ConvGeNBenchmarkResults/data_result/convGAN-proximity-5/folding_kr-vs-k-three_vs_eleven.log

///////////////////////////////////////////
// Running convGAN-proximary-5 on folding_kr-vs-k-three_vs_eleven
///////////////////////////////////////////

Load 'data_input/folding_kr-vs-k-three_vs_eleven'
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 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 36s - loss: 0.0013
 41/229 [====>.........................] - ETA: 0s - loss: 5.5429e-04
 83/229 [=========>....................] - ETA: 0s - loss: 6.5271e-04
124/229 [===============>..............] - ETA: 0s - loss: 5.1230e-04
164/229 [====================>.........] - ETA: 0s - loss: 4.2332e-04
205/229 [=========================>....] - ETA: 0s - loss: 3.6677e-04
229/229 [==============================] - 0s 1ms/step - loss: 3.4903e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 2.3044e-05
 42/229 [====>.........................] - ETA: 0s - loss: 1.2829e-04
 80/229 [=========>....................] - ETA: 0s - loss: 1.5021e-04
121/229 [==============>...............] - ETA: 0s - loss: 1.1925e-04
162/229 [====================>.........] - ETA: 0s - loss: 1.3966e-04
201/229 [=========================>....] - ETA: 0s - loss: 1.6451e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.6443e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 3.3694e-06
 41/229 [====>.........................] - ETA: 0s - loss: 1.8411e-04
 83/229 [=========>....................] - ETA: 0s - loss: 1.4831e-04
123/229 [===============>..............] - ETA: 0s - loss: 1.3425e-04
165/229 [====================>.........] - ETA: 0s - loss: 1.2157e-04
201/229 [=========================>....] - ETA: 0s - loss: 1.1687e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.1512e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 1.6752e-06
 37/229 [===>..........................] - ETA: 0s - loss: 6.2654e-05
 78/229 [=========>....................] - ETA: 0s - loss: 7.1672e-05
117/229 [==============>...............] - ETA: 0s - loss: 8.6237e-05
158/229 [===================>..........] - ETA: 0s - loss: 8.6242e-05
198/229 [========================>.....] - ETA: 0s - loss: 8.2917e-05
229/229 [==============================] - 0s 1ms/step - loss: 1.0463e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 6.5117e-06
 37/229 [===>..........................] - ETA: 0s - loss: 1.0018e-04
 73/229 [========>.....................] - ETA: 0s - loss: 9.1930e-05
108/229 [=============>................] - ETA: 0s - loss: 7.9411e-05
145/229 [=================>............] - ETA: 0s - loss: 6.8606e-05
185/229 [=======================>......] - ETA: 0s - loss: 7.0632e-05
224/229 [============================>.] - ETA: 0s - loss: 8.0335e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.9282e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 3.0765e-06
 42/229 [====>.........................] - ETA: 0s - loss: 5.3605e-05
 82/229 [=========>....................] - ETA: 0s - loss: 6.2259e-05
123/229 [===============>..............] - ETA: 0s - loss: 6.8165e-05
161/229 [====================>.........] - ETA: 0s - loss: 7.1572e-05
203/229 [=========================>....] - ETA: 0s - loss: 6.9899e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.5598e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 1.2023e-05
 40/229 [====>.........................] - ETA: 0s - loss: 3.1344e-05
 79/229 [=========>....................] - ETA: 0s - loss: 4.2636e-05
118/229 [==============>...............] - ETA: 0s - loss: 4.3689e-05
160/229 [===================>..........] - ETA: 0s - loss: 4.6559e-05
199/229 [=========================>....] - ETA: 0s - loss: 4.5288e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.5977e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 6.9744e-05
 41/229 [====>.........................] - ETA: 0s - loss: 4.0907e-05
 80/229 [=========>....................] - ETA: 0s - loss: 4.9999e-05
121/229 [==============>...............] - ETA: 0s - loss: 4.2325e-05
161/229 [====================>.........] - ETA: 0s - loss: 4.2517e-05
201/229 [=========================>....] - ETA: 0s - loss: 4.5194e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.7198e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 4.5744e-05
 39/229 [====>.........................] - ETA: 0s - loss: 7.5178e-05
 79/229 [=========>....................] - ETA: 0s - loss: 4.9939e-05
119/229 [==============>...............] - ETA: 0s - loss: 4.5162e-05
160/229 [===================>..........] - ETA: 0s - loss: 4.3287e-05
197/229 [========================>.....] - ETA: 0s - loss: 3.9022e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.6469e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 1.0317e-05
 42/229 [====>.........................] - ETA: 0s - loss: 4.0618e-05
 81/229 [=========>....................] - ETA: 0s - loss: 3.3488e-05
122/229 [==============>...............] - ETA: 0s - loss: 3.8877e-05
162/229 [====================>.........] - ETA: 0s - loss: 3.5520e-05
202/229 [=========================>....] - ETA: 0s - loss: 3.5644e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.3742e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 570, 1
LR fn, tp: 0, 17
LR f1 score: 0.971
LR cohens kappa score: 0.971
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 567, 4
KNN fn, tp: 0, 17
KNN f1 score: 0.895
KNN cohens kappa score: 0.891


------ Step 1/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 35s - loss: 3.1833e-04
 39/229 [====>.........................] - ETA: 0s - loss: 3.8820e-04 
 80/229 [=========>....................] - ETA: 0s - loss: 6.3716e-04
120/229 [==============>...............] - ETA: 0s - loss: 5.8201e-04
159/229 [===================>..........] - ETA: 0s - loss: 4.6041e-04
199/229 [=========================>....] - ETA: 0s - loss: 0.0012    
229/229 [==============================] - 0s 1ms/step - loss: 0.0013
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 5.7000e-05
 42/229 [====>.........................] - ETA: 0s - loss: 1.5432e-04
 82/229 [=========>....................] - ETA: 0s - loss: 1.3503e-04
121/229 [==============>...............] - ETA: 0s - loss: 1.8531e-04
161/229 [====================>.........] - ETA: 0s - loss: 2.4165e-04
202/229 [=========================>....] - ETA: 0s - loss: 2.3738e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.2182e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 3.1077e-04
 41/229 [====>.........................] - ETA: 0s - loss: 2.7402e-04
 82/229 [=========>....................] - ETA: 0s - loss: 2.0585e-04
123/229 [===============>..............] - ETA: 0s - loss: 1.8568e-04
163/229 [====================>.........] - ETA: 0s - loss: 1.8424e-04
203/229 [=========================>....] - ETA: 0s - loss: 1.6458e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.5563e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 5.1080e-05
 35/229 [===>..........................] - ETA: 0s - loss: 7.5069e-05
 69/229 [========>.....................] - ETA: 0s - loss: 9.4947e-05
105/229 [============>.................] - ETA: 0s - loss: 9.1615e-05
147/229 [==================>...........] - ETA: 0s - loss: 1.3504e-04
187/229 [=======================>......] - ETA: 0s - loss: 1.3441e-04
226/229 [============================>.] - ETA: 0s - loss: 1.3184e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.3118e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.8682e-05
 43/229 [====>.........................] - ETA: 0s - loss: 1.8784e-04
 83/229 [=========>....................] - ETA: 0s - loss: 1.3932e-04
123/229 [===============>..............] - ETA: 0s - loss: 1.2082e-04
162/229 [====================>.........] - ETA: 0s - loss: 1.0953e-04
200/229 [=========================>....] - ETA: 0s - loss: 1.1023e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.0339e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 2.2414e-05
 40/229 [====>.........................] - ETA: 0s - loss: 1.0201e-04
 80/229 [=========>....................] - ETA: 0s - loss: 8.6762e-05
121/229 [==============>...............] - ETA: 0s - loss: 7.8576e-05
160/229 [===================>..........] - ETA: 0s - loss: 8.4618e-05
199/229 [=========================>....] - ETA: 0s - loss: 9.8907e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.3956e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 1.3893e-04
 42/229 [====>.........................] - ETA: 0s - loss: 5.3019e-05
 83/229 [=========>....................] - ETA: 0s - loss: 5.3463e-05
121/229 [==============>...............] - ETA: 0s - loss: 7.0813e-05
162/229 [====================>.........] - ETA: 0s - loss: 6.6442e-05
202/229 [=========================>....] - ETA: 0s - loss: 7.6542e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.1638e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 4.2091e-05
 40/229 [====>.........................] - ETA: 0s - loss: 5.8572e-05
 81/229 [=========>....................] - ETA: 0s - loss: 6.3204e-05
122/229 [==============>...............] - ETA: 0s - loss: 6.1082e-05
163/229 [====================>.........] - ETA: 0s - loss: 7.5113e-05
204/229 [=========================>....] - ETA: 0s - loss: 7.3038e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.9201e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 7.5939e-05
 42/229 [====>.........................] - ETA: 0s - loss: 5.6502e-05
 80/229 [=========>....................] - ETA: 0s - loss: 5.3990e-05
121/229 [==============>...............] - ETA: 0s - loss: 6.2866e-05
163/229 [====================>.........] - ETA: 0s - loss: 6.7142e-05
204/229 [=========================>....] - ETA: 0s - loss: 6.4845e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.2539e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 4.1550e-06
 41/229 [====>.........................] - ETA: 0s - loss: 5.5633e-05
 82/229 [=========>....................] - ETA: 0s - loss: 6.0145e-05
121/229 [==============>...............] - ETA: 0s - loss: 5.8339e-05
157/229 [===================>..........] - ETA: 0s - loss: 6.2523e-05
197/229 [========================>.....] - ETA: 0s - loss: 5.8043e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.5620e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 571, 0
LR fn, tp: 1, 16
LR f1 score: 0.970
LR cohens kappa score: 0.969
LR average precision score: 0.994

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 1, 16
RF f1 score: 0.970
RF cohens kappa score: 0.969

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 568, 3
KNN fn, tp: 0, 17
KNN f1 score: 0.919
KNN cohens kappa score: 0.916


------ Step 1/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 35s - loss: 2.1194e-05
 42/229 [====>.........................] - ETA: 0s - loss: 0.0023     
 78/229 [=========>....................] - ETA: 0s - loss: 0.0014
115/229 [==============>...............] - ETA: 0s - loss: 0.0010
146/229 [==================>...........] - ETA: 0s - loss: 8.1731e-04
185/229 [=======================>......] - ETA: 0s - loss: 6.8643e-04
225/229 [============================>.] - ETA: 0s - loss: 5.8602e-04
229/229 [==============================] - 0s 1ms/step - loss: 5.7866e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 2.6320e-05
 41/229 [====>.........................] - ETA: 0s - loss: 1.3760e-04
 82/229 [=========>....................] - ETA: 0s - loss: 2.5045e-04
124/229 [===============>..............] - ETA: 0s - loss: 2.1040e-04
161/229 [====================>.........] - ETA: 0s - loss: 1.8539e-04
200/229 [=========================>....] - ETA: 0s - loss: 1.7356e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.6300e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 8.7495e-08
 42/229 [====>.........................] - ETA: 0s - loss: 8.4730e-05
 84/229 [==========>...................] - ETA: 0s - loss: 8.2960e-05
125/229 [===============>..............] - ETA: 0s - loss: 7.9891e-05
166/229 [====================>.........] - ETA: 0s - loss: 1.2004e-04
207/229 [==========================>...] - ETA: 0s - loss: 1.1148e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.0454e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 5.2700e-05
 42/229 [====>.........................] - ETA: 0s - loss: 4.5940e-05
 82/229 [=========>....................] - ETA: 0s - loss: 5.5427e-05
123/229 [===============>..............] - ETA: 0s - loss: 5.4525e-05
163/229 [====================>.........] - ETA: 0s - loss: 5.7606e-05
203/229 [=========================>....] - ETA: 0s - loss: 8.1687e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.2431e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 6.3775e-06
 43/229 [====>.........................] - ETA: 0s - loss: 5.3172e-05
 84/229 [==========>...................] - ETA: 0s - loss: 5.7694e-05
125/229 [===============>..............] - ETA: 0s - loss: 5.8636e-05
165/229 [====================>.........] - ETA: 0s - loss: 5.7162e-05
206/229 [=========================>....] - ETA: 0s - loss: 7.8981e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.5918e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 1.7880e-05
 41/229 [====>.........................] - ETA: 0s - loss: 5.8266e-05
 81/229 [=========>....................] - ETA: 0s - loss: 5.0847e-05
121/229 [==============>...............] - ETA: 0s - loss: 7.8594e-05
162/229 [====================>.........] - ETA: 0s - loss: 7.2075e-05
203/229 [=========================>....] - ETA: 0s - loss: 6.4554e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.1045e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 7.0595e-05
 39/229 [====>.........................] - ETA: 0s - loss: 4.3028e-05
 81/229 [=========>....................] - ETA: 0s - loss: 3.7745e-05
120/229 [==============>...............] - ETA: 0s - loss: 3.7223e-05
160/229 [===================>..........] - ETA: 0s - loss: 4.0794e-05
201/229 [=========================>....] - ETA: 0s - loss: 5.3064e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.0007e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 1.4422e-05
 42/229 [====>.........................] - ETA: 0s - loss: 7.9332e-05
 82/229 [=========>....................] - ETA: 0s - loss: 5.7457e-05
122/229 [==============>...............] - ETA: 0s - loss: 5.4354e-05
158/229 [===================>..........] - ETA: 0s - loss: 4.7847e-05
191/229 [========================>.....] - ETA: 0s - loss: 4.3069e-05
225/229 [============================>.] - ETA: 0s - loss: 4.2499e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.2153e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 2.7178e-05
 43/229 [====>.........................] - ETA: 0s - loss: 6.7222e-05
 84/229 [==========>...................] - ETA: 0s - loss: 4.9569e-05
120/229 [==============>...............] - ETA: 0s - loss: 4.2910e-05
156/229 [===================>..........] - ETA: 0s - loss: 3.7118e-05
196/229 [========================>.....] - ETA: 0s - loss: 3.7932e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.7616e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 5.3920e-05
 43/229 [====>.........................] - ETA: 0s - loss: 4.9478e-05
 85/229 [==========>...................] - ETA: 0s - loss: 4.2559e-05
126/229 [===============>..............] - ETA: 0s - loss: 3.7664e-05
167/229 [====================>.........] - ETA: 0s - loss: 3.8519e-05
208/229 [==========================>...] - ETA: 0s - loss: 3.3037e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.1207e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 569, 2
LR fn, tp: 0, 17
LR f1 score: 0.944
LR cohens kappa score: 0.943
LR average precision score: 0.994

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 569, 2
KNN fn, tp: 0, 17
KNN f1 score: 0.944
KNN cohens kappa score: 0.943


