ConvGeNBenchmarkResults/data_result/convGAN-majority-5/folding_kr-vs-k-zero-one_vs_draw.log

///////////////////////////////////////////
// Running convGAN-majority-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: 34s - loss: 0.0014
 40/224 [====>.........................] - ETA: 0s - loss: 0.0067 
 84/224 [==========>...................] - ETA: 0s - loss: 0.0075
126/224 [===============>..............] - ETA: 0s - loss: 0.0095
168/224 [=====================>........] - ETA: 0s - loss: 0.0093
210/224 [===========================>..] - ETA: 0s - loss: 0.0092
224/224 [==============================] - 0s 1ms/step - loss: 0.0092
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0013
 42/224 [====>.........................] - ETA: 0s - loss: 0.0081
 83/224 [==========>...................] - ETA: 0s - loss: 0.0062
124/224 [===============>..............] - ETA: 0s - loss: 0.0061
166/224 [=====================>........] - ETA: 0s - loss: 0.0078
207/224 [==========================>...] - ETA: 0s - loss: 0.0078
224/224 [==============================] - 0s 1ms/step - loss: 0.0081
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0158
 43/224 [====>.........................] - ETA: 0s - loss: 0.0057
 85/224 [==========>...................] - ETA: 0s - loss: 0.0051
126/224 [===============>..............] - ETA: 0s - loss: 0.0053
166/224 [=====================>........] - ETA: 0s - loss: 0.0052
206/224 [==========================>...] - ETA: 0s - loss: 0.0058
224/224 [==============================] - 0s 1ms/step - loss: 0.0059
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0027
 43/224 [====>.........................] - ETA: 0s - loss: 0.0034
 85/224 [==========>...................] - ETA: 0s - loss: 0.0028
126/224 [===============>..............] - ETA: 0s - loss: 0.0043
164/224 [====================>.........] - ETA: 0s - loss: 0.0045
200/224 [=========================>....] - ETA: 0s - loss: 0.0051
224/224 [==============================] - 0s 1ms/step - loss: 0.0054
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 4.6541e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0058
123/224 [===============>..............] - ETA: 0s - loss: 0.0052
164/224 [====================>.........] - ETA: 0s - loss: 0.0055
206/224 [==========================>...] - ETA: 0s - loss: 0.0051
224/224 [==============================] - 0s 1ms/step - loss: 0.0049
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 5.4554e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0051    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0043
110/224 [=============>................] - ETA: 0s - loss: 0.0039
149/224 [==================>...........] - ETA: 0s - loss: 0.0037
192/224 [========================>.....] - ETA: 0s - loss: 0.0040
224/224 [==============================] - 0s 1ms/step - loss: 0.0040
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 0.0016
 42/224 [====>.........................] - ETA: 0s - loss: 0.0041
 83/224 [==========>...................] - ETA: 0s - loss: 0.0033
122/224 [===============>..............] - ETA: 0s - loss: 0.0035
161/224 [====================>.........] - ETA: 0s - loss: 0.0029
202/224 [==========================>...] - ETA: 0s - loss: 0.0030
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 9.5787e-04
 34/224 [===>..........................] - ETA: 0s - loss: 0.0043    
 69/224 [========>.....................] - ETA: 0s - loss: 0.0037
102/224 [============>.................] - ETA: 0s - loss: 0.0032
140/224 [=================>............] - ETA: 0s - loss: 0.0029
182/224 [=======================>......] - ETA: 0s - loss: 0.0032
223/224 [============================>.] - ETA: 0s - loss: 0.0030
224/224 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0064
 42/224 [====>.........................] - ETA: 0s - loss: 0.0025
 83/224 [==========>...................] - ETA: 0s - loss: 0.0023
124/224 [===============>..............] - ETA: 0s - loss: 0.0022
166/224 [=====================>........] - ETA: 0s - loss: 0.0024
207/224 [==========================>...] - ETA: 0s - loss: 0.0028
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.6914e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0025    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0032
123/224 [===============>..............] - ETA: 0s - loss: 0.0027
163/224 [====================>.........] - ETA: 0s - loss: 0.0026
200/224 [=========================>....] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
-> 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: 546, 14
LR fn, tp: 2, 19
LR f1 score: 0.704
LR cohens kappa score: 0.690
LR average precision score: 0.864

-> test with 'RF'
RF tn, fp: 560, 0
RF fn, tp: 5, 16
RF f1 score: 0.865
RF cohens kappa score: 0.861

-> 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: 553, 7
KNN fn, tp: 1, 20
KNN f1 score: 0.833
KNN cohens kappa score: 0.826


------ 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: 34s - loss: 0.0012
 41/224 [====>.........................] - ETA: 0s - loss: 0.0055 
 81/224 [=========>....................] - ETA: 0s - loss: 0.0062
119/224 [==============>...............] - ETA: 0s - loss: 0.0058
160/224 [====================>.........] - ETA: 0s - loss: 0.0053
202/224 [==========================>...] - ETA: 0s - loss: 0.0054
224/224 [==============================] - 0s 1ms/step - loss: 0.0051
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.3914e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0073    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0061
120/224 [===============>..............] - ETA: 0s - loss: 0.0051
155/224 [===================>..........] - ETA: 0s - loss: 0.0050
195/224 [=========================>....] - ETA: 0s - loss: 0.0047
224/224 [==============================] - 0s 1ms/step - loss: 0.0045
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 4.6740e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0040    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0032
123/224 [===============>..............] - ETA: 0s - loss: 0.0031
159/224 [====================>.........] - ETA: 0s - loss: 0.0042
194/224 [========================>.....] - ETA: 0s - loss: 0.0038
224/224 [==============================] - 0s 1ms/step - loss: 0.0040
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0031
 39/224 [====>.........................] - ETA: 0s - loss: 0.0039
 81/224 [=========>....................] - ETA: 0s - loss: 0.0046
122/224 [===============>..............] - ETA: 0s - loss: 0.0041
163/224 [====================>.........] - ETA: 0s - loss: 0.0041
203/224 [==========================>...] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.2078e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0049    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0040
124/224 [===============>..............] - ETA: 0s - loss: 0.0031
160/224 [====================>.........] - ETA: 0s - loss: 0.0031
199/224 [=========================>....] - ETA: 0s - loss: 0.0031
224/224 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0275
 43/224 [====>.........................] - ETA: 0s - loss: 0.0033
 84/224 [==========>...................] - ETA: 0s - loss: 0.0033
125/224 [===============>..............] - ETA: 0s - loss: 0.0034
167/224 [=====================>........] - ETA: 0s - loss: 0.0031
208/224 [==========================>...] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 4.1605e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0032    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0030
125/224 [===============>..............] - ETA: 0s - loss: 0.0027
167/224 [=====================>........] - ETA: 0s - loss: 0.0029
209/224 [==========================>...] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0012
 43/224 [====>.........................] - ETA: 0s - loss: 9.1191e-04
 82/224 [=========>....................] - ETA: 0s - loss: 9.9949e-04
123/224 [===============>..............] - ETA: 0s - loss: 0.0022    
162/224 [====================>.........] - ETA: 0s - loss: 0.0024
203/224 [==========================>...] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 7.6134e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0026
118/224 [==============>...............] - ETA: 0s - loss: 0.0024
153/224 [===================>..........] - ETA: 0s - loss: 0.0023
193/224 [========================>.....] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 6.4913e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0015    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0021
122/224 [===============>..............] - ETA: 0s - loss: 0.0020
161/224 [====================>.........] - ETA: 0s - loss: 0.0018
202/224 [==========================>...] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
-> 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: 547, 13
LR fn, tp: 0, 21
LR f1 score: 0.764
LR cohens kappa score: 0.753
LR average precision score: 0.915

-> 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: 557, 3
KNN fn, tp: 0, 21
KNN f1 score: 0.933
KNN cohens kappa score: 0.931


------ 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: 35s - loss: 0.0163
 42/224 [====>.........................] - ETA: 0s - loss: 0.0107 
 84/224 [==========>...................] - ETA: 0s - loss: 0.0078
123/224 [===============>..............] - ETA: 0s - loss: 0.0065
164/224 [====================>.........] - ETA: 0s - loss: 0.0062
206/224 [==========================>...] - ETA: 0s - loss: 0.0059
224/224 [==============================] - 0s 1ms/step - loss: 0.0056
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 2.8157e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0045
124/224 [===============>..............] - ETA: 0s - loss: 0.0045
165/224 [=====================>........] - ETA: 0s - loss: 0.0044
207/224 [==========================>...] - ETA: 0s - loss: 0.0048
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0013
 34/224 [===>..........................] - ETA: 0s - loss: 0.0019
 72/224 [========>.....................] - ETA: 0s - loss: 0.0048
111/224 [=============>................] - ETA: 0s - loss: 0.0054
153/224 [===================>..........] - ETA: 0s - loss: 0.0048
194/224 [========================>.....] - ETA: 0s - loss: 0.0043
224/224 [==============================] - 0s 1ms/step - loss: 0.0043
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0058
 43/224 [====>.........................] - ETA: 0s - loss: 0.0058
 82/224 [=========>....................] - ETA: 0s - loss: 0.0047
121/224 [===============>..............] - ETA: 0s - loss: 0.0046
163/224 [====================>.........] - ETA: 0s - loss: 0.0046
205/224 [==========================>...] - ETA: 0s - loss: 0.0043
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 9.6505e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0017    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0041
123/224 [===============>..............] - ETA: 0s - loss: 0.0044
164/224 [====================>.........] - ETA: 0s - loss: 0.0041
206/224 [==========================>...] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.1648e-07
 42/224 [====>.........................] - ETA: 0s - loss: 0.0036    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0046
123/224 [===============>..............] - ETA: 0s - loss: 0.0038
162/224 [====================>.........] - ETA: 0s - loss: 0.0032
200/224 [=========================>....] - ETA: 0s - loss: 0.0028
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 6.7068e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0017    
 75/224 [=========>....................] - ETA: 0s - loss: 0.0021
117/224 [==============>...............] - ETA: 0s - loss: 0.0017
156/224 [===================>..........] - ETA: 0s - loss: 0.0036
196/224 [=========================>....] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 8.5937e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0031
124/224 [===============>..............] - ETA: 0s - loss: 0.0030
167/224 [=====================>........] - ETA: 0s - loss: 0.0028
209/224 [==========================>...] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0012
 41/224 [====>.........................] - ETA: 0s - loss: 0.0026
 81/224 [=========>....................] - ETA: 0s - loss: 0.0022
122/224 [===============>..............] - ETA: 0s - loss: 0.0022
162/224 [====================>.........] - ETA: 0s - loss: 0.0020
201/224 [=========================>....] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.1844e-04
 40/224 [====>.........................] - ETA: 0s - loss: 4.9818e-04
 81/224 [=========>....................] - ETA: 0s - loss: 0.0018    
122/224 [===============>..............] - ETA: 0s - loss: 0.0019
161/224 [====================>.........] - ETA: 0s - loss: 0.0017
199/224 [=========================>....] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
-> 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: 537, 23
LR fn, tp: 0, 21
LR f1 score: 0.646
LR cohens kappa score: 0.628
LR average precision score: 0.810

-> 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: 559, 1
GB fn, tp: 1, 20
GB f1 score: 0.952
GB cohens kappa score: 0.951

