ConvGeNBenchmarkResults/data_result/convGAN-majority-5/folding_hypothyroid.log

///////////////////////////////////////////
// Running convGAN-majority-5 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: 38s - loss: 0.1065
 41/241 [====>.........................] - ETA: 0s - loss: 0.0770 
 80/241 [========>.....................] - ETA: 0s - loss: 0.0815
120/241 [=============>................] - ETA: 0s - loss: 0.0842
159/241 [==================>...........] - ETA: 0s - loss: 0.0882
199/241 [=======================>......] - ETA: 0s - loss: 0.0882
237/241 [============================>.] - ETA: 0s - loss: 0.0875
241/241 [==============================] - 0s 1ms/step - loss: 0.0882
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0645
 40/241 [===>..........................] - ETA: 0s - loss: 0.0796
 79/241 [========>.....................] - ETA: 0s - loss: 0.0781
119/241 [=============>................] - ETA: 0s - loss: 0.0751
158/241 [==================>...........] - ETA: 0s - loss: 0.0771
198/241 [=======================>......] - ETA: 0s - loss: 0.0810
238/241 [============================>.] - ETA: 0s - loss: 0.0836
241/241 [==============================] - 0s 1ms/step - loss: 0.0842
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0221
 39/241 [===>..........................] - ETA: 0s - loss: 0.0772
 69/241 [=======>......................] - ETA: 0s - loss: 0.0795
104/241 [===========>..................] - ETA: 0s - loss: 0.0812
138/241 [================>.............] - ETA: 0s - loss: 0.0820
174/241 [====================>.........] - ETA: 0s - loss: 0.0820
213/241 [=========================>....] - ETA: 0s - loss: 0.0825
241/241 [==============================] - 0s 1ms/step - loss: 0.0797
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0809
 39/241 [===>..........................] - ETA: 0s - loss: 0.0803
 78/241 [========>.....................] - ETA: 0s - loss: 0.0890
115/241 [=============>................] - ETA: 0s - loss: 0.0839
153/241 [==================>...........] - ETA: 0s - loss: 0.0857
192/241 [======================>.......] - ETA: 0s - loss: 0.0789
231/241 [===========================>..] - ETA: 0s - loss: 0.0772
241/241 [==============================] - 0s 1ms/step - loss: 0.0774
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0273
 41/241 [====>.........................] - ETA: 0s - loss: 0.0692
 80/241 [========>.....................] - ETA: 0s - loss: 0.0715
121/241 [==============>...............] - ETA: 0s - loss: 0.0695
160/241 [==================>...........] - ETA: 0s - loss: 0.0777
200/241 [=======================>......] - ETA: 0s - loss: 0.0768
240/241 [============================>.] - ETA: 0s - loss: 0.0763
241/241 [==============================] - 0s 1ms/step - loss: 0.0762
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0121
 35/241 [===>..........................] - ETA: 0s - loss: 0.0972
 60/241 [======>.......................] - ETA: 0s - loss: 0.0761
 92/241 [==========>...................] - ETA: 0s - loss: 0.0817
123/241 [==============>...............] - ETA: 0s - loss: 0.0802
163/241 [===================>..........] - ETA: 0s - loss: 0.0749
203/241 [========================>.....] - ETA: 0s - loss: 0.0697
238/241 [============================>.] - ETA: 0s - loss: 0.0712
241/241 [==============================] - 0s 2ms/step - loss: 0.0725
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0497
 41/241 [====>.........................] - ETA: 0s - loss: 0.0607
 81/241 [=========>....................] - ETA: 0s - loss: 0.0764
121/241 [==============>...............] - ETA: 0s - loss: 0.0777
159/241 [==================>...........] - ETA: 0s - loss: 0.0743
197/241 [=======================>......] - ETA: 0s - loss: 0.0748
236/241 [============================>.] - ETA: 0s - loss: 0.0744
241/241 [==============================] - 0s 1ms/step - loss: 0.0742
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0104
 41/241 [====>.........................] - ETA: 0s - loss: 0.0709
 81/241 [=========>....................] - ETA: 0s - loss: 0.0713
120/241 [=============>................] - ETA: 0s - loss: 0.0687
157/241 [==================>...........] - ETA: 0s - loss: 0.0690
197/241 [=======================>......] - ETA: 0s - loss: 0.0692
237/241 [============================>.] - ETA: 0s - loss: 0.0713
241/241 [==============================] - 0s 1ms/step - loss: 0.0702
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0043
 41/241 [====>.........................] - ETA: 0s - loss: 0.0689
 78/241 [========>.....................] - ETA: 0s - loss: 0.0665
118/241 [=============>................] - ETA: 0s - loss: 0.0636
156/241 [==================>...........] - ETA: 0s - loss: 0.0685
189/241 [======================>.......] - ETA: 0s - loss: 0.0687
224/241 [==========================>...] - ETA: 0s - loss: 0.0741
241/241 [==============================] - 0s 1ms/step - loss: 0.0737
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0811
 35/241 [===>..........................] - ETA: 0s - loss: 0.0580
 72/241 [=======>......................] - ETA: 0s - loss: 0.0560
111/241 [============>.................] - ETA: 0s - loss: 0.0598
141/241 [================>.............] - ETA: 0s - loss: 0.0625
174/241 [====================>.........] - ETA: 0s - loss: 0.0645
215/241 [=========================>....] - ETA: 0s - loss: 0.0693
241/241 [==============================] - 0s 1ms/step - loss: 0.0681
-> test with GAN.predict
GAN tn, fp: 581, 22
GAN fn, tp: 3, 28
GAN f1 score: 0.691
GAN cohens kappa score: 0.672

-> test with 'LR'
LR tn, fp: 524, 79
LR fn, tp: 4, 27
LR f1 score: 0.394
LR cohens kappa score: 0.345
LR average precision score: 0.485

-> 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: 592, 11
GB fn, tp: 5, 26
GB f1 score: 0.765
GB cohens kappa score: 0.751

-> test with 'KNN'
KNN tn, fp: 578, 25
KNN fn, tp: 4, 27
KNN f1 score: 0.651
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: 1:06 - loss: 0.1971
 15/241 [>.............................] - ETA: 0s - loss: 0.1062  
 28/241 [==>...........................] - ETA: 0s - loss: 0.1223
 49/241 [=====>........................] - ETA: 0s - loss: 0.1181
 69/241 [=======>......................] - ETA: 0s - loss: 0.1049
 91/241 [==========>...................] - ETA: 0s - loss: 0.1027
112/241 [============>.................] - ETA: 0s - loss: 0.1004
131/241 [===============>..............] - ETA: 0s - loss: 0.0954
150/241 [=================>............] - ETA: 0s - loss: 0.0927
169/241 [====================>.........] - ETA: 0s - loss: 0.0929
183/241 [=====================>........] - ETA: 0s - loss: 0.0931
197/241 [=======================>......] - ETA: 0s - loss: 0.0915
215/241 [=========================>....] - ETA: 0s - loss: 0.0898
237/241 [============================>.] - ETA: 0s - loss: 0.0899
241/241 [==============================] - 1s 3ms/step - loss: 0.0896
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0318
 21/241 [=>............................] - ETA: 0s - loss: 0.1002
 40/241 [===>..........................] - ETA: 0s - loss: 0.0880
 58/241 [======>.......................] - ETA: 0s - loss: 0.0948
 77/241 [========>.....................] - ETA: 0s - loss: 0.0832
 98/241 [===========>..................] - ETA: 0s - loss: 0.0904
115/241 [=============>................] - ETA: 0s - loss: 0.0897
139/241 [================>.............] - ETA: 0s - loss: 0.0903
160/241 [==================>...........] - ETA: 0s - loss: 0.0889
181/241 [=====================>........] - ETA: 0s - loss: 0.0879
198/241 [=======================>......] - ETA: 0s - loss: 0.0867
216/241 [=========================>....] - ETA: 0s - loss: 0.0856
234/241 [============================>.] - ETA: 0s - loss: 0.0829
241/241 [==============================] - 1s 3ms/step - loss: 0.0835
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0336
 15/241 [>.............................] - ETA: 0s - loss: 0.0855
 26/241 [==>...........................] - ETA: 0s - loss: 0.0905
 40/241 [===>..........................] - ETA: 0s - loss: 0.0896
 55/241 [=====>........................] - ETA: 0s - loss: 0.0789
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107/241 [============>.................] - ETA: 0s - loss: 0.0720
123/241 [==============>...............] - ETA: 0s - loss: 0.0697
142/241 [================>.............] - ETA: 0s - loss: 0.0757
162/241 [===================>..........] - ETA: 0s - loss: 0.0802
185/241 [======================>.......] - ETA: 0s - loss: 0.0797
208/241 [========================>.....] - ETA: 0s - loss: 0.0820
232/241 [===========================>..] - ETA: 0s - loss: 0.0827
241/241 [==============================] - 1s 3ms/step - loss: 0.0816
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.1213
 28/241 [==>...........................] - ETA: 0s - loss: 0.0902
 55/241 [=====>........................] - ETA: 0s - loss: 0.0785
 83/241 [=========>....................] - ETA: 0s - loss: 0.0841
113/241 [=============>................] - ETA: 0s - loss: 0.0805
141/241 [================>.............] - ETA: 0s - loss: 0.0734
170/241 [====================>.........] - ETA: 0s - loss: 0.0781
198/241 [=======================>......] - ETA: 0s - loss: 0.0799
232/241 [===========================>..] - ETA: 0s - loss: 0.0792
241/241 [==============================] - 0s 2ms/step - loss: 0.0793
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0227
 31/241 [==>...........................] - ETA: 0s - loss: 0.0775
 58/241 [======>.......................] - ETA: 0s - loss: 0.0797
 83/241 [=========>....................] - ETA: 0s - loss: 0.0763
108/241 [============>.................] - ETA: 0s - loss: 0.0771
136/241 [===============>..............] - ETA: 0s - loss: 0.0833
161/241 [===================>..........] - ETA: 0s - loss: 0.0864
189/241 [======================>.......] - ETA: 0s - loss: 0.0839
219/241 [==========================>...] - ETA: 0s - loss: 0.0856
241/241 [==============================] - 0s 2ms/step - loss: 0.0852
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0067
 31/241 [==>...........................] - ETA: 0s - loss: 0.0625
 60/241 [======>.......................] - ETA: 0s - loss: 0.0575
 89/241 [==========>...................] - ETA: 0s - loss: 0.0788
120/241 [=============>................] - ETA: 0s - loss: 0.0796
155/241 [==================>...........] - ETA: 0s - loss: 0.0800
190/241 [======================>.......] - ETA: 0s - loss: 0.0796
222/241 [==========================>...] - ETA: 0s - loss: 0.0766
241/241 [==============================] - 0s 2ms/step - loss: 0.0768
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0129
 39/241 [===>..........................] - ETA: 0s - loss: 0.0868
 73/241 [========>.....................] - ETA: 0s - loss: 0.0833
106/241 [============>.................] - ETA: 0s - loss: 0.0823
142/241 [================>.............] - ETA: 0s - loss: 0.0828
170/241 [====================>.........] - ETA: 0s - loss: 0.0813
203/241 [========================>.....] - ETA: 0s - loss: 0.0802
239/241 [============================>.] - ETA: 0s - loss: 0.0764
241/241 [==============================] - 0s 1ms/step - loss: 0.0766
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.1871
 34/241 [===>..........................] - ETA: 0s - loss: 0.0654
 67/241 [=======>......................] - ETA: 0s - loss: 0.0635
103/241 [===========>..................] - ETA: 0s - loss: 0.0594
136/241 [===============>..............] - ETA: 0s - loss: 0.0641
170/241 [====================>.........] - ETA: 0s - loss: 0.0648
201/241 [========================>.....] - ETA: 0s - loss: 0.0684
235/241 [============================>.] - ETA: 0s - loss: 0.0702
241/241 [==============================] - 0s 2ms/step - loss: 0.0719
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.1225
 31/241 [==>...........................] - ETA: 0s - loss: 0.0765
 64/241 [======>.......................] - ETA: 0s - loss: 0.0778
 97/241 [===========>..................] - ETA: 0s - loss: 0.0803
132/241 [===============>..............] - ETA: 0s - loss: 0.0764
167/241 [===================>..........] - ETA: 0s - loss: 0.0733
202/241 [========================>.....] - ETA: 0s - loss: 0.0689
235/241 [============================>.] - ETA: 0s - loss: 0.0683
241/241 [==============================] - 0s 2ms/step - loss: 0.0687
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0056
 35/241 [===>..........................] - ETA: 0s - loss: 0.0636
 70/241 [=======>......................] - ETA: 0s - loss: 0.0592
103/241 [===========>..................] - ETA: 0s - loss: 0.0579
132/241 [===============>..............] - ETA: 0s - loss: 0.0617
164/241 [===================>..........] - ETA: 0s - loss: 0.0723
198/241 [=======================>......] - ETA: 0s - loss: 0.0754
229/241 [===========================>..] - ETA: 0s - loss: 0.0747
241/241 [==============================] - 0s 2ms/step - loss: 0.0743
-> test with GAN.predict
GAN tn, fp: 580, 23
GAN fn, tp: 5, 26
GAN f1 score: 0.650
GAN cohens kappa score: 0.628

-> test with 'LR'
LR tn, fp: 517, 86
LR fn, tp: 3, 28
LR f1 score: 0.386
LR cohens kappa score: 0.335
LR average precision score: 0.469

-> 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: 589, 14
GB fn, tp: 2, 29
GB f1 score: 0.784
GB cohens kappa score: 0.771

-> test with 'KNN'
KNN tn, fp: 568, 35
KNN fn, tp: 4, 27
KNN f1 score: 0.581
KNN cohens kappa score: 0.551


------ 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: 44s - loss: 0.1380
 38/241 [===>..........................] - ETA: 0s - loss: 0.1156 
 77/241 [========>.....................] - ETA: 0s - loss: 0.0944
115/241 [=============>................] - ETA: 0s - loss: 0.0902
153/241 [==================>...........] - ETA: 0s - loss: 0.0867
192/241 [======================>.......] - ETA: 0s - loss: 0.0896
230/241 [===========================>..] - ETA: 0s - loss: 0.0902
241/241 [==============================] - 1s 1ms/step - loss: 0.0895
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0771
 40/241 [===>..........................] - ETA: 0s - loss: 0.0642
 80/241 [========>.....................] - ETA: 0s - loss: 0.0761
120/241 [=============>................] - ETA: 0s - loss: 0.0732
159/241 [==================>...........] - ETA: 0s - loss: 0.0699
194/241 [=======================>......] - ETA: 0s - loss: 0.0726
230/241 [===========================>..] - ETA: 0s - loss: 0.0754
241/241 [==============================] - 0s 1ms/step - loss: 0.0757
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.2921
 37/241 [===>..........................] - ETA: 0s - loss: 0.0805
 76/241 [========>.....................] - ETA: 0s - loss: 0.0809
115/241 [=============>................] - ETA: 0s - loss: 0.0758
152/241 [=================>............] - ETA: 0s - loss: 0.0803
190/241 [======================>.......] - ETA: 0s - loss: 0.0778
225/241 [===========================>..] - ETA: 0s - loss: 0.0767
241/241 [==============================] - 0s 1ms/step - loss: 0.0758
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0435
 39/241 [===>..........................] - ETA: 0s - loss: 0.0773
 78/241 [========>.....................] - ETA: 0s - loss: 0.0758
114/241 [=============>................] - ETA: 0s - loss: 0.0710
153/241 [==================>...........] - ETA: 0s - loss: 0.0703
191/241 [======================>.......] - ETA: 0s - loss: 0.0680
223/241 [==========================>...] - ETA: 0s - loss: 0.0705
241/241 [==============================] - 0s 1ms/step - loss: 0.0709
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.1229
 38/241 [===>..........................] - ETA: 0s - loss: 0.0816
 76/241 [========>.....................] - ETA: 0s - loss: 0.0660
113/241 [=============>................] - ETA: 0s - loss: 0.0663
151/241 [=================>............] - ETA: 0s - loss: 0.0653
188/241 [======================>.......] - ETA: 0s - loss: 0.0691
224/241 [==========================>...] - ETA: 0s - loss: 0.0716
241/241 [==============================] - 0s 1ms/step - loss: 0.0731
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0414
 40/241 [===>..........................] - ETA: 0s - loss: 0.0631
 75/241 [========>.....................] - ETA: 0s - loss: 0.0638
113/241 [=============>................] - ETA: 0s - loss: 0.0647
150/241 [=================>............] - ETA: 0s - loss: 0.0663
182/241 [=====================>........] - ETA: 0s - loss: 0.0684
214/241 [=========================>....] - ETA: 0s - loss: 0.0675
241/241 [==============================] - 0s 1ms/step - loss: 0.0675
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0385
 39/241 [===>..........................] - ETA: 0s - loss: 0.0613
 78/241 [========>.....................] - ETA: 0s - loss: 0.0627
117/241 [=============>................] - ETA: 0s - loss: 0.0611
154/241 [==================>...........] - ETA: 0s - loss: 0.0623
192/241 [======================>.......] - ETA: 0s - loss: 0.0608
228/241 [===========================>..] - ETA: 0s - loss: 0.0650
241/241 [==============================] - 0s 1ms/step - loss: 0.0654
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0220
 37/241 [===>..........................] - ETA: 0s - loss: 0.0498
 74/241 [========>.....................] - ETA: 0s - loss: 0.0508
114/241 [=============>................] - ETA: 0s - loss: 0.0534
153/241 [==================>...........] - ETA: 0s - loss: 0.0608
192/241 [======================>.......] - ETA: 0s - loss: 0.0634
230/241 [===========================>..] - ETA: 0s - loss: 0.0617
241/241 [==============================] - 0s 1ms/step - loss: 0.0612
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0255
 40/241 [===>..........................] - ETA: 0s - loss: 0.0817
 77/241 [========>.....................] - ETA: 0s - loss: 0.0793
112/241 [============>.................] - ETA: 0s - loss: 0.0771
145/241 [=================>............] - ETA: 0s - loss: 0.0737
183/241 [=====================>........] - ETA: 0s - loss: 0.0750
217/241 [==========================>...] - ETA: 0s - loss: 0.0747
241/241 [==============================] - 0s 1ms/step - loss: 0.0721
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.1070
 36/241 [===>..........................] - ETA: 0s - loss: 0.0584
 75/241 [========>.....................] - ETA: 0s - loss: 0.0616
114/241 [=============>................] - ETA: 0s - loss: 0.0641
149/241 [=================>............] - ETA: 0s - loss: 0.0623
186/241 [======================>.......] - ETA: 0s - loss: 0.0624
224/241 [==========================>...] - ETA: 0s - loss: 0.0647
241/241 [==============================] - 0s 1ms/step - loss: 0.0649
-> 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: 6, 25
LR f1 score: 0.345
LR cohens kappa score: 0.290
LR average precision score: 0.356

-> test with 'RF'
RF tn, fp: 600, 3
RF fn, tp: 5, 26
RF f1 score: 0.867
RF cohens kappa score: 0.860

-> test with 'GB'
GB tn, fp: 589, 14
GB fn, tp: 4, 27
GB f1 score: 0.750
GB cohens kappa score: 0.735

-> test with 'KNN'
KNN tn, fp: 582, 21
KNN fn, tp: 7, 24
KNN f1 score: 0.632
KNN cohens kappa score: 0.609


