ConvGeNBenchmarkResults/data_result/ConvGeN-proximity-5/folding_kr-vs-k-zero-one_vs_draw.log

///////////////////////////////////////////
// Running convGAN-proximary-5 on folding_kr-vs-k-zero-one_vs_draw
///////////////////////////////////////////

Load 'data_input/folding_kr-vs-k-zero-one_vs_draw'
from pickle file
Data loaded.
-> Shuffling data
### Start exercise for synthetic point generator

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

------ Step 1/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 38s - loss: 6.5437e-05
 35/224 [===>..........................] - ETA: 0s - loss: 0.0088     
 73/224 [========>.....................] - ETA: 0s - loss: 0.0090
114/224 [==============>...............] - ETA: 0s - loss: 0.0062
151/224 [===================>..........] - ETA: 0s - loss: 0.0069
190/224 [========================>.....] - ETA: 0s - loss: 0.0062
224/224 [==============================] - 0s 1ms/step - loss: 0.0071
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0028
 42/224 [====>.........................] - ETA: 0s - loss: 0.0061
 82/224 [=========>....................] - ETA: 0s - loss: 0.0080
120/224 [===============>..............] - ETA: 0s - loss: 0.0060
162/224 [====================>.........] - ETA: 0s - loss: 0.0055
202/224 [==========================>...] - ETA: 0s - loss: 0.0053
224/224 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 4.4190e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0023    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0028
124/224 [===============>..............] - ETA: 0s - loss: 0.0035
164/224 [====================>.........] - ETA: 0s - loss: 0.0037
204/224 [==========================>...] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0018
 41/224 [====>.........................] - ETA: 0s - loss: 0.0029
 74/224 [========>.....................] - ETA: 0s - loss: 0.0023
107/224 [=============>................] - ETA: 0s - loss: 0.0026
139/224 [=================>............] - ETA: 0s - loss: 0.0024
177/224 [======================>.......] - ETA: 0s - loss: 0.0031
217/224 [============================>.] - ETA: 0s - loss: 0.0031
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 6.0934e-07
 42/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0024
123/224 [===============>..............] - ETA: 0s - loss: 0.0025
164/224 [====================>.........] - ETA: 0s - loss: 0.0023
205/224 [==========================>...] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.7394e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0024    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0024
119/224 [==============>...............] - ETA: 0s - loss: 0.0023
160/224 [====================>.........] - ETA: 0s - loss: 0.0023
200/224 [=========================>....] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 0.0019
 42/224 [====>.........................] - ETA: 0s - loss: 0.0030
 84/224 [==========>...................] - ETA: 0s - loss: 0.0020
124/224 [===============>..............] - ETA: 0s - loss: 0.0021
164/224 [====================>.........] - ETA: 0s - loss: 0.0026
205/224 [==========================>...] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 7.3573e-06
 38/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 73/224 [========>.....................] - ETA: 0s - loss: 0.0015
113/224 [==============>...............] - ETA: 0s - loss: 0.0019
153/224 [===================>..........] - ETA: 0s - loss: 0.0018
192/224 [========================>.....] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 2.6226e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0026
123/224 [===============>..............] - ETA: 0s - loss: 0.0021
163/224 [====================>.........] - ETA: 0s - loss: 0.0018
205/224 [==========================>...] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 3.5332e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0017
119/224 [==============>...............] - ETA: 0s - loss: 0.0013
159/224 [====================>.........] - ETA: 0s - loss: 0.0014
200/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 3, 18
GAN f1 score: 0.923
GAN cohens kappa score: 0.920

-> test with 'LR'
LR tn, fp: 549, 11
LR fn, tp: 2, 19
LR f1 score: 0.745
LR cohens kappa score: 0.734
LR average precision score: 0.865

-> test with 'RF'
RF tn, fp: 558, 2
RF fn, tp: 2, 19
RF f1 score: 0.905
RF cohens kappa score: 0.901

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 2, 19
GB f1 score: 0.950
GB cohens kappa score: 0.948

-> test with 'KNN'
KNN tn, fp: 552, 8
KNN fn, tp: 0, 21
KNN f1 score: 0.840
KNN cohens kappa score: 0.833


------ Step 1/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 36s - loss: 0.0015
 32/224 [===>..........................] - ETA: 0s - loss: 0.0012 
 67/224 [=======>......................] - ETA: 0s - loss: 0.0016
103/224 [============>.................] - ETA: 0s - loss: 0.0023
137/224 [=================>............] - ETA: 0s - loss: 0.0018
173/224 [======================>.......] - ETA: 0s - loss: 0.0022
208/224 [==========================>...] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 5.1810e-05
 37/224 [===>..........................] - ETA: 0s - loss: 0.0011    
 73/224 [========>.....................] - ETA: 0s - loss: 9.4336e-04
109/224 [=============>................] - ETA: 0s - loss: 7.5385e-04
144/224 [==================>...........] - ETA: 0s - loss: 0.0013    
181/224 [=======================>......] - ETA: 0s - loss: 0.0014
213/224 [===========================>..] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 5.5383e-04
 34/224 [===>..........................] - ETA: 0s - loss: 0.0029    
 66/224 [=======>......................] - ETA: 0s - loss: 0.0020
100/224 [============>.................] - ETA: 0s - loss: 0.0016
134/224 [================>.............] - ETA: 0s - loss: 0.0016
173/224 [======================>.......] - ETA: 0s - loss: 0.0015
209/224 [==========================>...] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 5.2420e-04
 35/224 [===>..........................] - ETA: 0s - loss: 0.0016    
 71/224 [========>.....................] - ETA: 0s - loss: 0.0014
108/224 [=============>................] - ETA: 0s - loss: 0.0014
146/224 [==================>...........] - ETA: 0s - loss: 0.0012
181/224 [=======================>......] - ETA: 0s - loss: 0.0014
216/224 [===========================>..] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.7045e-05
 35/224 [===>..........................] - ETA: 0s - loss: 0.0026    
 69/224 [========>.....................] - ETA: 0s - loss: 0.0019
103/224 [============>.................] - ETA: 0s - loss: 0.0014
140/224 [=================>............] - ETA: 0s - loss: 0.0013
176/224 [======================>.......] - ETA: 0s - loss: 0.0013
211/224 [===========================>..] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 6.6247e-05
 34/224 [===>..........................] - ETA: 0s - loss: 0.0027    
 68/224 [========>.....................] - ETA: 0s - loss: 0.0015
 99/224 [============>.................] - ETA: 0s - loss: 0.0013
132/224 [================>.............] - ETA: 0s - loss: 0.0013
165/224 [=====================>........] - ETA: 0s - loss: 0.0012
202/224 [==========================>...] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 9.6069e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.4620e-04
 36/224 [===>..........................] - ETA: 0s - loss: 4.2124e-04
 72/224 [========>.....................] - ETA: 0s - loss: 5.1451e-04
108/224 [=============>................] - ETA: 0s - loss: 5.4063e-04
142/224 [==================>...........] - ETA: 0s - loss: 5.2061e-04
175/224 [======================>.......] - ETA: 0s - loss: 5.1156e-04
209/224 [==========================>...] - ETA: 0s - loss: 7.3372e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.4088e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 7.6199e-05
 36/224 [===>..........................] - ETA: 0s - loss: 4.3227e-04
 71/224 [========>.....................] - ETA: 0s - loss: 7.1709e-04
106/224 [=============>................] - ETA: 0s - loss: 8.6812e-04
139/224 [=================>............] - ETA: 0s - loss: 7.7975e-04
173/224 [======================>.......] - ETA: 0s - loss: 8.0439e-04
208/224 [==========================>...] - ETA: 0s - loss: 7.5942e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.2357e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 2.0197e-05
 36/224 [===>..........................] - ETA: 0s - loss: 2.2171e-04
 71/224 [========>.....................] - ETA: 0s - loss: 5.1002e-04
107/224 [=============>................] - ETA: 0s - loss: 4.7974e-04
143/224 [==================>...........] - ETA: 0s - loss: 6.6843e-04
173/224 [======================>.......] - ETA: 0s - loss: 7.4457e-04
206/224 [==========================>...] - ETA: 0s - loss: 6.9284e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.0271e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 8.2350e-10
 32/224 [===>..........................] - ETA: 0s - loss: 9.0300e-04
 66/224 [=======>......................] - ETA: 0s - loss: 7.0497e-04
101/224 [============>.................] - ETA: 0s - loss: 7.5463e-04
136/224 [=================>............] - ETA: 0s - loss: 7.7408e-04
173/224 [======================>.......] - ETA: 0s - loss: 7.2848e-04
206/224 [==========================>...] - ETA: 0s - loss: 6.7408e-04
224/224 [==============================] - 0s 2ms/step - loss: 6.3011e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 548, 12
LR fn, tp: 0, 21
LR f1 score: 0.778
LR cohens kappa score: 0.768
LR average precision score: 0.927

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 1, 20
RF f1 score: 0.976
RF cohens kappa score: 0.975

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 3, 18
GB f1 score: 0.923
GB cohens kappa score: 0.920

-> test with 'KNN'
KNN tn, fp: 558, 2
KNN fn, tp: 0, 21
KNN f1 score: 0.955
KNN cohens kappa score: 0.953


------ Step 1/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 37s - loss: 2.5032e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0029     
 82/224 [=========>....................] - ETA: 0s - loss: 0.0022
124/224 [===============>..............] - ETA: 0s - loss: 0.0032
164/224 [====================>.........] - ETA: 0s - loss: 0.0037
200/224 [=========================>....] - ETA: 0s - loss: 0.0040
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0058
 34/224 [===>..........................] - ETA: 0s - loss: 0.0021
 70/224 [========>.....................] - ETA: 0s - loss: 0.0031
107/224 [=============>................] - ETA: 0s - loss: 0.0027
145/224 [==================>...........] - ETA: 0s - loss: 0.0040
184/224 [=======================>......] - ETA: 0s - loss: 0.0033
221/224 [============================>.] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0039
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 5.3931e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0041    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0032
118/224 [==============>...............] - ETA: 0s - loss: 0.0025
156/224 [===================>..........] - ETA: 0s - loss: 0.0024
195/224 [=========================>....] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0028
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 9.9281e-05
 40/224 [====>.........................] - ETA: 0s - loss: 0.0025    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0026
116/224 [==============>...............] - ETA: 0s - loss: 0.0020
155/224 [===================>..........] - ETA: 0s - loss: 0.0016
195/224 [=========================>....] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.5703e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0013
122/224 [===============>..............] - ETA: 0s - loss: 0.0018
163/224 [====================>.........] - ETA: 0s - loss: 0.0016
204/224 [==========================>...] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 5.1926e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0017    
 72/224 [========>.....................] - ETA: 0s - loss: 0.0018
107/224 [=============>................] - ETA: 0s - loss: 0.0015
146/224 [==================>...........] - ETA: 0s - loss: 0.0016
186/224 [=======================>......] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 3.6371e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0019    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0014
123/224 [===============>..............] - ETA: 0s - loss: 0.0014
163/224 [====================>.........] - ETA: 0s - loss: 0.0012
204/224 [==========================>...] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 7.3205e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0017    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0014
115/224 [==============>...............] - ETA: 0s - loss: 0.0011
156/224 [===================>..........] - ETA: 0s - loss: 0.0011
194/224 [========================>.....] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 8.3398e-05
 42/224 [====>.........................] - ETA: 0s - loss: 5.4044e-04
 77/224 [=========>....................] - ETA: 0s - loss: 0.0011    
111/224 [=============>................] - ETA: 0s - loss: 0.0011
147/224 [==================>...........] - ETA: 0s - loss: 0.0010
187/224 [========================>.....] - ETA: 0s - loss: 9.7148e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.3181e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.0252e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0026    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0016
125/224 [===============>..............] - ETA: 0s - loss: 0.0013
165/224 [=====================>........] - ETA: 0s - loss: 0.0012
202/224 [==========================>...] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 9.8900e-04
-> test with GAN.predict
GAN tn, fp: 559, 1
GAN fn, tp: 0, 21
GAN f1 score: 0.977
GAN cohens kappa score: 0.976

-> test with 'LR'
LR tn, fp: 537, 23
LR fn, tp: 1, 20
LR f1 score: 0.625
LR cohens kappa score: 0.606
LR average precision score: 0.832

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 3, 18
RF f1 score: 0.923
RF cohens kappa score: 0.920

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 1, 20
GB f1 score: 0.976
GB cohens kappa score: 0.975

-> test with 'KNN'
KNN tn, fp: 551, 9
KNN fn, tp: 0, 21
KNN f1 score: 0.824
KNN cohens kappa score: 0.816