-> 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 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: 39s - loss: 0.0041
 44/224 [====>.........................] - ETA: 0s - loss: 0.0043 
 86/224 [==========>...................] - ETA: 0s - loss: 0.0044
128/224 [================>.............] - ETA: 0s - loss: 0.0043
168/224 [=====================>........] - ETA: 0s - loss: 0.0048
210/224 [===========================>..] - ETA: 0s - loss: 0.0046
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 8.8981e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0065    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0050
125/224 [===============>..............] - ETA: 0s - loss: 0.0044
166/224 [=====================>........] - ETA: 0s - loss: 0.0039
206/224 [==========================>...] - ETA: 0s - loss: 0.0038
224/224 [==============================] - 0s 1ms/step - loss: 0.0040
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0038
 43/224 [====>.........................] - ETA: 0s - loss: 0.0032
 85/224 [==========>...................] - ETA: 0s - loss: 0.0029
125/224 [===============>..............] - ETA: 0s - loss: 0.0028
167/224 [=====================>........] - ETA: 0s - loss: 0.0037
206/224 [==========================>...] - ETA: 0s - loss: 0.0036
224/224 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 6.5219e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0043    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0052
112/224 [==============>...............] - ETA: 0s - loss: 0.0044
153/224 [===================>..........] - ETA: 0s - loss: 0.0037
193/224 [========================>.....] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0015
 42/224 [====>.........................] - ETA: 0s - loss: 8.6812e-04
 82/224 [=========>....................] - ETA: 0s - loss: 0.0020    
122/224 [===============>..............] - ETA: 0s - loss: 0.0023
160/224 [====================>.........] - ETA: 0s - loss: 0.0029
201/224 [=========================>....] - ETA: 0s - loss: 0.0028
224/224 [==============================] - 0s 1ms/step - loss: 0.0028
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0024
 42/224 [====>.........................] - ETA: 0s - loss: 0.0019
 78/224 [=========>....................] - ETA: 0s - loss: 0.0017
118/224 [==============>...............] - ETA: 0s - loss: 0.0032
156/224 [===================>..........] - ETA: 0s - loss: 0.0027
195/224 [=========================>....] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 5.1375e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0040    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0029
122/224 [===============>..............] - ETA: 0s - loss: 0.0024
162/224 [====================>.........] - ETA: 0s - loss: 0.0021
204/224 [==========================>...] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.4074e-04
 41/224 [====>.........................] - ETA: 0s - loss: 9.3878e-04
 83/224 [==========>...................] - ETA: 0s - loss: 9.5199e-04
125/224 [===============>..............] - ETA: 0s - loss: 0.0012    
164/224 [====================>.........] - ETA: 0s - loss: 0.0015
203/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0025
 41/224 [====>.........................] - ETA: 0s - loss: 0.0015
 80/224 [=========>....................] - ETA: 0s - loss: 0.0020
121/224 [===============>..............] - ETA: 0s - loss: 0.0016
161/224 [====================>.........] - ETA: 0s - loss: 0.0015
202/224 [==========================>...] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.0720e-05
 40/224 [====>.........................] - ETA: 0s - loss: 0.0028    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0019
123/224 [===============>..............] - ETA: 0s - loss: 0.0022
164/224 [====================>.........] - ETA: 0s - loss: 0.0020
205/224 [==========================>...] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
-> 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: 541, 19
LR fn, tp: 2, 19
LR f1 score: 0.644
LR cohens kappa score: 0.627
LR average precision score: 0.880

-> test with 'RF'
RF tn, fp: 556, 4
RF fn, tp: 2, 19
RF f1 score: 0.864
RF cohens kappa score: 0.858

-> 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 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: 31s - loss: 3.7319e-07
 39/224 [====>.........................] - ETA: 0s - loss: 0.0048     
 80/224 [=========>....................] - ETA: 0s - loss: 0.0051
121/224 [===============>..............] - ETA: 0s - loss: 0.0047
162/224 [====================>.........] - ETA: 0s - loss: 0.0053
205/224 [==========================>...] - ETA: 0s - loss: 0.0056
224/224 [==============================] - 0s 1ms/step - loss: 0.0057
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0019
 45/224 [=====>........................] - ETA: 0s - loss: 0.0062
 88/224 [==========>...................] - ETA: 0s - loss: 0.0055
129/224 [================>.............] - ETA: 0s - loss: 0.0052
173/224 [======================>.......] - ETA: 0s - loss: 0.0050
216/224 [===========================>..] - ETA: 0s - loss: 0.0047
224/224 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.7579e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0048    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0035
129/224 [================>.............] - ETA: 0s - loss: 0.0038
173/224 [======================>.......] - ETA: 0s - loss: 0.0043
214/224 [===========================>..] - ETA: 0s - loss: 0.0043
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 5.7391e-04
 45/224 [=====>........................] - ETA: 0s - loss: 0.0046    
 89/224 [==========>...................] - ETA: 0s - loss: 0.0048
133/224 [================>.............] - ETA: 0s - loss: 0.0042
176/224 [======================>.......] - ETA: 0s - loss: 0.0038
219/224 [============================>.] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0010
 41/224 [====>.........................] - ETA: 0s - loss: 0.0018
 83/224 [==========>...................] - ETA: 0s - loss: 0.0038
125/224 [===============>..............] - ETA: 0s - loss: 0.0030
170/224 [=====================>........] - ETA: 0s - loss: 0.0031
214/224 [===========================>..] - ETA: 0s - loss: 0.0030
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 4.1556e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0025    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0022
127/224 [================>.............] - ETA: 0s - loss: 0.0029
169/224 [=====================>........] - ETA: 0s - loss: 0.0030
211/224 [===========================>..] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0028
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 4.2334e-05
 44/224 [====>.........................] - ETA: 0s - loss: 0.0044    
 89/224 [==========>...................] - ETA: 0s - loss: 0.0030
132/224 [================>.............] - ETA: 0s - loss: 0.0026
175/224 [======================>.......] - ETA: 0s - loss: 0.0027
219/224 [============================>.] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 3.8697e-04
 46/224 [=====>........................] - ETA: 0s - loss: 0.0019    
 91/224 [===========>..................] - ETA: 0s - loss: 0.0019
129/224 [================>.............] - ETA: 0s - loss: 0.0021
163/224 [====================>.........] - ETA: 0s - loss: 0.0021
198/224 [=========================>....] - ETA: 0s - loss: 0.0022
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.5122e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0012
127/224 [================>.............] - ETA: 0s - loss: 0.0011
169/224 [=====================>........] - ETA: 0s - loss: 0.0012
214/224 [===========================>..] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.0422e-04
 45/224 [=====>........................] - ETA: 0s - loss: 0.0017    
 87/224 [==========>...................] - ETA: 0s - loss: 0.0015
127/224 [================>.............] - ETA: 0s - loss: 0.0013
167/224 [=====================>........] - ETA: 0s - loss: 0.0020
207/224 [==========================>...] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
-> 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: 541, 15
LR fn, tp: 0, 21
LR f1 score: 0.737
LR cohens kappa score: 0.724
LR average precision score: 0.989

-> 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: 550, 6
KNN fn, tp: 0, 21
KNN f1 score: 0.875
KNN cohens kappa score: 0.870


====== 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: 37s - loss: 0.0060
 43/224 [====>.........................] - ETA: 0s - loss: 0.0045 
 84/224 [==========>...................] - ETA: 0s - loss: 0.0047
126/224 [===============>..............] - ETA: 0s - loss: 0.0044
168/224 [=====================>........] - ETA: 0s - loss: 0.0044
209/224 [==========================>...] - ETA: 0s - loss: 0.0044
224/224 [==============================] - 0s 1ms/step - loss: 0.0043
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0021
 40/224 [====>.........................] - ETA: 0s - loss: 0.0020
 81/224 [=========>....................] - ETA: 0s - loss: 0.0029
120/224 [===============>..............] - ETA: 0s - loss: 0.0030
159/224 [====================>.........] - ETA: 0s - loss: 0.0040
200/224 [=========================>....] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0013
 40/224 [====>.........................] - ETA: 0s - loss: 0.0018
 80/224 [=========>....................] - ETA: 0s - loss: 0.0032
118/224 [==============>...............] - ETA: 0s - loss: 0.0030
160/224 [====================>.........] - ETA: 0s - loss: 0.0033
201/224 [=========================>....] - ETA: 0s - loss: 0.0033
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.9506e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0026    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0031
116/224 [==============>...............] - ETA: 0s - loss: 0.0030
150/224 [===================>..........] - ETA: 0s - loss: 0.0027
191/224 [========================>.....] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 4.0057e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0027    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0030
122/224 [===============>..............] - ETA: 0s - loss: 0.0030
163/224 [====================>.........] - ETA: 0s - loss: 0.0026
202/224 [==========================>...] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0026
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 9.1570e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0031    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0025
121/224 [===============>..............] - ETA: 0s - loss: 0.0024
162/224 [====================>.........] - ETA: 0s - loss: 0.0023
202/224 [==========================>...] - ETA: 0s - loss: 0.0022
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 0.0020
 42/224 [====>.........................] - ETA: 0s - loss: 0.0015
 83/224 [==========>...................] - ETA: 0s - loss: 0.0018
124/224 [===============>..............] - ETA: 0s - loss: 0.0020
164/224 [====================>.........] - ETA: 0s - loss: 0.0024
205/224 [==========================>...] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0342
 41/224 [====>.........................] - ETA: 0s - loss: 0.0035
 81/224 [=========>....................] - ETA: 0s - loss: 0.0023
120/224 [===============>..............] - ETA: 0s - loss: 0.0019
161/224 [====================>.........] - ETA: 0s - loss: 0.0017
198/224 [=========================>....] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 4.7024e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0016
122/224 [===============>..............] - ETA: 0s - loss: 0.0017
163/224 [====================>.........] - ETA: 0s - loss: 0.0016
204/224 [==========================>...] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 3.6558e-05
 40/224 [====>.........................] - ETA: 0s - loss: 9.4284e-04
 78/224 [=========>....................] - ETA: 0s - loss: 0.0016    
116/224 [==============>...............] - ETA: 0s - loss: 0.0018
154/224 [===================>..........] - ETA: 0s - loss: 0.0016
195/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
-> 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: 546, 14
LR fn, tp: 1, 20
LR f1 score: 0.727
LR cohens kappa score: 0.715
LR average precision score: 0.934

-> 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: 551, 9
KNN fn, tp: 0, 21
KNN f1 score: 0.824
KNN cohens kappa score: 0.816


------ 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: 38s - loss: 0.0013
 43/224 [====>.........................] - ETA: 0s - loss: 0.0027 
 81/224 [=========>....................] - ETA: 0s - loss: 0.0030
122/224 [===============>..............] - ETA: 0s - loss: 0.0025
160/224 [====================>.........] - ETA: 0s - loss: 0.0046
201/224 [=========================>....] - ETA: 0s - loss: 0.0044
224/224 [==============================] - 0s 1ms/step - loss: 0.0043
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.1946e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0023    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0026
115/224 [==============>...............] - ETA: 0s - loss: 0.0024
157/224 [====================>.........] - ETA: 0s - loss: 0.0022
198/224 [=========================>....] - ETA: 0s - loss: 0.0038
224/224 [==============================] - 0s 1ms/step - loss: 0.0040
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 9.9014e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0020    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0030
120/224 [===============>..............] - ETA: 0s - loss: 0.0025
155/224 [===================>..........] - ETA: 0s - loss: 0.0024
195/224 [=========================>....] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 5.2556e-04
 33/224 [===>..........................] - ETA: 0s - loss: 0.0026    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0019
111/224 [=============>................] - ETA: 0s - loss: 0.0021
153/224 [===================>..........] - ETA: 0s - loss: 0.0020
190/224 [========================>.....] - ETA: 0s - loss: 0.0034
224/224 [==============================] - 0s 1ms/step - loss: 0.0033
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0046
 41/224 [====>.........................] - ETA: 0s - loss: 0.0031
 78/224 [=========>....................] - ETA: 0s - loss: 0.0025
120/224 [===============>..............] - ETA: 0s - loss: 0.0021
156/224 [===================>..........] - ETA: 0s - loss: 0.0020
197/224 [=========================>....] - ETA: 0s - loss: 0.0033
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 5.1321e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0019
109/224 [=============>................] - ETA: 0s - loss: 0.0020
145/224 [==================>...........] - ETA: 0s - loss: 0.0020
181/224 [=======================>......] - ETA: 0s - loss: 0.0019
221/224 [============================>.] - ETA: 0s - loss: 0.0028
224/224 [==============================] - 0s 1ms/step - loss: 0.0028
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 0.0059
 41/224 [====>.........................] - ETA: 0s - loss: 0.0025
 77/224 [=========>....................] - ETA: 0s - loss: 0.0024
117/224 [==============>...............] - ETA: 0s - loss: 0.0019
153/224 [===================>..........] - ETA: 0s - loss: 0.0017
193/224 [========================>.....] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0270
 42/224 [====>.........................] - ETA: 0s - loss: 0.0033
 80/224 [=========>....................] - ETA: 0s - loss: 0.0021
119/224 [==============>...............] - ETA: 0s - loss: 0.0019
159/224 [====================>.........] - ETA: 0s - loss: 0.0017
196/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.5653e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0014    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0011
118/224 [==============>...............] - ETA: 0s - loss: 0.0013
157/224 [====================>.........] - ETA: 0s - loss: 0.0012
194/224 [========================>.....] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 0.0222
 40/224 [====>.........................] - ETA: 0s - loss: 0.0011
 72/224 [========>.....................] - ETA: 0s - loss: 0.0015
112/224 [==============>...............] - ETA: 0s - loss: 0.0014
149/224 [==================>...........] - ETA: 0s - loss: 0.0012
187/224 [========================>.....] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
-> 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: 554, 6
LR fn, tp: 2, 19
LR f1 score: 0.826
LR cohens kappa score: 0.819
LR average precision score: 0.930