------ 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: 38s - loss: 0.0824
 39/241 [===>..........................] - ETA: 0s - loss: 0.1050 
 77/241 [========>.....................] - ETA: 0s - loss: 0.1012
113/241 [=============>................] - ETA: 0s - loss: 0.0982
153/241 [==================>...........] - ETA: 0s - loss: 0.0901
190/241 [======================>.......] - ETA: 0s - loss: 0.0919
226/241 [===========================>..] - ETA: 0s - loss: 0.0900
241/241 [==============================] - 0s 1ms/step - loss: 0.0877
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0223
 37/241 [===>..........................] - ETA: 0s - loss: 0.0902
 72/241 [=======>......................] - ETA: 0s - loss: 0.0841
109/241 [============>.................] - ETA: 0s - loss: 0.0825
146/241 [=================>............] - ETA: 0s - loss: 0.0804
184/241 [=====================>........] - ETA: 0s - loss: 0.0788
222/241 [==========================>...] - ETA: 0s - loss: 0.0820
241/241 [==============================] - 0s 1ms/step - loss: 0.0847
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0417
 35/241 [===>..........................] - ETA: 0s - loss: 0.0958
 71/241 [=======>......................] - ETA: 0s - loss: 0.0818
108/241 [============>.................] - ETA: 0s - loss: 0.0922
145/241 [=================>............] - ETA: 0s - loss: 0.0882
185/241 [======================>.......] - ETA: 0s - loss: 0.0851
224/241 [==========================>...] - ETA: 0s - loss: 0.0872
241/241 [==============================] - 0s 1ms/step - loss: 0.0874
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0114
 39/241 [===>..........................] - ETA: 0s - loss: 0.0645
 79/241 [========>.....................] - ETA: 0s - loss: 0.0864
118/241 [=============>................] - ETA: 0s - loss: 0.0784
157/241 [==================>...........] - ETA: 0s - loss: 0.0769
195/241 [=======================>......] - ETA: 0s - loss: 0.0833
231/241 [===========================>..] - ETA: 0s - loss: 0.0851
241/241 [==============================] - 0s 1ms/step - loss: 0.0841
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0080
 31/241 [==>...........................] - ETA: 0s - loss: 0.1013
 60/241 [======>.......................] - ETA: 0s - loss: 0.0927
 94/241 [==========>...................] - ETA: 0s - loss: 0.0916
130/241 [===============>..............] - ETA: 0s - loss: 0.0864
170/241 [====================>.........] - ETA: 0s - loss: 0.0858
209/241 [=========================>....] - ETA: 0s - loss: 0.0817
241/241 [==============================] - 0s 1ms/step - loss: 0.0810
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0185
 38/241 [===>..........................] - ETA: 0s - loss: 0.0745
 75/241 [========>.....................] - ETA: 0s - loss: 0.0820
113/241 [=============>................] - ETA: 0s - loss: 0.0743
148/241 [=================>............] - ETA: 0s - loss: 0.0784
187/241 [======================>.......] - ETA: 0s - loss: 0.0777
223/241 [==========================>...] - ETA: 0s - loss: 0.0811
241/241 [==============================] - 0s 1ms/step - loss: 0.0814
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.2167
 40/241 [===>..........................] - ETA: 0s - loss: 0.0893
 77/241 [========>.....................] - ETA: 0s - loss: 0.0832
115/241 [=============>................] - ETA: 0s - loss: 0.0805
153/241 [==================>...........] - ETA: 0s - loss: 0.0855
190/241 [======================>.......] - ETA: 0s - loss: 0.0872
227/241 [===========================>..] - ETA: 0s - loss: 0.0812
241/241 [==============================] - 0s 1ms/step - loss: 0.0806
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0141
 37/241 [===>..........................] - ETA: 0s - loss: 0.0824
 75/241 [========>.....................] - ETA: 0s - loss: 0.0782
113/241 [=============>................] - ETA: 0s - loss: 0.0747
151/241 [=================>............] - ETA: 0s - loss: 0.0730
188/241 [======================>.......] - ETA: 0s - loss: 0.0759
225/241 [===========================>..] - ETA: 0s - loss: 0.0794
241/241 [==============================] - 0s 1ms/step - loss: 0.0816
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.3249
 33/241 [===>..........................] - ETA: 0s - loss: 0.0762
 63/241 [======>.......................] - ETA: 0s - loss: 0.0810
 98/241 [===========>..................] - ETA: 0s - loss: 0.0754
133/241 [===============>..............] - ETA: 0s - loss: 0.0766
172/241 [====================>.........] - ETA: 0s - loss: 0.0789
207/241 [========================>.....] - ETA: 0s - loss: 0.0784
241/241 [==============================] - 0s 1ms/step - loss: 0.0785
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0729
 40/241 [===>..........................] - ETA: 0s - loss: 0.0744
 79/241 [========>.....................] - ETA: 0s - loss: 0.0821
118/241 [=============>................] - ETA: 0s - loss: 0.0771
157/241 [==================>...........] - ETA: 0s - loss: 0.0794
195/241 [=======================>......] - ETA: 0s - loss: 0.0775
231/241 [===========================>..] - ETA: 0s - loss: 0.0775
241/241 [==============================] - 0s 1ms/step - loss: 0.0804
-> test with GAN.predict
GAN tn, fp: 579, 24
GAN fn, tp: 8, 23
GAN f1 score: 0.590
GAN cohens kappa score: 0.564

-> test with 'LR'
LR tn, fp: 504, 99
LR fn, tp: 4, 27
LR f1 score: 0.344
LR cohens kappa score: 0.288
LR average precision score: 0.415

-> test with 'RF'
RF tn, fp: 600, 3
RF fn, tp: 13, 18
RF f1 score: 0.692
RF cohens kappa score: 0.680

-> test with 'GB'
GB tn, fp: 595, 8
GB fn, tp: 7, 24
GB f1 score: 0.762
GB cohens kappa score: 0.749

-> test with 'KNN'
KNN tn, fp: 576, 27
KNN fn, tp: 11, 20
KNN f1 score: 0.513
KNN cohens kappa score: 0.482


------ 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: 43s - loss: 0.0627
 39/242 [===>..........................] - ETA: 0s - loss: 0.0583 
 77/242 [========>.....................] - ETA: 0s - loss: 0.0663
116/242 [=============>................] - ETA: 0s - loss: 0.0686
153/242 [=================>............] - ETA: 0s - loss: 0.0725
191/242 [======================>.......] - ETA: 0s - loss: 0.0739
231/242 [===========================>..] - ETA: 0s - loss: 0.0751
242/242 [==============================] - 1s 1ms/step - loss: 0.0759
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 0.0280
 37/242 [===>..........................] - ETA: 0s - loss: 0.0865
 71/242 [=======>......................] - ETA: 0s - loss: 0.0719
105/242 [============>.................] - ETA: 0s - loss: 0.0725
142/242 [================>.............] - ETA: 0s - loss: 0.0700
181/242 [=====================>........] - ETA: 0s - loss: 0.0684
219/242 [==========================>...] - ETA: 0s - loss: 0.0697
242/242 [==============================] - 0s 1ms/step - loss: 0.0695
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 0.1102
 41/242 [====>.........................] - ETA: 0s - loss: 0.0556
 77/242 [========>.....................] - ETA: 0s - loss: 0.0637
114/242 [=============>................] - ETA: 0s - loss: 0.0669
151/242 [=================>............] - ETA: 0s - loss: 0.0703
190/242 [======================>.......] - ETA: 0s - loss: 0.0735
228/242 [===========================>..] - ETA: 0s - loss: 0.0730
242/242 [==============================] - 0s 1ms/step - loss: 0.0745
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 0.2572
 39/242 [===>..........................] - ETA: 0s - loss: 0.0609
 76/242 [========>.....................] - ETA: 0s - loss: 0.0563
115/242 [=============>................] - ETA: 0s - loss: 0.0631
154/242 [==================>...........] - ETA: 0s - loss: 0.0629
193/242 [======================>.......] - ETA: 0s - loss: 0.0665
230/242 [===========================>..] - ETA: 0s - loss: 0.0665
242/242 [==============================] - 0s 1ms/step - loss: 0.0672
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 0.0240
 38/242 [===>..........................] - ETA: 0s - loss: 0.0788
 74/242 [========>.....................] - ETA: 0s - loss: 0.0667
111/242 [============>.................] - ETA: 0s - loss: 0.0677
148/242 [=================>............] - ETA: 0s - loss: 0.0688
186/242 [======================>.......] - ETA: 0s - loss: 0.0704
221/242 [==========================>...] - ETA: 0s - loss: 0.0696
242/242 [==============================] - 0s 1ms/step - loss: 0.0714
Epoch 6/10

  1/242 [..............................] - ETA: 0s - loss: 0.2909
 36/242 [===>..........................] - ETA: 0s - loss: 0.0889
 70/242 [=======>......................] - ETA: 0s - loss: 0.0715
102/242 [===========>..................] - ETA: 0s - loss: 0.0651
135/242 [===============>..............] - ETA: 0s - loss: 0.0600
170/242 [====================>.........] - ETA: 0s - loss: 0.0651
208/242 [========================>.....] - ETA: 0s - loss: 0.0657
242/242 [==============================] - 0s 1ms/step - loss: 0.0653
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 0.0091
 38/242 [===>..........................] - ETA: 0s - loss: 0.0569
 75/242 [========>.....................] - ETA: 0s - loss: 0.0581
112/242 [============>.................] - ETA: 0s - loss: 0.0621
149/242 [=================>............] - ETA: 0s - loss: 0.0662
186/242 [======================>.......] - ETA: 0s - loss: 0.0693
221/242 [==========================>...] - ETA: 0s - loss: 0.0685
242/242 [==============================] - 0s 1ms/step - loss: 0.0678
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 0.1031
 40/242 [===>..........................] - ETA: 0s - loss: 0.0637
 78/242 [========>.....................] - ETA: 0s - loss: 0.0705
117/242 [=============>................] - ETA: 0s - loss: 0.0690
154/242 [==================>...........] - ETA: 0s - loss: 0.0641
191/242 [======================>.......] - ETA: 0s - loss: 0.0643
227/242 [===========================>..] - ETA: 0s - loss: 0.0680
242/242 [==============================] - 0s 1ms/step - loss: 0.0667
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 0.0221
 40/242 [===>..........................] - ETA: 0s - loss: 0.0748
 79/242 [========>.....................] - ETA: 0s - loss: 0.0729
118/242 [=============>................] - ETA: 0s - loss: 0.0750
155/242 [==================>...........] - ETA: 0s - loss: 0.0665
192/242 [======================>.......] - ETA: 0s - loss: 0.0650
229/242 [===========================>..] - ETA: 0s - loss: 0.0650
242/242 [==============================] - 0s 1ms/step - loss: 0.0652
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 0.2679
 38/242 [===>..........................] - ETA: 0s - loss: 0.0536
 75/242 [========>.....................] - ETA: 0s - loss: 0.0528
108/242 [============>.................] - ETA: 0s - loss: 0.0608
140/242 [================>.............] - ETA: 0s - loss: 0.0588
172/242 [====================>.........] - ETA: 0s - loss: 0.0565
207/242 [========================>.....] - ETA: 0s - loss: 0.0573
242/242 [==============================] - 0s 1ms/step - loss: 0.0594
-> test with GAN.predict
GAN tn, fp: 587, 13
GAN fn, tp: 7, 20
GAN f1 score: 0.667
GAN cohens kappa score: 0.650

-> test with 'LR'
LR tn, fp: 518, 82
LR fn, tp: 2, 25
LR f1 score: 0.373
LR cohens kappa score: 0.327
LR average precision score: 0.542

-> test with 'RF'
RF tn, fp: 596, 4
RF fn, tp: 7, 20
RF f1 score: 0.784
RF cohens kappa score: 0.775

-> test with 'GB'
GB tn, fp: 592, 8
GB fn, tp: 3, 24
GB f1 score: 0.814
GB cohens kappa score: 0.804

-> test with 'KNN'
KNN tn, fp: 566, 34
KNN fn, tp: 5, 22
KNN f1 score: 0.530
KNN cohens kappa score: 0.501


====== 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: 51s - loss: 0.1302
 40/241 [===>..........................] - ETA: 0s - loss: 0.0850 
 78/241 [========>.....................] - ETA: 0s - loss: 0.0873
117/241 [=============>................] - ETA: 0s - loss: 0.0788
155/241 [==================>...........] - ETA: 0s - loss: 0.0790
194/241 [=======================>......] - ETA: 0s - loss: 0.0800
231/241 [===========================>..] - ETA: 0s - loss: 0.0810
241/241 [==============================] - 1s 1ms/step - loss: 0.0814
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0320
 39/241 [===>..........................] - ETA: 0s - loss: 0.0619
 75/241 [========>.....................] - ETA: 0s - loss: 0.0702
110/241 [============>.................] - ETA: 0s - loss: 0.0739
148/241 [=================>............] - ETA: 0s - loss: 0.0850
186/241 [======================>.......] - ETA: 0s - loss: 0.0840
225/241 [===========================>..] - ETA: 0s - loss: 0.0780
241/241 [==============================] - 0s 1ms/step - loss: 0.0774
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0697
 39/241 [===>..........................] - ETA: 0s - loss: 0.0648
 79/241 [========>.....................] - ETA: 0s - loss: 0.0782
116/241 [=============>................] - ETA: 0s - loss: 0.0778
155/241 [==================>...........] - ETA: 0s - loss: 0.0758
191/241 [======================>.......] - ETA: 0s - loss: 0.0764
229/241 [===========================>..] - ETA: 0s - loss: 0.0772
241/241 [==============================] - 0s 1ms/step - loss: 0.0766
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0355
 38/241 [===>..........................] - ETA: 0s - loss: 0.0875
 75/241 [========>.....................] - ETA: 0s - loss: 0.0773
114/241 [=============>................] - ETA: 0s - loss: 0.0822
151/241 [=================>............] - ETA: 0s - loss: 0.0846
188/241 [======================>.......] - ETA: 0s - loss: 0.0813
225/241 [===========================>..] - ETA: 0s - loss: 0.0764
241/241 [==============================] - 0s 1ms/step - loss: 0.0745
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.3085
 38/241 [===>..........................] - ETA: 0s - loss: 0.0855
 76/241 [========>.....................] - ETA: 0s - loss: 0.0804
112/241 [============>.................] - ETA: 0s - loss: 0.0788
151/241 [=================>............] - ETA: 0s - loss: 0.0758
190/241 [======================>.......] - ETA: 0s - loss: 0.0739
228/241 [===========================>..] - ETA: 0s - loss: 0.0725
241/241 [==============================] - 0s 1ms/step - loss: 0.0723
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0306
 37/241 [===>..........................] - ETA: 0s - loss: 0.0645
 67/241 [=======>......................] - ETA: 0s - loss: 0.0601
102/241 [===========>..................] - ETA: 0s - loss: 0.0634
138/241 [================>.............] - ETA: 0s - loss: 0.0658
174/241 [====================>.........] - ETA: 0s - loss: 0.0693
212/241 [=========================>....] - ETA: 0s - loss: 0.0706
241/241 [==============================] - 0s 1ms/step - loss: 0.0733
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0042
 38/241 [===>..........................] - ETA: 0s - loss: 0.0887
 75/241 [========>.....................] - ETA: 0s - loss: 0.0802
114/241 [=============>................] - ETA: 0s - loss: 0.0787
152/241 [=================>............] - ETA: 0s - loss: 0.0772
191/241 [======================>.......] - ETA: 0s - loss: 0.0726
230/241 [===========================>..] - ETA: 0s - loss: 0.0746
241/241 [==============================] - 0s 1ms/step - loss: 0.0731
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0440
 37/241 [===>..........................] - ETA: 0s - loss: 0.0680
 75/241 [========>.....................] - ETA: 0s - loss: 0.0558
113/241 [=============>................] - ETA: 0s - loss: 0.0587
152/241 [=================>............] - ETA: 0s - loss: 0.0629
189/241 [======================>.......] - ETA: 0s - loss: 0.0654
226/241 [===========================>..] - ETA: 0s - loss: 0.0667
241/241 [==============================] - 0s 1ms/step - loss: 0.0664
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0165
 35/241 [===>..........................] - ETA: 0s - loss: 0.0706
 71/241 [=======>......................] - ETA: 0s - loss: 0.0759
108/241 [============>.................] - ETA: 0s - loss: 0.0677
145/241 [=================>............] - ETA: 0s - loss: 0.0684
182/241 [=====================>........] - ETA: 0s - loss: 0.0705
220/241 [==========================>...] - ETA: 0s - loss: 0.0669
241/241 [==============================] - 0s 1ms/step - loss: 0.0688
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0099
 36/241 [===>..........................] - ETA: 0s - loss: 0.0844
 73/241 [========>.....................] - ETA: 0s - loss: 0.0794
110/241 [============>.................] - ETA: 0s - loss: 0.0705
148/241 [=================>............] - ETA: 0s - loss: 0.0645
186/241 [======================>.......] - ETA: 0s - loss: 0.0698
223/241 [==========================>...] - ETA: 0s - loss: 0.0681
241/241 [==============================] - 0s 1ms/step - loss: 0.0681
-> 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: 531, 72
LR fn, tp: 7, 24
LR f1 score: 0.378
LR cohens kappa score: 0.328
LR average precision score: 0.448

-> 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: 589, 14
GB fn, tp: 5, 26
GB f1 score: 0.732
GB cohens kappa score: 0.717

-> 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: 1:59 - loss: 0.2229
 28/241 [==>...........................] - ETA: 0s - loss: 0.0764  
 61/241 [======>.......................] - ETA: 0s - loss: 0.0903
 98/241 [===========>..................] - ETA: 0s - loss: 0.0859
131/241 [===============>..............] - ETA: 0s - loss: 0.0915
162/241 [===================>..........] - ETA: 0s - loss: 0.0916
179/241 [=====================>........] - ETA: 0s - loss: 0.0878
219/241 [==========================>...] - ETA: 0s - loss: 0.0859
241/241 [==============================] - 1s 2ms/step - loss: 0.0838
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0365
 38/241 [===>..........................] - ETA: 0s - loss: 0.0867
 71/241 [=======>......................] - ETA: 0s - loss: 0.0697
 97/241 [===========>..................] - ETA: 0s - loss: 0.0771
113/241 [=============>................] - ETA: 0s - loss: 0.0766
151/241 [=================>............] - ETA: 0s - loss: 0.0763
188/241 [======================>.......] - ETA: 0s - loss: 0.0755
226/241 [===========================>..] - ETA: 0s - loss: 0.0785
241/241 [==============================] - 0s 2ms/step - loss: 0.0775
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0218
 27/241 [==>...........................] - ETA: 0s - loss: 0.0542
 41/241 [====>.........................] - ETA: 0s - loss: 0.0866
 79/241 [========>.....................] - ETA: 0s - loss: 0.0846
111/241 [============>.................] - ETA: 0s - loss: 0.0836
147/241 [=================>............] - ETA: 0s - loss: 0.0851
179/241 [=====================>........] - ETA: 0s - loss: 0.0827
196/241 [=======================>......] - ETA: 0s - loss: 0.0809
219/241 [==========================>...] - ETA: 0s - loss: 0.0817
241/241 [==============================] - 0s 2ms/step - loss: 0.0798
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0048
 40/241 [===>..........................] - ETA: 0s - loss: 0.0837
 78/241 [========>.....................] - ETA: 0s - loss: 0.0784
113/241 [=============>................] - ETA: 0s - loss: 0.0746
135/241 [===============>..............] - ETA: 0s - loss: 0.0753
148/241 [=================>............] - ETA: 0s - loss: 0.0733
181/241 [=====================>........] - ETA: 0s - loss: 0.0705
218/241 [==========================>...] - ETA: 0s - loss: 0.0755
241/241 [==============================] - 0s 2ms/step - loss: 0.0752
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0443
 35/241 [===>..........................] - ETA: 0s - loss: 0.0824
 61/241 [======>.......................] - ETA: 0s - loss: 0.0710
 75/241 [========>.....................] - ETA: 0s - loss: 0.0754
113/241 [=============>................] - ETA: 0s - loss: 0.0768
148/241 [=================>............] - ETA: 0s - loss: 0.0797
185/241 [======================>.......] - ETA: 0s - loss: 0.0789
220/241 [==========================>...] - ETA: 0s - loss: 0.0759
238/241 [============================>.] - ETA: 0s - loss: 0.0738
241/241 [==============================] - 0s 2ms/step - loss: 0.0740
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0429
 32/241 [==>...........................] - ETA: 0s - loss: 0.0730
 63/241 [======>.......................] - ETA: 0s - loss: 0.0775
 93/241 [==========>...................] - ETA: 0s - loss: 0.0771
120/241 [=============>................] - ETA: 0s - loss: 0.0820
153/241 [==================>...........] - ETA: 0s - loss: 0.0821
171/241 [====================>.........] - ETA: 0s - loss: 0.0856
208/241 [========================>.....] - ETA: 0s - loss: 0.0795
241/241 [==============================] - 0s 2ms/step - loss: 0.0755
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0688
 35/241 [===>..........................] - ETA: 0s - loss: 0.0708
 67/241 [=======>......................] - ETA: 0s - loss: 0.0746
 88/241 [=========>....................] - ETA: 0s - loss: 0.0710
106/241 [============>.................] - ETA: 0s - loss: 0.0705
144/241 [================>.............] - ETA: 0s - loss: 0.0702
183/241 [=====================>........] - ETA: 0s - loss: 0.0699
215/241 [=========================>....] - ETA: 0s - loss: 0.0704
241/241 [==============================] - 0s 2ms/step - loss: 0.0705
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.1241
 20/241 [=>............................] - ETA: 0s - loss: 0.0699
 44/241 [====>.........................] - ETA: 0s - loss: 0.0777
 79/241 [========>.....................] - ETA: 0s - loss: 0.0775
116/241 [=============>................] - ETA: 0s - loss: 0.0705
151/241 [=================>............] - ETA: 0s - loss: 0.0651
185/241 [======================>.......] - ETA: 0s - loss: 0.0680
197/241 [=======================>......] - ETA: 0s - loss: 0.0666
225/241 [===========================>..] - ETA: 0s - loss: 0.0689
241/241 [==============================] - 0s 2ms/step - loss: 0.0705
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0381
 38/241 [===>..........................] - ETA: 0s - loss: 0.0692
 75/241 [========>.....................] - ETA: 0s - loss: 0.0667
108/241 [============>.................] - ETA: 0s - loss: 0.0699
134/241 [===============>..............] - ETA: 0s - loss: 0.0697
147/241 [=================>............] - ETA: 0s - loss: 0.0709
184/241 [=====================>........] - ETA: 0s - loss: 0.0722
223/241 [==========================>...] - ETA: 0s - loss: 0.0723
241/241 [==============================] - 0s 2ms/step - loss: 0.0718
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0376
 36/241 [===>..........................] - ETA: 0s - loss: 0.0694
 68/241 [=======>......................] - ETA: 0s - loss: 0.0689
 76/241 [========>.....................] - ETA: 0s - loss: 0.0726
109/241 [============>.................] - ETA: 0s - loss: 0.0642
148/241 [=================>............] - ETA: 0s - loss: 0.0608
186/241 [======================>.......] - ETA: 0s - loss: 0.0659
219/241 [==========================>...] - ETA: 0s - loss: 0.0641
239/241 [============================>.] - ETA: 0s - loss: 0.0638
241/241 [==============================] - 0s 2ms/step - loss: 0.0635
-> test with GAN.predict
GAN tn, fp: 581, 22
GAN fn, tp: 8, 23
GAN f1 score: 0.605
GAN cohens kappa score: 0.581

