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

///////////////////////////////////////////
// Running convGAN-majority-full 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: 44s - loss: 3.3824e-07
 39/224 [====>.........................] - ETA: 0s - loss: 0.0013     
 80/224 [=========>....................] - ETA: 0s - loss: 0.0028
122/224 [===============>..............] - ETA: 0s - loss: 0.0023
162/224 [====================>.........] - ETA: 0s - loss: 0.0021
203/224 [==========================>...] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 6.4814e-07
 41/224 [====>.........................] - ETA: 0s - loss: 9.2203e-04
 81/224 [=========>....................] - ETA: 0s - loss: 6.1597e-04
121/224 [===============>..............] - ETA: 0s - loss: 0.0011    
161/224 [====================>.........] - ETA: 0s - loss: 0.0015
201/224 [=========================>....] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 7.7878e-06
 42/224 [====>.........................] - ETA: 0s - loss: 9.9928e-04
 83/224 [==========>...................] - ETA: 0s - loss: 5.6668e-04
124/224 [===============>..............] - ETA: 0s - loss: 0.0011    
164/224 [====================>.........] - ETA: 0s - loss: 0.0023
201/224 [=========================>....] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.8610e-08
 39/224 [====>.........................] - ETA: 0s - loss: 1.3163e-04
 77/224 [=========>....................] - ETA: 0s - loss: 4.2770e-04
118/224 [==============>...............] - ETA: 0s - loss: 7.0999e-04
158/224 [====================>.........] - ETA: 0s - loss: 0.0014    
199/224 [=========================>....] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 5.8382e-07
 41/224 [====>.........................] - ETA: 0s - loss: 1.6849e-04
 82/224 [=========>....................] - ETA: 0s - loss: 6.1598e-04
123/224 [===============>..............] - ETA: 0s - loss: 5.3572e-04
164/224 [====================>.........] - ETA: 0s - loss: 8.7427e-04
205/224 [==========================>...] - ETA: 0s - loss: 0.0013    
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.3501e-06
 40/224 [====>.........................] - ETA: 0s - loss: 1.9229e-04
 81/224 [=========>....................] - ETA: 0s - loss: 8.0514e-04
121/224 [===============>..............] - ETA: 0s - loss: 5.8106e-04
161/224 [====================>.........] - ETA: 0s - loss: 5.6469e-04
200/224 [=========================>....] - ETA: 0s - loss: 6.7916e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.0836e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.9161e-07
 41/224 [====>.........................] - ETA: 0s - loss: 8.0300e-04
 83/224 [==========>...................] - ETA: 0s - loss: 4.9008e-04
125/224 [===============>..............] - ETA: 0s - loss: 3.7242e-04
165/224 [=====================>........] - ETA: 0s - loss: 6.7157e-04
204/224 [==========================>...] - ETA: 0s - loss: 6.5605e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.2680e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.0575e-06
 40/224 [====>.........................] - ETA: 0s - loss: 1.6512e-04
 80/224 [=========>....................] - ETA: 0s - loss: 3.7918e-04
121/224 [===============>..............] - ETA: 0s - loss: 2.9101e-04
160/224 [====================>.........] - ETA: 0s - loss: 2.5705e-04
201/224 [=========================>....] - ETA: 0s - loss: 4.5146e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.3652e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.1061e-06
 43/224 [====>.........................] - ETA: 0s - loss: 2.5133e-04
 85/224 [==========>...................] - ETA: 0s - loss: 3.3562e-04
126/224 [===============>..............] - ETA: 0s - loss: 4.7278e-04
167/224 [=====================>........] - ETA: 0s - loss: 5.1518e-04
208/224 [==========================>...] - ETA: 0s - loss: 4.6138e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.5584e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.9248e-07
 43/224 [====>.........................] - ETA: 0s - loss: 1.3658e-04
 84/224 [==========>...................] - ETA: 0s - loss: 4.9418e-04
125/224 [===============>..............] - ETA: 0s - loss: 8.7016e-04
166/224 [=====================>........] - ETA: 0s - loss: 0.0011    
204/224 [==========================>...] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
-> test with GAN.predict
GAN tn, fp: 559, 1
GAN fn, tp: 5, 16
GAN f1 score: 0.842
GAN cohens kappa score: 0.837

-> test with 'LR'
LR tn, fp: 556, 4
LR fn, tp: 2, 19
LR f1 score: 0.864
LR cohens kappa score: 0.858
LR average precision score: 0.878

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

-> 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: 3, 18
KNN f1 score: 0.783
KNN cohens kappa score: 0.774


------ 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: 2.7588e-05
 35/224 [===>..........................] - ETA: 0s - loss: 0.0191     
 73/224 [========>.....................] - ETA: 0s - loss: 0.0283
114/224 [==============>...............] - ETA: 0s - loss: 0.0281
155/224 [===================>..........] - ETA: 0s - loss: 0.0229
195/224 [=========================>....] - ETA: 0s - loss: 0.0211
224/224 [==============================] - 0s 1ms/step - loss: 0.0205
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 5.2689e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0074    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0147
124/224 [===============>..............] - ETA: 0s - loss: 0.0171
166/224 [=====================>........] - ETA: 0s - loss: 0.0146
205/224 [==========================>...] - ETA: 0s - loss: 0.0119
224/224 [==============================] - 0s 1ms/step - loss: 0.0132
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.6136e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0143    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0127
121/224 [===============>..............] - ETA: 0s - loss: 0.0110
159/224 [====================>.........] - ETA: 0s - loss: 0.0096
197/224 [=========================>....] - ETA: 0s - loss: 0.0101
224/224 [==============================] - 0s 1ms/step - loss: 0.0100
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 9.8239e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0115    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0101
119/224 [==============>...............] - ETA: 0s - loss: 0.0091
157/224 [====================>.........] - ETA: 0s - loss: 0.0075
197/224 [=========================>....] - ETA: 0s - loss: 0.0081
224/224 [==============================] - 0s 1ms/step - loss: 0.0083
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 3.5994e-07
 42/224 [====>.........................] - ETA: 0s - loss: 0.0077    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0086
123/224 [===============>..............] - ETA: 0s - loss: 0.0088
164/224 [====================>.........] - ETA: 0s - loss: 0.0087
204/224 [==========================>...] - ETA: 0s - loss: 0.0073
224/224 [==============================] - 0s 1ms/step - loss: 0.0075
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.7990e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0060
120/224 [===============>..............] - ETA: 0s - loss: 0.0065
161/224 [====================>.........] - ETA: 0s - loss: 0.0061
201/224 [=========================>....] - ETA: 0s - loss: 0.0063
224/224 [==============================] - 0s 1ms/step - loss: 0.0066
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.6490e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0122    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0106
123/224 [===============>..............] - ETA: 0s - loss: 0.0088
163/224 [====================>.........] - ETA: 0s - loss: 0.0069
203/224 [==========================>...] - ETA: 0s - loss: 0.0061
224/224 [==============================] - 0s 1ms/step - loss: 0.0061
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.4016e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0065    
 70/224 [========>.....................] - ETA: 0s - loss: 0.0064
101/224 [============>.................] - ETA: 0s - loss: 0.0072
136/224 [=================>............] - ETA: 0s - loss: 0.0065
176/224 [======================>.......] - ETA: 0s - loss: 0.0064
217/224 [============================>.] - ETA: 0s - loss: 0.0057
224/224 [==============================] - 0s 1ms/step - loss: 0.0055
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.3138e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0023
124/224 [===============>..............] - ETA: 0s - loss: 0.0039
165/224 [=====================>........] - ETA: 0s - loss: 0.0052
206/224 [==========================>...] - ETA: 0s - loss: 0.0047
224/224 [==============================] - 0s 1ms/step - loss: 0.0049
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.0777e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0015    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0048
123/224 [===============>..............] - ETA: 0s - loss: 0.0034
163/224 [====================>.........] - ETA: 0s - loss: 0.0030
202/224 [==========================>...] - ETA: 0s - loss: 0.0026
224/224 [==============================] - 0s 1ms/step - loss: 0.0045
-> 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: 557, 3
LR fn, tp: 4, 17
LR f1 score: 0.829
LR cohens kappa score: 0.823
LR average precision score: 0.943

-> 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: 559, 1
KNN fn, tp: 2, 19
KNN f1 score: 0.927
KNN cohens kappa score: 0.924


------ 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: 34s - loss: 2.9271e-07
 41/224 [====>.........................] - ETA: 0s - loss: 0.0370     
 83/224 [==========>...................] - ETA: 0s - loss: 0.0239
124/224 [===============>..............] - ETA: 0s - loss: 0.0174
162/224 [====================>.........] - ETA: 0s - loss: 0.0154
199/224 [=========================>....] - ETA: 0s - loss: 0.0139
224/224 [==============================] - 0s 1ms/step - loss: 0.0128
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 4.0236e-07
 34/224 [===>..........................] - ETA: 0s - loss: 2.2036e-04
 69/224 [========>.....................] - ETA: 0s - loss: 0.0136    
108/224 [=============>................] - ETA: 0s - loss: 0.0138
147/224 [==================>...........] - ETA: 0s - loss: 0.0128
187/224 [========================>.....] - ETA: 0s - loss: 0.0101
224/224 [==============================] - 0s 1ms/step - loss: 0.0110
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 5.3913e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0102    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0096
124/224 [===============>..............] - ETA: 0s - loss: 0.0097
166/224 [=====================>........] - ETA: 0s - loss: 0.0076
208/224 [==========================>...] - ETA: 0s - loss: 0.0070
224/224 [==============================] - 0s 1ms/step - loss: 0.0065
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.5887e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0020
122/224 [===============>..............] - ETA: 0s - loss: 0.0028
163/224 [====================>.........] - ETA: 0s - loss: 0.0042
203/224 [==========================>...] - ETA: 0s - loss: 0.0056
224/224 [==============================] - 0s 1ms/step - loss: 0.0054
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.8110e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0089    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0056
121/224 [===============>..............] - ETA: 0s - loss: 0.0038
160/224 [====================>.........] - ETA: 0s - loss: 0.0041
201/224 [=========================>....] - ETA: 0s - loss: 0.0048
224/224 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 8.2101e-07
 42/224 [====>.........................] - ETA: 0s - loss: 8.4385e-04
 83/224 [==========>...................] - ETA: 0s - loss: 0.0011    
125/224 [===============>..............] - ETA: 0s - loss: 9.5408e-04
167/224 [=====================>........] - ETA: 0s - loss: 0.0022    
209/224 [==========================>...] - ETA: 0s - loss: 0.0034
224/224 [==============================] - 0s 1ms/step - loss: 0.0039
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 3.4279e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0040    
 85/224 [==========>...................] - ETA: 0s - loss: 0.0053
125/224 [===============>..............] - ETA: 0s - loss: 0.0039
167/224 [=====================>........] - ETA: 0s - loss: 0.0041
208/224 [==========================>...] - ETA: 0s - loss: 0.0044
224/224 [==============================] - 0s 1ms/step - loss: 0.0041
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 3.6929e-07
 42/224 [====>.........................] - ETA: 0s - loss: 0.0040    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0054
124/224 [===============>..............] - ETA: 0s - loss: 0.0044
159/224 [====================>.........] - ETA: 0s - loss: 0.0037
194/224 [========================>.....] - ETA: 0s - loss: 0.0035
224/224 [==============================] - 0s 1ms/step - loss: 0.0033
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 2.4552e-07
 41/224 [====>.........................] - ETA: 0s - loss: 8.3790e-04
 78/224 [=========>....................] - ETA: 0s - loss: 0.0020    
116/224 [==============>...............] - ETA: 0s - loss: 0.0014
149/224 [==================>...........] - ETA: 0s - loss: 0.0017
182/224 [=======================>......] - ETA: 0s - loss: 0.0018
219/224 [============================>.] - ETA: 0s - loss: 0.0029
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.2154e-05
 43/224 [====>.........................] - ETA: 0s - loss: 0.0010    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0013
125/224 [===============>..............] - ETA: 0s - loss: 0.0034
167/224 [=====================>........] - ETA: 0s - loss: 0.0031
207/224 [==========================>...] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0030
-> 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: 554, 6
LR fn, tp: 2, 19
LR f1 score: 0.826
LR cohens kappa score: 0.819
LR average precision score: 0.931

-> 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: 556, 4
KNN fn, tp: 1, 20
KNN f1 score: 0.889
KNN cohens kappa score: 0.884