------ Step 1/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 1:18 - loss: 1.5758e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0017      
 83/224 [==========>...................] - ETA: 0s - loss: 0.0012
123/224 [===============>..............] - ETA: 0s - loss: 0.0018
163/224 [====================>.........] - ETA: 0s - loss: 0.0017
204/224 [==========================>...] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 1s 1ms/step - loss: 0.0015
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0159
 41/224 [====>.........................] - ETA: 0s - loss: 0.0017
 77/224 [=========>....................] - ETA: 0s - loss: 0.0012
117/224 [==============>...............] - ETA: 0s - loss: 0.0011
159/224 [====================>.........] - ETA: 0s - loss: 0.0012
199/224 [=========================>....] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0011
 40/224 [====>.........................] - ETA: 0s - loss: 8.4746e-04
 79/224 [=========>....................] - ETA: 0s - loss: 0.0010    
119/224 [==============>...............] - ETA: 0s - loss: 9.4243e-04
158/224 [====================>.........] - ETA: 0s - loss: 8.8787e-04
193/224 [========================>.....] - ETA: 0s - loss: 8.8077e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.7818e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.3939e-05
 42/224 [====>.........................] - ETA: 0s - loss: 4.1335e-04
 82/224 [=========>....................] - ETA: 0s - loss: 3.6490e-04
123/224 [===============>..............] - ETA: 0s - loss: 5.2810e-04
162/224 [====================>.........] - ETA: 0s - loss: 6.7551e-04
202/224 [==========================>...] - ETA: 0s - loss: 6.9662e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.6321e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 4.0893e-06
 41/224 [====>.........................] - ETA: 0s - loss: 6.2767e-04
 81/224 [=========>....................] - ETA: 0s - loss: 5.9857e-04
122/224 [===============>..............] - ETA: 0s - loss: 5.4987e-04
161/224 [====================>.........] - ETA: 0s - loss: 5.1409e-04
201/224 [=========================>....] - ETA: 0s - loss: 6.2344e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.0525e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.8861e-09
 42/224 [====>.........................] - ETA: 0s - loss: 8.6644e-04
 78/224 [=========>....................] - ETA: 0s - loss: 7.2316e-04
111/224 [=============>................] - ETA: 0s - loss: 6.0638e-04
147/224 [==================>...........] - ETA: 0s - loss: 5.3168e-04
182/224 [=======================>......] - ETA: 0s - loss: 4.6496e-04
219/224 [============================>.] - ETA: 0s - loss: 5.0719e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.0165e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.6427e-04
 35/224 [===>..........................] - ETA: 0s - loss: 3.9540e-04
 72/224 [========>.....................] - ETA: 0s - loss: 2.9336e-04
108/224 [=============>................] - ETA: 0s - loss: 4.6371e-04
149/224 [==================>...........] - ETA: 0s - loss: 5.1943e-04
190/224 [========================>.....] - ETA: 0s - loss: 4.8648e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.7765e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 5.9155e-06
 43/224 [====>.........................] - ETA: 0s - loss: 5.5112e-04
 82/224 [=========>....................] - ETA: 0s - loss: 3.7248e-04
121/224 [===============>..............] - ETA: 0s - loss: 4.0087e-04
163/224 [====================>.........] - ETA: 0s - loss: 4.7108e-04
204/224 [==========================>...] - ETA: 0s - loss: 4.4687e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.3163e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0010
 40/224 [====>.........................] - ETA: 0s - loss: 3.4828e-04
 81/224 [=========>....................] - ETA: 0s - loss: 2.5545e-04
122/224 [===============>..............] - ETA: 0s - loss: 2.1974e-04
163/224 [====================>.........] - ETA: 0s - loss: 4.6278e-04
204/224 [==========================>...] - ETA: 0s - loss: 4.1617e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.1013e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.1772e-05
 43/224 [====>.........................] - ETA: 0s - loss: 2.1571e-04
 84/224 [==========>...................] - ETA: 0s - loss: 2.4134e-04
125/224 [===============>..............] - ETA: 0s - loss: 2.5070e-04
164/224 [====================>.........] - ETA: 0s - loss: 3.1872e-04
205/224 [==========================>...] - ETA: 0s - loss: 3.2919e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.4229e-04
-> test with GAN.predict
GAN tn, fp: 559, 1
GAN fn, tp: 0, 21
GAN f1 score: 0.977
GAN cohens kappa score: 0.976

-> test with 'LR'
LR tn, fp: 540, 20
LR fn, tp: 1, 20
LR f1 score: 0.656
LR cohens kappa score: 0.639
LR average precision score: 0.864

-> test with 'RF'
RF tn, fp: 555, 5
RF fn, tp: 1, 20
RF f1 score: 0.870
RF cohens kappa score: 0.864

-> test with 'GB'
GB tn, fp: 555, 5
GB fn, tp: 1, 20
GB f1 score: 0.870
GB cohens kappa score: 0.864

-> test with 'KNN'
KNN tn, fp: 552, 8
KNN fn, tp: 0, 21
KNN f1 score: 0.840
KNN cohens kappa score: 0.833


------ Step 1/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2156 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 29s - loss: 9.2250e-04
 35/224 [===>..........................] - ETA: 0s - loss: 0.0087     
 75/224 [=========>....................] - ETA: 0s - loss: 0.0061
119/224 [==============>...............] - ETA: 0s - loss: 0.0049
164/224 [====================>.........] - ETA: 0s - loss: 0.0039
207/224 [==========================>...] - ETA: 0s - loss: 0.0045
224/224 [==============================] - 0s 1ms/step - loss: 0.0045
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.7762e-05
 44/224 [====>.........................] - ETA: 0s - loss: 0.0031    
 88/224 [==========>...................] - ETA: 0s - loss: 0.0028
127/224 [================>.............] - ETA: 0s - loss: 0.0032
170/224 [=====================>........] - ETA: 0s - loss: 0.0028
215/224 [===========================>..] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.0529e-05
 44/224 [====>.........................] - ETA: 0s - loss: 0.0042    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0033
118/224 [==============>...............] - ETA: 0s - loss: 0.0025
156/224 [===================>..........] - ETA: 0s - loss: 0.0026
197/224 [=========================>....] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 9.7322e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0017    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0027
124/224 [===============>..............] - ETA: 0s - loss: 0.0023
160/224 [====================>.........] - ETA: 0s - loss: 0.0020
196/224 [=========================>....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 2.0617e-04
 45/224 [=====>........................] - ETA: 0s - loss: 8.8306e-04
 89/224 [==========>...................] - ETA: 0s - loss: 9.3695e-04
132/224 [================>.............] - ETA: 0s - loss: 0.0011    
176/224 [======================>.......] - ETA: 0s - loss: 0.0016
220/224 [============================>.] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0048
 43/224 [====>.........................] - ETA: 0s - loss: 0.0020
 86/224 [==========>...................] - ETA: 0s - loss: 0.0019
129/224 [================>.............] - ETA: 0s - loss: 0.0015
173/224 [======================>.......] - ETA: 0s - loss: 0.0016
216/224 [===========================>..] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 4.4998e-06
 45/224 [=====>........................] - ETA: 0s - loss: 0.0017    
 87/224 [==========>...................] - ETA: 0s - loss: 0.0014
130/224 [================>.............] - ETA: 0s - loss: 0.0011
173/224 [======================>.......] - ETA: 0s - loss: 0.0011
216/224 [===========================>..] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0014
 43/224 [====>.........................] - ETA: 0s - loss: 7.2312e-04
 83/224 [==========>...................] - ETA: 0s - loss: 8.0132e-04
126/224 [===============>..............] - ETA: 0s - loss: 0.0011    
170/224 [=====================>........] - ETA: 0s - loss: 0.0010
213/224 [===========================>..] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.9058e-08
 42/224 [====>.........................] - ETA: 0s - loss: 5.7286e-04
 86/224 [==========>...................] - ETA: 0s - loss: 5.8443e-04
130/224 [================>.............] - ETA: 0s - loss: 9.0487e-04
172/224 [======================>.......] - ETA: 0s - loss: 9.5570e-04
214/224 [===========================>..] - ETA: 0s - loss: 0.0010    
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.0722e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0010    
 79/224 [=========>....................] - ETA: 0s - loss: 6.9307e-04
120/224 [===============>..............] - ETA: 0s - loss: 7.9153e-04
163/224 [====================>.........] - ETA: 0s - loss: 6.9713e-04
202/224 [==========================>...] - ETA: 0s - loss: 6.3269e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.8930e-04
-> test with GAN.predict
GAN tn, fp: 556, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 538, 18
LR fn, tp: 0, 21
LR f1 score: 0.700
LR cohens kappa score: 0.685
LR average precision score: 0.981

-> test with 'RF'
RF tn, fp: 556, 0
RF fn, tp: 1, 20
RF f1 score: 0.976
RF cohens kappa score: 0.975

-> test with 'GB'
GB tn, fp: 556, 0
GB fn, tp: 1, 20
GB f1 score: 0.976
GB cohens kappa score: 0.975

-> test with 'KNN'
KNN tn, fp: 551, 5
KNN fn, tp: 0, 21
KNN f1 score: 0.894
KNN cohens kappa score: 0.889


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

------ Step 2/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 36s - loss: 2.2804e-05
 43/224 [====>.........................] - ETA: 0s - loss: 0.0048     
 83/224 [==========>...................] - ETA: 0s - loss: 0.0031
124/224 [===============>..............] - ETA: 0s - loss: 0.0027
165/224 [=====================>........] - ETA: 0s - loss: 0.0030
205/224 [==========================>...] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0033
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0407
 37/224 [===>..........................] - ETA: 0s - loss: 0.0037
 75/224 [=========>....................] - ETA: 0s - loss: 0.0026
112/224 [==============>...............] - ETA: 0s - loss: 0.0022
153/224 [===================>..........] - ETA: 0s - loss: 0.0028
194/224 [========================>.....] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 2.0779e-06
 40/224 [====>.........................] - ETA: 0s - loss: 8.3603e-04
 81/224 [=========>....................] - ETA: 0s - loss: 0.0021    
121/224 [===============>..............] - ETA: 0s - loss: 0.0024
158/224 [====================>.........] - ETA: 0s - loss: 0.0023
198/224 [=========================>....] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.3922e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0017    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0018
112/224 [==============>...............] - ETA: 0s - loss: 0.0015
145/224 [==================>...........] - ETA: 0s - loss: 0.0019
182/224 [=======================>......] - ETA: 0s - loss: 0.0018
222/224 [============================>.] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.4109e-04
 43/224 [====>.........................] - ETA: 0s - loss: 8.6598e-04
 84/224 [==========>...................] - ETA: 0s - loss: 0.0012    
125/224 [===============>..............] - ETA: 0s - loss: 0.0013
166/224 [=====================>........] - ETA: 0s - loss: 0.0015
203/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 3.5668e-06
 43/224 [====>.........................] - ETA: 0s - loss: 7.0936e-04
 84/224 [==========>...................] - ETA: 0s - loss: 0.0010    
119/224 [==============>...............] - ETA: 0s - loss: 0.0011
159/224 [====================>.........] - ETA: 0s - loss: 0.0014
198/224 [=========================>....] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.3807e-05
 40/224 [====>.........................] - ETA: 0s - loss: 8.3159e-04
 81/224 [=========>....................] - ETA: 0s - loss: 0.0013    
121/224 [===============>..............] - ETA: 0s - loss: 9.5232e-04
162/224 [====================>.........] - ETA: 0s - loss: 0.0013    
203/224 [==========================>...] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0061
 42/224 [====>.........................] - ETA: 0s - loss: 0.0015
 81/224 [=========>....................] - ETA: 0s - loss: 0.0013
122/224 [===============>..............] - ETA: 0s - loss: 9.3450e-04
163/224 [====================>.........] - ETA: 0s - loss: 0.0010    
201/224 [=========================>....] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 8.1012e-04
 42/224 [====>.........................] - ETA: 0s - loss: 7.8649e-04
 81/224 [=========>....................] - ETA: 0s - loss: 0.0010    
123/224 [===============>..............] - ETA: 0s - loss: 8.4586e-04
164/224 [====================>.........] - ETA: 0s - loss: 0.0010    
205/224 [==========================>...] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 8.7864e-05
 42/224 [====>.........................] - ETA: 0s - loss: 7.6803e-04
 84/224 [==========>...................] - ETA: 0s - loss: 5.9260e-04
125/224 [===============>..............] - ETA: 0s - loss: 0.0011    
166/224 [=====================>........] - ETA: 0s - loss: 0.0011
207/224 [==========================>...] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 9.9365e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 1, 20
GAN f1 score: 0.976
GAN cohens kappa score: 0.975

-> test with 'LR'
LR tn, fp: 549, 11
LR fn, tp: 1, 20
LR f1 score: 0.769
LR cohens kappa score: 0.759
LR average precision score: 0.933

-> test with 'RF'
RF tn, fp: 558, 2
RF fn, tp: 0, 21
RF f1 score: 0.955
RF cohens kappa score: 0.953

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 1, 20
GB f1 score: 0.976
GB cohens kappa score: 0.975

-> test with 'KNN'
KNN tn, fp: 549, 11
KNN fn, tp: 0, 21
KNN f1 score: 0.792
KNN cohens kappa score: 0.783


------ Step 2/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 40s - loss: 0.0106
 42/224 [====>.........................] - ETA: 0s - loss: 0.0024 
 83/224 [==========>...................] - ETA: 0s - loss: 0.0054
120/224 [===============>..............] - ETA: 0s - loss: 0.0056
155/224 [===================>..........] - ETA: 0s - loss: 0.0046
190/224 [========================>.....] - ETA: 0s - loss: 0.0038
224/224 [==============================] - 0s 1ms/step - loss: 0.0039
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.1505e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0041    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0027
119/224 [==============>...............] - ETA: 0s - loss: 0.0022
158/224 [====================>.........] - ETA: 0s - loss: 0.0025
198/224 [=========================>....] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 9.2399e-05
 39/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0018
118/224 [==============>...............] - ETA: 0s - loss: 0.0016
157/224 [====================>.........] - ETA: 0s - loss: 0.0017
197/224 [=========================>....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 5.8068e-05
 42/224 [====>.........................] - ETA: 0s - loss: 9.9679e-04
 80/224 [=========>....................] - ETA: 0s - loss: 0.0012    
117/224 [==============>...............] - ETA: 0s - loss: 9.6464e-04
151/224 [===================>..........] - ETA: 0s - loss: 9.3866e-04
188/224 [========================>.....] - ETA: 0s - loss: 0.0010    
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 2.9235e-05
 39/224 [====>.........................] - ETA: 0s - loss: 8.3932e-04
 76/224 [=========>....................] - ETA: 0s - loss: 8.4329e-04
114/224 [==============>...............] - ETA: 0s - loss: 9.5445e-04
153/224 [===================>..........] - ETA: 0s - loss: 0.0012    
191/224 [========================>.....] - ETA: 0s - loss: 9.7887e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.7314e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 6.6464e-04
 41/224 [====>.........................] - ETA: 0s - loss: 2.5958e-04
 79/224 [=========>....................] - ETA: 0s - loss: 4.1014e-04
119/224 [==============>...............] - ETA: 0s - loss: 4.3892e-04
157/224 [====================>.........] - ETA: 0s - loss: 5.2450e-04
195/224 [=========================>....] - ETA: 0s - loss: 6.0100e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.6105e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 6.8217e-04
 40/224 [====>.........................] - ETA: 0s - loss: 2.2983e-04
 75/224 [=========>....................] - ETA: 0s - loss: 3.9977e-04
115/224 [==============>...............] - ETA: 0s - loss: 3.2598e-04
155/224 [===================>..........] - ETA: 0s - loss: 4.0160e-04
194/224 [========================>.....] - ETA: 0s - loss: 5.3792e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.9748e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.3825e-04
 41/224 [====>.........................] - ETA: 0s - loss: 2.2965e-04
 81/224 [=========>....................] - ETA: 0s - loss: 4.7069e-04
121/224 [===============>..............] - ETA: 0s - loss: 3.8599e-04
158/224 [====================>.........] - ETA: 0s - loss: 5.6483e-04
190/224 [========================>.....] - ETA: 0s - loss: 5.1004e-04
220/224 [============================>.] - ETA: 0s - loss: 5.0092e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.9468e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.7237e-04
 36/224 [===>..........................] - ETA: 0s - loss: 5.7418e-04
 74/224 [========>.....................] - ETA: 0s - loss: 5.5503e-04
113/224 [==============>...............] - ETA: 0s - loss: 4.4870e-04
153/224 [===================>..........] - ETA: 0s - loss: 3.8211e-04
192/224 [========================>.....] - ETA: 0s - loss: 3.8332e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.1520e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.5377e-05
 40/224 [====>.........................] - ETA: 0s - loss: 7.0038e-04
 78/224 [=========>....................] - ETA: 0s - loss: 6.0073e-04
117/224 [==============>...............] - ETA: 0s - loss: 5.4022e-04
158/224 [====================>.........] - ETA: 0s - loss: 5.0561e-04
197/224 [=========================>....] - ETA: 0s - loss: 4.5804e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.4646e-04
-> test with GAN.predict
GAN tn, fp: 559, 1
GAN fn, tp: 1, 20
GAN f1 score: 0.952
GAN cohens kappa score: 0.951