-> test with 'LR'
LR tn, fp: 537, 66
LR fn, tp: 6, 25
LR f1 score: 0.410
LR cohens kappa score: 0.363
LR average precision score: 0.433

-> 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: 595, 8
GB fn, tp: 3, 28
GB f1 score: 0.836
GB cohens kappa score: 0.827

-> test with 'KNN'
KNN tn, fp: 574, 29
KNN fn, tp: 4, 27
KNN f1 score: 0.621
KNN cohens kappa score: 0.595


------ 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: 41s - loss: 0.1161
 40/241 [===>..........................] - ETA: 0s - loss: 0.1299 
 80/241 [========>.....................] - ETA: 0s - loss: 0.1109
120/241 [=============>................] - ETA: 0s - loss: 0.1108
158/241 [==================>...........] - ETA: 0s - loss: 0.1083
198/241 [=======================>......] - ETA: 0s - loss: 0.1060
237/241 [============================>.] - ETA: 0s - loss: 0.1034
241/241 [==============================] - 0s 1ms/step - loss: 0.1022
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.1377
 35/241 [===>..........................] - ETA: 0s - loss: 0.0851
 70/241 [=======>......................] - ETA: 0s - loss: 0.0927
103/241 [===========>..................] - ETA: 0s - loss: 0.0962
134/241 [===============>..............] - ETA: 0s - loss: 0.0939
166/241 [===================>..........] - ETA: 0s - loss: 0.0932
205/241 [========================>.....] - ETA: 0s - loss: 0.0924
241/241 [==============================] - 0s 1ms/step - loss: 0.0960
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0578
 38/241 [===>..........................] - ETA: 0s - loss: 0.0940
 77/241 [========>.....................] - ETA: 0s - loss: 0.0889
114/241 [=============>................] - ETA: 0s - loss: 0.0940
153/241 [==================>...........] - ETA: 0s - loss: 0.0967
192/241 [======================>.......] - ETA: 0s - loss: 0.0939
232/241 [===========================>..] - ETA: 0s - loss: 0.0923
241/241 [==============================] - 0s 1ms/step - loss: 0.0929
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0363
 40/241 [===>..........................] - ETA: 0s - loss: 0.0804
 80/241 [========>.....................] - ETA: 0s - loss: 0.0971
120/241 [=============>................] - ETA: 0s - loss: 0.0975
159/241 [==================>...........] - ETA: 0s - loss: 0.0916
197/241 [=======================>......] - ETA: 0s - loss: 0.0900
235/241 [============================>.] - ETA: 0s - loss: 0.0890
241/241 [==============================] - 0s 1ms/step - loss: 0.0894
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.1672
 36/241 [===>..........................] - ETA: 0s - loss: 0.1152
 72/241 [=======>......................] - ETA: 0s - loss: 0.1157
111/241 [============>.................] - ETA: 0s - loss: 0.1046
150/241 [=================>............] - ETA: 0s - loss: 0.0984
187/241 [======================>.......] - ETA: 0s - loss: 0.0901
225/241 [===========================>..] - ETA: 0s - loss: 0.0885
241/241 [==============================] - 0s 1ms/step - loss: 0.0938
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0203
 41/241 [====>.........................] - ETA: 0s - loss: 0.0961
 79/241 [========>.....................] - ETA: 0s - loss: 0.0835
117/241 [=============>................] - ETA: 0s - loss: 0.0861
154/241 [==================>...........] - ETA: 0s - loss: 0.0845
187/241 [======================>.......] - ETA: 0s - loss: 0.0881
223/241 [==========================>...] - ETA: 0s - loss: 0.0856
241/241 [==============================] - 0s 1ms/step - loss: 0.0851
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0055
 39/241 [===>..........................] - ETA: 0s - loss: 0.0900
 72/241 [=======>......................] - ETA: 0s - loss: 0.0946
110/241 [============>.................] - ETA: 0s - loss: 0.0977
149/241 [=================>............] - ETA: 0s - loss: 0.0918
186/241 [======================>.......] - ETA: 0s - loss: 0.0881
226/241 [===========================>..] - ETA: 0s - loss: 0.0876
241/241 [==============================] - 0s 1ms/step - loss: 0.0874
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0434
 38/241 [===>..........................] - ETA: 0s - loss: 0.0899
 76/241 [========>.....................] - ETA: 0s - loss: 0.0926
111/241 [============>.................] - ETA: 0s - loss: 0.0846
149/241 [=================>............] - ETA: 0s - loss: 0.0787
187/241 [======================>.......] - ETA: 0s - loss: 0.0807
225/241 [===========================>..] - ETA: 0s - loss: 0.0819
241/241 [==============================] - 0s 1ms/step - loss: 0.0823
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0523
 33/241 [===>..........................] - ETA: 0s - loss: 0.1050
 67/241 [=======>......................] - ETA: 0s - loss: 0.0893
105/241 [============>.................] - ETA: 0s - loss: 0.0791
143/241 [================>.............] - ETA: 0s - loss: 0.0745
181/241 [=====================>........] - ETA: 0s - loss: 0.0775
219/241 [==========================>...] - ETA: 0s - loss: 0.0833
241/241 [==============================] - 0s 1ms/step - loss: 0.0816
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.1756
 40/241 [===>..........................] - ETA: 0s - loss: 0.0954
 79/241 [========>.....................] - ETA: 0s - loss: 0.0884
117/241 [=============>................] - ETA: 0s - loss: 0.0909
156/241 [==================>...........] - ETA: 0s - loss: 0.0857
193/241 [=======================>......] - ETA: 0s - loss: 0.0812
229/241 [===========================>..] - ETA: 0s - loss: 0.0793
241/241 [==============================] - 0s 1ms/step - loss: 0.0798
-> test with GAN.predict
GAN tn, fp: 571, 32
GAN fn, tp: 7, 24
GAN f1 score: 0.552
GAN cohens kappa score: 0.522

-> test with 'LR'
LR tn, fp: 509, 94
LR fn, tp: 1, 30
LR f1 score: 0.387
LR cohens kappa score: 0.335
LR average precision score: 0.570

-> test with 'RF'
RF tn, fp: 598, 5
RF fn, tp: 11, 20
RF f1 score: 0.714
RF cohens kappa score: 0.701

-> 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: 571, 32
KNN fn, tp: 7, 24
KNN f1 score: 0.552
KNN cohens kappa score: 0.522


------ 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: 47s - loss: 0.0539
 39/241 [===>..........................] - ETA: 0s - loss: 0.0857 
 76/241 [========>.....................] - ETA: 0s - loss: 0.0856
108/241 [============>.................] - ETA: 0s - loss: 0.0794
140/241 [================>.............] - ETA: 0s - loss: 0.0794
172/241 [====================>.........] - ETA: 0s - loss: 0.0756
211/241 [=========================>....] - ETA: 0s - loss: 0.0740
241/241 [==============================] - 1s 1ms/step - loss: 0.0809
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.1266
 40/241 [===>..........................] - ETA: 0s - loss: 0.0856
 79/241 [========>.....................] - ETA: 0s - loss: 0.0788
116/241 [=============>................] - ETA: 0s - loss: 0.0772
154/241 [==================>...........] - ETA: 0s - loss: 0.0752
193/241 [=======================>......] - ETA: 0s - loss: 0.0741
227/241 [===========================>..] - ETA: 0s - loss: 0.0714
241/241 [==============================] - 0s 1ms/step - loss: 0.0712
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.1012
 37/241 [===>..........................] - ETA: 0s - loss: 0.0968
 72/241 [=======>......................] - ETA: 0s - loss: 0.0823
110/241 [============>.................] - ETA: 0s - loss: 0.0748
149/241 [=================>............] - ETA: 0s - loss: 0.0742
187/241 [======================>.......] - ETA: 0s - loss: 0.0719
224/241 [==========================>...] - ETA: 0s - loss: 0.0703
241/241 [==============================] - 0s 1ms/step - loss: 0.0706
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.1465
 38/241 [===>..........................] - ETA: 0s - loss: 0.0646
 78/241 [========>.....................] - ETA: 0s - loss: 0.0645
117/241 [=============>................] - ETA: 0s - loss: 0.0651
157/241 [==================>...........] - ETA: 0s - loss: 0.0734
195/241 [=======================>......] - ETA: 0s - loss: 0.0687
235/241 [============================>.] - ETA: 0s - loss: 0.0667
241/241 [==============================] - 0s 1ms/step - loss: 0.0669
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.1106
 38/241 [===>..........................] - ETA: 0s - loss: 0.0822
 74/241 [========>.....................] - ETA: 0s - loss: 0.0874
113/241 [=============>................] - ETA: 0s - loss: 0.0734
148/241 [=================>............] - ETA: 0s - loss: 0.0683
184/241 [=====================>........] - ETA: 0s - loss: 0.0682
223/241 [==========================>...] - ETA: 0s - loss: 0.0624
241/241 [==============================] - 0s 1ms/step - loss: 0.0637
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0197
 39/241 [===>..........................] - ETA: 0s - loss: 0.0601
 75/241 [========>.....................] - ETA: 0s - loss: 0.0591
113/241 [=============>................] - ETA: 0s - loss: 0.0609
148/241 [=================>............] - ETA: 0s - loss: 0.0662
187/241 [======================>.......] - ETA: 0s - loss: 0.0638
226/241 [===========================>..] - ETA: 0s - loss: 0.0630
241/241 [==============================] - 0s 1ms/step - loss: 0.0650
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0311
 35/241 [===>..........................] - ETA: 0s - loss: 0.0638
 69/241 [=======>......................] - ETA: 0s - loss: 0.0618
107/241 [============>.................] - ETA: 0s - loss: 0.0590
146/241 [=================>............] - ETA: 0s - loss: 0.0594
185/241 [======================>.......] - ETA: 0s - loss: 0.0624
220/241 [==========================>...] - ETA: 0s - loss: 0.0620
241/241 [==============================] - 0s 1ms/step - loss: 0.0630
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0337
 32/241 [==>...........................] - ETA: 0s - loss: 0.0756
 64/241 [======>.......................] - ETA: 0s - loss: 0.0629
103/241 [===========>..................] - ETA: 0s - loss: 0.0542
143/241 [================>.............] - ETA: 0s - loss: 0.0591
181/241 [=====================>........] - ETA: 0s - loss: 0.0614
219/241 [==========================>...] - ETA: 0s - loss: 0.0648
241/241 [==============================] - 0s 1ms/step - loss: 0.0628
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0663
 38/241 [===>..........................] - ETA: 0s - loss: 0.0480
 78/241 [========>.....................] - ETA: 0s - loss: 0.0531
115/241 [=============>................] - ETA: 0s - loss: 0.0607
152/241 [=================>............] - ETA: 0s - loss: 0.0586
190/241 [======================>.......] - ETA: 0s - loss: 0.0618
227/241 [===========================>..] - ETA: 0s - loss: 0.0706
241/241 [==============================] - 0s 1ms/step - loss: 0.0693
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0767
 38/241 [===>..........................] - ETA: 0s - loss: 0.0556
 68/241 [=======>......................] - ETA: 0s - loss: 0.0606
101/241 [===========>..................] - ETA: 0s - loss: 0.0570
139/241 [================>.............] - ETA: 0s - loss: 0.0559
176/241 [====================>.........] - ETA: 0s - loss: 0.0571
210/241 [=========================>....] - ETA: 0s - loss: 0.0561
241/241 [==============================] - 0s 1ms/step - loss: 0.0539
-> test with GAN.predict
GAN tn, fp: 582, 21
GAN fn, tp: 6, 25
GAN f1 score: 0.649
GAN cohens kappa score: 0.628

-> test with 'LR'
LR tn, fp: 510, 93
LR fn, tp: 6, 25
LR f1 score: 0.336
LR cohens kappa score: 0.280
LR average precision score: 0.275

-> 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: 589, 14
GB fn, tp: 5, 26
GB f1 score: 0.732
GB cohens kappa score: 0.717

-> test with 'KNN'
KNN tn, fp: 573, 30
KNN fn, tp: 8, 23
KNN f1 score: 0.548
KNN cohens kappa score: 0.518


------ 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: 46s - loss: 0.0118
 39/242 [===>..........................] - ETA: 0s - loss: 0.1133 
 76/242 [========>.....................] - ETA: 0s - loss: 0.1167
116/242 [=============>................] - ETA: 0s - loss: 0.1139
153/242 [=================>............] - ETA: 0s - loss: 0.1129
191/242 [======================>.......] - ETA: 0s - loss: 0.1094
221/242 [==========================>...] - ETA: 0s - loss: 0.1069
242/242 [==============================] - 1s 1ms/step - loss: 0.1048
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 0.0743
 33/242 [===>..........................] - ETA: 0s - loss: 0.1029
 70/242 [=======>......................] - ETA: 0s - loss: 0.0882
109/242 [============>.................] - ETA: 0s - loss: 0.0878
146/242 [=================>............] - ETA: 0s - loss: 0.0987
180/242 [=====================>........] - ETA: 0s - loss: 0.1015
217/242 [=========================>....] - ETA: 0s - loss: 0.0955
242/242 [==============================] - 0s 1ms/step - loss: 0.0958
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 0.2267
 35/242 [===>..........................] - ETA: 0s - loss: 0.0872
 71/242 [=======>......................] - ETA: 0s - loss: 0.0996
110/242 [============>.................] - ETA: 0s - loss: 0.0891
144/242 [================>.............] - ETA: 0s - loss: 0.0957
183/242 [=====================>........] - ETA: 0s - loss: 0.0942
215/242 [=========================>....] - ETA: 0s - loss: 0.0957
242/242 [==============================] - 0s 1ms/step - loss: 0.0932
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 0.0443
 40/242 [===>..........................] - ETA: 0s - loss: 0.0882
 78/242 [========>.....................] - ETA: 0s - loss: 0.0844
113/242 [=============>................] - ETA: 0s - loss: 0.0897
152/242 [=================>............] - ETA: 0s - loss: 0.0901
191/242 [======================>.......] - ETA: 0s - loss: 0.0883
227/242 [===========================>..] - ETA: 0s - loss: 0.0910
242/242 [==============================] - 0s 1ms/step - loss: 0.0903
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 0.0163
 39/242 [===>..........................] - ETA: 0s - loss: 0.0772
 77/242 [========>.....................] - ETA: 0s - loss: 0.0801
111/242 [============>.................] - ETA: 0s - loss: 0.0848
148/242 [=================>............] - ETA: 0s - loss: 0.0863
184/242 [=====================>........] - ETA: 0s - loss: 0.0868
222/242 [==========================>...] - ETA: 0s - loss: 0.0869
242/242 [==============================] - 0s 1ms/step - loss: 0.0890
Epoch 6/10

  1/242 [..............................] - ETA: 0s - loss: 0.0566
 39/242 [===>..........................] - ETA: 0s - loss: 0.0919
 74/242 [========>.....................] - ETA: 0s - loss: 0.0833
105/242 [============>.................] - ETA: 0s - loss: 0.0816
142/242 [================>.............] - ETA: 0s - loss: 0.0882
181/242 [=====================>........] - ETA: 0s - loss: 0.0885
219/242 [==========================>...] - ETA: 0s - loss: 0.0902
242/242 [==============================] - 0s 1ms/step - loss: 0.0903
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 0.0440
 40/242 [===>..........................] - ETA: 0s - loss: 0.0848
 79/242 [========>.....................] - ETA: 0s - loss: 0.0815
112/242 [============>.................] - ETA: 0s - loss: 0.0853
149/242 [=================>............] - ETA: 0s - loss: 0.0842
187/242 [======================>.......] - ETA: 0s - loss: 0.0848
226/242 [===========================>..] - ETA: 0s - loss: 0.0820
242/242 [==============================] - 0s 1ms/step - loss: 0.0838
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 0.2444
 36/242 [===>..........................] - ETA: 0s - loss: 0.0878
 68/242 [=======>......................] - ETA: 0s - loss: 0.0974
101/242 [===========>..................] - ETA: 0s - loss: 0.0894
135/242 [===============>..............] - ETA: 0s - loss: 0.0949
173/242 [====================>.........] - ETA: 0s - loss: 0.0882
212/242 [=========================>....] - ETA: 0s - loss: 0.0901
242/242 [==============================] - 0s 1ms/step - loss: 0.0893
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 0.0220
 39/242 [===>..........................] - ETA: 0s - loss: 0.1167
 72/242 [=======>......................] - ETA: 0s - loss: 0.1090
109/242 [============>.................] - ETA: 0s - loss: 0.1066
146/242 [=================>............] - ETA: 0s - loss: 0.0998
181/242 [=====================>........] - ETA: 0s - loss: 0.0962
212/242 [=========================>....] - ETA: 0s - loss: 0.0916
242/242 [==============================] - 0s 1ms/step - loss: 0.0896
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 0.0373
 35/242 [===>..........................] - ETA: 0s - loss: 0.0804
 74/242 [========>.....................] - ETA: 0s - loss: 0.0828
108/242 [============>.................] - ETA: 0s - loss: 0.0844
145/242 [================>.............] - ETA: 0s - loss: 0.0834
182/242 [=====================>........] - ETA: 0s - loss: 0.0805
217/242 [=========================>....] - ETA: 0s - loss: 0.0783
242/242 [==============================] - 0s 1ms/step - loss: 0.0806
-> test with GAN.predict
GAN tn, fp: 574, 26
GAN fn, tp: 1, 26
GAN f1 score: 0.658
GAN cohens kappa score: 0.638

-> test with 'LR'
LR tn, fp: 496, 104
LR fn, tp: 1, 26
LR f1 score: 0.331
LR cohens kappa score: 0.280
LR average precision score: 0.485

-> test with 'RF'
RF tn, fp: 595, 5
RF fn, tp: 4, 23
RF f1 score: 0.836
RF cohens kappa score: 0.829

-> test with 'GB'
GB tn, fp: 592, 8
GB fn, tp: 2, 25
GB f1 score: 0.833
GB cohens kappa score: 0.825

-> test with 'KNN'
KNN tn, fp: 564, 36
KNN fn, tp: 5, 22
KNN f1 score: 0.518
KNN cohens kappa score: 0.488