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

-> 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: 557, 3
KNN fn, tp: 2, 19
KNN f1 score: 0.884
KNN cohens kappa score: 0.879


------ 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: 37s - loss: 0.0012
 43/224 [====>.........................] - ETA: 0s - loss: 0.0040 
 84/224 [==========>...................] - ETA: 0s - loss: 0.0080
126/224 [===============>..............] - ETA: 0s - loss: 0.0080
168/224 [=====================>........] - ETA: 0s - loss: 0.0065
209/224 [==========================>...] - ETA: 0s - loss: 0.0062
224/224 [==============================] - 0s 1ms/step - loss: 0.0060
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0058
 42/224 [====>.........................] - ETA: 0s - loss: 0.0054
 83/224 [==========>...................] - ETA: 0s - loss: 0.0063
124/224 [===============>..............] - ETA: 0s - loss: 0.0053
165/224 [=====================>........] - ETA: 0s - loss: 0.0057
205/224 [==========================>...] - ETA: 0s - loss: 0.0053
224/224 [==============================] - 0s 1ms/step - loss: 0.0053
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0033
 42/224 [====>.........................] - ETA: 0s - loss: 0.0051
 81/224 [=========>....................] - ETA: 0s - loss: 0.0035
123/224 [===============>..............] - ETA: 0s - loss: 0.0037
164/224 [====================>.........] - ETA: 0s - loss: 0.0049
204/224 [==========================>...] - ETA: 0s - loss: 0.0047
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0022
 41/224 [====>.........................] - ETA: 0s - loss: 0.0031
 80/224 [=========>....................] - ETA: 0s - loss: 0.0046
122/224 [===============>..............] - ETA: 0s - loss: 0.0043
163/224 [====================>.........] - ETA: 0s - loss: 0.0047
204/224 [==========================>...] - ETA: 0s - loss: 0.0043
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0031
 38/224 [====>.........................] - ETA: 0s - loss: 0.0052
 76/224 [=========>....................] - ETA: 0s - loss: 0.0044
116/224 [==============>...............] - ETA: 0s - loss: 0.0039
156/224 [===================>..........] - ETA: 0s - loss: 0.0038
197/224 [=========================>....] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 9.5776e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0029    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0038
125/224 [===============>..............] - ETA: 0s - loss: 0.0037
165/224 [=====================>........] - ETA: 0s - loss: 0.0032
207/224 [==========================>...] - ETA: 0s - loss: 0.0031
224/224 [==============================] - 0s 1ms/step - loss: 0.0032
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 2.5229e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0035    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0028
122/224 [===============>..............] - ETA: 0s - loss: 0.0031
163/224 [====================>.........] - ETA: 0s - loss: 0.0030
199/224 [=========================>....] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0028
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.2854e-04
 36/224 [===>..........................] - ETA: 0s - loss: 0.0036    
 75/224 [=========>....................] - ETA: 0s - loss: 0.0026
117/224 [==============>...............] - ETA: 0s - loss: 0.0026
158/224 [====================>.........] - ETA: 0s - loss: 0.0022
199/224 [=========================>....] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 9.6045e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0015    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0022
123/224 [===============>..............] - ETA: 0s - loss: 0.0017
166/224 [=====================>........] - ETA: 0s - loss: 0.0022
207/224 [==========================>...] - ETA: 0s - loss: 0.0022
224/224 [==============================] - 0s 1ms/step - loss: 0.0021
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.1503e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0020    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0016
120/224 [===============>..............] - ETA: 0s - loss: 0.0021
161/224 [====================>.........] - ETA: 0s - loss: 0.0020
201/224 [=========================>....] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
-> 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: 0.907

-> 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: 1, 20
KNN f1 score: 0.930
KNN cohens kappa score: 0.928


------ 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: 38s - loss: 2.0082e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0039     
 80/224 [=========>....................] - ETA: 0s - loss: 0.0084
122/224 [===============>..............] - ETA: 0s - loss: 0.0068
162/224 [====================>.........] - ETA: 0s - loss: 0.0057
199/224 [=========================>....] - ETA: 0s - loss: 0.0049
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.1674e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0025
115/224 [==============>...............] - ETA: 0s - loss: 0.0026
151/224 [===================>..........] - ETA: 0s - loss: 0.0023
192/224 [========================>.....] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0019
 43/224 [====>.........................] - ETA: 0s - loss: 0.0022
 84/224 [==========>...................] - ETA: 0s - loss: 0.0028
119/224 [==============>...............] - ETA: 0s - loss: 0.0024
160/224 [====================>.........] - ETA: 0s - loss: 0.0025
196/224 [=========================>....] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0017
 40/224 [====>.........................] - ETA: 0s - loss: 0.0087
 68/224 [========>.....................] - ETA: 0s - loss: 0.0062
103/224 [============>.................] - ETA: 0s - loss: 0.0047
135/224 [=================>............] - ETA: 0s - loss: 0.0043
167/224 [=====================>........] - ETA: 0s - loss: 0.0041
202/224 [==========================>...] - ETA: 0s - loss: 0.0036
224/224 [==============================] - 0s 2ms/step - loss: 0.0033
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0026
 38/224 [====>.........................] - ETA: 0s - loss: 0.0023
 78/224 [=========>....................] - ETA: 0s - loss: 0.0020
113/224 [==============>...............] - ETA: 0s - loss: 0.0022
154/224 [===================>..........] - ETA: 0s - loss: 0.0039
192/224 [========================>.....] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0032
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.0235e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0078    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0051
119/224 [==============>...............] - ETA: 0s - loss: 0.0039
156/224 [===================>..........] - ETA: 0s - loss: 0.0034
197/224 [=========================>....] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0028
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 7.6160e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0023    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0023
115/224 [==============>...............] - ETA: 0s - loss: 0.0019
156/224 [===================>..........] - ETA: 0s - loss: 0.0016
198/224 [=========================>....] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0026
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.1863e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0011    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0031
122/224 [===============>..............] - ETA: 0s - loss: 0.0027
161/224 [====================>.........] - ETA: 0s - loss: 0.0024
197/224 [=========================>....] - ETA: 0s - loss: 0.0022
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 7.9264e-04
 35/224 [===>..........................] - ETA: 0s - loss: 0.0014    
 70/224 [========>.....................] - ETA: 0s - loss: 0.0011
109/224 [=============>................] - ETA: 0s - loss: 0.0014
145/224 [==================>...........] - ETA: 0s - loss: 0.0025
188/224 [========================>.....] - ETA: 0s - loss: 0.0022
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.0501e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0035    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0026
116/224 [==============>...............] - ETA: 0s - loss: 0.0021
156/224 [===================>..........] - ETA: 0s - loss: 0.0017
190/224 [========================>.....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
-> test with GAN.predict
GAN tn, fp: 553, 7
GAN fn, tp: 0, 21
GAN f1 score: 0.857
GAN cohens kappa score: 0.851

-> 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: 0.872

-> 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: 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 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: 35s - loss: 9.6074e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0079     
 75/224 [=========>....................] - ETA: 0s - loss: 0.0095
111/224 [=============>................] - ETA: 0s - loss: 0.0082
149/224 [==================>...........] - ETA: 0s - loss: 0.0094
183/224 [=======================>......] - ETA: 0s - loss: 0.0094
219/224 [============================>.] - ETA: 0s - loss: 0.0093
224/224 [==============================] - 0s 1ms/step - loss: 0.0096
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0170
 34/224 [===>..........................] - ETA: 0s - loss: 0.0095
 69/224 [========>.....................] - ETA: 0s - loss: 0.0101
108/224 [=============>................] - ETA: 0s - loss: 0.0093
142/224 [==================>...........] - ETA: 0s - loss: 0.0090
180/224 [=======================>......] - ETA: 0s - loss: 0.0098
214/224 [===========================>..] - ETA: 0s - loss: 0.0089
224/224 [==============================] - 0s 1ms/step - loss: 0.0086
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 3.7501e-04
 29/224 [==>...........................] - ETA: 0s - loss: 0.0085    
 51/224 [=====>........................] - ETA: 0s - loss: 0.0090
 71/224 [========>.....................] - ETA: 0s - loss: 0.0081
 88/224 [==========>...................] - ETA: 0s - loss: 0.0078
109/224 [=============>................] - ETA: 0s - loss: 0.0070
138/224 [=================>............] - ETA: 0s - loss: 0.0071
166/224 [=====================>........] - ETA: 0s - loss: 0.0076
196/224 [=========================>....] - ETA: 0s - loss: 0.0074
222/224 [============================>.] - ETA: 0s - loss: 0.0076
224/224 [==============================] - 0s 2ms/step - loss: 0.0076
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0058
 25/224 [==>...........................] - ETA: 0s - loss: 0.0072
 55/224 [======>.......................] - ETA: 0s - loss: 0.0062
 77/224 [=========>....................] - ETA: 0s - loss: 0.0059
 99/224 [============>.................] - ETA: 0s - loss: 0.0054
123/224 [===============>..............] - ETA: 0s - loss: 0.0060
147/224 [==================>...........] - ETA: 0s - loss: 0.0054
173/224 [======================>.......] - ETA: 0s - loss: 0.0064
195/224 [=========================>....] - ETA: 0s - loss: 0.0067
220/224 [============================>.] - ETA: 0s - loss: 0.0070
224/224 [==============================] - 0s 2ms/step - loss: 0.0070
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.3225e-04
 24/224 [==>...........................] - ETA: 0s - loss: 0.0026    
 41/224 [====>.........................] - ETA: 0s - loss: 0.0061
 59/224 [======>.......................] - ETA: 0s - loss: 0.0064
 78/224 [=========>....................] - ETA: 0s - loss: 0.0064
 98/224 [============>.................] - ETA: 0s - loss: 0.0067
115/224 [==============>...............] - ETA: 0s - loss: 0.0062
138/224 [=================>............] - ETA: 0s - loss: 0.0067
158/224 [====================>.........] - ETA: 0s - loss: 0.0070
170/224 [=====================>........] - ETA: 0s - loss: 0.0067
187/224 [========================>.....] - ETA: 0s - loss: 0.0072
204/224 [==========================>...] - ETA: 0s - loss: 0.0071
221/224 [============================>.] - ETA: 0s - loss: 0.0069
224/224 [==============================] - 1s 3ms/step - loss: 0.0068
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0116
 18/224 [=>............................] - ETA: 0s - loss: 0.0056
 39/224 [====>.........................] - ETA: 0s - loss: 0.0097
 68/224 [========>.....................] - ETA: 0s - loss: 0.0079
 91/224 [===========>..................] - ETA: 0s - loss: 0.0066
113/224 [==============>...............] - ETA: 0s - loss: 0.0068
129/224 [================>.............] - ETA: 0s - loss: 0.0063
148/224 [==================>...........] - ETA: 0s - loss: 0.0058
176/224 [======================>.......] - ETA: 0s - loss: 0.0055
203/224 [==========================>...] - ETA: 0s - loss: 0.0056
224/224 [==============================] - ETA: 0s - loss: 0.0057
224/224 [==============================] - 1s 2ms/step - loss: 0.0057
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 0.0551
 28/224 [==>...........................] - ETA: 0s - loss: 0.0052
 52/224 [=====>........................] - ETA: 0s - loss: 0.0045
 78/224 [=========>....................] - ETA: 0s - loss: 0.0045
 98/224 [============>.................] - ETA: 0s - loss: 0.0041
119/224 [==============>...............] - ETA: 0s - loss: 0.0043
145/224 [==================>...........] - ETA: 0s - loss: 0.0041
164/224 [====================>.........] - ETA: 0s - loss: 0.0045
184/224 [=======================>......] - ETA: 0s - loss: 0.0051
208/224 [==========================>...] - ETA: 0s - loss: 0.0057
224/224 [==============================] - 0s 2ms/step - loss: 0.0056
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.6502e-04
 29/224 [==>...........................] - ETA: 0s - loss: 0.0098    
 53/224 [======>.......................] - ETA: 0s - loss: 0.0077
 80/224 [=========>....................] - ETA: 0s - loss: 0.0062
108/224 [=============>................] - ETA: 0s - loss: 0.0079
136/224 [=================>............] - ETA: 0s - loss: 0.0070
163/224 [====================>.........] - ETA: 0s - loss: 0.0068
191/224 [========================>.....] - ETA: 0s - loss: 0.0062
218/224 [============================>.] - ETA: 0s - loss: 0.0057
224/224 [==============================] - 0s 2ms/step - loss: 0.0057
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0074
 28/224 [==>...........................] - ETA: 0s - loss: 0.0055
 56/224 [======>.......................] - ETA: 0s - loss: 0.0043
 83/224 [==========>...................] - ETA: 0s - loss: 0.0055
110/224 [=============>................] - ETA: 0s - loss: 0.0045
137/224 [=================>............] - ETA: 0s - loss: 0.0041
163/224 [====================>.........] - ETA: 0s - loss: 0.0043
190/224 [========================>.....] - ETA: 0s - loss: 0.0041
218/224 [============================>.] - ETA: 0s - loss: 0.0049
224/224 [==============================] - 0s 2ms/step - loss: 0.0048
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 0.0025
 28/224 [==>...........................] - ETA: 0s - loss: 0.0038
 55/224 [======>.......................] - ETA: 0s - loss: 0.0046
 75/224 [=========>....................] - ETA: 0s - loss: 0.0044
 93/224 [===========>..................] - ETA: 0s - loss: 0.0041
101/224 [============>.................] - ETA: 0s - loss: 0.0044
117/224 [==============>...............] - ETA: 0s - loss: 0.0049
132/224 [================>.............] - ETA: 0s - loss: 0.0048
146/224 [==================>...........] - ETA: 0s - loss: 0.0045
162/224 [====================>.........] - ETA: 0s - loss: 0.0042
180/224 [=======================>......] - ETA: 0s - loss: 0.0044
196/224 [=========================>....] - ETA: 0s - loss: 0.0043
215/224 [===========================>..] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 1s 3ms/step - loss: 0.0044
-> test with GAN.predict
GAN tn, fp: 556, 0
GAN fn, tp: 1, 20
GAN f1 score: 0.976
GAN cohens kappa score: 0.975