------ 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: 38s - loss: 2.3665e-07
 42/224 [====>.........................] - ETA: 0s - loss: 5.1892e-04 
 82/224 [=========>....................] - ETA: 0s - loss: 5.5592e-04
122/224 [===============>..............] - ETA: 0s - loss: 0.0021    
161/224 [====================>.........] - ETA: 0s - loss: 0.0016
200/224 [=========================>....] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0386
 42/224 [====>.........................] - ETA: 0s - loss: 0.0014
 83/224 [==========>...................] - ETA: 0s - loss: 0.0012
125/224 [===============>..............] - ETA: 0s - loss: 9.1607e-04
166/224 [=====================>........] - ETA: 0s - loss: 9.3020e-04
207/224 [==========================>...] - ETA: 0s - loss: 0.0010    
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 3.0330e-07
 42/224 [====>.........................] - ETA: 0s - loss: 1.2247e-04
 81/224 [=========>....................] - ETA: 0s - loss: 2.0822e-04
123/224 [===============>..............] - ETA: 0s - loss: 2.2137e-04
163/224 [====================>.........] - ETA: 0s - loss: 2.1608e-04
202/224 [==========================>...] - ETA: 0s - loss: 4.2913e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.2072e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.4223e-07
 41/224 [====>.........................] - ETA: 0s - loss: 3.6914e-05
 82/224 [=========>....................] - ETA: 0s - loss: 4.6311e-04
120/224 [===============>..............] - ETA: 0s - loss: 5.6822e-04
160/224 [====================>.........] - ETA: 0s - loss: 4.8053e-04
198/224 [=========================>....] - ETA: 0s - loss: 5.1955e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.8525e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 2.8965e-08
 32/224 [===>..........................] - ETA: 0s - loss: 7.4732e-04
 68/224 [========>.....................] - ETA: 0s - loss: 6.0195e-04
108/224 [=============>................] - ETA: 0s - loss: 6.8685e-04
148/224 [==================>...........] - ETA: 0s - loss: 5.6053e-04
187/224 [========================>.....] - ETA: 0s - loss: 4.8318e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.2994e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.3266e-05
 42/224 [====>.........................] - ETA: 0s - loss: 3.1339e-04
 84/224 [==========>...................] - ETA: 0s - loss: 5.0723e-04
123/224 [===============>..............] - ETA: 0s - loss: 3.9940e-04
164/224 [====================>.........] - ETA: 0s - loss: 3.9749e-04
206/224 [==========================>...] - ETA: 0s - loss: 4.0761e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.7698e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 3.5971e-04
 40/224 [====>.........................] - ETA: 0s - loss: 6.6336e-05
 81/224 [=========>....................] - ETA: 0s - loss: 8.6819e-05
122/224 [===============>..............] - ETA: 0s - loss: 2.5219e-04
164/224 [====================>.........] - ETA: 0s - loss: 2.7709e-04
203/224 [==========================>...] - ETA: 0s - loss: 2.2717e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.2964e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 4.2378e-08
 41/224 [====>.........................] - ETA: 0s - loss: 3.3068e-04
 82/224 [=========>....................] - ETA: 0s - loss: 1.7927e-04
122/224 [===============>..............] - ETA: 0s - loss: 2.3255e-04
163/224 [====================>.........] - ETA: 0s - loss: 2.5160e-04
204/224 [==========================>...] - ETA: 0s - loss: 3.2719e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.0097e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 9.1439e-08
 42/224 [====>.........................] - ETA: 0s - loss: 7.0016e-04
 83/224 [==========>...................] - ETA: 0s - loss: 8.7203e-04
125/224 [===============>..............] - ETA: 0s - loss: 0.0011    
165/224 [=====================>........] - ETA: 0s - loss: 8.9122e-04
206/224 [==========================>...] - ETA: 0s - loss: 7.1951e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.6304e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 3.5289e-04
 42/224 [====>.........................] - ETA: 0s - loss: 5.8209e-05
 86/224 [==========>...................] - ETA: 0s - loss: 1.5476e-04
128/224 [================>.............] - ETA: 0s - loss: 1.7568e-04
169/224 [=====================>........] - ETA: 0s - loss: 2.5970e-04
208/224 [==========================>...] - ETA: 0s - loss: 2.4537e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.3240e-04
-> test with GAN.predict
GAN tn, fp: 559, 1
GAN fn, tp: 0, 21
GAN f1 score: 0.977
GAN cohens kappa score: 0.976

-> test with 'LR'
LR tn, fp: 552, 8
LR fn, tp: 2, 19
LR f1 score: 0.792
LR cohens kappa score: 0.783
LR average precision score: 0.904

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

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

-> 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 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: 34s - loss: 0.5249
 40/224 [====>.........................] - ETA: 0s - loss: 0.0448 
 79/224 [=========>....................] - ETA: 0s - loss: 0.0321
118/224 [==============>...............] - ETA: 0s - loss: 0.0265
160/224 [====================>.........] - ETA: 0s - loss: 0.0203
199/224 [=========================>....] - ETA: 0s - loss: 0.0201
224/224 [==============================] - 0s 1ms/step - loss: 0.0184
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.3794e-05
 43/224 [====>.........................] - ETA: 0s - loss: 0.0105    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0069
118/224 [==============>...............] - ETA: 0s - loss: 0.0095
157/224 [====================>.........] - ETA: 0s - loss: 0.0079
197/224 [=========================>....] - ETA: 0s - loss: 0.0074
224/224 [==============================] - 0s 1ms/step - loss: 0.0108
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 4.2845e-04
 44/224 [====>.........................] - ETA: 0s - loss: 0.0099    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0084
120/224 [===============>..............] - ETA: 0s - loss: 0.0092
153/224 [===================>..........] - ETA: 0s - loss: 0.0079
189/224 [========================>.....] - ETA: 0s - loss: 0.0067
223/224 [============================>.] - ETA: 0s - loss: 0.0081
224/224 [==============================] - 0s 1ms/step - loss: 0.0081
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.9658e-05
 37/224 [===>..........................] - ETA: 0s - loss: 0.0064    
 76/224 [=========>....................] - ETA: 0s - loss: 0.0042
110/224 [=============>................] - ETA: 0s - loss: 0.0032
149/224 [==================>...........] - ETA: 0s - loss: 0.0046
187/224 [========================>.....] - ETA: 0s - loss: 0.0063
223/224 [============================>.] - ETA: 0s - loss: 0.0071
224/224 [==============================] - 0s 1ms/step - loss: 0.0071
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 3.9055e-05
 40/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0019
114/224 [==============>...............] - ETA: 0s - loss: 0.0023
152/224 [===================>..........] - ETA: 0s - loss: 0.0044
189/224 [========================>.....] - ETA: 0s - loss: 0.0038
224/224 [==============================] - 0s 1ms/step - loss: 0.0067
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.4230e-05
 37/224 [===>..........................] - ETA: 0s - loss: 0.0140    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0084
108/224 [=============>................] - ETA: 0s - loss: 0.0082
138/224 [=================>............] - ETA: 0s - loss: 0.0070
168/224 [=====================>........] - ETA: 0s - loss: 0.0062
200/224 [=========================>....] - ETA: 0s - loss: 0.0058
224/224 [==============================] - 0s 2ms/step - loss: 0.0055
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 2.2252e-04
 38/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 76/224 [=========>....................] - ETA: 0s - loss: 0.0080
111/224 [=============>................] - ETA: 0s - loss: 0.0063
147/224 [==================>...........] - ETA: 0s - loss: 0.0049
185/224 [=======================>......] - ETA: 0s - loss: 0.0048
224/224 [==============================] - ETA: 0s - loss: 0.0054
224/224 [==============================] - 0s 1ms/step - loss: 0.0054
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.4809e-04
 39/224 [====>.........................] - ETA: 0s - loss: 0.0017    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0057
113/224 [==============>...............] - ETA: 0s - loss: 0.0044
150/224 [===================>..........] - ETA: 0s - loss: 0.0038
188/224 [========================>.....] - ETA: 0s - loss: 0.0044
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.8259e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0060    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0041
119/224 [==============>...............] - ETA: 0s - loss: 0.0037
156/224 [===================>..........] - ETA: 0s - loss: 0.0052
192/224 [========================>.....] - ETA: 0s - loss: 0.0050
224/224 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.0323e-07
 38/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 75/224 [=========>....................] - ETA: 0s - loss: 0.0052
113/224 [==============>...............] - ETA: 0s - loss: 0.0037
151/224 [===================>..........] - ETA: 0s - loss: 0.0034
188/224 [========================>.....] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0040
-> test with GAN.predict
GAN tn, fp: 555, 1
GAN fn, tp: 1, 20
GAN f1 score: 0.952
GAN cohens kappa score: 0.951

-> test with 'LR'
LR tn, fp: 552, 4
LR fn, tp: 1, 20
LR f1 score: 0.889
LR cohens kappa score: 0.884
LR average precision score: 0.981

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

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

-> test with 'KNN'
KNN tn, fp: 555, 1
KNN fn, tp: 1, 20
KNN f1 score: 0.952
KNN cohens kappa score: 0.951


====== 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: 43s - loss: 6.1738e-08
 43/224 [====>.........................] - ETA: 0s - loss: 6.8317e-04 
 85/224 [==========>...................] - ETA: 0s - loss: 0.0027    
126/224 [===============>..............] - ETA: 0s - loss: 0.0036
166/224 [=====================>........] - ETA: 0s - loss: 0.0030
207/224 [==========================>...] - ETA: 0s - loss: 0.0030
224/224 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.3347e-08
 41/224 [====>.........................] - ETA: 0s - loss: 0.0074    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0040
123/224 [===============>..............] - ETA: 0s - loss: 0.0028
161/224 [====================>.........] - ETA: 0s - loss: 0.0030
197/224 [=========================>....] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.9235e-05
 40/224 [====>.........................] - ETA: 0s - loss: 0.0058    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0031
121/224 [===============>..............] - ETA: 0s - loss: 0.0023
163/224 [====================>.........] - ETA: 0s - loss: 0.0019
203/224 [==========================>...] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 4.3503e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0020
123/224 [===============>..............] - ETA: 0s - loss: 0.0016
163/224 [====================>.........] - ETA: 0s - loss: 0.0017
202/224 [==========================>...] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 6.1543e-07
 40/224 [====>.........................] - ETA: 0s - loss: 3.7255e-05
 81/224 [=========>....................] - ETA: 0s - loss: 2.9884e-04
118/224 [==============>...............] - ETA: 0s - loss: 0.0014    
158/224 [====================>.........] - ETA: 0s - loss: 0.0012
197/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.0318e-06
 42/224 [====>.........................] - ETA: 0s - loss: 3.0214e-04
 82/224 [=========>....................] - ETA: 0s - loss: 3.6593e-04
123/224 [===============>..............] - ETA: 0s - loss: 4.5214e-04
164/224 [====================>.........] - ETA: 0s - loss: 4.5105e-04
204/224 [==========================>...] - ETA: 0s - loss: 0.0013    
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 8.7908e-05
 43/224 [====>.........................] - ETA: 0s - loss: 5.0978e-04
 84/224 [==========>...................] - ETA: 0s - loss: 0.0014    
124/224 [===============>..............] - ETA: 0s - loss: 9.5387e-04
165/224 [=====================>........] - ETA: 0s - loss: 0.0012    
205/224 [==========================>...] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.0015e-08
 33/224 [===>..........................] - ETA: 0s - loss: 7.2749e-04
 66/224 [=======>......................] - ETA: 0s - loss: 5.9100e-04
107/224 [=============>................] - ETA: 0s - loss: 0.0012    
146/224 [==================>...........] - ETA: 0s - loss: 0.0012
185/224 [=======================>......] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 9.2934e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.0590e-05
 39/224 [====>.........................] - ETA: 0s - loss: 9.4829e-04
 78/224 [=========>....................] - ETA: 0s - loss: 6.1001e-04
119/224 [==============>...............] - ETA: 0s - loss: 4.4252e-04
160/224 [====================>.........] - ETA: 0s - loss: 9.1491e-04
202/224 [==========================>...] - ETA: 0s - loss: 8.6284e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.1084e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.7469e-05
 42/224 [====>.........................] - ETA: 0s - loss: 4.7611e-04
 82/224 [=========>....................] - ETA: 0s - loss: 3.4267e-04
122/224 [===============>..............] - ETA: 0s - loss: 2.6219e-04
162/224 [====================>.........] - ETA: 0s - loss: 8.0363e-04
199/224 [=========================>....] - ETA: 0s - loss: 7.9933e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.2943e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 556, 4
LR fn, tp: 2, 19
LR f1 score: 0.864
LR cohens kappa score: 0.858
LR average precision score: 0.939

-> 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: 1, 20
KNN f1 score: 0.909
KNN cohens kappa score: 0.906


------ 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: 35s - loss: 0.0286
 40/224 [====>.........................] - ETA: 0s - loss: 0.0018 
 77/224 [=========>....................] - ETA: 0s - loss: 0.0015
112/224 [==============>...............] - ETA: 0s - loss: 0.0025
146/224 [==================>...........] - ETA: 0s - loss: 0.0019
184/224 [=======================>......] - ETA: 0s - loss: 0.0017
223/224 [============================>.] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.6573e-07
 41/224 [====>.........................] - ETA: 0s - loss: 4.5617e-04
 77/224 [=========>....................] - ETA: 0s - loss: 0.0024    
117/224 [==============>...............] - ETA: 0s - loss: 0.0016
159/224 [====================>.........] - ETA: 0s - loss: 0.0012
199/224 [=========================>....] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 6.5254e-08
 41/224 [====>.........................] - ETA: 0s - loss: 0.0046    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0024
123/224 [===============>..............] - ETA: 0s - loss: 0.0019
164/224 [====================>.........] - ETA: 0s - loss: 0.0021
205/224 [==========================>...] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0048
 41/224 [====>.........................] - ETA: 0s - loss: 8.1215e-04
 82/224 [=========>....................] - ETA: 0s - loss: 6.6883e-04
122/224 [===============>..............] - ETA: 0s - loss: 9.5740e-04
162/224 [====================>.........] - ETA: 0s - loss: 0.0010    
203/224 [==========================>...] - ETA: 0s - loss: 9.1405e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.5776e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 6.9120e-06
 42/224 [====>.........................] - ETA: 0s - loss: 6.7164e-04
 82/224 [=========>....................] - ETA: 0s - loss: 5.4287e-04
123/224 [===============>..............] - ETA: 0s - loss: 6.7955e-04
164/224 [====================>.........] - ETA: 0s - loss: 5.7143e-04
205/224 [==========================>...] - ETA: 0s - loss: 6.8260e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.5224e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 5.8062e-06
 42/224 [====>.........................] - ETA: 0s - loss: 1.9728e-04
 83/224 [==========>...................] - ETA: 0s - loss: 1.3982e-04
122/224 [===============>..............] - ETA: 0s - loss: 4.3022e-04
162/224 [====================>.........] - ETA: 0s - loss: 6.1391e-04
201/224 [=========================>....] - ETA: 0s - loss: 0.0010    
224/224 [==============================] - 0s 1ms/step - loss: 9.1089e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 3.1193e-09
 41/224 [====>.........................] - ETA: 0s - loss: 4.3083e-04
 82/224 [=========>....................] - ETA: 0s - loss: 3.1750e-04
121/224 [===============>..............] - ETA: 0s - loss: 6.0759e-04
160/224 [====================>.........] - ETA: 0s - loss: 7.0303e-04
201/224 [=========================>....] - ETA: 0s - loss: 6.2950e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.7436e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 9.8804e-09
 43/224 [====>.........................] - ETA: 0s - loss: 4.3756e-04
 85/224 [==========>...................] - ETA: 0s - loss: 5.6554e-04
126/224 [===============>..............] - ETA: 0s - loss: 6.2220e-04
167/224 [=====================>........] - ETA: 0s - loss: 5.3897e-04
207/224 [==========================>...] - ETA: 0s - loss: 4.7004e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.3859e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 5.7928e-08
 37/224 [===>..........................] - ETA: 0s - loss: 0.0015    
 72/224 [========>.....................] - ETA: 0s - loss: 0.0022
113/224 [==============>...............] - ETA: 0s - loss: 0.0014
155/224 [===================>..........] - ETA: 0s - loss: 0.0011
195/224 [=========================>....] - ETA: 0s - loss: 9.8496e-04
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.2322e-09
 42/224 [====>.........................] - ETA: 0s - loss: 4.9080e-05
 82/224 [=========>....................] - ETA: 0s - loss: 3.9318e-04
122/224 [===============>..............] - ETA: 0s - loss: 3.6810e-04
162/224 [====================>.........] - ETA: 0s - loss: 4.3001e-04
203/224 [==========================>...] - ETA: 0s - loss: 3.5710e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.2477e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 2, 19
GAN f1 score: 0.950
GAN cohens kappa score: 0.948