------ Step 1/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 37s - loss: 2.7364e-04
 44/229 [====>.........................] - ETA: 0s - loss: 5.8895e-04 
 79/229 [=========>....................] - ETA: 0s - loss: 4.0859e-04
121/229 [==============>...............] - ETA: 0s - loss: 5.3636e-04
162/229 [====================>.........] - ETA: 0s - loss: 4.9371e-04
201/229 [=========================>....] - ETA: 0s - loss: 4.2893e-04
229/229 [==============================] - 0s 1ms/step - loss: 4.3784e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 1.5583e-04
 42/229 [====>.........................] - ETA: 0s - loss: 1.9412e-04
 83/229 [=========>....................] - ETA: 0s - loss: 1.7355e-04
123/229 [===============>..............] - ETA: 0s - loss: 2.3754e-04
163/229 [====================>.........] - ETA: 0s - loss: 2.3658e-04
204/229 [=========================>....] - ETA: 0s - loss: 2.2890e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.2313e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 4.1187e-05
 44/229 [====>.........................] - ETA: 0s - loss: 1.4353e-04
 85/229 [==========>...................] - ETA: 0s - loss: 1.2862e-04
127/229 [===============>..............] - ETA: 0s - loss: 1.1023e-04
169/229 [=====================>........] - ETA: 0s - loss: 9.8901e-05
210/229 [==========================>...] - ETA: 0s - loss: 1.5531e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.7134e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 7.1193e-05
 43/229 [====>.........................] - ETA: 0s - loss: 1.3819e-04
 84/229 [==========>...................] - ETA: 0s - loss: 1.2579e-04
125/229 [===============>..............] - ETA: 0s - loss: 1.0990e-04
166/229 [====================>.........] - ETA: 0s - loss: 1.2907e-04
205/229 [=========================>....] - ETA: 0s - loss: 1.3961e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.3484e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.1462e-04
 42/229 [====>.........................] - ETA: 0s - loss: 7.9834e-05
 83/229 [=========>....................] - ETA: 0s - loss: 6.7133e-05
123/229 [===============>..............] - ETA: 0s - loss: 1.0482e-04
165/229 [====================>.........] - ETA: 0s - loss: 1.0083e-04
207/229 [==========================>...] - ETA: 0s - loss: 1.0236e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.0932e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 1.3246e-04
 41/229 [====>.........................] - ETA: 0s - loss: 1.2363e-04
 83/229 [=========>....................] - ETA: 0s - loss: 1.0990e-04
125/229 [===============>..............] - ETA: 0s - loss: 9.5789e-05
167/229 [====================>.........] - ETA: 0s - loss: 9.8528e-05
208/229 [==========================>...] - ETA: 0s - loss: 9.6039e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.2618e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 4.7878e-05
 40/229 [====>.........................] - ETA: 0s - loss: 6.3828e-05
 78/229 [=========>....................] - ETA: 0s - loss: 6.3549e-05
119/229 [==============>...............] - ETA: 0s - loss: 5.6180e-05
155/229 [===================>..........] - ETA: 0s - loss: 8.2648e-05
190/229 [=======================>......] - ETA: 0s - loss: 8.3557e-05
229/229 [==============================] - ETA: 0s - loss: 8.2532e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.2532e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 4.1510e-05
 42/229 [====>.........................] - ETA: 0s - loss: 6.2896e-05
 82/229 [=========>....................] - ETA: 0s - loss: 7.1620e-05
122/229 [==============>...............] - ETA: 0s - loss: 6.2754e-05
159/229 [===================>..........] - ETA: 0s - loss: 5.8732e-05
200/229 [=========================>....] - ETA: 0s - loss: 6.6652e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.6138e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 2.9993e-05
 41/229 [====>.........................] - ETA: 0s - loss: 3.3216e-05
 81/229 [=========>....................] - ETA: 0s - loss: 3.0805e-05
122/229 [==============>...............] - ETA: 0s - loss: 3.3825e-05
161/229 [====================>.........] - ETA: 0s - loss: 3.6840e-05
199/229 [=========================>....] - ETA: 0s - loss: 4.0338e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.5749e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 2.2408e-05
 43/229 [====>.........................] - ETA: 0s - loss: 5.0799e-05
 85/229 [==========>...................] - ETA: 0s - loss: 5.5949e-05
126/229 [===============>..............] - ETA: 0s - loss: 5.1465e-05
161/229 [====================>.........] - ETA: 0s - loss: 5.6382e-05
197/229 [========================>.....] - ETA: 0s - loss: 5.0601e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.7286e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 571, 0
LR fn, tp: 0, 17
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 563, 8
KNN fn, tp: 0, 17
KNN f1 score: 0.810
KNN cohens kappa score: 0.803


------ Step 1/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2216 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 35s - loss: 1.5198e-05
 31/229 [===>..........................] - ETA: 0s - loss: 1.8323e-04 
 67/229 [=======>......................] - ETA: 0s - loss: 2.4630e-04
106/229 [============>.................] - ETA: 0s - loss: 2.6646e-04
145/229 [=================>............] - ETA: 0s - loss: 2.6144e-04
185/229 [=======================>......] - ETA: 0s - loss: 2.2209e-04
225/229 [============================>.] - ETA: 0s - loss: 2.5568e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.5228e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 4.7038e-05
 41/229 [====>.........................] - ETA: 0s - loss: 9.4247e-05
 78/229 [=========>....................] - ETA: 0s - loss: 7.3295e-05
117/229 [==============>...............] - ETA: 0s - loss: 2.1117e-04
159/229 [===================>..........] - ETA: 0s - loss: 1.9007e-04
199/229 [=========================>....] - ETA: 0s - loss: 1.6753e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.7293e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.8344e-05
 42/229 [====>.........................] - ETA: 0s - loss: 5.8830e-05
 82/229 [=========>....................] - ETA: 0s - loss: 1.8802e-04
122/229 [==============>...............] - ETA: 0s - loss: 1.3827e-04
162/229 [====================>.........] - ETA: 0s - loss: 1.6445e-04
199/229 [=========================>....] - ETA: 0s - loss: 1.6096e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.4389e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 3.8158e-05
 42/229 [====>.........................] - ETA: 0s - loss: 1.1204e-04
 84/229 [==========>...................] - ETA: 0s - loss: 1.5081e-04
124/229 [===============>..............] - ETA: 0s - loss: 1.8047e-04
164/229 [====================>.........] - ETA: 0s - loss: 1.4275e-04
203/229 [=========================>....] - ETA: 0s - loss: 1.3035e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.2076e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 4.9434e-05
 42/229 [====>.........................] - ETA: 0s - loss: 2.4871e-04
 82/229 [=========>....................] - ETA: 0s - loss: 2.0596e-04
119/229 [==============>...............] - ETA: 0s - loss: 1.7158e-04
161/229 [====================>.........] - ETA: 0s - loss: 1.3302e-04
202/229 [=========================>....] - ETA: 0s - loss: 1.0920e-04
229/229 [==============================] - 0s 1ms/step - loss: 9.9671e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 3.0038e-06
 42/229 [====>.........................] - ETA: 0s - loss: 1.8475e-05
 83/229 [=========>....................] - ETA: 0s - loss: 4.6353e-05
123/229 [===============>..............] - ETA: 0s - loss: 7.4191e-05
164/229 [====================>.........] - ETA: 0s - loss: 1.0016e-04
205/229 [=========================>....] - ETA: 0s - loss: 8.6766e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.9002e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 1.0703e-07
 41/229 [====>.........................] - ETA: 0s - loss: 8.8768e-05
 80/229 [=========>....................] - ETA: 0s - loss: 8.0100e-05
118/229 [==============>...............] - ETA: 0s - loss: 7.6385e-05
155/229 [===================>..........] - ETA: 0s - loss: 7.6982e-05
195/229 [========================>.....] - ETA: 0s - loss: 6.4971e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.4550e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 4.7722e-07
 42/229 [====>.........................] - ETA: 0s - loss: 5.0883e-05
 81/229 [=========>....................] - ETA: 0s - loss: 5.5792e-05
115/229 [==============>...............] - ETA: 0s - loss: 4.5020e-05
148/229 [==================>...........] - ETA: 0s - loss: 5.4064e-05
186/229 [=======================>......] - ETA: 0s - loss: 6.8374e-05
227/229 [============================>.] - ETA: 0s - loss: 6.5388e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.4991e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 8.4574e-06
 41/229 [====>.........................] - ETA: 0s - loss: 9.5481e-05
 82/229 [=========>....................] - ETA: 0s - loss: 5.2456e-05
122/229 [==============>...............] - ETA: 0s - loss: 5.8750e-05
162/229 [====================>.........] - ETA: 0s - loss: 6.5094e-05
203/229 [=========================>....] - ETA: 0s - loss: 6.1204e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.6457e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 9.0242e-07
 41/229 [====>.........................] - ETA: 0s - loss: 9.1076e-05
 80/229 [=========>....................] - ETA: 0s - loss: 8.6044e-05
122/229 [==============>...............] - ETA: 0s - loss: 7.1630e-05
161/229 [====================>.........] - ETA: 0s - loss: 5.6737e-05
201/229 [=========================>....] - ETA: 0s - loss: 5.3514e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.8567e-05
-> test with GAN.predict
GAN tn, fp: 568, 2
GAN fn, tp: 0, 13
GAN f1 score: 0.929
GAN cohens kappa score: 0.927

-> test with 'LR'
LR tn, fp: 565, 5
LR fn, tp: 1, 12
LR f1 score: 0.800
LR cohens kappa score: 0.795
LR average precision score: 0.847

-> test with 'RF'
RF tn, fp: 570, 0
RF fn, tp: 0, 13
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 568, 2
GB fn, tp: 0, 13
GB f1 score: 0.929
GB cohens kappa score: 0.927

-> test with 'KNN'
KNN tn, fp: 567, 3
KNN fn, tp: 0, 13
KNN f1 score: 0.897
KNN cohens kappa score: 0.894


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

------ Step 2/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 39s - loss: 4.3340e-05
 44/229 [====>.........................] - ETA: 0s - loss: 3.0535e-04 
 86/229 [==========>...................] - ETA: 0s - loss: 0.0011    
126/229 [===============>..............] - ETA: 0s - loss: 9.4730e-04
166/229 [====================>.........] - ETA: 0s - loss: 9.3041e-04
208/229 [==========================>...] - ETA: 0s - loss: 0.0011    
229/229 [==============================] - 0s 1ms/step - loss: 0.0012
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 8.8232e-04
 42/229 [====>.........................] - ETA: 0s - loss: 3.9959e-04
 84/229 [==========>...................] - ETA: 0s - loss: 2.6738e-04
126/229 [===============>..............] - ETA: 0s - loss: 2.1285e-04
166/229 [====================>.........] - ETA: 0s - loss: 2.2389e-04
207/229 [==========================>...] - ETA: 0s - loss: 2.8152e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.7852e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 3.9492e-04
 42/229 [====>.........................] - ETA: 0s - loss: 2.8720e-04
 82/229 [=========>....................] - ETA: 0s - loss: 2.0656e-04
123/229 [===============>..............] - ETA: 0s - loss: 2.1218e-04
162/229 [====================>.........] - ETA: 0s - loss: 2.6185e-04
203/229 [=========================>....] - ETA: 0s - loss: 2.3792e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.2094e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 5.5594e-05
 42/229 [====>.........................] - ETA: 0s - loss: 5.8507e-05
 83/229 [=========>....................] - ETA: 0s - loss: 1.0292e-04
125/229 [===============>..............] - ETA: 0s - loss: 8.7554e-05
166/229 [====================>.........] - ETA: 0s - loss: 1.0934e-04
207/229 [==========================>...] - ETA: 0s - loss: 1.5956e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.6085e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.9541e-04
 42/229 [====>.........................] - ETA: 0s - loss: 1.4175e-04
 79/229 [=========>....................] - ETA: 0s - loss: 2.5008e-04
113/229 [=============>................] - ETA: 0s - loss: 2.1818e-04
148/229 [==================>...........] - ETA: 0s - loss: 1.9418e-04
187/229 [=======================>......] - ETA: 0s - loss: 1.7085e-04
228/229 [============================>.] - ETA: 0s - loss: 1.5037e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.5033e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 3.2249e-06
 43/229 [====>.........................] - ETA: 0s - loss: 7.4760e-05
 87/229 [==========>...................] - ETA: 0s - loss: 1.3854e-04
129/229 [===============>..............] - ETA: 0s - loss: 1.7860e-04
171/229 [=====================>........] - ETA: 0s - loss: 1.5393e-04
209/229 [==========================>...] - ETA: 0s - loss: 1.3514e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.3196e-04
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 6.1666e-05
 35/229 [===>..........................] - ETA: 0s - loss: 4.1883e-05
 74/229 [========>.....................] - ETA: 0s - loss: 6.4634e-05
114/229 [=============>................] - ETA: 0s - loss: 7.8358e-05
154/229 [===================>..........] - ETA: 0s - loss: 7.3176e-05
194/229 [========================>.....] - ETA: 0s - loss: 1.0225e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.1864e-04
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 4.7538e-05
 43/229 [====>.........................] - ETA: 0s - loss: 8.6434e-05
 85/229 [==========>...................] - ETA: 0s - loss: 1.0819e-04
123/229 [===============>..............] - ETA: 0s - loss: 9.3930e-05
165/229 [====================>.........] - ETA: 0s - loss: 8.2084e-05
205/229 [=========================>....] - ETA: 0s - loss: 1.0006e-04
229/229 [==============================] - 0s 1ms/step - loss: 9.8017e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 6.7271e-05
 41/229 [====>.........................] - ETA: 0s - loss: 6.7568e-05
 79/229 [=========>....................] - ETA: 0s - loss: 1.1240e-04
120/229 [==============>...............] - ETA: 0s - loss: 1.1429e-04
162/229 [====================>.........] - ETA: 0s - loss: 9.3375e-05
204/229 [=========================>....] - ETA: 0s - loss: 9.3825e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.7850e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 2.9010e-05
 43/229 [====>.........................] - ETA: 0s - loss: 8.0911e-05
 83/229 [=========>....................] - ETA: 0s - loss: 6.2273e-05
123/229 [===============>..............] - ETA: 0s - loss: 7.2972e-05
163/229 [====================>.........] - ETA: 0s - loss: 8.6243e-05
205/229 [=========================>....] - ETA: 0s - loss: 7.7697e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.2943e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 571, 0
LR fn, tp: 0, 17
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 570, 1
KNN fn, tp: 0, 17
KNN f1 score: 0.971
KNN cohens kappa score: 0.971