====== 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: 47s - loss: 0.0951
 39/241 [===>..........................] - ETA: 0s - loss: 0.0843 
 77/241 [========>.....................] - ETA: 0s - loss: 0.0846
117/241 [=============>................] - ETA: 0s - loss: 0.0935
155/241 [==================>...........] - ETA: 0s - loss: 0.0930
193/241 [=======================>......] - ETA: 0s - loss: 0.0945
229/241 [===========================>..] - ETA: 0s - loss: 0.0949
241/241 [==============================] - 1s 1ms/step - loss: 0.0941
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0119
 32/241 [==>...........................] - ETA: 0s - loss: 0.1036
 58/241 [======>.......................] - ETA: 0s - loss: 0.1074
 85/241 [=========>....................] - ETA: 0s - loss: 0.0952
112/241 [============>.................] - ETA: 0s - loss: 0.0932
147/241 [=================>............] - ETA: 0s - loss: 0.0918
184/241 [=====================>........] - ETA: 0s - loss: 0.0899
221/241 [==========================>...] - ETA: 0s - loss: 0.0913
241/241 [==============================] - 0s 2ms/step - loss: 0.0895
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0145
 40/241 [===>..........................] - ETA: 0s - loss: 0.0881
 76/241 [========>.....................] - ETA: 0s - loss: 0.0960
113/241 [=============>................] - ETA: 0s - loss: 0.0879
144/241 [================>.............] - ETA: 0s - loss: 0.0910
170/241 [====================>.........] - ETA: 0s - loss: 0.0942
194/241 [=======================>......] - ETA: 0s - loss: 0.0907
220/241 [==========================>...] - ETA: 0s - loss: 0.0899
241/241 [==============================] - 0s 2ms/step - loss: 0.0878
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.2589
 26/241 [==>...........................] - ETA: 0s - loss: 0.1049
 51/241 [=====>........................] - ETA: 0s - loss: 0.0908
 77/241 [========>.....................] - ETA: 0s - loss: 0.0877
105/241 [============>.................] - ETA: 0s - loss: 0.0915
136/241 [===============>..............] - ETA: 0s - loss: 0.0871
164/241 [===================>..........] - ETA: 0s - loss: 0.0860
190/241 [======================>.......] - ETA: 0s - loss: 0.0832
218/241 [==========================>...] - ETA: 0s - loss: 0.0844
241/241 [==============================] - 0s 2ms/step - loss: 0.0829
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.1614
 35/241 [===>..........................] - ETA: 0s - loss: 0.0828
 72/241 [=======>......................] - ETA: 0s - loss: 0.0850
110/241 [============>.................] - ETA: 0s - loss: 0.0830
135/241 [===============>..............] - ETA: 0s - loss: 0.0817
159/241 [==================>...........] - ETA: 0s - loss: 0.0826
186/241 [======================>.......] - ETA: 0s - loss: 0.0824
211/241 [=========================>....] - ETA: 0s - loss: 0.0817
238/241 [============================>.] - ETA: 0s - loss: 0.0866
241/241 [==============================] - 0s 2ms/step - loss: 0.0866
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0552
 32/241 [==>...........................] - ETA: 0s - loss: 0.0870
 59/241 [======>.......................] - ETA: 0s - loss: 0.0985
 85/241 [=========>....................] - ETA: 0s - loss: 0.0914
108/241 [============>.................] - ETA: 0s - loss: 0.0892
135/241 [===============>..............] - ETA: 0s - loss: 0.0930
168/241 [===================>..........] - ETA: 0s - loss: 0.0893
206/241 [========================>.....] - ETA: 0s - loss: 0.0896
241/241 [==============================] - 0s 2ms/step - loss: 0.0852
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0679
 37/241 [===>..........................] - ETA: 0s - loss: 0.0774
 74/241 [========>.....................] - ETA: 0s - loss: 0.0737
110/241 [============>.................] - ETA: 0s - loss: 0.0784
146/241 [=================>............] - ETA: 0s - loss: 0.0794
183/241 [=====================>........] - ETA: 0s - loss: 0.0812
218/241 [==========================>...] - ETA: 0s - loss: 0.0784
241/241 [==============================] - 0s 1ms/step - loss: 0.0776
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0112
 37/241 [===>..........................] - ETA: 0s - loss: 0.0863
 73/241 [========>.....................] - ETA: 0s - loss: 0.0742
111/241 [============>.................] - ETA: 0s - loss: 0.0759
151/241 [=================>............] - ETA: 0s - loss: 0.0754
189/241 [======================>.......] - ETA: 0s - loss: 0.0737
226/241 [===========================>..] - ETA: 0s - loss: 0.0741
241/241 [==============================] - 0s 1ms/step - loss: 0.0749
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0136
 37/241 [===>..........................] - ETA: 0s - loss: 0.0798
 71/241 [=======>......................] - ETA: 0s - loss: 0.0731
110/241 [============>.................] - ETA: 0s - loss: 0.0722
148/241 [=================>............] - ETA: 0s - loss: 0.0749
187/241 [======================>.......] - ETA: 0s - loss: 0.0799
226/241 [===========================>..] - ETA: 0s - loss: 0.0802
241/241 [==============================] - 0s 1ms/step - loss: 0.0788
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0247
 39/241 [===>..........................] - ETA: 0s - loss: 0.0854
 78/241 [========>.....................] - ETA: 0s - loss: 0.0758
112/241 [============>.................] - ETA: 0s - loss: 0.0722
150/241 [=================>............] - ETA: 0s - loss: 0.0691
188/241 [======================>.......] - ETA: 0s - loss: 0.0715
224/241 [==========================>...] - ETA: 0s - loss: 0.0734
241/241 [==============================] - 0s 1ms/step - loss: 0.0732
-> test with GAN.predict
GAN tn, fp: 580, 23
GAN fn, tp: 6, 25
GAN f1 score: 0.633
GAN cohens kappa score: 0.610

-> test with 'LR'
LR tn, fp: 511, 92
LR fn, tp: 5, 26
LR f1 score: 0.349
LR cohens kappa score: 0.294
LR average precision score: 0.478

-> test with 'RF'
RF tn, fp: 601, 2
RF fn, tp: 12, 19
RF f1 score: 0.731
RF cohens kappa score: 0.720

-> test with 'GB'
GB tn, fp: 601, 2
GB fn, tp: 6, 25
GB f1 score: 0.862
GB cohens kappa score: 0.855

-> test with 'KNN'
KNN tn, fp: 574, 29
KNN fn, tp: 9, 22
KNN f1 score: 0.537
KNN cohens kappa score: 0.507


------ 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: 1:14 - loss: 0.1021
 17/241 [=>............................] - ETA: 0s - loss: 0.1003  
 29/241 [==>...........................] - ETA: 0s - loss: 0.1082
 37/241 [===>..........................] - ETA: 0s - loss: 0.0995
 46/241 [====>.........................] - ETA: 0s - loss: 0.0972
 55/241 [=====>........................] - ETA: 0s - loss: 0.0952
 69/241 [=======>......................] - ETA: 0s - loss: 0.0888
 83/241 [=========>....................] - ETA: 0s - loss: 0.0858
 92/241 [==========>...................] - ETA: 0s - loss: 0.0798
103/241 [===========>..................] - ETA: 0s - loss: 0.0810
115/241 [=============>................] - ETA: 0s - loss: 0.0799
127/241 [==============>...............] - ETA: 0s - loss: 0.0816
140/241 [================>.............] - ETA: 0s - loss: 0.0814
152/241 [=================>............] - ETA: 0s - loss: 0.0829
165/241 [===================>..........] - ETA: 0s - loss: 0.0828
178/241 [=====================>........] - ETA: 0s - loss: 0.0812
194/241 [=======================>......] - ETA: 0s - loss: 0.0821
210/241 [=========================>....] - ETA: 0s - loss: 0.0825
220/241 [==========================>...] - ETA: 0s - loss: 0.0812
234/241 [============================>.] - ETA: 0s - loss: 0.0813
241/241 [==============================] - 1s 4ms/step - loss: 0.0810
Epoch 2/10

  1/241 [..............................] - ETA: 1s - loss: 0.0377
 10/241 [>.............................] - ETA: 1s - loss: 0.0708
 19/241 [=>............................] - ETA: 1s - loss: 0.0711
 34/241 [===>..........................] - ETA: 1s - loss: 0.0823
 51/241 [=====>........................] - ETA: 0s - loss: 0.0819
 71/241 [=======>......................] - ETA: 0s - loss: 0.0813
 94/241 [==========>...................] - ETA: 0s - loss: 0.0841
114/241 [=============>................] - ETA: 0s - loss: 0.0801
130/241 [===============>..............] - ETA: 0s - loss: 0.0801
144/241 [================>.............] - ETA: 0s - loss: 0.0815
154/241 [==================>...........] - ETA: 0s - loss: 0.0813
167/241 [===================>..........] - ETA: 0s - loss: 0.0808
182/241 [=====================>........] - ETA: 0s - loss: 0.0768
198/241 [=======================>......] - ETA: 0s - loss: 0.0780
213/241 [=========================>....] - ETA: 0s - loss: 0.0757
233/241 [============================>.] - ETA: 0s - loss: 0.0758
241/241 [==============================] - 1s 3ms/step - loss: 0.0751
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0535
 17/241 [=>............................] - ETA: 0s - loss: 0.0818
 28/241 [==>...........................] - ETA: 0s - loss: 0.0860
 38/241 [===>..........................] - ETA: 1s - loss: 0.0877
 57/241 [======>.......................] - ETA: 0s - loss: 0.0816
 80/241 [========>.....................] - ETA: 0s - loss: 0.0720
 95/241 [==========>...................] - ETA: 0s - loss: 0.0758
113/241 [=============>................] - ETA: 0s - loss: 0.0800
130/241 [===============>..............] - ETA: 0s - loss: 0.0798
144/241 [================>.............] - ETA: 0s - loss: 0.0797
151/241 [=================>............] - ETA: 0s - loss: 0.0794
161/241 [===================>..........] - ETA: 0s - loss: 0.0791
179/241 [=====================>........] - ETA: 0s - loss: 0.0769
196/241 [=======================>......] - ETA: 0s - loss: 0.0765
212/241 [=========================>....] - ETA: 0s - loss: 0.0748
228/241 [===========================>..] - ETA: 0s - loss: 0.0742
241/241 [==============================] - 1s 4ms/step - loss: 0.0730
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0352
 18/241 [=>............................] - ETA: 0s - loss: 0.0827
 31/241 [==>...........................] - ETA: 0s - loss: 0.0781
 47/241 [====>.........................] - ETA: 0s - loss: 0.0716
 64/241 [======>.......................] - ETA: 0s - loss: 0.0866
 80/241 [========>.....................] - ETA: 0s - loss: 0.0822
 88/241 [=========>....................] - ETA: 0s - loss: 0.0810
117/241 [=============>................] - ETA: 0s - loss: 0.0823
144/241 [================>.............] - ETA: 0s - loss: 0.0776
174/241 [====================>.........] - ETA: 0s - loss: 0.0773
201/241 [========================>.....] - ETA: 0s - loss: 0.0779
225/241 [===========================>..] - ETA: 0s - loss: 0.0777
230/241 [===========================>..] - ETA: 0s - loss: 0.0770
241/241 [==============================] - 1s 3ms/step - loss: 0.0758
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0637
 26/241 [==>...........................] - ETA: 0s - loss: 0.0472
 52/241 [=====>........................] - ETA: 0s - loss: 0.0575
 83/241 [=========>....................] - ETA: 0s - loss: 0.0603
113/241 [=============>................] - ETA: 0s - loss: 0.0704
142/241 [================>.............] - ETA: 0s - loss: 0.0725
161/241 [===================>..........] - ETA: 0s - loss: 0.0718
193/241 [=======================>......] - ETA: 0s - loss: 0.0728
221/241 [==========================>...] - ETA: 0s - loss: 0.0727
241/241 [==============================] - 0s 2ms/step - loss: 0.0741
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0081
 31/241 [==>...........................] - ETA: 0s - loss: 0.0651
 48/241 [====>.........................] - ETA: 0s - loss: 0.0757
 61/241 [======>.......................] - ETA: 0s - loss: 0.0778
 91/241 [==========>...................] - ETA: 0s - loss: 0.0827
121/241 [==============>...............] - ETA: 0s - loss: 0.0816
149/241 [=================>............] - ETA: 0s - loss: 0.0753
175/241 [====================>.........] - ETA: 0s - loss: 0.0742
184/241 [=====================>........] - ETA: 0s - loss: 0.0736
203/241 [========================>.....] - ETA: 0s - loss: 0.0728
235/241 [============================>.] - ETA: 0s - loss: 0.0730
241/241 [==============================] - 1s 2ms/step - loss: 0.0735
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0470
 37/241 [===>..........................] - ETA: 0s - loss: 0.0704
 71/241 [=======>......................] - ETA: 0s - loss: 0.0740
 96/241 [==========>...................] - ETA: 0s - loss: 0.0679
105/241 [============>.................] - ETA: 0s - loss: 0.0688
136/241 [===============>..............] - ETA: 0s - loss: 0.0714
163/241 [===================>..........] - ETA: 0s - loss: 0.0734
192/241 [======================>.......] - ETA: 0s - loss: 0.0754
219/241 [==========================>...] - ETA: 0s - loss: 0.0730
241/241 [==============================] - 0s 2ms/step - loss: 0.0775
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.1126
  9/241 [>.............................] - ETA: 1s - loss: 0.0493
 30/241 [==>...........................] - ETA: 0s - loss: 0.0755
 60/241 [======>.......................] - ETA: 0s - loss: 0.0716
 91/241 [==========>...................] - ETA: 0s - loss: 0.0664
114/241 [=============>................] - ETA: 0s - loss: 0.0637
137/241 [================>.............] - ETA: 0s - loss: 0.0639
147/241 [=================>............] - ETA: 0s - loss: 0.0647
172/241 [====================>.........] - ETA: 0s - loss: 0.0693
205/241 [========================>.....] - ETA: 0s - loss: 0.0692
239/241 [============================>.] - ETA: 0s - loss: 0.0697
241/241 [==============================] - 1s 2ms/step - loss: 0.0706
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0149
 33/241 [===>..........................] - ETA: 0s - loss: 0.0694
 61/241 [======>.......................] - ETA: 0s - loss: 0.0579
 71/241 [=======>......................] - ETA: 0s - loss: 0.0583
106/241 [============>.................] - ETA: 0s - loss: 0.0567
143/241 [================>.............] - ETA: 0s - loss: 0.0554
177/241 [=====================>........] - ETA: 0s - loss: 0.0621
206/241 [========================>.....] - ETA: 0s - loss: 0.0645
228/241 [===========================>..] - ETA: 0s - loss: 0.0645
241/241 [==============================] - 0s 2ms/step - loss: 0.0659
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0223
 34/241 [===>..........................] - ETA: 0s - loss: 0.0664
 68/241 [=======>......................] - ETA: 0s - loss: 0.0686
101/241 [===========>..................] - ETA: 0s - loss: 0.0682
132/241 [===============>..............] - ETA: 0s - loss: 0.0661
139/241 [================>.............] - ETA: 0s - loss: 0.0684
168/241 [===================>..........] - ETA: 0s - loss: 0.0637
204/241 [========================>.....] - ETA: 0s - loss: 0.0673
238/241 [============================>.] - ETA: 0s - loss: 0.0702
241/241 [==============================] - 0s 2ms/step - loss: 0.0701
-> test with GAN.predict
GAN tn, fp: 572, 31
GAN fn, tp: 4, 27
GAN f1 score: 0.607
GAN cohens kappa score: 0.580

-> test with 'LR'
LR tn, fp: 530, 73
LR fn, tp: 10, 21
LR f1 score: 0.336
LR cohens kappa score: 0.283
LR average precision score: 0.287

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

-> test with 'GB'
GB tn, fp: 590, 13
GB fn, tp: 3, 28
GB f1 score: 0.778
GB cohens kappa score: 0.765

-> test with 'KNN'
KNN tn, fp: 576, 27
KNN fn, tp: 6, 25
KNN f1 score: 0.602
KNN cohens kappa score: 0.576


------ 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: 56s - loss: 0.0147
 37/241 [===>..........................] - ETA: 0s - loss: 0.0844 
 67/241 [=======>......................] - ETA: 0s - loss: 0.0887
 87/241 [=========>....................] - ETA: 0s - loss: 0.0865
100/241 [===========>..................] - ETA: 0s - loss: 0.0844
129/241 [===============>..............] - ETA: 0s - loss: 0.0863
157/241 [==================>...........] - ETA: 0s - loss: 0.0875
187/241 [======================>.......] - ETA: 0s - loss: 0.0875
217/241 [==========================>...] - ETA: 0s - loss: 0.0870
241/241 [==============================] - 1s 2ms/step - loss: 0.0869
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0885
  8/241 [..............................] - ETA: 1s - loss: 0.0749
 35/241 [===>..........................] - ETA: 0s - loss: 0.0725
 68/241 [=======>......................] - ETA: 0s - loss: 0.0763
 99/241 [===========>..................] - ETA: 0s - loss: 0.0719
130/241 [===============>..............] - ETA: 0s - loss: 0.0751
165/241 [===================>..........] - ETA: 0s - loss: 0.0750
173/241 [====================>.........] - ETA: 0s - loss: 0.0747
203/241 [========================>.....] - ETA: 0s - loss: 0.0844
238/241 [============================>.] - ETA: 0s - loss: 0.0868
241/241 [==============================] - 0s 2ms/step - loss: 0.0866
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.1403
 32/241 [==>...........................] - ETA: 0s - loss: 0.0865
 63/241 [======>.......................] - ETA: 0s - loss: 0.0790
 88/241 [=========>....................] - ETA: 0s - loss: 0.0883
 93/241 [==========>...................] - ETA: 0s - loss: 0.0868
121/241 [==============>...............] - ETA: 0s - loss: 0.0869
153/241 [==================>...........] - ETA: 0s - loss: 0.0836
185/241 [======================>.......] - ETA: 0s - loss: 0.0865
211/241 [=========================>....] - ETA: 0s - loss: 0.0842
237/241 [============================>.] - ETA: 0s - loss: 0.0814
241/241 [==============================] - 1s 2ms/step - loss: 0.0812
Epoch 4/10

  1/241 [..............................] - ETA: 3s - loss: 0.0173
 33/241 [===>..........................] - ETA: 0s - loss: 0.0665
 67/241 [=======>......................] - ETA: 0s - loss: 0.0781
 98/241 [===========>..................] - ETA: 0s - loss: 0.0851
121/241 [==============>...............] - ETA: 0s - loss: 0.0869
135/241 [===============>..............] - ETA: 0s - loss: 0.0818
152/241 [=================>............] - ETA: 0s - loss: 0.0829
185/241 [======================>.......] - ETA: 0s - loss: 0.0826
217/241 [==========================>...] - ETA: 0s - loss: 0.0826
241/241 [==============================] - 0s 2ms/step - loss: 0.0830
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.1681
 35/241 [===>..........................] - ETA: 0s - loss: 0.0943
 55/241 [=====>........................] - ETA: 0s - loss: 0.0856
 72/241 [=======>......................] - ETA: 0s - loss: 0.0802
104/241 [===========>..................] - ETA: 0s - loss: 0.0819
135/241 [===============>..............] - ETA: 0s - loss: 0.0789
168/241 [===================>..........] - ETA: 0s - loss: 0.0779
197/241 [=======================>......] - ETA: 0s - loss: 0.0777
213/241 [=========================>....] - ETA: 0s - loss: 0.0788
227/241 [===========================>..] - ETA: 0s - loss: 0.0789
241/241 [==============================] - 0s 2ms/step - loss: 0.0793
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0077
 23/241 [=>............................] - ETA: 0s - loss: 0.0736
 52/241 [=====>........................] - ETA: 0s - loss: 0.0746
 84/241 [=========>....................] - ETA: 0s - loss: 0.0739
118/241 [=============>................] - ETA: 0s - loss: 0.0758
128/241 [==============>...............] - ETA: 0s - loss: 0.0764
151/241 [=================>............] - ETA: 0s - loss: 0.0778
184/241 [=====================>........] - ETA: 0s - loss: 0.0811
218/241 [==========================>...] - ETA: 0s - loss: 0.0806
241/241 [==============================] - 0s 2ms/step - loss: 0.0804
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0482
 32/241 [==>...........................] - ETA: 0s - loss: 0.0870
 43/241 [====>.........................] - ETA: 0s - loss: 0.0904
 77/241 [========>.....................] - ETA: 0s - loss: 0.0888
112/241 [============>.................] - ETA: 0s - loss: 0.0838
147/241 [=================>............] - ETA: 0s - loss: 0.0844
174/241 [====================>.........] - ETA: 0s - loss: 0.0820
197/241 [=======================>......] - ETA: 0s - loss: 0.0800
223/241 [==========================>...] - ETA: 0s - loss: 0.0778
241/241 [==============================] - 0s 2ms/step - loss: 0.0757
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0387
 34/241 [===>..........................] - ETA: 0s - loss: 0.0787
 65/241 [=======>......................] - ETA: 0s - loss: 0.0946
 97/241 [===========>..................] - ETA: 0s - loss: 0.0841
102/241 [===========>..................] - ETA: 0s - loss: 0.0829
127/241 [==============>...............] - ETA: 0s - loss: 0.0828
155/241 [==================>...........] - ETA: 0s - loss: 0.0817
187/241 [======================>.......] - ETA: 0s - loss: 0.0803
217/241 [==========================>...] - ETA: 0s - loss: 0.0801
239/241 [============================>.] - ETA: 0s - loss: 0.0786
241/241 [==============================] - 0s 2ms/step - loss: 0.0783
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0071
 25/241 [==>...........................] - ETA: 0s - loss: 0.0465
 59/241 [======>.......................] - ETA: 0s - loss: 0.0643
 92/241 [==========>...................] - ETA: 0s - loss: 0.0754
122/241 [==============>...............] - ETA: 0s - loss: 0.0796
147/241 [=================>............] - ETA: 0s - loss: 0.0821
156/241 [==================>...........] - ETA: 0s - loss: 0.0819
190/241 [======================>.......] - ETA: 0s - loss: 0.0830
224/241 [==========================>...] - ETA: 0s - loss: 0.0836
241/241 [==============================] - 0s 2ms/step - loss: 0.0827
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.1022
 32/241 [==>...........................] - ETA: 0s - loss: 0.0575
 62/241 [======>.......................] - ETA: 0s - loss: 0.0673
 69/241 [=======>......................] - ETA: 0s - loss: 0.0685
 93/241 [==========>...................] - ETA: 0s - loss: 0.0664
125/241 [==============>...............] - ETA: 0s - loss: 0.0728
156/241 [==================>...........] - ETA: 0s - loss: 0.0746
182/241 [=====================>........] - ETA: 0s - loss: 0.0762
208/241 [========================>.....] - ETA: 0s - loss: 0.0753
224/241 [==========================>...] - ETA: 0s - loss: 0.0756
241/241 [==============================] - 1s 2ms/step - loss: 0.0744
-> test with GAN.predict
GAN tn, fp: 576, 27
GAN fn, tp: 7, 24
GAN f1 score: 0.585
GAN cohens kappa score: 0.559