-> test with 'LR'
LR tn, fp: 551, 9
LR fn, tp: 2, 19
LR f1 score: 0.776
LR cohens kappa score: 0.766
LR average precision score: 0.933

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 3, 18
RF f1 score: 0.923
RF cohens kappa score: 0.920

-> test with 'GB'
GB tn, fp: 558, 2
GB fn, tp: 1, 20
GB f1 score: 0.930
GB cohens kappa score: 0.928

-> test with 'KNN'
KNN tn, fp: 557, 3
KNN fn, tp: 1, 20
KNN f1 score: 0.909
KNN cohens kappa score: 0.906


------ Step 2/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 47s - loss: 0.0021
 42/224 [====>.........................] - ETA: 0s - loss: 9.9824e-04
 79/224 [=========>....................] - ETA: 0s - loss: 9.8480e-04
120/224 [===============>..............] - ETA: 0s - loss: 8.3631e-04
160/224 [====================>.........] - ETA: 0s - loss: 8.5796e-04
196/224 [=========================>....] - ETA: 0s - loss: 7.4004e-04
224/224 [==============================] - 1s 1ms/step - loss: 6.7602e-04
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.9521e-05
 36/224 [===>..........................] - ETA: 0s - loss: 3.8103e-04
 76/224 [=========>....................] - ETA: 0s - loss: 5.0282e-04
113/224 [==============>...............] - ETA: 0s - loss: 5.2569e-04
154/224 [===================>..........] - ETA: 0s - loss: 5.4116e-04
192/224 [========================>.....] - ETA: 0s - loss: 5.2242e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.2266e-04
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 2.7898e-04
 40/224 [====>.........................] - ETA: 0s - loss: 7.3048e-04
 77/224 [=========>....................] - ETA: 0s - loss: 6.3006e-04
117/224 [==============>...............] - ETA: 0s - loss: 5.0014e-04
154/224 [===================>..........] - ETA: 0s - loss: 4.7055e-04
192/224 [========================>.....] - ETA: 0s - loss: 4.4747e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.6335e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.6965e-05
 41/224 [====>.........................] - ETA: 0s - loss: 6.7568e-04
 79/224 [=========>....................] - ETA: 0s - loss: 6.1653e-04
120/224 [===============>..............] - ETA: 0s - loss: 5.7582e-04
162/224 [====================>.........] - ETA: 0s - loss: 4.8729e-04
198/224 [=========================>....] - ETA: 0s - loss: 4.5709e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.7011e-04
Epoch 5/10

  1/224 [..............................] - ETA: 1s - loss: 6.3460e-06
 40/224 [====>.........................] - ETA: 0s - loss: 5.7042e-04
 78/224 [=========>....................] - ETA: 0s - loss: 4.0870e-04
111/224 [=============>................] - ETA: 0s - loss: 3.9018e-04
145/224 [==================>...........] - ETA: 0s - loss: 4.8347e-04
175/224 [======================>.......] - ETA: 0s - loss: 4.5629e-04
213/224 [===========================>..] - ETA: 0s - loss: 4.0410e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.9565e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.0801e-04
 41/224 [====>.........................] - ETA: 0s - loss: 4.8783e-04
 80/224 [=========>....................] - ETA: 0s - loss: 3.5296e-04
119/224 [==============>...............] - ETA: 0s - loss: 3.3407e-04
159/224 [====================>.........] - ETA: 0s - loss: 3.6853e-04
199/224 [=========================>....] - ETA: 0s - loss: 3.6134e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.6511e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 7.2672e-05
 41/224 [====>.........................] - ETA: 0s - loss: 2.8269e-04
 80/224 [=========>....................] - ETA: 0s - loss: 2.2625e-04
120/224 [===============>..............] - ETA: 0s - loss: 4.2241e-04
160/224 [====================>.........] - ETA: 0s - loss: 4.3426e-04
200/224 [=========================>....] - ETA: 0s - loss: 4.2571e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.1320e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 7.7817e-04
 41/224 [====>.........................] - ETA: 0s - loss: 1.7506e-04
 81/224 [=========>....................] - ETA: 0s - loss: 3.3619e-04
121/224 [===============>..............] - ETA: 0s - loss: 3.4395e-04
161/224 [====================>.........] - ETA: 0s - loss: 4.0619e-04
201/224 [=========================>....] - ETA: 0s - loss: 3.5914e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.6812e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 5.8757e-04
 40/224 [====>.........................] - ETA: 0s - loss: 2.8072e-04
 79/224 [=========>....................] - ETA: 0s - loss: 3.2509e-04
118/224 [==============>...............] - ETA: 0s - loss: 2.8192e-04
157/224 [====================>.........] - ETA: 0s - loss: 2.9217e-04
196/224 [=========================>....] - ETA: 0s - loss: 2.8926e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.0905e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.2580e-04
 40/224 [====>.........................] - ETA: 0s - loss: 3.3382e-04
 81/224 [=========>....................] - ETA: 0s - loss: 2.7754e-04
121/224 [===============>..............] - ETA: 0s - loss: 2.7007e-04
159/224 [====================>.........] - ETA: 0s - loss: 2.5855e-04
199/224 [=========================>....] - ETA: 0s - loss: 2.8338e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.0304e-04
-> test with GAN.predict
GAN tn, fp: 559, 1
GAN fn, tp: 1, 20
GAN f1 score: 0.952
GAN cohens kappa score: 0.951

-> test with 'LR'
LR tn, fp: 543, 17
LR fn, tp: 0, 21
LR f1 score: 0.712
LR cohens kappa score: 0.698
LR average precision score: 0.897

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 1, 20
RF f1 score: 0.976
RF cohens kappa score: 0.975

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 1, 20
GB f1 score: 0.976
GB cohens kappa score: 0.975

-> test with 'KNN'
KNN tn, fp: 558, 2
KNN fn, tp: 0, 21
KNN f1 score: 0.955
KNN cohens kappa score: 0.953


------ Step 2/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 36s - loss: 4.5673e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0092     
 80/224 [=========>....................] - ETA: 0s - loss: 0.0060
117/224 [==============>...............] - ETA: 0s - loss: 0.0065
151/224 [===================>..........] - ETA: 0s - loss: 0.0070
188/224 [========================>.....] - ETA: 0s - loss: 0.0059
224/224 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 7.4065e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0010    
 73/224 [========>.....................] - ETA: 0s - loss: 0.0027
109/224 [=============>................] - ETA: 0s - loss: 0.0022
149/224 [==================>...........] - ETA: 0s - loss: 0.0022
189/224 [========================>.....] - ETA: 0s - loss: 0.0026
220/224 [============================>.] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 3.9548e-04
 34/224 [===>..........................] - ETA: 0s - loss: 0.0013    
 64/224 [=======>......................] - ETA: 0s - loss: 0.0014
101/224 [============>.................] - ETA: 0s - loss: 0.0015
140/224 [=================>............] - ETA: 0s - loss: 0.0014
177/224 [======================>.......] - ETA: 0s - loss: 0.0020
216/224 [===========================>..] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.2006e-05
 37/224 [===>..........................] - ETA: 0s - loss: 7.1791e-04
 77/224 [=========>....................] - ETA: 0s - loss: 7.5187e-04
112/224 [==============>...............] - ETA: 0s - loss: 7.3623e-04
152/224 [===================>..........] - ETA: 0s - loss: 0.0013    
185/224 [=======================>......] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 4.3830e-05
 41/224 [====>.........................] - ETA: 0s - loss: 6.8793e-04
 79/224 [=========>....................] - ETA: 0s - loss: 6.1767e-04
121/224 [===============>..............] - ETA: 0s - loss: 8.6501e-04
158/224 [====================>.........] - ETA: 0s - loss: 8.9755e-04
198/224 [=========================>....] - ETA: 0s - loss: 9.2688e-04
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 6/10

  1/224 [..............................] - ETA: 1s - loss: 6.8746e-06
 43/224 [====>.........................] - ETA: 0s - loss: 8.9407e-04
 83/224 [==========>...................] - ETA: 0s - loss: 0.0012    
119/224 [==============>...............] - ETA: 0s - loss: 0.0012
161/224 [====================>.........] - ETA: 0s - loss: 9.9400e-04
197/224 [=========================>....] - ETA: 0s - loss: 0.0014    
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.7365e-06
 40/224 [====>.........................] - ETA: 0s - loss: 8.9498e-04
 76/224 [=========>....................] - ETA: 0s - loss: 6.5724e-04
117/224 [==============>...............] - ETA: 0s - loss: 8.3139e-04
154/224 [===================>..........] - ETA: 0s - loss: 9.3884e-04
194/224 [========================>.....] - ETA: 0s - loss: 0.0011    
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0174
 41/224 [====>.........................] - ETA: 0s - loss: 0.0013
 79/224 [=========>....................] - ETA: 0s - loss: 0.0012
117/224 [==============>...............] - ETA: 0s - loss: 0.0012
155/224 [===================>..........] - ETA: 0s - loss: 0.0012
194/224 [========================>.....] - ETA: 0s - loss: 9.7741e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.8346e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0300
 42/224 [====>.........................] - ETA: 0s - loss: 0.0017
 83/224 [==========>...................] - ETA: 0s - loss: 0.0013
120/224 [===============>..............] - ETA: 0s - loss: 0.0011
155/224 [===================>..........] - ETA: 0s - loss: 0.0012
192/224 [========================>.....] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 9.3980e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.6635e-05
 36/224 [===>..........................] - ETA: 0s - loss: 2.2033e-04
 73/224 [========>.....................] - ETA: 0s - loss: 9.6257e-04
106/224 [=============>................] - ETA: 0s - loss: 7.9913e-04
145/224 [==================>...........] - ETA: 0s - loss: 6.8933e-04
186/224 [=======================>......] - ETA: 0s - loss: 6.4127e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.8425e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 538, 22
LR fn, tp: 0, 21
LR f1 score: 0.656
LR cohens kappa score: 0.639
LR average precision score: 0.876

-> test with 'RF'
RF tn, fp: 559, 1
RF fn, tp: 3, 18
RF f1 score: 0.900
RF cohens kappa score: 0.896

-> test with 'GB'
GB tn, fp: 559, 1
GB fn, tp: 1, 20
GB f1 score: 0.952
GB cohens kappa score: 0.951

-> test with 'KNN'
KNN tn, fp: 550, 10
KNN fn, tp: 1, 20
KNN f1 score: 0.784
KNN cohens kappa score: 0.775


------ Step 2/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2156 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 31s - loss: 7.1762e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0058     
 86/224 [==========>...................] - ETA: 0s - loss: 0.0051
121/224 [===============>..............] - ETA: 0s - loss: 0.0059
164/224 [====================>.........] - ETA: 0s - loss: 0.0070
204/224 [==========================>...] - ETA: 0s - loss: 0.0075
224/224 [==============================] - 0s 1ms/step - loss: 0.0068
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 2.5995e-06
 44/224 [====>.........................] - ETA: 0s - loss: 0.0062    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0048
127/224 [================>.............] - ETA: 0s - loss: 0.0049
169/224 [=====================>........] - ETA: 0s - loss: 0.0048
213/224 [===========================>..] - ETA: 0s - loss: 0.0053
224/224 [==============================] - 0s 1ms/step - loss: 0.0059
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 4.5032e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0019
124/224 [===============>..............] - ETA: 0s - loss: 0.0046
165/224 [=====================>........] - ETA: 0s - loss: 0.0050
207/224 [==========================>...] - ETA: 0s - loss: 0.0055
224/224 [==============================] - 0s 1ms/step - loss: 0.0051
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.7300e-05
 38/224 [====>.........................] - ETA: 0s - loss: 0.0024    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0032
125/224 [===============>..............] - ETA: 0s - loss: 0.0042
164/224 [====================>.........] - ETA: 0s - loss: 0.0053
196/224 [=========================>....] - ETA: 0s - loss: 0.0049
224/224 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.1088e-05
 39/224 [====>.........................] - ETA: 0s - loss: 0.0053    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0045
117/224 [==============>...............] - ETA: 0s - loss: 0.0034
160/224 [====================>.........] - ETA: 0s - loss: 0.0040
202/224 [==========================>...] - ETA: 0s - loss: 0.0042
224/224 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0011
 44/224 [====>.........................] - ETA: 0s - loss: 0.0028
 83/224 [==========>...................] - ETA: 0s - loss: 0.0026
126/224 [===============>..............] - ETA: 0s - loss: 0.0039
168/224 [=====================>........] - ETA: 0s - loss: 0.0034
208/224 [==========================>...] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 3.0191e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0041    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0027
125/224 [===============>..............] - ETA: 0s - loss: 0.0030
165/224 [=====================>........] - ETA: 0s - loss: 0.0039
209/224 [==========================>...] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.5182e-05
 40/224 [====>.........................] - ETA: 0s - loss: 0.0044    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0039
125/224 [===============>..............] - ETA: 0s - loss: 0.0054
164/224 [====================>.........] - ETA: 0s - loss: 0.0048
207/224 [==========================>...] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0040
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 2.0562e-05
 39/224 [====>.........................] - ETA: 0s - loss: 0.0031    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0042
122/224 [===============>..............] - ETA: 0s - loss: 0.0049
163/224 [====================>.........] - ETA: 0s - loss: 0.0040
205/224 [==========================>...] - ETA: 0s - loss: 0.0036
224/224 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.3523e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0030    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0042
121/224 [===============>..............] - ETA: 0s - loss: 0.0046
164/224 [====================>.........] - ETA: 0s - loss: 0.0041
208/224 [==========================>...] - ETA: 0s - loss: 0.0034
224/224 [==============================] - 0s 1ms/step - loss: 0.0032
-> test with GAN.predict
GAN tn, fp: 555, 1
GAN fn, tp: 1, 20
GAN f1 score: 0.952
GAN cohens kappa score: 0.951