-> test with 'LR'
LR tn, fp: 560, 0
LR fn, tp: 2, 19
LR f1 score: 0.950
LR cohens kappa score: 0.948
LR average precision score: 0.916

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

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

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


------ 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: 45s - loss: 1.5702e-06
 37/224 [===>..........................] - ETA: 0s - loss: 0.0043     
 74/224 [========>.....................] - ETA: 0s - loss: 0.0048
113/224 [==============>...............] - ETA: 0s - loss: 0.0063
148/224 [==================>...........] - ETA: 0s - loss: 0.0052
183/224 [=======================>......] - ETA: 0s - loss: 0.0043
215/224 [===========================>..] - ETA: 0s - loss: 0.0044
224/224 [==============================] - 1s 1ms/step - loss: 0.0043
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.0329e-08
 36/224 [===>..........................] - ETA: 0s - loss: 4.7004e-04
 70/224 [========>.....................] - ETA: 0s - loss: 3.0776e-04
108/224 [=============>................] - ETA: 0s - loss: 3.4620e-04
144/224 [==================>...........] - ETA: 0s - loss: 5.4705e-04
184/224 [=======================>......] - ETA: 0s - loss: 0.0013    
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 4.3219e-06
 39/224 [====>.........................] - ETA: 0s - loss: 0.0028    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0021
109/224 [=============>................] - ETA: 0s - loss: 0.0015
144/224 [==================>...........] - ETA: 0s - loss: 0.0012
175/224 [======================>.......] - ETA: 0s - loss: 0.0017
207/224 [==========================>...] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.5711e-08
 39/224 [====>.........................] - ETA: 0s - loss: 0.0023    
 75/224 [=========>....................] - ETA: 0s - loss: 0.0017
109/224 [=============>................] - ETA: 0s - loss: 0.0013
144/224 [==================>...........] - ETA: 0s - loss: 0.0010
181/224 [=======================>......] - ETA: 0s - loss: 9.4449e-04
214/224 [===========================>..] - ETA: 0s - loss: 0.0013    
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 5.0340e-08
 34/224 [===>..........................] - ETA: 0s - loss: 1.7077e-04
 68/224 [========>.....................] - ETA: 0s - loss: 0.0014    
104/224 [============>.................] - ETA: 0s - loss: 0.0014
142/224 [==================>...........] - ETA: 0s - loss: 0.0016
177/224 [======================>.......] - ETA: 0s - loss: 0.0014
213/224 [===========================>..] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 4.7186e-08
 38/224 [====>.........................] - ETA: 0s - loss: 9.0866e-04
 71/224 [========>.....................] - ETA: 0s - loss: 6.7484e-04
108/224 [=============>................] - ETA: 0s - loss: 8.4803e-04
142/224 [==================>...........] - ETA: 0s - loss: 9.2840e-04
178/224 [======================>.......] - ETA: 0s - loss: 7.6867e-04
212/224 [===========================>..] - ETA: 0s - loss: 8.3498e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.0123e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 2.1476e-08
 37/224 [===>..........................] - ETA: 0s - loss: 0.0012    
 71/224 [========>.....................] - ETA: 0s - loss: 0.0012
106/224 [=============>................] - ETA: 0s - loss: 9.1269e-04
141/224 [=================>............] - ETA: 0s - loss: 0.0011    
177/224 [======================>.......] - ETA: 0s - loss: 9.0371e-04
214/224 [===========================>..] - ETA: 0s - loss: 9.1437e-04
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.9574e-06
 36/224 [===>..........................] - ETA: 0s - loss: 0.0013    
 73/224 [========>.....................] - ETA: 0s - loss: 0.0010
106/224 [=============>................] - ETA: 0s - loss: 7.6923e-04
143/224 [==================>...........] - ETA: 0s - loss: 5.9851e-04
179/224 [======================>.......] - ETA: 0s - loss: 5.1598e-04
215/224 [===========================>..] - ETA: 0s - loss: 6.6246e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.1867e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.3955e-06
 36/224 [===>..........................] - ETA: 0s - loss: 4.4623e-05
 68/224 [========>.....................] - ETA: 0s - loss: 6.3600e-04
102/224 [============>.................] - ETA: 0s - loss: 9.4020e-04
140/224 [=================>............] - ETA: 0s - loss: 7.8482e-04
176/224 [======================>.......] - ETA: 0s - loss: 7.8644e-04
211/224 [===========================>..] - ETA: 0s - loss: 8.4444e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.1890e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 3.0720e-09
 36/224 [===>..........................] - ETA: 0s - loss: 1.3724e-04
 69/224 [========>.....................] - ETA: 0s - loss: 9.6820e-05
100/224 [============>.................] - ETA: 0s - loss: 3.6114e-04
134/224 [================>.............] - ETA: 0s - loss: 4.5306e-04
167/224 [=====================>........] - ETA: 0s - loss: 5.6332e-04
203/224 [==========================>...] - ETA: 0s - loss: 4.8639e-04
224/224 [==============================] - 0s 2ms/step - loss: 7.0927e-04
-> 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: 556, 4
LR fn, tp: 0, 21
LR f1 score: 0.913
LR cohens kappa score: 0.909
LR average precision score: 0.961

-> 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: 558, 2
KNN fn, tp: 2, 19
KNN f1 score: 0.905
KNN cohens kappa score: 0.901


------ 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: 37s - loss: 5.5904e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0116     
 80/224 [=========>....................] - ETA: 0s - loss: 0.0098
120/224 [===============>..............] - ETA: 0s - loss: 0.0077
159/224 [====================>.........] - ETA: 0s - loss: 0.0060
199/224 [=========================>....] - ETA: 0s - loss: 0.0059
224/224 [==============================] - 0s 1ms/step - loss: 0.0056
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.0041e-05
 38/224 [====>.........................] - ETA: 0s - loss: 0.0043    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0037
120/224 [===============>..............] - ETA: 0s - loss: 0.0048
160/224 [====================>.........] - ETA: 0s - loss: 0.0046
201/224 [=========================>....] - ETA: 0s - loss: 0.0040
224/224 [==============================] - 0s 1ms/step - loss: 0.0036
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 7.2961e-07
 42/224 [====>.........................] - ETA: 0s - loss: 0.0031    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0023
124/224 [===============>..............] - ETA: 0s - loss: 0.0047
166/224 [=====================>........] - ETA: 0s - loss: 0.0037
207/224 [==========================>...] - ETA: 0s - loss: 0.0033
224/224 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.5154e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0051    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0034
124/224 [===============>..............] - ETA: 0s - loss: 0.0037
165/224 [=====================>........] - ETA: 0s - loss: 0.0031
206/224 [==========================>...] - ETA: 0s - loss: 0.0027
224/224 [==============================] - 0s 1ms/step - loss: 0.0025
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 3.8436e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0011    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0025
120/224 [===============>..............] - ETA: 0s - loss: 0.0020
159/224 [====================>.........] - ETA: 0s - loss: 0.0019
200/224 [=========================>....] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 5.8853e-06
 41/224 [====>.........................] - ETA: 0s - loss: 8.8907e-04
 82/224 [=========>....................] - ETA: 0s - loss: 6.0804e-04
123/224 [===============>..............] - ETA: 0s - loss: 6.3417e-04
161/224 [====================>.........] - ETA: 0s - loss: 6.2835e-04
202/224 [==========================>...] - ETA: 0s - loss: 5.9165e-04
224/224 [==============================] - 0s 1ms/step - loss: 0.0026
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 2.2342e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0016
108/224 [=============>................] - ETA: 0s - loss: 0.0018
142/224 [==================>...........] - ETA: 0s - loss: 0.0014
181/224 [=======================>......] - ETA: 0s - loss: 0.0027
222/224 [============================>.] - ETA: 0s - loss: 0.0031
224/224 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.4161e-06
 40/224 [====>.........................] - ETA: 0s - loss: 0.0023    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0015
118/224 [==============>...............] - ETA: 0s - loss: 0.0026
158/224 [====================>.........] - ETA: 0s - loss: 0.0023
199/224 [=========================>....] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.0955e-05
 41/224 [====>.........................] - ETA: 0s - loss: 4.2026e-04
 79/224 [=========>....................] - ETA: 0s - loss: 3.3899e-04
120/224 [===============>..............] - ETA: 0s - loss: 5.9348e-04
161/224 [====================>.........] - ETA: 0s - loss: 9.7662e-04
202/224 [==========================>...] - ETA: 0s - loss: 0.0017    
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 0.0070
 41/224 [====>.........................] - ETA: 0s - loss: 0.0026
 82/224 [=========>....................] - ETA: 0s - loss: 0.0020
124/224 [===============>..............] - ETA: 0s - loss: 0.0016
164/224 [====================>.........] - ETA: 0s - loss: 0.0015
204/224 [==========================>...] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
-> 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: 550, 10
LR fn, tp: 3, 18
LR f1 score: 0.735
LR cohens kappa score: 0.723
LR average precision score: 0.899

-> 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: 553, 7
KNN fn, tp: 0, 21
KNN f1 score: 0.857
KNN cohens kappa score: 0.851


------ 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: 34s - loss: 5.2289e-05
 45/224 [=====>........................] - ETA: 0s - loss: 4.3047e-04 
 88/224 [==========>...................] - ETA: 0s - loss: 7.3565e-04
131/224 [================>.............] - ETA: 0s - loss: 0.0020    
176/224 [======================>.......] - ETA: 0s - loss: 0.0019
221/224 [============================>.] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.3951e-05
 45/224 [=====>........................] - ETA: 0s - loss: 4.2712e-04
 90/224 [===========>..................] - ETA: 0s - loss: 2.9851e-04
134/224 [================>.............] - ETA: 0s - loss: 9.7653e-04
178/224 [======================>.......] - ETA: 0s - loss: 0.0016    
222/224 [============================>.] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 2.5199e-05
 46/224 [=====>........................] - ETA: 0s - loss: 0.0015    
 88/224 [==========>...................] - ETA: 0s - loss: 0.0029
130/224 [================>.............] - ETA: 0s - loss: 0.0025
175/224 [======================>.......] - ETA: 0s - loss: 0.0021
217/224 [============================>.] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.1615e-08
 38/224 [====>.........................] - ETA: 0s - loss: 0.0021    
 71/224 [========>.....................] - ETA: 0s - loss: 0.0014
109/224 [=============>................] - ETA: 0s - loss: 9.4750e-04
150/224 [===================>..........] - ETA: 0s - loss: 0.0015    
194/224 [========================>.....] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 6.6532e-09
 45/224 [=====>........................] - ETA: 0s - loss: 0.0018    
 88/224 [==========>...................] - ETA: 0s - loss: 0.0013
130/224 [================>.............] - ETA: 0s - loss: 0.0011
174/224 [======================>.......] - ETA: 0s - loss: 9.4888e-04
219/224 [============================>.] - ETA: 0s - loss: 9.2378e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.0316e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.2017e-07
 45/224 [=====>........................] - ETA: 0s - loss: 9.1970e-05
 89/224 [==========>...................] - ETA: 0s - loss: 2.5103e-04
132/224 [================>.............] - ETA: 0s - loss: 3.3484e-04
176/224 [======================>.......] - ETA: 0s - loss: 9.5536e-04
220/224 [============================>.] - ETA: 0s - loss: 9.1309e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.0057e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 9.8362e-09
 41/224 [====>.........................] - ETA: 0s - loss: 2.9313e-04
 85/224 [==========>...................] - ETA: 0s - loss: 1.8212e-04
130/224 [================>.............] - ETA: 0s - loss: 5.3293e-04
175/224 [======================>.......] - ETA: 0s - loss: 4.8068e-04
219/224 [============================>.] - ETA: 0s - loss: 6.7199e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.6092e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.2446e-09
 44/224 [====>.........................] - ETA: 0s - loss: 9.9213e-04
 89/224 [==========>...................] - ETA: 0s - loss: 8.9946e-04
134/224 [================>.............] - ETA: 0s - loss: 6.9847e-04
179/224 [======================>.......] - ETA: 0s - loss: 6.1254e-04
223/224 [============================>.] - ETA: 0s - loss: 6.9471e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.9161e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 8.9854e-09
 46/224 [=====>........................] - ETA: 0s - loss: 5.3013e-04
 85/224 [==========>...................] - ETA: 0s - loss: 3.9867e-04
126/224 [===============>..............] - ETA: 0s - loss: 6.3210e-04
169/224 [=====================>........] - ETA: 0s - loss: 6.2325e-04
214/224 [===========================>..] - ETA: 0s - loss: 5.0819e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.0604e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.3304e-04
 46/224 [=====>........................] - ETA: 0s - loss: 0.0010    
 87/224 [==========>...................] - ETA: 0s - loss: 0.0017
132/224 [================>.............] - ETA: 0s - loss: 0.0018
175/224 [======================>.......] - ETA: 0s - loss: 0.0020
219/224 [============================>.] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
-> 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: 549, 7
LR fn, tp: 2, 19
LR f1 score: 0.809
LR cohens kappa score: 0.800
LR average precision score: 0.946