-> test with 'LR'
LR tn, fp: 536, 20
LR fn, tp: 0, 21
LR f1 score: 0.677
LR cohens kappa score: 0.661
LR average precision score: 0.911

-> 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: 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 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: 46s - loss: 0.0242
 37/224 [===>..........................] - ETA: 0s - loss: 0.0057 
 78/224 [=========>....................] - ETA: 0s - loss: 0.0047
115/224 [==============>...............] - ETA: 0s - loss: 0.0054
155/224 [===================>..........] - ETA: 0s - loss: 0.0053
194/224 [========================>.....] - ETA: 0s - loss: 0.0049
224/224 [==============================] - 1s 1ms/step - loss: 0.0047
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0170
 42/224 [====>.........................] - ETA: 0s - loss: 0.0026
 79/224 [=========>....................] - ETA: 0s - loss: 0.0050
120/224 [===============>..............] - ETA: 0s - loss: 0.0043
162/224 [====================>.........] - ETA: 0s - loss: 0.0039
197/224 [=========================>....] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0037
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 8.2185e-04
 36/224 [===>..........................] - ETA: 0s - loss: 0.0031    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0041
116/224 [==============>...............] - ETA: 0s - loss: 0.0038
147/224 [==================>...........] - ETA: 0s - loss: 0.0036
181/224 [=======================>......] - ETA: 0s - loss: 0.0033
214/224 [===========================>..] - ETA: 0s - loss: 0.0033
224/224 [==============================] - 0s 1ms/step - loss: 0.0032
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 3.4203e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0022
118/224 [==============>...............] - ETA: 0s - loss: 0.0026
158/224 [====================>.........] - ETA: 0s - loss: 0.0025
193/224 [========================>.....] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0053
 38/224 [====>.........................] - ETA: 0s - loss: 0.0030
 77/224 [=========>....................] - ETA: 0s - loss: 0.0020
117/224 [==============>...............] - ETA: 0s - loss: 0.0022
153/224 [===================>..........] - ETA: 0s - loss: 0.0022
193/224 [========================>.....] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0026
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0033
 37/224 [===>..........................] - ETA: 0s - loss: 0.0027
 77/224 [=========>....................] - ETA: 0s - loss: 0.0026
114/224 [==============>...............] - ETA: 0s - loss: 0.0022
154/224 [===================>..........] - ETA: 0s - loss: 0.0027
191/224 [========================>.....] - ETA: 0s - loss: 0.0025
224/224 [==============================] - ETA: 0s - loss: 0.0022
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 4.8763e-04
 35/224 [===>..........................] - ETA: 0s - loss: 0.0013    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0013
113/224 [==============>...............] - ETA: 0s - loss: 0.0018
150/224 [===================>..........] - ETA: 0s - loss: 0.0020
191/224 [========================>.....] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0021
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.4534e-04
 36/224 [===>..........................] - ETA: 0s - loss: 0.0025    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0019
114/224 [==============>...............] - ETA: 0s - loss: 0.0018
155/224 [===================>..........] - ETA: 0s - loss: 0.0017
195/224 [=========================>....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 7.4590e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0016
120/224 [===============>..............] - ETA: 0s - loss: 0.0018
160/224 [====================>.........] - ETA: 0s - loss: 0.0019
197/224 [=========================>....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.0966e-05
 39/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0019
121/224 [===============>..............] - ETA: 0s - loss: 0.0017
156/224 [===================>..........] - ETA: 0s - loss: 0.0017
189/224 [========================>.....] - ETA: 0s - loss: 0.0017
222/224 [============================>.] - 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: 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: 0.940

-> 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: 552, 8
KNN fn, tp: 0, 21
KNN f1 score: 0.840
KNN cohens kappa score: 0.833


------ 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: 36s - loss: 0.0048
 43/224 [====>.........................] - ETA: 0s - loss: 0.0096 
 85/224 [==========>...................] - ETA: 0s - loss: 0.0092
125/224 [===============>..............] - ETA: 0s - loss: 0.0088
165/224 [=====================>........] - ETA: 0s - loss: 0.0086
205/224 [==========================>...] - ETA: 0s - loss: 0.0083
224/224 [==============================] - 0s 1ms/step - loss: 0.0081
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0014
 41/224 [====>.........................] - ETA: 0s - loss: 0.0086
 83/224 [==========>...................] - ETA: 0s - loss: 0.0069
125/224 [===============>..............] - ETA: 0s - loss: 0.0080
165/224 [=====================>........] - ETA: 0s - loss: 0.0078
207/224 [==========================>...] - ETA: 0s - loss: 0.0070
224/224 [==============================] - 0s 1ms/step - loss: 0.0072
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0016
 42/224 [====>.........................] - ETA: 0s - loss: 0.0051
 81/224 [=========>....................] - ETA: 0s - loss: 0.0064
123/224 [===============>..............] - ETA: 0s - loss: 0.0056
164/224 [====================>.........] - ETA: 0s - loss: 0.0060
206/224 [==========================>...] - ETA: 0s - loss: 0.0062
224/224 [==============================] - 0s 1ms/step - loss: 0.0064
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0375
 41/224 [====>.........................] - ETA: 0s - loss: 0.0070
 76/224 [=========>....................] - ETA: 0s - loss: 0.0049
109/224 [=============>................] - ETA: 0s - loss: 0.0053
145/224 [==================>...........] - ETA: 0s - loss: 0.0055
185/224 [=======================>......] - ETA: 0s - loss: 0.0053
224/224 [==============================] - 0s 1ms/step - loss: 0.0056
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 2.7926e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0029    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0037
120/224 [===============>..............] - ETA: 0s - loss: 0.0055
162/224 [====================>.........] - ETA: 0s - loss: 0.0054
200/224 [=========================>....] - ETA: 0s - loss: 0.0052
224/224 [==============================] - 0s 1ms/step - loss: 0.0049
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0053
 42/224 [====>.........................] - ETA: 0s - loss: 0.0038
 82/224 [=========>....................] - ETA: 0s - loss: 0.0033
121/224 [===============>..............] - ETA: 0s - loss: 0.0027
162/224 [====================>.........] - ETA: 0s - loss: 0.0038
201/224 [=========================>....] - ETA: 0s - loss: 0.0040
224/224 [==============================] - 0s 1ms/step - loss: 0.0043
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 3.1452e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0032    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0047
117/224 [==============>...............] - ETA: 0s - loss: 0.0035
156/224 [===================>..........] - ETA: 0s - loss: 0.0037
195/224 [=========================>....] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0040
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.2788e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0035    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0038
124/224 [===============>..............] - ETA: 0s - loss: 0.0037
164/224 [====================>.........] - ETA: 0s - loss: 0.0035
205/224 [==========================>...] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0051
 42/224 [====>.........................] - ETA: 0s - loss: 0.0019
 83/224 [==========>...................] - ETA: 0s - loss: 0.0023
124/224 [===============>..............] - ETA: 0s - loss: 0.0023
164/224 [====================>.........] - ETA: 0s - loss: 0.0021
205/224 [==========================>...] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.6178e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0037    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0030
124/224 [===============>..............] - ETA: 0s - loss: 0.0028
165/224 [=====================>........] - ETA: 0s - loss: 0.0026
206/224 [==========================>...] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0026
-> 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: 0.895

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

-> 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: 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: 35s - loss: 0.0112
 43/224 [====>.........................] - ETA: 0s - loss: 0.0076 
 85/224 [==========>...................] - ETA: 0s - loss: 0.0056
127/224 [================>.............] - ETA: 0s - loss: 0.0070
164/224 [====================>.........] - ETA: 0s - loss: 0.0065
206/224 [==========================>...] - ETA: 0s - loss: 0.0057
224/224 [==============================] - 0s 1ms/step - loss: 0.0054
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 9.0815e-04
 35/224 [===>..........................] - ETA: 0s - loss: 0.0032    
 68/224 [========>.....................] - ETA: 0s - loss: 0.0037
105/224 [=============>................] - ETA: 0s - loss: 0.0036
147/224 [==================>...........] - ETA: 0s - loss: 0.0035
191/224 [========================>.....] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0031
 42/224 [====>.........................] - ETA: 0s - loss: 0.0025
 81/224 [=========>....................] - ETA: 0s - loss: 0.0049
122/224 [===============>..............] - ETA: 0s - loss: 0.0041
162/224 [====================>.........] - ETA: 0s - loss: 0.0039
202/224 [==========================>...] - ETA: 0s - loss: 0.0045
224/224 [==============================] - 0s 1ms/step - loss: 0.0043
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0012
 42/224 [====>.........................] - ETA: 0s - loss: 0.0040
 83/224 [==========>...................] - ETA: 0s - loss: 0.0035
124/224 [===============>..............] - ETA: 0s - loss: 0.0043
165/224 [=====================>........] - ETA: 0s - loss: 0.0040
205/224 [==========================>...] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0037
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0052
 41/224 [====>.........................] - ETA: 0s - loss: 0.0067
 84/224 [==========>...................] - ETA: 0s - loss: 0.0045
127/224 [================>.............] - ETA: 0s - loss: 0.0037
167/224 [=====================>........] - ETA: 0s - loss: 0.0035
208/224 [==========================>...] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0025
 43/224 [====>.........................] - ETA: 0s - loss: 0.0019
 84/224 [==========>...................] - ETA: 0s - loss: 0.0034
125/224 [===============>..............] - ETA: 0s - loss: 0.0031
166/224 [=====================>........] - ETA: 0s - loss: 0.0030
208/224 [==========================>...] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.0854e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0040    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0028
124/224 [===============>..............] - ETA: 0s - loss: 0.0022
164/224 [====================>.........] - ETA: 0s - loss: 0.0031
206/224 [==========================>...] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.0854e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0017
121/224 [===============>..............] - ETA: 0s - loss: 0.0025
162/224 [====================>.........] - ETA: 0s - loss: 0.0023
201/224 [=========================>....] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0016
 41/224 [====>.........................] - ETA: 0s - loss: 0.0037
 82/224 [=========>....................] - ETA: 0s - loss: 0.0037
124/224 [===============>..............] - ETA: 0s - loss: 0.0031
165/224 [=====================>........] - ETA: 0s - loss: 0.0026
199/224 [=========================>....] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 0.0636
 36/224 [===>..........................] - ETA: 0s - loss: 0.0049
 78/224 [=========>....................] - ETA: 0s - loss: 0.0037
118/224 [==============>...............] - ETA: 0s - loss: 0.0037
160/224 [====================>.........] - ETA: 0s - loss: 0.0029
202/224 [==========================>...] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
-> 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: 537, 23
LR fn, tp: 1, 20
LR f1 score: 0.625
LR cohens kappa score: 0.606
LR average precision score: 0.846

