 36/242 [===>..........................] - ETA: 0s - loss: 0.0083
 52/242 [=====>........................] - ETA: 0s - loss: 0.0060
 71/242 [=======>......................] - ETA: 0s - loss: 0.0062
 87/242 [=========>....................] - ETA: 0s - loss: 0.0051
106/242 [============>.................] - ETA: 0s - loss: 0.0045
126/242 [==============>...............] - ETA: 0s - loss: 0.0044
146/242 [=================>............] - ETA: 0s - loss: 0.0039
166/242 [===================>..........] - ETA: 0s - loss: 0.0035
187/242 [======================>.......] - ETA: 0s - loss: 0.0034
209/242 [========================>.....] - ETA: 0s - loss: 0.0036
233/242 [===========================>..] - ETA: 0s - loss: 0.0036
242/242 [==============================] - 1s 3ms/step - loss: 0.0035
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 4.9582e-04
 26/242 [==>...........................] - ETA: 0s - loss: 0.0028    
 49/242 [=====>........................] - ETA: 0s - loss: 0.0034
 69/242 [=======>......................] - ETA: 0s - loss: 0.0029
 89/242 [==========>...................] - ETA: 0s - loss: 0.0024
109/242 [============>.................] - ETA: 0s - loss: 0.0020
132/242 [===============>..............] - ETA: 0s - loss: 0.0019
154/242 [==================>...........] - ETA: 0s - loss: 0.0020
177/242 [====================>.........] - ETA: 0s - loss: 0.0022
203/242 [========================>.....] - ETA: 0s - loss: 0.0028
229/242 [===========================>..] - ETA: 0s - loss: 0.0041
242/242 [==============================] - 1s 2ms/step - loss: 0.0045
-> test with GAN.predict
GAN tn, fp: 578, 22
GAN fn, tp: 6, 21
GAN f1 score: 0.600
GAN cohens kappa score: 0.578

-> test with 'LR'
LR tn, fp: 528, 72
LR fn, tp: 3, 24
LR f1 score: 0.390
LR cohens kappa score: 0.346
LR average precision score: 0.548

-> test with 'RF'
RF tn, fp: 596, 4
RF fn, tp: 5, 22
RF f1 score: 0.830
RF cohens kappa score: 0.823

-> test with 'GB'
GB tn, fp: 594, 6
GB fn, tp: 4, 23
GB f1 score: 0.821
GB cohens kappa score: 0.813

-> test with 'KNN'
KNN tn, fp: 573, 27
KNN fn, tp: 4, 23
KNN f1 score: 0.597
KNN cohens kappa score: 0.574


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

------ Step 2/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 41s - loss: 9.6063e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0030     
 81/241 [=========>....................] - ETA: 0s - loss: 0.0020
121/241 [==============>...............] - ETA: 0s - loss: 0.0028
161/241 [===================>..........] - ETA: 0s - loss: 0.0023
201/241 [========================>.....] - ETA: 0s - loss: 0.0036
240/241 [============================>.] - ETA: 0s - loss: 0.0053
241/241 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0012
 41/241 [====>.........................] - ETA: 0s - loss: 0.0018
 79/241 [========>.....................] - ETA: 0s - loss: 0.0012
117/241 [=============>................] - ETA: 0s - loss: 0.0030
156/241 [==================>...........] - ETA: 0s - loss: 0.0077
192/241 [======================>.......] - ETA: 0s - loss: 0.0085
231/241 [===========================>..] - ETA: 0s - loss: 0.0075
241/241 [==============================] - 0s 1ms/step - loss: 0.0073
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 1.0804e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0027    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0060
113/241 [=============>................] - ETA: 0s - loss: 0.0046
150/241 [=================>............] - ETA: 0s - loss: 0.0037
184/241 [=====================>........] - ETA: 0s - loss: 0.0033
217/241 [==========================>...] - ETA: 0s - loss: 0.0034
241/241 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 2.6654e-04
 31/241 [==>...........................] - ETA: 0s - loss: 0.0020    
 69/241 [=======>......................] - ETA: 0s - loss: 0.0012
104/241 [===========>..................] - ETA: 0s - loss: 0.0024
144/241 [================>.............] - ETA: 0s - loss: 0.0031
181/241 [=====================>........] - ETA: 0s - loss: 0.0027
221/241 [==========================>...] - ETA: 0s - loss: 0.0041
241/241 [==============================] - 0s 1ms/step - loss: 0.0042
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 3.7106e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0053    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0071
120/241 [=============>................] - ETA: 0s - loss: 0.0053
159/241 [==================>...........] - ETA: 0s - loss: 0.0041
199/241 [=======================>......] - ETA: 0s - loss: 0.0034
239/241 [============================>.] - ETA: 0s - loss: 0.0034
241/241 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 6.3647e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0102    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0054
120/241 [=============>................] - ETA: 0s - loss: 0.0046
159/241 [==================>...........] - ETA: 0s - loss: 0.0038
198/241 [=======================>......] - ETA: 0s - loss: 0.0031
236/241 [============================>.] - ETA: 0s - loss: 0.0035
241/241 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 2.3078e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0025    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0029
114/241 [=============>................] - ETA: 0s - loss: 0.0027
151/241 [=================>............] - ETA: 0s - loss: 0.0038
190/241 [======================>.......] - ETA: 0s - loss: 0.0042
229/241 [===========================>..] - ETA: 0s - loss: 0.0036
241/241 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 2.6078e-05
 37/241 [===>..........................] - ETA: 0s - loss: 7.3656e-04
 77/241 [========>.....................] - ETA: 0s - loss: 0.0022    
116/241 [=============>................] - ETA: 0s - loss: 0.0033
156/241 [==================>...........] - ETA: 0s - loss: 0.0062
195/241 [=======================>......] - ETA: 0s - loss: 0.0101
234/241 [============================>.] - ETA: 0s - loss: 0.0118
241/241 [==============================] - 0s 1ms/step - loss: 0.0134
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0048
 39/241 [===>..........................] - ETA: 0s - loss: 0.0022
 78/241 [========>.....................] - ETA: 0s - loss: 0.0033
117/241 [=============>................] - ETA: 0s - loss: 0.0044
157/241 [==================>...........] - ETA: 0s - loss: 0.0063
196/241 [=======================>......] - ETA: 0s - loss: 0.0081
237/241 [============================>.] - ETA: 0s - loss: 0.0083
241/241 [==============================] - 0s 1ms/step - loss: 0.0082
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0043
 40/241 [===>..........................] - ETA: 0s - loss: 0.0017
 80/241 [========>.....................] - ETA: 0s - loss: 0.0042
113/241 [=============>................] - ETA: 0s - loss: 0.0031
146/241 [=================>............] - ETA: 0s - loss: 0.0026
179/241 [=====================>........] - ETA: 0s - loss: 0.0051
215/241 [=========================>....] - ETA: 0s - loss: 0.0055
241/241 [==============================] - 0s 1ms/step - loss: 0.0053
-> test with GAN.predict
GAN tn, fp: 594, 9
GAN fn, tp: 7, 24
GAN f1 score: 0.750
GAN cohens kappa score: 0.737

-> test with 'LR'
LR tn, fp: 523, 80
LR fn, tp: 5, 26
LR f1 score: 0.380
LR cohens kappa score: 0.329
LR average precision score: 0.478

-> test with 'RF'
RF tn, fp: 597, 6
RF fn, tp: 7, 24
RF f1 score: 0.787
RF cohens kappa score: 0.776

-> test with 'GB'
GB tn, fp: 590, 13
GB fn, tp: 4, 27
GB f1 score: 0.761
GB cohens kappa score: 0.747

-> test with 'KNN'
KNN tn, fp: 582, 21
KNN fn, tp: 6, 25
KNN f1 score: 0.649
KNN cohens kappa score: 0.628


------ Step 2/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 1:02 - loss: 2.9372e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0054      
 80/241 [========>.....................] - ETA: 0s - loss: 0.0164
118/241 [=============>................] - ETA: 0s - loss: 0.0186
156/241 [==================>...........] - ETA: 0s - loss: 0.0174
193/241 [=======================>......] - ETA: 0s - loss: 0.0159
227/241 [===========================>..] - ETA: 0s - loss: 0.0141
241/241 [==============================] - 1s 1ms/step - loss: 0.0138
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 4.6319e-04
 35/241 [===>..........................] - ETA: 0s - loss: 0.0100    
 73/241 [========>.....................] - ETA: 0s - loss: 0.0068
109/241 [============>.................] - ETA: 0s - loss: 0.0055
148/241 [=================>............] - ETA: 0s - loss: 0.0048
181/241 [=====================>........] - ETA: 0s - loss: 0.0050
214/241 [=========================>....] - ETA: 0s - loss: 0.0051
241/241 [==============================] - 0s 1ms/step - loss: 0.0065
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.1770
 39/241 [===>..........................] - ETA: 0s - loss: 0.0112
 78/241 [========>.....................] - ETA: 0s - loss: 0.0106
117/241 [=============>................] - ETA: 0s - loss: 0.0101
156/241 [==================>...........] - ETA: 0s - loss: 0.0088
191/241 [======================>.......] - ETA: 0s - loss: 0.0082
231/241 [===========================>..] - ETA: 0s - loss: 0.0085
241/241 [==============================] - 0s 1ms/step - loss: 0.0086
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0433
 40/241 [===>..........................] - ETA: 0s - loss: 0.0035
 80/241 [========>.....................] - ETA: 0s - loss: 0.0087
120/241 [=============>................] - ETA: 0s - loss: 0.0084
159/241 [==================>...........] - ETA: 0s - loss: 0.0093
199/241 [=======================>......] - ETA: 0s - loss: 0.0136
239/241 [============================>.] - ETA: 0s - loss: 0.0145
241/241 [==============================] - 0s 1ms/step - loss: 0.0144
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0011
 41/241 [====>.........................] - ETA: 0s - loss: 0.0088
 80/241 [========>.....................] - ETA: 0s - loss: 0.0104
119/241 [=============>................] - ETA: 0s - loss: 0.0085
159/241 [==================>...........] - ETA: 0s - loss: 0.0078
196/241 [=======================>......] - ETA: 0s - loss: 0.0082
227/241 [===========================>..] - ETA: 0s - loss: 0.0081
241/241 [==============================] - 0s 1ms/step - loss: 0.0084
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 4.9370e-04
 27/241 [==>...........................] - ETA: 0s - loss: 0.0089    
 55/241 [=====>........................] - ETA: 0s - loss: 0.0108
 87/241 [=========>....................] - ETA: 0s - loss: 0.0177
124/241 [==============>...............] - ETA: 0s - loss: 0.0140
161/241 [===================>..........] - ETA: 0s - loss: 0.0124
199/241 [=======================>......] - ETA: 0s - loss: 0.0117
237/241 [============================>.] - ETA: 0s - loss: 0.0107
241/241 [==============================] - 0s 2ms/step - loss: 0.0105
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0034
 40/241 [===>..........................] - ETA: 0s - loss: 0.0028
 80/241 [========>.....................] - ETA: 0s - loss: 0.0037
119/241 [=============>................] - ETA: 0s - loss: 0.0052
158/241 [==================>...........] - ETA: 0s - loss: 0.0053
192/241 [======================>.......] - ETA: 0s - loss: 0.0059
221/241 [==========================>...] - ETA: 0s - loss: 0.0056
241/241 [==============================] - 0s 1ms/step - loss: 0.0062
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0015
 28/241 [==>...........................] - ETA: 0s - loss: 0.0050
 53/241 [=====>........................] - ETA: 0s - loss: 0.0058
 85/241 [=========>....................] - ETA: 0s - loss: 0.0054
111/241 [============>.................] - ETA: 0s - loss: 0.0080
136/241 [===============>..............] - ETA: 0s - loss: 0.0076
160/241 [==================>...........] - ETA: 0s - loss: 0.0074
190/241 [======================>.......] - ETA: 0s - loss: 0.0075
226/241 [===========================>..] - ETA: 0s - loss: 0.0073
241/241 [==============================] - 0s 2ms/step - loss: 0.0070
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 2.8341e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0015    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0059
116/241 [=============>................] - ETA: 0s - loss: 0.0069
155/241 [==================>...........] - ETA: 0s - loss: 0.0060
193/241 [=======================>......] - ETA: 0s - loss: 0.0079
230/241 [===========================>..] - ETA: 0s - loss: 0.0079
241/241 [==============================] - 0s 1ms/step - loss: 0.0081
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0174
 41/241 [====>.........................] - ETA: 0s - loss: 0.0037
 77/241 [========>.....................] - ETA: 0s - loss: 0.0040
116/241 [=============>................] - ETA: 0s - loss: 0.0045
157/241 [==================>...........] - ETA: 0s - loss: 0.0058
197/241 [=======================>......] - ETA: 0s - loss: 0.0075
235/241 [============================>.] - ETA: 0s - loss: 0.0090
241/241 [==============================] - 0s 1ms/step - loss: 0.0093
-> test with GAN.predict
GAN tn, fp: 596, 7
GAN fn, tp: 13, 18
GAN f1 score: 0.643
GAN cohens kappa score: 0.627

-> test with 'LR'
LR tn, fp: 539, 64
LR fn, tp: 6, 25
LR f1 score: 0.417
LR cohens kappa score: 0.371
LR average precision score: 0.448

-> test with 'RF'
RF tn, fp: 598, 5
RF fn, tp: 8, 23
RF f1 score: 0.780
RF cohens kappa score: 0.769

-> test with 'GB'
GB tn, fp: 595, 8
GB fn, tp: 3, 28
GB f1 score: 0.836
GB cohens kappa score: 0.827

-> test with 'KNN'
KNN tn, fp: 581, 22
KNN fn, tp: 7, 24
KNN f1 score: 0.623
KNN cohens kappa score: 0.600