-> test with 'LR'
LR tn, fp: 511, 92
LR fn, tp: 1, 30
LR f1 score: 0.392
LR cohens kappa score: 0.341
LR average precision score: 0.538

-> 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: 586, 17
GB fn, tp: 3, 28
GB f1 score: 0.737
GB cohens kappa score: 0.721

-> test with 'KNN'
KNN tn, fp: 571, 32
KNN fn, tp: 8, 23
KNN f1 score: 0.535
KNN cohens kappa score: 0.504


------ 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: 1:09 - loss: 0.0405
 41/241 [====>.........................] - ETA: 0s - loss: 0.0839  
 78/241 [========>.....................] - ETA: 0s - loss: 0.0837
112/241 [============>.................] - ETA: 0s - loss: 0.0849
138/241 [================>.............] - ETA: 0s - loss: 0.0833
147/241 [=================>............] - ETA: 0s - loss: 0.0835
184/241 [=====================>........] - ETA: 0s - loss: 0.0823
220/241 [==========================>...] - ETA: 0s - loss: 0.0819
241/241 [==============================] - 1s 2ms/step - loss: 0.0858
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.1197
 35/241 [===>..........................] - ETA: 0s - loss: 0.0817
 62/241 [======>.......................] - ETA: 0s - loss: 0.0770
 69/241 [=======>......................] - ETA: 0s - loss: 0.0750
 72/241 [=======>......................] - ETA: 0s - loss: 0.0763
 96/241 [==========>...................] - ETA: 0s - loss: 0.0769
130/241 [===============>..............] - ETA: 0s - loss: 0.0730
149/241 [=================>............] - ETA: 0s - loss: 0.0732
170/241 [====================>.........] - ETA: 0s - loss: 0.0732
198/241 [=======================>......] - ETA: 0s - loss: 0.0774
218/241 [==========================>...] - ETA: 0s - loss: 0.0783
233/241 [============================>.] - ETA: 0s - loss: 0.0777
241/241 [==============================] - 1s 2ms/step - loss: 0.0792
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0202
 36/241 [===>..........................] - ETA: 0s - loss: 0.0751
 74/241 [========>.....................] - ETA: 0s - loss: 0.0725
 99/241 [===========>..................] - ETA: 0s - loss: 0.0767
128/241 [==============>...............] - ETA: 0s - loss: 0.0798
138/241 [================>.............] - ETA: 0s - loss: 0.0771
152/241 [=================>............] - ETA: 0s - loss: 0.0739
187/241 [======================>.......] - ETA: 0s - loss: 0.0751
222/241 [==========================>...] - ETA: 0s - loss: 0.0758
241/241 [==============================] - 0s 2ms/step - loss: 0.0786
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0125
 34/241 [===>..........................] - ETA: 0s - loss: 0.0654
 66/241 [=======>......................] - ETA: 0s - loss: 0.0669
 74/241 [========>.....................] - ETA: 0s - loss: 0.0683
113/241 [=============>................] - ETA: 0s - loss: 0.0764
150/241 [=================>............] - ETA: 0s - loss: 0.0692
186/241 [======================>.......] - ETA: 0s - loss: 0.0699
220/241 [==========================>...] - ETA: 0s - loss: 0.0752
241/241 [==============================] - 0s 2ms/step - loss: 0.0764
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0449
 21/241 [=>............................] - ETA: 0s - loss: 0.1272
 47/241 [====>.........................] - ETA: 0s - loss: 0.0912
 86/241 [=========>....................] - ETA: 0s - loss: 0.0849
124/241 [==============>...............] - ETA: 0s - loss: 0.0825
159/241 [==================>...........] - ETA: 0s - loss: 0.0782
195/241 [=======================>......] - ETA: 0s - loss: 0.0781
203/241 [========================>.....] - ETA: 0s - loss: 0.0787
230/241 [===========================>..] - ETA: 0s - loss: 0.0780
241/241 [==============================] - 0s 2ms/step - loss: 0.0784
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0019
 39/241 [===>..........................] - ETA: 0s - loss: 0.0970
 75/241 [========>.....................] - ETA: 0s - loss: 0.0882
108/241 [============>.................] - ETA: 0s - loss: 0.0819
125/241 [==============>...............] - ETA: 0s - loss: 0.0822
142/241 [================>.............] - ETA: 0s - loss: 0.0812
182/241 [=====================>........] - ETA: 0s - loss: 0.0750
222/241 [==========================>...] - ETA: 0s - loss: 0.0749
241/241 [==============================] - 0s 2ms/step - loss: 0.0759
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0574
 34/241 [===>..........................] - ETA: 0s - loss: 0.0907
 65/241 [=======>......................] - ETA: 0s - loss: 0.0803
 76/241 [========>.....................] - ETA: 0s - loss: 0.0744
114/241 [=============>................] - ETA: 0s - loss: 0.0838
151/241 [=================>............] - ETA: 0s - loss: 0.0772
189/241 [======================>.......] - ETA: 0s - loss: 0.0749
223/241 [==========================>...] - ETA: 0s - loss: 0.0741
241/241 [==============================] - 0s 2ms/step - loss: 0.0758
Epoch 8/10

  1/241 [..............................] - ETA: 2s - loss: 0.0363
 18/241 [=>............................] - ETA: 0s - loss: 0.0818
 53/241 [=====>........................] - ETA: 0s - loss: 0.0696
 93/241 [==========>...................] - ETA: 0s - loss: 0.0626
128/241 [==============>...............] - ETA: 0s - loss: 0.0652
159/241 [==================>...........] - ETA: 0s - loss: 0.0656
189/241 [======================>.......] - ETA: 0s - loss: 0.0696
199/241 [=======================>......] - ETA: 0s - loss: 0.0701
232/241 [===========================>..] - ETA: 0s - loss: 0.0727
241/241 [==============================] - 0s 2ms/step - loss: 0.0733
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.1286
 34/241 [===>..........................] - ETA: 0s - loss: 0.0679
 71/241 [=======>......................] - ETA: 0s - loss: 0.0744
105/241 [============>.................] - ETA: 0s - loss: 0.0740
132/241 [===============>..............] - ETA: 0s - loss: 0.0769
141/241 [================>.............] - ETA: 0s - loss: 0.0748
177/241 [=====================>........] - ETA: 0s - loss: 0.0718
214/241 [=========================>....] - ETA: 0s - loss: 0.0713
241/241 [==============================] - 0s 2ms/step - loss: 0.0760
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0656
 35/241 [===>..........................] - ETA: 0s - loss: 0.0416
 63/241 [======>.......................] - ETA: 0s - loss: 0.0508
 78/241 [========>.....................] - ETA: 0s - loss: 0.0524
118/241 [=============>................] - ETA: 0s - loss: 0.0591
156/241 [==================>...........] - ETA: 0s - loss: 0.0648
191/241 [======================>.......] - ETA: 0s - loss: 0.0669
222/241 [==========================>...] - ETA: 0s - loss: 0.0666
235/241 [============================>.] - ETA: 0s - loss: 0.0669
241/241 [==============================] - 0s 2ms/step - loss: 0.0669
-> test with GAN.predict
GAN tn, fp: 586, 17
GAN fn, tp: 9, 22
GAN f1 score: 0.629
GAN cohens kappa score: 0.607

-> test with 'LR'
LR tn, fp: 512, 91
LR fn, tp: 2, 29
LR f1 score: 0.384
LR cohens kappa score: 0.332
LR average precision score: 0.489

-> test with 'RF'
RF tn, fp: 594, 9
RF fn, tp: 11, 20
RF f1 score: 0.667
RF cohens kappa score: 0.650

-> test with 'GB'
GB tn, fp: 591, 12
GB fn, tp: 7, 24
GB f1 score: 0.716
GB cohens kappa score: 0.701

-> test with 'KNN'
KNN tn, fp: 572, 31
KNN fn, tp: 9, 22
KNN f1 score: 0.524
KNN cohens kappa score: 0.492


------ 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: 37s - loss: 0.0736
 40/242 [===>..........................] - ETA: 0s - loss: 0.0911 
 79/242 [========>.....................] - ETA: 0s - loss: 0.0927
115/242 [=============>................] - ETA: 0s - loss: 0.0882
155/242 [==================>...........] - ETA: 0s - loss: 0.0836
195/242 [=======================>......] - ETA: 0s - loss: 0.0794
235/242 [============================>.] - ETA: 0s - loss: 0.0756
242/242 [==============================] - 0s 1ms/step - loss: 0.0761
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 0.0453
 40/242 [===>..........................] - ETA: 0s - loss: 0.0604
 80/242 [========>.....................] - ETA: 0s - loss: 0.0585
118/242 [=============>................] - ETA: 0s - loss: 0.0669
157/242 [==================>...........] - ETA: 0s - loss: 0.0703
197/242 [=======================>......] - ETA: 0s - loss: 0.0719
236/242 [============================>.] - ETA: 0s - loss: 0.0690
242/242 [==============================] - 0s 1ms/step - loss: 0.0686
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 0.0065
 41/242 [====>.........................] - ETA: 0s - loss: 0.0812
 81/242 [=========>....................] - ETA: 0s - loss: 0.0766
122/242 [==============>...............] - ETA: 0s - loss: 0.0778
161/242 [==================>...........] - ETA: 0s - loss: 0.0717
202/242 [========================>.....] - ETA: 0s - loss: 0.0696
241/242 [============================>.] - ETA: 0s - loss: 0.0663
242/242 [==============================] - 0s 1ms/step - loss: 0.0662
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 0.0270
 41/242 [====>.........................] - ETA: 0s - loss: 0.0615
 44/242 [====>.........................] - ETA: 1s - loss: 0.0648
 66/242 [=======>......................] - ETA: 0s - loss: 0.0699
100/242 [===========>..................] - ETA: 0s - loss: 0.0635
138/242 [================>.............] - ETA: 0s - loss: 0.0668
179/242 [=====================>........] - ETA: 0s - loss: 0.0649
218/242 [==========================>...] - ETA: 0s - loss: 0.0644
242/242 [==============================] - 1s 2ms/step - loss: 0.0644
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 0.0359
 41/242 [====>.........................] - ETA: 0s - loss: 0.0878
 77/242 [========>.....................] - ETA: 0s - loss: 0.0788
113/242 [=============>................] - ETA: 0s - loss: 0.0779
150/242 [=================>............] - ETA: 0s - loss: 0.0716
189/242 [======================>.......] - ETA: 0s - loss: 0.0696
225/242 [==========================>...] - ETA: 0s - loss: 0.0669
242/242 [==============================] - 0s 1ms/step - loss: 0.0671
Epoch 6/10

  1/242 [..............................] - ETA: 0s - loss: 0.1462
 40/242 [===>..........................] - ETA: 0s - loss: 0.0468
 79/242 [========>.....................] - ETA: 0s - loss: 0.0570
118/242 [=============>................] - ETA: 0s - loss: 0.0554
157/242 [==================>...........] - ETA: 0s - loss: 0.0609
198/242 [=======================>......] - ETA: 0s - loss: 0.0632
236/242 [============================>.] - ETA: 0s - loss: 0.0631
242/242 [==============================] - 0s 1ms/step - loss: 0.0644
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 0.0181
 43/242 [====>.........................] - ETA: 0s - loss: 0.0806
 82/242 [=========>....................] - ETA: 0s - loss: 0.0724
121/242 [==============>...............] - ETA: 0s - loss: 0.0675
160/242 [==================>...........] - ETA: 0s - loss: 0.0648
201/242 [=======================>......] - ETA: 0s - loss: 0.0690
240/242 [============================>.] - ETA: 0s - loss: 0.0699
242/242 [==============================] - 0s 1ms/step - loss: 0.0701
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 0.0288
 41/242 [====>.........................] - ETA: 0s - loss: 0.0702
 81/242 [=========>....................] - ETA: 0s - loss: 0.0636
121/242 [==============>...............] - ETA: 0s - loss: 0.0620
162/242 [===================>..........] - ETA: 0s - loss: 0.0584
202/242 [========================>.....] - ETA: 0s - loss: 0.0650
241/242 [============================>.] - ETA: 0s - loss: 0.0651
242/242 [==============================] - 0s 1ms/step - loss: 0.0650
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 0.1564
 39/242 [===>..........................] - ETA: 0s - loss: 0.0590
 78/242 [========>.....................] - ETA: 0s - loss: 0.0632
116/242 [=============>................] - ETA: 0s - loss: 0.0638
155/242 [==================>...........] - ETA: 0s - loss: 0.0592
195/242 [=======================>......] - ETA: 0s - loss: 0.0589
232/242 [===========================>..] - ETA: 0s - loss: 0.0637
242/242 [==============================] - 0s 1ms/step - loss: 0.0642
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 0.3184
 41/242 [====>.........................] - ETA: 0s - loss: 0.0723
 81/242 [=========>....................] - ETA: 0s - loss: 0.0640
119/242 [=============>................] - ETA: 0s - loss: 0.0634
159/242 [==================>...........] - ETA: 0s - loss: 0.0607
198/242 [=======================>......] - ETA: 0s - loss: 0.0591
230/242 [===========================>..] - ETA: 0s - loss: 0.0626
242/242 [==============================] - 0s 1ms/step - loss: 0.0632
-> test with GAN.predict
GAN tn, fp: 587, 13
GAN fn, tp: 3, 24
GAN f1 score: 0.750
GAN cohens kappa score: 0.737

-> test with 'LR'
LR tn, fp: 517, 83
LR fn, tp: 6, 21
LR f1 score: 0.321
LR cohens kappa score: 0.271
LR average precision score: 0.295

-> test with 'RF'
RF tn, fp: 595, 5
RF fn, tp: 4, 23
RF f1 score: 0.836
RF cohens kappa score: 0.829

-> test with 'GB'
GB tn, fp: 595, 5
GB fn, tp: 2, 25
GB f1 score: 0.877
GB cohens kappa score: 0.871

-> test with 'KNN'
KNN tn, fp: 580, 20
KNN fn, tp: 3, 24
KNN f1 score: 0.676
KNN cohens kappa score: 0.658


====== 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: 48s - loss: 0.0289
 41/241 [====>.........................] - ETA: 0s - loss: 0.1223 
 79/241 [========>.....................] - ETA: 0s - loss: 0.1084
115/241 [=============>................] - ETA: 0s - loss: 0.1076
148/241 [=================>............] - ETA: 0s - loss: 0.1019
182/241 [=====================>........] - ETA: 0s - loss: 0.1039
221/241 [==========================>...] - ETA: 0s - loss: 0.1004
241/241 [==============================] - 1s 1ms/step - loss: 0.0997
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.1181
 41/241 [====>.........................] - ETA: 0s - loss: 0.1373
 80/241 [========>.....................] - ETA: 0s - loss: 0.1069
118/241 [=============>................] - ETA: 0s - loss: 0.1070
157/241 [==================>...........] - ETA: 0s - loss: 0.0989
200/241 [=======================>......] - ETA: 0s - loss: 0.0986
241/241 [==============================] - 0s 1ms/step - loss: 0.0962
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0827
 45/241 [====>.........................] - ETA: 0s - loss: 0.0775
 82/241 [=========>....................] - ETA: 0s - loss: 0.0767
113/241 [=============>................] - ETA: 0s - loss: 0.0813
146/241 [=================>............] - ETA: 0s - loss: 0.0811
181/241 [=====================>........] - ETA: 0s - loss: 0.0851
220/241 [==========================>...] - ETA: 0s - loss: 0.0879
241/241 [==============================] - 0s 1ms/step - loss: 0.0891
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0255
 39/241 [===>..........................] - ETA: 0s - loss: 0.1029
 78/241 [========>.....................] - ETA: 0s - loss: 0.1050
111/241 [============>.................] - ETA: 0s - loss: 0.0964
144/241 [================>.............] - ETA: 0s - loss: 0.0937
180/241 [=====================>........] - ETA: 0s - loss: 0.0916
220/241 [==========================>...] - ETA: 0s - loss: 0.0899
241/241 [==============================] - 0s 1ms/step - loss: 0.0922
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0658
 40/241 [===>..........................] - ETA: 0s - loss: 0.0593
 74/241 [========>.....................] - ETA: 0s - loss: 0.0686
108/241 [============>.................] - ETA: 0s - loss: 0.0780
146/241 [=================>............] - ETA: 0s - loss: 0.0779
183/241 [=====================>........] - ETA: 0s - loss: 0.0842
225/241 [===========================>..] - ETA: 0s - loss: 0.0850
241/241 [==============================] - 0s 1ms/step - loss: 0.0853
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.1727
 40/241 [===>..........................] - ETA: 0s - loss: 0.0888
 81/241 [=========>....................] - ETA: 0s - loss: 0.0786
120/241 [=============>................] - ETA: 0s - loss: 0.0854
158/241 [==================>...........] - ETA: 0s - loss: 0.0876
199/241 [=======================>......] - ETA: 0s - loss: 0.0834
239/241 [============================>.] - ETA: 0s - loss: 0.0828
241/241 [==============================] - 0s 1ms/step - loss: 0.0835
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0690
 41/241 [====>.........................] - ETA: 0s - loss: 0.0903
 82/241 [=========>....................] - ETA: 0s - loss: 0.0762
121/241 [==============>...............] - ETA: 0s - loss: 0.0803
158/241 [==================>...........] - ETA: 0s - loss: 0.0813
197/241 [=======================>......] - ETA: 0s - loss: 0.0821
237/241 [============================>.] - ETA: 0s - loss: 0.0833
241/241 [==============================] - 0s 1ms/step - loss: 0.0835
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0098
 35/241 [===>..........................] - ETA: 0s - loss: 0.0874
 68/241 [=======>......................] - ETA: 0s - loss: 0.0881
 98/241 [===========>..................] - ETA: 0s - loss: 0.0818
135/241 [===============>..............] - ETA: 0s - loss: 0.0878
172/241 [====================>.........] - ETA: 0s - loss: 0.0863
209/241 [=========================>....] - ETA: 0s - loss: 0.0826
241/241 [==============================] - 0s 1ms/step - loss: 0.0795
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.2235
 39/241 [===>..........................] - ETA: 0s - loss: 0.0729
 79/241 [========>.....................] - ETA: 0s - loss: 0.0743
119/241 [=============>................] - ETA: 0s - loss: 0.0700
156/241 [==================>...........] - ETA: 0s - loss: 0.0715
195/241 [=======================>......] - ETA: 0s - loss: 0.0725
234/241 [============================>.] - ETA: 0s - loss: 0.0740
241/241 [==============================] - 0s 1ms/step - loss: 0.0761
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0612
 41/241 [====>.........................] - ETA: 0s - loss: 0.0834
 81/241 [=========>....................] - ETA: 0s - loss: 0.0784
120/241 [=============>................] - ETA: 0s - loss: 0.0816
158/241 [==================>...........] - ETA: 0s - loss: 0.0790
199/241 [=======================>......] - ETA: 0s - loss: 0.0748
238/241 [============================>.] - ETA: 0s - loss: 0.0801
241/241 [==============================] - 0s 1ms/step - loss: 0.0809
-> test with GAN.predict
GAN tn, fp: 570, 33
GAN fn, tp: 7, 24
GAN f1 score: 0.545
GAN cohens kappa score: 0.515

-> test with 'LR'
LR tn, fp: 524, 79
LR fn, tp: 5, 26
LR f1 score: 0.382
LR cohens kappa score: 0.332
LR average precision score: 0.397

-> 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: 590, 13
GB fn, tp: 4, 27
GB f1 score: 0.761
GB cohens kappa score: 0.747