-> 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: 2, 19
GB f1 score: 0.905
GB cohens kappa score: 0.901

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

  1/224 [..............................] - ETA: 42s - loss: 5.3399e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0048     
 83/224 [==========>...................] - ETA: 0s - loss: 0.0042
123/224 [===============>..............] - ETA: 0s - loss: 0.0048
165/224 [=====================>........] - ETA: 0s - loss: 0.0044
202/224 [==========================>...] - ETA: 0s - loss: 0.0045
224/224 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0010
 41/224 [====>.........................] - ETA: 0s - loss: 0.0030
 82/224 [=========>....................] - ETA: 0s - loss: 0.0040
124/224 [===============>..............] - ETA: 0s - loss: 0.0034
165/224 [=====================>........] - ETA: 0s - loss: 0.0037
203/224 [==========================>...] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.5485e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0021
122/224 [===============>..............] - ETA: 0s - loss: 0.0035
162/224 [====================>.........] - ETA: 0s - loss: 0.0034
201/224 [=========================>....] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.1898e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0021    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0021
124/224 [===============>..............] - ETA: 0s - loss: 0.0021
164/224 [====================>.........] - ETA: 0s - loss: 0.0019
204/224 [==========================>...] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 6.3019e-05
 43/224 [====>.........................] - ETA: 0s - loss: 0.0029    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0028
126/224 [===============>..............] - ETA: 0s - loss: 0.0026
168/224 [=====================>........] - ETA: 0s - loss: 0.0025
209/224 [==========================>...] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0056
 40/224 [====>.........................] - ETA: 0s - loss: 0.0029
 81/224 [=========>....................] - ETA: 0s - loss: 0.0023
121/224 [===============>..............] - ETA: 0s - loss: 0.0022
162/224 [====================>.........] - ETA: 0s - loss: 0.0022
202/224 [==========================>...] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 5.8575e-05
 41/224 [====>.........................] - ETA: 0s - loss: 9.0968e-04
 76/224 [=========>....................] - ETA: 0s - loss: 0.0013    
109/224 [=============>................] - ETA: 0s - loss: 0.0017
142/224 [==================>...........] - ETA: 0s - loss: 0.0016
175/224 [======================>.......] - ETA: 0s - loss: 0.0018
214/224 [===========================>..] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.5695e-05
 40/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0018
121/224 [===============>..............] - ETA: 0s - loss: 0.0022
162/224 [====================>.........] - ETA: 0s - loss: 0.0020
203/224 [==========================>...] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0011
 41/224 [====>.........................] - ETA: 0s - loss: 0.0015
 82/224 [=========>....................] - ETA: 0s - loss: 0.0014
123/224 [===============>..............] - ETA: 0s - loss: 0.0013
164/224 [====================>.........] - ETA: 0s - loss: 0.0013
204/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.5291e-04
 41/224 [====>.........................] - ETA: 0s - loss: 8.2460e-04
 80/224 [=========>....................] - ETA: 0s - loss: 0.0015    
121/224 [===============>..............] - ETA: 0s - loss: 0.0015
161/224 [====================>.........] - ETA: 0s - loss: 0.0013
202/224 [==========================>...] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
-> 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: 541, 19
LR fn, tp: 1, 20
LR f1 score: 0.667
LR cohens kappa score: 0.650
LR average precision score: 0.938

-> 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: 556, 4
KNN fn, tp: 0, 21
KNN f1 score: 0.913
KNN cohens kappa score: 0.909


------ 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: 0.0027
 44/224 [====>.........................] - ETA: 0s - loss: 0.0044 
 86/224 [==========>...................] - ETA: 0s - loss: 0.0068
128/224 [================>.............] - ETA: 0s - loss: 0.0057
170/224 [=====================>........] - ETA: 0s - loss: 0.0051
212/224 [===========================>..] - ETA: 0s - loss: 0.0050
224/224 [==============================] - 0s 1ms/step - loss: 0.0054
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0029
 43/224 [====>.........................] - ETA: 0s - loss: 0.0036
 86/224 [==========>...................] - ETA: 0s - loss: 0.0033
129/224 [================>.............] - ETA: 0s - loss: 0.0033
171/224 [=====================>........] - ETA: 0s - loss: 0.0040
214/224 [===========================>..] - ETA: 0s - loss: 0.0044
224/224 [==============================] - 0s 1ms/step - loss: 0.0045
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0035
 43/224 [====>.........................] - ETA: 0s - loss: 0.0054
 85/224 [==========>...................] - ETA: 0s - loss: 0.0044
128/224 [================>.............] - ETA: 0s - loss: 0.0036
170/224 [=====================>........] - ETA: 0s - loss: 0.0039
212/224 [===========================>..] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0040
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0102
 40/224 [====>.........................] - ETA: 0s - loss: 0.0032
 82/224 [=========>....................] - ETA: 0s - loss: 0.0036
125/224 [===============>..............] - ETA: 0s - loss: 0.0031
168/224 [=====================>........] - ETA: 0s - loss: 0.0031
211/224 [===========================>..] - ETA: 0s - loss: 0.0036
224/224 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 6.5397e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0021    
 87/224 [==========>...................] - ETA: 0s - loss: 0.0024
129/224 [================>.............] - ETA: 0s - loss: 0.0033
171/224 [=====================>........] - ETA: 0s - loss: 0.0037
210/224 [===========================>..] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0017
 37/224 [===>..........................] - ETA: 0s - loss: 0.0047
 78/224 [=========>....................] - ETA: 0s - loss: 0.0038
122/224 [===============>..............] - ETA: 0s - loss: 0.0033
167/224 [=====================>........] - ETA: 0s - loss: 0.0026
211/224 [===========================>..] - ETA: 0s - loss: 0.0028
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 0.0011
 44/224 [====>.........................] - ETA: 0s - loss: 0.0019
 87/224 [==========>...................] - ETA: 0s - loss: 0.0018
131/224 [================>.............] - ETA: 0s - loss: 0.0015
175/224 [======================>.......] - ETA: 0s - loss: 0.0021
218/224 [============================>.] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0026
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0037
 39/224 [====>.........................] - ETA: 0s - loss: 0.0030
 81/224 [=========>....................] - ETA: 0s - loss: 0.0021
123/224 [===============>..............] - ETA: 0s - loss: 0.0025
167/224 [=====================>........] - ETA: 0s - loss: 0.0027
208/224 [==========================>...] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 6.3784e-05
 44/224 [====>.........................] - ETA: 0s - loss: 0.0026    
 88/224 [==========>...................] - ETA: 0s - loss: 0.0020
132/224 [================>.............] - ETA: 0s - loss: 0.0020
176/224 [======================>.......] - ETA: 0s - loss: 0.0018
218/224 [============================>.] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.1791e-04
 46/224 [=====>........................] - ETA: 0s - loss: 9.4316e-04
 88/224 [==========>...................] - ETA: 0s - loss: 0.0011    
128/224 [================>.............] - ETA: 0s - loss: 0.0010
171/224 [=====================>........] - ETA: 0s - loss: 0.0015
212/224 [===========================>..] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
-> 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: 532, 24
LR fn, tp: 0, 21
LR f1 score: 0.636
LR cohens kappa score: 0.617
LR average precision score: 0.895

-> 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: 0, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> 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: 0.0013
 42/224 [====>.........................] - ETA: 0s - loss: 0.0039 
 84/224 [==========>...................] - ETA: 0s - loss: 0.0056
125/224 [===============>..............] - ETA: 0s - loss: 0.0056
166/224 [=====================>........] - ETA: 0s - loss: 0.0068
206/224 [==========================>...] - ETA: 0s - loss: 0.0061
224/224 [==============================] - 0s 1ms/step - loss: 0.0065
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0030
 42/224 [====>.........................] - ETA: 0s - loss: 0.0038
 83/224 [==========>...................] - ETA: 0s - loss: 0.0038
124/224 [===============>..............] - ETA: 0s - loss: 0.0052
166/224 [=====================>........] - ETA: 0s - loss: 0.0051
207/224 [==========================>...] - ETA: 0s - loss: 0.0054
224/224 [==============================] - 0s 1ms/step - loss: 0.0053
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0020
 41/224 [====>.........................] - ETA: 0s - loss: 0.0048
 81/224 [=========>....................] - ETA: 0s - loss: 0.0037
119/224 [==============>...............] - ETA: 0s - loss: 0.0051
158/224 [====================>.........] - ETA: 0s - loss: 0.0050
199/224 [=========================>....] - ETA: 0s - loss: 0.0047
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 9.8323e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0023    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0034
114/224 [==============>...............] - ETA: 0s - loss: 0.0037
155/224 [===================>..........] - ETA: 0s - loss: 0.0038
196/224 [=========================>....] - ETA: 0s - loss: 0.0042
224/224 [==============================] - 0s 1ms/step - loss: 0.0042
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0022
 41/224 [====>.........................] - ETA: 0s - loss: 0.0052
 81/224 [=========>....................] - ETA: 0s - loss: 0.0039
121/224 [===============>..............] - ETA: 0s - loss: 0.0038
162/224 [====================>.........] - ETA: 0s - loss: 0.0036
203/224 [==========================>...] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0014
 41/224 [====>.........................] - ETA: 0s - loss: 0.0020
 83/224 [==========>...................] - ETA: 0s - loss: 0.0031
124/224 [===============>..............] - ETA: 0s - loss: 0.0030
165/224 [=====================>........] - ETA: 0s - loss: 0.0027
206/224 [==========================>...] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 2.1731e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0034    
 86/224 [==========>...................] - ETA: 0s - loss: 0.0033
123/224 [===============>..............] - ETA: 0s - loss: 0.0027
157/224 [====================>.........] - ETA: 0s - loss: 0.0028
192/224 [========================>.....] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0052
 43/224 [====>.........................] - ETA: 0s - loss: 0.0024
 83/224 [==========>...................] - ETA: 0s - loss: 0.0024
122/224 [===============>..............] - ETA: 0s - loss: 0.0028
161/224 [====================>.........] - ETA: 0s - loss: 0.0027
201/224 [=========================>....] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0040
 42/224 [====>.........................] - ETA: 0s - loss: 0.0012
 82/224 [=========>....................] - ETA: 0s - loss: 0.0015
123/224 [===============>..............] - ETA: 0s - loss: 0.0022
163/224 [====================>.........] - ETA: 0s - loss: 0.0022
204/224 [==========================>...] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 0.0019
 42/224 [====>.........................] - ETA: 0s - loss: 0.0022
 83/224 [==========>...................] - ETA: 0s - loss: 0.0018
115/224 [==============>...............] - ETA: 0s - loss: 0.0021
153/224 [===================>..........] - ETA: 0s - loss: 0.0020
194/224 [========================>.....] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
-> 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: 547, 13
LR fn, tp: 1, 20
LR f1 score: 0.741
LR cohens kappa score: 0.729
LR average precision score: 0.915