------ Step 2/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 53s - loss: 2.6611e-04
 39/241 [===>..........................] - ETA: 0s - loss: 9.4669e-04 
 78/241 [========>.....................] - ETA: 0s - loss: 0.0010    
117/241 [=============>................] - ETA: 0s - loss: 0.0016
154/241 [==================>...........] - ETA: 0s - loss: 0.0047
194/241 [=======================>......] - ETA: 0s - loss: 0.0057
233/241 [============================>.] - ETA: 0s - loss: 0.0062
241/241 [==============================] - 1s 1ms/step - loss: 0.0061
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0012
 40/241 [===>..........................] - ETA: 0s - loss: 0.0039
 79/241 [========>.....................] - ETA: 0s - loss: 0.0026
119/241 [=============>................] - ETA: 0s - loss: 0.0038
156/241 [==================>...........] - ETA: 0s - loss: 0.0031
193/241 [=======================>......] - ETA: 0s - loss: 0.0030
232/241 [===========================>..] - ETA: 0s - loss: 0.0033
241/241 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 2.3492e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0030    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0062
115/241 [=============>................] - ETA: 0s - loss: 0.0090
153/241 [==================>...........] - ETA: 0s - loss: 0.0090
190/241 [======================>.......] - ETA: 0s - loss: 0.0084
225/241 [===========================>..] - ETA: 0s - loss: 0.0088
241/241 [==============================] - 0s 1ms/step - loss: 0.0083
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 8.7070e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0012    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0021
118/241 [=============>................] - ETA: 0s - loss: 0.0021
158/241 [==================>...........] - ETA: 0s - loss: 0.0034
196/241 [=======================>......] - ETA: 0s - loss: 0.0034
232/241 [===========================>..] - ETA: 0s - loss: 0.0031
241/241 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 4.7060e-04
 38/241 [===>..........................] - ETA: 0s - loss: 0.0050    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0039
115/241 [=============>................] - ETA: 0s - loss: 0.0052
155/241 [==================>...........] - ETA: 0s - loss: 0.0048
193/241 [=======================>......] - ETA: 0s - loss: 0.0058
233/241 [============================>.] - ETA: 0s - loss: 0.0050
241/241 [==============================] - 0s 1ms/step - loss: 0.0051
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 5.5682e-06
 39/241 [===>..........................] - ETA: 0s - loss: 0.0039    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0024
110/241 [============>.................] - ETA: 0s - loss: 0.0023
141/241 [================>.............] - ETA: 0s - loss: 0.0024
177/241 [=====================>........] - ETA: 0s - loss: 0.0043
215/241 [=========================>....] - ETA: 0s - loss: 0.0039
241/241 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 9.1001e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0048    
 81/241 [=========>....................] - ETA: 0s - loss: 0.0040
121/241 [==============>...............] - ETA: 0s - loss: 0.0031
158/241 [==================>...........] - ETA: 0s - loss: 0.0028
186/241 [======================>.......] - ETA: 0s - loss: 0.0034
225/241 [===========================>..] - ETA: 0s - loss: 0.0032
241/241 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 2.2963e-04
 35/241 [===>..........................] - ETA: 0s - loss: 0.0150    
 66/241 [=======>......................] - ETA: 0s - loss: 0.0154
104/241 [===========>..................] - ETA: 0s - loss: 0.0119
142/241 [================>.............] - ETA: 0s - loss: 0.0088
179/241 [=====================>........] - ETA: 0s - loss: 0.0083
214/241 [=========================>....] - ETA: 0s - loss: 0.0073
241/241 [==============================] - 0s 1ms/step - loss: 0.0071
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0015
 41/241 [====>.........................] - ETA: 0s - loss: 0.0105
 80/241 [========>.....................] - ETA: 0s - loss: 0.0067
119/241 [=============>................] - ETA: 0s - loss: 0.0047
157/241 [==================>...........] - ETA: 0s - loss: 0.0037
198/241 [=======================>......] - ETA: 0s - loss: 0.0033
232/241 [===========================>..] - ETA: 0s - loss: 0.0038
241/241 [==============================] - 0s 1ms/step - loss: 0.0039
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 1.9309e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0031    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0033
117/241 [=============>................] - ETA: 0s - loss: 0.0026
155/241 [==================>...........] - ETA: 0s - loss: 0.0028
193/241 [=======================>......] - ETA: 0s - loss: 0.0024
231/241 [===========================>..] - ETA: 0s - loss: 0.0048
241/241 [==============================] - 0s 1ms/step - loss: 0.0046
-> test with GAN.predict
GAN tn, fp: 588, 15
GAN fn, tp: 6, 25
GAN f1 score: 0.704
GAN cohens kappa score: 0.687

-> test with 'LR'
LR tn, fp: 521, 82
LR fn, tp: 3, 28
LR f1 score: 0.397
LR cohens kappa score: 0.347
LR average precision score: 0.549

-> test with 'RF'
RF tn, fp: 599, 4
RF fn, tp: 9, 22
RF f1 score: 0.772
RF cohens kappa score: 0.761

-> test with 'GB'
GB tn, fp: 596, 7
GB fn, tp: 6, 25
GB f1 score: 0.794
GB cohens kappa score: 0.783

-> test with 'KNN'
KNN tn, fp: 580, 23
KNN fn, tp: 9, 22
KNN f1 score: 0.579
KNN cohens kappa score: 0.553


------ Step 2/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 53s - loss: 5.9163e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0048     
 79/241 [========>.....................] - ETA: 0s - loss: 0.0030
119/241 [=============>................] - ETA: 0s - loss: 0.0027
159/241 [==================>...........] - ETA: 0s - loss: 0.0031
194/241 [=======================>......] - ETA: 0s - loss: 0.0030
233/241 [============================>.] - ETA: 0s - loss: 0.0031
241/241 [==============================] - 1s 1ms/step - loss: 0.0031
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0335
 41/241 [====>.........................] - ETA: 0s - loss: 0.0041
 80/241 [========>.....................] - ETA: 0s - loss: 0.0030
119/241 [=============>................] - ETA: 0s - loss: 0.0025
158/241 [==================>...........] - ETA: 0s - loss: 0.0031
194/241 [=======================>......] - ETA: 0s - loss: 0.0029
234/241 [============================>.] - ETA: 0s - loss: 0.0027
241/241 [==============================] - 0s 1ms/step - loss: 0.0026
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 3.6439e-05
 39/241 [===>..........................] - ETA: 0s - loss: 9.2810e-04
 75/241 [========>.....................] - ETA: 0s - loss: 7.0932e-04
114/241 [=============>................] - ETA: 0s - loss: 8.5120e-04
152/241 [=================>............] - ETA: 0s - loss: 0.0018    
189/241 [======================>.......] - ETA: 0s - loss: 0.0021
225/241 [===========================>..] - ETA: 0s - loss: 0.0022
241/241 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0011
 37/241 [===>..........................] - ETA: 0s - loss: 0.0051
 75/241 [========>.....................] - ETA: 0s - loss: 0.0047
113/241 [=============>................] - ETA: 0s - loss: 0.0039
143/241 [================>.............] - ETA: 0s - loss: 0.0035
175/241 [====================>.........] - ETA: 0s - loss: 0.0044
207/241 [========================>.....] - ETA: 0s - loss: 0.0040
241/241 [==============================] - ETA: 0s - loss: 0.0036
241/241 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0050
 38/241 [===>..........................] - ETA: 0s - loss: 0.0014
 70/241 [=======>......................] - ETA: 0s - loss: 0.0063
107/241 [============>.................] - ETA: 0s - loss: 0.0079
145/241 [=================>............] - ETA: 0s - loss: 0.0084
181/241 [=====================>........] - ETA: 0s - loss: 0.0073
216/241 [=========================>....] - ETA: 0s - loss: 0.0063
241/241 [==============================] - 0s 1ms/step - loss: 0.0064
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 1.7973e-05
 36/241 [===>..........................] - ETA: 0s - loss: 0.0078    
 73/241 [========>.....................] - ETA: 0s - loss: 0.0054
111/241 [============>.................] - ETA: 0s - loss: 0.0042
149/241 [=================>............] - ETA: 0s - loss: 0.0036
187/241 [======================>.......] - ETA: 0s - loss: 0.0035
225/241 [===========================>..] - ETA: 0s - loss: 0.0035
241/241 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0232
 39/241 [===>..........................] - ETA: 0s - loss: 0.0055
 77/241 [========>.....................] - ETA: 0s - loss: 0.0034
116/241 [=============>................] - ETA: 0s - loss: 0.0026
153/241 [==================>...........] - ETA: 0s - loss: 0.0037
195/241 [=======================>......] - ETA: 0s - loss: 0.0052
236/241 [============================>.] - ETA: 0s - loss: 0.0057
241/241 [==============================] - 0s 1ms/step - loss: 0.0056
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 6.3099e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0066    
 75/241 [========>.....................] - ETA: 0s - loss: 0.0062
114/241 [=============>................] - ETA: 0s - loss: 0.0067
154/241 [==================>...........] - ETA: 0s - loss: 0.0058
192/241 [======================>.......] - ETA: 0s - loss: 0.0053
230/241 [===========================>..] - ETA: 0s - loss: 0.0046
241/241 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 8.8814e-04
 37/241 [===>..........................] - ETA: 0s - loss: 0.0020    
 70/241 [=======>......................] - ETA: 0s - loss: 0.0015
108/241 [============>.................] - ETA: 0s - loss: 0.0016
145/241 [=================>............] - ETA: 0s - loss: 0.0014
182/241 [=====================>........] - ETA: 0s - loss: 0.0016
222/241 [==========================>...] - ETA: 0s - loss: 0.0016
241/241 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 7.9542e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0014    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0023
117/241 [=============>................] - ETA: 0s - loss: 0.0019
155/241 [==================>...........] - ETA: 0s - loss: 0.0015
192/241 [======================>.......] - ETA: 0s - loss: 0.0013
230/241 [===========================>..] - ETA: 0s - loss: 0.0013
241/241 [==============================] - 0s 1ms/step - loss: 0.0013
-> test with GAN.predict
GAN tn, fp: 590, 13
GAN fn, tp: 9, 22
GAN f1 score: 0.667
GAN cohens kappa score: 0.648

-> test with 'LR'
LR tn, fp: 515, 88
LR fn, tp: 6, 25
LR f1 score: 0.347
LR cohens kappa score: 0.293
LR average precision score: 0.274

-> test with 'RF'
RF tn, fp: 596, 7
RF fn, tp: 7, 24
RF f1 score: 0.774
RF cohens kappa score: 0.763

-> test with 'GB'
GB tn, fp: 594, 9
GB fn, tp: 6, 25
GB f1 score: 0.769
GB cohens kappa score: 0.757

-> test with 'KNN'
KNN tn, fp: 578, 25
KNN fn, tp: 8, 23
KNN f1 score: 0.582
KNN cohens kappa score: 0.556


------ Step 2/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2288 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/242 [..............................] - ETA: 53s - loss: 4.0421e-05
 41/242 [====>.........................] - ETA: 0s - loss: 0.0013     
 81/242 [=========>....................] - ETA: 0s - loss: 0.0101
120/242 [=============>................] - ETA: 0s - loss: 0.0096
161/242 [==================>...........] - ETA: 0s - loss: 0.0083
200/242 [=======================>......] - ETA: 0s - loss: 0.0076
239/242 [============================>.] - ETA: 0s - loss: 0.0075
242/242 [==============================] - 1s 1ms/step - loss: 0.0074
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 0.0034
 38/242 [===>..........................] - ETA: 0s - loss: 0.0099
 77/242 [========>.....................] - ETA: 0s - loss: 0.0055
117/242 [=============>................] - ETA: 0s - loss: 0.0086
158/242 [==================>...........] - ETA: 0s - loss: 0.0102
198/242 [=======================>......] - ETA: 0s - loss: 0.0104
239/242 [============================>.] - ETA: 0s - loss: 0.0110
242/242 [==============================] - 0s 1ms/step - loss: 0.0110
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 4.3548e-05
 42/242 [====>.........................] - ETA: 0s - loss: 0.0017    
 82/242 [=========>....................] - ETA: 0s - loss: 0.0022
122/242 [==============>...............] - ETA: 0s - loss: 0.0028
162/242 [===================>..........] - ETA: 0s - loss: 0.0036
203/242 [========================>.....] - ETA: 0s - loss: 0.0038
242/242 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 7.2232e-05
 41/242 [====>.........................] - ETA: 0s - loss: 0.0060    
 80/242 [========>.....................] - ETA: 0s - loss: 0.0043
120/242 [=============>................] - ETA: 0s - loss: 0.0037
161/242 [==================>...........] - ETA: 0s - loss: 0.0036
201/242 [=======================>......] - ETA: 0s - loss: 0.0033
241/242 [============================>.] - ETA: 0s - loss: 0.0031
242/242 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 0.0013
 39/242 [===>..........................] - ETA: 0s - loss: 0.0013
 79/242 [========>.....................] - ETA: 0s - loss: 0.0012
118/242 [=============>................] - ETA: 0s - loss: 0.0012
158/242 [==================>...........] - ETA: 0s - loss: 0.0024
194/242 [=======================>......] - ETA: 0s - loss: 0.0029
234/242 [============================>.] - ETA: 0s - loss: 0.0049
242/242 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 6/10

  1/242 [..............................] - ETA: 0s - loss: 4.0108e-06
 41/242 [====>.........................] - ETA: 0s - loss: 0.0145    
 81/242 [=========>....................] - ETA: 0s - loss: 0.0079
120/242 [=============>................] - ETA: 0s - loss: 0.0069
160/242 [==================>...........] - ETA: 0s - loss: 0.0063
200/242 [=======================>......] - ETA: 0s - loss: 0.0057
239/242 [============================>.] - ETA: 0s - loss: 0.0055
242/242 [==============================] - 0s 1ms/step - loss: 0.0054
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 1.3672e-04
 41/242 [====>.........................] - ETA: 0s - loss: 0.0021    
 82/242 [=========>....................] - ETA: 0s - loss: 0.0014
118/242 [=============>................] - ETA: 0s - loss: 0.0017
150/242 [=================>............] - ETA: 0s - loss: 0.0040
184/242 [=====================>........] - ETA: 0s - loss: 0.0058
224/242 [==========================>...] - ETA: 0s - loss: 0.0067
242/242 [==============================] - 0s 1ms/step - loss: 0.0065
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 0.0047
 41/242 [====>.........................] - ETA: 0s - loss: 0.0013
 80/242 [========>.....................] - ETA: 0s - loss: 0.0036
119/242 [=============>................] - ETA: 0s - loss: 0.0036
158/242 [==================>...........] - ETA: 0s - loss: 0.0034
196/242 [=======================>......] - ETA: 0s - loss: 0.0032
235/242 [============================>.] - ETA: 0s - loss: 0.0029
242/242 [==============================] - 0s 1ms/step - loss: 0.0028
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 0.0018
 41/242 [====>.........................] - ETA: 0s - loss: 0.0045
 82/242 [=========>....................] - ETA: 0s - loss: 0.0047
123/242 [==============>...............] - ETA: 0s - loss: 0.0044
163/242 [===================>..........] - ETA: 0s - loss: 0.0041
204/242 [========================>.....] - ETA: 0s - loss: 0.0099
242/242 [==============================] - ETA: 0s - loss: 0.0109
242/242 [==============================] - 0s 1ms/step - loss: 0.0109
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 0.0033
 38/242 [===>..........................] - ETA: 0s - loss: 0.0037
 78/242 [========>.....................] - ETA: 0s - loss: 0.0054
118/242 [=============>................] - ETA: 0s - loss: 0.0038
157/242 [==================>...........] - ETA: 0s - loss: 0.0042
199/242 [=======================>......] - ETA: 0s - loss: 0.0041
238/242 [============================>.] - ETA: 0s - loss: 0.0044
242/242 [==============================] - 0s 1ms/step - loss: 0.0044
-> test with GAN.predict
GAN tn, fp: 593, 7
GAN fn, tp: 4, 23
GAN f1 score: 0.807
GAN cohens kappa score: 0.798