-> test with 'LR'
LR tn, fp: 538, 18
LR fn, tp: 0, 21
LR f1 score: 0.700
LR cohens kappa score: 0.685
LR average precision score: 0.912

-> test with 'RF'
RF tn, fp: 556, 0
RF fn, tp: 2, 19
RF f1 score: 0.950
RF cohens kappa score: 0.948

-> test with 'GB'
GB tn, fp: 556, 0
GB fn, tp: 0, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 551, 5
KNN fn, tp: 0, 21
KNN f1 score: 0.894
KNN cohens kappa score: 0.889


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

------ Step 3/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 47s - loss: 7.0290e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0011     
 84/224 [==========>...................] - ETA: 0s - loss: 0.0010
124/224 [===============>..............] - ETA: 0s - loss: 9.9457e-04
163/224 [====================>.........] - ETA: 0s - loss: 0.0015    
196/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 1s 1ms/step - loss: 0.0014
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.9627e-04
 37/224 [===>..........................] - ETA: 0s - loss: 7.7148e-04
 77/224 [=========>....................] - ETA: 0s - loss: 9.5903e-04
119/224 [==============>...............] - ETA: 0s - loss: 0.0012    
163/224 [====================>.........] - ETA: 0s - loss: 0.0011
205/224 [==========================>...] - ETA: 0s - loss: 9.8629e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.3131e-04
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 2.0638e-04
 42/224 [====>.........................] - ETA: 0s - loss: 8.2888e-04
 83/224 [==========>...................] - ETA: 0s - loss: 6.6419e-04
122/224 [===============>..............] - ETA: 0s - loss: 9.7646e-04
161/224 [====================>.........] - ETA: 0s - loss: 8.9517e-04
200/224 [=========================>....] - ETA: 0s - loss: 8.8675e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.4051e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 6.4218e-05
 39/224 [====>.........................] - ETA: 0s - loss: 6.9817e-04
 79/224 [=========>....................] - ETA: 0s - loss: 6.5447e-04
117/224 [==============>...............] - ETA: 0s - loss: 5.3541e-04
157/224 [====================>.........] - ETA: 0s - loss: 6.2987e-04
196/224 [=========================>....] - ETA: 0s - loss: 6.0441e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.8435e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 2.8530e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0010    
 78/224 [=========>....................] - ETA: 0s - loss: 7.5254e-04
118/224 [==============>...............] - ETA: 0s - loss: 7.1309e-04
158/224 [====================>.........] - ETA: 0s - loss: 6.3699e-04
198/224 [=========================>....] - ETA: 0s - loss: 6.0062e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.9067e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 8.8973e-05
 39/224 [====>.........................] - ETA: 0s - loss: 4.1227e-04
 76/224 [=========>....................] - ETA: 0s - loss: 4.6312e-04
115/224 [==============>...............] - ETA: 0s - loss: 5.6039e-04
154/224 [===================>..........] - ETA: 0s - loss: 5.4285e-04
193/224 [========================>.....] - ETA: 0s - loss: 5.0305e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.0909e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.8962e-06
 41/224 [====>.........................] - ETA: 0s - loss: 7.5429e-04
 81/224 [=========>....................] - ETA: 0s - loss: 5.0053e-04
120/224 [===============>..............] - ETA: 0s - loss: 4.8739e-04
160/224 [====================>.........] - ETA: 0s - loss: 4.7352e-04
200/224 [=========================>....] - ETA: 0s - loss: 4.7949e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.7097e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.7768e-04
 40/224 [====>.........................] - ETA: 0s - loss: 3.4925e-04
 79/224 [=========>....................] - ETA: 0s - loss: 3.9113e-04
119/224 [==============>...............] - ETA: 0s - loss: 3.7753e-04
160/224 [====================>.........] - ETA: 0s - loss: 3.8363e-04
199/224 [=========================>....] - ETA: 0s - loss: 3.9390e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.3224e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.2249e-04
 38/224 [====>.........................] - ETA: 0s - loss: 4.3469e-04
 72/224 [========>.....................] - ETA: 0s - loss: 5.0154e-04
103/224 [============>.................] - ETA: 0s - loss: 4.8978e-04
140/224 [=================>............] - ETA: 0s - loss: 4.4125e-04
180/224 [=======================>......] - ETA: 0s - loss: 3.9259e-04
220/224 [============================>.] - ETA: 0s - loss: 3.5065e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.4577e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.9731e-05
 41/224 [====>.........................] - ETA: 0s - loss: 2.3709e-04
 81/224 [=========>....................] - ETA: 0s - loss: 3.6347e-04
117/224 [==============>...............] - ETA: 0s - loss: 3.1119e-04
155/224 [===================>..........] - ETA: 0s - loss: 2.8149e-04
188/224 [========================>.....] - ETA: 0s - loss: 3.4505e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.4474e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 546, 14
LR fn, tp: 0, 21
LR f1 score: 0.750
LR cohens kappa score: 0.738
LR average precision score: 0.937

-> test with 'RF'
RF tn, fp: 559, 1
RF fn, tp: 2, 19
RF f1 score: 0.927
RF cohens kappa score: 0.924

-> test with 'GB'
GB tn, fp: 559, 1
GB fn, tp: 1, 20
GB f1 score: 0.952
GB cohens kappa score: 0.951

-> test with 'KNN'
KNN tn, fp: 551, 9
KNN fn, tp: 0, 21
KNN f1 score: 0.824
KNN cohens kappa score: 0.816


------ Step 3/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 34s - loss: 0.0024
 42/224 [====>.........................] - ETA: 0s - loss: 0.0044 
 83/224 [==========>...................] - ETA: 0s - loss: 0.0057
124/224 [===============>..............] - ETA: 0s - loss: 0.0043
160/224 [====================>.........] - ETA: 0s - loss: 0.0042
194/224 [========================>.....] - ETA: 0s - loss: 0.0038
224/224 [==============================] - 0s 1ms/step - loss: 0.0039
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 6.8131e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0029    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0031
121/224 [===============>..............] - ETA: 0s - loss: 0.0031
161/224 [====================>.........] - ETA: 0s - loss: 0.0027
201/224 [=========================>....] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0026
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0066
 41/224 [====>.........................] - ETA: 0s - loss: 0.0021
 80/224 [=========>....................] - ETA: 0s - loss: 0.0023
120/224 [===============>..............] - ETA: 0s - loss: 0.0024
161/224 [====================>.........] - ETA: 0s - loss: 0.0020
202/224 [==========================>...] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 9.4968e-06
 38/224 [====>.........................] - ETA: 0s - loss: 0.0033    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0024
121/224 [===============>..............] - ETA: 0s - loss: 0.0019
162/224 [====================>.........] - ETA: 0s - loss: 0.0019
203/224 [==========================>...] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 8.0334e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0027    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0024
121/224 [===============>..............] - ETA: 0s - loss: 0.0018
163/224 [====================>.........] - ETA: 0s - loss: 0.0016
203/224 [==========================>...] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0063
 42/224 [====>.........................] - ETA: 0s - loss: 0.0021
 82/224 [=========>....................] - ETA: 0s - loss: 0.0016
122/224 [===============>..............] - ETA: 0s - loss: 0.0015
164/224 [====================>.........] - ETA: 0s - loss: 0.0015
206/224 [==========================>...] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 7.4911e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0014    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0016
125/224 [===============>..............] - ETA: 0s - loss: 0.0015
166/224 [=====================>........] - ETA: 0s - loss: 0.0013
206/224 [==========================>...] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.0511e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 84/224 [==========>...................] - ETA: 0s - loss: 7.9718e-04
124/224 [===============>..............] - ETA: 0s - loss: 7.1839e-04
164/224 [====================>.........] - ETA: 0s - loss: 9.9381e-04
206/224 [==========================>...] - ETA: 0s - loss: 0.0011    
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.3853e-05
 39/224 [====>.........................] - ETA: 0s - loss: 9.7610e-04
 73/224 [========>.....................] - ETA: 0s - loss: 9.2566e-04
107/224 [=============>................] - ETA: 0s - loss: 9.2546e-04
143/224 [==================>...........] - ETA: 0s - loss: 9.0740e-04
182/224 [=======================>......] - ETA: 0s - loss: 0.0011    
222/224 [============================>.] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.0493e-04
 41/224 [====>.........................] - ETA: 0s - loss: 7.8087e-04
 82/224 [=========>....................] - ETA: 0s - loss: 5.5689e-04
123/224 [===============>..............] - ETA: 0s - loss: 4.4983e-04
162/224 [====================>.........] - ETA: 0s - loss: 5.5548e-04
202/224 [==========================>...] - ETA: 0s - loss: 9.3345e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.2939e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 2, 19
GAN f1 score: 0.950
GAN cohens kappa score: 0.948

-> test with 'LR'
LR tn, fp: 552, 8
LR fn, tp: 1, 20
LR f1 score: 0.816
LR cohens kappa score: 0.808
LR average precision score: 0.896

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 3, 18
RF f1 score: 0.923
RF cohens kappa score: 0.920

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 1, 20
GB f1 score: 0.976
GB cohens kappa score: 0.975

-> test with 'KNN'
KNN tn, fp: 555, 5
KNN fn, tp: 0, 21
KNN f1 score: 0.894
KNN cohens kappa score: 0.889


------ Step 3/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 44s - loss: 0.0031
 39/224 [====>.........................] - ETA: 0s - loss: 0.0026 
 79/224 [=========>....................] - ETA: 0s - loss: 0.0016
120/224 [===============>..............] - ETA: 0s - loss: 0.0014
161/224 [====================>.........] - ETA: 0s - loss: 0.0013
201/224 [=========================>....] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 2.7318e-05
 36/224 [===>..........................] - ETA: 0s - loss: 0.0012    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0011
118/224 [==============>...............] - ETA: 0s - loss: 0.0016
159/224 [====================>.........] - ETA: 0s - loss: 0.0016
199/224 [=========================>....] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.0461e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0016
125/224 [===============>..............] - ETA: 0s - loss: 0.0014
166/224 [=====================>........] - ETA: 0s - loss: 0.0012
206/224 [==========================>...] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 9.8567e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 5.2108e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0016
105/224 [=============>................] - ETA: 0s - loss: 0.0014
136/224 [=================>............] - ETA: 0s - loss: 0.0011
174/224 [======================>.......] - ETA: 0s - loss: 0.0010
214/224 [===========================>..] - ETA: 0s - loss: 9.9763e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.6493e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 3.5749e-05
 41/224 [====>.........................] - ETA: 0s - loss: 6.9189e-04
 82/224 [=========>....................] - ETA: 0s - loss: 5.5369e-04
122/224 [===============>..............] - ETA: 0s - loss: 5.8682e-04
162/224 [====================>.........] - ETA: 0s - loss: 5.4937e-04
203/224 [==========================>...] - ETA: 0s - loss: 7.7966e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.0216e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 4.2536e-07
 43/224 [====>.........................] - ETA: 0s - loss: 5.3549e-04
 82/224 [=========>....................] - ETA: 0s - loss: 6.5540e-04
123/224 [===============>..............] - ETA: 0s - loss: 5.4802e-04
163/224 [====================>.........] - ETA: 0s - loss: 7.6514e-04
203/224 [==========================>...] - ETA: 0s - loss: 6.8595e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.5462e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 6.9088e-05
 40/224 [====>.........................] - ETA: 0s - loss: 4.1574e-04
 81/224 [=========>....................] - ETA: 0s - loss: 4.0303e-04
122/224 [===============>..............] - ETA: 0s - loss: 4.0467e-04
163/224 [====================>.........] - ETA: 0s - loss: 6.2006e-04
203/224 [==========================>...] - ETA: 0s - loss: 5.7838e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.6349e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0029
 40/224 [====>.........................] - ETA: 0s - loss: 6.1722e-04
 79/224 [=========>....................] - ETA: 0s - loss: 3.8721e-04
116/224 [==============>...............] - ETA: 0s - loss: 4.2572e-04
155/224 [===================>..........] - ETA: 0s - loss: 3.7875e-04
195/224 [=========================>....] - ETA: 0s - loss: 4.8950e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.0192e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 9.0298e-05
 42/224 [====>.........................] - ETA: 0s - loss: 4.8401e-04
 81/224 [=========>....................] - ETA: 0s - loss: 4.5716e-04
118/224 [==============>...............] - ETA: 0s - loss: 5.2146e-04
159/224 [====================>.........] - ETA: 0s - loss: 4.4676e-04
200/224 [=========================>....] - ETA: 0s - loss: 4.3496e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.1433e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 9.6707e-06
 41/224 [====>.........................] - ETA: 0s - loss: 3.2605e-04
 81/224 [=========>....................] - ETA: 0s - loss: 3.4566e-04
122/224 [===============>..............] - ETA: 0s - loss: 4.9742e-04
163/224 [====================>.........] - ETA: 0s - loss: 4.3747e-04
203/224 [==========================>...] - ETA: 0s - loss: 3.8530e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.5964e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 1, 20
GAN f1 score: 0.976
GAN cohens kappa score: 0.975

-> test with 'LR'
LR tn, fp: 539, 21
LR fn, tp: 1, 20
LR f1 score: 0.645
LR cohens kappa score: 0.627
LR average precision score: 0.870

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 3, 18
RF f1 score: 0.923
RF cohens kappa score: 0.920

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 0, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 554, 6
KNN fn, tp: 0, 21
KNN f1 score: 0.875
KNN cohens kappa score: 0.870