------ Step 2/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 35s - loss: 2.2456e-04
 43/229 [====>.........................] - ETA: 0s - loss: 0.0024     
 82/229 [=========>....................] - ETA: 0s - loss: 0.0014
121/229 [==============>...............] - ETA: 0s - loss: 0.0010
160/229 [===================>..........] - ETA: 0s - loss: 8.3282e-04
197/229 [========================>.....] - ETA: 0s - loss: 7.0021e-04
229/229 [==============================] - 0s 1ms/step - loss: 6.2681e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 8.2061e-05
 40/229 [====>.........................] - ETA: 0s - loss: 5.2585e-04
 82/229 [=========>....................] - ETA: 0s - loss: 3.5117e-04
121/229 [==============>...............] - ETA: 0s - loss: 2.8644e-04
162/229 [====================>.........] - ETA: 0s - loss: 2.7078e-04
204/229 [=========================>....] - ETA: 0s - loss: 2.4911e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.5185e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.5483e-04
 40/229 [====>.........................] - ETA: 0s - loss: 3.2357e-04
 76/229 [========>.....................] - ETA: 0s - loss: 2.6917e-04
116/229 [==============>...............] - ETA: 0s - loss: 2.1524e-04
157/229 [===================>..........] - ETA: 0s - loss: 1.8706e-04
195/229 [========================>.....] - ETA: 0s - loss: 1.9494e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.8628e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 2.8266e-04
 38/229 [===>..........................] - ETA: 0s - loss: 1.2531e-04
 72/229 [========>.....................] - ETA: 0s - loss: 1.0735e-04
106/229 [============>.................] - ETA: 0s - loss: 9.6169e-05
141/229 [=================>............] - ETA: 0s - loss: 1.2972e-04
179/229 [======================>.......] - ETA: 0s - loss: 1.1716e-04
218/229 [===========================>..] - ETA: 0s - loss: 1.5587e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.5558e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 2.9375e-05
 42/229 [====>.........................] - ETA: 0s - loss: 1.8936e-04
 82/229 [=========>....................] - ETA: 0s - loss: 1.6376e-04
119/229 [==============>...............] - ETA: 0s - loss: 1.5398e-04
158/229 [===================>..........] - ETA: 0s - loss: 1.3686e-04
196/229 [========================>.....] - ETA: 0s - loss: 1.3780e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.2850e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 3.1950e-05
 40/229 [====>.........................] - ETA: 0s - loss: 6.8636e-05
 81/229 [=========>....................] - ETA: 0s - loss: 7.8911e-05
120/229 [==============>...............] - ETA: 0s - loss: 1.2126e-04
161/229 [====================>.........] - ETA: 0s - loss: 1.1687e-04
198/229 [========================>.....] - ETA: 0s - loss: 1.1223e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.1503e-04
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 3.2330e-05
 42/229 [====>.........................] - ETA: 0s - loss: 2.0616e-04
 82/229 [=========>....................] - ETA: 0s - loss: 1.4027e-04
119/229 [==============>...............] - ETA: 0s - loss: 1.1210e-04
158/229 [===================>..........] - ETA: 0s - loss: 1.0220e-04
198/229 [========================>.....] - ETA: 0s - loss: 9.0939e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.3504e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 1.3406e-05
 41/229 [====>.........................] - ETA: 0s - loss: 6.1238e-05
 81/229 [=========>....................] - ETA: 0s - loss: 6.2440e-05
118/229 [==============>...............] - ETA: 0s - loss: 1.0017e-04
159/229 [===================>..........] - ETA: 0s - loss: 9.4000e-05
200/229 [=========================>....] - ETA: 0s - loss: 8.9487e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.6032e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 1.9366e-04
 42/229 [====>.........................] - ETA: 0s - loss: 1.5260e-04
 80/229 [=========>....................] - ETA: 0s - loss: 1.0809e-04
121/229 [==============>...............] - ETA: 0s - loss: 8.8717e-05
161/229 [====================>.........] - ETA: 0s - loss: 7.5205e-05
200/229 [=========================>....] - ETA: 0s - loss: 8.4420e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.1431e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 3.3599e-05
 39/229 [====>.........................] - ETA: 0s - loss: 1.0179e-04
 80/229 [=========>....................] - ETA: 0s - loss: 7.3855e-05
122/229 [==============>...............] - ETA: 0s - loss: 6.3428e-05
160/229 [===================>..........] - ETA: 0s - loss: 7.1737e-05
200/229 [=========================>....] - ETA: 0s - loss: 6.8574e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.4042e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 571, 0
LR fn, tp: 0, 17
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 570, 1
KNN fn, tp: 0, 17
KNN f1 score: 0.971
KNN cohens kappa score: 0.971


------ Step 2/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 36s - loss: 1.7982e-04
 42/229 [====>.........................] - ETA: 0s - loss: 1.2782e-04 
 83/229 [=========>....................] - ETA: 0s - loss: 2.7909e-04
125/229 [===============>..............] - ETA: 0s - loss: 2.6136e-04
165/229 [====================>.........] - ETA: 0s - loss: 2.1721e-04
206/229 [=========================>....] - ETA: 0s - loss: 2.3706e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.3163e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 8.7115e-05
 41/229 [====>.........................] - ETA: 0s - loss: 2.0886e-04
 80/229 [=========>....................] - ETA: 0s - loss: 1.6011e-04
121/229 [==============>...............] - ETA: 0s - loss: 1.3552e-04
161/229 [====================>.........] - ETA: 0s - loss: 1.1778e-04
201/229 [=========================>....] - ETA: 0s - loss: 1.2026e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.1350e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.7718e-04
 43/229 [====>.........................] - ETA: 0s - loss: 1.1631e-04
 84/229 [==========>...................] - ETA: 0s - loss: 1.2130e-04
125/229 [===============>..............] - ETA: 0s - loss: 1.0674e-04
166/229 [====================>.........] - ETA: 0s - loss: 9.7417e-05
207/229 [==========================>...] - ETA: 0s - loss: 9.2728e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.1725e-05
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 1.8011e-04
 41/229 [====>.........................] - ETA: 0s - loss: 8.3443e-05
 80/229 [=========>....................] - ETA: 0s - loss: 7.2157e-05
119/229 [==============>...............] - ETA: 0s - loss: 7.0267e-05
158/229 [===================>..........] - ETA: 0s - loss: 6.5105e-05
199/229 [=========================>....] - ETA: 0s - loss: 7.6686e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.5370e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 9.0012e-05
 38/229 [===>..........................] - ETA: 0s - loss: 7.5907e-05
 79/229 [=========>....................] - ETA: 0s - loss: 6.0862e-05
120/229 [==============>...............] - ETA: 0s - loss: 6.1624e-05
161/229 [====================>.........] - ETA: 0s - loss: 6.5955e-05
197/229 [========================>.....] - ETA: 0s - loss: 6.2250e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.1530e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 7.1067e-05
 33/229 [===>..........................] - ETA: 0s - loss: 4.8564e-05
 73/229 [========>.....................] - ETA: 0s - loss: 4.2094e-05
114/229 [=============>................] - ETA: 0s - loss: 5.5223e-05
154/229 [===================>..........] - ETA: 0s - loss: 5.3708e-05
194/229 [========================>.....] - ETA: 0s - loss: 5.3902e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.2725e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 2.9338e-05
 40/229 [====>.........................] - ETA: 0s - loss: 4.8969e-05
 80/229 [=========>....................] - ETA: 0s - loss: 4.6591e-05
120/229 [==============>...............] - ETA: 0s - loss: 4.4933e-05
161/229 [====================>.........] - ETA: 0s - loss: 4.7964e-05
202/229 [=========================>....] - ETA: 0s - loss: 4.5096e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.4866e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 2.7061e-05
 41/229 [====>.........................] - ETA: 0s - loss: 3.2592e-05
 80/229 [=========>....................] - ETA: 0s - loss: 3.9462e-05
119/229 [==============>...............] - ETA: 0s - loss: 4.1440e-05
158/229 [===================>..........] - ETA: 0s - loss: 3.9455e-05
199/229 [=========================>....] - ETA: 0s - loss: 3.8381e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.9967e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 3.6079e-05
 40/229 [====>.........................] - ETA: 0s - loss: 3.4081e-05
 81/229 [=========>....................] - ETA: 0s - loss: 3.4843e-05
121/229 [==============>...............] - ETA: 0s - loss: 3.9044e-05
162/229 [====================>.........] - ETA: 0s - loss: 3.5039e-05
201/229 [=========================>....] - ETA: 0s - loss: 3.6423e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.4813e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 8.1636e-06
 40/229 [====>.........................] - ETA: 0s - loss: 5.5092e-05
 74/229 [========>.....................] - ETA: 0s - loss: 4.6067e-05
113/229 [=============>................] - ETA: 0s - loss: 3.9566e-05
152/229 [==================>...........] - ETA: 0s - loss: 3.4162e-05
193/229 [========================>.....] - ETA: 0s - loss: 3.1961e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.0702e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 569, 2
LR fn, tp: 2, 15
LR f1 score: 0.882
LR cohens kappa score: 0.879
LR average precision score: 0.927

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 2, 15
RF f1 score: 0.938
RF cohens kappa score: 0.936

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 2, 15
GB f1 score: 0.938
GB cohens kappa score: 0.936

-> test with 'KNN'
KNN tn, fp: 565, 6
KNN fn, tp: 0, 17
KNN f1 score: 0.850
KNN cohens kappa score: 0.845


------ Step 2/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 36s - loss: 4.1404e-05
 38/229 [===>..........................] - ETA: 0s - loss: 0.0012     
 79/229 [=========>....................] - ETA: 0s - loss: 8.6009e-04
117/229 [==============>...............] - ETA: 0s - loss: 7.8811e-04
151/229 [==================>...........] - ETA: 0s - loss: 7.4113e-04
187/229 [=======================>......] - ETA: 0s - loss: 7.0690e-04
226/229 [============================>.] - ETA: 0s - loss: 7.0108e-04
229/229 [==============================] - 0s 1ms/step - loss: 6.9467e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 3.9536e-06
 38/229 [===>..........................] - ETA: 0s - loss: 6.4317e-04
 78/229 [=========>....................] - ETA: 0s - loss: 5.3682e-04
117/229 [==============>...............] - ETA: 0s - loss: 4.9480e-04
156/229 [===================>..........] - ETA: 0s - loss: 5.2667e-04
195/229 [========================>.....] - ETA: 0s - loss: 4.9916e-04
229/229 [==============================] - 0s 1ms/step - loss: 5.1058e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 6.3717e-05
 39/229 [====>.........................] - ETA: 0s - loss: 4.6142e-04
 75/229 [========>.....................] - ETA: 0s - loss: 3.6602e-04
114/229 [=============>................] - ETA: 0s - loss: 4.4020e-04
154/229 [===================>..........] - ETA: 0s - loss: 4.5508e-04
193/229 [========================>.....] - ETA: 0s - loss: 4.0583e-04
229/229 [==============================] - 0s 1ms/step - loss: 3.8843e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 1.3643e-06
 43/229 [====>.........................] - ETA: 0s - loss: 4.9332e-04
 83/229 [=========>....................] - ETA: 0s - loss: 3.3828e-04
124/229 [===============>..............] - ETA: 0s - loss: 2.8402e-04
164/229 [====================>.........] - ETA: 0s - loss: 3.4857e-04
202/229 [=========================>....] - ETA: 0s - loss: 3.3820e-04
229/229 [==============================] - 0s 1ms/step - loss: 3.0324e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 3.2991e-06
 43/229 [====>.........................] - ETA: 0s - loss: 2.6075e-04
 81/229 [=========>....................] - ETA: 0s - loss: 2.6515e-04
121/229 [==============>...............] - ETA: 0s - loss: 2.6005e-04
162/229 [====================>.........] - ETA: 0s - loss: 2.5231e-04
202/229 [=========================>....] - ETA: 0s - loss: 2.2784e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.3970e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 4.4151e-07
 35/229 [===>..........................] - ETA: 0s - loss: 1.9116e-04
 69/229 [========>.....................] - ETA: 0s - loss: 1.6215e-04
106/229 [============>.................] - ETA: 0s - loss: 1.7201e-04
147/229 [==================>...........] - ETA: 0s - loss: 2.1172e-04
187/229 [=======================>......] - ETA: 0s - loss: 2.0212e-04
228/229 [============================>.] - ETA: 0s - loss: 1.9027e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.9007e-04
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 8.5426e-05
 42/229 [====>.........................] - ETA: 0s - loss: 2.7873e-04
 81/229 [=========>....................] - ETA: 0s - loss: 1.9696e-04
121/229 [==============>...............] - ETA: 0s - loss: 1.8086e-04
163/229 [====================>.........] - ETA: 0s - loss: 1.6368e-04
204/229 [=========================>....] - ETA: 0s - loss: 1.4888e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.5210e-04
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 6.5218e-06
 41/229 [====>.........................] - ETA: 0s - loss: 2.0102e-04
 79/229 [=========>....................] - ETA: 0s - loss: 1.5374e-04
120/229 [==============>...............] - ETA: 0s - loss: 1.1485e-04
160/229 [===================>..........] - ETA: 0s - loss: 1.1445e-04
197/229 [========================>.....] - ETA: 0s - loss: 1.2444e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.2307e-04
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 1.4716e-05
 37/229 [===>..........................] - ETA: 0s - loss: 4.6605e-05
 77/229 [=========>....................] - ETA: 0s - loss: 4.8656e-05
117/229 [==============>...............] - ETA: 0s - loss: 7.5222e-05
158/229 [===================>..........] - ETA: 0s - loss: 8.3356e-05
199/229 [=========================>....] - ETA: 0s - loss: 9.5674e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.9794e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 7.5330e-06
 38/229 [===>..........................] - ETA: 0s - loss: 7.4553e-05
 78/229 [=========>....................] - ETA: 0s - loss: 6.7941e-05
118/229 [==============>...............] - ETA: 0s - loss: 7.5230e-05
160/229 [===================>..........] - ETA: 0s - loss: 6.2394e-05
199/229 [=========================>....] - ETA: 0s - loss: 7.8390e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.1632e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 569, 2
LR fn, tp: 0, 17
LR f1 score: 0.944
LR cohens kappa score: 0.943
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 565, 6
KNN fn, tp: 0, 17
KNN f1 score: 0.850
KNN cohens kappa score: 0.845