-> test with 'LR'
LR tn, fp: 504, 96
LR fn, tp: 1, 26
LR f1 score: 0.349
LR cohens kappa score: 0.300
LR average precision score: 0.437

-> test with 'RF'
RF tn, fp: 595, 5
RF fn, tp: 3, 24
RF f1 score: 0.857
RF cohens kappa score: 0.850

-> test with 'GB'
GB tn, fp: 591, 9
GB fn, tp: 4, 23
GB f1 score: 0.780
GB cohens kappa score: 0.769

-> test with 'KNN'
KNN tn, fp: 572, 28
KNN fn, tp: 6, 21
KNN f1 score: 0.553
KNN cohens kappa score: 0.526


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

------ Step 3/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 52s - loss: 8.1897e-04
 42/241 [====>.........................] - ETA: 0s - loss: 0.0021     
 83/241 [=========>....................] - ETA: 0s - loss: 0.0020
124/241 [==============>...............] - ETA: 0s - loss: 0.0026
165/241 [===================>..........] - ETA: 0s - loss: 0.0028
202/241 [========================>.....] - ETA: 0s - loss: 0.0054
234/241 [============================>.] - ETA: 0s - loss: 0.0078
241/241 [==============================] - 1s 1ms/step - loss: 0.0077
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0011
 37/241 [===>..........................] - ETA: 0s - loss: 0.0072
 73/241 [========>.....................] - ETA: 0s - loss: 0.0047
114/241 [=============>................] - ETA: 0s - loss: 0.0042
153/241 [==================>...........] - ETA: 0s - loss: 0.0037
193/241 [=======================>......] - ETA: 0s - loss: 0.0037
234/241 [============================>.] - ETA: 0s - loss: 0.0040
241/241 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0019
 41/241 [====>.........................] - ETA: 0s - loss: 0.0097
 80/241 [========>.....................] - ETA: 0s - loss: 0.0086
120/241 [=============>................] - ETA: 0s - loss: 0.0086
159/241 [==================>...........] - ETA: 0s - loss: 0.0077
199/241 [=======================>......] - ETA: 0s - loss: 0.0072
239/241 [============================>.] - ETA: 0s - loss: 0.0065
241/241 [==============================] - 0s 1ms/step - loss: 0.0065
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 6.6303e-06
 42/241 [====>.........................] - ETA: 0s - loss: 0.0055    
 84/241 [=========>....................] - ETA: 0s - loss: 0.0042
124/241 [==============>...............] - ETA: 0s - loss: 0.0036
165/241 [===================>..........] - ETA: 0s - loss: 0.0053
204/241 [========================>.....] - ETA: 0s - loss: 0.0052
241/241 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0015
 41/241 [====>.........................] - ETA: 0s - loss: 0.0030
 82/241 [=========>....................] - ETA: 0s - loss: 0.0024
123/241 [==============>...............] - ETA: 0s - loss: 0.0027
164/241 [===================>..........] - ETA: 0s - loss: 0.0023
203/241 [========================>.....] - ETA: 0s - loss: 0.0031
241/241 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 3.6980e-04
 42/241 [====>.........................] - ETA: 0s - loss: 0.0033    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0025
123/241 [==============>...............] - ETA: 0s - loss: 0.0026
164/241 [===================>..........] - ETA: 0s - loss: 0.0051
204/241 [========================>.....] - ETA: 0s - loss: 0.0070
241/241 [==============================] - 0s 1ms/step - loss: 0.0063
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 3.7809e-05
 37/241 [===>..........................] - ETA: 0s - loss: 0.0071    
 71/241 [=======>......................] - ETA: 0s - loss: 0.0096
107/241 [============>.................] - ETA: 0s - loss: 0.0085
141/241 [================>.............] - ETA: 0s - loss: 0.0092
182/241 [=====================>........] - ETA: 0s - loss: 0.0084
223/241 [==========================>...] - ETA: 0s - loss: 0.0072
241/241 [==============================] - 0s 1ms/step - loss: 0.0068
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 1.1675e-04
 42/241 [====>.........................] - ETA: 0s - loss: 0.0025    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0027
123/241 [==============>...............] - ETA: 0s - loss: 0.0023
162/241 [===================>..........] - ETA: 0s - loss: 0.0024
197/241 [=======================>......] - ETA: 0s - loss: 0.0024
228/241 [===========================>..] - ETA: 0s - loss: 0.0030
241/241 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 3.3703e-04
 35/241 [===>..........................] - ETA: 0s - loss: 0.0064    
 75/241 [========>.....................] - ETA: 0s - loss: 0.0053
116/241 [=============>................] - ETA: 0s - loss: 0.0044
157/241 [==================>...........] - ETA: 0s - loss: 0.0047
196/241 [=======================>......] - ETA: 0s - loss: 0.0071
234/241 [============================>.] - ETA: 0s - loss: 0.0068
241/241 [==============================] - 0s 1ms/step - loss: 0.0066
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0014
 40/241 [===>..........................] - ETA: 0s - loss: 0.0029
 80/241 [========>.....................] - ETA: 0s - loss: 0.0050
119/241 [=============>................] - ETA: 0s - loss: 0.0039
157/241 [==================>...........] - ETA: 0s - loss: 0.0036
196/241 [=======================>......] - ETA: 0s - loss: 0.0044
236/241 [============================>.] - ETA: 0s - loss: 0.0053
241/241 [==============================] - 0s 1ms/step - loss: 0.0052
-> test with GAN.predict
GAN tn, fp: 598, 5
GAN fn, tp: 8, 23
GAN f1 score: 0.780
GAN cohens kappa score: 0.769

-> test with 'LR'
LR tn, fp: 509, 94
LR fn, tp: 5, 26
LR f1 score: 0.344
LR cohens kappa score: 0.289
LR average precision score: 0.466

-> test with 'RF'
RF tn, fp: 601, 2
RF fn, tp: 11, 20
RF f1 score: 0.755
RF cohens kappa score: 0.744

-> test with 'GB'
GB tn, fp: 601, 2
GB fn, tp: 5, 26
GB f1 score: 0.881
GB cohens kappa score: 0.876

-> test with 'KNN'
KNN tn, fp: 584, 19
KNN fn, tp: 7, 24
KNN f1 score: 0.649
KNN cohens kappa score: 0.627


------ Step 3/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 53s - loss: 4.1733e-05
 34/241 [===>..........................] - ETA: 0s - loss: 0.0125     
 70/241 [=======>......................] - ETA: 0s - loss: 0.0084
109/241 [============>.................] - ETA: 0s - loss: 0.0075
148/241 [=================>............] - ETA: 0s - loss: 0.0071
186/241 [======================>.......] - ETA: 0s - loss: 0.0092
225/241 [===========================>..] - ETA: 0s - loss: 0.0087
241/241 [==============================] - 1s 1ms/step - loss: 0.0082
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 2.3475e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0059    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0096
118/241 [=============>................] - ETA: 0s - loss: 0.0073
158/241 [==================>...........] - ETA: 0s - loss: 0.0088
198/241 [=======================>......] - ETA: 0s - loss: 0.0085
239/241 [============================>.] - ETA: 0s - loss: 0.0079
241/241 [==============================] - 0s 1ms/step - loss: 0.0080
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 2.3462e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0072    
 81/241 [=========>....................] - ETA: 0s - loss: 0.0078
119/241 [=============>................] - ETA: 0s - loss: 0.0057
155/241 [==================>...........] - ETA: 0s - loss: 0.0060
194/241 [=======================>......] - ETA: 0s - loss: 0.0063
231/241 [===========================>..] - ETA: 0s - loss: 0.0056
241/241 [==============================] - 0s 1ms/step - loss: 0.0056
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 1.9726e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0025    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0019
116/241 [=============>................] - ETA: 0s - loss: 0.0027
155/241 [==================>...........] - ETA: 0s - loss: 0.0057
195/241 [=======================>......] - ETA: 0s - loss: 0.0101
234/241 [============================>.] - ETA: 0s - loss: 0.0104
241/241 [==============================] - 0s 1ms/step - loss: 0.0103
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 1.1709e-04
 43/241 [====>.........................] - ETA: 0s - loss: 0.0043    
 83/241 [=========>....................] - ETA: 0s - loss: 0.0063
122/241 [==============>...............] - ETA: 0s - loss: 0.0129
161/241 [===================>..........] - ETA: 0s - loss: 0.0147
199/241 [=======================>......] - ETA: 0s - loss: 0.0147
238/241 [============================>.] - ETA: 0s - loss: 0.0142
241/241 [==============================] - 0s 1ms/step - loss: 0.0141
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0254
 39/241 [===>..........................] - ETA: 0s - loss: 0.0075
 76/241 [========>.....................] - ETA: 0s - loss: 0.0052
116/241 [=============>................] - ETA: 0s - loss: 0.0058
154/241 [==================>...........] - ETA: 0s - loss: 0.0057
194/241 [=======================>......] - ETA: 0s - loss: 0.0049
232/241 [===========================>..] - ETA: 0s - loss: 0.0049
241/241 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0019
 41/241 [====>.........................] - ETA: 0s - loss: 0.0109
 80/241 [========>.....................] - ETA: 0s - loss: 0.0126
120/241 [=============>................] - ETA: 0s - loss: 0.0104
155/241 [==================>...........] - ETA: 0s - loss: 0.0092
190/241 [======================>.......] - ETA: 0s - loss: 0.0077
223/241 [==========================>...] - ETA: 0s - loss: 0.0072
241/241 [==============================] - 0s 1ms/step - loss: 0.0068
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0038
 39/241 [===>..........................] - ETA: 0s - loss: 0.0015
 79/241 [========>.....................] - ETA: 0s - loss: 0.0016
120/241 [=============>................] - ETA: 0s - loss: 0.0031
159/241 [==================>...........] - ETA: 0s - loss: 0.0041
198/241 [=======================>......] - ETA: 0s - loss: 0.0048
238/241 [============================>.] - ETA: 0s - loss: 0.0043
241/241 [==============================] - 0s 1ms/step - loss: 0.0043
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 1.7457e-05
 42/241 [====>.........................] - ETA: 0s - loss: 0.0026    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0033
124/241 [==============>...............] - ETA: 0s - loss: 0.0026
165/241 [===================>..........] - ETA: 0s - loss: 0.0027
199/241 [=======================>......] - ETA: 0s - loss: 0.0028
235/241 [============================>.] - ETA: 0s - loss: 0.0043
241/241 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.1964
 39/241 [===>..........................] - ETA: 0s - loss: 0.0377
 79/241 [========>.....................] - ETA: 0s - loss: 0.0210
118/241 [=============>................] - ETA: 0s - loss: 0.0171
158/241 [==================>...........] - ETA: 0s - loss: 0.0144
199/241 [=======================>......] - ETA: 0s - loss: 0.0138
238/241 [============================>.] - ETA: 0s - loss: 0.0118
241/241 [==============================] - 0s 1ms/step - loss: 0.0117
-> test with GAN.predict
GAN tn, fp: 583, 20
GAN fn, tp: 5, 26
GAN f1 score: 0.675
GAN cohens kappa score: 0.655

-> test with 'LR'
LR tn, fp: 536, 67
LR fn, tp: 10, 21
LR f1 score: 0.353
LR cohens kappa score: 0.303
LR average precision score: 0.288

-> test with 'RF'
RF tn, fp: 595, 8
RF fn, tp: 3, 28
RF f1 score: 0.836
RF cohens kappa score: 0.827

-> test with 'GB'
GB tn, fp: 591, 12
GB fn, tp: 3, 28
GB f1 score: 0.789
GB cohens kappa score: 0.776

-> test with 'KNN'
KNN tn, fp: 575, 28
KNN fn, tp: 7, 24
KNN f1 score: 0.578
KNN cohens kappa score: 0.551