------ Step 3/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 41s - loss: 3.8366e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0030     
 81/224 [=========>....................] - ETA: 0s - loss: 0.0023
121/224 [===============>..............] - ETA: 0s - loss: 0.0033
162/224 [====================>.........] - ETA: 0s - loss: 0.0029
201/224 [=========================>....] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0026
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 6.1409e-05
 38/224 [====>.........................] - ETA: 0s - loss: 0.0014    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0018
118/224 [==============>...............] - ETA: 0s - loss: 0.0018
158/224 [====================>.........] - ETA: 0s - loss: 0.0018
199/224 [=========================>....] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 2.9851e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0016    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0013
115/224 [==============>...............] - ETA: 0s - loss: 0.0014
149/224 [==================>...........] - ETA: 0s - loss: 0.0013
185/224 [=======================>......] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 3.0995e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0013
124/224 [===============>..............] - ETA: 0s - loss: 0.0013
162/224 [====================>.........] - ETA: 0s - loss: 0.0012
202/224 [==========================>...] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.5229e-04
 42/224 [====>.........................] - ETA: 0s - loss: 5.8003e-04
 82/224 [=========>....................] - ETA: 0s - loss: 6.4990e-04
123/224 [===============>..............] - ETA: 0s - loss: 8.0544e-04
164/224 [====================>.........] - ETA: 0s - loss: 8.8543e-04
206/224 [==========================>...] - ETA: 0s - loss: 9.4454e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.3319e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.2132e-05
 41/224 [====>.........................] - ETA: 0s - loss: 9.9517e-04
 80/224 [=========>....................] - ETA: 0s - loss: 8.8501e-04
118/224 [==============>...............] - ETA: 0s - loss: 7.9477e-04
159/224 [====================>.........] - ETA: 0s - loss: 7.1284e-04
200/224 [=========================>....] - ETA: 0s - loss: 7.6846e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.0892e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.3338e-05
 43/224 [====>.........................] - ETA: 0s - loss: 5.2369e-04
 80/224 [=========>....................] - ETA: 0s - loss: 7.9473e-04
120/224 [===============>..............] - ETA: 0s - loss: 7.8038e-04
161/224 [====================>.........] - ETA: 0s - loss: 8.1870e-04
201/224 [=========================>....] - ETA: 0s - loss: 7.3401e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.1007e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 8.3128e-06
 42/224 [====>.........................] - ETA: 0s - loss: 7.7943e-04
 83/224 [==========>...................] - ETA: 0s - loss: 6.1004e-04
124/224 [===============>..............] - ETA: 0s - loss: 5.4483e-04
165/224 [=====================>........] - ETA: 0s - loss: 6.2123e-04
201/224 [=========================>....] - ETA: 0s - loss: 5.9852e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.3442e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0013
 41/224 [====>.........................] - ETA: 0s - loss: 3.1516e-04
 80/224 [=========>....................] - ETA: 0s - loss: 4.8944e-04
119/224 [==============>...............] - ETA: 0s - loss: 5.3714e-04
160/224 [====================>.........] - ETA: 0s - loss: 5.5996e-04
202/224 [==========================>...] - ETA: 0s - loss: 5.7112e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.6107e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.3024e-05
 42/224 [====>.........................] - ETA: 0s - loss: 2.4556e-04
 83/224 [==========>...................] - ETA: 0s - loss: 2.6720e-04
122/224 [===============>..............] - ETA: 0s - loss: 3.9672e-04
163/224 [====================>.........] - ETA: 0s - loss: 5.0135e-04
200/224 [=========================>....] - ETA: 0s - loss: 5.0886e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.8160e-04
-> test with GAN.predict
GAN tn, fp: 559, 1
GAN fn, tp: 0, 21
GAN f1 score: 0.977
GAN cohens kappa score: 0.976

-> test with 'LR'
LR tn, fp: 545, 15
LR fn, tp: 1, 20
LR f1 score: 0.714
LR cohens kappa score: 0.701
LR average precision score: 0.947

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 1, 20
RF f1 score: 0.976
RF cohens kappa score: 0.975

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 0, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 557, 3
KNN fn, tp: 0, 21
KNN f1 score: 0.933
KNN cohens kappa score: 0.931


------ Step 3/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2156 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 34s - loss: 3.5596e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0038     
 84/224 [==========>...................] - ETA: 0s - loss: 0.0031
125/224 [===============>..............] - ETA: 0s - loss: 0.0054
168/224 [=====================>........] - ETA: 0s - loss: 0.0056
208/224 [==========================>...] - ETA: 0s - loss: 0.0050
224/224 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 4.2420e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0060    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0061
127/224 [================>.............] - ETA: 0s - loss: 0.0048
169/224 [=====================>........] - ETA: 0s - loss: 0.0039
213/224 [===========================>..] - ETA: 0s - loss: 0.0050
224/224 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0012
 44/224 [====>.........................] - ETA: 0s - loss: 0.0052
 86/224 [==========>...................] - ETA: 0s - loss: 0.0039
131/224 [================>.............] - ETA: 0s - loss: 0.0043
172/224 [======================>.......] - ETA: 0s - loss: 0.0051
208/224 [==========================>...] - ETA: 0s - loss: 0.0045
224/224 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 3.6730e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0014    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0014
122/224 [===============>..............] - ETA: 0s - loss: 0.0027
165/224 [=====================>........] - ETA: 0s - loss: 0.0035
205/224 [==========================>...] - ETA: 0s - loss: 0.0042
224/224 [==============================] - 0s 1ms/step - loss: 0.0042
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 9.6090e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0017
125/224 [===============>..............] - ETA: 0s - loss: 0.0026
168/224 [=====================>........] - ETA: 0s - loss: 0.0026
211/224 [===========================>..] - ETA: 0s - loss: 0.0042
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0357
 43/224 [====>.........................] - ETA: 0s - loss: 0.0057
 83/224 [==========>...................] - ETA: 0s - loss: 0.0041
120/224 [===============>..............] - ETA: 0s - loss: 0.0045
155/224 [===================>..........] - ETA: 0s - loss: 0.0039
193/224 [========================>.....] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 6.7528e-05
 44/224 [====>.........................] - ETA: 0s - loss: 6.4318e-04
 80/224 [=========>....................] - ETA: 0s - loss: 0.0025    
121/224 [===============>..............] - ETA: 0s - loss: 0.0036
162/224 [====================>.........] - ETA: 0s - loss: 0.0044
203/224 [==========================>...] - ETA: 0s - loss: 0.0040
224/224 [==============================] - 0s 1ms/step - loss: 0.0037
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 4.3359e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0015    
 87/224 [==========>...................] - ETA: 0s - loss: 0.0012
129/224 [================>.............] - ETA: 0s - loss: 0.0011
170/224 [=====================>........] - ETA: 0s - loss: 0.0027
212/224 [===========================>..] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0033
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 7.3894e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0059    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0039
126/224 [===============>..............] - ETA: 0s - loss: 0.0036
167/224 [=====================>........] - ETA: 0s - loss: 0.0040
208/224 [==========================>...] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0033
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.2649e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0068    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0058
125/224 [===============>..............] - ETA: 0s - loss: 0.0041
168/224 [=====================>........] - ETA: 0s - loss: 0.0042
205/224 [==========================>...] - ETA: 0s - loss: 0.0036
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
-> test with GAN.predict
GAN tn, fp: 550, 6
GAN fn, tp: 0, 21
GAN f1 score: 0.875
GAN cohens kappa score: 0.870

-> test with 'LR'
LR tn, fp: 533, 23
LR fn, tp: 0, 21
LR f1 score: 0.646
LR cohens kappa score: 0.628
LR average precision score: 0.906

-> test with 'RF'
RF tn, fp: 555, 1
RF fn, tp: 0, 21
RF f1 score: 0.977
RF cohens kappa score: 0.976

-> test with 'GB'
GB tn, fp: 555, 1
GB fn, tp: 0, 21
GB f1 score: 0.977
GB cohens kappa score: 0.976

-> test with 'KNN'
KNN tn, fp: 547, 9
KNN fn, tp: 0, 21
KNN f1 score: 0.824
KNN cohens kappa score: 0.816


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

------ Step 4/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 43s - loss: 1.9654e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0075     
 83/224 [==========>...................] - ETA: 0s - loss: 0.0051
123/224 [===============>..............] - ETA: 0s - loss: 0.0044
162/224 [====================>.........] - ETA: 0s - loss: 0.0045
203/224 [==========================>...] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0050
 42/224 [====>.........................] - ETA: 0s - loss: 0.0032
 83/224 [==========>...................] - ETA: 0s - loss: 0.0024
121/224 [===============>..............] - ETA: 0s - loss: 0.0020
161/224 [====================>.........] - ETA: 0s - loss: 0.0018
202/224 [==========================>...] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 2.1782e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0033    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0024
123/224 [===============>..............] - ETA: 0s - loss: 0.0023
161/224 [====================>.........] - ETA: 0s - loss: 0.0026
198/224 [=========================>....] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.5391e-05
 36/224 [===>..........................] - ETA: 0s - loss: 3.9607e-04
 72/224 [========>.....................] - ETA: 0s - loss: 0.0012    
111/224 [=============>................] - ETA: 0s - loss: 9.6158e-04
150/224 [===================>..........] - ETA: 0s - loss: 0.0017    
190/224 [========================>.....] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.8143e-05
 38/224 [====>.........................] - ETA: 0s - loss: 0.0021    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0016
120/224 [===============>..............] - ETA: 0s - loss: 0.0019
160/224 [====================>.........] - ETA: 0s - loss: 0.0017
201/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.5590e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0027    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0017
123/224 [===============>..............] - ETA: 0s - loss: 0.0017
163/224 [====================>.........] - ETA: 0s - loss: 0.0017
204/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 8.0731e-04
 39/224 [====>.........................] - ETA: 0s - loss: 5.1186e-04
 75/224 [=========>....................] - ETA: 0s - loss: 3.8916e-04
112/224 [==============>...............] - ETA: 0s - loss: 0.0016    
152/224 [===================>..........] - ETA: 0s - loss: 0.0013
191/224 [========================>.....] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0015
 40/224 [====>.........................] - ETA: 0s - loss: 7.2814e-04
 81/224 [=========>....................] - ETA: 0s - loss: 6.2846e-04
121/224 [===============>..............] - ETA: 0s - loss: 7.1219e-04
162/224 [====================>.........] - ETA: 0s - loss: 6.2200e-04
202/224 [==========================>...] - ETA: 0s - loss: 8.6482e-04
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0046
 40/224 [====>.........................] - ETA: 0s - loss: 5.1265e-04
 80/224 [=========>....................] - ETA: 0s - loss: 5.9931e-04
119/224 [==============>...............] - ETA: 0s - loss: 0.0010    
160/224 [====================>.........] - ETA: 0s - loss: 9.5807e-04
200/224 [=========================>....] - ETA: 0s - loss: 9.2262e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.9183e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.6670e-04
 42/224 [====>.........................] - ETA: 0s - loss: 3.3852e-04
 81/224 [=========>....................] - ETA: 0s - loss: 6.3704e-04
120/224 [===============>..............] - ETA: 0s - loss: 5.2011e-04
161/224 [====================>.........] - ETA: 0s - loss: 4.9605e-04
202/224 [==========================>...] - ETA: 0s - loss: 8.2501e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.9942e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 550, 10
LR fn, tp: 1, 20
LR f1 score: 0.784
LR cohens kappa score: 0.775
LR average precision score: 0.935

-> test with 'RF'
RF tn, fp: 558, 2
RF fn, tp: 0, 21
RF f1 score: 0.955
RF cohens kappa score: 0.953

-> test with 'GB'
GB tn, fp: 558, 2
GB fn, tp: 0, 21
GB f1 score: 0.955
GB cohens kappa score: 0.953

-> test with 'KNN'
KNN tn, fp: 553, 7
KNN fn, tp: 0, 21
KNN f1 score: 0.857
KNN cohens kappa score: 0.851


------ Step 4/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 45s - loss: 3.0584e-04
 34/224 [===>..........................] - ETA: 0s - loss: 0.0014     
 69/224 [========>.....................] - ETA: 0s - loss: 0.0019
107/224 [=============>................] - ETA: 0s - loss: 0.0029
147/224 [==================>...........] - ETA: 0s - loss: 0.0031
186/224 [=======================>......] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 1s 1ms/step - loss: 0.0023
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0023
 40/224 [====>.........................] - ETA: 0s - loss: 8.6431e-04
 80/224 [=========>....................] - ETA: 0s - loss: 0.0021    
118/224 [==============>...............] - ETA: 0s - loss: 0.0021
158/224 [====================>.........] - ETA: 0s - loss: 0.0017
198/224 [=========================>....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.1864e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0017
117/224 [==============>...............] - ETA: 0s - loss: 0.0014
150/224 [===================>..........] - ETA: 0s - loss: 0.0015
184/224 [=======================>......] - ETA: 0s - loss: 0.0014
218/224 [============================>.] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0011
 41/224 [====>.........................] - ETA: 0s - loss: 0.0014
 82/224 [=========>....................] - ETA: 0s - loss: 9.7095e-04
117/224 [==============>...............] - ETA: 0s - loss: 8.3428e-04
153/224 [===================>..........] - ETA: 0s - loss: 0.0012    
189/224 [========================>.....] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 8.1264e-06
 40/224 [====>.........................] - ETA: 0s - loss: 6.9278e-04
 81/224 [=========>....................] - ETA: 0s - loss: 8.7818e-04
119/224 [==============>...............] - ETA: 0s - loss: 8.0218e-04
157/224 [====================>.........] - ETA: 0s - loss: 0.0012    
197/224 [=========================>....] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 7.4500e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0019    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0014
121/224 [===============>..............] - ETA: 0s - loss: 0.0010
159/224 [====================>.........] - ETA: 0s - loss: 9.3673e-04
197/224 [=========================>....] - ETA: 0s - loss: 9.7892e-04
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.5063e-06
 41/224 [====>.........................] - ETA: 0s - loss: 2.6471e-04
 81/224 [=========>....................] - ETA: 0s - loss: 5.8733e-04
122/224 [===============>..............] - ETA: 0s - loss: 5.4675e-04
162/224 [====================>.........] - ETA: 0s - loss: 7.7136e-04
202/224 [==========================>...] - ETA: 0s - loss: 9.0455e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.9835e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 6.6957e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 73/224 [========>.....................] - ETA: 0s - loss: 0.0010
108/224 [=============>................] - ETA: 0s - loss: 8.2407e-04
144/224 [==================>...........] - ETA: 0s - loss: 9.1184e-04
184/224 [=======================>......] - ETA: 0s - loss: 8.5170e-04
223/224 [============================>.] - ETA: 0s - loss: 8.1748e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.1529e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.0277e-04
 41/224 [====>.........................] - ETA: 0s - loss: 7.1841e-04
 80/224 [=========>....................] - ETA: 0s - loss: 7.9552e-04
121/224 [===============>..............] - ETA: 0s - loss: 6.8414e-04
161/224 [====================>.........] - ETA: 0s - loss: 7.1081e-04
200/224 [=========================>....] - ETA: 0s - loss: 7.0162e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.6919e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 9.7979e-07
 41/224 [====>.........................] - ETA: 0s - loss: 9.2333e-04
 81/224 [=========>....................] - ETA: 0s - loss: 6.2853e-04
120/224 [===============>..............] - ETA: 0s - loss: 6.3207e-04
161/224 [====================>.........] - ETA: 0s - loss: 7.0781e-04
200/224 [=========================>....] - ETA: 0s - loss: 6.5695e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.8874e-04
-> test with GAN.predict
GAN tn, fp: 559, 1
GAN fn, tp: 0, 21
GAN f1 score: 0.977
GAN cohens kappa score: 0.976