------ Step 2/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2216 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 36s - loss: 5.2152e-05
 36/229 [===>..........................] - ETA: 0s - loss: 5.8634e-04 
 72/229 [========>.....................] - ETA: 0s - loss: 6.8315e-04
110/229 [=============>................] - ETA: 0s - loss: 6.8875e-04
147/229 [==================>...........] - ETA: 0s - loss: 6.2235e-04
181/229 [======================>.......] - ETA: 0s - loss: 5.4293e-04
217/229 [===========================>..] - ETA: 0s - loss: 5.0557e-04
229/229 [==============================] - 0s 1ms/step - loss: 5.0189e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 0.0043
 35/229 [===>..........................] - ETA: 0s - loss: 3.0665e-04
 71/229 [========>.....................] - ETA: 0s - loss: 3.4193e-04
103/229 [============>.................] - ETA: 0s - loss: 3.6122e-04
138/229 [=================>............] - ETA: 0s - loss: 3.3604e-04
173/229 [=====================>........] - ETA: 0s - loss: 3.1526e-04
211/229 [==========================>...] - ETA: 0s - loss: 2.9804e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.9535e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.2970e-04
 36/229 [===>..........................] - ETA: 0s - loss: 3.3978e-04
 74/229 [========>.....................] - ETA: 0s - loss: 2.4005e-04
114/229 [=============>................] - ETA: 0s - loss: 2.0018e-04
148/229 [==================>...........] - ETA: 0s - loss: 1.8998e-04
179/229 [======================>.......] - ETA: 0s - loss: 1.9136e-04
215/229 [===========================>..] - ETA: 0s - loss: 2.0044e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.9672e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 2.1232e-07
 36/229 [===>..........................] - ETA: 0s - loss: 1.7079e-04
 68/229 [=======>......................] - ETA: 0s - loss: 1.3733e-04
103/229 [============>.................] - ETA: 0s - loss: 1.5269e-04
138/229 [=================>............] - ETA: 0s - loss: 1.6518e-04
172/229 [=====================>........] - ETA: 0s - loss: 1.5539e-04
207/229 [==========================>...] - ETA: 0s - loss: 1.4754e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.4385e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 4.6458e-06
 30/229 [==>...........................] - ETA: 0s - loss: 1.0057e-04
 67/229 [=======>......................] - ETA: 0s - loss: 1.4417e-04
101/229 [============>.................] - ETA: 0s - loss: 1.3717e-04
138/229 [=================>............] - ETA: 0s - loss: 1.3615e-04
179/229 [======================>.......] - ETA: 0s - loss: 1.1942e-04
214/229 [===========================>..] - ETA: 0s - loss: 1.1805e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.1189e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 4.4423e-05
 35/229 [===>..........................] - ETA: 0s - loss: 5.7827e-05
 69/229 [========>.....................] - ETA: 0s - loss: 1.0077e-04
106/229 [============>.................] - ETA: 0s - loss: 8.6455e-05
141/229 [=================>............] - ETA: 0s - loss: 8.6684e-05
179/229 [======================>.......] - ETA: 0s - loss: 8.6683e-05
214/229 [===========================>..] - ETA: 0s - loss: 8.5972e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.6553e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 5.3456e-06
 36/229 [===>..........................] - ETA: 0s - loss: 4.0749e-05
 71/229 [========>.....................] - ETA: 0s - loss: 5.8778e-05
109/229 [=============>................] - ETA: 0s - loss: 7.0952e-05
145/229 [=================>............] - ETA: 0s - loss: 6.9543e-05
180/229 [======================>.......] - ETA: 0s - loss: 7.2530e-05
217/229 [===========================>..] - ETA: 0s - loss: 6.8445e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.8977e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 3.8247e-06
 35/229 [===>..........................] - ETA: 0s - loss: 4.4271e-05
 69/229 [========>.....................] - ETA: 0s - loss: 5.1720e-05
107/229 [=============>................] - ETA: 0s - loss: 4.7829e-05
142/229 [=================>............] - ETA: 0s - loss: 5.6089e-05
176/229 [======================>.......] - ETA: 0s - loss: 5.4853e-05
213/229 [==========================>...] - ETA: 0s - loss: 5.6494e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.5732e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 3.5006e-06
 35/229 [===>..........................] - ETA: 0s - loss: 4.3583e-05
 70/229 [========>.....................] - ETA: 0s - loss: 4.6205e-05
104/229 [============>.................] - ETA: 0s - loss: 4.5967e-05
139/229 [=================>............] - ETA: 0s - loss: 5.0003e-05
170/229 [=====================>........] - ETA: 0s - loss: 4.6546e-05
204/229 [=========================>....] - ETA: 0s - loss: 4.7002e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.5168e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 4.5547e-06
 32/229 [===>..........................] - ETA: 0s - loss: 5.3874e-05
 63/229 [=======>......................] - ETA: 0s - loss: 4.8109e-05
 94/229 [===========>..................] - ETA: 0s - loss: 4.1979e-05
128/229 [===============>..............] - ETA: 0s - loss: 4.1454e-05
165/229 [====================>.........] - ETA: 0s - loss: 4.0773e-05
201/229 [=========================>....] - ETA: 0s - loss: 3.7067e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.9720e-05
-> test with GAN.predict
GAN tn, fp: 570, 0
GAN fn, tp: 0, 13
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 569, 1
LR fn, tp: 0, 13
LR f1 score: 0.963
LR cohens kappa score: 0.962
LR average precision score: 0.995

-> test with 'RF'
RF tn, fp: 570, 0
RF fn, tp: 0, 13
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 570, 0
GB fn, tp: 0, 13
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 563, 7
KNN fn, tp: 0, 13
KNN f1 score: 0.788
KNN cohens kappa score: 0.782


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

------ Step 3/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 41s - loss: 7.6524e-06
 36/229 [===>..........................] - ETA: 0s - loss: 0.0062     
 72/229 [========>.....................] - ETA: 0s - loss: 0.0032
106/229 [============>.................] - ETA: 0s - loss: 0.0022
142/229 [=================>............] - ETA: 0s - loss: 0.0016
177/229 [======================>.......] - ETA: 0s - loss: 0.0017
211/229 [==========================>...] - ETA: 0s - loss: 0.0015
229/229 [==============================] - 1s 1ms/step - loss: 0.0014
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 6.7949e-04
 36/229 [===>..........................] - ETA: 0s - loss: 5.1215e-04
 70/229 [========>.....................] - ETA: 0s - loss: 3.3667e-04
105/229 [============>.................] - ETA: 0s - loss: 2.5576e-04
141/229 [=================>............] - ETA: 0s - loss: 2.8732e-04
175/229 [=====================>........] - ETA: 0s - loss: 2.7635e-04
208/229 [==========================>...] - ETA: 0s - loss: 2.6582e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.5511e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 3.4514e-04
 30/229 [==>...........................] - ETA: 0s - loss: 1.3765e-04
 60/229 [======>.......................] - ETA: 0s - loss: 1.1171e-04
 94/229 [===========>..................] - ETA: 0s - loss: 1.3215e-04
130/229 [================>.............] - ETA: 0s - loss: 2.1175e-04
164/229 [====================>.........] - ETA: 0s - loss: 1.9321e-04
197/229 [========================>.....] - ETA: 0s - loss: 1.8001e-04
229/229 [==============================] - 0s 2ms/step - loss: 1.6724e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 2.0328e-05
 36/229 [===>..........................] - ETA: 0s - loss: 6.0957e-05
 70/229 [========>.....................] - ETA: 0s - loss: 6.0212e-05
102/229 [============>.................] - ETA: 0s - loss: 1.6392e-04
137/229 [================>.............] - ETA: 0s - loss: 1.6432e-04
173/229 [=====================>........] - ETA: 0s - loss: 1.6076e-04
208/229 [==========================>...] - ETA: 0s - loss: 1.5271e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.4348e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 5.5708e-05
 36/229 [===>..........................] - ETA: 0s - loss: 6.6767e-05
 71/229 [========>.....................] - ETA: 0s - loss: 1.5028e-04
105/229 [============>.................] - ETA: 0s - loss: 1.2853e-04
137/229 [================>.............] - ETA: 0s - loss: 1.2404e-04
171/229 [=====================>........] - ETA: 0s - loss: 1.1548e-04
204/229 [=========================>....] - ETA: 0s - loss: 1.2906e-04
229/229 [==============================] - 0s 2ms/step - loss: 1.2363e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 2.5114e-05
 30/229 [==>...........................] - ETA: 0s - loss: 8.1969e-05
 64/229 [=======>......................] - ETA: 0s - loss: 7.3982e-05
101/229 [============>.................] - ETA: 0s - loss: 7.9995e-05
137/229 [================>.............] - ETA: 0s - loss: 1.0667e-04
174/229 [=====================>........] - ETA: 0s - loss: 1.0281e-04
214/229 [===========================>..] - ETA: 0s - loss: 9.8971e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.8519e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 1.7943e-05
 36/229 [===>..........................] - ETA: 0s - loss: 6.4112e-05
 72/229 [========>.....................] - ETA: 0s - loss: 8.3266e-05
107/229 [=============>................] - ETA: 0s - loss: 8.0926e-05
144/229 [=================>............] - ETA: 0s - loss: 7.2200e-05
180/229 [======================>.......] - ETA: 0s - loss: 6.5515e-05
216/229 [===========================>..] - ETA: 0s - loss: 7.3970e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.1554e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 9.3984e-05
 35/229 [===>..........................] - ETA: 0s - loss: 7.6093e-05
 71/229 [========>.....................] - ETA: 0s - loss: 6.7228e-05
108/229 [=============>................] - ETA: 0s - loss: 5.8674e-05
147/229 [==================>...........] - ETA: 0s - loss: 8.1101e-05
182/229 [======================>.......] - ETA: 0s - loss: 7.7794e-05
217/229 [===========================>..] - ETA: 0s - loss: 7.5811e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.2157e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 1.5859e-05
 35/229 [===>..........................] - ETA: 0s - loss: 5.8736e-05
 71/229 [========>.....................] - ETA: 0s - loss: 8.1194e-05
108/229 [=============>................] - ETA: 0s - loss: 6.6543e-05
144/229 [=================>............] - ETA: 0s - loss: 8.8777e-05
180/229 [======================>.......] - ETA: 0s - loss: 7.8587e-05
214/229 [===========================>..] - ETA: 0s - loss: 7.4982e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.1955e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 6.8614e-05
 39/229 [====>.........................] - ETA: 0s - loss: 5.5994e-05
 75/229 [========>.....................] - ETA: 0s - loss: 5.5476e-05
114/229 [=============>................] - ETA: 0s - loss: 4.8165e-05
155/229 [===================>..........] - ETA: 0s - loss: 5.3078e-05
186/229 [=======================>......] - ETA: 0s - loss: 6.4177e-05
222/229 [============================>.] - ETA: 0s - loss: 6.0527e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.4015e-05
-> test with GAN.predict
GAN tn, fp: 570, 1
GAN fn, tp: 0, 17
GAN f1 score: 0.971
GAN cohens kappa score: 0.971

-> test with 'LR'
LR tn, fp: 570, 1
LR fn, tp: 0, 17
LR f1 score: 0.971
LR cohens kappa score: 0.971
LR average precision score: 0.997

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 568, 3
KNN fn, tp: 0, 17
KNN f1 score: 0.919
KNN cohens kappa score: 0.916


------ Step 3/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 35s - loss: 8.8099e-05
 43/229 [====>.........................] - ETA: 0s - loss: 5.7631e-04 
 84/229 [==========>...................] - ETA: 0s - loss: 4.1368e-04
126/229 [===============>..............] - ETA: 0s - loss: 6.7643e-04
167/229 [====================>.........] - ETA: 0s - loss: 6.7557e-04
208/229 [==========================>...] - ETA: 0s - loss: 5.9754e-04
229/229 [==============================] - 0s 1ms/step - loss: 5.8648e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 1.2696e-06
 41/229 [====>.........................] - ETA: 0s - loss: 4.3210e-04
 81/229 [=========>....................] - ETA: 0s - loss: 3.3651e-04
123/229 [===============>..............] - ETA: 0s - loss: 2.6837e-04
163/229 [====================>.........] - ETA: 0s - loss: 2.3840e-04
201/229 [=========================>....] - ETA: 0s - loss: 2.3937e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.3848e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.1826e-05
 37/229 [===>..........................] - ETA: 0s - loss: 2.3444e-04
 73/229 [========>.....................] - ETA: 0s - loss: 1.9551e-04
113/229 [=============>................] - ETA: 0s - loss: 1.9587e-04
153/229 [===================>..........] - ETA: 0s - loss: 1.9731e-04
193/229 [========================>.....] - ETA: 0s - loss: 1.9988e-04
225/229 [============================>.] - ETA: 0s - loss: 1.8551e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.8334e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 5.2828e-04
 36/229 [===>..........................] - ETA: 0s - loss: 1.3948e-04
 77/229 [=========>....................] - ETA: 0s - loss: 1.4932e-04
115/229 [==============>...............] - ETA: 0s - loss: 1.4665e-04
151/229 [==================>...........] - ETA: 0s - loss: 1.3431e-04
187/229 [=======================>......] - ETA: 0s - loss: 1.3171e-04
225/229 [============================>.] - ETA: 0s - loss: 1.3445e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.3497e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.2334e-05
 38/229 [===>..........................] - ETA: 0s - loss: 8.0531e-05
 75/229 [========>.....................] - ETA: 0s - loss: 1.1119e-04
112/229 [=============>................] - ETA: 0s - loss: 1.1506e-04
145/229 [=================>............] - ETA: 0s - loss: 1.1631e-04
181/229 [======================>.......] - ETA: 0s - loss: 1.0806e-04
218/229 [===========================>..] - ETA: 0s - loss: 1.0360e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.0296e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 2.4166e-05
 38/229 [===>..........................] - ETA: 0s - loss: 9.0618e-05
 73/229 [========>.....................] - ETA: 0s - loss: 7.5819e-05
111/229 [=============>................] - ETA: 0s - loss: 7.6758e-05
146/229 [==================>...........] - ETA: 0s - loss: 8.6567e-05
179/229 [======================>.......] - ETA: 0s - loss: 8.3853e-05
212/229 [==========================>...] - ETA: 0s - loss: 8.1995e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.5009e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 2.4975e-05
 34/229 [===>..........................] - ETA: 0s - loss: 1.0946e-04
 69/229 [========>.....................] - ETA: 0s - loss: 9.3377e-05
104/229 [============>.................] - ETA: 0s - loss: 8.2132e-05
139/229 [=================>............] - ETA: 0s - loss: 7.4949e-05
173/229 [=====================>........] - ETA: 0s - loss: 7.9184e-05
209/229 [==========================>...] - ETA: 0s - loss: 7.5625e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.1949e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 3.7386e-06
 37/229 [===>..........................] - ETA: 0s - loss: 7.0724e-05
 74/229 [========>.....................] - ETA: 0s - loss: 7.0516e-05
107/229 [=============>................] - ETA: 0s - loss: 6.2647e-05
138/229 [=================>............] - ETA: 0s - loss: 5.5783e-05
172/229 [=====================>........] - ETA: 0s - loss: 5.2113e-05
204/229 [=========================>....] - ETA: 0s - loss: 5.4797e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.9604e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 5.4039e-06
 35/229 [===>..........................] - ETA: 0s - loss: 5.8336e-05
 70/229 [========>.....................] - ETA: 0s - loss: 5.5501e-05
102/229 [============>.................] - ETA: 0s - loss: 5.5403e-05
132/229 [================>.............] - ETA: 0s - loss: 5.5297e-05
161/229 [====================>.........] - ETA: 0s - loss: 5.7806e-05
194/229 [========================>.....] - ETA: 0s - loss: 5.4329e-05
226/229 [============================>.] - ETA: 0s - loss: 5.1254e-05
229/229 [==============================] - 0s 2ms/step - loss: 5.0755e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 5.1915e-07
 33/229 [===>..........................] - ETA: 0s - loss: 2.6881e-05
 66/229 [=======>......................] - ETA: 0s - loss: 2.5286e-05
100/229 [============>.................] - ETA: 0s - loss: 4.2584e-05
135/229 [================>.............] - ETA: 0s - loss: 4.1937e-05
169/229 [=====================>........] - ETA: 0s - loss: 4.1122e-05
204/229 [=========================>....] - ETA: 0s - loss: 4.4082e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.4378e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 569, 2
LR fn, tp: 0, 17
LR f1 score: 0.944
LR cohens kappa score: 0.943
LR average precision score: 0.994

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 1, 16
RF f1 score: 0.970
RF cohens kappa score: 0.969

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 565, 6
KNN fn, tp: 0, 17
KNN f1 score: 0.850
KNN cohens kappa score: 0.845