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

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

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


====== 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: 43s - loss: 0.0206
 43/224 [====>.........................] - ETA: 0s - loss: 0.0027 
 84/224 [==========>...................] - ETA: 0s - loss: 0.0030
125/224 [===============>..............] - ETA: 0s - loss: 0.0050
164/224 [====================>.........] - ETA: 0s - loss: 0.0040
205/224 [==========================>...] - ETA: 0s - loss: 0.0048
224/224 [==============================] - 0s 1ms/step - loss: 0.0052
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 8.5998e-08
 42/224 [====>.........................] - ETA: 0s - loss: 0.0058    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0035
124/224 [===============>..............] - ETA: 0s - loss: 0.0038
164/224 [====================>.........] - ETA: 0s - loss: 0.0048
204/224 [==========================>...] - ETA: 0s - loss: 0.0045
224/224 [==============================] - 0s 1ms/step - loss: 0.0049
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0055
 41/224 [====>.........................] - ETA: 0s - loss: 6.7368e-04
 82/224 [=========>....................] - ETA: 0s - loss: 6.2149e-04
123/224 [===============>..............] - ETA: 0s - loss: 0.0023    
164/224 [====================>.........] - ETA: 0s - loss: 0.0035
201/224 [=========================>....] - ETA: 0s - loss: 0.0030
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.4148e-07
 40/224 [====>.........................] - ETA: 0s - loss: 2.4558e-04
 80/224 [=========>....................] - ETA: 0s - loss: 3.5933e-04
115/224 [==============>...............] - ETA: 0s - loss: 6.8831e-04
154/224 [===================>..........] - ETA: 0s - loss: 5.3750e-04
195/224 [=========================>....] - ETA: 0s - loss: 5.4455e-04
224/224 [==============================] - 0s 1ms/step - loss: 0.0021
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 5.3760e-07
 41/224 [====>.........................] - ETA: 0s - loss: 0.0048    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0026
121/224 [===============>..............] - ETA: 0s - loss: 0.0020
161/224 [====================>.........] - ETA: 0s - loss: 0.0016
201/224 [=========================>....] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 5.7376e-08
 40/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0012
106/224 [=============>................] - ETA: 0s - loss: 0.0024
136/224 [=================>............] - ETA: 0s - loss: 0.0021
173/224 [======================>.......] - ETA: 0s - loss: 0.0017
208/224 [==========================>...] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.8892e-05
 41/224 [====>.........................] - ETA: 0s - loss: 6.3419e-04
 82/224 [=========>....................] - ETA: 0s - loss: 0.0010    
123/224 [===============>..............] - ETA: 0s - loss: 0.0014
164/224 [====================>.........] - ETA: 0s - loss: 0.0012
205/224 [==========================>...] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.5093e-07
 43/224 [====>.........................] - ETA: 0s - loss: 0.0042    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0022
124/224 [===============>..............] - ETA: 0s - loss: 0.0016
165/224 [=====================>........] - ETA: 0s - loss: 0.0015
205/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 0.0079
 42/224 [====>.........................] - ETA: 0s - loss: 4.0116e-04
 82/224 [=========>....................] - ETA: 0s - loss: 0.0014    
123/224 [===============>..............] - ETA: 0s - loss: 0.0019
164/224 [====================>.........] - ETA: 0s - loss: 0.0015
205/224 [==========================>...] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.7248e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0020    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0010
120/224 [===============>..............] - ETA: 0s - loss: 0.0010
160/224 [====================>.........] - ETA: 0s - loss: 0.0016
199/224 [=========================>....] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
-> 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: 558, 2
LR fn, tp: 2, 19
LR f1 score: 0.905
LR cohens kappa score: 0.901
LR average precision score: 0.945

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


------ 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: 45s - loss: 5.1965e-05
 39/224 [====>.........................] - ETA: 0s - loss: 0.0270     
 80/224 [=========>....................] - ETA: 0s - loss: 0.0226
122/224 [===============>..............] - ETA: 0s - loss: 0.0171
160/224 [====================>.........] - ETA: 0s - loss: 0.0145
199/224 [=========================>....] - ETA: 0s - loss: 0.0134
224/224 [==============================] - 0s 1ms/step - loss: 0.0125
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 2.4012e-05
 39/224 [====>.........................] - ETA: 0s - loss: 0.0061    
 73/224 [========>.....................] - ETA: 0s - loss: 0.0128
106/224 [=============>................] - ETA: 0s - loss: 0.0120
142/224 [==================>...........] - ETA: 0s - loss: 0.0108
183/224 [=======================>......] - ETA: 0s - loss: 0.0096
223/224 [============================>.] - ETA: 0s - loss: 0.0090
224/224 [==============================] - 0s 1ms/step - loss: 0.0090
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 7.3860e-05
 42/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0060
125/224 [===============>..............] - ETA: 0s - loss: 0.0079
166/224 [=====================>........] - ETA: 0s - loss: 0.0078
205/224 [==========================>...] - ETA: 0s - loss: 0.0071
224/224 [==============================] - 0s 1ms/step - loss: 0.0065
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.3367e-04
 43/224 [====>.........................] - ETA: 0s - loss: 0.0111    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0062
123/224 [===============>..............] - ETA: 0s - loss: 0.0047
165/224 [=====================>........] - ETA: 0s - loss: 0.0056
206/224 [==========================>...] - ETA: 0s - loss: 0.0053
224/224 [==============================] - 0s 1ms/step - loss: 0.0053
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.8506e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0095    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0056
121/224 [===============>..............] - ETA: 0s - loss: 0.0043
161/224 [====================>.........] - ETA: 0s - loss: 0.0048
203/224 [==========================>...] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0053
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 8.7324e-07
 40/224 [====>.........................] - ETA: 0s - loss: 0.0037    
 79/224 [=========>....................] - ETA: 0s - loss: 0.0031
120/224 [===============>..............] - ETA: 0s - loss: 0.0031
161/224 [====================>.........] - ETA: 0s - loss: 0.0027
202/224 [==========================>...] - ETA: 0s - loss: 0.0049
224/224 [==============================] - 0s 1ms/step - loss: 0.0045
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 8.5694e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0134    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0081
122/224 [===============>..............] - ETA: 0s - loss: 0.0059
163/224 [====================>.........] - ETA: 0s - loss: 0.0051
203/224 [==========================>...] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0043
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 3.1897e-06
 42/224 [====>.........................] - ETA: 0s - loss: 9.8586e-04
 80/224 [=========>....................] - ETA: 0s - loss: 0.0022    
116/224 [==============>...............] - ETA: 0s - loss: 0.0043
155/224 [===================>..........] - ETA: 0s - loss: 0.0034
195/224 [=========================>....] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0037
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.4426e-06
 41/224 [====>.........................] - ETA: 0s - loss: 6.7403e-04
 83/224 [==========>...................] - ETA: 0s - loss: 8.0153e-04
123/224 [===============>..............] - ETA: 0s - loss: 0.0019    
161/224 [====================>.........] - ETA: 0s - loss: 0.0044
200/224 [=========================>....] - ETA: 0s - loss: 0.0040
224/224 [==============================] - 0s 1ms/step - loss: 0.0038
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.1160e-05
 36/224 [===>..........................] - ETA: 0s - loss: 0.0013    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0043
115/224 [==============>...............] - ETA: 0s - loss: 0.0034
156/224 [===================>..........] - ETA: 0s - loss: 0.0040
196/224 [=========================>....] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0033
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 3, 18
GAN f1 score: 0.923
GAN cohens kappa score: 0.920

-> test with 'LR'
LR tn, fp: 557, 3
LR fn, tp: 4, 17
LR f1 score: 0.829
LR cohens kappa score: 0.823
LR average precision score: 0.918

-> 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: 1, 20
KNN f1 score: 0.909
KNN cohens kappa score: 0.906


------ 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: 49s - loss: 2.0295e-08
 42/224 [====>.........................] - ETA: 0s - loss: 2.0902e-04 
 82/224 [=========>....................] - ETA: 0s - loss: 1.8051e-04
123/224 [===============>..............] - ETA: 0s - loss: 4.2020e-04
162/224 [====================>.........] - ETA: 0s - loss: 0.0017    
203/224 [==========================>...] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 7.6790e-05
 42/224 [====>.........................] - ETA: 0s - loss: 4.9098e-05
 81/224 [=========>....................] - ETA: 0s - loss: 5.8956e-05
121/224 [===============>..............] - ETA: 0s - loss: 4.8277e-04
161/224 [====================>.........] - ETA: 0s - loss: 0.0014    
202/224 [==========================>...] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 7.6952e-11
 42/224 [====>.........................] - ETA: 0s - loss: 1.9967e-04
 82/224 [=========>....................] - ETA: 0s - loss: 2.3308e-04
122/224 [===============>..............] - ETA: 0s - loss: 2.4581e-04
163/224 [====================>.........] - ETA: 0s - loss: 2.3703e-04
203/224 [==========================>...] - ETA: 0s - loss: 1.9354e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.7665e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 3.3779e-06
 41/224 [====>.........................] - ETA: 0s - loss: 1.7407e-04
 81/224 [=========>....................] - ETA: 0s - loss: 1.4146e-04
120/224 [===============>..............] - ETA: 0s - loss: 1.5420e-04
161/224 [====================>.........] - ETA: 0s - loss: 1.2879e-04
201/224 [=========================>....] - ETA: 0s - loss: 1.2538e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.3213e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 5.9562e-10
 41/224 [====>.........................] - ETA: 0s - loss: 1.2622e-04
 82/224 [=========>....................] - ETA: 0s - loss: 1.3083e-04
123/224 [===============>..............] - ETA: 0s - loss: 1.5558e-04
164/224 [====================>.........] - ETA: 0s - loss: 1.3227e-04
204/224 [==========================>...] - ETA: 0s - loss: 1.2124e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.2061e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 8.7874e-05
 40/224 [====>.........................] - ETA: 0s - loss: 1.5141e-04
 80/224 [=========>....................] - ETA: 0s - loss: 9.3762e-05
120/224 [===============>..............] - ETA: 0s - loss: 1.0270e-04
161/224 [====================>.........] - ETA: 0s - loss: 9.3579e-05
199/224 [=========================>....] - ETA: 0s - loss: 1.1533e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.2620e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 3.3302e-05
 42/224 [====>.........................] - ETA: 0s - loss: 1.0153e-04
 81/224 [=========>....................] - ETA: 0s - loss: 7.2327e-05
122/224 [===============>..............] - ETA: 0s - loss: 1.0997e-04
162/224 [====================>.........] - ETA: 0s - loss: 9.0171e-05
202/224 [==========================>...] - ETA: 0s - loss: 1.3737e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.2429e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 4.2444e-04
 34/224 [===>..........................] - ETA: 0s - loss: 1.4863e-04
 73/224 [========>.....................] - ETA: 0s - loss: 8.4609e-05
111/224 [=============>................] - ETA: 0s - loss: 5.7164e-05
148/224 [==================>...........] - ETA: 0s - loss: 6.2018e-05
187/224 [========================>.....] - ETA: 0s - loss: 1.3223e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.3509e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 4.1925e-08
 40/224 [====>.........................] - ETA: 0s - loss: 2.8509e-04
 78/224 [=========>....................] - ETA: 0s - loss: 1.4817e-04
113/224 [==============>...............] - ETA: 0s - loss: 1.1806e-04
153/224 [===================>..........] - ETA: 0s - loss: 1.0203e-04
192/224 [========================>.....] - ETA: 0s - loss: 9.6137e-05
224/224 [==============================] - 0s 1ms/step - loss: 1.0191e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 3.6346e-06
 42/224 [====>.........................] - ETA: 0s - loss: 1.4592e-05
 83/224 [==========>...................] - ETA: 0s - loss: 5.8171e-05
123/224 [===============>..............] - ETA: 0s - loss: 1.1755e-04
164/224 [====================>.........] - ETA: 0s - loss: 1.0079e-04
205/224 [==========================>...] - ETA: 0s - loss: 9.9794e-05
224/224 [==============================] - 0s 1ms/step - loss: 1.1635e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 547, 13
LR fn, tp: 2, 19
LR f1 score: 0.717
LR cohens kappa score: 0.704
LR average precision score: 0.889

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

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

-> test with 'KNN'
KNN tn, fp: 554, 6
KNN fn, tp: 2, 19
KNN f1 score: 0.826
KNN cohens kappa score: 0.819