-> 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: 554, 6
KNN fn, tp: 0, 21
KNN f1 score: 0.875
KNN cohens kappa score: 0.870


------ 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: 46s - loss: 0.0036
 42/224 [====>.........................] - ETA: 0s - loss: 0.0045 
 80/224 [=========>....................] - ETA: 0s - loss: 0.0038
118/224 [==============>...............] - ETA: 0s - loss: 0.0040
156/224 [===================>..........] - ETA: 0s - loss: 0.0046
196/224 [=========================>....] - ETA: 0s - loss: 0.0051
224/224 [==============================] - 1s 1ms/step - loss: 0.0050
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0015
 38/224 [====>.........................] - ETA: 0s - loss: 0.0047
 76/224 [=========>....................] - ETA: 0s - loss: 0.0041
117/224 [==============>...............] - ETA: 0s - loss: 0.0044
150/224 [===================>..........] - ETA: 0s - loss: 0.0049
188/224 [========================>.....] - ETA: 0s - loss: 0.0045
224/224 [==============================] - ETA: 0s - loss: 0.0042
224/224 [==============================] - 0s 1ms/step - loss: 0.0042
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0011
 42/224 [====>.........................] - ETA: 0s - loss: 0.0034
 80/224 [=========>....................] - ETA: 0s - loss: 0.0031
120/224 [===============>..............] - ETA: 0s - loss: 0.0033
160/224 [====================>.........] - ETA: 0s - loss: 0.0029
196/224 [=========================>....] - ETA: 0s - loss: 0.0030
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0012
 39/224 [====>.........................] - ETA: 0s - loss: 0.0035
 82/224 [=========>....................] - ETA: 0s - loss: 0.0034
125/224 [===============>..............] - ETA: 0s - loss: 0.0031
168/224 [=====================>........] - ETA: 0s - loss: 0.0033
208/224 [==========================>...] - ETA: 0s - loss: 0.0033
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0017
 38/224 [====>.........................] - ETA: 0s - loss: 0.0036
 79/224 [=========>....................] - ETA: 0s - loss: 0.0033
116/224 [==============>...............] - ETA: 0s - loss: 0.0029
157/224 [====================>.........] - ETA: 0s - loss: 0.0030
197/224 [=========================>....] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.3455e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0030
121/224 [===============>..............] - ETA: 0s - loss: 0.0033
162/224 [====================>.........] - ETA: 0s - loss: 0.0029
198/224 [=========================>....] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.3862e-04
 35/224 [===>..........................] - ETA: 0s - loss: 0.0028    
 67/224 [=======>......................] - ETA: 0s - loss: 0.0027
101/224 [============>.................] - ETA: 0s - loss: 0.0024
135/224 [=================>............] - ETA: 0s - loss: 0.0022
169/224 [=====================>........] - ETA: 0s - loss: 0.0020
203/224 [==========================>...] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 2ms/step - loss: 0.0022
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.6855e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0019    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0024
113/224 [==============>...............] - ETA: 0s - loss: 0.0021
153/224 [===================>..........] - ETA: 0s - loss: 0.0019
190/224 [========================>.....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0021
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.1463e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0025    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0023
120/224 [===============>..............] - ETA: 0s - loss: 0.0021
156/224 [===================>..........] - ETA: 0s - loss: 0.0018
198/224 [=========================>....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 9.2643e-04
 39/224 [====>.........................] - ETA: 0s - loss: 8.6376e-04
 79/224 [=========>....................] - ETA: 0s - loss: 0.0022    
120/224 [===============>..............] - ETA: 0s - loss: 0.0019
154/224 [===================>..........] - ETA: 0s - loss: 0.0017
194/224 [========================>.....] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
-> test with GAN.predict
GAN tn, fp: 558, 2
GAN fn, tp: 0, 21
GAN f1 score: 0.955
GAN cohens kappa score: 0.953

-> test with 'LR'
LR tn, fp: 537, 23
LR fn, tp: 0, 21
LR f1 score: 0.646
LR cohens kappa score: 0.628
LR average precision score: 0.950

-> 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: 556, 4
KNN fn, tp: 0, 21
KNN f1 score: 0.913
KNN cohens kappa score: 0.909


------ 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: 36s - loss: 0.0030
 43/224 [====>.........................] - ETA: 0s - loss: 0.0074 
 85/224 [==========>...................] - ETA: 0s - loss: 0.0061
126/224 [===============>..............] - ETA: 0s - loss: 0.0057
166/224 [=====================>........] - ETA: 0s - loss: 0.0063
207/224 [==========================>...] - ETA: 0s - loss: 0.0060
224/224 [==============================] - 0s 1ms/step - loss: 0.0057
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 8.6060e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0072    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0064
114/224 [==============>...............] - ETA: 0s - loss: 0.0072
156/224 [===================>..........] - ETA: 0s - loss: 0.0061
197/224 [=========================>....] - ETA: 0s - loss: 0.0052
224/224 [==============================] - 0s 1ms/step - loss: 0.0053
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0054
 37/224 [===>..........................] - ETA: 0s - loss: 0.0025
 72/224 [========>.....................] - ETA: 0s - loss: 0.0044
106/224 [=============>................] - ETA: 0s - loss: 0.0039
147/224 [==================>...........] - ETA: 0s - loss: 0.0037
188/224 [========================>.....] - ETA: 0s - loss: 0.0047
224/224 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.0508e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0060    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0054
126/224 [===============>..............] - ETA: 0s - loss: 0.0050
166/224 [=====================>........] - ETA: 0s - loss: 0.0048
207/224 [==========================>...] - ETA: 0s - loss: 0.0044
224/224 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0061
 43/224 [====>.........................] - ETA: 0s - loss: 0.0046
 85/224 [==========>...................] - ETA: 0s - loss: 0.0041
126/224 [===============>..............] - ETA: 0s - loss: 0.0043
166/224 [=====================>........] - ETA: 0s - loss: 0.0036
205/224 [==========================>...] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.8806e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0055    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0045
123/224 [===============>..............] - ETA: 0s - loss: 0.0039
163/224 [====================>.........] - ETA: 0s - loss: 0.0036
204/224 [==========================>...] - ETA: 0s - loss: 0.0038
224/224 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.3305e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0029    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0026
127/224 [================>.............] - ETA: 0s - loss: 0.0025
165/224 [=====================>........] - ETA: 0s - loss: 0.0031
206/224 [==========================>...] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 9.5353e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0023
123/224 [===============>..............] - ETA: 0s - loss: 0.0024
165/224 [=====================>........] - ETA: 0s - loss: 0.0026
207/224 [==========================>...] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0022
 41/224 [====>.........................] - ETA: 0s - loss: 0.0021
 79/224 [=========>....................] - ETA: 0s - loss: 0.0028
120/224 [===============>..............] - ETA: 0s - loss: 0.0032
162/224 [====================>.........] - ETA: 0s - loss: 0.0030
202/224 [==========================>...] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 8.3027e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0031    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0026
126/224 [===============>..............] - ETA: 0s - loss: 0.0025
164/224 [====================>.........] - ETA: 0s - loss: 0.0022
190/224 [========================>.....] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 4, 17
GAN f1 score: 0.895
GAN cohens kappa score: 0.891

-> test with 'LR'
LR tn, fp: 544, 16
LR fn, tp: 4, 17
LR f1 score: 0.630
LR cohens kappa score: 0.613
LR average precision score: 0.788

-> 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: 554, 6
KNN fn, tp: 3, 18
KNN f1 score: 0.800
KNN cohens kappa score: 0.792


------ 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: 46s - loss: 0.2298
 34/224 [===>..........................] - ETA: 0s - loss: 0.0128 
 71/224 [========>.....................] - ETA: 0s - loss: 0.0077
105/224 [=============>................] - ETA: 0s - loss: 0.0061
135/224 [=================>............] - ETA: 0s - loss: 0.0071
163/224 [====================>.........] - ETA: 0s - loss: 0.0070
198/224 [=========================>....] - ETA: 0s - loss: 0.0064
224/224 [==============================] - 1s 2ms/step - loss: 0.0064
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0048
 39/224 [====>.........................] - ETA: 0s - loss: 0.0034
 78/224 [=========>....................] - ETA: 0s - loss: 0.0051
117/224 [==============>...............] - ETA: 0s - loss: 0.0052
153/224 [===================>..........] - ETA: 0s - loss: 0.0058
188/224 [========================>.....] - ETA: 0s - loss: 0.0054
224/224 [==============================] - 0s 1ms/step - loss: 0.0056
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 9.3025e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0035    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0045
115/224 [==============>...............] - ETA: 0s - loss: 0.0041
151/224 [===================>..........] - ETA: 0s - loss: 0.0049
186/224 [=======================>......] - ETA: 0s - loss: 0.0047
222/224 [============================>.] - ETA: 0s - loss: 0.0046
224/224 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 3.9636e-05
 36/224 [===>..........................] - ETA: 0s - loss: 0.0070    
 69/224 [========>.....................] - ETA: 0s - loss: 0.0051
104/224 [============>.................] - ETA: 0s - loss: 0.0039
139/224 [=================>............] - ETA: 0s - loss: 0.0034
175/224 [======================>.......] - ETA: 0s - loss: 0.0037
211/224 [===========================>..] - ETA: 0s - loss: 0.0038
224/224 [==============================] - 0s 1ms/step - loss: 0.0037
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0034
 35/224 [===>..........................] - ETA: 0s - loss: 0.0026
 69/224 [========>.....................] - ETA: 0s - loss: 0.0027
108/224 [=============>................] - ETA: 0s - loss: 0.0024
148/224 [==================>...........] - ETA: 0s - loss: 0.0027
183/224 [=======================>......] - ETA: 0s - loss: 0.0030
219/224 [============================>.] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0032
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 9.8514e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0037    
 69/224 [========>.....................] - ETA: 0s - loss: 0.0026
104/224 [============>.................] - ETA: 0s - loss: 0.0030
138/224 [=================>............] - ETA: 0s - loss: 0.0028
174/224 [======================>.......] - ETA: 0s - loss: 0.0028
204/224 [==========================>...] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 9.6959e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0031    
 75/224 [=========>....................] - ETA: 0s - loss: 0.0026
115/224 [==============>...............] - ETA: 0s - loss: 0.0021
150/224 [===================>..........] - ETA: 0s - loss: 0.0025
190/224 [========================>.....] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0041
 37/224 [===>..........................] - ETA: 0s - loss: 0.0023
 67/224 [=======>......................] - ETA: 0s - loss: 0.0020
 97/224 [===========>..................] - ETA: 0s - loss: 0.0020
126/224 [===============>..............] - ETA: 0s - loss: 0.0022
160/224 [====================>.........] - ETA: 0s - loss: 0.0023
193/224 [========================>.....] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 2ms/step - loss: 0.0021
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 4.4833e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0021    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0017
109/224 [=============>................] - ETA: 0s - loss: 0.0014
146/224 [==================>...........] - ETA: 0s - loss: 0.0015
181/224 [=======================>......] - ETA: 0s - loss: 0.0016
217/224 [============================>.] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 0.0046
 37/224 [===>..........................] - ETA: 0s - loss: 0.0023
 71/224 [========>.....................] - ETA: 0s - loss: 0.0016
105/224 [=============>................] - ETA: 0s - loss: 0.0013
141/224 [=================>............] - ETA: 0s - loss: 0.0014
177/224 [======================>.......] - ETA: 0s - loss: 0.0016
214/224 [===========================>..] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
-> 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: 541, 19
LR fn, tp: 0, 21
LR f1 score: 0.689
LR cohens kappa score: 0.673
LR average precision score: 0.914

-> 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: 555, 5
KNN fn, tp: 1, 20
KNN f1 score: 0.870
KNN cohens kappa score: 0.864