------ Step 3/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 54s - loss: 0.0015
 36/241 [===>..........................] - ETA: 0s - loss: 0.0133 
 74/241 [========>.....................] - ETA: 0s - loss: 0.0143
111/241 [============>.................] - ETA: 0s - loss: 0.0127
146/241 [=================>............] - ETA: 0s - loss: 0.0136
181/241 [=====================>........] - ETA: 0s - loss: 0.0226
217/241 [==========================>...] - ETA: 0s - loss: 0.0209
241/241 [==============================] - 1s 1ms/step - loss: 0.0202
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 7.4917e-05
 35/241 [===>..........................] - ETA: 0s - loss: 0.0082    
 69/241 [=======>......................] - ETA: 0s - loss: 0.0070
105/241 [============>.................] - ETA: 0s - loss: 0.0077
140/241 [================>.............] - ETA: 0s - loss: 0.0070
174/241 [====================>.........] - ETA: 0s - loss: 0.0079
210/241 [=========================>....] - ETA: 0s - loss: 0.0082
241/241 [==============================] - 0s 1ms/step - loss: 0.0099
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0383
 37/241 [===>..........................] - ETA: 0s - loss: 0.0112
 71/241 [=======>......................] - ETA: 0s - loss: 0.0082
105/241 [============>.................] - ETA: 0s - loss: 0.0109
141/241 [================>.............] - ETA: 0s - loss: 0.0093
175/241 [====================>.........] - ETA: 0s - loss: 0.0091
208/241 [========================>.....] - ETA: 0s - loss: 0.0083
237/241 [============================>.] - ETA: 0s - loss: 0.0091
241/241 [==============================] - 0s 2ms/step - loss: 0.0090
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 7.2500e-04
 34/241 [===>..........................] - ETA: 0s - loss: 0.0019    
 73/241 [========>.....................] - ETA: 0s - loss: 0.0013
106/241 [============>.................] - ETA: 0s - loss: 0.0033
142/241 [================>.............] - ETA: 0s - loss: 0.0068
177/241 [=====================>........] - ETA: 0s - loss: 0.0074
213/241 [=========================>....] - ETA: 0s - loss: 0.0071
241/241 [==============================] - 0s 1ms/step - loss: 0.0068
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 4.2600e-04
 35/241 [===>..........................] - ETA: 0s - loss: 0.0154    
 73/241 [========>.....................] - ETA: 0s - loss: 0.0106
106/241 [============>.................] - ETA: 0s - loss: 0.0113
140/241 [================>.............] - ETA: 0s - loss: 0.0096
177/241 [=====================>........] - ETA: 0s - loss: 0.0084
214/241 [=========================>....] - ETA: 0s - loss: 0.0077
241/241 [==============================] - 0s 1ms/step - loss: 0.0073
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 1.7461e-05
 35/241 [===>..........................] - ETA: 0s - loss: 0.0107    
 70/241 [=======>......................] - ETA: 0s - loss: 0.0125
107/241 [============>.................] - ETA: 0s - loss: 0.0098
142/241 [================>.............] - ETA: 0s - loss: 0.0101
178/241 [=====================>........] - ETA: 0s - loss: 0.0087
211/241 [=========================>....] - ETA: 0s - loss: 0.0084
241/241 [==============================] - 0s 1ms/step - loss: 0.0085
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 4.4408e-05
 38/241 [===>..........................] - ETA: 0s - loss: 0.0147    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0153
111/241 [============>.................] - ETA: 0s - loss: 0.0161
148/241 [=================>............] - ETA: 0s - loss: 0.0128
184/241 [=====================>........] - ETA: 0s - loss: 0.0129
220/241 [==========================>...] - ETA: 0s - loss: 0.0119
241/241 [==============================] - 0s 1ms/step - loss: 0.0113
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 1.7893e-06
 34/241 [===>..........................] - ETA: 0s - loss: 0.0088    
 71/241 [=======>......................] - ETA: 0s - loss: 0.0233
106/241 [============>.................] - ETA: 0s - loss: 0.0182
140/241 [================>.............] - ETA: 0s - loss: 0.0150
175/241 [====================>.........] - ETA: 0s - loss: 0.0142
209/241 [=========================>....] - ETA: 0s - loss: 0.0135
241/241 [==============================] - 0s 1ms/step - loss: 0.0124
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 5.8460e-04
 33/241 [===>..........................] - ETA: 0s - loss: 0.0102    
 71/241 [=======>......................] - ETA: 0s - loss: 0.0101
109/241 [============>.................] - ETA: 0s - loss: 0.0093
145/241 [=================>............] - ETA: 0s - loss: 0.0093
181/241 [=====================>........] - ETA: 0s - loss: 0.0081
217/241 [==========================>...] - ETA: 0s - loss: 0.0085
241/241 [==============================] - 0s 1ms/step - loss: 0.0082
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0013
 31/241 [==>...........................] - ETA: 0s - loss: 0.0031
 61/241 [======>.......................] - ETA: 0s - loss: 0.0074
 96/241 [==========>...................] - ETA: 0s - loss: 0.0087
132/241 [===============>..............] - ETA: 0s - loss: 0.0073
168/241 [===================>..........] - ETA: 0s - loss: 0.0072
200/241 [=======================>......] - ETA: 0s - loss: 0.0073
235/241 [============================>.] - ETA: 0s - loss: 0.0080
241/241 [==============================] - 0s 2ms/step - loss: 0.0079
-> test with GAN.predict
GAN tn, fp: 591, 12
GAN fn, tp: 8, 23
GAN f1 score: 0.697
GAN cohens kappa score: 0.680

-> test with 'LR'
LR tn, fp: 514, 89
LR fn, tp: 1, 30
LR f1 score: 0.400
LR cohens kappa score: 0.350
LR average precision score: 0.548

-> test with 'RF'
RF tn, fp: 598, 5
RF fn, tp: 7, 24
RF f1 score: 0.800
RF cohens kappa score: 0.790

-> test with 'GB'
GB tn, fp: 591, 12
GB fn, tp: 5, 26
GB f1 score: 0.754
GB cohens kappa score: 0.740

-> test with 'KNN'
KNN tn, fp: 574, 29
KNN fn, tp: 8, 23
KNN f1 score: 0.554
KNN cohens kappa score: 0.525


------ Step 3/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 52s - loss: 1.3410e-05
 42/241 [====>.........................] - ETA: 0s - loss: 0.0078     
 83/241 [=========>....................] - ETA: 0s - loss: 0.0097
124/241 [==============>...............] - ETA: 0s - loss: 0.0089
165/241 [===================>..........] - ETA: 0s - loss: 0.0109
207/241 [========================>.....] - ETA: 0s - loss: 0.0108
241/241 [==============================] - 1s 1ms/step - loss: 0.0096
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 8.7970e-04
 42/241 [====>.........................] - ETA: 0s - loss: 0.0027    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0040
123/241 [==============>...............] - ETA: 0s - loss: 0.0034
163/241 [===================>..........] - ETA: 0s - loss: 0.0058
202/241 [========================>.....] - ETA: 0s - loss: 0.0069
241/241 [==============================] - 0s 1ms/step - loss: 0.0068
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0075
 40/241 [===>..........................] - ETA: 0s - loss: 0.0016
 77/241 [========>.....................] - ETA: 0s - loss: 0.0011
117/241 [=============>................] - ETA: 0s - loss: 0.0042
157/241 [==================>...........] - ETA: 0s - loss: 0.0054
198/241 [=======================>......] - ETA: 0s - loss: 0.0069
238/241 [============================>.] - ETA: 0s - loss: 0.0068
241/241 [==============================] - 0s 1ms/step - loss: 0.0067
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0130
 39/241 [===>..........................] - ETA: 0s - loss: 0.0082
 78/241 [========>.....................] - ETA: 0s - loss: 0.0110
119/241 [=============>................] - ETA: 0s - loss: 0.0095
159/241 [==================>...........] - ETA: 0s - loss: 0.0096
200/241 [=======================>......] - ETA: 0s - loss: 0.0083
236/241 [============================>.] - ETA: 0s - loss: 0.0093
241/241 [==============================] - 0s 1ms/step - loss: 0.0092
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 4.1494e-04
 42/241 [====>.........................] - ETA: 0s - loss: 0.0026    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0052
117/241 [=============>................] - ETA: 0s - loss: 0.0044
156/241 [==================>...........] - ETA: 0s - loss: 0.0037
196/241 [=======================>......] - ETA: 0s - loss: 0.0031
231/241 [===========================>..] - ETA: 0s - loss: 0.0049
241/241 [==============================] - 0s 1ms/step - loss: 0.0049
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0453
 36/241 [===>..........................] - ETA: 0s - loss: 0.0128
 69/241 [=======>......................] - ETA: 0s - loss: 0.0115
109/241 [============>.................] - ETA: 0s - loss: 0.0081
149/241 [=================>............] - ETA: 0s - loss: 0.0066
189/241 [======================>.......] - ETA: 0s - loss: 0.0065
230/241 [===========================>..] - ETA: 0s - loss: 0.0061
241/241 [==============================] - 0s 1ms/step - loss: 0.0059
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 9.0459e-04
 42/241 [====>.........................] - ETA: 0s - loss: 0.0141    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0119
123/241 [==============>...............] - ETA: 0s - loss: 0.0101
162/241 [===================>..........] - ETA: 0s - loss: 0.0097
202/241 [========================>.....] - ETA: 0s - loss: 0.0086
241/241 [==============================] - 0s 1ms/step - loss: 0.0075
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 1.9603e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0106    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0092
123/241 [==============>...............] - ETA: 0s - loss: 0.0073
164/241 [===================>..........] - ETA: 0s - loss: 0.0060
203/241 [========================>.....] - ETA: 0s - loss: 0.0053
241/241 [==============================] - 0s 1ms/step - loss: 0.0056
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0015
 40/241 [===>..........................] - ETA: 0s - loss: 0.0020
 80/241 [========>.....................] - ETA: 0s - loss: 0.0017
121/241 [==============>...............] - ETA: 0s - loss: 0.0034
160/241 [==================>...........] - ETA: 0s - loss: 0.0050
199/241 [=======================>......] - ETA: 0s - loss: 0.0059
239/241 [============================>.] - ETA: 0s - loss: 0.0073
241/241 [==============================] - 0s 1ms/step - loss: 0.0073
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 4.5027e-05
 40/241 [===>..........................] - ETA: 0s - loss: 4.0838e-04
 81/241 [=========>....................] - ETA: 0s - loss: 0.0015    
120/241 [=============>................] - ETA: 0s - loss: 0.0033
161/241 [===================>..........] - ETA: 0s - loss: 0.0075
201/241 [========================>.....] - ETA: 0s - loss: 0.0067
240/241 [============================>.] - ETA: 0s - loss: 0.0068
241/241 [==============================] - 0s 1ms/step - loss: 0.0068
-> test with GAN.predict
GAN tn, fp: 593, 10
GAN fn, tp: 11, 20
GAN f1 score: 0.656
GAN cohens kappa score: 0.638

-> test with 'LR'
LR tn, fp: 515, 88
LR fn, tp: 2, 29
LR f1 score: 0.392
LR cohens kappa score: 0.341
LR average precision score: 0.475

-> test with 'RF'
RF tn, fp: 596, 7
RF fn, tp: 9, 22
RF f1 score: 0.733
RF cohens kappa score: 0.720

-> test with 'GB'
GB tn, fp: 592, 11
GB fn, tp: 6, 25
GB f1 score: 0.746
GB cohens kappa score: 0.732

-> test with 'KNN'
KNN tn, fp: 577, 26
KNN fn, tp: 8, 23
KNN f1 score: 0.575
KNN cohens kappa score: 0.548


------ Step 3/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2288 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/242 [..............................] - ETA: 53s - loss: 0.0026
 42/242 [====>.........................] - ETA: 0s - loss: 0.0227 
 83/242 [=========>....................] - ETA: 0s - loss: 0.0134
123/242 [==============>...............] - ETA: 0s - loss: 0.0104
164/242 [===================>..........] - ETA: 0s - loss: 0.0092
204/242 [========================>.....] - ETA: 0s - loss: 0.0083
242/242 [==============================] - 1s 1ms/step - loss: 0.0073
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 6.6385e-05
 41/242 [====>.........................] - ETA: 0s - loss: 0.0059    
 82/242 [=========>....................] - ETA: 0s - loss: 0.0059
120/242 [=============>................] - ETA: 0s - loss: 0.0046
160/242 [==================>...........] - ETA: 0s - loss: 0.0043
199/242 [=======================>......] - ETA: 0s - loss: 0.0047
238/242 [============================>.] - ETA: 0s - loss: 0.0044
242/242 [==============================] - 0s 1ms/step - loss: 0.0043
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 1.1798e-04
 42/242 [====>.........................] - ETA: 0s - loss: 0.0017    
 82/242 [=========>....................] - ETA: 0s - loss: 0.0023
121/242 [==============>...............] - ETA: 0s - loss: 0.0020
161/242 [==================>...........] - ETA: 0s - loss: 0.0044
201/242 [=======================>......] - ETA: 0s - loss: 0.0061
240/242 [============================>.] - ETA: 0s - loss: 0.0062
242/242 [==============================] - 0s 1ms/step - loss: 0.0062
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 1.3244e-04
 40/242 [===>..........................] - ETA: 0s - loss: 0.0067    
 76/242 [========>.....................] - ETA: 0s - loss: 0.0057
109/242 [============>.................] - ETA: 0s - loss: 0.0060
143/242 [================>.............] - ETA: 0s - loss: 0.0080
176/242 [====================>.........] - ETA: 0s - loss: 0.0076
215/242 [=========================>....] - ETA: 0s - loss: 0.0067
242/242 [==============================] - 0s 1ms/step - loss: 0.0062
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 2.1294e-04
 41/242 [====>.........................] - ETA: 0s - loss: 0.0010    
 82/242 [=========>....................] - ETA: 0s - loss: 0.0024
122/242 [==============>...............] - ETA: 0s - loss: 0.0025
161/242 [==================>...........] - ETA: 0s - loss: 0.0031
201/242 [=======================>......] - ETA: 0s - loss: 0.0028
238/242 [============================>.] - ETA: 0s - loss: 0.0046
242/242 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 6/10

  1/242 [..............................] - ETA: 0s - loss: 1.6549e-04
 42/242 [====>.........................] - ETA: 0s - loss: 0.0017    
 83/242 [=========>....................] - ETA: 0s - loss: 0.0033
122/242 [==============>...............] - ETA: 0s - loss: 0.0037
161/242 [==================>...........] - ETA: 0s - loss: 0.0040
201/242 [=======================>......] - ETA: 0s - loss: 0.0042
241/242 [============================>.] - ETA: 0s - loss: 0.0037
242/242 [==============================] - 0s 1ms/step - loss: 0.0037
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 2.7370e-04
 43/242 [====>.........................] - ETA: 0s - loss: 0.0061    
 81/242 [=========>....................] - ETA: 0s - loss: 0.0048
122/242 [==============>...............] - ETA: 0s - loss: 0.0041
163/242 [===================>..........] - ETA: 0s - loss: 0.0039
203/242 [========================>.....] - ETA: 0s - loss: 0.0036
242/242 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 2.2467e-04
 42/242 [====>.........................] - ETA: 0s - loss: 0.0048    
 82/242 [=========>....................] - ETA: 0s - loss: 0.0048
120/242 [=============>................] - ETA: 0s - loss: 0.0038
156/242 [==================>...........] - ETA: 0s - loss: 0.0051
196/242 [=======================>......] - ETA: 0s - loss: 0.0061
236/242 [============================>.] - ETA: 0s - loss: 0.0064
242/242 [==============================] - 0s 1ms/step - loss: 0.0064
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 4.4610e-04
 42/242 [====>.........................] - ETA: 0s - loss: 0.0033    
 82/242 [=========>....................] - ETA: 0s - loss: 0.0149
122/242 [==============>...............] - ETA: 0s - loss: 0.0132
162/242 [===================>..........] - ETA: 0s - loss: 0.0116
201/242 [=======================>......] - ETA: 0s - loss: 0.0114
241/242 [============================>.] - ETA: 0s - loss: 0.0096
242/242 [==============================] - 0s 1ms/step - loss: 0.0096
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 5.1804e-06
 40/242 [===>..........................] - ETA: 0s - loss: 9.7092e-04
 79/242 [========>.....................] - ETA: 0s - loss: 0.0012    
119/242 [=============>................] - ETA: 0s - loss: 0.0033
159/242 [==================>...........] - ETA: 0s - loss: 0.0042
200/242 [=======================>......] - ETA: 0s - loss: 0.0037
239/242 [============================>.] - ETA: 0s - loss: 0.0035
242/242 [==============================] - 0s 1ms/step - loss: 0.0036
-> test with GAN.predict
GAN tn, fp: 596, 4
GAN fn, tp: 7, 20
GAN f1 score: 0.784
GAN cohens kappa score: 0.775

-> test with 'LR'
LR tn, fp: 525, 75
LR fn, tp: 6, 21
LR f1 score: 0.341
LR cohens kappa score: 0.294
LR average precision score: 0.341

-> test with 'RF'
RF tn, fp: 598, 2
RF fn, tp: 3, 24
RF f1 score: 0.906
RF cohens kappa score: 0.901