------ Step 3/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 42s - loss: 1.6120e-04
 40/229 [====>.........................] - ETA: 0s - loss: 6.3364e-04 
 79/229 [=========>....................] - ETA: 0s - loss: 5.3791e-04
119/229 [==============>...............] - ETA: 0s - loss: 4.9082e-04
159/229 [===================>..........] - ETA: 0s - loss: 4.3304e-04
199/229 [=========================>....] - ETA: 0s - loss: 3.8333e-04
229/229 [==============================] - 0s 1ms/step - loss: 3.4979e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 8.7576e-06
 41/229 [====>.........................] - ETA: 0s - loss: 1.5361e-04
 77/229 [=========>....................] - ETA: 0s - loss: 1.9596e-04
112/229 [=============>................] - ETA: 0s - loss: 1.8907e-04
142/229 [=================>............] - ETA: 0s - loss: 1.7598e-04
178/229 [======================>.......] - ETA: 0s - loss: 1.6242e-04
211/229 [==========================>...] - ETA: 0s - loss: 1.4601e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.3871e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.9898e-04
 40/229 [====>.........................] - ETA: 0s - loss: 8.1620e-05
 79/229 [=========>....................] - ETA: 0s - loss: 7.1818e-05
116/229 [==============>...............] - ETA: 0s - loss: 9.2471e-05
154/229 [===================>..........] - ETA: 0s - loss: 9.6049e-05
193/229 [========================>.....] - ETA: 0s - loss: 1.0847e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.0773e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 1.9166e-05
 39/229 [====>.........................] - ETA: 0s - loss: 8.0821e-05
 73/229 [========>.....................] - ETA: 0s - loss: 6.2354e-05
107/229 [=============>................] - ETA: 0s - loss: 5.9587e-05
141/229 [=================>............] - ETA: 0s - loss: 6.4593e-05
175/229 [=====================>........] - ETA: 0s - loss: 8.5302e-05
209/229 [==========================>...] - ETA: 0s - loss: 8.3618e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.9238e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.8888e-06
 37/229 [===>..........................] - ETA: 0s - loss: 7.4323e-05
 71/229 [========>.....................] - ETA: 0s - loss: 7.4851e-05
109/229 [=============>................] - ETA: 0s - loss: 6.4511e-05
145/229 [=================>............] - ETA: 0s - loss: 6.4964e-05
181/229 [======================>.......] - ETA: 0s - loss: 6.0294e-05
215/229 [===========================>..] - ETA: 0s - loss: 6.0975e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.8646e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 4.8878e-05
 36/229 [===>..........................] - ETA: 0s - loss: 3.7714e-05
 72/229 [========>.....................] - ETA: 0s - loss: 4.5375e-05
112/229 [=============>................] - ETA: 0s - loss: 3.8384e-05
147/229 [==================>...........] - ETA: 0s - loss: 6.3704e-05
183/229 [======================>.......] - ETA: 0s - loss: 5.6865e-05
222/229 [============================>.] - ETA: 0s - loss: 5.5552e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.4884e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 1.6985e-05
 39/229 [====>.........................] - ETA: 0s - loss: 6.6629e-05
 75/229 [========>.....................] - ETA: 0s - loss: 5.6347e-05
107/229 [=============>................] - ETA: 0s - loss: 4.8081e-05
137/229 [================>.............] - ETA: 0s - loss: 5.2573e-05
170/229 [=====================>........] - ETA: 0s - loss: 4.9677e-05
208/229 [==========================>...] - ETA: 0s - loss: 4.4253e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.3362e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 2.9068e-08
 40/229 [====>.........................] - ETA: 0s - loss: 3.6817e-05
 73/229 [========>.....................] - ETA: 0s - loss: 3.2626e-05
113/229 [=============>................] - ETA: 0s - loss: 4.7940e-05
151/229 [==================>...........] - ETA: 0s - loss: 4.2385e-05
188/229 [=======================>......] - ETA: 0s - loss: 4.0220e-05
227/229 [============================>.] - ETA: 0s - loss: 3.7147e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.6985e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 1.1554e-05
 38/229 [===>..........................] - ETA: 0s - loss: 2.3940e-05
 69/229 [========>.....................] - ETA: 0s - loss: 2.7997e-05
100/229 [============>.................] - ETA: 0s - loss: 3.0702e-05
136/229 [================>.............] - ETA: 0s - loss: 2.6841e-05
177/229 [======================>.......] - ETA: 0s - loss: 3.5380e-05
219/229 [===========================>..] - ETA: 0s - loss: 3.5492e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.4404e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 6.8229e-05
 41/229 [====>.........................] - ETA: 0s - loss: 5.2375e-05
 80/229 [=========>....................] - ETA: 0s - loss: 4.4504e-05
119/229 [==============>...............] - ETA: 0s - loss: 3.8957e-05
158/229 [===================>..........] - ETA: 0s - loss: 3.3268e-05
190/229 [=======================>......] - ETA: 0s - loss: 3.0027e-05
227/229 [============================>.] - ETA: 0s - loss: 2.7360e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.7298e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 569, 2
LR fn, tp: 0, 17
LR f1 score: 0.944
LR cohens kappa score: 0.943
LR average precision score: 0.997

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 567, 4
KNN fn, tp: 0, 17
KNN f1 score: 0.895
KNN cohens kappa score: 0.891


------ Step 3/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 36s - loss: 1.8220e-04
 42/229 [====>.........................] - ETA: 0s - loss: 0.0018     
 83/229 [=========>....................] - ETA: 0s - loss: 0.0010
124/229 [===============>..............] - ETA: 0s - loss: 7.2787e-04
165/229 [====================>.........] - ETA: 0s - loss: 5.9196e-04
205/229 [=========================>....] - ETA: 0s - loss: 4.9287e-04
229/229 [==============================] - 0s 1ms/step - loss: 4.5117e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 5.0208e-05
 42/229 [====>.........................] - ETA: 0s - loss: 1.0428e-04
 83/229 [=========>....................] - ETA: 0s - loss: 8.9199e-05
123/229 [===============>..............] - ETA: 0s - loss: 1.0805e-04
161/229 [====================>.........] - ETA: 0s - loss: 1.1456e-04
201/229 [=========================>....] - ETA: 0s - loss: 1.1004e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.0430e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 3.4642e-05
 42/229 [====>.........................] - ETA: 0s - loss: 7.7944e-05
 83/229 [=========>....................] - ETA: 0s - loss: 8.3449e-05
121/229 [==============>...............] - ETA: 0s - loss: 9.5049e-05
153/229 [===================>..........] - ETA: 0s - loss: 9.8430e-05
186/229 [=======================>......] - ETA: 0s - loss: 9.4637e-05
224/229 [============================>.] - ETA: 0s - loss: 8.8356e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.7088e-05
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 4.2629e-05
 38/229 [===>..........................] - ETA: 0s - loss: 6.9599e-05
 77/229 [=========>....................] - ETA: 0s - loss: 5.6590e-05
115/229 [==============>...............] - ETA: 0s - loss: 6.6477e-05
153/229 [===================>..........] - ETA: 0s - loss: 7.1838e-05
194/229 [========================>.....] - ETA: 0s - loss: 7.0987e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.4478e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 3.7311e-05
 41/229 [====>.........................] - ETA: 0s - loss: 4.8164e-05
 82/229 [=========>....................] - ETA: 0s - loss: 5.6095e-05
123/229 [===============>..............] - ETA: 0s - loss: 6.1198e-05
163/229 [====================>.........] - ETA: 0s - loss: 6.9046e-05
203/229 [=========================>....] - ETA: 0s - loss: 6.6394e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.5178e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 2.3564e-05
 42/229 [====>.........................] - ETA: 0s - loss: 4.2767e-05
 83/229 [=========>....................] - ETA: 0s - loss: 4.1801e-05
124/229 [===============>..............] - ETA: 0s - loss: 4.7653e-05
160/229 [===================>..........] - ETA: 0s - loss: 4.4950e-05
201/229 [=========================>....] - ETA: 0s - loss: 4.9682e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.5903e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 4.3965e-05
 41/229 [====>.........................] - ETA: 0s - loss: 4.6419e-05
 78/229 [=========>....................] - ETA: 0s - loss: 5.4824e-05
119/229 [==============>...............] - ETA: 0s - loss: 4.7573e-05
160/229 [===================>..........] - ETA: 0s - loss: 5.1231e-05
200/229 [=========================>....] - ETA: 0s - loss: 4.9717e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.9898e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 6.0711e-05
 42/229 [====>.........................] - ETA: 0s - loss: 4.6843e-05
 82/229 [=========>....................] - ETA: 0s - loss: 5.2035e-05
123/229 [===============>..............] - ETA: 0s - loss: 4.7599e-05
162/229 [====================>.........] - ETA: 0s - loss: 4.5069e-05
203/229 [=========================>....] - ETA: 0s - loss: 4.6028e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.3676e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 4.0457e-05
 41/229 [====>.........................] - ETA: 0s - loss: 3.8310e-05
 81/229 [=========>....................] - ETA: 0s - loss: 3.0721e-05
122/229 [==============>...............] - ETA: 0s - loss: 3.4055e-05
161/229 [====================>.........] - ETA: 0s - loss: 3.6300e-05
202/229 [=========================>....] - ETA: 0s - loss: 3.8790e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.8876e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 3.6097e-05
 40/229 [====>.........................] - ETA: 0s - loss: 6.0235e-05
 79/229 [=========>....................] - ETA: 0s - loss: 4.8816e-05
120/229 [==============>...............] - ETA: 0s - loss: 4.0245e-05
163/229 [====================>.........] - ETA: 0s - loss: 3.5608e-05
198/229 [========================>.....] - ETA: 0s - loss: 3.5970e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.4691e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 570, 1
LR fn, tp: 0, 17
LR f1 score: 0.971
LR cohens kappa score: 0.971
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 567, 4
KNN fn, tp: 0, 17
KNN f1 score: 0.895
KNN cohens kappa score: 0.891


------ Step 3/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2216 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 43s - loss: 1.5492e-05
 43/229 [====>.........................] - ETA: 0s - loss: 1.1253e-04 
 85/229 [==========>...................] - ETA: 0s - loss: 9.1834e-05
126/229 [===============>..............] - ETA: 0s - loss: 7.8323e-05
166/229 [====================>.........] - ETA: 0s - loss: 7.2151e-05
207/229 [==========================>...] - ETA: 0s - loss: 6.6356e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.3035e-05
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 2.6371e-05
 42/229 [====>.........................] - ETA: 0s - loss: 3.5237e-05
 82/229 [=========>....................] - ETA: 0s - loss: 4.6631e-05
123/229 [===============>..............] - ETA: 0s - loss: 4.6254e-05
165/229 [====================>.........] - ETA: 0s - loss: 6.2573e-05
206/229 [=========================>....] - ETA: 0s - loss: 5.6998e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.5216e-05
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.1895e-04
 41/229 [====>.........................] - ETA: 0s - loss: 3.4495e-05
 81/229 [=========>....................] - ETA: 0s - loss: 3.6055e-05
123/229 [===============>..............] - ETA: 0s - loss: 3.2685e-05
162/229 [====================>.........] - ETA: 0s - loss: 3.5752e-05
203/229 [=========================>....] - ETA: 0s - loss: 3.8938e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.5990e-05
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 2.0878e-05
 41/229 [====>.........................] - ETA: 0s - loss: 5.0400e-05
 82/229 [=========>....................] - ETA: 0s - loss: 4.5571e-05
121/229 [==============>...............] - ETA: 0s - loss: 4.3840e-05
161/229 [====================>.........] - ETA: 0s - loss: 3.8412e-05
202/229 [=========================>....] - ETA: 0s - loss: 4.2979e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.9905e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.5276e-05
 42/229 [====>.........................] - ETA: 0s - loss: 3.7364e-05
 79/229 [=========>....................] - ETA: 0s - loss: 4.2526e-05
113/229 [=============>................] - ETA: 0s - loss: 4.0570e-05
146/229 [==================>...........] - ETA: 0s - loss: 3.5038e-05
185/229 [=======================>......] - ETA: 0s - loss: 3.6019e-05
226/229 [============================>.] - ETA: 0s - loss: 3.3746e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.3502e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 1.1901e-05
 41/229 [====>.........................] - ETA: 0s - loss: 2.2431e-05
 81/229 [=========>....................] - ETA: 0s - loss: 2.3992e-05
117/229 [==============>...............] - ETA: 0s - loss: 2.2439e-05
158/229 [===================>..........] - ETA: 0s - loss: 2.3547e-05
198/229 [========================>.....] - ETA: 0s - loss: 2.7379e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.8951e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 1.4161e-05
 40/229 [====>.........................] - ETA: 0s - loss: 1.2623e-05
 76/229 [========>.....................] - ETA: 0s - loss: 1.6099e-05
116/229 [==============>...............] - ETA: 0s - loss: 2.2107e-05
156/229 [===================>..........] - ETA: 0s - loss: 2.8436e-05
196/229 [========================>.....] - ETA: 0s - loss: 2.6584e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.8244e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 1.5972e-05
 41/229 [====>.........................] - ETA: 0s - loss: 2.3851e-05
 83/229 [=========>....................] - ETA: 0s - loss: 2.9834e-05
125/229 [===============>..............] - ETA: 0s - loss: 2.5745e-05
166/229 [====================>.........] - ETA: 0s - loss: 2.2882e-05
207/229 [==========================>...] - ETA: 0s - loss: 2.5741e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.4619e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 3.7100e-06
 40/229 [====>.........................] - ETA: 0s - loss: 2.1183e-05
 81/229 [=========>....................] - ETA: 0s - loss: 2.0451e-05
122/229 [==============>...............] - ETA: 0s - loss: 2.4806e-05
163/229 [====================>.........] - ETA: 0s - loss: 2.2025e-05
203/229 [=========================>....] - ETA: 0s - loss: 1.9503e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.0473e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 8.7066e-06
 42/229 [====>.........................] - ETA: 0s - loss: 1.0295e-05
 83/229 [=========>....................] - ETA: 0s - loss: 1.8651e-05
123/229 [===============>..............] - ETA: 0s - loss: 2.2014e-05
164/229 [====================>.........] - ETA: 0s - loss: 1.8386e-05
206/229 [=========================>....] - ETA: 0s - loss: 2.0914e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.0496e-05
-> test with GAN.predict
GAN tn, fp: 570, 0
GAN fn, tp: 0, 13
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 569, 1
LR fn, tp: 1, 12
LR f1 score: 0.923
LR cohens kappa score: 0.921
LR average precision score: 0.990

-> test with 'RF'
RF tn, fp: 570, 0
RF fn, tp: 0, 13
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 570, 0
GB fn, tp: 0, 13
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 568, 2
KNN fn, tp: 0, 13
KNN f1 score: 0.929
KNN cohens kappa score: 0.927