------ 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: 35s - loss: 0.0010
 44/224 [====>.........................] - ETA: 0s - loss: 0.0032 
 86/224 [==========>...................] - ETA: 0s - loss: 0.0036
125/224 [===============>..............] - ETA: 0s - loss: 0.0039
165/224 [=====================>........] - ETA: 0s - loss: 0.0038
201/224 [=========================>....] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0037
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 6.7265e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0032    
 86/224 [==========>...................] - ETA: 0s - loss: 0.0027
129/224 [================>.............] - ETA: 0s - loss: 0.0034
172/224 [======================>.......] - ETA: 0s - loss: 0.0031
214/224 [===========================>..] - ETA: 0s - loss: 0.0030
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0083
 40/224 [====>.........................] - ETA: 0s - loss: 0.0021
 83/224 [==========>...................] - ETA: 0s - loss: 0.0018
124/224 [===============>..............] - ETA: 0s - loss: 0.0018
165/224 [=====================>........] - ETA: 0s - loss: 0.0024
208/224 [==========================>...] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.5589e-05
 46/224 [=====>........................] - ETA: 0s - loss: 0.0034    
 89/224 [==========>...................] - ETA: 0s - loss: 0.0026
132/224 [================>.............] - ETA: 0s - loss: 0.0026
176/224 [======================>.......] - ETA: 0s - loss: 0.0023
219/224 [============================>.] - ETA: 0s - loss: 0.0022
224/224 [==============================] - 0s 1ms/step - loss: 0.0021
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 7.7401e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0010    
 88/224 [==========>...................] - ETA: 0s - loss: 0.0012
131/224 [================>.............] - ETA: 0s - loss: 0.0020
173/224 [======================>.......] - ETA: 0s - loss: 0.0018
209/224 [==========================>...] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 5.6281e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0011    
 71/224 [========>.....................] - ETA: 0s - loss: 0.0012
106/224 [=============>................] - ETA: 0s - loss: 0.0012
144/224 [==================>...........] - ETA: 0s - loss: 0.0016
188/224 [========================>.....] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 3.3345e-05
 45/224 [=====>........................] - ETA: 0s - loss: 0.0014    
 89/224 [==========>...................] - ETA: 0s - loss: 0.0011
133/224 [================>.............] - ETA: 0s - loss: 0.0018
178/224 [======================>.......] - ETA: 0s - loss: 0.0016
222/224 [============================>.] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 6.9666e-05
 43/224 [====>.........................] - ETA: 0s - loss: 0.0011    
 86/224 [==========>...................] - ETA: 0s - loss: 9.4300e-04
130/224 [================>.............] - ETA: 0s - loss: 9.4472e-04
173/224 [======================>.......] - ETA: 0s - loss: 0.0012    
218/224 [============================>.] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.6128e-04
 44/224 [====>.........................] - ETA: 0s - loss: 5.3552e-04
 85/224 [==========>...................] - ETA: 0s - loss: 7.1904e-04
122/224 [===============>..............] - ETA: 0s - loss: 0.0011    
158/224 [====================>.........] - ETA: 0s - loss: 0.0011
198/224 [=========================>....] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 0.0082
 39/224 [====>.........................] - ETA: 0s - loss: 8.8745e-04
 82/224 [=========>....................] - ETA: 0s - loss: 8.3851e-04
123/224 [===============>..............] - ETA: 0s - loss: 8.8752e-04
165/224 [=====================>........] - ETA: 0s - loss: 0.0011    
204/224 [==========================>...] - ETA: 0s - loss: 9.6561e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.1648e-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: 546, 10
LR fn, tp: 1, 20
LR f1 score: 0.784
LR cohens kappa score: 0.775
LR average precision score: 0.930

-> 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: 37s - loss: 0.0014
 42/224 [====>.........................] - ETA: 0s - loss: 0.0072 
 83/224 [==========>...................] - ETA: 0s - loss: 0.0057
125/224 [===============>..............] - ETA: 0s - loss: 0.0056
163/224 [====================>.........] - ETA: 0s - loss: 0.0057
204/224 [==========================>...] - ETA: 0s - loss: 0.0063
224/224 [==============================] - 0s 1ms/step - loss: 0.0059
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 8.2072e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0029    
 72/224 [========>.....................] - ETA: 0s - loss: 0.0048
110/224 [=============>................] - ETA: 0s - loss: 0.0042
151/224 [===================>..........] - ETA: 0s - loss: 0.0042
186/224 [=======================>......] - ETA: 0s - loss: 0.0053
224/224 [==============================] - 0s 1ms/step - loss: 0.0055
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 8.9437e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0033    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0054
121/224 [===============>..............] - ETA: 0s - loss: 0.0051
160/224 [====================>.........] - ETA: 0s - loss: 0.0051
199/224 [=========================>....] - ETA: 0s - loss: 0.0053
224/224 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0020
 41/224 [====>.........................] - ETA: 0s - loss: 0.0079
 80/224 [=========>....................] - ETA: 0s - loss: 0.0060
121/224 [===============>..............] - ETA: 0s - loss: 0.0062
162/224 [====================>.........] - ETA: 0s - loss: 0.0058
200/224 [=========================>....] - ETA: 0s - loss: 0.0052
224/224 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 3.1377e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0061    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0068
119/224 [==============>...............] - ETA: 0s - loss: 0.0059
158/224 [====================>.........] - ETA: 0s - loss: 0.0051
199/224 [=========================>....] - ETA: 0s - loss: 0.0049
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 7.6233e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0064    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0054
126/224 [===============>..............] - ETA: 0s - loss: 0.0043
167/224 [=====================>........] - ETA: 0s - loss: 0.0043
208/224 [==========================>...] - ETA: 0s - loss: 0.0047
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 0.0013
 41/224 [====>.........................] - ETA: 0s - loss: 0.0047
 80/224 [=========>....................] - ETA: 0s - loss: 0.0049
121/224 [===============>..............] - ETA: 0s - loss: 0.0046
162/224 [====================>.........] - ETA: 0s - loss: 0.0052
204/224 [==========================>...] - ETA: 0s - loss: 0.0048
224/224 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0131
 41/224 [====>.........................] - ETA: 0s - loss: 0.0040
 83/224 [==========>...................] - ETA: 0s - loss: 0.0041
123/224 [===============>..............] - ETA: 0s - loss: 0.0032
163/224 [====================>.........] - ETA: 0s - loss: 0.0039
205/224 [==========================>...] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0040
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 4.0950e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0036    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0038
124/224 [===============>..............] - ETA: 0s - loss: 0.0038
162/224 [====================>.........] - ETA: 0s - loss: 0.0044
195/224 [=========================>....] - ETA: 0s - loss: 0.0042
224/224 [==============================] - 0s 1ms/step - loss: 0.0042
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.9264e-05
 39/224 [====>.........................] - ETA: 0s - loss: 0.0048    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0047
120/224 [===============>..............] - ETA: 0s - loss: 0.0039
160/224 [====================>.........] - ETA: 0s - loss: 0.0041
200/224 [=========================>....] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0036
-> 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: 539, 21
LR fn, tp: 0, 21
LR f1 score: 0.667
LR cohens kappa score: 0.650
LR average precision score: 0.960

-> 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: 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: 36s - loss: 0.0025
 43/224 [====>.........................] - ETA: 0s - loss: 0.0022 
 85/224 [==========>...................] - ETA: 0s - loss: 0.0019
124/224 [===============>..............] - ETA: 0s - loss: 0.0030
161/224 [====================>.........] - ETA: 0s - loss: 0.0039
196/224 [=========================>....] - ETA: 0s - loss: 0.0045
224/224 [==============================] - 0s 1ms/step - loss: 0.0048
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0114
 42/224 [====>.........................] - ETA: 0s - loss: 0.0052
 84/224 [==========>...................] - ETA: 0s - loss: 0.0044
125/224 [===============>..............] - ETA: 0s - loss: 0.0044
167/224 [=====================>........] - ETA: 0s - loss: 0.0040
205/224 [==========================>...] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0042
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0019
 43/224 [====>.........................] - ETA: 0s - loss: 0.0038
 84/224 [==========>...................] - ETA: 0s - loss: 0.0031
123/224 [===============>..............] - ETA: 0s - loss: 0.0032
166/224 [=====================>........] - ETA: 0s - loss: 0.0033
206/224 [==========================>...] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0030
 43/224 [====>.........................] - ETA: 0s - loss: 0.0031
 84/224 [==========>...................] - ETA: 0s - loss: 0.0036
125/224 [===============>..............] - ETA: 0s - loss: 0.0032
167/224 [=====================>........] - ETA: 0s - loss: 0.0032
209/224 [==========================>...] - ETA: 0s - loss: 0.0033
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0033
 40/224 [====>.........................] - ETA: 0s - loss: 0.0031
 81/224 [=========>....................] - ETA: 0s - loss: 0.0025
122/224 [===============>..............] - ETA: 0s - loss: 0.0025
163/224 [====================>.........] - ETA: 0s - loss: 0.0023
205/224 [==========================>...] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.2800e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0015    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0024
126/224 [===============>..............] - ETA: 0s - loss: 0.0024
168/224 [=====================>........] - ETA: 0s - loss: 0.0022
208/224 [==========================>...] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0021
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 6.0043e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0019    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0021
109/224 [=============>................] - ETA: 0s - loss: 0.0018
151/224 [===================>..........] - ETA: 0s - loss: 0.0018
194/224 [========================>.....] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.3484e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0014    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0016
125/224 [===============>..............] - ETA: 0s - loss: 0.0014
167/224 [=====================>........] - ETA: 0s - loss: 0.0014
207/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 6.2604e-05
 43/224 [====>.........................] - ETA: 0s - loss: 9.9873e-04
 85/224 [==========>...................] - ETA: 0s - loss: 9.7302e-04
126/224 [===============>..............] - ETA: 0s - loss: 8.3445e-04
168/224 [=====================>........] - ETA: 0s - loss: 0.0011    
210/224 [===========================>..] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.4441e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0014
122/224 [===============>..............] - ETA: 0s - loss: 0.0011
163/224 [====================>.........] - ETA: 0s - loss: 0.0010
203/224 [==========================>...] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
-> 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: 542, 18
LR fn, tp: 0, 21
LR f1 score: 0.700
LR cohens kappa score: 0.685
LR average precision score: 0.901

-> 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: 3, 18
GB f1 score: 0.923
GB cohens kappa score: 0.920