-> test with 'GB'
GB tn, fp: 595, 5
GB fn, tp: 1, 26
GB f1 score: 0.897
GB cohens kappa score: 0.892

-> test with 'KNN'
KNN tn, fp: 586, 14
KNN fn, tp: 3, 24
KNN f1 score: 0.738
KNN cohens kappa score: 0.725


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

------ Step 4/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 59s - loss: 0.0279
 34/241 [===>..........................] - ETA: 0s - loss: 0.0129 
 75/241 [========>.....................] - ETA: 0s - loss: 0.0148
115/241 [=============>................] - ETA: 0s - loss: 0.0108
156/241 [==================>...........] - ETA: 0s - loss: 0.0099
197/241 [=======================>......] - ETA: 0s - loss: 0.0099
237/241 [============================>.] - ETA: 0s - loss: 0.0131
241/241 [==============================] - 1s 1ms/step - loss: 0.0129
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 1.6058e-07
 39/241 [===>..........................] - ETA: 0s - loss: 0.0271    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0211
116/241 [=============>................] - ETA: 0s - loss: 0.0182
154/241 [==================>...........] - ETA: 0s - loss: 0.0171
194/241 [=======================>......] - ETA: 0s - loss: 0.0141
234/241 [============================>.] - ETA: 0s - loss: 0.0129
241/241 [==============================] - 0s 1ms/step - loss: 0.0127
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 6.9331e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0117    
 75/241 [========>.....................] - ETA: 0s - loss: 0.0097
116/241 [=============>................] - ETA: 0s - loss: 0.0084
156/241 [==================>...........] - ETA: 0s - loss: 0.0075
194/241 [=======================>......] - ETA: 0s - loss: 0.0068
234/241 [============================>.] - ETA: 0s - loss: 0.0081
241/241 [==============================] - 0s 1ms/step - loss: 0.0081
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0423
 42/241 [====>.........................] - ETA: 0s - loss: 0.0059
 81/241 [=========>....................] - ETA: 0s - loss: 0.0082
122/241 [==============>...............] - ETA: 0s - loss: 0.0090
163/241 [===================>..........] - ETA: 0s - loss: 0.0078
203/241 [========================>.....] - ETA: 0s - loss: 0.0067
241/241 [==============================] - 0s 1ms/step - loss: 0.0067
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 3.7772e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0201    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0133
120/241 [=============>................] - ETA: 0s - loss: 0.0110
155/241 [==================>...........] - ETA: 0s - loss: 0.0105
194/241 [=======================>......] - ETA: 0s - loss: 0.0096
232/241 [===========================>..] - ETA: 0s - loss: 0.0104
241/241 [==============================] - 0s 1ms/step - loss: 0.0106
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0019
 40/241 [===>..........................] - ETA: 0s - loss: 0.0097
 80/241 [========>.....................] - ETA: 0s - loss: 0.0132
118/241 [=============>................] - ETA: 0s - loss: 0.0100
158/241 [==================>...........] - ETA: 0s - loss: 0.0080
199/241 [=======================>......] - ETA: 0s - loss: 0.0076
238/241 [============================>.] - ETA: 0s - loss: 0.0073
241/241 [==============================] - 0s 1ms/step - loss: 0.0075
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 4.3154e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0014    
 81/241 [=========>....................] - ETA: 0s - loss: 0.0013
121/241 [==============>...............] - ETA: 0s - loss: 0.0036
158/241 [==================>...........] - ETA: 0s - loss: 0.0038
190/241 [======================>.......] - ETA: 0s - loss: 0.0046
223/241 [==========================>...] - ETA: 0s - loss: 0.0058
241/241 [==============================] - 0s 1ms/step - loss: 0.0057
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0013
 40/241 [===>..........................] - ETA: 0s - loss: 0.0070
 80/241 [========>.....................] - ETA: 0s - loss: 0.0094
119/241 [=============>................] - ETA: 0s - loss: 0.0073
157/241 [==================>...........] - ETA: 0s - loss: 0.0060
196/241 [=======================>......] - ETA: 0s - loss: 0.0059
236/241 [============================>.] - ETA: 0s - loss: 0.0069
241/241 [==============================] - 0s 1ms/step - loss: 0.0069
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0045
 40/241 [===>..........................] - ETA: 0s - loss: 0.0073
 80/241 [========>.....................] - ETA: 0s - loss: 0.0074
118/241 [=============>................] - ETA: 0s - loss: 0.0064
158/241 [==================>...........] - ETA: 0s - loss: 0.0073
199/241 [=======================>......] - ETA: 0s - loss: 0.0066
239/241 [============================>.] - ETA: 0s - loss: 0.0073
241/241 [==============================] - 0s 1ms/step - loss: 0.0072
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 2.9800e-06
 42/241 [====>.........................] - ETA: 0s - loss: 0.0034    
 81/241 [=========>....................] - ETA: 0s - loss: 0.0043
120/241 [=============>................] - ETA: 0s - loss: 0.0055
161/241 [===================>..........] - ETA: 0s - loss: 0.0067
201/241 [========================>.....] - ETA: 0s - loss: 0.0064
241/241 [==============================] - ETA: 0s - loss: 0.0074
241/241 [==============================] - 0s 1ms/step - loss: 0.0074
-> test with GAN.predict
GAN tn, fp: 584, 19
GAN fn, tp: 7, 24
GAN f1 score: 0.649
GAN cohens kappa score: 0.627

-> test with 'LR'
LR tn, fp: 528, 75
LR fn, tp: 5, 26
LR f1 score: 0.394
LR cohens kappa score: 0.345
LR average precision score: 0.403

-> test with 'RF'
RF tn, fp: 597, 6
RF fn, tp: 6, 25
RF f1 score: 0.806
RF cohens kappa score: 0.797

-> test with 'GB'
GB tn, fp: 592, 11
GB fn, tp: 3, 28
GB f1 score: 0.800
GB cohens kappa score: 0.788

-> test with 'KNN'
KNN tn, fp: 579, 24
KNN fn, tp: 6, 25
KNN f1 score: 0.625
KNN cohens kappa score: 0.601


------ Step 4/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 53s - loss: 9.5310e-07
 40/241 [===>..........................] - ETA: 0s - loss: 0.0061     
 79/241 [========>.....................] - ETA: 0s - loss: 0.0052
116/241 [=============>................] - ETA: 0s - loss: 0.0039
155/241 [==================>...........] - ETA: 0s - loss: 0.0051
195/241 [=======================>......] - ETA: 0s - loss: 0.0062
235/241 [============================>.] - ETA: 0s - loss: 0.0062
241/241 [==============================] - 1s 1ms/step - loss: 0.0061
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 4.0795e-05
 39/241 [===>..........................] - ETA: 0s - loss: 0.0103    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0099
112/241 [============>.................] - ETA: 0s - loss: 0.0098
145/241 [=================>............] - ETA: 0s - loss: 0.0105
180/241 [=====================>........] - ETA: 0s - loss: 0.0095
220/241 [==========================>...] - ETA: 0s - loss: 0.0094
241/241 [==============================] - 0s 1ms/step - loss: 0.0090
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 6.2360e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0133    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0126
119/241 [=============>................] - ETA: 0s - loss: 0.0117
157/241 [==================>...........] - ETA: 0s - loss: 0.0094
198/241 [=======================>......] - ETA: 0s - loss: 0.0083
238/241 [============================>.] - ETA: 0s - loss: 0.0072
241/241 [==============================] - 0s 1ms/step - loss: 0.0071
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 1.4915e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0017    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0059
120/241 [=============>................] - ETA: 0s - loss: 0.0048
158/241 [==================>...........] - ETA: 0s - loss: 0.0038
196/241 [=======================>......] - ETA: 0s - loss: 0.0032
236/241 [============================>.] - ETA: 0s - loss: 0.0038
241/241 [==============================] - 0s 1ms/step - loss: 0.0037
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 6.3587e-04
 42/241 [====>.........................] - ETA: 0s - loss: 0.0049    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0033
122/241 [==============>...............] - ETA: 0s - loss: 0.0036
163/241 [===================>..........] - ETA: 0s - loss: 0.0048
200/241 [=======================>......] - ETA: 0s - loss: 0.0055
237/241 [============================>.] - ETA: 0s - loss: 0.0052
241/241 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 2.3212e-04
 33/241 [===>..........................] - ETA: 0s - loss: 0.0018    
 70/241 [=======>......................] - ETA: 0s - loss: 0.0013
107/241 [============>.................] - ETA: 0s - loss: 0.0012
144/241 [================>.............] - ETA: 0s - loss: 0.0017
184/241 [=====================>........] - ETA: 0s - loss: 0.0044
220/241 [==========================>...] - ETA: 0s - loss: 0.0091
241/241 [==============================] - 0s 1ms/step - loss: 0.0090
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 2.4823e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0060    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0040
119/241 [=============>................] - ETA: 0s - loss: 0.0047
159/241 [==================>...........] - ETA: 0s - loss: 0.0045
198/241 [=======================>......] - ETA: 0s - loss: 0.0044
238/241 [============================>.] - ETA: 0s - loss: 0.0046
241/241 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.1913
 41/241 [====>.........................] - ETA: 0s - loss: 0.0101
 81/241 [=========>....................] - ETA: 0s - loss: 0.0061
121/241 [==============>...............] - ETA: 0s - loss: 0.0056
161/241 [===================>..........] - ETA: 0s - loss: 0.0049
201/241 [========================>.....] - ETA: 0s - loss: 0.0049
241/241 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0010
 40/241 [===>..........................] - ETA: 0s - loss: 0.0023
 79/241 [========>.....................] - ETA: 0s - loss: 0.0045
118/241 [=============>................] - ETA: 0s - loss: 0.0038
157/241 [==================>...........] - ETA: 0s - loss: 0.0044
197/241 [=======================>......] - ETA: 0s - loss: 0.0056
237/241 [============================>.] - ETA: 0s - loss: 0.0050
241/241 [==============================] - 0s 1ms/step - loss: 0.0049
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 8.1747e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0027    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0032
121/241 [==============>...............] - ETA: 0s - loss: 0.0049
161/241 [===================>..........] - ETA: 0s - loss: 0.0054
202/241 [========================>.....] - ETA: 0s - loss: 0.0055
241/241 [==============================] - ETA: 0s - loss: 0.0052
241/241 [==============================] - 0s 1ms/step - loss: 0.0052
-> test with GAN.predict
GAN tn, fp: 594, 9
GAN fn, tp: 9, 22
GAN f1 score: 0.710
GAN cohens kappa score: 0.695

-> test with 'LR'
LR tn, fp: 541, 62
LR fn, tp: 6, 25
LR f1 score: 0.424
LR cohens kappa score: 0.379
LR average precision score: 0.438

-> test with 'RF'
RF tn, fp: 598, 5
RF fn, tp: 8, 23
RF f1 score: 0.780
RF cohens kappa score: 0.769

-> test with 'GB'
GB tn, fp: 595, 8
GB fn, tp: 4, 27
GB f1 score: 0.818
GB cohens kappa score: 0.808

-> test with 'KNN'
KNN tn, fp: 582, 21
KNN fn, tp: 6, 25
KNN f1 score: 0.649
KNN cohens kappa score: 0.628


------ Step 4/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 56s - loss: 0.0866
 41/241 [====>.........................] - ETA: 0s - loss: 0.0077 
 80/241 [========>.....................] - ETA: 0s - loss: 0.0073
118/241 [=============>................] - ETA: 0s - loss: 0.0063
157/241 [==================>...........] - ETA: 0s - loss: 0.0062
197/241 [=======================>......] - ETA: 0s - loss: 0.0071
236/241 [============================>.] - ETA: 0s - loss: 0.0090
241/241 [==============================] - 1s 1ms/step - loss: 0.0089
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.1651
 40/241 [===>..........................] - ETA: 0s - loss: 0.0199
 79/241 [========>.....................] - ETA: 0s - loss: 0.0150
118/241 [=============>................] - ETA: 0s - loss: 0.0126
158/241 [==================>...........] - ETA: 0s - loss: 0.0126
198/241 [=======================>......] - ETA: 0s - loss: 0.0124
237/241 [============================>.] - ETA: 0s - loss: 0.0111
241/241 [==============================] - 0s 1ms/step - loss: 0.0109
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 1.5859e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0096    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0132
116/241 [=============>................] - ETA: 0s - loss: 0.0102
155/241 [==================>...........] - ETA: 0s - loss: 0.0107
195/241 [=======================>......] - ETA: 0s - loss: 0.0088
235/241 [============================>.] - ETA: 0s - loss: 0.0100
241/241 [==============================] - 0s 1ms/step - loss: 0.0098
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 4.8320e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0223    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0154
116/241 [=============>................] - ETA: 0s - loss: 0.0117
156/241 [==================>...........] - ETA: 0s - loss: 0.0097
194/241 [=======================>......] - ETA: 0s - loss: 0.0088
234/241 [============================>.] - ETA: 0s - loss: 0.0081
241/241 [==============================] - 0s 1ms/step - loss: 0.0080
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 1.3688e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0040    
 77/241 [========>.....................] - ETA: 0s - loss: 0.0034
116/241 [=============>................] - ETA: 0s - loss: 0.0050
157/241 [==================>...........] - ETA: 0s - loss: 0.0069
198/241 [=======================>......] - ETA: 0s - loss: 0.0075
237/241 [============================>.] - ETA: 0s - loss: 0.0088
241/241 [==============================] - 0s 1ms/step - loss: 0.0093
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0012
 39/241 [===>..........................] - ETA: 0s - loss: 0.0587
 77/241 [========>.....................] - ETA: 0s - loss: 0.0802
118/241 [=============>................] - ETA: 0s - loss: 0.0617
157/241 [==================>...........] - ETA: 0s - loss: 0.0503
197/241 [=======================>......] - ETA: 0s - loss: 0.0417
236/241 [============================>.] - ETA: 0s - loss: 0.0370
241/241 [==============================] - 0s 1ms/step - loss: 0.0367
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0022
 39/241 [===>..........................] - ETA: 0s - loss: 0.0041
 78/241 [========>.....................] - ETA: 0s - loss: 0.0054
114/241 [=============>................] - ETA: 0s - loss: 0.0046
148/241 [=================>............] - ETA: 0s - loss: 0.0038
187/241 [======================>.......] - ETA: 0s - loss: 0.0043
225/241 [===========================>..] - ETA: 0s - loss: 0.0049
241/241 [==============================] - 0s 1ms/step - loss: 0.0058
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0028
 41/241 [====>.........................] - ETA: 0s - loss: 0.0026
 80/241 [========>.....................] - ETA: 0s - loss: 0.0026
120/241 [=============>................] - ETA: 0s - loss: 0.0035
159/241 [==================>...........] - ETA: 0s - loss: 0.0041
198/241 [=======================>......] - ETA: 0s - loss: 0.0058
237/241 [============================>.] - ETA: 0s - loss: 0.0058
241/241 [==============================] - 0s 1ms/step - loss: 0.0060
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0012
 41/241 [====>.........................] - ETA: 0s - loss: 0.0016
 77/241 [========>.....................] - ETA: 0s - loss: 0.0027
118/241 [=============>................] - ETA: 0s - loss: 0.0045
158/241 [==================>...........] - ETA: 0s - loss: 0.0110
197/241 [=======================>......] - ETA: 0s - loss: 0.0129
234/241 [============================>.] - ETA: 0s - loss: 0.0139
241/241 [==============================] - 0s 1ms/step - loss: 0.0139
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 8.2241e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0088    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0057
114/241 [=============>................] - ETA: 0s - loss: 0.0056
154/241 [==================>...........] - ETA: 0s - loss: 0.0058
194/241 [=======================>......] - ETA: 0s - loss: 0.0053
235/241 [============================>.] - ETA: 0s - loss: 0.0067
241/241 [==============================] - 0s 1ms/step - loss: 0.0067
-> test with GAN.predict
GAN tn, fp: 598, 5
GAN fn, tp: 11, 20
GAN f1 score: 0.714
GAN cohens kappa score: 0.701