-> test with 'KNN'
KNN tn, fp: 575, 28
KNN fn, tp: 4, 27
KNN f1 score: 0.628
KNN cohens kappa score: 0.603


------ 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: 47s - loss: 0.0057
 41/241 [====>.........................] - ETA: 0s - loss: 0.1064 
 79/241 [========>.....................] - ETA: 0s - loss: 0.0957
115/241 [=============>................] - ETA: 0s - loss: 0.0884
147/241 [=================>............] - ETA: 0s - loss: 0.0873
186/241 [======================>.......] - ETA: 0s - loss: 0.0834
224/241 [==========================>...] - ETA: 0s - loss: 0.0829
241/241 [==============================] - 1s 1ms/step - loss: 0.0836
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0326
 42/241 [====>.........................] - ETA: 0s - loss: 0.0676
 80/241 [========>.....................] - ETA: 0s - loss: 0.0779
119/241 [=============>................] - ETA: 0s - loss: 0.0762
156/241 [==================>...........] - ETA: 0s - loss: 0.0779
194/241 [=======================>......] - ETA: 0s - loss: 0.0795
231/241 [===========================>..] - ETA: 0s - loss: 0.0772
241/241 [==============================] - 0s 1ms/step - loss: 0.0770
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0283
 31/241 [==>...........................] - ETA: 0s - loss: 0.0774
 63/241 [======>.......................] - ETA: 0s - loss: 0.0761
 94/241 [==========>...................] - ETA: 0s - loss: 0.0714
131/241 [===============>..............] - ETA: 0s - loss: 0.0695
169/241 [====================>.........] - ETA: 0s - loss: 0.0666
207/241 [========================>.....] - ETA: 0s - loss: 0.0725
241/241 [==============================] - 0s 1ms/step - loss: 0.0753
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0664
 40/241 [===>..........................] - ETA: 0s - loss: 0.0685
 77/241 [========>.....................] - ETA: 0s - loss: 0.0827
115/241 [=============>................] - ETA: 0s - loss: 0.0715
154/241 [==================>...........] - ETA: 0s - loss: 0.0728
194/241 [=======================>......] - ETA: 0s - loss: 0.0702
233/241 [============================>.] - ETA: 0s - loss: 0.0735
241/241 [==============================] - 0s 1ms/step - loss: 0.0735
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0490
 41/241 [====>.........................] - ETA: 0s - loss: 0.0688
 81/241 [=========>....................] - ETA: 0s - loss: 0.0670
122/241 [==============>...............] - ETA: 0s - loss: 0.0711
160/241 [==================>...........] - ETA: 0s - loss: 0.0734
199/241 [=======================>......] - ETA: 0s - loss: 0.0738
237/241 [============================>.] - ETA: 0s - loss: 0.0738
241/241 [==============================] - 0s 1ms/step - loss: 0.0735
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0882
 40/241 [===>..........................] - ETA: 0s - loss: 0.0849
 81/241 [=========>....................] - ETA: 0s - loss: 0.0782
121/241 [==============>...............] - ETA: 0s - loss: 0.0724
161/241 [===================>..........] - ETA: 0s - loss: 0.0710
199/241 [=======================>......] - ETA: 0s - loss: 0.0734
238/241 [============================>.] - ETA: 0s - loss: 0.0734
241/241 [==============================] - 0s 1ms/step - loss: 0.0730
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0282
 41/241 [====>.........................] - ETA: 0s - loss: 0.0686
 78/241 [========>.....................] - ETA: 0s - loss: 0.0710
112/241 [============>.................] - ETA: 0s - loss: 0.0708
151/241 [=================>............] - ETA: 0s - loss: 0.0682
190/241 [======================>.......] - ETA: 0s - loss: 0.0688
228/241 [===========================>..] - ETA: 0s - loss: 0.0693
241/241 [==============================] - 0s 1ms/step - loss: 0.0692
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0388
 38/241 [===>..........................] - ETA: 0s - loss: 0.0674
 78/241 [========>.....................] - ETA: 0s - loss: 0.0721
117/241 [=============>................] - ETA: 0s - loss: 0.0703
154/241 [==================>...........] - ETA: 0s - loss: 0.0674
194/241 [=======================>......] - ETA: 0s - loss: 0.0670
234/241 [============================>.] - ETA: 0s - loss: 0.0680
241/241 [==============================] - 0s 1ms/step - loss: 0.0682
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0419
 37/241 [===>..........................] - ETA: 0s - loss: 0.0773
 76/241 [========>.....................] - ETA: 0s - loss: 0.0738
114/241 [=============>................] - ETA: 0s - loss: 0.0716
152/241 [=================>............] - ETA: 0s - loss: 0.0725
189/241 [======================>.......] - ETA: 0s - loss: 0.0681
223/241 [==========================>...] - ETA: 0s - loss: 0.0676
241/241 [==============================] - 0s 1ms/step - loss: 0.0663
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0728
 34/241 [===>..........................] - ETA: 0s - loss: 0.0416
 73/241 [========>.....................] - ETA: 0s - loss: 0.0628
115/241 [=============>................] - ETA: 0s - loss: 0.0643
155/241 [==================>...........] - ETA: 0s - loss: 0.0622
195/241 [=======================>......] - ETA: 0s - loss: 0.0663
234/241 [============================>.] - ETA: 0s - loss: 0.0682
241/241 [==============================] - 0s 1ms/step - loss: 0.0674
-> test with GAN.predict
GAN tn, fp: 576, 27
GAN fn, tp: 8, 23
GAN f1 score: 0.568
GAN cohens kappa score: 0.540

-> test with 'LR'
LR tn, fp: 525, 78
LR fn, tp: 5, 26
LR f1 score: 0.385
LR cohens kappa score: 0.335
LR average precision score: 0.443

-> test with 'RF'
RF tn, fp: 598, 5
RF fn, tp: 5, 26
RF f1 score: 0.839
RF cohens kappa score: 0.830

-> 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: 574, 29
KNN fn, tp: 7, 24
KNN f1 score: 0.571
KNN cohens kappa score: 0.543


------ 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: 52s - loss: 0.0801
 34/241 [===>..........................] - ETA: 0s - loss: 0.0930 
 69/241 [=======>......................] - ETA: 0s - loss: 0.0988
103/241 [===========>..................] - ETA: 0s - loss: 0.0896
136/241 [===============>..............] - ETA: 0s - loss: 0.0883
171/241 [====================>.........] - ETA: 0s - loss: 0.0871
205/241 [========================>.....] - ETA: 0s - loss: 0.0853
241/241 [==============================] - 1s 1ms/step - loss: 0.0870
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0455
 40/241 [===>..........................] - ETA: 0s - loss: 0.0721
 76/241 [========>.....................] - ETA: 0s - loss: 0.0728
115/241 [=============>................] - ETA: 0s - loss: 0.0742
150/241 [=================>............] - ETA: 0s - loss: 0.0707
185/241 [======================>.......] - ETA: 0s - loss: 0.0749
221/241 [==========================>...] - ETA: 0s - loss: 0.0833
241/241 [==============================] - 0s 1ms/step - loss: 0.0836
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.2019
 36/241 [===>..........................] - ETA: 0s - loss: 0.0665
 72/241 [=======>......................] - ETA: 0s - loss: 0.0820
107/241 [============>.................] - ETA: 0s - loss: 0.0828
147/241 [=================>............] - ETA: 0s - loss: 0.0858
183/241 [=====================>........] - ETA: 0s - loss: 0.0857
216/241 [=========================>....] - ETA: 0s - loss: 0.0807
241/241 [==============================] - 0s 1ms/step - loss: 0.0778
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0432
 37/241 [===>..........................] - ETA: 0s - loss: 0.0709
 69/241 [=======>......................] - ETA: 0s - loss: 0.0646
105/241 [============>.................] - ETA: 0s - loss: 0.0701
139/241 [================>.............] - ETA: 0s - loss: 0.0692
173/241 [====================>.........] - ETA: 0s - loss: 0.0702
209/241 [=========================>....] - ETA: 0s - loss: 0.0750
241/241 [==============================] - 0s 1ms/step - loss: 0.0742
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0464
 36/241 [===>..........................] - ETA: 0s - loss: 0.0789
 68/241 [=======>......................] - ETA: 0s - loss: 0.0736
 99/241 [===========>..................] - ETA: 0s - loss: 0.0732
128/241 [==============>...............] - ETA: 0s - loss: 0.0706
159/241 [==================>...........] - ETA: 0s - loss: 0.0729
194/241 [=======================>......] - ETA: 0s - loss: 0.0717
230/241 [===========================>..] - ETA: 0s - loss: 0.0746
241/241 [==============================] - 0s 2ms/step - loss: 0.0749
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0180
 38/241 [===>..........................] - ETA: 0s - loss: 0.0498
 75/241 [========>.....................] - ETA: 0s - loss: 0.0729
109/241 [============>.................] - ETA: 0s - loss: 0.0816
141/241 [================>.............] - ETA: 0s - loss: 0.0808
174/241 [====================>.........] - ETA: 0s - loss: 0.0790
207/241 [========================>.....] - ETA: 0s - loss: 0.0795
241/241 [==============================] - 0s 1ms/step - loss: 0.0790
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0295
 36/241 [===>..........................] - ETA: 0s - loss: 0.0856
 71/241 [=======>......................] - ETA: 0s - loss: 0.0708
108/241 [============>.................] - ETA: 0s - loss: 0.0677
145/241 [=================>............] - ETA: 0s - loss: 0.0687
180/241 [=====================>........] - ETA: 0s - loss: 0.0685
214/241 [=========================>....] - ETA: 0s - loss: 0.0706
241/241 [==============================] - 0s 1ms/step - loss: 0.0720
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0830
 36/241 [===>..........................] - ETA: 0s - loss: 0.0861
 69/241 [=======>......................] - ETA: 0s - loss: 0.0692
106/241 [============>.................] - ETA: 0s - loss: 0.0771
139/241 [================>.............] - ETA: 0s - loss: 0.0722
173/241 [====================>.........] - ETA: 0s - loss: 0.0724
207/241 [========================>.....] - ETA: 0s - loss: 0.0699
241/241 [==============================] - 0s 1ms/step - loss: 0.0709
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0359
 38/241 [===>..........................] - ETA: 0s - loss: 0.0700
 74/241 [========>.....................] - ETA: 0s - loss: 0.0621
111/241 [============>.................] - ETA: 0s - loss: 0.0655
144/241 [================>.............] - ETA: 0s - loss: 0.0729
177/241 [=====================>........] - ETA: 0s - loss: 0.0752
210/241 [=========================>....] - ETA: 0s - loss: 0.0751
241/241 [==============================] - 0s 1ms/step - loss: 0.0744
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0113
 35/241 [===>..........................] - ETA: 0s - loss: 0.0533
 71/241 [=======>......................] - ETA: 0s - loss: 0.0668
106/241 [============>.................] - ETA: 0s - loss: 0.0728
138/241 [================>.............] - ETA: 0s - loss: 0.0707
173/241 [====================>.........] - ETA: 0s - loss: 0.0704
211/241 [=========================>....] - ETA: 0s - loss: 0.0715
241/241 [==============================] - 0s 1ms/step - loss: 0.0700
-> test with GAN.predict
GAN tn, fp: 574, 29
GAN fn, tp: 2, 29
GAN f1 score: 0.652
GAN cohens kappa score: 0.628

-> 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: 0.571

-> test with 'RF'
RF tn, fp: 599, 4
RF fn, tp: 8, 23
RF f1 score: 0.793
RF cohens kappa score: 0.783

-> 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: 577, 26
KNN fn, tp: 4, 27
KNN f1 score: 0.643
KNN cohens kappa score: 0.619


------ 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: 46s - loss: 0.0409
 37/241 [===>..........................] - ETA: 0s - loss: 0.1030 
 73/241 [========>.....................] - ETA: 0s - loss: 0.1099
106/241 [============>.................] - ETA: 0s - loss: 0.1100
141/241 [================>.............] - ETA: 0s - loss: 0.1040
175/241 [====================>.........] - ETA: 0s - loss: 0.0976
210/241 [=========================>....] - ETA: 0s - loss: 0.0982
238/241 [============================>.] - ETA: 0s - loss: 0.0974
241/241 [==============================] - 1s 2ms/step - loss: 0.0975
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0195
 31/241 [==>...........................] - ETA: 0s - loss: 0.0981
 65/241 [=======>......................] - ETA: 0s - loss: 0.0960
102/241 [===========>..................] - ETA: 0s - loss: 0.0854
138/241 [================>.............] - ETA: 0s - loss: 0.0832
177/241 [=====================>........] - ETA: 0s - loss: 0.0833
215/241 [=========================>....] - ETA: 0s - loss: 0.0892
241/241 [==============================] - 0s 1ms/step - loss: 0.0872
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0303
 32/241 [==>...........................] - ETA: 0s - loss: 0.0822
 68/241 [=======>......................] - ETA: 0s - loss: 0.0863
100/241 [===========>..................] - ETA: 0s - loss: 0.0842
136/241 [===============>..............] - ETA: 0s - loss: 0.0829
168/241 [===================>..........] - ETA: 0s - loss: 0.0887
205/241 [========================>.....] - ETA: 0s - loss: 0.0875
241/241 [==============================] - ETA: 0s - loss: 0.0875
241/241 [==============================] - 0s 1ms/step - loss: 0.0875
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.1384
 36/241 [===>..........................] - ETA: 0s - loss: 0.1180
 71/241 [=======>......................] - ETA: 0s - loss: 0.0947
106/241 [============>.................] - ETA: 0s - loss: 0.0826
143/241 [================>.............] - ETA: 0s - loss: 0.0841
178/241 [=====================>........] - ETA: 0s - loss: 0.0806
213/241 [=========================>....] - ETA: 0s - loss: 0.0785
241/241 [==============================] - 0s 1ms/step - loss: 0.0808
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0686
 39/241 [===>..........................] - ETA: 0s - loss: 0.0741
 76/241 [========>.....................] - ETA: 0s - loss: 0.0732
112/241 [============>.................] - ETA: 0s - loss: 0.0797
146/241 [=================>............] - ETA: 0s - loss: 0.0730
179/241 [=====================>........] - ETA: 0s - loss: 0.0771
214/241 [=========================>....] - ETA: 0s - loss: 0.0806
241/241 [==============================] - 0s 1ms/step - loss: 0.0814
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0232
 36/241 [===>..........................] - ETA: 0s - loss: 0.0824
 72/241 [=======>......................] - ETA: 0s - loss: 0.0716
106/241 [============>.................] - ETA: 0s - loss: 0.0730
141/241 [================>.............] - ETA: 0s - loss: 0.0740
177/241 [=====================>........] - ETA: 0s - loss: 0.0859
212/241 [=========================>....] - ETA: 0s - loss: 0.0839
241/241 [==============================] - 0s 1ms/step - loss: 0.0814
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0456
 35/241 [===>..........................] - ETA: 0s - loss: 0.0823
 70/241 [=======>......................] - ETA: 0s - loss: 0.0786
105/241 [============>.................] - ETA: 0s - loss: 0.0703
140/241 [================>.............] - ETA: 0s - loss: 0.0742
176/241 [====================>.........] - ETA: 0s - loss: 0.0760
212/241 [=========================>....] - ETA: 0s - loss: 0.0785
241/241 [==============================] - 0s 1ms/step - loss: 0.0798
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0306
 31/241 [==>...........................] - ETA: 0s - loss: 0.0679
 59/241 [======>.......................] - ETA: 0s - loss: 0.0830
 90/241 [==========>...................] - ETA: 0s - loss: 0.0746
124/241 [==============>...............] - ETA: 0s - loss: 0.0793
159/241 [==================>...........] - ETA: 0s - loss: 0.0750
188/241 [======================>.......] - ETA: 0s - loss: 0.0749
225/241 [===========================>..] - ETA: 0s - loss: 0.0764
241/241 [==============================] - 0s 2ms/step - loss: 0.0767
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0485
 38/241 [===>..........................] - ETA: 0s - loss: 0.0823
 75/241 [========>.....................] - ETA: 0s - loss: 0.0823
111/241 [============>.................] - ETA: 0s - loss: 0.0812
145/241 [=================>............] - ETA: 0s - loss: 0.0807
179/241 [=====================>........] - ETA: 0s - loss: 0.0801
213/241 [=========================>....] - ETA: 0s - loss: 0.0794
241/241 [==============================] - 0s 1ms/step - loss: 0.0782
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0225
 38/241 [===>..........................] - ETA: 0s - loss: 0.0882
 77/241 [========>.....................] - ETA: 0s - loss: 0.0962
113/241 [=============>................] - ETA: 0s - loss: 0.0895
149/241 [=================>............] - ETA: 0s - loss: 0.0827
184/241 [=====================>........] - ETA: 0s - loss: 0.0792
219/241 [==========================>...] - ETA: 0s - loss: 0.0820
241/241 [==============================] - 0s 1ms/step - loss: 0.0798
-> test with GAN.predict
GAN tn, fp: 565, 38
GAN fn, tp: 5, 26
GAN f1 score: 0.547
GAN cohens kappa score: 0.515

-> test with 'LR'
LR tn, fp: 497, 106
LR fn, tp: 3, 28
LR f1 score: 0.339
LR cohens kappa score: 0.282
LR average precision score: 0.457

-> test with 'RF'
RF tn, fp: 600, 3
RF fn, tp: 3, 28
RF f1 score: 0.903
RF cohens kappa score: 0.898

-> test with 'GB'
GB tn, fp: 596, 7
GB fn, tp: 1, 30
GB f1 score: 0.882
GB cohens kappa score: 0.876

-> test with 'KNN'
KNN tn, fp: 568, 35
KNN fn, tp: 8, 23
KNN f1 score: 0.517
KNN cohens kappa score: 0.484


------ 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: 2:11 - loss: 0.2119
 35/242 [===>..........................] - ETA: 0s - loss: 0.1087  
 41/242 [====>.........................] - ETA: 0s - loss: 0.1029
 77/242 [========>.....................] - ETA: 0s - loss: 0.0904
112/242 [============>.................] - ETA: 0s - loss: 0.0880
148/242 [=================>............] - ETA: 0s - loss: 0.0850
182/242 [=====================>........] - ETA: 0s - loss: 0.0818
210/242 [=========================>....] - ETA: 0s - loss: 0.0777
242/242 [==============================] - 1s 2ms/step - loss: 0.0767
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 0.0271
 36/242 [===>..........................] - ETA: 0s - loss: 0.0731
 71/242 [=======>......................] - ETA: 0s - loss: 0.0802
102/242 [===========>..................] - ETA: 0s - loss: 0.0803
115/242 [=============>................] - ETA: 0s - loss: 0.0760
139/242 [================>.............] - ETA: 0s - loss: 0.0784
175/242 [====================>.........] - ETA: 0s - loss: 0.0723
211/242 [=========================>....] - ETA: 0s - loss: 0.0754
242/242 [==============================] - 0s 2ms/step - loss: 0.0749
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 0.0353
 35/242 [===>..........................] - ETA: 0s - loss: 0.0807
 50/242 [=====>........................] - ETA: 0s - loss: 0.0770
 86/242 [=========>....................] - ETA: 0s - loss: 0.0738
120/242 [=============>................] - ETA: 0s - loss: 0.0751
152/242 [=================>............] - ETA: 0s - loss: 0.0786
183/242 [=====================>........] - ETA: 0s - loss: 0.0767
197/242 [=======================>......] - ETA: 0s - loss: 0.0757
225/242 [==========================>...] - ETA: 0s - loss: 0.0734
242/242 [==============================] - 0s 2ms/step - loss: 0.0739
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 0.1415
 34/242 [===>..........................] - ETA: 0s - loss: 0.0733
 65/242 [=======>......................] - ETA: 0s - loss: 0.0846
 94/242 [==========>...................] - ETA: 0s - loss: 0.0835
100/242 [===========>..................] - ETA: 0s - loss: 0.0796
132/242 [===============>..............] - ETA: 0s - loss: 0.0759
168/242 [===================>..........] - ETA: 0s - loss: 0.0734
201/242 [=======================>......] - ETA: 0s - loss: 0.0757
234/242 [============================>.] - ETA: 0s - loss: 0.0730
242/242 [==============================] - 0s 2ms/step - loss: 0.0727
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 0.4021
 19/242 [=>............................] - ETA: 0s - loss: 0.0661
 45/242 [====>.........................] - ETA: 0s - loss: 0.0673
 79/242 [========>.....................] - ETA: 0s - loss: 0.0726
112/242 [============>.................] - ETA: 0s - loss: 0.0729
144/242 [================>.............] - ETA: 0s - loss: 0.0658
177/242 [====================>.........] - ETA: 0s - loss: 0.0674
196/242 [=======================>......] - ETA: 0s - loss: 0.0714
222/242 [==========================>...] - ETA: 0s - loss: 0.0749
242/242 [==============================] - 0s 2ms/step - loss: 0.0735
Epoch 6/10