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

------ Step 4/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 37s - loss: 5.5847e-05
 41/229 [====>.........................] - ETA: 0s - loss: 9.7692e-04 
 82/229 [=========>....................] - ETA: 0s - loss: 5.4068e-04
122/229 [==============>...............] - ETA: 0s - loss: 5.2303e-04
161/229 [====================>.........] - ETA: 0s - loss: 6.6669e-04
196/229 [========================>.....] - ETA: 0s - loss: 6.6686e-04
229/229 [==============================] - 0s 1ms/step - loss: 5.8508e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 2.9534e-05
 38/229 [===>..........................] - ETA: 0s - loss: 1.6644e-04
 77/229 [=========>....................] - ETA: 0s - loss: 4.2595e-04
117/229 [==============>...............] - ETA: 0s - loss: 5.3307e-04
155/229 [===================>..........] - ETA: 0s - loss: 4.3268e-04
195/229 [========================>.....] - ETA: 0s - loss: 4.5961e-04
229/229 [==============================] - 0s 1ms/step - loss: 4.3897e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 3.3708e-06
 41/229 [====>.........................] - ETA: 0s - loss: 2.6069e-04
 82/229 [=========>....................] - ETA: 0s - loss: 2.0832e-04
123/229 [===============>..............] - ETA: 0s - loss: 1.5509e-04
163/229 [====================>.........] - ETA: 0s - loss: 3.2318e-04
203/229 [=========================>....] - ETA: 0s - loss: 3.3948e-04
229/229 [==============================] - 0s 1ms/step - loss: 3.8319e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 1.7843e-05
 41/229 [====>.........................] - ETA: 0s - loss: 4.2398e-04
 82/229 [=========>....................] - ETA: 0s - loss: 4.8861e-04
124/229 [===============>..............] - ETA: 0s - loss: 3.4410e-04
163/229 [====================>.........] - ETA: 0s - loss: 3.7661e-04
204/229 [=========================>....] - ETA: 0s - loss: 3.1610e-04
229/229 [==============================] - 0s 1ms/step - loss: 3.1760e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.2528e-04
 38/229 [===>..........................] - ETA: 0s - loss: 4.8807e-05
 79/229 [=========>....................] - ETA: 0s - loss: 2.4097e-04
120/229 [==============>...............] - ETA: 0s - loss: 2.3005e-04
161/229 [====================>.........] - ETA: 0s - loss: 2.8035e-04
201/229 [=========================>....] - ETA: 0s - loss: 2.9637e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.6680e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 0.0058
 41/229 [====>.........................] - ETA: 0s - loss: 4.7051e-04
 82/229 [=========>....................] - ETA: 0s - loss: 2.5060e-04
123/229 [===============>..............] - ETA: 0s - loss: 1.7202e-04
160/229 [===================>..........] - ETA: 0s - loss: 1.9767e-04
199/229 [=========================>....] - ETA: 0s - loss: 2.2374e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.2348e-04
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 8.6983e-06
 42/229 [====>.........................] - ETA: 0s - loss: 2.9540e-04
 82/229 [=========>....................] - ETA: 0s - loss: 2.9263e-04
122/229 [==============>...............] - ETA: 0s - loss: 2.4690e-04
163/229 [====================>.........] - ETA: 0s - loss: 2.5117e-04
204/229 [=========================>....] - ETA: 0s - loss: 2.0787e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.8711e-04
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 2.0705e-05
 41/229 [====>.........................] - ETA: 0s - loss: 3.3976e-04
 83/229 [=========>....................] - ETA: 0s - loss: 1.8582e-04
121/229 [==============>...............] - ETA: 0s - loss: 1.3727e-04
161/229 [====================>.........] - ETA: 0s - loss: 1.1025e-04
200/229 [=========================>....] - ETA: 0s - loss: 1.2879e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.5977e-04
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 6.7586e-05
 35/229 [===>..........................] - ETA: 0s - loss: 2.2985e-05
 69/229 [========>.....................] - ETA: 0s - loss: 2.1707e-05
107/229 [=============>................] - ETA: 0s - loss: 1.3265e-04
149/229 [==================>...........] - ETA: 0s - loss: 1.2616e-04
189/229 [=======================>......] - ETA: 0s - loss: 1.3667e-04
228/229 [============================>.] - ETA: 0s - loss: 1.3273e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.3256e-04
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 5.7917e-05
 40/229 [====>.........................] - ETA: 0s - loss: 9.7237e-05
 81/229 [=========>....................] - ETA: 0s - loss: 9.6403e-05
122/229 [==============>...............] - ETA: 0s - loss: 6.9291e-05
161/229 [====================>.........] - ETA: 0s - loss: 8.8999e-05
202/229 [=========================>....] - ETA: 0s - loss: 1.0882e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.1148e-04
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 568, 3
LR fn, tp: 0, 17
LR f1 score: 0.919
LR cohens kappa score: 0.916
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 563, 8
KNN fn, tp: 0, 17
KNN f1 score: 0.810
KNN cohens kappa score: 0.803


------ Step 4/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 39s - loss: 1.8220e-04
 42/229 [====>.........................] - ETA: 0s - loss: 6.8493e-04 
 83/229 [=========>....................] - ETA: 0s - loss: 5.5017e-04
124/229 [===============>..............] - ETA: 0s - loss: 4.2448e-04
164/229 [====================>.........] - ETA: 0s - loss: 3.4648e-04
205/229 [=========================>....] - ETA: 0s - loss: 3.1797e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.9229e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 6.0001e-05
 36/229 [===>..........................] - ETA: 0s - loss: 1.1427e-04
 68/229 [=======>......................] - ETA: 0s - loss: 8.4980e-05
103/229 [============>.................] - ETA: 0s - loss: 6.8676e-05
141/229 [=================>............] - ETA: 0s - loss: 9.6765e-05
180/229 [======================>.......] - ETA: 0s - loss: 1.1102e-04
220/229 [===========================>..] - ETA: 0s - loss: 1.1966e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.1814e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.3419e-05
 40/229 [====>.........................] - ETA: 0s - loss: 6.2076e-05
 81/229 [=========>....................] - ETA: 0s - loss: 7.3808e-05
119/229 [==============>...............] - ETA: 0s - loss: 7.2604e-05
160/229 [===================>..........] - ETA: 0s - loss: 7.6135e-05
199/229 [=========================>....] - ETA: 0s - loss: 9.1228e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.7308e-05
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 3.1455e-05
 40/229 [====>.........................] - ETA: 0s - loss: 8.0744e-05
 81/229 [=========>....................] - ETA: 0s - loss: 6.3472e-05
121/229 [==============>...............] - ETA: 0s - loss: 7.9629e-05
160/229 [===================>..........] - ETA: 0s - loss: 7.7656e-05
200/229 [=========================>....] - ETA: 0s - loss: 8.1429e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.3061e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.0697e-05
 41/229 [====>.........................] - ETA: 0s - loss: 7.1603e-05
 82/229 [=========>....................] - ETA: 0s - loss: 7.4512e-05
123/229 [===============>..............] - ETA: 0s - loss: 7.3250e-05
164/229 [====================>.........] - ETA: 0s - loss: 8.0077e-05
203/229 [=========================>....] - ETA: 0s - loss: 7.5732e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.2792e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 4.7907e-06
 41/229 [====>.........................] - ETA: 0s - loss: 8.5234e-05
 82/229 [=========>....................] - ETA: 0s - loss: 7.2869e-05
122/229 [==============>...............] - ETA: 0s - loss: 5.7561e-05
162/229 [====================>.........] - ETA: 0s - loss: 5.3125e-05
202/229 [=========================>....] - ETA: 0s - loss: 5.9759e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.1650e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 1.5257e-05
 42/229 [====>.........................] - ETA: 0s - loss: 6.7311e-05
 82/229 [=========>....................] - ETA: 0s - loss: 5.6510e-05
122/229 [==============>...............] - ETA: 0s - loss: 7.1484e-05
161/229 [====================>.........] - ETA: 0s - loss: 6.6278e-05
202/229 [=========================>....] - ETA: 0s - loss: 5.7775e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.4363e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 1.1978e-04
 42/229 [====>.........................] - ETA: 0s - loss: 3.3261e-05
 80/229 [=========>....................] - ETA: 0s - loss: 4.4979e-05
120/229 [==============>...............] - ETA: 0s - loss: 5.2425e-05
162/229 [====================>.........] - ETA: 0s - loss: 5.3592e-05
202/229 [=========================>....] - ETA: 0s - loss: 4.8426e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.8542e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 4.4477e-05
 41/229 [====>.........................] - ETA: 0s - loss: 8.4908e-05
 77/229 [=========>....................] - ETA: 0s - loss: 6.2808e-05
108/229 [=============>................] - ETA: 0s - loss: 5.9460e-05
140/229 [=================>............] - ETA: 0s - loss: 5.2125e-05
178/229 [======================>.......] - ETA: 0s - loss: 4.6223e-05
216/229 [===========================>..] - ETA: 0s - loss: 4.2333e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.3136e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 3.7973e-05
 42/229 [====>.........................] - ETA: 0s - loss: 2.5353e-05
 80/229 [=========>....................] - ETA: 0s - loss: 2.9569e-05
122/229 [==============>...............] - ETA: 0s - loss: 3.5325e-05
163/229 [====================>.........] - ETA: 0s - loss: 4.3618e-05
204/229 [=========================>....] - ETA: 0s - loss: 3.9109e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.7940e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 571, 0
LR fn, tp: 0, 17
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 570, 1
KNN fn, tp: 1, 16
KNN f1 score: 0.941
KNN cohens kappa score: 0.939


------ Step 4/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 39s - loss: 2.8334e-06
 42/229 [====>.........................] - ETA: 0s - loss: 0.0021     
 84/229 [==========>...................] - ETA: 0s - loss: 0.0013
126/229 [===============>..............] - ETA: 0s - loss: 9.7688e-04
167/229 [====================>.........] - ETA: 0s - loss: 8.1676e-04
210/229 [==========================>...] - ETA: 0s - loss: 6.9847e-04
229/229 [==============================] - 0s 1ms/step - loss: 6.5944e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 0.0014
 42/229 [====>.........................] - ETA: 0s - loss: 2.3975e-04
 83/229 [=========>....................] - ETA: 0s - loss: 2.2358e-04
125/229 [===============>..............] - ETA: 0s - loss: 2.2530e-04
166/229 [====================>.........] - ETA: 0s - loss: 2.0922e-04
208/229 [==========================>...] - ETA: 0s - loss: 2.7750e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.6621e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 8.8351e-06
 42/229 [====>.........................] - ETA: 0s - loss: 2.3330e-04
 83/229 [=========>....................] - ETA: 0s - loss: 1.9740e-04
123/229 [===============>..............] - ETA: 0s - loss: 2.1584e-04
165/229 [====================>.........] - ETA: 0s - loss: 2.0840e-04
207/229 [==========================>...] - ETA: 0s - loss: 1.8858e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.8429e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 2.5493e-05
 42/229 [====>.........................] - ETA: 0s - loss: 6.8161e-05
 81/229 [=========>....................] - ETA: 0s - loss: 1.4539e-04
118/229 [==============>...............] - ETA: 0s - loss: 1.3148e-04
151/229 [==================>...........] - ETA: 0s - loss: 1.6678e-04
191/229 [========================>.....] - ETA: 0s - loss: 1.5332e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.4321e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 8.2755e-06
 42/229 [====>.........................] - ETA: 0s - loss: 6.0429e-05
 78/229 [=========>....................] - ETA: 0s - loss: 7.0688e-05
118/229 [==============>...............] - ETA: 0s - loss: 8.8713e-05
158/229 [===================>..........] - ETA: 0s - loss: 1.0145e-04
200/229 [=========================>....] - ETA: 0s - loss: 9.4095e-05
229/229 [==============================] - 0s 1ms/step - loss: 1.0687e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 3.8378e-06
 37/229 [===>..........................] - ETA: 0s - loss: 8.7326e-05
 68/229 [=======>......................] - ETA: 0s - loss: 8.5961e-05
104/229 [============>.................] - ETA: 0s - loss: 1.0132e-04
144/229 [=================>............] - ETA: 0s - loss: 8.7648e-05
185/229 [=======================>......] - ETA: 0s - loss: 9.0850e-05
225/229 [============================>.] - ETA: 0s - loss: 8.4037e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.3527e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 6.1587e-07
 43/229 [====>.........................] - ETA: 0s - loss: 4.7791e-05
 85/229 [==========>...................] - ETA: 0s - loss: 4.4684e-05
126/229 [===============>..............] - ETA: 0s - loss: 4.6430e-05
168/229 [=====================>........] - ETA: 0s - loss: 5.9121e-05
209/229 [==========================>...] - ETA: 0s - loss: 6.5706e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.8766e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 2.0133e-04
 40/229 [====>.........................] - ETA: 0s - loss: 4.8835e-05
 80/229 [=========>....................] - ETA: 0s - loss: 4.5240e-05
121/229 [==============>...............] - ETA: 0s - loss: 4.4339e-05
162/229 [====================>.........] - ETA: 0s - loss: 5.9230e-05
203/229 [=========================>....] - ETA: 0s - loss: 5.7033e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.6889e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 3.7173e-06
 41/229 [====>.........................] - ETA: 0s - loss: 4.1646e-05
 82/229 [=========>....................] - ETA: 0s - loss: 3.3190e-05
123/229 [===============>..............] - ETA: 0s - loss: 3.2450e-05
166/229 [====================>.........] - ETA: 0s - loss: 3.5330e-05
208/229 [==========================>...] - ETA: 0s - loss: 3.9279e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.6481e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 4.5344e-06
 42/229 [====>.........................] - ETA: 0s - loss: 3.6752e-05
 84/229 [==========>...................] - ETA: 0s - loss: 3.1477e-05
126/229 [===============>..............] - ETA: 0s - loss: 3.6975e-05
167/229 [====================>.........] - ETA: 0s - loss: 3.6765e-05
208/229 [==========================>...] - ETA: 0s - loss: 3.9795e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.0139e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 570, 1
LR fn, tp: 0, 17
LR f1 score: 0.971
LR cohens kappa score: 0.971
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 566, 5
KNN fn, tp: 0, 17
KNN f1 score: 0.872
KNN cohens kappa score: 0.867


------ Step 4/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 42s - loss: 3.7912e-04
 42/229 [====>.........................] - ETA: 0s - loss: 9.8732e-05 
 84/229 [==========>...................] - ETA: 0s - loss: 1.2112e-04
123/229 [===============>..............] - ETA: 0s - loss: 1.1817e-04
164/229 [====================>.........] - ETA: 0s - loss: 1.0838e-04
205/229 [=========================>....] - ETA: 0s - loss: 9.9202e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.6411e-05
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 1.2165e-04
 43/229 [====>.........................] - ETA: 0s - loss: 6.8911e-05
 84/229 [==========>...................] - ETA: 0s - loss: 6.7805e-05
125/229 [===============>..............] - ETA: 0s - loss: 5.7162e-05
166/229 [====================>.........] - ETA: 0s - loss: 6.0836e-05
208/229 [==========================>...] - ETA: 0s - loss: 5.7529e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.5525e-05
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 2.7135e-07
 41/229 [====>.........................] - ETA: 0s - loss: 4.2394e-05
 78/229 [=========>....................] - ETA: 0s - loss: 4.3044e-05
119/229 [==============>...............] - ETA: 0s - loss: 3.7695e-05
160/229 [===================>..........] - ETA: 0s - loss: 3.7599e-05
199/229 [=========================>....] - ETA: 0s - loss: 3.9287e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.7931e-05
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 1.8068e-07
 42/229 [====>.........................] - ETA: 0s - loss: 2.7062e-05
 82/229 [=========>....................] - ETA: 0s - loss: 2.7893e-05
123/229 [===============>..............] - ETA: 0s - loss: 2.9734e-05
164/229 [====================>.........] - ETA: 0s - loss: 2.7489e-05
205/229 [=========================>....] - ETA: 0s - loss: 2.8696e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.0561e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 2.4369e-04
 41/229 [====>.........................] - ETA: 0s - loss: 2.7520e-05
 82/229 [=========>....................] - ETA: 0s - loss: 3.3363e-05
123/229 [===============>..............] - ETA: 0s - loss: 2.7969e-05
162/229 [====================>.........] - ETA: 0s - loss: 2.8138e-05
203/229 [=========================>....] - ETA: 0s - loss: 2.6663e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.6774e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 5.0268e-05
 43/229 [====>.........................] - ETA: 0s - loss: 1.5996e-05
 84/229 [==========>...................] - ETA: 0s - loss: 2.5057e-05
123/229 [===============>..............] - ETA: 0s - loss: 2.4597e-05
163/229 [====================>.........] - ETA: 0s - loss: 2.6162e-05
203/229 [=========================>....] - ETA: 0s - loss: 2.4953e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.3898e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 1.6724e-05
 40/229 [====>.........................] - ETA: 0s - loss: 1.8138e-05
 81/229 [=========>....................] - ETA: 0s - loss: 2.5403e-05
119/229 [==============>...............] - ETA: 0s - loss: 2.5659e-05
153/229 [===================>..........] - ETA: 0s - loss: 2.3632e-05
187/229 [=======================>......] - ETA: 0s - loss: 2.2457e-05
225/229 [============================>.] - ETA: 0s - loss: 2.1166e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.0970e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 7.8166e-06
 41/229 [====>.........................] - ETA: 0s - loss: 2.9582e-05
 82/229 [=========>....................] - ETA: 0s - loss: 2.5013e-05
121/229 [==============>...............] - ETA: 0s - loss: 2.1297e-05
156/229 [===================>..........] - ETA: 0s - loss: 1.9924e-05
198/229 [========================>.....] - ETA: 0s - loss: 1.8988e-05
229/229 [==============================] - 0s 1ms/step - loss: 1.9447e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 1.9942e-06
 42/229 [====>.........................] - ETA: 0s - loss: 2.4550e-05
 83/229 [=========>....................] - ETA: 0s - loss: 2.1167e-05
125/229 [===============>..............] - ETA: 0s - loss: 1.9854e-05
166/229 [====================>.........] - ETA: 0s - loss: 1.9005e-05
206/229 [=========================>....] - ETA: 0s - loss: 1.7835e-05
229/229 [==============================] - 0s 1ms/step - loss: 1.7495e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 1.3714e-05
 41/229 [====>.........................] - ETA: 0s - loss: 1.6449e-05
 80/229 [=========>....................] - ETA: 0s - loss: 1.5794e-05
121/229 [==============>...............] - ETA: 0s - loss: 1.6273e-05
162/229 [====================>.........] - ETA: 0s - loss: 1.7010e-05
203/229 [=========================>....] - ETA: 0s - loss: 1.6763e-05
229/229 [==============================] - 0s 1ms/step - loss: 1.5700e-05
-> test with GAN.predict
GAN tn, fp: 569, 2
GAN fn, tp: 0, 17
GAN f1 score: 0.944
GAN cohens kappa score: 0.943