-> test with 'LR'
LR tn, fp: 538, 22
LR fn, tp: 0, 21
LR f1 score: 0.656
LR cohens kappa score: 0.639
LR average precision score: 0.958

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 1, 20
RF f1 score: 0.976
RF cohens kappa score: 0.975

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 1, 20
GB f1 score: 0.976
GB cohens kappa score: 0.975

-> test with 'KNN'
KNN tn, fp: 554, 6
KNN fn, tp: 0, 21
KNN f1 score: 0.875
KNN cohens kappa score: 0.870


------ Step 4/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 50s - loss: 3.9887e-05
 34/224 [===>..........................] - ETA: 0s - loss: 0.0018     
 72/224 [========>.....................] - ETA: 0s - loss: 0.0022
108/224 [=============>................] - ETA: 0s - loss: 0.0018
144/224 [==================>...........] - ETA: 0s - loss: 0.0018
180/224 [=======================>......] - ETA: 0s - loss: 0.0019
215/224 [===========================>..] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 1s 1ms/step - loss: 0.0018
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 9.6975e-05
 33/224 [===>..........................] - ETA: 0s - loss: 0.0012    
 69/224 [========>.....................] - ETA: 0s - loss: 9.8182e-04
103/224 [============>.................] - ETA: 0s - loss: 8.6992e-04
138/224 [=================>............] - ETA: 0s - loss: 0.0015    
174/224 [======================>.......] - ETA: 0s - loss: 0.0013
204/224 [==========================>...] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 2.8763e-04
 36/224 [===>..........................] - ETA: 0s - loss: 9.7488e-04
 70/224 [========>.....................] - ETA: 0s - loss: 8.8657e-04
105/224 [=============>................] - ETA: 0s - loss: 9.4929e-04
140/224 [=================>............] - ETA: 0s - loss: 0.0012    
177/224 [======================>.......] - ETA: 0s - loss: 0.0011
216/224 [===========================>..] - ETA: 0s - loss: 9.9943e-04
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.1347e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0021    
 72/224 [========>.....................] - ETA: 0s - loss: 0.0013
109/224 [=============>................] - ETA: 0s - loss: 9.7658e-04
145/224 [==================>...........] - ETA: 0s - loss: 9.7766e-04
182/224 [=======================>......] - ETA: 0s - loss: 0.0012    
218/224 [============================>.] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 7.2233e-05
 34/224 [===>..........................] - ETA: 0s - loss: 9.5133e-04
 63/224 [=======>......................] - ETA: 0s - loss: 8.2442e-04
 95/224 [===========>..................] - ETA: 0s - loss: 7.3744e-04
134/224 [================>.............] - ETA: 0s - loss: 8.0317e-04
169/224 [=====================>........] - ETA: 0s - loss: 8.7126e-04
204/224 [==========================>...] - ETA: 0s - loss: 0.0010    
224/224 [==============================] - 0s 1ms/step - loss: 9.5091e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.1177e-05
 29/224 [==>...........................] - ETA: 0s - loss: 0.0017    
 59/224 [======>.......................] - ETA: 0s - loss: 0.0016
 89/224 [==========>...................] - ETA: 0s - loss: 0.0012
122/224 [===============>..............] - ETA: 0s - loss: 0.0011
159/224 [====================>.........] - ETA: 0s - loss: 9.4634e-04
195/224 [=========================>....] - ETA: 0s - loss: 8.0509e-04
224/224 [==============================] - 0s 2ms/step - loss: 7.9031e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 5.1550e-06
 34/224 [===>..........................] - ETA: 0s - loss: 9.0142e-04
 66/224 [=======>......................] - ETA: 0s - loss: 9.9699e-04
101/224 [============>.................] - ETA: 0s - loss: 9.1488e-04
135/224 [=================>............] - ETA: 0s - loss: 8.7602e-04
164/224 [====================>.........] - ETA: 0s - loss: 7.9773e-04
197/224 [=========================>....] - ETA: 0s - loss: 7.6238e-04
224/224 [==============================] - 0s 2ms/step - loss: 6.8278e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 4.2551e-06
 33/224 [===>..........................] - ETA: 0s - loss: 2.5789e-04
 65/224 [=======>......................] - ETA: 0s - loss: 2.2340e-04
 99/224 [============>.................] - ETA: 0s - loss: 4.4870e-04
136/224 [=================>............] - ETA: 0s - loss: 5.4061e-04
174/224 [======================>.......] - ETA: 0s - loss: 5.6544e-04
208/224 [==========================>...] - ETA: 0s - loss: 5.4848e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.8422e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 7.3882e-05
 38/224 [====>.........................] - ETA: 0s - loss: 4.5196e-04
 74/224 [========>.....................] - ETA: 0s - loss: 5.0252e-04
111/224 [=============>................] - ETA: 0s - loss: 7.5887e-04
146/224 [==================>...........] - ETA: 0s - loss: 7.3331e-04
181/224 [=======================>......] - ETA: 0s - loss: 6.7132e-04
216/224 [===========================>..] - ETA: 0s - loss: 5.7987e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.7542e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 6.5849e-04
 36/224 [===>..........................] - ETA: 0s - loss: 4.6767e-04
 72/224 [========>.....................] - ETA: 0s - loss: 3.3811e-04
107/224 [=============>................] - ETA: 0s - loss: 3.6807e-04
142/224 [==================>...........] - ETA: 0s - loss: 3.9965e-04
177/224 [======================>.......] - ETA: 0s - loss: 4.0216e-04
213/224 [===========================>..] - ETA: 0s - loss: 4.5951e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.8604e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 3, 18
GAN f1 score: 0.923
GAN cohens kappa score: 0.920

-> test with 'LR'
LR tn, fp: 546, 14
LR fn, tp: 5, 16
LR f1 score: 0.627
LR cohens kappa score: 0.611
LR average precision score: 0.813

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 6, 15
RF f1 score: 0.833
RF cohens kappa score: 0.828

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 4, 17
GB f1 score: 0.895
GB cohens kappa score: 0.891

-> test with 'KNN'
KNN tn, fp: 553, 7
KNN fn, tp: 1, 20
KNN f1 score: 0.833
KNN cohens kappa score: 0.826


------ Step 4/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 38s - loss: 0.0127
 41/224 [====>.........................] - ETA: 0s - loss: 0.0022 
 81/224 [=========>....................] - ETA: 0s - loss: 0.0023
122/224 [===============>..............] - ETA: 0s - loss: 0.0018
161/224 [====================>.........] - ETA: 0s - loss: 0.0018
202/224 [==========================>...] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 2.2542e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0012
123/224 [===============>..............] - ETA: 0s - loss: 0.0017
165/224 [=====================>........] - ETA: 0s - loss: 0.0021
205/224 [==========================>...] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.4888e-04
 41/224 [====>.........................] - ETA: 0s - loss: 6.9693e-04
 82/224 [=========>....................] - ETA: 0s - loss: 0.0013    
122/224 [===============>..............] - ETA: 0s - loss: 0.0013
162/224 [====================>.........] - ETA: 0s - loss: 0.0013
199/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.0102e-05
 38/224 [====>.........................] - ETA: 0s - loss: 0.0016    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0012
119/224 [==============>...............] - ETA: 0s - loss: 0.0015
160/224 [====================>.........] - ETA: 0s - loss: 0.0014
199/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.5335e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0019    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0016
120/224 [===============>..............] - ETA: 0s - loss: 0.0014
160/224 [====================>.........] - ETA: 0s - loss: 0.0017
196/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.4735e-05
 35/224 [===>..........................] - ETA: 0s - loss: 0.0013    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0010
112/224 [==============>...............] - ETA: 0s - loss: 0.0011
151/224 [===================>..........] - ETA: 0s - loss: 0.0010
191/224 [========================>.....] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 2.7671e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 75/224 [=========>....................] - ETA: 0s - loss: 0.0012
112/224 [==============>...............] - ETA: 0s - loss: 9.5216e-04
153/224 [===================>..........] - ETA: 0s - loss: 7.7015e-04
194/224 [========================>.....] - ETA: 0s - loss: 8.1235e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.3393e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.8966e-04
 41/224 [====>.........................] - ETA: 0s - loss: 5.2410e-04
 82/224 [=========>....................] - ETA: 0s - loss: 5.2039e-04
122/224 [===============>..............] - ETA: 0s - loss: 9.2667e-04
161/224 [====================>.........] - ETA: 0s - loss: 8.5834e-04
201/224 [=========================>....] - ETA: 0s - loss: 7.8138e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.7974e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.7043e-05
 42/224 [====>.........................] - ETA: 0s - loss: 5.8420e-04
 83/224 [==========>...................] - ETA: 0s - loss: 5.4609e-04
124/224 [===============>..............] - ETA: 0s - loss: 6.7235e-04
165/224 [=====================>........] - ETA: 0s - loss: 6.1784e-04
207/224 [==========================>...] - ETA: 0s - loss: 6.7520e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.0512e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.7278e-04
 42/224 [====>.........................] - ETA: 0s - loss: 5.3105e-04
 80/224 [=========>....................] - ETA: 0s - loss: 7.1914e-04
119/224 [==============>...............] - ETA: 0s - loss: 7.0439e-04
158/224 [====================>.........] - ETA: 0s - loss: 7.4246e-04
197/224 [=========================>....] - ETA: 0s - loss: 7.5817e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.5992e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 1, 20
GAN f1 score: 0.976
GAN cohens kappa score: 0.975

-> test with 'LR'
LR tn, fp: 540, 20
LR fn, tp: 0, 21
LR f1 score: 0.677
LR cohens kappa score: 0.661
LR average precision score: 0.913

-> test with 'RF'
RF tn, fp: 559, 1
RF fn, tp: 1, 20
RF f1 score: 0.952
RF cohens kappa score: 0.951

-> test with 'GB'
GB tn, fp: 559, 1
GB fn, tp: 1, 20
GB f1 score: 0.952
GB cohens kappa score: 0.951

-> test with 'KNN'
KNN tn, fp: 554, 6
KNN fn, tp: 1, 20
KNN f1 score: 0.851
KNN cohens kappa score: 0.845


------ Step 4/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2156 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 36s - loss: 1.0723e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0021     
 86/224 [==========>...................] - ETA: 0s - loss: 0.0021
130/224 [================>.............] - ETA: 0s - loss: 0.0019
173/224 [======================>.......] - ETA: 0s - loss: 0.0016
215/224 [===========================>..] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0026
 45/224 [=====>........................] - ETA: 0s - loss: 0.0012
 88/224 [==========>...................] - ETA: 0s - loss: 0.0011
132/224 [================>.............] - ETA: 0s - loss: 0.0011
177/224 [======================>.......] - ETA: 0s - loss: 0.0014
220/224 [============================>.] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.1610e-04
 45/224 [=====>........................] - ETA: 0s - loss: 9.5272e-04
 88/224 [==========>...................] - ETA: 0s - loss: 0.0017    
131/224 [================>.............] - ETA: 0s - loss: 0.0015
176/224 [======================>.......] - ETA: 0s - loss: 0.0014
220/224 [============================>.] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.3858e-04
 45/224 [=====>........................] - ETA: 0s - loss: 3.6742e-04
 88/224 [==========>...................] - ETA: 0s - loss: 5.4274e-04
132/224 [================>.............] - ETA: 0s - loss: 7.1327e-04
175/224 [======================>.......] - ETA: 0s - loss: 6.6174e-04
219/224 [============================>.] - ETA: 0s - loss: 0.0011    
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 5.0020e-04
 46/224 [=====>........................] - ETA: 0s - loss: 6.0816e-04
 89/224 [==========>...................] - ETA: 0s - loss: 5.2879e-04
133/224 [================>.............] - ETA: 0s - loss: 4.7501e-04
177/224 [======================>.......] - ETA: 0s - loss: 9.3626e-04
219/224 [============================>.] - ETA: 0s - loss: 0.0011    
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 7.0247e-06
 45/224 [=====>........................] - ETA: 0s - loss: 3.6358e-04
 84/224 [==========>...................] - ETA: 0s - loss: 8.5418e-04
123/224 [===============>..............] - ETA: 0s - loss: 8.0533e-04
159/224 [====================>.........] - ETA: 0s - loss: 0.0011    
200/224 [=========================>....] - ETA: 0s - loss: 9.9206e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.8106e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 4.7965e-04
 44/224 [====>.........................] - ETA: 0s - loss: 7.5618e-04
 84/224 [==========>...................] - ETA: 0s - loss: 5.8907e-04
121/224 [===============>..............] - ETA: 0s - loss: 4.9585e-04
162/224 [====================>.........] - ETA: 0s - loss: 4.8464e-04
205/224 [==========================>...] - ETA: 0s - loss: 7.0547e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.0077e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.3656e-05
 46/224 [=====>........................] - ETA: 0s - loss: 4.5695e-04
 89/224 [==========>...................] - ETA: 0s - loss: 4.5732e-04
132/224 [================>.............] - ETA: 0s - loss: 4.7410e-04
177/224 [======================>.......] - ETA: 0s - loss: 4.9848e-04
220/224 [============================>.] - ETA: 0s - loss: 7.1252e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.0678e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.7682e-04
 44/224 [====>.........................] - ETA: 0s - loss: 8.4710e-04
 88/224 [==========>...................] - ETA: 0s - loss: 0.0012    
132/224 [================>.............] - ETA: 0s - loss: 0.0010
177/224 [======================>.......] - ETA: 0s - loss: 8.1253e-04
220/224 [============================>.] - ETA: 0s - loss: 8.8659e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.8291e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.7720e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0011    
 86/224 [==========>...................] - ETA: 0s - loss: 7.7561e-04
129/224 [================>.............] - ETA: 0s - loss: 6.2867e-04
171/224 [=====================>........] - ETA: 0s - loss: 6.5772e-04
215/224 [===========================>..] - ETA: 0s - loss: 6.5551e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.4413e-04
-> test with GAN.predict
GAN tn, fp: 555, 1
GAN fn, tp: 2, 19
GAN f1 score: 0.927
GAN cohens kappa score: 0.924