  1/242 [..............................] - ETA: 0s - loss: 0.0621
 37/242 [===>..........................] - ETA: 0s - loss: 0.0716
 72/242 [=======>......................] - ETA: 0s - loss: 0.0674
104/242 [===========>..................] - ETA: 0s - loss: 0.0690
113/242 [=============>................] - ETA: 0s - loss: 0.0729
147/242 [=================>............] - ETA: 0s - loss: 0.0692
183/242 [=====================>........] - ETA: 0s - loss: 0.0774
217/242 [=========================>....] - ETA: 0s - loss: 0.0740
242/242 [==============================] - 0s 2ms/step - loss: 0.0728
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 0.0046
 17/242 [=>............................] - ETA: 0s - loss: 0.0706
 38/242 [===>..........................] - ETA: 0s - loss: 0.0832
 73/242 [========>.....................] - ETA: 0s - loss: 0.0768
107/242 [============>.................] - ETA: 0s - loss: 0.0699
141/242 [================>.............] - ETA: 0s - loss: 0.0700
174/242 [====================>.........] - ETA: 0s - loss: 0.0731
180/242 [=====================>........] - ETA: 0s - loss: 0.0726
209/242 [========================>.....] - ETA: 0s - loss: 0.0731
242/242 [==============================] - 0s 2ms/step - loss: 0.0702
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 0.0473
 36/242 [===>..........................] - ETA: 0s - loss: 0.0516
 70/242 [=======>......................] - ETA: 0s - loss: 0.0542
 86/242 [=========>....................] - ETA: 0s - loss: 0.0634
110/242 [============>.................] - ETA: 0s - loss: 0.0623
143/242 [================>.............] - ETA: 0s - loss: 0.0685
180/242 [=====================>........] - ETA: 0s - loss: 0.0674
214/242 [=========================>....] - ETA: 0s - loss: 0.0703
242/242 [==============================] - ETA: 0s - loss: 0.0697
242/242 [==============================] - 0s 2ms/step - loss: 0.0697
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 0.0296
 24/242 [=>............................] - ETA: 0s - loss: 0.0851
 57/242 [======>.......................] - ETA: 0s - loss: 0.0854
 89/242 [==========>...................] - ETA: 0s - loss: 0.0785
114/242 [=============>................] - ETA: 0s - loss: 0.0735
149/242 [=================>............] - ETA: 0s - loss: 0.0730
158/242 [==================>...........] - ETA: 0s - loss: 0.0739
187/242 [======================>.......] - ETA: 0s - loss: 0.0708
225/242 [==========================>...] - ETA: 0s - loss: 0.0683
242/242 [==============================] - 0s 2ms/step - loss: 0.0660
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 0.0541
 39/242 [===>..........................] - ETA: 0s - loss: 0.0575
 73/242 [========>.....................] - ETA: 0s - loss: 0.0599
 96/242 [==========>...................] - ETA: 0s - loss: 0.0594
116/242 [=============>................] - ETA: 0s - loss: 0.0669
150/242 [=================>............] - ETA: 0s - loss: 0.0683
184/242 [=====================>........] - ETA: 0s - loss: 0.0687
217/242 [=========================>....] - ETA: 0s - loss: 0.0669
242/242 [==============================] - 0s 2ms/step - loss: 0.0681
-> test with GAN.predict
GAN tn, fp: 575, 25
GAN fn, tp: 6, 21
GAN f1 score: 0.575
GAN cohens kappa score: 0.551

-> test with 'LR'
LR tn, fp: 520, 80
LR fn, tp: 7, 20
LR f1 score: 0.315
LR cohens kappa score: 0.265
LR average precision score: 0.424

-> test with 'RF'
RF tn, fp: 596, 4
RF fn, tp: 7, 20
RF f1 score: 0.784
RF cohens kappa score: 0.775

-> test with 'GB'
GB tn, fp: 596, 4
GB fn, tp: 6, 21
GB f1 score: 0.808
GB cohens kappa score: 0.799

-> test with 'KNN'
KNN tn, fp: 564, 36
KNN fn, tp: 6, 21
KNN f1 score: 0.500
KNN cohens kappa score: 0.469


====== 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: 52s - loss: 0.1105
 33/241 [===>..........................] - ETA: 0s - loss: 0.1213 
 67/241 [=======>......................] - ETA: 0s - loss: 0.1244
102/241 [===========>..................] - ETA: 0s - loss: 0.1167
133/241 [===============>..............] - ETA: 0s - loss: 0.1183
164/241 [===================>..........] - ETA: 0s - loss: 0.1122
196/241 [=======================>......] - ETA: 0s - loss: 0.1101
229/241 [===========================>..] - ETA: 0s - loss: 0.1081
241/241 [==============================] - 1s 2ms/step - loss: 0.1058
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0829
 32/241 [==>...........................] - ETA: 0s - loss: 0.1296
 65/241 [=======>......................] - ETA: 0s - loss: 0.1076
 96/241 [==========>...................] - ETA: 0s - loss: 0.1015
130/241 [===============>..............] - ETA: 0s - loss: 0.1028
161/241 [===================>..........] - ETA: 0s - loss: 0.0982
195/241 [=======================>......] - ETA: 0s - loss: 0.0986
229/241 [===========================>..] - ETA: 0s - loss: 0.1020
241/241 [==============================] - 0s 2ms/step - loss: 0.0991
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0522
 34/241 [===>..........................] - ETA: 0s - loss: 0.0927
 70/241 [=======>......................] - ETA: 0s - loss: 0.0931
105/241 [============>.................] - ETA: 0s - loss: 0.1115
138/241 [================>.............] - ETA: 0s - loss: 0.1083
173/241 [====================>.........] - ETA: 0s - loss: 0.1025
205/241 [========================>.....] - ETA: 0s - loss: 0.0983
239/241 [============================>.] - ETA: 0s - loss: 0.0946
241/241 [==============================] - 0s 1ms/step - loss: 0.0949
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0906
 35/241 [===>..........................] - ETA: 0s - loss: 0.0858
 73/241 [========>.....................] - ETA: 0s - loss: 0.1022
107/241 [============>.................] - ETA: 0s - loss: 0.1034
142/241 [================>.............] - ETA: 0s - loss: 0.1094
173/241 [====================>.........] - ETA: 0s - loss: 0.1074
205/241 [========================>.....] - ETA: 0s - loss: 0.1035
239/241 [============================>.] - ETA: 0s - loss: 0.1025
241/241 [==============================] - 0s 1ms/step - loss: 0.1022
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0495
 33/241 [===>..........................] - ETA: 0s - loss: 0.0901
 66/241 [=======>......................] - ETA: 0s - loss: 0.0767
 99/241 [===========>..................] - ETA: 0s - loss: 0.0869
138/241 [================>.............] - ETA: 0s - loss: 0.0849
171/241 [====================>.........] - ETA: 0s - loss: 0.0863
205/241 [========================>.....] - ETA: 0s - loss: 0.0881
238/241 [============================>.] - ETA: 0s - loss: 0.0929
241/241 [==============================] - 0s 1ms/step - loss: 0.0928
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0212
 34/241 [===>..........................] - ETA: 0s - loss: 0.1043
 70/241 [=======>......................] - ETA: 0s - loss: 0.1056
104/241 [===========>..................] - ETA: 0s - loss: 0.0983
133/241 [===============>..............] - ETA: 0s - loss: 0.1049
164/241 [===================>..........] - ETA: 0s - loss: 0.0999
198/241 [=======================>......] - ETA: 0s - loss: 0.0940
238/241 [============================>.] - ETA: 0s - loss: 0.0915
241/241 [==============================] - 0s 2ms/step - loss: 0.0924
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0241
 34/241 [===>..........................] - ETA: 0s - loss: 0.0899
 67/241 [=======>......................] - ETA: 0s - loss: 0.0954
101/241 [===========>..................] - ETA: 0s - loss: 0.0909
133/241 [===============>..............] - ETA: 0s - loss: 0.0917
166/241 [===================>..........] - ETA: 0s - loss: 0.0971
199/241 [=======================>......] - ETA: 0s - loss: 0.0990
236/241 [============================>.] - ETA: 0s - loss: 0.0968
241/241 [==============================] - 0s 2ms/step - loss: 0.0960
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0262
 31/241 [==>...........................] - ETA: 0s - loss: 0.1246
 63/241 [======>.......................] - ETA: 0s - loss: 0.1108
 83/241 [=========>....................] - ETA: 0s - loss: 0.1037
 98/241 [===========>..................] - ETA: 0s - loss: 0.0990
122/241 [==============>...............] - ETA: 0s - loss: 0.0922
147/241 [=================>............] - ETA: 0s - loss: 0.0908
171/241 [====================>.........] - ETA: 0s - loss: 0.0907
199/241 [=======================>......] - ETA: 0s - loss: 0.0918
225/241 [===========================>..] - ETA: 0s - loss: 0.0910
241/241 [==============================] - 0s 2ms/step - loss: 0.0911
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0279
 30/241 [==>...........................] - ETA: 0s - loss: 0.0805
 63/241 [======>.......................] - ETA: 0s - loss: 0.0813
 98/241 [===========>..................] - ETA: 0s - loss: 0.0777
128/241 [==============>...............] - ETA: 0s - loss: 0.0783
152/241 [=================>............] - ETA: 0s - loss: 0.0807
178/241 [=====================>........] - ETA: 0s - loss: 0.0861
202/241 [========================>.....] - ETA: 0s - loss: 0.0888
224/241 [==========================>...] - ETA: 0s - loss: 0.0855
241/241 [==============================] - 0s 2ms/step - loss: 0.0854
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0640
 28/241 [==>...........................] - ETA: 0s - loss: 0.0827
 50/241 [=====>........................] - ETA: 0s - loss: 0.0815
 71/241 [=======>......................] - ETA: 0s - loss: 0.0866
 90/241 [==========>...................] - ETA: 0s - loss: 0.0848
108/241 [============>.................] - ETA: 0s - loss: 0.0890
127/241 [==============>...............] - ETA: 0s - loss: 0.0914
146/241 [=================>............] - ETA: 0s - loss: 0.0954
161/241 [===================>..........] - ETA: 0s - loss: 0.0929
177/241 [=====================>........] - ETA: 0s - loss: 0.0922
194/241 [=======================>......] - ETA: 0s - loss: 0.0903
211/241 [=========================>....] - ETA: 0s - loss: 0.0902
228/241 [===========================>..] - ETA: 0s - loss: 0.0878
241/241 [==============================] - 1s 3ms/step - loss: 0.0871
-> test with GAN.predict
GAN tn, fp: 568, 35
GAN fn, tp: 6, 25
GAN f1 score: 0.549
GAN cohens kappa score: 0.518

-> test with 'LR'
LR tn, fp: 521, 82
LR fn, tp: 6, 25
LR f1 score: 0.362
LR cohens kappa score: 0.310
LR average precision score: 0.441

-> 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: 591, 12
GB fn, tp: 6, 25
GB f1 score: 0.735
GB cohens kappa score: 0.720

-> 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 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: 58s - loss: 0.0511
 36/241 [===>..........................] - ETA: 0s - loss: 0.0696 
 76/241 [========>.....................] - ETA: 0s - loss: 0.0691
104/241 [===========>..................] - ETA: 0s - loss: 0.0634
136/241 [===============>..............] - ETA: 0s - loss: 0.0666
169/241 [====================>.........] - ETA: 0s - loss: 0.0674
203/241 [========================>.....] - ETA: 0s - loss: 0.0693
238/241 [============================>.] - ETA: 0s - loss: 0.0678
241/241 [==============================] - 1s 2ms/step - loss: 0.0678
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0133
 43/241 [====>.........................] - ETA: 0s - loss: 0.0549
 79/241 [========>.....................] - ETA: 0s - loss: 0.0587
115/241 [=============>................] - ETA: 0s - loss: 0.0550
151/241 [=================>............] - ETA: 0s - loss: 0.0629
189/241 [======================>.......] - ETA: 0s - loss: 0.0623
224/241 [==========================>...] - ETA: 0s - loss: 0.0629
241/241 [==============================] - 0s 1ms/step - loss: 0.0621
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0640
 35/241 [===>..........................] - ETA: 0s - loss: 0.0825
 69/241 [=======>......................] - ETA: 0s - loss: 0.0697
104/241 [===========>..................] - ETA: 0s - loss: 0.0584
137/241 [================>.............] - ETA: 0s - loss: 0.0579
172/241 [====================>.........] - ETA: 0s - loss: 0.0563
201/241 [========================>.....] - ETA: 0s - loss: 0.0580
236/241 [============================>.] - ETA: 0s - loss: 0.0600
241/241 [==============================] - 0s 2ms/step - loss: 0.0595
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.4265
 32/241 [==>...........................] - ETA: 0s - loss: 0.0528
 65/241 [=======>......................] - ETA: 0s - loss: 0.0553
100/241 [===========>..................] - ETA: 0s - loss: 0.0513
134/241 [===============>..............] - ETA: 0s - loss: 0.0511
169/241 [====================>.........] - ETA: 0s - loss: 0.0547
204/241 [========================>.....] - ETA: 0s - loss: 0.0590
239/241 [============================>.] - ETA: 0s - loss: 0.0611
241/241 [==============================] - 0s 1ms/step - loss: 0.0609
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0215
 36/241 [===>..........................] - ETA: 0s - loss: 0.0643
 71/241 [=======>......................] - ETA: 0s - loss: 0.0535
109/241 [============>.................] - ETA: 0s - loss: 0.0498
143/241 [================>.............] - ETA: 0s - loss: 0.0560
177/241 [=====================>........] - ETA: 0s - loss: 0.0571
208/241 [========================>.....] - ETA: 0s - loss: 0.0606
241/241 [==============================] - 0s 1ms/step - loss: 0.0606
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0811
 38/241 [===>..........................] - ETA: 0s - loss: 0.0577
 76/241 [========>.....................] - ETA: 0s - loss: 0.0609
114/241 [=============>................] - ETA: 0s - loss: 0.0549
147/241 [=================>............] - ETA: 0s - loss: 0.0557
184/241 [=====================>........] - ETA: 0s - loss: 0.0562
225/241 [===========================>..] - ETA: 0s - loss: 0.0561
241/241 [==============================] - 0s 1ms/step - loss: 0.0555
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0510
 28/241 [==>...........................] - ETA: 0s - loss: 0.0419
 64/241 [======>.......................] - ETA: 0s - loss: 0.0432
100/241 [===========>..................] - ETA: 0s - loss: 0.0513
137/241 [================>.............] - ETA: 0s - loss: 0.0493
172/241 [====================>.........] - ETA: 0s - loss: 0.0515
208/241 [========================>.....] - ETA: 0s - loss: 0.0508
241/241 [==============================] - 0s 1ms/step - loss: 0.0517
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.1790
 36/241 [===>..........................] - ETA: 0s - loss: 0.0544
 71/241 [=======>......................] - ETA: 0s - loss: 0.0625
104/241 [===========>..................] - ETA: 0s - loss: 0.0642
140/241 [================>.............] - ETA: 0s - loss: 0.0615
174/241 [====================>.........] - ETA: 0s - loss: 0.0562
205/241 [========================>.....] - ETA: 0s - loss: 0.0527
238/241 [============================>.] - ETA: 0s - loss: 0.0515
241/241 [==============================] - 0s 2ms/step - loss: 0.0513
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.2925
 36/241 [===>..........................] - ETA: 0s - loss: 0.0594
 70/241 [=======>......................] - ETA: 0s - loss: 0.0575
104/241 [===========>..................] - ETA: 0s - loss: 0.0480
143/241 [================>.............] - ETA: 0s - loss: 0.0490
179/241 [=====================>........] - ETA: 0s - loss: 0.0508
210/241 [=========================>....] - ETA: 0s - loss: 0.0499
239/241 [============================>.] - ETA: 0s - loss: 0.0513
241/241 [==============================] - 0s 1ms/step - loss: 0.0520
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0502
 32/241 [==>...........................] - ETA: 0s - loss: 0.0371
 64/241 [======>.......................] - ETA: 0s - loss: 0.0583
 99/241 [===========>..................] - ETA: 0s - loss: 0.0515
134/241 [===============>..............] - ETA: 0s - loss: 0.0519
167/241 [===================>..........] - ETA: 0s - loss: 0.0538
200/241 [=======================>......] - ETA: 0s - loss: 0.0547
233/241 [============================>.] - ETA: 0s - loss: 0.0538
241/241 [==============================] - 0s 2ms/step - loss: 0.0534
-> test with GAN.predict
GAN tn, fp: 587, 16
GAN fn, tp: 10, 21
GAN f1 score: 0.618
GAN cohens kappa score: 0.596

-> test with 'LR'
LR tn, fp: 531, 72
LR fn, tp: 6, 25
LR f1 score: 0.391
LR cohens kappa score: 0.342
LR average precision score: 0.517

-> test with 'RF'
RF tn, fp: 601, 2
RF fn, tp: 9, 22
RF f1 score: 0.800
RF cohens kappa score: 0.791

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

-> test with 'KNN'
KNN tn, fp: 573, 30
KNN fn, tp: 6, 25
KNN f1 score: 0.581
KNN cohens kappa score: 0.553