------ 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: 37s - loss: 2.3291e-07
 41/224 [====>.........................] - ETA: 0s - loss: 1.8572e-04 
 83/224 [==========>...................] - ETA: 0s - loss: 4.2426e-04
124/224 [===============>..............] - ETA: 0s - loss: 7.2365e-04
166/224 [=====================>........] - ETA: 0s - loss: 0.0060    
208/224 [==========================>...] - ETA: 0s - loss: 0.0058
224/224 [==============================] - 0s 1ms/step - loss: 0.0054
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0288
 38/224 [====>.........................] - ETA: 0s - loss: 0.0092
 69/224 [========>.....................] - ETA: 0s - loss: 0.0058
106/224 [=============>................] - ETA: 0s - loss: 0.0038
142/224 [==================>...........] - ETA: 0s - loss: 0.0030
183/224 [=======================>......] - ETA: 0s - loss: 0.0024
222/224 [============================>.] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.2098e-09
 40/224 [====>.........................] - ETA: 0s - loss: 2.7779e-04
 81/224 [=========>....................] - ETA: 0s - loss: 2.3750e-04
121/224 [===============>..............] - ETA: 0s - loss: 2.2538e-04
160/224 [====================>.........] - ETA: 0s - loss: 3.1146e-04
199/224 [=========================>....] - ETA: 0s - loss: 2.8440e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.3185e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 8.8312e-08
 41/224 [====>.........................] - ETA: 0s - loss: 1.3731e-04
 81/224 [=========>....................] - ETA: 0s - loss: 1.2947e-04
122/224 [===============>..............] - ETA: 0s - loss: 3.3583e-04
163/224 [====================>.........] - ETA: 0s - loss: 3.3042e-04
204/224 [==========================>...] - ETA: 0s - loss: 2.8431e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.6632e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.5398e-06
 43/224 [====>.........................] - ETA: 0s - loss: 4.2824e-04
 84/224 [==========>...................] - ETA: 0s - loss: 2.4508e-04
125/224 [===============>..............] - ETA: 0s - loss: 1.9452e-04
166/224 [=====================>........] - ETA: 0s - loss: 1.8645e-04
208/224 [==========================>...] - ETA: 0s - loss: 2.3436e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.7234e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.5875e-09
 42/224 [====>.........................] - ETA: 0s - loss: 2.1287e-05
 83/224 [==========>...................] - ETA: 0s - loss: 1.5488e-04
124/224 [===============>..............] - ETA: 0s - loss: 1.1620e-04
161/224 [====================>.........] - ETA: 0s - loss: 2.1759e-04
200/224 [=========================>....] - ETA: 0s - loss: 1.8278e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.1171e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.0236e-09
 43/224 [====>.........................] - ETA: 0s - loss: 4.6858e-05
 85/224 [==========>...................] - ETA: 0s - loss: 4.3590e-05
126/224 [===============>..............] - ETA: 0s - loss: 1.4324e-04
165/224 [=====================>........] - ETA: 0s - loss: 1.8841e-04
207/224 [==========================>...] - ETA: 0s - loss: 2.3979e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.3093e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.7857e-06
 44/224 [====>.........................] - ETA: 0s - loss: 7.0157e-04
 86/224 [==========>...................] - ETA: 0s - loss: 4.9692e-04
127/224 [================>.............] - ETA: 0s - loss: 4.6626e-04
167/224 [=====================>........] - ETA: 0s - loss: 3.5663e-04
207/224 [==========================>...] - ETA: 0s - loss: 3.1621e-04
224/224 [==============================] - 0s 1ms/step - loss: 3.7790e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 7.0217e-07
 41/224 [====>.........................] - ETA: 0s - loss: 3.3821e-05
 82/224 [=========>....................] - ETA: 0s - loss: 8.9005e-05
122/224 [===============>..............] - ETA: 0s - loss: 1.3160e-04
161/224 [====================>.........] - ETA: 0s - loss: 1.7971e-04
195/224 [=========================>....] - ETA: 0s - loss: 1.5531e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.9582e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.1358e-08
 38/224 [====>.........................] - ETA: 0s - loss: 6.3209e-05
 80/224 [=========>....................] - ETA: 0s - loss: 1.2350e-04
118/224 [==============>...............] - ETA: 0s - loss: 1.0216e-04
157/224 [====================>.........] - ETA: 0s - loss: 1.1698e-04
197/224 [=========================>....] - ETA: 0s - loss: 2.0976e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.8570e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 1, 20
GAN f1 score: 0.976
GAN cohens kappa score: 0.975

-> test with 'LR'
LR tn, fp: 551, 9
LR fn, tp: 1, 20
LR f1 score: 0.800
LR cohens kappa score: 0.791
LR average precision score: 0.946

-> 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 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: 37s - loss: 2.4431e-08
 41/224 [====>.........................] - ETA: 0s - loss: 2.8304e-04 
 77/224 [=========>....................] - ETA: 0s - loss: 0.0027    
118/224 [==============>...............] - ETA: 0s - loss: 0.0034
163/224 [====================>.........] - ETA: 0s - loss: 0.0031
205/224 [==========================>...] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0039
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 0.0650
 45/224 [=====>........................] - ETA: 0s - loss: 0.0038
 90/224 [===========>..................] - ETA: 0s - loss: 0.0038
134/224 [================>.............] - ETA: 0s - loss: 0.0036
178/224 [======================>.......] - ETA: 0s - loss: 0.0027
221/224 [============================>.] - ETA: 0s - loss: 0.0022
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 4.3019e-07
 45/224 [=====>........................] - ETA: 0s - loss: 0.0026    
 89/224 [==========>...................] - ETA: 0s - loss: 0.0016
133/224 [================>.............] - ETA: 0s - loss: 0.0019
178/224 [======================>.......] - ETA: 0s - loss: 0.0027
223/224 [============================>.] - ETA: 0s - loss: 0.0022
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 7.0221e-08
 42/224 [====>.........................] - ETA: 0s - loss: 7.4001e-04
 81/224 [=========>....................] - ETA: 0s - loss: 4.3366e-04
123/224 [===============>..............] - ETA: 0s - loss: 5.6376e-04
166/224 [=====================>........] - ETA: 0s - loss: 9.3764e-04
205/224 [==========================>...] - ETA: 0s - loss: 0.0020    
224/224 [==============================] - 0s 1ms/step - loss: 0.0022
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 5.3106e-06
 44/224 [====>.........................] - ETA: 0s - loss: 0.0027    
 87/224 [==========>...................] - ETA: 0s - loss: 0.0021
131/224 [================>.............] - ETA: 0s - loss: 0.0022
174/224 [======================>.......] - ETA: 0s - loss: 0.0017
216/224 [===========================>..] - ETA: 0s - loss: 0.0016
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 4.6032e-07
 45/224 [=====>........................] - ETA: 0s - loss: 1.0818e-04
 88/224 [==========>...................] - ETA: 0s - loss: 0.0023    
131/224 [================>.............] - ETA: 0s - loss: 0.0020
176/224 [======================>.......] - ETA: 0s - loss: 0.0016
219/224 [============================>.] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.4456e-07
 46/224 [=====>........................] - ETA: 0s - loss: 0.0016    
 89/224 [==========>...................] - ETA: 0s - loss: 0.0017
134/224 [================>.............] - ETA: 0s - loss: 0.0012
177/224 [======================>.......] - ETA: 0s - loss: 0.0011
222/224 [============================>.] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0288
 45/224 [=====>........................] - ETA: 0s - loss: 0.0011
 89/224 [==========>...................] - ETA: 0s - loss: 0.0011
129/224 [================>.............] - ETA: 0s - loss: 0.0012
167/224 [=====================>........] - ETA: 0s - loss: 0.0011
200/224 [=========================>....] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 9.8701e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 3.6941e-06
 43/224 [====>.........................] - ETA: 0s - loss: 0.0015    
 86/224 [==========>...................] - ETA: 0s - loss: 0.0010
131/224 [================>.............] - ETA: 0s - loss: 7.2566e-04
175/224 [======================>.......] - ETA: 0s - loss: 0.0011    
220/224 [============================>.] - ETA: 0s - loss: 9.2917e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.7366e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.1925e-06
 45/224 [=====>........................] - ETA: 0s - loss: 1.5918e-04
 89/224 [==========>...................] - ETA: 0s - loss: 7.9197e-04
133/224 [================>.............] - ETA: 0s - loss: 8.6653e-04
176/224 [======================>.......] - ETA: 0s - loss: 7.8923e-04
215/224 [===========================>..] - ETA: 0s - loss: 0.0010    
224/224 [==============================] - 0s 1ms/step - loss: 0.0010
-> test with GAN.predict
GAN tn, fp: 552, 4
GAN fn, tp: 0, 21
GAN f1 score: 0.913
GAN cohens kappa score: 0.909

-> test with 'LR'
LR tn, fp: 550, 6
LR fn, tp: 0, 21
LR f1 score: 0.875
LR cohens kappa score: 0.870
LR average precision score: 0.978

-> 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: 555, 1
GB fn, tp: 0, 21
GB f1 score: 0.977
GB cohens kappa score: 0.976

-> 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 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: 38s - loss: 3.2253e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0138     
 81/224 [=========>....................] - ETA: 0s - loss: 0.0163
122/224 [===============>..............] - ETA: 0s - loss: 0.0131
163/224 [====================>.........] - ETA: 0s - loss: 0.0119
203/224 [==========================>...] - ETA: 0s - loss: 0.0107
224/224 [==============================] - 0s 1ms/step - loss: 0.0098
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 5.3362e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0111    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0109
123/224 [===============>..............] - ETA: 0s - loss: 0.0094
162/224 [====================>.........] - ETA: 0s - loss: 0.0077
203/224 [==========================>...] - ETA: 0s - loss: 0.0067
224/224 [==============================] - 0s 1ms/step - loss: 0.0066
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 4.6455e-07
 41/224 [====>.........................] - ETA: 0s - loss: 0.0074    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0100
124/224 [===============>..............] - ETA: 0s - loss: 0.0072
166/224 [=====================>........] - ETA: 0s - loss: 0.0064
207/224 [==========================>...] - ETA: 0s - loss: 0.0055
224/224 [==============================] - 0s 1ms/step - loss: 0.0059
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.2410e-06
 38/224 [====>.........................] - ETA: 0s - loss: 0.0044    
 70/224 [========>.....................] - ETA: 0s - loss: 0.0029
102/224 [============>.................] - ETA: 0s - loss: 0.0023
140/224 [=================>............] - ETA: 0s - loss: 0.0039
181/224 [=======================>......] - ETA: 0s - loss: 0.0055
220/224 [============================>.] - ETA: 0s - loss: 0.0047
224/224 [==============================] - 0s 1ms/step - loss: 0.0046
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 2.6766e-06
 37/224 [===>..........................] - ETA: 0s - loss: 4.4542e-04
 73/224 [========>.....................] - ETA: 0s - loss: 0.0090    
110/224 [=============>................] - ETA: 0s - loss: 0.0071
149/224 [==================>...........] - ETA: 0s - loss: 0.0060
188/224 [========================>.....] - ETA: 0s - loss: 0.0054
224/224 [==============================] - 0s 1ms/step - loss: 0.0047
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.6320e-06
 40/224 [====>.........................] - ETA: 0s - loss: 0.0069    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0039
120/224 [===============>..............] - ETA: 0s - loss: 0.0038
159/224 [====================>.........] - ETA: 0s - loss: 0.0053
198/224 [=========================>....] - ETA: 0s - loss: 0.0043
224/224 [==============================] - 0s 1ms/step - loss: 0.0039
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 7.6740e-06
 41/224 [====>.........................] - ETA: 0s - loss: 9.3351e-04
 82/224 [=========>....................] - ETA: 0s - loss: 0.0059    
123/224 [===============>..............] - ETA: 0s - loss: 0.0055
164/224 [====================>.........] - ETA: 0s - loss: 0.0042
205/224 [==========================>...] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 5.0282e-06
 42/224 [====>.........................] - ETA: 0s - loss: 4.7110e-04
 82/224 [=========>....................] - ETA: 0s - loss: 0.0032    
123/224 [===============>..............] - ETA: 0s - loss: 0.0032
164/224 [====================>.........] - ETA: 0s - loss: 0.0039
205/224 [==========================>...] - ETA: 0s - loss: 0.0034
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 9.2874e-05
 41/224 [====>.........................] - ETA: 0s - loss: 0.0084    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0050
122/224 [===============>..............] - ETA: 0s - loss: 0.0042
160/224 [====================>.........] - ETA: 0s - loss: 0.0039
202/224 [==========================>...] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.1489e-05
 40/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 78/224 [=========>....................] - ETA: 0s - loss: 0.0036
118/224 [==============>...............] - ETA: 0s - loss: 0.0026
160/224 [====================>.........] - ETA: 0s - loss: 0.0023
199/224 [=========================>....] - ETA: 0s - loss: 0.0031
224/224 [==============================] - 0s 1ms/step - loss: 0.0028
-> 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: 556, 4
LR fn, tp: 2, 19
LR f1 score: 0.864
LR cohens kappa score: 0.858
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: 0, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000