-> test with 'LR'
LR tn, fp: 568, 3
LR fn, tp: 0, 17
LR f1 score: 0.919
LR cohens kappa score: 0.916
LR average precision score: 0.889

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 569, 2
GB fn, tp: 0, 17
GB f1 score: 0.944
GB cohens kappa score: 0.943

-> test with 'KNN'
KNN tn, fp: 569, 2
KNN fn, tp: 0, 17
KNN f1 score: 0.944
KNN cohens kappa score: 0.943


------ Step 4/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2216 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 39s - loss: 1.9339e-04
 40/229 [====>.........................] - ETA: 0s - loss: 1.7086e-04 
 78/229 [=========>....................] - ETA: 0s - loss: 1.4361e-04
120/229 [==============>...............] - ETA: 0s - loss: 1.2572e-04
158/229 [===================>..........] - ETA: 0s - loss: 1.4692e-04
200/229 [=========================>....] - ETA: 0s - loss: 1.4459e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.4963e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 5.5273e-05
 39/229 [====>.........................] - ETA: 0s - loss: 8.2440e-05
 74/229 [========>.....................] - ETA: 0s - loss: 7.7104e-05
107/229 [=============>................] - ETA: 0s - loss: 7.2865e-05
140/229 [=================>............] - ETA: 0s - loss: 1.0093e-04
178/229 [======================>.......] - ETA: 0s - loss: 1.0663e-04
216/229 [===========================>..] - ETA: 0s - loss: 1.0128e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.0124e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 5.5694e-06
 42/229 [====>.........................] - ETA: 0s - loss: 1.2019e-04
 82/229 [=========>....................] - ETA: 0s - loss: 9.9099e-05
123/229 [===============>..............] - ETA: 0s - loss: 9.5053e-05
164/229 [====================>.........] - ETA: 0s - loss: 8.1743e-05
206/229 [=========================>....] - ETA: 0s - loss: 8.0985e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.9255e-05
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 1.4140e-04
 41/229 [====>.........................] - ETA: 0s - loss: 8.9137e-05
 82/229 [=========>....................] - ETA: 0s - loss: 7.8064e-05
120/229 [==============>...............] - ETA: 0s - loss: 7.9233e-05
159/229 [===================>..........] - ETA: 0s - loss: 7.0827e-05
195/229 [========================>.....] - ETA: 0s - loss: 7.5544e-05
227/229 [============================>.] - ETA: 0s - loss: 7.2533e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.2209e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 5.2599e-05
 38/229 [===>..........................] - ETA: 0s - loss: 5.7509e-05
 74/229 [========>.....................] - ETA: 0s - loss: 5.6071e-05
114/229 [=============>................] - ETA: 0s - loss: 6.0993e-05
152/229 [==================>...........] - ETA: 0s - loss: 6.1070e-05
190/229 [=======================>......] - ETA: 0s - loss: 5.9823e-05
229/229 [==============================] - ETA: 0s - loss: 6.2121e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.2121e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 6.3231e-05
 39/229 [====>.........................] - ETA: 0s - loss: 6.1817e-05
 80/229 [=========>....................] - ETA: 0s - loss: 6.0946e-05
120/229 [==============>...............] - ETA: 0s - loss: 5.6948e-05
159/229 [===================>..........] - ETA: 0s - loss: 6.0706e-05
199/229 [=========================>....] - ETA: 0s - loss: 5.9556e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.6082e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 4.9144e-05
 43/229 [====>.........................] - ETA: 0s - loss: 5.5932e-05
 82/229 [=========>....................] - ETA: 0s - loss: 6.1183e-05
124/229 [===============>..............] - ETA: 0s - loss: 5.4115e-05
165/229 [====================>.........] - ETA: 0s - loss: 5.1426e-05
201/229 [=========================>....] - ETA: 0s - loss: 5.3554e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.0453e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 1.5478e-05
 40/229 [====>.........................] - ETA: 0s - loss: 3.0314e-05
 74/229 [========>.....................] - ETA: 0s - loss: 4.2412e-05
112/229 [=============>................] - ETA: 0s - loss: 4.9137e-05
148/229 [==================>...........] - ETA: 0s - loss: 4.5864e-05
188/229 [=======================>......] - ETA: 0s - loss: 4.5372e-05
227/229 [============================>.] - ETA: 0s - loss: 4.2656e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.5262e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 1.7073e-05
 42/229 [====>.........................] - ETA: 0s - loss: 3.5294e-05
 83/229 [=========>....................] - ETA: 0s - loss: 3.5990e-05
122/229 [==============>...............] - ETA: 0s - loss: 4.3739e-05
162/229 [====================>.........] - ETA: 0s - loss: 4.1002e-05
202/229 [=========================>....] - ETA: 0s - loss: 4.2867e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.0064e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 2.6238e-05
 42/229 [====>.........................] - ETA: 0s - loss: 3.1628e-05
 82/229 [=========>....................] - ETA: 0s - loss: 3.9570e-05
123/229 [===============>..............] - ETA: 0s - loss: 3.6737e-05
161/229 [====================>.........] - ETA: 0s - loss: 3.6544e-05
202/229 [=========================>....] - ETA: 0s - loss: 3.3714e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.6198e-05
-> test with GAN.predict
GAN tn, fp: 570, 0
GAN fn, tp: 0, 13
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 570, 0
LR fn, tp: 1, 12
LR f1 score: 0.960
LR cohens kappa score: 0.959
LR average precision score: 0.979

-> test with 'RF'
RF tn, fp: 570, 0
RF fn, tp: 1, 12
RF f1 score: 0.960
RF cohens kappa score: 0.959

-> test with 'GB'
GB tn, fp: 570, 0
GB fn, tp: 0, 13
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 567, 3
KNN fn, tp: 0, 13
KNN f1 score: 0.897
KNN cohens kappa score: 0.894


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

------ Step 5/5: Slice 1/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 45s - loss: 1.1442e-04
 42/229 [====>.........................] - ETA: 0s - loss: 2.8246e-04 
 84/229 [==========>...................] - ETA: 0s - loss: 2.4571e-04
125/229 [===============>..............] - ETA: 0s - loss: 2.4604e-04
163/229 [====================>.........] - ETA: 0s - loss: 4.3391e-04
205/229 [=========================>....] - ETA: 0s - loss: 5.0727e-04
229/229 [==============================] - 0s 1ms/step - loss: 4.8156e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 1.9962e-07
 42/229 [====>.........................] - ETA: 0s - loss: 1.3886e-04
 74/229 [========>.....................] - ETA: 0s - loss: 1.4791e-04
109/229 [=============>................] - ETA: 0s - loss: 1.5354e-04
143/229 [=================>............] - ETA: 0s - loss: 5.2607e-04
185/229 [=======================>......] - ETA: 0s - loss: 4.7821e-04
227/229 [============================>.] - ETA: 0s - loss: 4.2108e-04
229/229 [==============================] - 0s 1ms/step - loss: 4.1880e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.0605e-04
 43/229 [====>.........................] - ETA: 0s - loss: 1.3090e-04
 84/229 [==========>...................] - ETA: 0s - loss: 1.2883e-04
125/229 [===============>..............] - ETA: 0s - loss: 1.6097e-04
164/229 [====================>.........] - ETA: 0s - loss: 1.5236e-04
200/229 [=========================>....] - ETA: 0s - loss: 1.4756e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.4296e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 2.5692e-05
 42/229 [====>.........................] - ETA: 0s - loss: 1.0156e-04
 81/229 [=========>....................] - ETA: 0s - loss: 1.1744e-04
121/229 [==============>...............] - ETA: 0s - loss: 1.3033e-04
163/229 [====================>.........] - ETA: 0s - loss: 1.2394e-04
205/229 [=========================>....] - ETA: 0s - loss: 1.1577e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.1261e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 8.1539e-08
 41/229 [====>.........................] - ETA: 0s - loss: 1.0030e-04
 80/229 [=========>....................] - ETA: 0s - loss: 1.0662e-04
120/229 [==============>...............] - ETA: 0s - loss: 9.9696e-05
162/229 [====================>.........] - ETA: 0s - loss: 9.5694e-05
203/229 [=========================>....] - ETA: 0s - loss: 9.0536e-05
229/229 [==============================] - 0s 1ms/step - loss: 9.2601e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 1.4156e-05
 41/229 [====>.........................] - ETA: 0s - loss: 9.2668e-05
 81/229 [=========>....................] - ETA: 0s - loss: 8.5764e-05
121/229 [==============>...............] - ETA: 0s - loss: 7.5521e-05
159/229 [===================>..........] - ETA: 0s - loss: 8.0916e-05
201/229 [=========================>....] - ETA: 0s - loss: 8.1157e-05
229/229 [==============================] - 0s 1ms/step - loss: 7.7424e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 9.6608e-07
 42/229 [====>.........................] - ETA: 0s - loss: 7.1461e-05
 82/229 [=========>....................] - ETA: 0s - loss: 7.8858e-05
123/229 [===============>..............] - ETA: 0s - loss: 6.8308e-05
164/229 [====================>.........] - ETA: 0s - loss: 6.8030e-05
205/229 [=========================>....] - ETA: 0s - loss: 6.4748e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.5945e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 1.7079e-04
 41/229 [====>.........................] - ETA: 0s - loss: 4.8592e-05
 80/229 [=========>....................] - ETA: 0s - loss: 4.7059e-05
121/229 [==============>...............] - ETA: 0s - loss: 4.5103e-05
162/229 [====================>.........] - ETA: 0s - loss: 5.6752e-05
199/229 [=========================>....] - ETA: 0s - loss: 5.7013e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.6153e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 9.1218e-06
 42/229 [====>.........................] - ETA: 0s - loss: 5.1970e-05
 84/229 [==========>...................] - ETA: 0s - loss: 4.9126e-05
124/229 [===============>..............] - ETA: 0s - loss: 4.6383e-05
160/229 [===================>..........] - ETA: 0s - loss: 4.8313e-05
193/229 [========================>.....] - ETA: 0s - loss: 5.0694e-05
225/229 [============================>.] - ETA: 0s - loss: 4.8559e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.8392e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 2.2023e-05
 42/229 [====>.........................] - ETA: 0s - loss: 4.8736e-05
 83/229 [=========>....................] - ETA: 0s - loss: 4.5875e-05
124/229 [===============>..............] - ETA: 0s - loss: 4.3059e-05
165/229 [====================>.........] - ETA: 0s - loss: 4.0582e-05
205/229 [=========================>....] - ETA: 0s - loss: 3.7642e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.1463e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 566, 5
LR fn, tp: 0, 17
LR f1 score: 0.872
LR cohens kappa score: 0.867
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 564, 7
KNN fn, tp: 0, 17
KNN f1 score: 0.829
KNN cohens kappa score: 0.823