------ 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: 50s - loss: 0.0933
 34/241 [===>..........................] - ETA: 0s - loss: 0.0973 
 66/241 [=======>......................] - ETA: 0s - loss: 0.0816
 98/241 [===========>..................] - ETA: 0s - loss: 0.0823
110/241 [============>.................] - ETA: 0s - loss: 0.0878
138/241 [================>.............] - ETA: 0s - loss: 0.0888
172/241 [====================>.........] - ETA: 0s - loss: 0.0837
206/241 [========================>.....] - ETA: 0s - loss: 0.0824
239/241 [============================>.] - ETA: 0s - loss: 0.0805
241/241 [==============================] - 1s 2ms/step - loss: 0.0800
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.0105
 31/241 [==>...........................] - ETA: 0s - loss: 0.0714
 43/241 [====>.........................] - ETA: 0s - loss: 0.0732
 76/241 [========>.....................] - ETA: 0s - loss: 0.0756
107/241 [============>.................] - ETA: 0s - loss: 0.0746
142/241 [================>.............] - ETA: 0s - loss: 0.0709
174/241 [====================>.........] - ETA: 0s - loss: 0.0729
187/241 [======================>.......] - ETA: 0s - loss: 0.0728
214/241 [=========================>....] - ETA: 0s - loss: 0.0769
241/241 [==============================] - 0s 2ms/step - loss: 0.0799
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0238
 36/241 [===>..........................] - ETA: 0s - loss: 0.0812
 70/241 [=======>......................] - ETA: 0s - loss: 0.0747
100/241 [===========>..................] - ETA: 0s - loss: 0.0710
107/241 [============>.................] - ETA: 0s - loss: 0.0710
137/241 [================>.............] - ETA: 0s - loss: 0.0667
171/241 [====================>.........] - ETA: 0s - loss: 0.0694
207/241 [========================>.....] - ETA: 0s - loss: 0.0734
239/241 [============================>.] - ETA: 0s - loss: 0.0769
241/241 [==============================] - 0s 2ms/step - loss: 0.0769
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.1169
 15/241 [>.............................] - ETA: 1s - loss: 0.0708
 40/241 [===>..........................] - ETA: 0s - loss: 0.0743
 68/241 [=======>......................] - ETA: 0s - loss: 0.0825
102/241 [===========>..................] - ETA: 0s - loss: 0.0797
137/241 [================>.............] - ETA: 0s - loss: 0.0777
169/241 [====================>.........] - ETA: 0s - loss: 0.0776
179/241 [=====================>........] - ETA: 0s - loss: 0.0762
209/241 [=========================>....] - ETA: 0s - loss: 0.0746
241/241 [==============================] - 0s 2ms/step - loss: 0.0775
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.0327
 35/241 [===>..........................] - ETA: 0s - loss: 0.0890
 67/241 [=======>......................] - ETA: 0s - loss: 0.0844
 85/241 [=========>....................] - ETA: 0s - loss: 0.0795
108/241 [============>.................] - ETA: 0s - loss: 0.0748
139/241 [================>.............] - ETA: 0s - loss: 0.0739
173/241 [====================>.........] - ETA: 0s - loss: 0.0754
207/241 [========================>.....] - ETA: 0s - loss: 0.0755
231/241 [===========================>..] - ETA: 0s - loss: 0.0719
241/241 [==============================] - 0s 2ms/step - loss: 0.0744
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0263
 37/241 [===>..........................] - ETA: 0s - loss: 0.0868
 73/241 [========>.....................] - ETA: 0s - loss: 0.0855
105/241 [============>.................] - ETA: 0s - loss: 0.0915
137/241 [================>.............] - ETA: 0s - loss: 0.0903
152/241 [=================>............] - ETA: 0s - loss: 0.0888
183/241 [=====================>........] - ETA: 0s - loss: 0.0801
214/241 [=========================>....] - ETA: 0s - loss: 0.0774
241/241 [==============================] - 0s 2ms/step - loss: 0.0763
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0521
 29/241 [==>...........................] - ETA: 0s - loss: 0.0627
 47/241 [====>.........................] - ETA: 0s - loss: 0.0627
 48/241 [====>.........................] - ETA: 0s - loss: 0.0641
 59/241 [======>.......................] - ETA: 0s - loss: 0.0637
 79/241 [========>.....................] - ETA: 0s - loss: 0.0695
109/241 [============>.................] - ETA: 0s - loss: 0.0694
141/241 [================>.............] - ETA: 0s - loss: 0.0706
167/241 [===================>..........] - ETA: 0s - loss: 0.0708
191/241 [======================>.......] - ETA: 0s - loss: 0.0717
213/241 [=========================>....] - ETA: 0s - loss: 0.0703
238/241 [============================>.] - ETA: 0s - loss: 0.0723
241/241 [==============================] - 1s 3ms/step - loss: 0.0727
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.0571
 23/241 [=>............................] - ETA: 0s - loss: 0.0760
 49/241 [=====>........................] - ETA: 0s - loss: 0.0756
 69/241 [=======>......................] - ETA: 0s - loss: 0.0784
 81/241 [=========>....................] - ETA: 0s - loss: 0.0773
 96/241 [==========>...................] - ETA: 0s - loss: 0.0772
111/241 [============>.................] - ETA: 0s - loss: 0.0754
126/241 [==============>...............] - ETA: 0s - loss: 0.0703
142/241 [================>.............] - ETA: 0s - loss: 0.0717
164/241 [===================>..........] - ETA: 0s - loss: 0.0771
182/241 [=====================>........] - ETA: 0s - loss: 0.0791
197/241 [=======================>......] - ETA: 0s - loss: 0.0772
212/241 [=========================>....] - ETA: 0s - loss: 0.0752
226/241 [===========================>..] - ETA: 0s - loss: 0.0740
241/241 [==============================] - 1s 3ms/step - loss: 0.0752
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0151
 18/241 [=>............................] - ETA: 0s - loss: 0.0444
 35/241 [===>..........................] - ETA: 0s - loss: 0.0498
 52/241 [=====>........................] - ETA: 0s - loss: 0.0533
 69/241 [=======>......................] - ETA: 0s - loss: 0.0610
 87/241 [=========>....................] - ETA: 0s - loss: 0.0614
108/241 [============>.................] - ETA: 0s - loss: 0.0633
126/241 [==============>...............] - ETA: 0s - loss: 0.0622
137/241 [================>.............] - ETA: 0s - loss: 0.0639
153/241 [==================>...........] - ETA: 0s - loss: 0.0628
177/241 [=====================>........] - ETA: 0s - loss: 0.0624
204/241 [========================>.....] - ETA: 0s - loss: 0.0657
220/241 [==========================>...] - ETA: 0s - loss: 0.0674
241/241 [==============================] - 1s 3ms/step - loss: 0.0678
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.0265
 23/241 [=>............................] - ETA: 0s - loss: 0.0713
 40/241 [===>..........................] - ETA: 0s - loss: 0.0620
 52/241 [=====>........................] - ETA: 0s - loss: 0.0644
 71/241 [=======>......................] - ETA: 0s - loss: 0.0593
101/241 [===========>..................] - ETA: 0s - loss: 0.0633
128/241 [==============>...............] - ETA: 0s - loss: 0.0623
150/241 [=================>............] - ETA: 0s - loss: 0.0610
175/241 [====================>.........] - ETA: 0s - loss: 0.0662
183/241 [=====================>........] - ETA: 0s - loss: 0.0663
203/241 [========================>.....] - ETA: 0s - loss: 0.0690
231/241 [===========================>..] - ETA: 0s - loss: 0.0662
241/241 [==============================] - 1s 3ms/step - loss: 0.0658
-> test with GAN.predict
GAN tn, fp: 592, 11
GAN fn, tp: 9, 22
GAN f1 score: 0.688
GAN cohens kappa score: 0.671

-> test with 'LR'
LR tn, fp: 504, 99
LR fn, tp: 2, 29
LR f1 score: 0.365
LR cohens kappa score: 0.310
LR average precision score: 0.508

-> test with 'RF'
RF tn, fp: 598, 5
RF fn, tp: 11, 20
RF f1 score: 0.714
RF cohens kappa score: 0.701

-> test with 'GB'
GB tn, fp: 591, 12
GB fn, tp: 7, 24
GB f1 score: 0.716
GB cohens kappa score: 0.701

-> test with 'KNN'
KNN tn, fp: 574, 29
KNN fn, tp: 7, 24
KNN f1 score: 0.571
KNN cohens kappa score: 0.543


------ 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: 43s - loss: 0.1518
 42/241 [====>.........................] - ETA: 0s - loss: 0.1145 
 82/241 [=========>....................] - ETA: 0s - loss: 0.1088
121/241 [==============>...............] - ETA: 0s - loss: 0.1066
160/241 [==================>...........] - ETA: 0s - loss: 0.1090
199/241 [=======================>......] - ETA: 0s - loss: 0.1062
237/241 [============================>.] - ETA: 0s - loss: 0.1021
241/241 [==============================] - 0s 1ms/step - loss: 0.1024
Epoch 2/10

  1/241 [..............................] - ETA: 0s - loss: 0.2768
 40/241 [===>..........................] - ETA: 0s - loss: 0.0979
 80/241 [========>.....................] - ETA: 0s - loss: 0.1026
122/241 [==============>...............] - ETA: 0s - loss: 0.1009
162/241 [===================>..........] - ETA: 0s - loss: 0.1054
201/241 [========================>.....] - ETA: 0s - loss: 0.1017
239/241 [============================>.] - ETA: 0s - loss: 0.0962
241/241 [==============================] - 0s 1ms/step - loss: 0.0963
Epoch 3/10

  1/241 [..............................] - ETA: 0s - loss: 0.0979
 42/241 [====>.........................] - ETA: 0s - loss: 0.0791
 82/241 [=========>....................] - ETA: 0s - loss: 0.0776
120/241 [=============>................] - ETA: 0s - loss: 0.0773
160/241 [==================>...........] - ETA: 0s - loss: 0.0903
199/241 [=======================>......] - ETA: 0s - loss: 0.0897
239/241 [============================>.] - ETA: 0s - loss: 0.0908
241/241 [==============================] - 0s 1ms/step - loss: 0.0903
Epoch 4/10

  1/241 [..............................] - ETA: 0s - loss: 0.0272
 40/241 [===>..........................] - ETA: 0s - loss: 0.1048
 81/241 [=========>....................] - ETA: 0s - loss: 0.0976
119/241 [=============>................] - ETA: 0s - loss: 0.0942
153/241 [==================>...........] - ETA: 0s - loss: 0.0925
181/241 [=====================>........] - ETA: 0s - loss: 0.0893
212/241 [=========================>....] - ETA: 0s - loss: 0.0897
241/241 [==============================] - 0s 1ms/step - loss: 0.0887
Epoch 5/10

  1/241 [..............................] - ETA: 0s - loss: 0.2249
 30/241 [==>...........................] - ETA: 0s - loss: 0.1090
 58/241 [======>.......................] - ETA: 0s - loss: 0.0963
 98/241 [===========>..................] - ETA: 0s - loss: 0.0916
137/241 [================>.............] - ETA: 0s - loss: 0.0877
177/241 [=====================>........] - ETA: 0s - loss: 0.0873
213/241 [=========================>....] - ETA: 0s - loss: 0.0854
241/241 [==============================] - 0s 1ms/step - loss: 0.0879
Epoch 6/10

  1/241 [..............................] - ETA: 0s - loss: 0.0984
 40/241 [===>..........................] - ETA: 0s - loss: 0.0925
 79/241 [========>.....................] - ETA: 0s - loss: 0.0759
119/241 [=============>................] - ETA: 0s - loss: 0.0802
157/241 [==================>...........] - ETA: 0s - loss: 0.0835
199/241 [=======================>......] - ETA: 0s - loss: 0.0864
237/241 [============================>.] - ETA: 0s - loss: 0.0841
241/241 [==============================] - 0s 1ms/step - loss: 0.0842
Epoch 7/10

  1/241 [..............................] - ETA: 0s - loss: 0.0463
 40/241 [===>..........................] - ETA: 0s - loss: 0.0612
 80/241 [========>.....................] - ETA: 0s - loss: 0.0755
120/241 [=============>................] - ETA: 0s - loss: 0.0859
161/241 [===================>..........] - ETA: 0s - loss: 0.0816
201/241 [========================>.....] - ETA: 0s - loss: 0.0811
241/241 [==============================] - ETA: 0s - loss: 0.0832
241/241 [==============================] - 0s 1ms/step - loss: 0.0832
Epoch 8/10

  1/241 [..............................] - ETA: 0s - loss: 0.2504
 40/241 [===>..........................] - ETA: 0s - loss: 0.0866
 80/241 [========>.....................] - ETA: 0s - loss: 0.0831
121/241 [==============>...............] - ETA: 0s - loss: 0.0804
161/241 [===================>..........] - ETA: 0s - loss: 0.0852
197/241 [=======================>......] - ETA: 0s - loss: 0.0850
235/241 [============================>.] - ETA: 0s - loss: 0.0830
241/241 [==============================] - 0s 1ms/step - loss: 0.0818
Epoch 9/10

  1/241 [..............................] - ETA: 0s - loss: 0.0475
 39/241 [===>..........................] - ETA: 0s - loss: 0.0758
 77/241 [========>.....................] - ETA: 0s - loss: 0.0697
117/241 [=============>................] - ETA: 0s - loss: 0.0761
153/241 [==================>...........] - ETA: 0s - loss: 0.0814
190/241 [======================>.......] - ETA: 0s - loss: 0.0791
228/241 [===========================>..] - ETA: 0s - loss: 0.0792
241/241 [==============================] - 0s 1ms/step - loss: 0.0791
Epoch 10/10

  1/241 [..............................] - ETA: 0s - loss: 0.1390
 38/241 [===>..........................] - ETA: 0s - loss: 0.0740
 73/241 [========>.....................] - ETA: 0s - loss: 0.0769
109/241 [============>.................] - ETA: 0s - loss: 0.0823
145/241 [=================>............] - ETA: 0s - loss: 0.0850
180/241 [=====================>........] - ETA: 0s - loss: 0.0826
212/241 [=========================>....] - ETA: 0s - loss: 0.0801
241/241 [==============================] - 0s 1ms/step - loss: 0.0774
-> test with GAN.predict
GAN tn, fp: 577, 26
GAN fn, tp: 5, 26
GAN f1 score: 0.627
GAN cohens kappa score: 0.602

-> 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: 0.588

-> 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: 596, 7
GB fn, tp: 2, 29
GB f1 score: 0.866
GB cohens kappa score: 0.858

-> test with 'KNN'
KNN tn, fp: 576, 27
KNN fn, tp: 7, 24
KNN f1 score: 0.585
KNN cohens kappa score: 0.559


------ 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: 55s - loss: 0.2084
 34/242 [===>..........................] - ETA: 0s - loss: 0.0999 
 69/242 [=======>......................] - ETA: 0s - loss: 0.1015
105/242 [============>.................] - ETA: 0s - loss: 0.1003
141/242 [================>.............] - ETA: 0s - loss: 0.1019
175/242 [====================>.........] - ETA: 0s - loss: 0.1064
209/242 [========================>.....] - ETA: 0s - loss: 0.1044
241/242 [============================>.] - ETA: 0s - loss: 0.1009
242/242 [==============================] - 1s 1ms/step - loss: 0.1008
Epoch 2/10

  1/242 [..............................] - ETA: 0s - loss: 0.0460
 35/242 [===>..........................] - ETA: 0s - loss: 0.0951
 67/242 [=======>......................] - ETA: 0s - loss: 0.0847
 97/242 [===========>..................] - ETA: 0s - loss: 0.0892
126/242 [==============>...............] - ETA: 0s - loss: 0.0915
163/242 [===================>..........] - ETA: 0s - loss: 0.0911
198/242 [=======================>......] - ETA: 0s - loss: 0.0910
232/242 [===========================>..] - ETA: 0s - loss: 0.0929
242/242 [==============================] - 0s 2ms/step - loss: 0.0919
Epoch 3/10

  1/242 [..............................] - ETA: 0s - loss: 0.0267
 35/242 [===>..........................] - ETA: 0s - loss: 0.0762
 68/242 [=======>......................] - ETA: 0s - loss: 0.0866
104/242 [===========>..................] - ETA: 0s - loss: 0.0883
140/242 [================>.............] - ETA: 0s - loss: 0.0875
174/242 [====================>.........] - ETA: 0s - loss: 0.0878
210/242 [=========================>....] - ETA: 0s - loss: 0.0862
242/242 [==============================] - 0s 1ms/step - loss: 0.0869
Epoch 4/10

  1/242 [..............................] - ETA: 0s - loss: 0.0346
 40/242 [===>..........................] - ETA: 0s - loss: 0.0901
 74/242 [========>.....................] - ETA: 0s - loss: 0.0869
110/242 [============>.................] - ETA: 0s - loss: 0.0911
144/242 [================>.............] - ETA: 0s - loss: 0.0848
179/242 [=====================>........] - ETA: 0s - loss: 0.0857
211/242 [=========================>....] - ETA: 0s - loss: 0.0855
242/242 [==============================] - 0s 1ms/step - loss: 0.0862
Epoch 5/10

  1/242 [..............................] - ETA: 0s - loss: 0.0424
 36/242 [===>..........................] - ETA: 0s - loss: 0.1150
 68/242 [=======>......................] - ETA: 0s - loss: 0.1023
104/242 [===========>..................] - ETA: 0s - loss: 0.0965
139/242 [================>.............] - ETA: 0s - loss: 0.0911
171/242 [====================>.........] - ETA: 0s - loss: 0.0897
205/242 [========================>.....] - ETA: 0s - loss: 0.0924
236/242 [============================>.] - ETA: 0s - loss: 0.0886
242/242 [==============================] - 0s 2ms/step - loss: 0.0886
Epoch 6/10

  1/242 [..............................] - ETA: 0s - loss: 0.0678
 36/242 [===>..........................] - ETA: 0s - loss: 0.0800
 75/242 [========>.....................] - ETA: 0s - loss: 0.0724
111/242 [============>.................] - ETA: 0s - loss: 0.0740
144/242 [================>.............] - ETA: 0s - loss: 0.0800
178/242 [=====================>........] - ETA: 0s - loss: 0.0888
215/242 [=========================>....] - ETA: 0s - loss: 0.0900
242/242 [==============================] - 0s 1ms/step - loss: 0.0900
Epoch 7/10

  1/242 [..............................] - ETA: 0s - loss: 0.0111
 34/242 [===>..........................] - ETA: 0s - loss: 0.0751
 71/242 [=======>......................] - ETA: 0s - loss: 0.0753
105/242 [============>.................] - ETA: 0s - loss: 0.0845
138/242 [================>.............] - ETA: 0s - loss: 0.0911
171/242 [====================>.........] - ETA: 0s - loss: 0.0926
205/242 [========================>.....] - ETA: 0s - loss: 0.0923
238/242 [============================>.] - ETA: 0s - loss: 0.0907
242/242 [==============================] - 0s 2ms/step - loss: 0.0902
Epoch 8/10

  1/242 [..............................] - ETA: 0s - loss: 0.0264
 35/242 [===>..........................] - ETA: 0s - loss: 0.0923
 69/242 [=======>......................] - ETA: 0s - loss: 0.0918
103/242 [===========>..................] - ETA: 0s - loss: 0.0888
138/242 [================>.............] - ETA: 0s - loss: 0.0781
175/242 [====================>.........] - ETA: 0s - loss: 0.0788
206/242 [========================>.....] - ETA: 0s - loss: 0.0800
240/242 [============================>.] - ETA: 0s - loss: 0.0779
242/242 [==============================] - 0s 1ms/step - loss: 0.0776
Epoch 9/10

  1/242 [..............................] - ETA: 0s - loss: 0.0751
 34/242 [===>..........................] - ETA: 0s - loss: 0.0577
 69/242 [=======>......................] - ETA: 0s - loss: 0.0539
105/242 [============>.................] - ETA: 0s - loss: 0.0610
139/242 [================>.............] - ETA: 0s - loss: 0.0678
175/242 [====================>.........] - ETA: 0s - loss: 0.0694
209/242 [========================>.....] - ETA: 0s - loss: 0.0758
242/242 [==============================] - 0s 1ms/step - loss: 0.0759
Epoch 10/10

  1/242 [..............................] - ETA: 0s - loss: 0.0267
 35/242 [===>..........................] - ETA: 0s - loss: 0.0838
 70/242 [=======>......................] - ETA: 0s - loss: 0.0905
105/242 [============>.................] - ETA: 0s - loss: 0.0897
144/242 [================>.............] - ETA: 0s - loss: 0.0815
179/242 [=====================>........] - ETA: 0s - loss: 0.0814
214/242 [=========================>....] - ETA: 0s - loss: 0.0799
242/242 [==============================] - 0s 1ms/step - loss: 0.0803
-> test with GAN.predict
GAN tn, fp: 582, 18
GAN fn, tp: 7, 20
GAN f1 score: 0.615
GAN cohens kappa score: 0.595

-> test with 'LR'
LR tn, fp: 525, 75
LR fn, tp: 5, 22
LR f1 score: 0.355
LR cohens kappa score: 0.308
LR average precision score: 0.317

-> test with 'RF'
RF tn, fp: 593, 7
RF fn, tp: 9, 18
RF f1 score: 0.692
RF cohens kappa score: 0.679

-> test with 'GB'
GB tn, fp: 591, 9
GB fn, tp: 6, 21
GB f1 score: 0.737
GB cohens kappa score: 0.724

-> test with 'KNN'
KNN tn, fp: 567, 33
KNN fn, tp: 4, 23
KNN f1 score: 0.554
KNN cohens kappa score: 0.527

### Exercise is done.

-----[ LR ]-----
maximum:
LR tn, fp: 537, 106
LR fn, tp: 10, 30
LR f1 score: 0.410
LR cohens kappa score: 0.363
LR average precision score: 0.588


average:
LR tn, fp: 516.08, 86.32
LR fn, tp: 4.36, 25.84
LR f1 score: 0.363
LR cohens kappa score: 0.312
LR average precision score: 0.449


minimum:
LR tn, fp: 496, 66
LR fn, tp: 1, 20
LR f1 score: 0.315
LR cohens kappa score: 0.265
LR average precision score: 0.275


-----[ RF ]-----
maximum:
RF tn, fp: 601, 9
RF fn, tp: 13, 28
RF f1 score: 0.903
RF cohens kappa score: 0.898


average:
RF tn, fp: 597.24, 5.16
RF fn, tp: 7.4, 22.8
RF f1 score: 0.782
RF cohens kappa score: 0.772


minimum:
RF tn, fp: 593, 2
RF fn, tp: 3, 18
RF f1 score: 0.667
RF cohens kappa score: 0.650


-----[ GB ]-----
maximum:
GB tn, fp: 601, 17
GB fn, tp: 7, 30
GB f1 score: 0.882
GB cohens kappa score: 0.876


average:
GB tn, fp: 592.8, 9.6
GB fn, tp: 4.4, 25.8
GB f1 score: 0.789
GB cohens kappa score: 0.777


minimum:
GB tn, fp: 586, 2
GB fn, tp: 1, 21
GB f1 score: 0.716
GB cohens kappa score: 0.701


-----[ KNN ]-----
maximum:
KNN tn, fp: 582, 36
KNN fn, tp: 11, 27
KNN f1 score: 0.676
KNN cohens kappa score: 0.658


average:
KNN tn, fp: 573.4, 29.0
KNN fn, tp: 6.32, 23.88
KNN f1 score: 0.576
KNN cohens kappa score: 0.548


minimum:
KNN tn, fp: 564, 20
KNN fn, tp: 3, 20
KNN f1 score: 0.500
KNN cohens kappa score: 0.469


-----[ GAN ]-----
maximum:
GAN tn, fp: 595, 38
GAN fn, tp: 10, 29
GAN f1 score: 0.750
GAN cohens kappa score: 0.737


average:
GAN tn, fp: 579.52, 22.88
GAN fn, tp: 6.24, 23.96
GAN f1 score: 0.627
GAN cohens kappa score: 0.604


minimum:
GAN tn, fp: 565, 8
GAN fn, tp: 1, 20
GAN f1 score: 0.545
GAN cohens kappa score: 0.515