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


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

  1/224 [..............................] - ETA: 44s - loss: 7.7526e-07
 41/224 [====>.........................] - ETA: 0s - loss: 3.6415e-04 
 81/224 [=========>....................] - ETA: 0s - loss: 7.5396e-04
120/224 [===============>..............] - ETA: 0s - loss: 0.0029    
153/224 [===================>..........] - ETA: 0s - loss: 0.0027
188/224 [========================>.....] - ETA: 0s - loss: 0.0028
224/224 [==============================] - 1s 1ms/step - loss: 0.0031
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 4.2045e-04
 40/224 [====>.........................] - ETA: 0s - loss: 0.0014    
 81/224 [=========>....................] - ETA: 0s - loss: 9.4448e-04
121/224 [===============>..............] - ETA: 0s - loss: 0.0014    
162/224 [====================>.........] - ETA: 0s - loss: 0.0015
203/224 [==========================>...] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 3.8064e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0016    
 80/224 [=========>....................] - ETA: 0s - loss: 8.6754e-04
120/224 [===============>..............] - ETA: 0s - loss: 0.0011    
159/224 [====================>.........] - ETA: 0s - loss: 8.5151e-04
200/224 [=========================>....] - ETA: 0s - loss: 9.1308e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.7299e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.0579e-07
 41/224 [====>.........................] - ETA: 0s - loss: 7.5704e-04
 81/224 [=========>....................] - ETA: 0s - loss: 4.9904e-04
121/224 [===============>..............] - ETA: 0s - loss: 5.9619e-04
161/224 [====================>.........] - ETA: 0s - loss: 0.0014    
201/224 [=========================>....] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 4.3934e-07
 41/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0012
123/224 [===============>..............] - ETA: 0s - loss: 0.0012
160/224 [====================>.........] - ETA: 0s - loss: 0.0010
199/224 [=========================>....] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 2.5886e-08
 42/224 [====>.........................] - ETA: 0s - loss: 0.0015    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0014
122/224 [===============>..............] - ETA: 0s - loss: 0.0015
161/224 [====================>.........] - ETA: 0s - loss: 0.0012
202/224 [==========================>...] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 3.7737e-07
 42/224 [====>.........................] - ETA: 0s - loss: 4.0693e-04
 83/224 [==========>...................] - ETA: 0s - loss: 8.2055e-04
124/224 [===============>..............] - ETA: 0s - loss: 0.0010    
165/224 [=====================>........] - ETA: 0s - loss: 0.0010
205/224 [==========================>...] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 5.2551e-07
 41/224 [====>.........................] - ETA: 0s - loss: 6.4076e-04
 82/224 [=========>....................] - ETA: 0s - loss: 6.6356e-04
122/224 [===============>..............] - ETA: 0s - loss: 5.1500e-04
162/224 [====================>.........] - ETA: 0s - loss: 7.3607e-04
198/224 [=========================>....] - ETA: 0s - loss: 6.4811e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.1886e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 8.6942e-08
 35/224 [===>..........................] - ETA: 0s - loss: 9.9245e-05
 69/224 [========>.....................] - ETA: 0s - loss: 6.0292e-05
106/224 [=============>................] - ETA: 0s - loss: 5.1086e-04
142/224 [==================>...........] - ETA: 0s - loss: 5.0784e-04
183/224 [=======================>......] - ETA: 0s - loss: 7.3722e-04
223/224 [============================>.] - ETA: 0s - loss: 0.0012    
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 0.0037
 41/224 [====>.........................] - ETA: 0s - loss: 0.0012
 82/224 [=========>....................] - ETA: 0s - loss: 0.0013
123/224 [===============>..............] - ETA: 0s - loss: 0.0012
162/224 [====================>.........] - ETA: 0s - loss: 9.3418e-04
202/224 [==========================>...] - ETA: 0s - loss: 8.0460e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.4963e-04
-> test with GAN.predict
GAN tn, fp: 556, 4
GAN fn, tp: 0, 21
GAN f1 score: 0.913
GAN cohens kappa score: 0.909

-> test with 'LR'
LR tn, fp: 550, 10
LR fn, tp: 1, 20
LR f1 score: 0.784
LR cohens kappa score: 0.775
LR average precision score: 0.983

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

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

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


------ Step 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: 42s - loss: 4.8513e-07
 42/224 [====>.........................] - ETA: 0s - loss: 0.0025     
 84/224 [==========>...................] - ETA: 0s - loss: 0.0032
125/224 [===============>..............] - ETA: 0s - loss: 0.0027
166/224 [=====================>........] - ETA: 0s - loss: 0.0044
208/224 [==========================>...] - ETA: 0s - loss: 0.0042
224/224 [==============================] - 0s 1ms/step - loss: 0.0039
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.4399e-07
 42/224 [====>.........................] - ETA: 0s - loss: 4.5558e-04
 82/224 [=========>....................] - ETA: 0s - loss: 3.4154e-04
124/224 [===============>..............] - ETA: 0s - loss: 9.0133e-04
160/224 [====================>.........] - ETA: 0s - loss: 0.0016    
200/224 [=========================>....] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 4.0995e-05
 36/224 [===>..........................] - ETA: 0s - loss: 0.0030    
 70/224 [========>.....................] - ETA: 0s - loss: 0.0020
109/224 [=============>................] - ETA: 0s - loss: 0.0021
148/224 [==================>...........] - ETA: 0s - loss: 0.0016
189/224 [========================>.....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.8980e-04
 43/224 [====>.........................] - ETA: 0s - loss: 2.1960e-04
 83/224 [==========>...................] - ETA: 0s - loss: 6.2152e-04
123/224 [===============>..............] - ETA: 0s - loss: 0.0015    
163/224 [====================>.........] - ETA: 0s - loss: 0.0012
203/224 [==========================>...] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.7299e-05
 43/224 [====>.........................] - ETA: 0s - loss: 3.4044e-04
 84/224 [==========>...................] - ETA: 0s - loss: 4.6967e-04
124/224 [===============>..............] - ETA: 0s - loss: 7.1701e-04
163/224 [====================>.........] - ETA: 0s - loss: 7.3297e-04
203/224 [==========================>...] - ETA: 0s - loss: 8.3768e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.3955e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 8.5005e-08
 42/224 [====>.........................] - ETA: 0s - loss: 0.0011    
 84/224 [==========>...................] - ETA: 0s - loss: 9.4288e-04
125/224 [===============>..............] - ETA: 0s - loss: 0.0013    
162/224 [====================>.........] - ETA: 0s - loss: 9.9988e-04
203/224 [==========================>...] - ETA: 0s - loss: 0.0011    
224/224 [==============================] - 0s 1ms/step - loss: 0.0011
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 7.4847e-07
 42/224 [====>.........................] - ETA: 0s - loss: 9.9112e-04
 84/224 [==========>...................] - ETA: 0s - loss: 0.0011    
125/224 [===============>..............] - ETA: 0s - loss: 8.3848e-04
166/224 [=====================>........] - ETA: 0s - loss: 7.2954e-04
207/224 [==========================>...] - ETA: 0s - loss: 6.8970e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.5441e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 5.8519e-08
 42/224 [====>.........................] - ETA: 0s - loss: 4.2261e-04
 82/224 [=========>....................] - ETA: 0s - loss: 4.3987e-04
122/224 [===============>..............] - ETA: 0s - loss: 9.0018e-04
164/224 [====================>.........] - ETA: 0s - loss: 8.1462e-04
204/224 [==========================>...] - ETA: 0s - loss: 7.5090e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.9032e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.9225e-07
 40/224 [====>.........................] - ETA: 0s - loss: 3.8761e-04
 79/224 [=========>....................] - ETA: 0s - loss: 2.9680e-04
120/224 [===============>..............] - ETA: 0s - loss: 5.4316e-04
161/224 [====================>.........] - ETA: 0s - loss: 6.7053e-04
200/224 [=========================>....] - ETA: 0s - loss: 5.7708e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.5692e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 8.7119e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0010    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0011
116/224 [==============>...............] - ETA: 0s - loss: 8.4198e-04
151/224 [===================>..........] - ETA: 0s - loss: 6.6542e-04
182/224 [=======================>......] - ETA: 0s - loss: 6.4288e-04
220/224 [============================>.] - ETA: 0s - loss: 6.4333e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.3302e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 6, 15
GAN f1 score: 0.833
GAN cohens kappa score: 0.828

-> test with 'LR'
LR tn, fp: 555, 5
LR fn, tp: 7, 14
LR f1 score: 0.700
LR cohens kappa score: 0.689
LR average precision score: 0.785

-> 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: 1, 20
GB f1 score: 0.976
GB cohens kappa score: 0.975

-> test with 'KNN'
KNN tn, fp: 557, 3
KNN fn, tp: 4, 17
KNN f1 score: 0.829
KNN cohens kappa score: 0.823


------ 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: 47s - loss: 2.8876e-04
 36/224 [===>..........................] - ETA: 0s - loss: 0.0017     
 74/224 [========>.....................] - ETA: 0s - loss: 0.0017
115/224 [==============>...............] - ETA: 0s - loss: 0.0012
156/224 [===================>..........] - ETA: 0s - loss: 0.0021
196/224 [=========================>....] - ETA: 0s - loss: 0.0018
224/224 [==============================] - 1s 1ms/step - loss: 0.0016
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 1.8150e-07
 40/224 [====>.........................] - ETA: 0s - loss: 0.0025    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0017
121/224 [===============>..............] - ETA: 0s - loss: 0.0027
162/224 [====================>.........] - ETA: 0s - loss: 0.0024
200/224 [=========================>....] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.6714e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0016
122/224 [===============>..............] - ETA: 0s - loss: 0.0019
163/224 [====================>.........] - ETA: 0s - loss: 0.0018
204/224 [==========================>...] - ETA: 0s - loss: 0.0017
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 0.0017
 41/224 [====>.........................] - ETA: 0s - loss: 2.4935e-04
 81/224 [=========>....................] - ETA: 0s - loss: 5.9160e-04
122/224 [===============>..............] - ETA: 0s - loss: 7.3234e-04
163/224 [====================>.........] - ETA: 0s - loss: 6.0971e-04
204/224 [==========================>...] - ETA: 0s - loss: 7.2007e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.5126e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.8959e-09
 41/224 [====>.........................] - ETA: 0s - loss: 3.1791e-04
 83/224 [==========>...................] - ETA: 0s - loss: 6.5796e-04
124/224 [===============>..............] - ETA: 0s - loss: 9.7150e-04
164/224 [====================>.........] - ETA: 0s - loss: 0.0017    
206/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.5179e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0015    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0012
124/224 [===============>..............] - ETA: 0s - loss: 8.9318e-04
165/224 [=====================>........] - ETA: 0s - loss: 9.8345e-04
206/224 [==========================>...] - ETA: 0s - loss: 9.5516e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.9301e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 6.8558e-09
 43/224 [====>.........................] - ETA: 0s - loss: 7.0807e-04
 81/224 [=========>....................] - ETA: 0s - loss: 7.9489e-04
120/224 [===============>..............] - ETA: 0s - loss: 5.7081e-04
158/224 [====================>.........] - ETA: 0s - loss: 7.9883e-04
199/224 [=========================>....] - ETA: 0s - loss: 9.7112e-04
224/224 [==============================] - 0s 1ms/step - loss: 9.0984e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 6.9844e-07
 42/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0012
117/224 [==============>...............] - ETA: 0s - loss: 9.1581e-04
148/224 [==================>...........] - ETA: 0s - loss: 7.7911e-04
184/224 [=======================>......] - ETA: 0s - loss: 6.5774e-04
223/224 [============================>.] - ETA: 0s - loss: 6.5620e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.5444e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 4.2156e-08
 42/224 [====>.........................] - ETA: 0s - loss: 5.3709e-04
 82/224 [=========>....................] - ETA: 0s - loss: 5.6260e-04
123/224 [===============>..............] - ETA: 0s - loss: 5.3243e-04
164/224 [====================>.........] - ETA: 0s - loss: 5.4251e-04
205/224 [==========================>...] - ETA: 0s - loss: 7.2663e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.7934e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 2.0188e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0021    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0013
123/224 [===============>..............] - ETA: 0s - loss: 0.0011
164/224 [====================>.........] - ETA: 0s - loss: 9.1646e-04
204/224 [==========================>...] - ETA: 0s - loss: 7.6476e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.0116e-04
-> test with GAN.predict
GAN tn, fp: 560, 0
GAN fn, tp: 0, 21
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 554, 6
LR fn, tp: 0, 21
LR f1 score: 0.875
LR cohens kappa score: 0.870
LR average precision score: 0.973

-> 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: 0, 21
GB f1 score: 0.977
GB cohens kappa score: 0.976

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


------ Step 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: 6.1812e-07
 37/224 [===>..........................] - ETA: 0s - loss: 0.0035     
 73/224 [========>.....................] - ETA: 0s - loss: 0.0064
111/224 [=============>................] - ETA: 0s - loss: 0.0052
146/224 [==================>...........] - ETA: 0s - loss: 0.0063
188/224 [========================>.....] - ETA: 0s - loss: 0.0050
224/224 [==============================] - 0s 1ms/step - loss: 0.0042
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 4.2793e-08
 44/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 86/224 [==========>...................] - ETA: 0s - loss: 0.0020
129/224 [================>.............] - ETA: 0s - loss: 0.0032
173/224 [======================>.......] - ETA: 0s - loss: 0.0027
217/224 [============================>.] - ETA: 0s - loss: 0.0030
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 2.9770e-06
 45/224 [=====>........................] - ETA: 0s - loss: 9.6442e-04
 86/224 [==========>...................] - ETA: 0s - loss: 0.0012    
128/224 [================>.............] - ETA: 0s - loss: 9.9855e-04
172/224 [======================>.......] - ETA: 0s - loss: 0.0013    
216/224 [===========================>..] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 3.3932e-07
 45/224 [=====>........................] - ETA: 0s - loss: 0.0023    
 88/224 [==========>...................] - ETA: 0s - loss: 0.0014
130/224 [================>.............] - ETA: 0s - loss: 0.0024
174/224 [======================>.......] - ETA: 0s - loss: 0.0023
218/224 [============================>.] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.2514e-04
 42/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 86/224 [==========>...................] - ETA: 0s - loss: 0.0010
130/224 [================>.............] - ETA: 0s - loss: 9.0696e-04
174/224 [======================>.......] - ETA: 0s - loss: 0.0014    
218/224 [============================>.] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.3716e-07
 41/224 [====>.........................] - ETA: 0s - loss: 0.0044    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0026
128/224 [================>.............] - ETA: 0s - loss: 0.0020
171/224 [=====================>........] - ETA: 0s - loss: 0.0019
214/224 [===========================>..] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.1257e-07
 43/224 [====>.........................] - ETA: 0s - loss: 4.4977e-04
 86/224 [==========>...................] - ETA: 0s - loss: 0.0013    
128/224 [================>.............] - ETA: 0s - loss: 0.0013
169/224 [=====================>........] - ETA: 0s - loss: 0.0016
212/224 [===========================>..] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 5.8523e-07
 44/224 [====>.........................] - ETA: 0s - loss: 3.7410e-04
 87/224 [==========>...................] - ETA: 0s - loss: 4.8298e-04
130/224 [================>.............] - ETA: 0s - loss: 8.7314e-04
174/224 [======================>.......] - ETA: 0s - loss: 8.0255e-04
217/224 [============================>.] - ETA: 0s - loss: 0.0014    
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.5499e-05
 36/224 [===>..........................] - ETA: 0s - loss: 5.7699e-04
 70/224 [========>.....................] - ETA: 0s - loss: 5.9592e-04
108/224 [=============>................] - ETA: 0s - loss: 7.1732e-04
152/224 [===================>..........] - ETA: 0s - loss: 6.6172e-04
192/224 [========================>.....] - ETA: 0s - loss: 0.0015    
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 5.4185e-05
 45/224 [=====>........................] - ETA: 0s - loss: 2.1680e-04
 89/224 [==========>...................] - ETA: 0s - loss: 7.7160e-04
132/224 [================>.............] - ETA: 0s - loss: 6.7919e-04
175/224 [======================>.......] - ETA: 0s - loss: 5.3577e-04
215/224 [===========================>..] - ETA: 0s - loss: 0.0013    
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
-> 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: 554, 2
LR fn, tp: 2, 19
LR f1 score: 0.905
LR cohens kappa score: 0.901
LR average precision score: 0.948