-> 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: 45s - loss: 0.0028
 42/224 [====>.........................] - ETA: 0s - loss: 0.0069 
 82/224 [=========>....................] - ETA: 0s - loss: 0.0078
122/224 [===============>..............] - ETA: 0s - loss: 0.0081
162/224 [====================>.........] - ETA: 0s - loss: 0.0080
205/224 [==========================>...] - ETA: 0s - loss: 0.0073
224/224 [==============================] - 0s 1ms/step - loss: 0.0070
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0032
 41/224 [====>.........................] - ETA: 0s - loss: 0.0034
 81/224 [=========>....................] - ETA: 0s - loss: 0.0049
118/224 [==============>...............] - ETA: 0s - loss: 0.0050
152/224 [===================>..........] - ETA: 0s - loss: 0.0047
184/224 [=======================>......] - ETA: 0s - loss: 0.0059
220/224 [============================>.] - ETA: 0s - loss: 0.0064
224/224 [==============================] - 0s 1ms/step - loss: 0.0063
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.7938e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0035    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0063
120/224 [===============>..............] - ETA: 0s - loss: 0.0064
161/224 [====================>.........] - ETA: 0s - loss: 0.0058
202/224 [==========================>...] - ETA: 0s - loss: 0.0056
224/224 [==============================] - 0s 1ms/step - loss: 0.0058
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0013
 37/224 [===>..........................] - ETA: 0s - loss: 0.0048
 77/224 [=========>....................] - ETA: 0s - loss: 0.0051
117/224 [==============>...............] - ETA: 0s - loss: 0.0049
157/224 [====================>.........] - ETA: 0s - loss: 0.0053
194/224 [========================>.....] - ETA: 0s - loss: 0.0049
224/224 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0022
 36/224 [===>..........................] - ETA: 0s - loss: 0.0041
 74/224 [========>.....................] - ETA: 0s - loss: 0.0037
113/224 [==============>...............] - ETA: 0s - loss: 0.0037
154/224 [===================>..........] - ETA: 0s - loss: 0.0047
192/224 [========================>.....] - ETA: 0s - loss: 0.0048
224/224 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0020
 41/224 [====>.........................] - ETA: 0s - loss: 0.0054
 82/224 [=========>....................] - ETA: 0s - loss: 0.0046
122/224 [===============>..............] - ETA: 0s - loss: 0.0038
163/224 [====================>.........] - ETA: 0s - loss: 0.0047
201/224 [=========================>....] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 8.0094e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0024    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0042
121/224 [===============>..............] - ETA: 0s - loss: 0.0042
162/224 [====================>.........] - ETA: 0s - loss: 0.0037
202/224 [==========================>...] - ETA: 0s - loss: 0.0033
224/224 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 4.1808e-05
 40/224 [====>.........................] - ETA: 0s - loss: 0.0024    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0038
119/224 [==============>...............] - ETA: 0s - loss: 0.0036
158/224 [====================>.........] - ETA: 0s - loss: 0.0032
200/224 [=========================>....] - ETA: 0s - loss: 0.0033
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.5978e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0052    
 75/224 [=========>....................] - ETA: 0s - loss: 0.0041
113/224 [==============>...............] - ETA: 0s - loss: 0.0030
149/224 [==================>...........] - ETA: 0s - loss: 0.0031
185/224 [=======================>......] - ETA: 0s - loss: 0.0029
218/224 [============================>.] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0028
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 3.4256e-04
 35/224 [===>..........................] - ETA: 0s - loss: 0.0016    
 73/224 [========>.....................] - ETA: 0s - loss: 0.0023
112/224 [==============>...............] - ETA: 0s - loss: 0.0021
151/224 [===================>..........] - ETA: 0s - loss: 0.0025
188/224 [========================>.....] - ETA: 0s - loss: 0.0025
223/224 [============================>.] - ETA: 0s - loss: 0.0023
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
-> test with GAN.predict
GAN tn, fp: 558, 2
GAN fn, tp: 0, 21
GAN f1 score: 0.955
GAN cohens kappa score: 0.953

-> 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: 0.856

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

-> 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: 551, 9
KNN fn, tp: 0, 21
KNN f1 score: 0.824
KNN cohens kappa score: 0.816


------ 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: 46s - loss: 1.1154e-05
 35/224 [===>..........................] - ETA: 0s - loss: 0.0091     
 69/224 [========>.....................] - ETA: 0s - loss: 0.0057
100/224 [============>.................] - ETA: 0s - loss: 0.0046
141/224 [=================>............] - ETA: 0s - loss: 0.0049
175/224 [======================>.......] - ETA: 0s - loss: 0.0047
216/224 [===========================>..] - ETA: 0s - loss: 0.0048
224/224 [==============================] - 1s 1ms/step - loss: 0.0047
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 4.3843e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0023    
 76/224 [=========>....................] - ETA: 0s - loss: 0.0018
116/224 [==============>...............] - ETA: 0s - loss: 0.0019
153/224 [===================>..........] - ETA: 0s - loss: 0.0033
193/224 [========================>.....] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 2.7574e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0031    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0029
120/224 [===============>..............] - ETA: 0s - loss: 0.0031
162/224 [====================>.........] - ETA: 0s - loss: 0.0032
200/224 [=========================>....] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0032
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0025
 40/224 [====>.........................] - ETA: 0s - loss: 0.0024
 75/224 [=========>....................] - ETA: 0s - loss: 0.0040
114/224 [==============>...............] - ETA: 0s - loss: 0.0035
155/224 [===================>..........] - ETA: 0s - loss: 0.0032
193/224 [========================>.....] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 0.0288
 38/224 [====>.........................] - ETA: 0s - loss: 0.0029
 78/224 [=========>....................] - ETA: 0s - loss: 0.0023
117/224 [==============>...............] - ETA: 0s - loss: 0.0023
154/224 [===================>..........] - ETA: 0s - loss: 0.0022
192/224 [========================>.....] - ETA: 0s - loss: 0.0024
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0023
 43/224 [====>.........................] - ETA: 0s - loss: 0.0026
 84/224 [==========>...................] - ETA: 0s - loss: 0.0024
121/224 [===============>..............] - ETA: 0s - loss: 0.0022
163/224 [====================>.........] - ETA: 0s - loss: 0.0021
200/224 [=========================>....] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 5.7770e-05
 39/224 [====>.........................] - ETA: 0s - loss: 0.0032    
 75/224 [=========>....................] - ETA: 0s - loss: 0.0023
112/224 [==============>...............] - ETA: 0s - loss: 0.0023
151/224 [===================>..........] - ETA: 0s - loss: 0.0020
187/224 [========================>.....] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.3127e-04
 37/224 [===>..........................] - ETA: 0s - loss: 9.2952e-04
 72/224 [========>.....................] - ETA: 0s - loss: 0.0014    
109/224 [=============>................] - ETA: 0s - loss: 0.0014
142/224 [==================>...........] - ETA: 0s - loss: 0.0015
183/224 [=======================>......] - ETA: 0s - loss: 0.0015
220/224 [============================>.] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 4.5435e-05
 36/224 [===>..........................] - ETA: 0s - loss: 0.0017    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0015
113/224 [==============>...............] - ETA: 0s - loss: 0.0014
154/224 [===================>..........] - ETA: 0s - loss: 0.0015
191/224 [========================>.....] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.2181e-05
 37/224 [===>..........................] - ETA: 0s - loss: 4.0762e-04
 72/224 [========>.....................] - ETA: 0s - loss: 0.0010    
113/224 [==============>...............] - ETA: 0s - loss: 0.0010
153/224 [===================>..........] - ETA: 0s - loss: 0.0010
190/224 [========================>.....] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
-> 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: 538, 22
LR fn, tp: 1, 20
LR f1 score: 0.635
LR cohens kappa score: 0.616
LR average precision score: 0.867

-> 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: 557, 3
GB fn, tp: 1, 20
GB f1 score: 0.909
GB cohens kappa score: 0.906

-> test with 'KNN'
KNN tn, fp: 550, 10
KNN fn, tp: 0, 21
KNN f1 score: 0.808
KNN cohens kappa score: 0.799


------ 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: 38s - loss: 0.1431
 44/224 [====>.........................] - ETA: 0s - loss: 0.0095 
 83/224 [==========>...................] - ETA: 0s - loss: 0.0086
125/224 [===============>..............] - ETA: 0s - loss: 0.0076
169/224 [=====================>........] - ETA: 0s - loss: 0.0070
209/224 [==========================>...] - ETA: 0s - loss: 0.0071
224/224 [==============================] - 0s 1ms/step - loss: 0.0068
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 5.6093e-04
 45/224 [=====>........................] - ETA: 0s - loss: 0.0066    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0060
129/224 [================>.............] - ETA: 0s - loss: 0.0063
170/224 [=====================>........] - ETA: 0s - loss: 0.0056
213/224 [===========================>..] - ETA: 0s - loss: 0.0054
224/224 [==============================] - 0s 1ms/step - loss: 0.0056
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 5.7893e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0051    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0057
129/224 [================>.............] - ETA: 0s - loss: 0.0066
168/224 [=====================>........] - ETA: 0s - loss: 0.0059
212/224 [===========================>..] - ETA: 0s - loss: 0.0054
224/224 [==============================] - 0s 1ms/step - loss: 0.0053
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0414
 36/224 [===>..........................] - ETA: 0s - loss: 0.0041
 77/224 [=========>....................] - ETA: 0s - loss: 0.0031
120/224 [===============>..............] - ETA: 0s - loss: 0.0033
158/224 [====================>.........] - ETA: 0s - loss: 0.0042
202/224 [==========================>...] - ETA: 0s - loss: 0.0048
224/224 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 8.5221e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0031
120/224 [===============>..............] - ETA: 0s - loss: 0.0027
162/224 [====================>.........] - ETA: 0s - loss: 0.0028
205/224 [==========================>...] - ETA: 0s - loss: 0.0040
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 3.4769e-04
 45/224 [=====>........................] - ETA: 0s - loss: 0.0037    
 88/224 [==========>...................] - ETA: 0s - loss: 0.0042
126/224 [===============>..............] - ETA: 0s - loss: 0.0039
167/224 [=====================>........] - ETA: 0s - loss: 0.0040
200/224 [=========================>....] - ETA: 0s - loss: 0.0038
224/224 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 9.5351e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0020    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0023
123/224 [===============>..............] - ETA: 0s - loss: 0.0029
164/224 [====================>.........] - ETA: 0s - loss: 0.0025
202/224 [==========================>...] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0166
 44/224 [====>.........................] - ETA: 0s - loss: 0.0048
 84/224 [==========>...................] - ETA: 0s - loss: 0.0037
128/224 [================>.............] - ETA: 0s - loss: 0.0035
170/224 [=====================>........] - ETA: 0s - loss: 0.0030
209/224 [==========================>...] - ETA: 0s - loss: 0.0031
224/224 [==============================] - 0s 1ms/step - loss: 0.0032
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0030
 46/224 [=====>........................] - ETA: 0s - loss: 0.0049
 87/224 [==========>...................] - ETA: 0s - loss: 0.0038
132/224 [================>.............] - ETA: 0s - loss: 0.0030
171/224 [=====================>........] - ETA: 0s - loss: 0.0027
216/224 [===========================>..] - ETA: 0s - loss: 0.0030
224/224 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.7539e-04
 45/224 [=====>........................] - ETA: 0s - loss: 0.0017    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0020
128/224 [================>.............] - ETA: 0s - loss: 0.0021
167/224 [=====================>........] - ETA: 0s - loss: 0.0029
211/224 [===========================>..] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
-> 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: 0.913

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

-> 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: 554, 24
LR fn, tp: 4, 21
LR f1 score: 0.826
LR cohens kappa score: 0.819
LR average precision score: 0.989


average:
LR tn, fp: 542.28, 16.92
LR fn, tp: 0.76, 20.24
LR f1 score: 0.700
LR cohens kappa score: 0.686
LR average precision score: 0.901


minimum:
LR tn, fp: 532, 6
LR fn, tp: 0, 17
LR f1 score: 0.625
LR cohens kappa score: 0.606
LR average precision score: 0.788


-----[ RF ]-----
maximum:
RF tn, fp: 560, 4
RF fn, tp: 6, 21
RF f1 score: 1.000
RF cohens kappa score: 1.000


average:
RF tn, fp: 558.64, 0.56
RF fn, tp: 1.8, 19.2
RF f1 score: 0.941
RF cohens kappa score: 0.939


minimum:
RF tn, fp: 556, 0
RF fn, tp: 0, 15
RF f1 score: 0.833
RF cohens kappa score: 0.828


-----[ GB ]-----
maximum:
GB tn, fp: 560, 3
GB fn, tp: 4, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000


average:
GB tn, fp: 558.68, 0.52
GB fn, tp: 1.16, 19.84
GB f1 score: 0.959
GB cohens kappa score: 0.958


minimum:
GB tn, fp: 556, 0
GB fn, tp: 0, 17
GB f1 score: 0.895
GB cohens kappa score: 0.891


-----[ KNN ]-----
maximum:
KNN tn, fp: 558, 10
KNN fn, tp: 3, 21
KNN f1 score: 0.933
KNN cohens kappa score: 0.931


average:
KNN tn, fp: 552.96, 6.24
KNN fn, tp: 0.36, 20.64
KNN f1 score: 0.864
KNN cohens kappa score: 0.858


minimum:
KNN tn, fp: 547, 2
KNN fn, tp: 0, 18
KNN f1 score: 0.800
KNN cohens kappa score: 0.792


-----[ GAN ]-----
maximum:
GAN tn, fp: 560, 7
GAN fn, tp: 4, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000


average:
GAN tn, fp: 558.24, 0.96
GAN fn, tp: 0.88, 20.12
GAN f1 score: 0.957
GAN cohens kappa score: 0.955


minimum:
GAN tn, fp: 553, 0
GAN fn, tp: 0, 17
GAN f1 score: 0.857
GAN cohens kappa score: 0.851