-> test with 'LR'
LR tn, fp: 518, 85
LR fn, tp: 3, 28
LR f1 score: 0.389
LR cohens kappa score: 0.338
LR average precision score: 0.584

-> test with 'RF'
RF tn, fp: 598, 5
RF fn, tp: 9, 22
RF f1 score: 0.759
RF cohens kappa score: 0.747

-> test with 'GB'
GB tn, fp: 596, 7
GB fn, tp: 5, 26
GB f1 score: 0.812
GB cohens kappa score: 0.803

-> test with 'KNN'
KNN tn, fp: 579, 24
KNN fn, tp: 6, 25
KNN f1 score: 0.625
KNN cohens kappa score: 0.601


------ Step 4/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 1:52 - loss: 2.7773e-04
 42/241 [====>.........................] - ETA: 0s - loss: 0.0088      
 83/241 [=========>....................] - ETA: 0s - loss: 0.0071
123/241 [==============>...............] - ETA: 0s - loss: 0.0063
163/241 [===================>..........] - ETA: 0s - loss: 0.0052
203/241 [========================>.....] - ETA: 0s - loss: 0.0043
241/241 [==============================] - 1s 1ms/step - loss: 0.0037
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 9.6371e-05
 38/241 [===>..........................] - ETA: 0s - loss: 9.3152e-04
 76/241 [========>.....................] - ETA: 0s - loss: 0.0048    
115/241 [=============>................] - ETA: 0s - loss: 0.0072
155/241 [==================>...........] - ETA: 0s - loss: 0.0060
196/241 [=======================>......] - ETA: 0s - loss: 0.0054
236/241 [============================>.] - ETA: 0s - loss: 0.0049
241/241 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 6.6689e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0026    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0031
120/241 [=============>................] - ETA: 0s - loss: 0.0035
161/241 [===================>..........] - ETA: 0s - loss: 0.0037
202/241 [========================>.....] - ETA: 0s - loss: 0.0033
241/241 [==============================] - ETA: 0s - loss: 0.0052
241/241 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0112
 42/241 [====>.........................] - ETA: 0s - loss: 0.0213
 82/241 [=========>....................] - ETA: 0s - loss: 0.0113
122/241 [==============>...............] - ETA: 0s - loss: 0.0097
163/241 [===================>..........] - ETA: 0s - loss: 0.0080
200/241 [=======================>......] - ETA: 0s - loss: 0.0079
238/241 [============================>.] - ETA: 0s - loss: 0.0071
241/241 [==============================] - 0s 1ms/step - loss: 0.0071
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 1.9375e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0041    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0038
118/241 [=============>................] - ETA: 0s - loss: 0.0029
157/241 [==================>...........] - ETA: 0s - loss: 0.0026
196/241 [=======================>......] - ETA: 0s - loss: 0.0034
236/241 [============================>.] - ETA: 0s - loss: 0.0031
241/241 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0012
 42/241 [====>.........................] - ETA: 0s - loss: 7.9987e-04
 83/241 [=========>....................] - ETA: 0s - loss: 6.5979e-04
122/241 [==============>...............] - ETA: 0s - loss: 0.0032    
152/241 [=================>............] - ETA: 0s - loss: 0.0036
187/241 [======================>.......] - ETA: 0s - loss: 0.0041
221/241 [==========================>...] - ETA: 0s - loss: 0.0037
241/241 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 7.7832e-04
 41/241 [====>.........................] - ETA: 0s - loss: 3.3681e-04
 82/241 [=========>....................] - ETA: 0s - loss: 7.2788e-04
118/241 [=============>................] - ETA: 0s - loss: 7.7752e-04
155/241 [==================>...........] - ETA: 0s - loss: 0.0018    
194/241 [=======================>......] - ETA: 0s - loss: 0.0016
232/241 [===========================>..] - ETA: 0s - loss: 0.0036
241/241 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 1.7376e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0011    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0024
119/241 [=============>................] - ETA: 0s - loss: 0.0036
158/241 [==================>...........] - ETA: 0s - loss: 0.0040
198/241 [=======================>......] - ETA: 0s - loss: 0.0042
237/241 [============================>.] - ETA: 0s - loss: 0.0039
241/241 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 6.5345e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0039    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0023
123/241 [==============>...............] - ETA: 0s - loss: 0.0035
162/241 [===================>..........] - ETA: 0s - loss: 0.0030
200/241 [=======================>......] - ETA: 0s - loss: 0.0031
239/241 [============================>.] - ETA: 0s - loss: 0.0034
241/241 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 3.4014e-04
 42/241 [====>.........................] - ETA: 0s - loss: 3.6459e-04
 79/241 [========>.....................] - ETA: 0s - loss: 6.0000e-04
120/241 [=============>................] - ETA: 0s - loss: 0.0026    
160/241 [==================>...........] - ETA: 0s - loss: 0.0033
200/241 [=======================>......] - ETA: 0s - loss: 0.0060
240/241 [============================>.] - ETA: 0s - loss: 0.0071
241/241 [==============================] - 0s 1ms/step - loss: 0.0071
-> test with GAN.predict
GAN tn, fp: 597, 6
GAN fn, tp: 7, 24
GAN f1 score: 0.787
GAN cohens kappa score: 0.776

-> test with 'LR'
LR tn, fp: 506, 97
LR fn, tp: 2, 29
LR f1 score: 0.369
LR cohens kappa score: 0.316
LR average precision score: 0.470

-> test with 'RF'
RF tn, fp: 601, 2
RF fn, tp: 4, 27
RF f1 score: 0.900
RF cohens kappa score: 0.895

-> test with 'GB'
GB tn, fp: 596, 7
GB fn, tp: 3, 28
GB f1 score: 0.848
GB cohens kappa score: 0.840

-> test with 'KNN'
KNN tn, fp: 579, 24
KNN fn, tp: 9, 22
KNN f1 score: 0.571
KNN cohens kappa score: 0.545


------ Step 4/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2288 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/242 [..............................] - ETA: 1:03 - loss: 5.1027e-05
 35/242 [===>..........................] - ETA: 0s - loss: 0.0180      
 71/242 [=======>......................] - ETA: 0s - loss: 0.0196
103/242 [===========>..................] - ETA: 0s - loss: 0.0178
137/242 [===============>..............] - ETA: 0s - loss: 0.0167
172/242 [====================>.........] - ETA: 0s - loss: 0.0191
207/242 [========================>.....] - ETA: 0s - loss: 0.0200
240/242 [============================>.] - ETA: 0s - loss: 0.0197
242/242 [==============================] - 1s 1ms/step - loss: 0.0196
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 0.0044
 36/242 [===>..........................] - ETA: 0s - loss: 0.0081
 69/242 [=======>......................] - ETA: 0s - loss: 0.0234
104/242 [===========>..................] - ETA: 0s - loss: 0.0166
140/242 [================>.............] - ETA: 0s - loss: 0.0132
173/242 [====================>.........] - ETA: 0s - loss: 0.0158
207/242 [========================>.....] - ETA: 0s - loss: 0.0144
242/242 [==============================] - 0s 1ms/step - loss: 0.0138
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 0.0033
 38/242 [===>..........................] - ETA: 0s - loss: 0.0047
 75/242 [========>.....................] - ETA: 0s - loss: 0.0064
110/242 [============>.................] - ETA: 0s - loss: 0.0066
145/242 [================>.............] - ETA: 0s - loss: 0.0136
185/242 [=====================>........] - ETA: 0s - loss: 0.0128
219/242 [==========================>...] - ETA: 0s - loss: 0.0111
242/242 [==============================] - 0s 1ms/step - loss: 0.0115
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 6.9322e-06
 37/242 [===>..........................] - ETA: 0s - loss: 0.0101    
 72/242 [=======>......................] - ETA: 0s - loss: 0.0075
109/242 [============>.................] - ETA: 0s - loss: 0.0062
146/242 [=================>............] - ETA: 0s - loss: 0.0059
182/242 [=====================>........] - ETA: 0s - loss: 0.0055
220/242 [==========================>...] - ETA: 0s - loss: 0.0053
242/242 [==============================] - 0s 1ms/step - loss: 0.0061
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 0.0018
 37/242 [===>..........................] - ETA: 0s - loss: 0.0094
 71/242 [=======>......................] - ETA: 0s - loss: 0.0109
 99/242 [===========>..................] - ETA: 0s - loss: 0.0095
131/242 [===============>..............] - ETA: 0s - loss: 0.0082
162/242 [===================>..........] - ETA: 0s - loss: 0.0073
196/242 [=======================>......] - ETA: 0s - loss: 0.0065
231/242 [===========================>..] - ETA: 0s - loss: 0.0062
242/242 [==============================] - 0s 2ms/step - loss: 0.0060
Epoch 6/10

  1/242 [..............................] - ETA: 0s - loss: 1.1653e-04
 39/242 [===>..........................] - ETA: 0s - loss: 0.0040    
 75/242 [========>.....................] - ETA: 0s - loss: 0.0024
109/242 [============>.................] - ETA: 0s - loss: 0.0036
136/242 [===============>..............] - ETA: 0s - loss: 0.0029
166/242 [===================>..........] - ETA: 0s - loss: 0.0029
197/242 [=======================>......] - ETA: 0s - loss: 0.0067
232/242 [===========================>..] - ETA: 0s - loss: 0.0072
242/242 [==============================] - 0s 2ms/step - loss: 0.0070
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 0.0057
 35/242 [===>..........................] - ETA: 0s - loss: 0.0104
 70/242 [=======>......................] - ETA: 0s - loss: 0.0167
106/242 [============>.................] - ETA: 0s - loss: 0.0166
144/242 [================>.............] - ETA: 0s - loss: 0.0154
181/242 [=====================>........] - ETA: 0s - loss: 0.0137
218/242 [==========================>...] - ETA: 0s - loss: 0.0119
242/242 [==============================] - 0s 1ms/step - loss: 0.0119
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 0.0060
 37/242 [===>..........................] - ETA: 0s - loss: 0.0102
 75/242 [========>.....................] - ETA: 0s - loss: 0.0117
110/242 [============>.................] - ETA: 0s - loss: 0.0105
146/242 [=================>............] - ETA: 0s - loss: 0.0086
181/242 [=====================>........] - ETA: 0s - loss: 0.0080
218/242 [==========================>...] - ETA: 0s - loss: 0.0078
242/242 [==============================] - 0s 1ms/step - loss: 0.0083
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 5.0127e-04
 34/242 [===>..........................] - ETA: 0s - loss: 0.0082    
 67/242 [=======>......................] - ETA: 0s - loss: 0.0120
102/242 [===========>..................] - ETA: 0s - loss: 0.0093
137/242 [===============>..............] - ETA: 0s - loss: 0.0100
175/242 [====================>.........] - ETA: 0s - loss: 0.0085
208/242 [========================>.....] - ETA: 0s - loss: 0.0076
241/242 [============================>.] - ETA: 0s - loss: 0.0071
242/242 [==============================] - 0s 1ms/step - loss: 0.0071
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 4.2716e-04
 36/242 [===>..........................] - ETA: 0s - loss: 0.0016    
 72/242 [=======>......................] - ETA: 0s - loss: 0.0022
106/242 [============>.................] - ETA: 0s - loss: 0.0056
142/242 [================>.............] - ETA: 0s - loss: 0.0057
178/242 [=====================>........] - ETA: 0s - loss: 0.0071
211/242 [=========================>....] - ETA: 0s - loss: 0.0078
242/242 [==============================] - 0s 1ms/step - loss: 0.0072
-> test with GAN.predict
GAN tn, fp: 586, 14
GAN fn, tp: 6, 21
GAN f1 score: 0.677
GAN cohens kappa score: 0.661

-> test with 'LR'
LR tn, fp: 523, 77
LR fn, tp: 6, 21
LR f1 score: 0.336
LR cohens kappa score: 0.288
LR average precision score: 0.403

-> test with 'RF'
RF tn, fp: 594, 6
RF fn, tp: 8, 19
RF f1 score: 0.731
RF cohens kappa score: 0.719

-> test with 'GB'
GB tn, fp: 592, 8
GB fn, tp: 4, 23
GB f1 score: 0.793
GB cohens kappa score: 0.783

-> test with 'KNN'
KNN tn, fp: 576, 24
KNN fn, tp: 6, 21
KNN f1 score: 0.583
KNN cohens kappa score: 0.560