-> test with 'LR'
LR tn, fp: 547, 9
LR fn, tp: 1, 20
LR f1 score: 0.800
LR cohens kappa score: 0.791
LR average precision score: 0.926

-> test with 'RF'
RF tn, fp: 556, 0
RF fn, tp: 3, 18
RF f1 score: 0.923
RF cohens kappa score: 0.920

-> test with 'GB'
GB tn, fp: 556, 0
GB fn, tp: 2, 19
GB f1 score: 0.950
GB cohens kappa score: 0.948

-> test with 'KNN'
KNN tn, fp: 551, 5
KNN fn, tp: 0, 21
KNN f1 score: 0.894
KNN cohens kappa score: 0.889


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

------ Step 5/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 48s - loss: 0.0419
 37/224 [===>..........................] - ETA: 0s - loss: 0.0210 
 78/224 [=========>....................] - ETA: 0s - loss: 0.0110
120/224 [===============>..............] - ETA: 0s - loss: 0.0099
157/224 [====================>.........] - ETA: 0s - loss: 0.0098
198/224 [=========================>....] - ETA: 0s - loss: 0.0084
224/224 [==============================] - 1s 1ms/step - loss: 0.0089
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.3118e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0032    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0058
114/224 [==============>...............] - ETA: 0s - loss: 0.0093
155/224 [===================>..........] - ETA: 0s - loss: 0.0094
193/224 [========================>.....] - ETA: 0s - loss: 0.0087
224/224 [==============================] - 0s 1ms/step - loss: 0.0083
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.3179e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0096    
 76/224 [=========>....................] - ETA: 0s - loss: 0.0104
118/224 [==============>...............] - ETA: 0s - loss: 0.0086
157/224 [====================>.........] - ETA: 0s - loss: 0.0074
193/224 [========================>.....] - ETA: 0s - loss: 0.0067
224/224 [==============================] - 0s 1ms/step - loss: 0.0070
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0558
 42/224 [====>.........................] - ETA: 0s - loss: 0.0157
 78/224 [=========>....................] - ETA: 0s - loss: 0.0100
117/224 [==============>...............] - ETA: 0s - loss: 0.0101
153/224 [===================>..........] - ETA: 0s - loss: 0.0083
193/224 [========================>.....] - ETA: 0s - loss: 0.0076
224/224 [==============================] - 0s 1ms/step - loss: 0.0070
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0016
 39/224 [====>.........................] - ETA: 0s - loss: 0.0103
 80/224 [=========>....................] - ETA: 0s - loss: 0.0112
119/224 [==============>...............] - ETA: 0s - loss: 0.0084
156/224 [===================>..........] - ETA: 0s - loss: 0.0072
195/224 [=========================>....] - ETA: 0s - loss: 0.0072
224/224 [==============================] - 0s 1ms/step - loss: 0.0065
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 4.6321e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0064    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0044
117/224 [==============>...............] - ETA: 0s - loss: 0.0051
158/224 [====================>.........] - ETA: 0s - loss: 0.0049
195/224 [=========================>....] - ETA: 0s - loss: 0.0055
224/224 [==============================] - 0s 1ms/step - loss: 0.0057
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 0.0248
 42/224 [====>.........................] - ETA: 0s - loss: 0.0056
 77/224 [=========>....................] - ETA: 0s - loss: 0.0079
109/224 [=============>................] - ETA: 0s - loss: 0.0072
139/224 [=================>............] - ETA: 0s - loss: 0.0060
169/224 [=====================>........] - ETA: 0s - loss: 0.0060
206/224 [==========================>...] - ETA: 0s - loss: 0.0053
224/224 [==============================] - 0s 1ms/step - loss: 0.0057
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.3893e-05
 38/224 [====>.........................] - ETA: 0s - loss: 0.0070    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0082
114/224 [==============>...............] - ETA: 0s - loss: 0.0070
156/224 [===================>..........] - ETA: 0s - loss: 0.0062
196/224 [=========================>....] - ETA: 0s - loss: 0.0060
224/224 [==============================] - 0s 1ms/step - loss: 0.0058
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0022
 43/224 [====>.........................] - ETA: 0s - loss: 0.0052
 84/224 [==========>...................] - ETA: 0s - loss: 0.0032
121/224 [===============>..............] - ETA: 0s - loss: 0.0056
162/224 [====================>.........] - ETA: 0s - loss: 0.0050
198/224 [=========================>....] - ETA: 0s - loss: 0.0056
224/224 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 6.1514e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0025    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0019
117/224 [==============>...............] - ETA: 0s - loss: 0.0049
157/224 [====================>.........] - ETA: 0s - loss: 0.0046
198/224 [=========================>....] - ETA: 0s - loss: 0.0044
224/224 [==============================] - 0s 1ms/step - loss: 0.0049
-> test with GAN.predict
GAN tn, fp: 559, 1
GAN fn, tp: 2, 19
GAN f1 score: 0.927
GAN cohens kappa score: 0.924

-> test with 'LR'
LR tn, fp: 544, 16
LR fn, tp: 0, 21
LR f1 score: 0.724
LR cohens kappa score: 0.711
LR average precision score: 0.959

-> test with 'RF'
RF tn, fp: 559, 1
RF fn, tp: 2, 19
RF f1 score: 0.927
RF cohens kappa score: 0.924

-> test with 'GB'
GB tn, fp: 558, 2
GB fn, tp: 0, 21
GB f1 score: 0.955
GB cohens kappa score: 0.953

-> test with 'KNN'
KNN tn, fp: 555, 5
KNN fn, tp: 0, 21
KNN f1 score: 0.894
KNN cohens kappa score: 0.889


------ Step 5/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 48s - loss: 8.7873e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0028     
 78/224 [=========>....................] - ETA: 0s - loss: 0.0035
119/224 [==============>...............] - ETA: 0s - loss: 0.0035
159/224 [====================>.........] - ETA: 0s - loss: 0.0029
199/224 [=========================>....] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 1s 1ms/step - loss: 0.0023
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.7329e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0017    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0012
123/224 [===============>..............] - ETA: 0s - loss: 0.0011
163/224 [====================>.........] - ETA: 0s - loss: 0.0015
203/224 [==========================>...] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 6.6592e-06
 39/224 [====>.........................] - ETA: 0s - loss: 0.0020    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0013
118/224 [==============>...............] - ETA: 0s - loss: 0.0013
158/224 [====================>.........] - ETA: 0s - loss: 0.0012
197/224 [=========================>....] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 4.5188e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0011    
 81/224 [=========>....................] - ETA: 0s - loss: 9.7624e-04
115/224 [==============>...............] - ETA: 0s - loss: 8.9488e-04
150/224 [===================>..........] - ETA: 0s - loss: 8.1263e-04
182/224 [=======================>......] - ETA: 0s - loss: 0.0011    
219/224 [============================>.] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 9.5838e-05
 38/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 74/224 [========>.....................] - ETA: 0s - loss: 9.8557e-04
114/224 [==============>...............] - ETA: 0s - loss: 0.0013    
155/224 [===================>..........] - ETA: 0s - loss: 0.0012
196/224 [=========================>....] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 9.9260e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 4.8655e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0010
120/224 [===============>..............] - ETA: 0s - loss: 8.0031e-04
158/224 [====================>.........] - ETA: 0s - loss: 7.0691e-04
197/224 [=========================>....] - ETA: 0s - loss: 6.7809e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.7892e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.5300e-04
 40/224 [====>.........................] - ETA: 0s - loss: 2.9975e-04
 81/224 [=========>....................] - ETA: 0s - loss: 6.6960e-04
120/224 [===============>..............] - ETA: 0s - loss: 8.7447e-04
161/224 [====================>.........] - ETA: 0s - loss: 9.4058e-04
193/224 [========================>.....] - ETA: 0s - loss: 8.3322e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.7465e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0062
 27/224 [==>...........................] - ETA: 0s - loss: 4.0718e-04
 65/224 [=======>......................] - ETA: 0s - loss: 3.5283e-04
105/224 [=============>................] - ETA: 0s - loss: 6.0283e-04
146/224 [==================>...........] - ETA: 0s - loss: 5.9434e-04
186/224 [=======================>......] - ETA: 0s - loss: 7.0047e-04
224/224 [==============================] - ETA: 0s - loss: 6.6618e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.6618e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.7089e-06
 43/224 [====>.........................] - ETA: 0s - loss: 3.6455e-04
 82/224 [=========>....................] - ETA: 0s - loss: 5.2824e-04
122/224 [===============>..............] - ETA: 0s - loss: 6.5320e-04
162/224 [====================>.........] - ETA: 0s - loss: 6.0147e-04
202/224 [==========================>...] - ETA: 0s - loss: 5.9359e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.6275e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.5879e-04
 42/224 [====>.........................] - ETA: 0s - loss: 2.7212e-04
 82/224 [=========>....................] - ETA: 0s - loss: 3.6289e-04
124/224 [===============>..............] - ETA: 0s - loss: 3.8569e-04
164/224 [====================>.........] - ETA: 0s - loss: 5.4334e-04
205/224 [==========================>...] - ETA: 0s - loss: 5.3204e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.4757e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 543, 17
LR fn, tp: 0, 21
LR f1 score: 0.712
LR cohens kappa score: 0.698
LR average precision score: 0.913

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 3, 18
RF f1 score: 0.923
RF cohens kappa score: 0.920

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 2, 19
GB f1 score: 0.950
GB cohens kappa score: 0.948

-> test with 'KNN'
KNN tn, fp: 555, 5
KNN fn, tp: 1, 20
KNN f1 score: 0.870
KNN cohens kappa score: 0.864


------ Step 5/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 42s - loss: 7.4634e-05
 38/224 [====>.........................] - ETA: 0s - loss: 0.0021     
 73/224 [========>.....................] - ETA: 0s - loss: 0.0021
106/224 [=============>................] - ETA: 0s - loss: 0.0026
145/224 [==================>...........] - ETA: 0s - loss: 0.0026
184/224 [=======================>......] - ETA: 0s - loss: 0.0025
224/224 [==============================] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.4975e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0021    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0026
123/224 [===============>..............] - ETA: 0s - loss: 0.0023
164/224 [====================>.........] - ETA: 0s - loss: 0.0024
205/224 [==========================>...] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 6.3105e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0024    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0023
123/224 [===============>..............] - ETA: 0s - loss: 0.0023
161/224 [====================>.........] - ETA: 0s - loss: 0.0021
200/224 [=========================>....] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0043
 41/224 [====>.........................] - ETA: 0s - loss: 9.4917e-04
 81/224 [=========>....................] - ETA: 0s - loss: 0.0010    
121/224 [===============>..............] - ETA: 0s - loss: 0.0013
162/224 [====================>.........] - ETA: 0s - loss: 0.0019
203/224 [==========================>...] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0024
 41/224 [====>.........................] - ETA: 0s - loss: 0.0018
 83/224 [==========>...................] - ETA: 0s - loss: 0.0015
123/224 [===============>..............] - ETA: 0s - loss: 0.0017
164/224 [====================>.........] - ETA: 0s - loss: 0.0016
206/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.5467e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0014    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0012
123/224 [===============>..............] - ETA: 0s - loss: 0.0013
164/224 [====================>.........] - ETA: 0s - loss: 0.0013
205/224 [==========================>...] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.9457e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0016    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0016
124/224 [===============>..............] - ETA: 0s - loss: 0.0015
160/224 [====================>.........] - ETA: 0s - loss: 0.0014
200/224 [=========================>....] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 9.0617e-05
 43/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 84/224 [==========>...................] - ETA: 0s - loss: 8.5320e-04
125/224 [===============>..............] - ETA: 0s - loss: 9.1644e-04
158/224 [====================>.........] - ETA: 0s - loss: 0.0010    
192/224 [========================>.....] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.2990e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0011    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0010
118/224 [==============>...............] - ETA: 0s - loss: 0.0010
160/224 [====================>.........] - ETA: 0s - loss: 9.1154e-04
201/224 [=========================>....] - ETA: 0s - loss: 8.9531e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.1336e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.1257e-05
 43/224 [====>.........................] - ETA: 0s - loss: 9.7105e-04
 81/224 [=========>....................] - ETA: 0s - loss: 8.0247e-04
121/224 [===============>..............] - ETA: 0s - loss: 8.0367e-04
161/224 [====================>.........] - ETA: 0s - loss: 8.4745e-04
203/224 [==========================>...] - ETA: 0s - loss: 8.7768e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.6194e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 544, 16
LR fn, tp: 1, 20
LR f1 score: 0.702
LR cohens kappa score: 0.687
LR average precision score: 0.870

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 1, 20
RF f1 score: 0.976
RF cohens kappa score: 0.975

-> test with 'GB'
GB tn, fp: 560, 0
GB fn, tp: 0, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 553, 7
KNN fn, tp: 0, 21
KNN f1 score: 0.857
KNN cohens kappa score: 0.851