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

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

-> test with 'KNN'
KNN tn, fp: 554, 2
KNN fn, tp: 1, 20
KNN f1 score: 0.930
KNN cohens kappa score: 0.928


====== 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: 46s - loss: 9.2803e-09
 42/224 [====>.........................] - ETA: 0s - loss: 0.0072     
 84/224 [==========>...................] - ETA: 0s - loss: 0.0048
125/224 [===============>..............] - ETA: 0s - loss: 0.0070
166/224 [=====================>........] - ETA: 0s - loss: 0.0100
207/224 [==========================>...] - ETA: 0s - loss: 0.0101
224/224 [==============================] - 0s 1ms/step - loss: 0.0094
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 7.0640e-07
 38/224 [====>.........................] - ETA: 0s - loss: 1.7609e-04
 79/224 [=========>....................] - ETA: 0s - loss: 0.0027    
120/224 [===============>..............] - ETA: 0s - loss: 0.0018
160/224 [====================>.........] - ETA: 0s - loss: 0.0028
200/224 [=========================>....] - ETA: 0s - loss: 0.0039
224/224 [==============================] - 0s 1ms/step - loss: 0.0035
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 0.0242
 41/224 [====>.........................] - ETA: 0s - loss: 8.5662e-04
 82/224 [=========>....................] - ETA: 0s - loss: 8.1861e-04
123/224 [===============>..............] - ETA: 0s - loss: 0.0012    
164/224 [====================>.........] - ETA: 0s - loss: 0.0014
206/224 [==========================>...] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0023
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.2041e-07
 42/224 [====>.........................] - ETA: 0s - loss: 0.0053    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0043
121/224 [===============>..............] - ETA: 0s - loss: 0.0043
159/224 [====================>.........] - ETA: 0s - loss: 0.0042
200/224 [=========================>....] - ETA: 0s - loss: 0.0034
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.8992e-07
 36/224 [===>..........................] - ETA: 0s - loss: 1.8755e-04
 69/224 [========>.....................] - ETA: 0s - loss: 5.4447e-04
104/224 [============>.................] - ETA: 0s - loss: 9.2096e-04
144/224 [==================>...........] - ETA: 0s - loss: 7.4316e-04
185/224 [=======================>......] - ETA: 0s - loss: 9.6296e-04
224/224 [==============================] - ETA: 0s - loss: 0.0017    
224/224 [==============================] - 0s 1ms/step - loss: 0.0017
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 6.2076e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0038    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0022
123/224 [===============>..............] - ETA: 0s - loss: 0.0018
164/224 [====================>.........] - ETA: 0s - loss: 0.0021
203/224 [==========================>...] - ETA: 0s - loss: 0.0021
224/224 [==============================] - 0s 1ms/step - loss: 0.0020
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 8.1254e-08
 41/224 [====>.........................] - ETA: 0s - loss: 7.5369e-04
 81/224 [=========>....................] - ETA: 0s - loss: 4.6913e-04
119/224 [==============>...............] - ETA: 0s - loss: 0.0014    
159/224 [====================>.........] - ETA: 0s - loss: 0.0013
200/224 [=========================>....] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 5.9194e-08
 41/224 [====>.........................] - ETA: 0s - loss: 0.0019    
 83/224 [==========>...................] - ETA: 0s - loss: 9.9290e-04
122/224 [===============>..............] - ETA: 0s - loss: 7.1188e-04
162/224 [====================>.........] - ETA: 0s - loss: 0.0013    
204/224 [==========================>...] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.1202e-04
 41/224 [====>.........................] - ETA: 0s - loss: 0.0036    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0020
120/224 [===============>..............] - ETA: 0s - loss: 0.0016
158/224 [====================>.........] - ETA: 0s - loss: 0.0013
198/224 [=========================>....] - ETA: 0s - loss: 0.0013
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.2085e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0016    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0022
124/224 [===============>..............] - ETA: 0s - loss: 0.0020
162/224 [====================>.........] - ETA: 0s - loss: 0.0016
202/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
-> 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: 557, 3
LR fn, tp: 2, 19
LR f1 score: 0.884
LR cohens kappa score: 0.879
LR average precision score: 0.975

-> 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: 559, 1
KNN fn, tp: 0, 21
KNN f1 score: 0.977
KNN cohens kappa score: 0.976


------ 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: 46s - loss: 6.3307e-09
 42/224 [====>.........................] - ETA: 0s - loss: 0.0077     
 84/224 [==========>...................] - ETA: 0s - loss: 0.0063
125/224 [===============>..............] - ETA: 0s - loss: 0.0063
165/224 [=====================>........] - ETA: 0s - loss: 0.0064
204/224 [==========================>...] - ETA: 0s - loss: 0.0059
224/224 [==============================] - 0s 1ms/step - loss: 0.0055
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 6.9054e-07
 38/224 [====>.........................] - ETA: 0s - loss: 0.0022    
 74/224 [========>.....................] - ETA: 0s - loss: 0.0031
110/224 [=============>................] - ETA: 0s - loss: 0.0055
145/224 [==================>...........] - ETA: 0s - loss: 0.0043
187/224 [========================>.....] - ETA: 0s - loss: 0.0042
224/224 [==============================] - 0s 1ms/step - loss: 0.0042
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.1188e-05
 43/224 [====>.........................] - ETA: 0s - loss: 0.0057    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0031
123/224 [===============>..............] - ETA: 0s - loss: 0.0022
163/224 [====================>.........] - ETA: 0s - loss: 0.0038
203/224 [==========================>...] - ETA: 0s - loss: 0.0032
224/224 [==============================] - 0s 1ms/step - loss: 0.0030
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 1.0064e-07
 41/224 [====>.........................] - ETA: 0s - loss: 6.2107e-04
 80/224 [=========>....................] - ETA: 0s - loss: 5.2403e-04
121/224 [===============>..............] - ETA: 0s - loss: 7.6561e-04
160/224 [====================>.........] - ETA: 0s - loss: 0.0021    
200/224 [=========================>....] - ETA: 0s - loss: 0.0019
224/224 [==============================] - 0s 1ms/step - loss: 0.0018
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 5.6044e-08
 40/224 [====>.........................] - ETA: 0s - loss: 0.0011    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0029
122/224 [===============>..............] - ETA: 0s - loss: 0.0021
162/224 [====================>.........] - ETA: 0s - loss: 0.0017
204/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0016
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 8.3183e-08
 41/224 [====>.........................] - ETA: 0s - loss: 0.0044    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0026
124/224 [===============>..............] - ETA: 0s - loss: 0.0019
165/224 [=====================>........] - ETA: 0s - loss: 0.0015
206/224 [==========================>...] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 2.6798e-05
 42/224 [====>.........................] - ETA: 0s - loss: 1.0798e-04
 82/224 [=========>....................] - ETA: 0s - loss: 1.3107e-04
122/224 [===============>..............] - ETA: 0s - loss: 3.1937e-04
163/224 [====================>.........] - ETA: 0s - loss: 0.0011    
202/224 [==========================>...] - ETA: 0s - loss: 0.0012
224/224 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 1.2403e-04
 41/224 [====>.........................] - ETA: 0s - loss: 5.4970e-04
 81/224 [=========>....................] - ETA: 0s - loss: 0.0020    
121/224 [===============>..............] - ETA: 0s - loss: 0.0017
162/224 [====================>.........] - ETA: 0s - loss: 0.0016
202/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 4.6556e-09
 40/224 [====>.........................] - ETA: 0s - loss: 0.0025    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0016
122/224 [===============>..............] - ETA: 0s - loss: 0.0012
162/224 [====================>.........] - ETA: 0s - loss: 9.2917e-04
198/224 [=========================>....] - ETA: 0s - loss: 0.0010    
224/224 [==============================] - 0s 1ms/step - loss: 9.6518e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.5842e-06
 38/224 [====>.........................] - ETA: 0s - loss: 9.5401e-05
 78/224 [=========>....................] - ETA: 0s - loss: 1.3183e-04
116/224 [==============>...............] - ETA: 0s - loss: 3.4580e-04
156/224 [===================>..........] - ETA: 0s - loss: 4.6201e-04
195/224 [=========================>....] - ETA: 0s - loss: 9.1785e-04
224/224 [==============================] - 0s 1ms/step - loss: 8.9717e-04
-> 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: 557, 3
LR fn, tp: 4, 17
LR f1 score: 0.829
LR cohens kappa score: 0.823
LR average precision score: 0.919

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


------ 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: 46s - loss: 1.9550e-09
 42/224 [====>.........................] - ETA: 0s - loss: 3.4119e-05 
 84/224 [==========>...................] - ETA: 0s - loss: 8.1755e-05
125/224 [===============>..............] - ETA: 0s - loss: 1.0157e-04
166/224 [=====================>........] - ETA: 0s - loss: 1.0915e-04
207/224 [==========================>...] - ETA: 0s - loss: 1.4829e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.6524e-04
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 3.0332e-07
 42/224 [====>.........................] - ETA: 0s - loss: 6.8735e-05
 82/224 [=========>....................] - ETA: 0s - loss: 5.1186e-05
121/224 [===============>..............] - ETA: 0s - loss: 1.8072e-04
162/224 [====================>.........] - ETA: 0s - loss: 1.8272e-04
203/224 [==========================>...] - ETA: 0s - loss: 1.7075e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.6235e-04
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 4.6503e-10
 42/224 [====>.........................] - ETA: 0s - loss: 6.6690e-05
 77/224 [=========>....................] - ETA: 0s - loss: 7.3758e-05
112/224 [==============>...............] - ETA: 0s - loss: 6.7113e-05
142/224 [==================>...........] - ETA: 0s - loss: 9.3328e-05
180/224 [=======================>......] - ETA: 0s - loss: 1.3813e-04
218/224 [============================>.] - ETA: 0s - loss: 1.1761e-04
224/224 [==============================] - 0s 1ms/step - loss: 1.1468e-04
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.4026e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0014    
 77/224 [=========>....................] - ETA: 0s - loss: 8.8374e-04
111/224 [=============>................] - ETA: 0s - loss: 6.8820e-04
145/224 [==================>...........] - ETA: 0s - loss: 5.8187e-04
180/224 [=======================>......] - ETA: 0s - loss: 4.7354e-04
217/224 [============================>.] - ETA: 0s - loss: 4.1978e-04
224/224 [==============================] - 0s 1ms/step - loss: 4.0849e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 1.1067e-08
 38/224 [====>.........................] - ETA: 0s - loss: 1.3064e-04
 79/224 [=========>....................] - ETA: 0s - loss: 3.8145e-04
119/224 [==============>...............] - ETA: 0s - loss: 2.5888e-04
159/224 [====================>.........] - ETA: 0s - loss: 2.3229e-04
197/224 [=========================>....] - ETA: 0s - loss: 2.3677e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.6189e-04
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 0.0065
 42/224 [====>.........................] - ETA: 0s - loss: 1.8407e-04
 82/224 [=========>....................] - ETA: 0s - loss: 1.0379e-04
122/224 [===============>..............] - ETA: 0s - loss: 8.3716e-05
161/224 [====================>.........] - ETA: 0s - loss: 7.3688e-05
200/224 [=========================>....] - ETA: 0s - loss: 1.5437e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.0420e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.0419e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0052    
 80/224 [=========>....................] - ETA: 0s - loss: 0.0067
121/224 [===============>..............] - ETA: 0s - loss: 0.0046
159/224 [====================>.........] - ETA: 0s - loss: 0.0035
199/224 [=========================>....] - ETA: 0s - loss: 0.0028
224/224 [==============================] - 0s 1ms/step - loss: 0.0027
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 2.4300e-08
 41/224 [====>.........................] - ETA: 0s - loss: 6.8434e-05
 81/224 [=========>....................] - ETA: 0s - loss: 6.1294e-04
122/224 [===============>..............] - ETA: 0s - loss: 4.1300e-04
163/224 [====================>.........] - ETA: 0s - loss: 3.1969e-04
204/224 [==========================>...] - ETA: 0s - loss: 2.7606e-04
224/224 [==============================] - 0s 1ms/step - loss: 2.7353e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 4.6457e-10
 43/224 [====>.........................] - ETA: 0s - loss: 4.5154e-05
 83/224 [==========>...................] - ETA: 0s - loss: 6.4461e-05
123/224 [===============>..............] - ETA: 0s - loss: 5.7313e-05
163/224 [====================>.........] - ETA: 0s - loss: 5.4712e-05
204/224 [==========================>...] - ETA: 0s - loss: 5.5402e-05
224/224 [==============================] - 0s 1ms/step - loss: 6.2285e-05
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 9.4913e-07
 41/224 [====>.........................] - ETA: 0s - loss: 9.0412e-05
 81/224 [=========>....................] - ETA: 0s - loss: 5.6320e-05
119/224 [==============>...............] - ETA: 0s - loss: 4.6553e-05
156/224 [===================>..........] - ETA: 0s - loss: 5.6414e-05
195/224 [=========================>....] - ETA: 0s - loss: 5.3382e-05
224/224 [==============================] - 0s 1ms/step - loss: 5.8837e-05
-> 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: 553, 7
LR fn, tp: 2, 19
LR f1 score: 0.809
LR cohens kappa score: 0.801
LR average precision score: 0.897