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

------ Step 5/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 53s - loss: 0.0016
 41/241 [====>.........................] - ETA: 0s - loss: 0.0097 
 81/241 [=========>....................] - ETA: 0s - loss: 0.0126
122/241 [==============>...............] - ETA: 0s - loss: 0.0099
164/241 [===================>..........] - ETA: 0s - loss: 0.0102
203/241 [========================>.....] - ETA: 0s - loss: 0.0123
241/241 [==============================] - 1s 1ms/step - loss: 0.0110
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0054
 42/241 [====>.........................] - ETA: 0s - loss: 0.0081
 81/241 [=========>....................] - ETA: 0s - loss: 0.0071
122/241 [==============>...............] - ETA: 0s - loss: 0.0072
162/241 [===================>..........] - ETA: 0s - loss: 0.0094
201/241 [========================>.....] - ETA: 0s - loss: 0.0092
241/241 [==============================] - ETA: 0s - loss: 0.0098
241/241 [==============================] - 0s 1ms/step - loss: 0.0098
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 9.7073e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0164    
 81/241 [=========>....................] - ETA: 0s - loss: 0.0132
122/241 [==============>...............] - ETA: 0s - loss: 0.0128
163/241 [===================>..........] - ETA: 0s - loss: 0.0123
198/241 [=======================>......] - ETA: 0s - loss: 0.0119
229/241 [===========================>..] - ETA: 0s - loss: 0.0109
241/241 [==============================] - 0s 1ms/step - loss: 0.0110
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 5.0109e-04
 38/241 [===>..........................] - ETA: 0s - loss: 0.0129    
 77/241 [========>.....................] - ETA: 0s - loss: 0.0126
117/241 [=============>................] - ETA: 0s - loss: 0.0094
157/241 [==================>...........] - ETA: 0s - loss: 0.0149
197/241 [=======================>......] - ETA: 0s - loss: 0.0162
237/241 [============================>.] - ETA: 0s - loss: 0.0158
241/241 [==============================] - 0s 1ms/step - loss: 0.0155
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 8.7073e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0109    
 81/241 [=========>....................] - ETA: 0s - loss: 0.0115
114/241 [=============>................] - ETA: 0s - loss: 0.0136
155/241 [==================>...........] - ETA: 0s - loss: 0.0137
196/241 [=======================>......] - ETA: 0s - loss: 0.0116
237/241 [============================>.] - ETA: 0s - loss: 0.0122
241/241 [==============================] - 0s 1ms/step - loss: 0.0120
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0091
 41/241 [====>.........................] - ETA: 0s - loss: 0.0071
 78/241 [========>.....................] - ETA: 0s - loss: 0.0062
117/241 [=============>................] - ETA: 0s - loss: 0.0132
157/241 [==================>...........] - ETA: 0s - loss: 0.0106
197/241 [=======================>......] - ETA: 0s - loss: 0.0100
237/241 [============================>.] - ETA: 0s - loss: 0.0116
241/241 [==============================] - 0s 1ms/step - loss: 0.0121
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 2.9716e-06
 41/241 [====>.........................] - ETA: 0s - loss: 0.0078    
 81/241 [=========>....................] - ETA: 0s - loss: 0.0071
121/241 [==============>...............] - ETA: 0s - loss: 0.0121
161/241 [===================>..........] - ETA: 0s - loss: 0.0167
201/241 [========================>.....] - ETA: 0s - loss: 0.0149
241/241 [==============================] - ETA: 0s - loss: 0.0156
241/241 [==============================] - 0s 1ms/step - loss: 0.0156
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0299
 42/241 [====>.........................] - ETA: 0s - loss: 0.0126
 83/241 [=========>....................] - ETA: 0s - loss: 0.0190
124/241 [==============>...............] - ETA: 0s - loss: 0.0140
162/241 [===================>..........] - ETA: 0s - loss: 0.0128
199/241 [=======================>......] - ETA: 0s - loss: 0.0117
239/241 [============================>.] - ETA: 0s - loss: 0.0112
241/241 [==============================] - 0s 1ms/step - loss: 0.0111
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0014
 40/241 [===>..........................] - ETA: 0s - loss: 0.0047
 79/241 [========>.....................] - ETA: 0s - loss: 0.0054
119/241 [=============>................] - ETA: 0s - loss: 0.0065
158/241 [==================>...........] - ETA: 0s - loss: 0.0077
199/241 [=======================>......] - ETA: 0s - loss: 0.0081
239/241 [============================>.] - ETA: 0s - loss: 0.0086
241/241 [==============================] - 0s 1ms/step - loss: 0.0086
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 1.4641e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0072    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0082
123/241 [==============>...............] - ETA: 0s - loss: 0.0070
157/241 [==================>...........] - ETA: 0s - loss: 0.0068
188/241 [======================>.......] - ETA: 0s - loss: 0.0066
222/241 [==========================>...] - ETA: 0s - loss: 0.0078
241/241 [==============================] - 0s 1ms/step - loss: 0.0096
-> test with GAN.predict
GAN tn, fp: 578, 25
GAN fn, tp: 6, 25
GAN f1 score: 0.617
GAN cohens kappa score: 0.593

-> test with 'LR'
LR tn, fp: 528, 75
LR fn, tp: 5, 26
LR f1 score: 0.394
LR cohens kappa score: 0.345
LR average precision score: 0.411

-> test with 'RF'
RF tn, fp: 599, 4
RF fn, tp: 7, 24
RF f1 score: 0.814
RF cohens kappa score: 0.804

-> test with 'GB'
GB tn, fp: 595, 8
GB fn, tp: 4, 27
GB f1 score: 0.818
GB cohens kappa score: 0.808

-> test with 'KNN'
KNN tn, fp: 585, 18
KNN fn, tp: 5, 26
KNN f1 score: 0.693
KNN cohens kappa score: 0.675


------ Step 5/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 51s - loss: 0.0200
 41/241 [====>.........................] - ETA: 0s - loss: 0.0075 
 82/241 [=========>....................] - ETA: 0s - loss: 0.0083
123/241 [==============>...............] - ETA: 0s - loss: 0.0083
162/241 [===================>..........] - ETA: 0s - loss: 0.0071
202/241 [========================>.....] - ETA: 0s - loss: 0.0059
241/241 [==============================] - 1s 1ms/step - loss: 0.0051
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 8.2359e-05
 41/241 [====>.........................] - ETA: 0s - loss: 6.5416e-04
 81/241 [=========>....................] - ETA: 0s - loss: 9.4792e-04
122/241 [==============>...............] - ETA: 0s - loss: 0.0012    
163/241 [===================>..........] - ETA: 0s - loss: 0.0014
201/241 [========================>.....] - ETA: 0s - loss: 0.0014
241/241 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0011
 43/241 [====>.........................] - ETA: 0s - loss: 0.0062
 83/241 [=========>....................] - ETA: 0s - loss: 0.0047
121/241 [==============>...............] - ETA: 0s - loss: 0.0063
162/241 [===================>..........] - ETA: 0s - loss: 0.0063
203/241 [========================>.....] - ETA: 0s - loss: 0.0056
241/241 [==============================] - 0s 1ms/step - loss: 0.0050
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 7.6535e-04
 41/241 [====>.........................] - ETA: 0s - loss: 7.3553e-04
 78/241 [========>.....................] - ETA: 0s - loss: 6.1797e-04
116/241 [=============>................] - ETA: 0s - loss: 0.0020    
157/241 [==================>...........] - ETA: 0s - loss: 0.0027
198/241 [=======================>......] - ETA: 0s - loss: 0.0027
231/241 [===========================>..] - ETA: 0s - loss: 0.0031
241/241 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0051
 34/241 [===>..........................] - ETA: 0s - loss: 0.0013
 70/241 [=======>......................] - ETA: 0s - loss: 0.0016
112/241 [============>.................] - ETA: 0s - loss: 0.0014
152/241 [=================>............] - ETA: 0s - loss: 0.0021
193/241 [=======================>......] - ETA: 0s - loss: 0.0018
234/241 [============================>.] - ETA: 0s - loss: 0.0016
241/241 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 7.7760e-06
 41/241 [====>.........................] - ETA: 0s - loss: 0.0034    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0028
121/241 [==============>...............] - ETA: 0s - loss: 0.0024
162/241 [===================>..........] - ETA: 0s - loss: 0.0022
203/241 [========================>.....] - ETA: 0s - loss: 0.0022
241/241 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0026
 41/241 [====>.........................] - ETA: 0s - loss: 0.0095
 82/241 [=========>....................] - ETA: 0s - loss: 0.0095
121/241 [==============>...............] - ETA: 0s - loss: 0.0073
162/241 [===================>..........] - ETA: 0s - loss: 0.0070
203/241 [========================>.....] - ETA: 0s - loss: 0.0072
241/241 [==============================] - 0s 1ms/step - loss: 0.0067
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 2.8004e-05
 41/241 [====>.........................] - ETA: 0s - loss: 8.9200e-04
 80/241 [========>.....................] - ETA: 0s - loss: 7.6182e-04
119/241 [=============>................] - ETA: 0s - loss: 0.0011    
159/241 [==================>...........] - ETA: 0s - loss: 0.0024
200/241 [=======================>......] - ETA: 0s - loss: 0.0026
240/241 [============================>.] - ETA: 0s - loss: 0.0030
241/241 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 7.4961e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0014    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0017
121/241 [==============>...............] - ETA: 0s - loss: 0.0014
161/241 [===================>..........] - ETA: 0s - loss: 0.0015
200/241 [=======================>......] - ETA: 0s - loss: 0.0017
240/241 [============================>.] - ETA: 0s - loss: 0.0017
241/241 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 2.0936e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0014    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0011
123/241 [==============>...............] - ETA: 0s - loss: 0.0011
164/241 [===================>..........] - ETA: 0s - loss: 0.0017
204/241 [========================>.....] - ETA: 0s - loss: 0.0014
241/241 [==============================] - 0s 1ms/step - loss: 0.0013
-> test with GAN.predict
GAN tn, fp: 600, 3
GAN fn, tp: 11, 20
GAN f1 score: 0.741
GAN cohens kappa score: 0.729

-> test with 'LR'
LR tn, fp: 529, 74
LR fn, tp: 5, 26
LR f1 score: 0.397
LR cohens kappa score: 0.348
LR average precision score: 0.505

-> test with 'RF'
RF tn, fp: 600, 3
RF fn, tp: 4, 27
RF f1 score: 0.885
RF cohens kappa score: 0.879

-> test with 'GB'
GB tn, fp: 595, 8
GB fn, tp: 2, 29
GB f1 score: 0.853
GB cohens kappa score: 0.845

-> test with 'KNN'
KNN tn, fp: 577, 26
KNN fn, tp: 9, 22
KNN f1 score: 0.557
KNN cohens kappa score: 0.529


------ Step 5/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 54s - loss: 7.2239e-05
 41/241 [====>.........................] - ETA: 0s - loss: 0.0115     
 81/241 [=========>....................] - ETA: 0s - loss: 0.0169
119/241 [=============>................] - ETA: 0s - loss: 0.0152
153/241 [==================>...........] - ETA: 0s - loss: 0.0124
187/241 [======================>.......] - ETA: 0s - loss: 0.0114
224/241 [==========================>...] - ETA: 0s - loss: 0.0111
241/241 [==============================] - 1s 1ms/step - loss: 0.0105
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 5.5059e-04
 42/241 [====>.........................] - ETA: 0s - loss: 0.0040    
 82/241 [=========>....................] - ETA: 0s - loss: 0.0055
123/241 [==============>...............] - ETA: 0s - loss: 0.0046
160/241 [==================>...........] - ETA: 0s - loss: 0.0047
201/241 [========================>.....] - ETA: 0s - loss: 0.0056
241/241 [==============================] - ETA: 0s - loss: 0.0055
241/241 [==============================] - 0s 1ms/step - loss: 0.0055
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 9.7380e-06
 39/241 [===>..........................] - ETA: 0s - loss: 0.0069    
 77/241 [========>.....................] - ETA: 0s - loss: 0.0050
112/241 [============>.................] - ETA: 0s - loss: 0.0059
148/241 [=================>............] - ETA: 0s - loss: 0.0048
188/241 [======================>.......] - ETA: 0s - loss: 0.0048
227/241 [===========================>..] - ETA: 0s - loss: 0.0044
241/241 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 7.0396e-04
 39/241 [===>..........................] - ETA: 0s - loss: 0.0070    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0067
118/241 [=============>................] - ETA: 0s - loss: 0.0070
154/241 [==================>...........] - ETA: 0s - loss: 0.0062
194/241 [=======================>......] - ETA: 0s - loss: 0.0055
234/241 [============================>.] - ETA: 0s - loss: 0.0050
241/241 [==============================] - 0s 1ms/step - loss: 0.0049
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0018
 40/241 [===>..........................] - ETA: 0s - loss: 9.3812e-04
 77/241 [========>.....................] - ETA: 0s - loss: 0.0029    
116/241 [=============>................] - ETA: 0s - loss: 0.0031
157/241 [==================>...........] - ETA: 0s - loss: 0.0074
196/241 [=======================>......] - ETA: 0s - loss: 0.0075
236/241 [============================>.] - ETA: 0s - loss: 0.0067
241/241 [==============================] - 0s 1ms/step - loss: 0.0068
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0070
 41/241 [====>.........................] - ETA: 0s - loss: 0.0075
 82/241 [=========>....................] - ETA: 0s - loss: 0.0068
120/241 [=============>................] - ETA: 0s - loss: 0.0056
160/241 [==================>...........] - ETA: 0s - loss: 0.0050
199/241 [=======================>......] - ETA: 0s - loss: 0.0044
237/241 [============================>.] - ETA: 0s - loss: 0.0041
241/241 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 2.4841e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0014    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0010
119/241 [=============>................] - ETA: 0s - loss: 0.0013
157/241 [==================>...........] - ETA: 0s - loss: 0.0049
197/241 [=======================>......] - ETA: 0s - loss: 0.0056
237/241 [============================>.] - ETA: 0s - loss: 0.0054
241/241 [==============================] - 0s 1ms/step - loss: 0.0054
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 4.1915e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0026    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0034
109/241 [============>.................] - ETA: 0s - loss: 0.0029
144/241 [================>.............] - ETA: 0s - loss: 0.0028
183/241 [=====================>........] - ETA: 0s - loss: 0.0028
219/241 [==========================>...] - ETA: 0s - loss: 0.0042
241/241 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 7.2604e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0059    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0043
119/241 [=============>................] - ETA: 0s - loss: 0.0054
157/241 [==================>...........] - ETA: 0s - loss: 0.0046
197/241 [=======================>......] - ETA: 0s - loss: 0.0046
237/241 [============================>.] - ETA: 0s - loss: 0.0053
241/241 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0244
 41/241 [====>.........................] - ETA: 0s - loss: 0.0109
 82/241 [=========>....................] - ETA: 0s - loss: 0.0072
122/241 [==============>...............] - ETA: 0s - loss: 0.0086
163/241 [===================>..........] - ETA: 0s - loss: 0.0083
202/241 [========================>.....] - ETA: 0s - loss: 0.0082
241/241 [==============================] - 0s 1ms/step - loss: 0.0107
-> test with GAN.predict
GAN tn, fp: 591, 12
GAN fn, tp: 9, 22
GAN f1 score: 0.677
GAN cohens kappa score: 0.660

-> test with 'LR'
LR tn, fp: 513, 90
LR fn, tp: 1, 30
LR f1 score: 0.397
LR cohens kappa score: 0.347
LR average precision score: 0.514

-> test with 'RF'
RF tn, fp: 600, 3
RF fn, tp: 10, 21
RF f1 score: 0.764
RF cohens kappa score: 0.753

-> test with 'GB'
GB tn, fp: 593, 10
GB fn, tp: 10, 21
GB f1 score: 0.677
GB cohens kappa score: 0.661