------ Step 5/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2152 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 44s - loss: 4.6994e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0025     
 82/224 [=========>....................] - ETA: 0s - loss: 0.0015
123/224 [===============>..............] - ETA: 0s - loss: 0.0011
161/224 [====================>.........] - ETA: 0s - loss: 0.0010
201/224 [=========================>....] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.7760e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 83/224 [==========>...................] - ETA: 0s - loss: 8.6158e-04
124/224 [===============>..............] - ETA: 0s - loss: 8.5708e-04
164/224 [====================>.........] - ETA: 0s - loss: 7.8524e-04
205/224 [==========================>...] - ETA: 0s - loss: 7.2189e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.7801e-04
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 5.6544e-04
 39/224 [====>.........................] - ETA: 0s - loss: 6.0602e-04
 79/224 [=========>....................] - ETA: 0s - loss: 4.8584e-04
119/224 [==============>...............] - ETA: 0s - loss: 6.2658e-04
160/224 [====================>.........] - ETA: 0s - loss: 5.9168e-04
199/224 [=========================>....] - ETA: 0s - loss: 5.3494e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.6740e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.7548e-06
 41/224 [====>.........................] - ETA: 0s - loss: 2.2068e-04
 81/224 [=========>....................] - ETA: 0s - loss: 4.6923e-04
122/224 [===============>..............] - ETA: 0s - loss: 4.4680e-04
163/224 [====================>.........] - ETA: 0s - loss: 4.8731e-04
204/224 [==========================>...] - ETA: 0s - loss: 4.7932e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.8692e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 5.9792e-05
 41/224 [====>.........................] - ETA: 0s - loss: 3.7629e-04
 81/224 [=========>....................] - ETA: 0s - loss: 4.5052e-04
121/224 [===============>..............] - ETA: 0s - loss: 4.3037e-04
162/224 [====================>.........] - ETA: 0s - loss: 4.0152e-04
203/224 [==========================>...] - ETA: 0s - loss: 3.9697e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.0388e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 3.1567e-05
 40/224 [====>.........................] - ETA: 0s - loss: 4.5639e-04
 75/224 [=========>....................] - ETA: 0s - loss: 4.6620e-04
113/224 [==============>...............] - ETA: 0s - loss: 3.8445e-04
150/224 [===================>..........] - ETA: 0s - loss: 3.6954e-04
191/224 [========================>.....] - ETA: 0s - loss: 3.7778e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.6865e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 0.0010
 42/224 [====>.........................] - ETA: 0s - loss: 2.5513e-04
 83/224 [==========>...................] - ETA: 0s - loss: 3.4323e-04
124/224 [===============>..............] - ETA: 0s - loss: 3.3622e-04
165/224 [=====================>........] - ETA: 0s - loss: 3.0137e-04
199/224 [=========================>....] - ETA: 0s - loss: 3.5660e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.4506e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 5.4483e-08
 34/224 [===>..........................] - ETA: 0s - loss: 1.8039e-04
 75/224 [=========>....................] - ETA: 0s - loss: 2.5652e-04
116/224 [==============>...............] - ETA: 0s - loss: 3.3132e-04
154/224 [===================>..........] - ETA: 0s - loss: 3.0483e-04
192/224 [========================>.....] - ETA: 0s - loss: 2.9792e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.9681e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 2.3956e-04
 42/224 [====>.........................] - ETA: 0s - loss: 1.8317e-04
 82/224 [=========>....................] - ETA: 0s - loss: 2.4902e-04
123/224 [===============>..............] - ETA: 0s - loss: 2.7816e-04
164/224 [====================>.........] - ETA: 0s - loss: 2.5570e-04
204/224 [==========================>...] - ETA: 0s - loss: 2.6815e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.5767e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 0.0014
 38/224 [====>.........................] - ETA: 0s - loss: 2.6988e-04
 79/224 [=========>....................] - ETA: 0s - loss: 2.3194e-04
119/224 [==============>...............] - ETA: 0s - loss: 2.6598e-04
160/224 [====================>.........] - ETA: 0s - loss: 2.7205e-04
200/224 [=========================>....] - ETA: 0s - loss: 2.4635e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.4053e-04
-> test with GAN.predict
GAN tn, fp: 558, 2
GAN fn, tp: 1, 20
GAN f1 score: 0.930
GAN cohens kappa score: 0.928

-> test with 'LR'
LR tn, fp: 539, 21
LR fn, tp: 1, 20
LR f1 score: 0.645
LR cohens kappa score: 0.627
LR average precision score: 0.881

-> test with 'RF'
RF tn, fp: 558, 2
RF fn, tp: 1, 20
RF f1 score: 0.930
RF cohens kappa score: 0.928

-> test with 'GB'
GB tn, fp: 558, 2
GB fn, tp: 1, 20
GB f1 score: 0.930
GB cohens kappa score: 0.928

-> test with 'KNN'
KNN tn, fp: 551, 9
KNN fn, tp: 0, 21
KNN f1 score: 0.824
KNN cohens kappa score: 0.816


------ Step 5/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2156 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/224 [..............................] - ETA: 37s - loss: 3.1831e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0012     
 76/224 [=========>....................] - ETA: 0s - loss: 0.0043
111/224 [=============>................] - ETA: 0s - loss: 0.0033
148/224 [==================>...........] - ETA: 0s - loss: 0.0026
181/224 [=======================>......] - ETA: 0s - loss: 0.0025
202/224 [==========================>...] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 1s 2ms/step - loss: 0.0023
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 2.2252e-05
 23/224 [==>...........................] - ETA: 0s - loss: 6.0798e-04
 40/224 [====>.........................] - ETA: 0s - loss: 6.8588e-04
 64/224 [=======>......................] - ETA: 0s - loss: 0.0030    
 91/224 [===========>..................] - ETA: 0s - loss: 0.0024
123/224 [===============>..............] - ETA: 0s - loss: 0.0025
151/224 [===================>..........] - ETA: 0s - loss: 0.0022
188/224 [========================>.....] - ETA: 0s - loss: 0.0020
219/224 [============================>.] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 2ms/step - loss: 0.0020
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0100
 24/224 [==>...........................] - ETA: 0s - loss: 0.0031
 46/224 [=====>........................] - ETA: 0s - loss: 0.0024
 72/224 [========>.....................] - ETA: 0s - loss: 0.0025
 96/224 [===========>..................] - ETA: 0s - loss: 0.0021
117/224 [==============>...............] - ETA: 0s - loss: 0.0018
140/224 [=================>............] - ETA: 0s - loss: 0.0026
161/224 [====================>.........] - ETA: 0s - loss: 0.0023
180/224 [=======================>......] - ETA: 0s - loss: 0.0021
202/224 [==========================>...] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 1s 2ms/step - loss: 0.0019
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 8.1610e-05
 17/224 [=>............................] - ETA: 0s - loss: 5.4886e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0026    
 50/224 [=====>........................] - ETA: 0s - loss: 0.0021
 64/224 [=======>......................] - ETA: 0s - loss: 0.0017
 82/224 [=========>....................] - ETA: 0s - loss: 0.0029
100/224 [============>.................] - ETA: 0s - loss: 0.0025
118/224 [==============>...............] - ETA: 0s - loss: 0.0022
135/224 [=================>............] - ETA: 0s - loss: 0.0020
149/224 [==================>...........] - ETA: 0s - loss: 0.0019
168/224 [=====================>........] - ETA: 0s - loss: 0.0017
188/224 [========================>.....] - ETA: 0s - loss: 0.0016
204/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 1s 3ms/step - loss: 0.0014
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.4359e-05
 23/224 [==>...........................] - ETA: 0s - loss: 6.8349e-04
 45/224 [=====>........................] - ETA: 0s - loss: 0.0020    
 68/224 [========>.....................] - ETA: 0s - loss: 0.0019
 93/224 [===========>..................] - ETA: 0s - loss: 0.0019
118/224 [==============>...............] - ETA: 0s - loss: 0.0017
145/224 [==================>...........] - ETA: 0s - loss: 0.0015
173/224 [======================>.......] - ETA: 0s - loss: 0.0014
202/224 [==========================>...] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 2ms/step - loss: 0.0012
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.2962e-06
 29/224 [==>...........................] - ETA: 0s - loss: 0.0022    
 53/224 [======>.......................] - ETA: 0s - loss: 0.0014
 75/224 [=========>....................] - ETA: 0s - loss: 0.0012
100/224 [============>.................] - ETA: 0s - loss: 0.0015
123/224 [===============>..............] - ETA: 0s - loss: 0.0014
149/224 [==================>...........] - ETA: 0s - loss: 0.0015
176/224 [======================>.......] - ETA: 0s - loss: 0.0014
202/224 [==========================>...] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 2ms/step - loss: 0.0013
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 4.6881e-04
 28/224 [==>...........................] - ETA: 0s - loss: 0.0013    
 55/224 [======>.......................] - ETA: 0s - loss: 9.9554e-04
 83/224 [==========>...................] - ETA: 0s - loss: 7.8522e-04
110/224 [=============>................] - ETA: 0s - loss: 7.3292e-04
137/224 [=================>............] - ETA: 0s - loss: 8.8499e-04
164/224 [====================>.........] - ETA: 0s - loss: 9.2763e-04
191/224 [========================>.....] - ETA: 0s - loss: 8.4080e-04
217/224 [============================>.] - ETA: 0s - loss: 0.0012    
224/224 [==============================] - 0s 2ms/step - loss: 0.0011
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 6.7599e-04
 27/224 [==>...........................] - ETA: 0s - loss: 9.5878e-04
 52/224 [=====>........................] - ETA: 0s - loss: 6.3231e-04
 79/224 [=========>....................] - ETA: 0s - loss: 4.8574e-04
105/224 [=============>................] - ETA: 0s - loss: 8.9956e-04
128/224 [================>.............] - ETA: 0s - loss: 0.0011    
154/224 [===================>..........] - ETA: 0s - loss: 9.8250e-04
178/224 [======================>.......] - ETA: 0s - loss: 0.0011    
197/224 [=========================>....] - ETA: 0s - loss: 0.0011
214/224 [===========================>..] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 2ms/step - loss: 0.0010
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 4.9741e-04
 21/224 [=>............................] - ETA: 0s - loss: 2.9685e-04
 33/224 [===>..........................] - ETA: 0s - loss: 2.7087e-04
 44/224 [====>.........................] - ETA: 0s - loss: 3.1765e-04
 56/224 [======>.......................] - ETA: 0s - loss: 5.6501e-04
 71/224 [========>.....................] - ETA: 0s - loss: 5.1957e-04
 89/224 [==========>...................] - ETA: 0s - loss: 4.8322e-04
107/224 [=============>................] - ETA: 0s - loss: 4.3149e-04
125/224 [===============>..............] - ETA: 0s - loss: 3.9670e-04
143/224 [==================>...........] - ETA: 0s - loss: 5.4461e-04
161/224 [====================>.........] - ETA: 0s - loss: 5.2615e-04
179/224 [======================>.......] - ETA: 0s - loss: 4.9696e-04
200/224 [=========================>....] - ETA: 0s - loss: 4.9701e-04
220/224 [============================>.] - ETA: 0s - loss: 6.4003e-04
224/224 [==============================] - 1s 3ms/step - loss: 7.3046e-04
Epoch 10/10

  1/224 [..............................] - ETA: 1s - loss: 5.0502e-05
 17/224 [=>............................] - ETA: 0s - loss: 0.0019    
 34/224 [===>..........................] - ETA: 0s - loss: 0.0011
 51/224 [=====>........................] - ETA: 0s - loss: 0.0014
 69/224 [========>.....................] - ETA: 0s - loss: 0.0011
 87/224 [==========>...................] - ETA: 0s - loss: 9.4806e-04
113/224 [==============>...............] - ETA: 0s - loss: 9.7338e-04
139/224 [=================>............] - ETA: 0s - loss: 9.9971e-04
169/224 [=====================>........] - ETA: 0s - loss: 0.0011    
198/224 [=========================>....] - ETA: 0s - loss: 9.7098e-04
221/224 [============================>.] - ETA: 0s - loss: 8.9718e-04
224/224 [==============================] - 1s 2ms/step - loss: 8.8841e-04
-> test with GAN.predict
GAN tn, fp: 555, 1
GAN fn, tp: 0, 21
GAN f1 score: 0.977
GAN cohens kappa score: 0.976

-> test with 'LR'
LR tn, fp: 542, 14
LR fn, tp: 1, 20
LR f1 score: 0.727
LR cohens kappa score: 0.714
LR average precision score: 0.896

-> test with 'RF'
RF tn, fp: 556, 0
RF fn, tp: 2, 19
RF f1 score: 0.950
RF cohens kappa score: 0.948

-> test with 'GB'
GB tn, fp: 556, 0
GB fn, tp: 0, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 548, 8
KNN fn, tp: 0, 21
KNN f1 score: 0.840
KNN cohens kappa score: 0.833

### Exercise is done.

-----[ LR ]-----
maximum:
LR tn, fp: 552, 23
LR fn, tp: 5, 21
LR f1 score: 0.816
LR cohens kappa score: 0.808
LR average precision score: 0.981


average:
LR tn, fp: 543.16, 16.04
LR fn, tp: 0.8, 20.2
LR f1 score: 0.710
LR cohens kappa score: 0.696
LR average precision score: 0.906


minimum:
LR tn, fp: 533, 8
LR fn, tp: 0, 16
LR f1 score: 0.625
LR cohens kappa score: 0.606
LR average precision score: 0.813


-----[ RF ]-----
maximum:
RF tn, fp: 560, 5
RF fn, tp: 6, 21
RF f1 score: 0.977
RF cohens kappa score: 0.976


average:
RF tn, fp: 558.48, 0.72
RF fn, tp: 1.84, 19.16
RF f1 score: 0.937
RF cohens kappa score: 0.935


minimum:
RF tn, fp: 555, 0
RF fn, tp: 0, 15
RF f1 score: 0.833
RF cohens kappa score: 0.828


-----[ GB ]-----
maximum:
GB tn, fp: 560, 5
GB fn, tp: 4, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000


average:
GB tn, fp: 558.52, 0.68
GB fn, tp: 1.0, 20.0
GB f1 score: 0.960
GB cohens kappa score: 0.958


minimum:
GB tn, fp: 555, 0
GB fn, tp: 0, 17
GB f1 score: 0.870
GB cohens kappa score: 0.864


-----[ KNN ]-----
maximum:
KNN tn, fp: 558, 11
KNN fn, tp: 1, 21
KNN f1 score: 0.955
KNN cohens kappa score: 0.953


average:
KNN tn, fp: 552.8, 6.4
KNN fn, tp: 0.2, 20.8
KNN f1 score: 0.865
KNN cohens kappa score: 0.859


minimum:
KNN tn, fp: 547, 2
KNN fn, tp: 0, 20
KNN f1 score: 0.784
KNN cohens kappa score: 0.775


-----[ GAN ]-----
maximum:
GAN tn, fp: 560, 6
GAN fn, tp: 3, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000


average:
GAN tn, fp: 558.48, 0.72
GAN fn, tp: 0.76, 20.24
GAN f1 score: 0.965
GAN cohens kappa score: 0.964


minimum:
GAN tn, fp: 550, 0
GAN fn, tp: 0, 18
GAN f1 score: 0.875
GAN cohens kappa score: 0.870