-> 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: 553, 7
KNN fn, tp: 0, 21
KNN f1 score: 0.857
KNN cohens kappa score: 0.851


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

  1/224 [..............................] - ETA: 42s - loss: 1.5939e-06
 38/224 [====>.........................] - ETA: 0s - loss: 0.0114     
 77/224 [=========>....................] - ETA: 0s - loss: 0.0059
114/224 [==============>...............] - ETA: 0s - loss: 0.0055
153/224 [===================>..........] - ETA: 0s - loss: 0.0042
194/224 [========================>.....] - ETA: 0s - loss: 0.0041
224/224 [==============================] - 0s 1ms/step - loss: 0.0056
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 9.0170e-06
 34/224 [===>..........................] - ETA: 0s - loss: 0.0109    
 67/224 [=======>......................] - ETA: 0s - loss: 0.0056
107/224 [=============>................] - ETA: 0s - loss: 0.0062
148/224 [==================>...........] - ETA: 0s - loss: 0.0065
189/224 [========================>.....] - ETA: 0s - loss: 0.0067
224/224 [==============================] - 0s 1ms/step - loss: 0.0063
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 3.9212e-06
 42/224 [====>.........................] - ETA: 0s - loss: 0.0020    
 81/224 [=========>....................] - ETA: 0s - loss: 0.0016
121/224 [===============>..............] - ETA: 0s - loss: 0.0021
161/224 [====================>.........] - ETA: 0s - loss: 0.0053
201/224 [=========================>....] - ETA: 0s - loss: 0.0048
224/224 [==============================] - 0s 1ms/step - loss: 0.0044
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 2.7010e-06
 41/224 [====>.........................] - ETA: 0s - loss: 0.0051    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0057
123/224 [===============>..............] - ETA: 0s - loss: 0.0060
164/224 [====================>.........] - ETA: 0s - loss: 0.0053
205/224 [==========================>...] - ETA: 0s - loss: 0.0045
224/224 [==============================] - 0s 1ms/step - loss: 0.0045
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 5.0798e-07
 41/224 [====>.........................] - ETA: 0s - loss: 5.7026e-04
 82/224 [=========>....................] - ETA: 0s - loss: 5.3265e-04
123/224 [===============>..............] - ETA: 0s - loss: 0.0022    
163/224 [====================>.........] - ETA: 0s - loss: 0.0037
202/224 [==========================>...] - ETA: 0s - loss: 0.0037
224/224 [==============================] - 0s 1ms/step - loss: 0.0034
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 1.9841e-05
 41/224 [====>.........................] - ETA: 0s - loss: 9.0901e-04
 82/224 [=========>....................] - ETA: 0s - loss: 6.5111e-04
122/224 [===============>..............] - ETA: 0s - loss: 0.0012    
163/224 [====================>.........] - ETA: 0s - loss: 0.0011
203/224 [==========================>...] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 0.0029
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.1929e-07
 41/224 [====>.........................] - ETA: 0s - loss: 0.0012    
 82/224 [=========>....................] - ETA: 0s - loss: 0.0018
120/224 [===============>..............] - ETA: 0s - loss: 0.0018
162/224 [====================>.........] - ETA: 0s - loss: 0.0021
202/224 [==========================>...] - ETA: 0s - loss: 0.0034
224/224 [==============================] - 0s 1ms/step - loss: 0.0031
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 3.3934e-05
 43/224 [====>.........................] - ETA: 0s - loss: 9.9637e-04
 83/224 [==========>...................] - ETA: 0s - loss: 9.2954e-04
124/224 [===============>..............] - ETA: 0s - loss: 0.0010    
165/224 [=====================>........] - ETA: 0s - loss: 0.0016
206/224 [==========================>...] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 1.6581e-06
 43/224 [====>.........................] - ETA: 0s - loss: 0.0018    
 83/224 [==========>...................] - ETA: 0s - loss: 0.0019
118/224 [==============>...............] - ETA: 0s - loss: 0.0018
149/224 [==================>...........] - ETA: 0s - loss: 0.0015
185/224 [=======================>......] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 0s 1ms/step - loss: 0.0024
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 1.5179e-05
 43/224 [====>.........................] - ETA: 0s - loss: 0.0023    
 84/224 [==========>...................] - ETA: 0s - loss: 0.0034
125/224 [===============>..............] - ETA: 0s - loss: 0.0027
166/224 [=====================>........] - ETA: 0s - loss: 0.0024
207/224 [==========================>...] - ETA: 0s - loss: 0.0020
224/224 [==============================] - 0s 1ms/step - loss: 0.0019
-> 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: 554, 6
LR fn, tp: 2, 19
LR f1 score: 0.826
LR cohens kappa score: 0.819
LR average precision score: 0.921

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


------ 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: 42s - loss: 6.3864e-04
 36/224 [===>..........................] - ETA: 0s - loss: 0.0030     
 71/224 [========>.....................] - ETA: 0s - loss: 0.0017
103/224 [============>.................] - ETA: 0s - loss: 0.0032
141/224 [=================>............] - ETA: 0s - loss: 0.0038
178/224 [======================>.......] - ETA: 0s - loss: 0.0031
217/224 [============================>.] - ETA: 0s - loss: 0.0025
224/224 [==============================] - 1s 1ms/step - loss: 0.0025
Epoch 2/10

  1/224 [..............................] - ETA: 0s - loss: 5.8489e-04
 35/224 [===>..........................] - ETA: 0s - loss: 7.3386e-04
 75/224 [=========>....................] - ETA: 0s - loss: 0.0013    
112/224 [==============>...............] - ETA: 0s - loss: 9.5705e-04
151/224 [===================>..........] - ETA: 0s - loss: 0.0011    
189/224 [========================>.....] - ETA: 0s - loss: 0.0010
224/224 [==============================] - 0s 1ms/step - loss: 9.5694e-04
Epoch 3/10

  1/224 [..............................] - ETA: 0s - loss: 1.6825e-07
 39/224 [====>.........................] - ETA: 0s - loss: 0.0020    
 76/224 [=========>....................] - ETA: 0s - loss: 0.0018
111/224 [=============>................] - ETA: 0s - loss: 0.0022
149/224 [==================>...........] - ETA: 0s - loss: 0.0021
186/224 [=======================>......] - ETA: 0s - loss: 0.0017
224/224 [==============================] - ETA: 0s - loss: 0.0015
224/224 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 4/10

  1/224 [..............................] - ETA: 0s - loss: 6.7752e-06
 39/224 [====>.........................] - ETA: 0s - loss: 0.0013    
 77/224 [=========>....................] - ETA: 0s - loss: 0.0013
116/224 [==============>...............] - ETA: 0s - loss: 0.0014
155/224 [===================>..........] - ETA: 0s - loss: 0.0012
195/224 [=========================>....] - ETA: 0s - loss: 0.0011
224/224 [==============================] - 0s 1ms/step - loss: 9.8401e-04
Epoch 5/10

  1/224 [..............................] - ETA: 0s - loss: 3.1605e-08
 30/224 [===>..........................] - ETA: 0s - loss: 2.4896e-05
 66/224 [=======>......................] - ETA: 0s - loss: 0.0021    
103/224 [============>.................] - ETA: 0s - loss: 0.0023
141/224 [=================>............] - ETA: 0s - loss: 0.0018
178/224 [======================>.......] - ETA: 0s - loss: 0.0016
217/224 [============================>.] - ETA: 0s - loss: 0.0014
224/224 [==============================] - 0s 1ms/step - loss: 0.0014
Epoch 6/10

  1/224 [..............................] - ETA: 0s - loss: 3.5853e-05
 43/224 [====>.........................] - ETA: 0s - loss: 3.7272e-05
 82/224 [=========>....................] - ETA: 0s - loss: 2.7721e-04
119/224 [==============>...............] - ETA: 0s - loss: 3.3200e-04
156/224 [===================>..........] - ETA: 0s - loss: 6.2237e-04
193/224 [========================>.....] - ETA: 0s - loss: 6.3757e-04
222/224 [============================>.] - ETA: 0s - loss: 7.0757e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.0126e-04
Epoch 7/10

  1/224 [..............................] - ETA: 0s - loss: 1.2277e-04
 37/224 [===>..........................] - ETA: 0s - loss: 0.0010    
 73/224 [========>.....................] - ETA: 0s - loss: 8.1713e-04
110/224 [=============>................] - ETA: 0s - loss: 7.5070e-04
148/224 [==================>...........] - ETA: 0s - loss: 8.7219e-04
186/224 [=======================>......] - ETA: 0s - loss: 7.1789e-04
224/224 [==============================] - ETA: 0s - loss: 7.3953e-04
224/224 [==============================] - 0s 1ms/step - loss: 7.3953e-04
Epoch 8/10

  1/224 [..............................] - ETA: 0s - loss: 0.0041
 36/224 [===>..........................] - ETA: 0s - loss: 4.6286e-04
 71/224 [========>.....................] - ETA: 0s - loss: 5.8778e-04
108/224 [=============>................] - ETA: 0s - loss: 6.3681e-04
143/224 [==================>...........] - ETA: 0s - loss: 6.0445e-04
179/224 [======================>.......] - ETA: 0s - loss: 5.7974e-04
215/224 [===========================>..] - ETA: 0s - loss: 6.3819e-04
224/224 [==============================] - 0s 1ms/step - loss: 6.2484e-04
Epoch 9/10

  1/224 [..............................] - ETA: 0s - loss: 7.5457e-08
 37/224 [===>..........................] - ETA: 0s - loss: 1.2528e-04
 74/224 [========>.....................] - ETA: 0s - loss: 4.8521e-04
114/224 [==============>...............] - ETA: 0s - loss: 3.4067e-04
153/224 [===================>..........] - ETA: 0s - loss: 4.5458e-04
195/224 [=========================>....] - ETA: 0s - loss: 4.4194e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.0537e-04
Epoch 10/10

  1/224 [..............................] - ETA: 0s - loss: 4.5320e-08
 37/224 [===>..........................] - ETA: 0s - loss: 1.6039e-04
 75/224 [=========>....................] - ETA: 0s - loss: 5.3460e-04
115/224 [==============>...............] - ETA: 0s - loss: 3.5542e-04
157/224 [====================>.........] - ETA: 0s - loss: 4.0744e-04
195/224 [=========================>....] - ETA: 0s - loss: 3.7406e-04
224/224 [==============================] - 0s 1ms/step - loss: 5.0845e-04
-> 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: 549, 7
LR fn, tp: 1, 20
LR f1 score: 0.833
LR cohens kappa score: 0.826
LR average precision score: 0.934

-> 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: 552, 4
KNN fn, tp: 1, 20
KNN f1 score: 0.889
KNN cohens kappa score: 0.884

### Exercise is done.

-----[ LR ]-----
maximum:
LR tn, fp: 560, 13
LR fn, tp: 7, 21
LR f1 score: 0.950
LR cohens kappa score: 0.948
LR average precision score: 0.983


average:
LR tn, fp: 553.76, 5.44
LR fn, tp: 2.08, 18.92
LR f1 score: 0.836
LR cohens kappa score: 0.830
LR average precision score: 0.930


minimum:
LR tn, fp: 547, 0
LR fn, tp: 0, 14
LR f1 score: 0.700
LR cohens kappa score: 0.689
LR average precision score: 0.785


-----[ RF ]-----
maximum:
RF tn, fp: 560, 5
RF fn, tp: 5, 21
RF f1 score: 0.976
RF cohens kappa score: 0.975


average:
RF tn, fp: 558.76, 0.44
RF fn, tp: 1.76, 19.24
RF f1 score: 0.946
RF cohens kappa score: 0.944


minimum:
RF tn, fp: 555, 0
RF fn, tp: 0, 16
RF f1 score: 0.865
RF cohens kappa score: 0.861


-----[ GB ]-----
maximum:
GB tn, fp: 560, 5
GB fn, tp: 3, 21
GB f1 score: 1.000
GB cohens kappa score: 1.000


average:
GB tn, fp: 558.84, 0.36
GB fn, tp: 0.8, 20.2
GB f1 score: 0.972
GB cohens kappa score: 0.971


minimum:
GB tn, fp: 555, 0
GB fn, tp: 0, 18
GB f1 score: 0.894
GB cohens kappa score: 0.889


-----[ KNN ]-----
maximum:
KNN tn, fp: 560, 7
KNN fn, tp: 4, 21
KNN f1 score: 0.977
KNN cohens kappa score: 0.976


average:
KNN tn, fp: 555.76, 3.44
KNN fn, tp: 1.2, 19.8
KNN f1 score: 0.897
KNN cohens kappa score: 0.892


minimum:
KNN tn, fp: 551, 0
KNN fn, tp: 0, 17
KNN f1 score: 0.783
KNN cohens kappa score: 0.774


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


average:
GAN tn, fp: 558.64, 0.56
GAN fn, tp: 1.44, 19.56
GAN f1 score: 0.951
GAN cohens kappa score: 0.949


minimum:
GAN tn, fp: 552, 0
GAN fn, tp: 0, 15
GAN f1 score: 0.833
GAN cohens kappa score: 0.828