-> test with 'KNN'
KNN tn, fp: 581, 22
KNN fn, tp: 7, 24
KNN f1 score: 0.623
KNN cohens kappa score: 0.600


------ Step 5/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2289 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/241 [..............................] - ETA: 55s - loss: 2.9469e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0180     
 78/241 [========>.....................] - ETA: 0s - loss: 0.0211
118/241 [=============>................] - ETA: 0s - loss: 0.0202
157/241 [==================>...........] - ETA: 0s - loss: 0.0331
196/241 [=======================>......] - ETA: 0s - loss: 0.0310
236/241 [============================>.] - ETA: 0s - loss: 0.0302
241/241 [==============================] - 1s 1ms/step - loss: 0.0300
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 1.8080e-04
 41/241 [====>.........................] - ETA: 0s - loss: 0.0096    
 80/241 [========>.....................] - ETA: 0s - loss: 0.0147
120/241 [=============>................] - ETA: 0s - loss: 0.0201
160/241 [==================>...........] - ETA: 0s - loss: 0.0193
200/241 [=======================>......] - ETA: 0s - loss: 0.0184
239/241 [============================>.] - ETA: 0s - loss: 0.0172
241/241 [==============================] - 0s 1ms/step - loss: 0.0171
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 1.4184e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0039    
 79/241 [========>.....................] - ETA: 0s - loss: 0.0037
119/241 [=============>................] - ETA: 0s - loss: 0.0071
158/241 [==================>...........] - ETA: 0s - loss: 0.0097
197/241 [=======================>......] - ETA: 0s - loss: 0.0096
233/241 [============================>.] - ETA: 0s - loss: 0.0095
241/241 [==============================] - 0s 1ms/step - loss: 0.0092
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 4.1094e-06
 39/241 [===>..........................] - ETA: 0s - loss: 0.0119    
 76/241 [========>.....................] - ETA: 0s - loss: 0.0084
116/241 [=============>................] - ETA: 0s - loss: 0.0066
154/241 [==================>...........] - ETA: 0s - loss: 0.0072
192/241 [======================>.......] - ETA: 0s - loss: 0.0061
231/241 [===========================>..] - ETA: 0s - loss: 0.0067
241/241 [==============================] - 0s 1ms/step - loss: 0.0074
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 9.4126e-04
 40/241 [===>..........................] - ETA: 0s - loss: 0.0086    
 78/241 [========>.....................] - ETA: 0s - loss: 0.0069
118/241 [=============>................] - ETA: 0s - loss: 0.0073
158/241 [==================>...........] - ETA: 0s - loss: 0.0073
195/241 [=======================>......] - ETA: 0s - loss: 0.0090
236/241 [============================>.] - ETA: 0s - loss: 0.0117
241/241 [==============================] - 0s 1ms/step - loss: 0.0116
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 1.6022e-04
 37/241 [===>..........................] - ETA: 0s - loss: 0.0085    
 77/241 [========>.....................] - ETA: 0s - loss: 0.0086
118/241 [=============>................] - ETA: 0s - loss: 0.0085
157/241 [==================>...........] - ETA: 0s - loss: 0.0097
197/241 [=======================>......] - ETA: 0s - loss: 0.0096
236/241 [============================>.] - ETA: 0s - loss: 0.0092
241/241 [==============================] - 0s 1ms/step - loss: 0.0090
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 8.0483e-07
 37/241 [===>..........................] - ETA: 0s - loss: 0.0041    
 70/241 [=======>......................] - ETA: 0s - loss: 0.0081
105/241 [============>.................] - ETA: 0s - loss: 0.0066
140/241 [================>.............] - ETA: 0s - loss: 0.0096
179/241 [=====================>........] - ETA: 0s - loss: 0.0109
218/241 [==========================>...] - ETA: 0s - loss: 0.0094
241/241 [==============================] - 0s 1ms/step - loss: 0.0088
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 1.9335e-05
 40/241 [===>..........................] - ETA: 0s - loss: 0.0059    
 81/241 [=========>....................] - ETA: 0s - loss: 0.0060
121/241 [==============>...............] - ETA: 0s - loss: 0.0058
161/241 [===================>..........] - ETA: 0s - loss: 0.0059
200/241 [=======================>......] - ETA: 0s - loss: 0.0066
238/241 [============================>.] - ETA: 0s - loss: 0.0083
241/241 [==============================] - 0s 1ms/step - loss: 0.0082
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0014
 40/241 [===>..........................] - ETA: 0s - loss: 0.0120
 78/241 [========>.....................] - ETA: 0s - loss: 0.0124
113/241 [=============>................] - ETA: 0s - loss: 0.0114
151/241 [=================>............] - ETA: 0s - loss: 0.0102
191/241 [======================>.......] - ETA: 0s - loss: 0.0126
230/241 [===========================>..] - ETA: 0s - loss: 0.0145
241/241 [==============================] - 0s 1ms/step - loss: 0.0142
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0470
 41/241 [====>.........................] - ETA: 0s - loss: 0.0085
 78/241 [========>.....................] - ETA: 0s - loss: 0.0114
119/241 [=============>................] - ETA: 0s - loss: 0.0119
158/241 [==================>...........] - ETA: 0s - loss: 0.0101
197/241 [=======================>......] - ETA: 0s - loss: 0.0092
236/241 [============================>.] - ETA: 0s - loss: 0.0086
241/241 [==============================] - 0s 1ms/step - loss: 0.0085
-> test with GAN.predict
GAN tn, fp: 594, 9
GAN fn, tp: 8, 23
GAN f1 score: 0.730
GAN cohens kappa score: 0.716

-> test with 'LR'
LR tn, fp: 527, 76
LR fn, tp: 4, 27
LR f1 score: 0.403
LR cohens kappa score: 0.354
LR average precision score: 0.584

-> test with 'RF'
RF tn, fp: 597, 6
RF fn, tp: 5, 26
RF f1 score: 0.825
RF cohens kappa score: 0.816

-> test with 'GB'
GB tn, fp: 593, 10
GB fn, tp: 3, 28
GB f1 score: 0.812
GB cohens kappa score: 0.801

-> test with 'KNN'
KNN tn, fp: 577, 26
KNN fn, tp: 6, 25
KNN f1 score: 0.610
KNN cohens kappa score: 0.584


------ Step 5/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2288 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/242 [..............................] - ETA: 54s - loss: 1.7060e-04
 42/242 [====>.........................] - ETA: 0s - loss: 0.0025     
 83/242 [=========>....................] - ETA: 0s - loss: 0.0033
122/242 [==============>...............] - ETA: 0s - loss: 0.0046
162/242 [===================>..........] - ETA: 0s - loss: 0.0041
202/242 [========================>.....] - ETA: 0s - loss: 0.0045
242/242 [==============================] - ETA: 0s - loss: 0.0040
242/242 [==============================] - 1s 1ms/step - loss: 0.0040
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 0.0015
 42/242 [====>.........................] - ETA: 0s - loss: 0.0013
 82/242 [=========>....................] - ETA: 0s - loss: 0.0020
122/242 [==============>...............] - ETA: 0s - loss: 0.0019
162/242 [===================>..........] - ETA: 0s - loss: 0.0031
195/242 [=======================>......] - ETA: 0s - loss: 0.0048
226/242 [===========================>..] - ETA: 0s - loss: 0.0047
242/242 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 7.1076e-04
 37/242 [===>..........................] - ETA: 0s - loss: 6.2890e-04
 75/242 [========>.....................] - ETA: 0s - loss: 0.0022    
108/242 [============>.................] - ETA: 0s - loss: 0.0028
145/242 [================>.............] - ETA: 0s - loss: 0.0060
186/242 [======================>.......] - ETA: 0s - loss: 0.0061
227/242 [===========================>..] - ETA: 0s - loss: 0.0055
242/242 [==============================] - 0s 1ms/step - loss: 0.0054
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 7.5048e-05
 41/242 [====>.........................] - ETA: 0s - loss: 0.0020    
 82/242 [=========>....................] - ETA: 0s - loss: 0.0012
123/242 [==============>...............] - ETA: 0s - loss: 0.0020
163/242 [===================>..........] - ETA: 0s - loss: 0.0052
202/242 [========================>.....] - ETA: 0s - loss: 0.0046
241/242 [============================>.] - ETA: 0s - loss: 0.0053
242/242 [==============================] - 0s 1ms/step - loss: 0.0053
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 3.8202e-05
 39/242 [===>..........................] - ETA: 0s - loss: 9.2648e-04
 80/242 [========>.....................] - ETA: 0s - loss: 9.9772e-04
120/242 [=============>................] - ETA: 0s - loss: 9.2293e-04
160/242 [==================>...........] - ETA: 0s - loss: 8.3690e-04
200/242 [=======================>......] - ETA: 0s - loss: 0.0019    
238/242 [============================>.] - ETA: 0s - loss: 0.0020
242/242 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 6/10

  1/242 [..............................] - ETA: 0s - loss: 1.7507e-04
 41/242 [====>.........................] - ETA: 0s - loss: 4.9199e-04
 80/242 [========>.....................] - ETA: 0s - loss: 0.0019    
121/242 [==============>...............] - ETA: 0s - loss: 0.0027
162/242 [===================>..........] - ETA: 0s - loss: 0.0032
202/242 [========================>.....] - ETA: 0s - loss: 0.0041
241/242 [============================>.] - ETA: 0s - loss: 0.0058
242/242 [==============================] - 0s 1ms/step - loss: 0.0058
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 0.0051
 40/242 [===>..........................] - ETA: 0s - loss: 0.0120
 78/242 [========>.....................] - ETA: 0s - loss: 0.0102
117/242 [=============>................] - ETA: 0s - loss: 0.0116
156/242 [==================>...........] - ETA: 0s - loss: 0.0109
192/242 [======================>.......] - ETA: 0s - loss: 0.0121
233/242 [===========================>..] - ETA: 0s - loss: 0.0108
242/242 [==============================] - 0s 1ms/step - loss: 0.0105
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 1.0771e-04
 41/242 [====>.........................] - ETA: 0s - loss: 0.0012    
 81/242 [=========>....................] - ETA: 0s - loss: 0.0011
120/242 [=============>................] - ETA: 0s - loss: 8.2602e-04
160/242 [==================>...........] - ETA: 0s - loss: 0.0019    
200/242 [=======================>......] - ETA: 0s - loss: 0.0029
237/242 [============================>.] - ETA: 0s - loss: 0.0027
242/242 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 1.3797e-04
 38/242 [===>..........................] - ETA: 0s - loss: 0.0016    
 77/242 [========>.....................] - ETA: 0s - loss: 0.0053
114/242 [=============>................] - ETA: 0s - loss: 0.0050
144/242 [================>.............] - ETA: 0s - loss: 0.0050
177/242 [====================>.........] - ETA: 0s - loss: 0.0043
210/242 [=========================>....] - ETA: 0s - loss: 0.0042
242/242 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 0.0031
 34/242 [===>..........................] - ETA: 0s - loss: 0.0023
 75/242 [========>.....................] - ETA: 0s - loss: 0.0022
116/242 [=============>................] - ETA: 0s - loss: 0.0017
156/242 [==================>...........] - ETA: 0s - loss: 0.0028
197/242 [=======================>......] - ETA: 0s - loss: 0.0043
238/242 [============================>.] - ETA: 0s - loss: 0.0066
242/242 [==============================] - 0s 1ms/step - loss: 0.0065
-> test with GAN.predict
GAN tn, fp: 588, 12
GAN fn, tp: 6, 21
GAN f1 score: 0.700
GAN cohens kappa score: 0.685

-> test with 'LR'
LR tn, fp: 528, 72
LR fn, tp: 5, 22
LR f1 score: 0.364
LR cohens kappa score: 0.318
LR average precision score: 0.306

-> test with 'RF'
RF tn, fp: 594, 6
RF fn, tp: 10, 17
RF f1 score: 0.680
RF cohens kappa score: 0.667

-> test with 'GB'
GB tn, fp: 592, 8
GB fn, tp: 4, 23
GB f1 score: 0.793
GB cohens kappa score: 0.783

-> test with 'KNN'
KNN tn, fp: 576, 24
KNN fn, tp: 7, 20
KNN f1 score: 0.563
KNN cohens kappa score: 0.539

### Exercise is done.

-----[ LR ]-----
maximum:
LR tn, fp: 541, 97
LR fn, tp: 10, 30
LR f1 score: 0.424
LR cohens kappa score: 0.379
LR average precision score: 0.584


average:
LR tn, fp: 521.64, 80.76
LR fn, tp: 4.36, 25.84
LR f1 score: 0.378
LR cohens kappa score: 0.328
LR average precision score: 0.444


minimum:
LR tn, fp: 504, 62
LR fn, tp: 1, 21
LR f1 score: 0.336
LR cohens kappa score: 0.283
LR average precision score: 0.274


-----[ RF ]-----
maximum:
RF tn, fp: 601, 9
RF fn, tp: 12, 28
RF f1 score: 0.906
RF cohens kappa score: 0.901


average:
RF tn, fp: 597.52, 4.88
RF fn, tp: 6.84, 23.36
RF f1 score: 0.798
RF cohens kappa score: 0.788


minimum:
RF tn, fp: 594, 2
RF fn, tp: 3, 17
RF f1 score: 0.680
RF cohens kappa score: 0.667


-----[ GB ]-----
maximum:
GB tn, fp: 601, 13
GB fn, tp: 10, 29
GB f1 score: 0.897
GB cohens kappa score: 0.892


average:
GB tn, fp: 593.68, 8.72
GB fn, tp: 4.28, 25.92
GB f1 score: 0.800
GB cohens kappa score: 0.789


minimum:
GB tn, fp: 590, 2
GB fn, tp: 1, 21
GB f1 score: 0.677
GB cohens kappa score: 0.661


-----[ KNN ]-----
maximum:
KNN tn, fp: 586, 32
KNN fn, tp: 11, 26
KNN f1 score: 0.738
KNN cohens kappa score: 0.725


average:
KNN tn, fp: 578.56, 23.84
KNN fn, tp: 6.76, 23.44
KNN f1 score: 0.606
KNN cohens kappa score: 0.582


minimum:
KNN tn, fp: 571, 14
KNN fn, tp: 3, 20
KNN f1 score: 0.526
KNN cohens kappa score: 0.497


-----[ GAN ]-----
maximum:
GAN tn, fp: 600, 25
GAN fn, tp: 13, 26
GAN f1 score: 0.807
GAN cohens kappa score: 0.798


average:
GAN tn, fp: 591.52, 10.88
GAN fn, tp: 8.08, 22.12
GAN f1 score: 0.703
GAN cohens kappa score: 0.688


minimum:
GAN tn, fp: 578, 3
GAN fn, tp: 4, 18
GAN f1 score: 0.600
GAN cohens kappa score: 0.578