------ Step 5/5: Slice 2/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 38s - loss: 6.4946e-05
 42/229 [====>.........................] - ETA: 0s - loss: 6.2414e-04 
 84/229 [==========>...................] - ETA: 0s - loss: 0.0018    
125/229 [===============>..............] - ETA: 0s - loss: 0.0016
165/229 [====================>.........] - ETA: 0s - loss: 0.0015
200/229 [=========================>....] - ETA: 0s - loss: 0.0015
229/229 [==============================] - 0s 1ms/step - loss: 0.0015
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 3.4269e-05
 37/229 [===>..........................] - ETA: 0s - loss: 0.0013    
 77/229 [=========>....................] - ETA: 0s - loss: 9.3282e-04
116/229 [==============>...............] - ETA: 0s - loss: 7.9102e-04
155/229 [===================>..........] - ETA: 0s - loss: 6.9663e-04
195/229 [========================>.....] - ETA: 0s - loss: 7.8361e-04
229/229 [==============================] - 0s 1ms/step - loss: 9.6875e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.5564e-05
 42/229 [====>.........................] - ETA: 0s - loss: 9.2911e-04
 82/229 [=========>....................] - ETA: 0s - loss: 6.4762e-04
122/229 [==============>...............] - ETA: 0s - loss: 5.7866e-04
164/229 [====================>.........] - ETA: 0s - loss: 7.2901e-04
205/229 [=========================>....] - ETA: 0s - loss: 7.0353e-04
229/229 [==============================] - 0s 1ms/step - loss: 7.7530e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 2.3520e-05
 42/229 [====>.........................] - ETA: 0s - loss: 6.9761e-05
 82/229 [=========>....................] - ETA: 0s - loss: 7.7384e-04
123/229 [===============>..............] - ETA: 0s - loss: 6.0349e-04
164/229 [====================>.........] - ETA: 0s - loss: 5.2903e-04
204/229 [=========================>....] - ETA: 0s - loss: 6.0480e-04
229/229 [==============================] - 0s 1ms/step - loss: 6.1677e-04
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.9144e-06
 41/229 [====>.........................] - ETA: 0s - loss: 4.8816e-05
 83/229 [=========>....................] - ETA: 0s - loss: 3.4197e-04
123/229 [===============>..............] - ETA: 0s - loss: 3.6035e-04
164/229 [====================>.........] - ETA: 0s - loss: 4.1044e-04
201/229 [=========================>....] - ETA: 0s - loss: 5.1967e-04
229/229 [==============================] - 0s 1ms/step - loss: 4.9020e-04
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 1.1217e-05
 43/229 [====>.........................] - ETA: 0s - loss: 3.2393e-04
 84/229 [==========>...................] - ETA: 0s - loss: 2.5620e-04
125/229 [===============>..............] - ETA: 0s - loss: 2.3209e-04
165/229 [====================>.........] - ETA: 0s - loss: 3.2737e-04
205/229 [=========================>....] - ETA: 0s - loss: 3.7707e-04
229/229 [==============================] - 0s 1ms/step - loss: 3.8863e-04
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 1.3959e-06
 42/229 [====>.........................] - ETA: 0s - loss: 1.5756e-04
 84/229 [==========>...................] - ETA: 0s - loss: 1.5764e-04
124/229 [===============>..............] - ETA: 0s - loss: 3.0502e-04
164/229 [====================>.........] - ETA: 0s - loss: 3.1865e-04
205/229 [=========================>....] - ETA: 0s - loss: 2.8128e-04
229/229 [==============================] - 0s 1ms/step - loss: 3.0695e-04
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 7.0032e-06
 42/229 [====>.........................] - ETA: 0s - loss: 2.9530e-04
 83/229 [=========>....................] - ETA: 0s - loss: 2.4219e-04
124/229 [===============>..............] - ETA: 0s - loss: 1.7399e-04
165/229 [====================>.........] - ETA: 0s - loss: 2.2162e-04
205/229 [=========================>....] - ETA: 0s - loss: 2.5272e-04
229/229 [==============================] - 0s 1ms/step - loss: 2.4208e-04
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 1.3115e-05
 37/229 [===>..........................] - ETA: 0s - loss: 1.0932e-04
 70/229 [========>.....................] - ETA: 0s - loss: 1.5793e-04
105/229 [============>.................] - ETA: 0s - loss: 1.6812e-04
144/229 [=================>............] - ETA: 0s - loss: 1.6596e-04
184/229 [=======================>......] - ETA: 0s - loss: 2.0468e-04
226/229 [============================>.] - ETA: 0s - loss: 1.9505e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.9317e-04
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 5.6517e-06
 43/229 [====>.........................] - ETA: 0s - loss: 2.3889e-04
 83/229 [=========>....................] - ETA: 0s - loss: 1.5644e-04
120/229 [==============>...............] - ETA: 0s - loss: 1.5043e-04
160/229 [===================>..........] - ETA: 0s - loss: 1.5722e-04
201/229 [=========================>....] - ETA: 0s - loss: 1.5065e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.5334e-04
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 567, 4
LR fn, tp: 0, 17
LR f1 score: 0.895
LR cohens kappa score: 0.891
LR average precision score: 0.990

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 571, 0
KNN fn, tp: 0, 17
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


------ Step 5/5: Slice 3/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 45s - loss: 5.6890e-05
 41/229 [====>.........................] - ETA: 0s - loss: 1.5488e-04 
 82/229 [=========>....................] - ETA: 0s - loss: 1.3253e-04
121/229 [==============>...............] - ETA: 0s - loss: 1.5801e-04
161/229 [====================>.........] - ETA: 0s - loss: 1.5393e-04
197/229 [========================>.....] - ETA: 0s - loss: 1.3606e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.2561e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 2.0026e-05
 41/229 [====>.........................] - ETA: 0s - loss: 3.9972e-05
 82/229 [=========>....................] - ETA: 0s - loss: 3.6697e-05
121/229 [==============>...............] - ETA: 0s - loss: 6.4945e-05
160/229 [===================>..........] - ETA: 0s - loss: 5.8975e-05
201/229 [=========================>....] - ETA: 0s - loss: 5.6511e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.4931e-05
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 6.5729e-07
 38/229 [===>..........................] - ETA: 0s - loss: 2.9103e-05
 69/229 [========>.....................] - ETA: 0s - loss: 3.5781e-05
104/229 [============>.................] - ETA: 0s - loss: 4.7025e-05
136/229 [================>.............] - ETA: 0s - loss: 4.3689e-05
174/229 [=====================>........] - ETA: 0s - loss: 4.1871e-05
215/229 [===========================>..] - ETA: 0s - loss: 3.8213e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.7479e-05
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 6.4920e-05
 41/229 [====>.........................] - ETA: 0s - loss: 3.7931e-05
 81/229 [=========>....................] - ETA: 0s - loss: 2.9127e-05
115/229 [==============>...............] - ETA: 0s - loss: 2.8769e-05
149/229 [==================>...........] - ETA: 0s - loss: 2.6308e-05
182/229 [======================>.......] - ETA: 0s - loss: 2.5328e-05
217/229 [===========================>..] - ETA: 0s - loss: 3.0030e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.9762e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 2.4003e-05
 38/229 [===>..........................] - ETA: 0s - loss: 2.2608e-05
 77/229 [=========>....................] - ETA: 0s - loss: 2.5454e-05
117/229 [==============>...............] - ETA: 0s - loss: 2.5025e-05
158/229 [===================>..........] - ETA: 0s - loss: 2.4785e-05
199/229 [=========================>....] - ETA: 0s - loss: 2.6754e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.5723e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 5.4030e-06
 42/229 [====>.........................] - ETA: 0s - loss: 1.7208e-05
 83/229 [=========>....................] - ETA: 0s - loss: 1.5587e-05
124/229 [===============>..............] - ETA: 0s - loss: 1.4188e-05
162/229 [====================>.........] - ETA: 0s - loss: 1.4004e-05
202/229 [=========================>....] - ETA: 0s - loss: 2.3526e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.3210e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 6.4563e-06
 40/229 [====>.........................] - ETA: 0s - loss: 1.8138e-05
 81/229 [=========>....................] - ETA: 0s - loss: 1.8085e-05
113/229 [=============>................] - ETA: 0s - loss: 1.7461e-05
152/229 [==================>...........] - ETA: 0s - loss: 1.8578e-05
193/229 [========================>.....] - ETA: 0s - loss: 2.1844e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.1151e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 3.3019e-04
 39/229 [====>.........................] - ETA: 0s - loss: 2.4942e-05
 80/229 [=========>....................] - ETA: 0s - loss: 2.1206e-05
122/229 [==============>...............] - ETA: 0s - loss: 2.1163e-05
162/229 [====================>.........] - ETA: 0s - loss: 1.9940e-05
202/229 [=========================>....] - ETA: 0s - loss: 1.9231e-05
229/229 [==============================] - 0s 1ms/step - loss: 1.8796e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 2.9701e-06
 42/229 [====>.........................] - ETA: 0s - loss: 1.9366e-05
 81/229 [=========>....................] - ETA: 0s - loss: 2.1116e-05
121/229 [==============>...............] - ETA: 0s - loss: 2.0044e-05
162/229 [====================>.........] - ETA: 0s - loss: 1.9341e-05
200/229 [=========================>....] - ETA: 0s - loss: 1.8528e-05
229/229 [==============================] - 0s 1ms/step - loss: 1.7760e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 1.5523e-05
 36/229 [===>..........................] - ETA: 0s - loss: 2.2467e-05
 73/229 [========>.....................] - ETA: 0s - loss: 2.4039e-05
113/229 [=============>................] - ETA: 0s - loss: 2.1470e-05
153/229 [===================>..........] - ETA: 0s - loss: 2.0037e-05
194/229 [========================>.....] - ETA: 0s - loss: 1.7881e-05
229/229 [==============================] - 0s 1ms/step - loss: 1.6585e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 571, 0
LR fn, tp: 1, 16
LR f1 score: 0.970
LR cohens kappa score: 0.969
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 567, 4
KNN fn, tp: 0, 17
KNN f1 score: 0.895
KNN cohens kappa score: 0.891


------ Step 5/5: Slice 4/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2219 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 40s - loss: 6.3698e-06
 41/229 [====>.........................] - ETA: 0s - loss: 0.0041     
 76/229 [========>.....................] - ETA: 0s - loss: 0.0023
110/229 [=============>................] - ETA: 0s - loss: 0.0017
142/229 [=================>............] - ETA: 0s - loss: 0.0014
183/229 [======================>.......] - ETA: 0s - loss: 0.0011
223/229 [============================>.] - ETA: 0s - loss: 9.6493e-04
229/229 [==============================] - 0s 1ms/step - loss: 9.4552e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 9.3522e-06
 42/229 [====>.........................] - ETA: 0s - loss: 1.1778e-04
 83/229 [=========>....................] - ETA: 0s - loss: 1.4991e-04
126/229 [===============>..............] - ETA: 0s - loss: 1.5286e-04
165/229 [====================>.........] - ETA: 0s - loss: 1.3906e-04
203/229 [=========================>....] - ETA: 0s - loss: 1.3233e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.2886e-04
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 1.5129e-04
 42/229 [====>.........................] - ETA: 0s - loss: 1.3627e-04
 83/229 [=========>....................] - ETA: 0s - loss: 1.3897e-04
123/229 [===============>..............] - ETA: 0s - loss: 1.2230e-04
162/229 [====================>.........] - ETA: 0s - loss: 1.1228e-04
202/229 [=========================>....] - ETA: 0s - loss: 1.0620e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.0477e-04
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 3.9860e-05
 41/229 [====>.........................] - ETA: 0s - loss: 1.0567e-04
 77/229 [=========>....................] - ETA: 0s - loss: 9.5839e-05
115/229 [==============>...............] - ETA: 0s - loss: 8.6483e-05
156/229 [===================>..........] - ETA: 0s - loss: 8.5617e-05
195/229 [========================>.....] - ETA: 0s - loss: 7.8064e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.2345e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 1.4530e-06
 41/229 [====>.........................] - ETA: 0s - loss: 7.2729e-05
 81/229 [=========>....................] - ETA: 0s - loss: 6.7272e-05
123/229 [===============>..............] - ETA: 0s - loss: 7.1100e-05
163/229 [====================>.........] - ETA: 0s - loss: 6.6664e-05
203/229 [=========================>....] - ETA: 0s - loss: 6.5423e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.6766e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 2.2365e-05
 33/229 [===>..........................] - ETA: 0s - loss: 4.8275e-05
 65/229 [=======>......................] - ETA: 0s - loss: 4.1504e-05
100/229 [============>.................] - ETA: 0s - loss: 6.4947e-05
141/229 [=================>............] - ETA: 0s - loss: 6.3357e-05
182/229 [======================>.......] - ETA: 0s - loss: 5.6851e-05
223/229 [============================>.] - ETA: 0s - loss: 5.3198e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.7100e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 2.5148e-05
 42/229 [====>.........................] - ETA: 0s - loss: 7.9328e-05
 83/229 [=========>....................] - ETA: 0s - loss: 6.6517e-05
124/229 [===============>..............] - ETA: 0s - loss: 5.9974e-05
166/229 [====================>.........] - ETA: 0s - loss: 5.3356e-05
207/229 [==========================>...] - ETA: 0s - loss: 5.0791e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.7262e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 7.0475e-06
 41/229 [====>.........................] - ETA: 0s - loss: 2.7988e-05
 82/229 [=========>....................] - ETA: 0s - loss: 2.9786e-05
121/229 [==============>...............] - ETA: 0s - loss: 2.9710e-05
152/229 [==================>...........] - ETA: 0s - loss: 3.6516e-05
185/229 [=======================>......] - ETA: 0s - loss: 4.1910e-05
220/229 [===========================>..] - ETA: 0s - loss: 3.9132e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.0851e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 8.7940e-06
 42/229 [====>.........................] - ETA: 0s - loss: 3.1813e-05
 83/229 [=========>....................] - ETA: 0s - loss: 3.3606e-05
124/229 [===============>..............] - ETA: 0s - loss: 3.3257e-05
163/229 [====================>.........] - ETA: 0s - loss: 3.3291e-05
202/229 [=========================>....] - ETA: 0s - loss: 3.6956e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.5127e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 9.5599e-06
 40/229 [====>.........................] - ETA: 0s - loss: 4.1843e-05
 79/229 [=========>....................] - ETA: 0s - loss: 4.0911e-05
118/229 [==============>...............] - ETA: 0s - loss: 3.3584e-05
158/229 [===================>..........] - ETA: 0s - loss: 3.3006e-05
198/229 [========================>.....] - ETA: 0s - loss: 3.0411e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.1602e-05
-> test with GAN.predict
GAN tn, fp: 571, 0
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 570, 1
LR fn, tp: 0, 17
LR f1 score: 0.971
LR cohens kappa score: 0.971
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 571, 0
RF fn, tp: 0, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 571, 0
GB fn, tp: 0, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 566, 5
KNN fn, tp: 0, 17
KNN f1 score: 0.872
KNN cohens kappa score: 0.867


------ Step 5/5: Slice 5/5 -------
-> Reset the GAN
-> Train generator for synthetic samples
-> create 2216 synthetic samples
-> retrain GAN for predict
Epoch 1/10

  1/229 [..............................] - ETA: 45s - loss: 4.9859e-05
 42/229 [====>.........................] - ETA: 0s - loss: 3.3147e-04 
 81/229 [=========>....................] - ETA: 0s - loss: 3.0695e-04
122/229 [==============>...............] - ETA: 0s - loss: 2.2811e-04
163/229 [====================>.........] - ETA: 0s - loss: 1.9114e-04
203/229 [=========================>....] - ETA: 0s - loss: 1.7765e-04
229/229 [==============================] - 0s 1ms/step - loss: 1.6807e-04
Epoch 2/10

  1/229 [..............................] - ETA: 0s - loss: 1.7866e-05
 39/229 [====>.........................] - ETA: 0s - loss: 7.4386e-05
 80/229 [=========>....................] - ETA: 0s - loss: 1.2008e-04
122/229 [==============>...............] - ETA: 0s - loss: 1.0806e-04
163/229 [====================>.........] - ETA: 0s - loss: 1.0487e-04
204/229 [=========================>....] - ETA: 0s - loss: 9.1868e-05
229/229 [==============================] - 0s 1ms/step - loss: 8.7534e-05
Epoch 3/10

  1/229 [..............................] - ETA: 0s - loss: 3.5310e-05
 42/229 [====>.........................] - ETA: 0s - loss: 9.9683e-05
 83/229 [=========>....................] - ETA: 0s - loss: 8.2451e-05
124/229 [===============>..............] - ETA: 0s - loss: 7.1888e-05
165/229 [====================>.........] - ETA: 0s - loss: 7.3876e-05
205/229 [=========================>....] - ETA: 0s - loss: 6.8846e-05
229/229 [==============================] - 0s 1ms/step - loss: 6.7626e-05
Epoch 4/10

  1/229 [..............................] - ETA: 0s - loss: 4.4984e-05
 40/229 [====>.........................] - ETA: 0s - loss: 1.0602e-04
 81/229 [=========>....................] - ETA: 0s - loss: 7.6127e-05
122/229 [==============>...............] - ETA: 0s - loss: 6.8669e-05
162/229 [====================>.........] - ETA: 0s - loss: 6.8309e-05
200/229 [=========================>....] - ETA: 0s - loss: 6.0892e-05
229/229 [==============================] - 0s 1ms/step - loss: 5.6741e-05
Epoch 5/10

  1/229 [..............................] - ETA: 0s - loss: 2.9322e-05
 43/229 [====>.........................] - ETA: 0s - loss: 3.6613e-05
 84/229 [==========>...................] - ETA: 0s - loss: 4.9927e-05
125/229 [===============>..............] - ETA: 0s - loss: 5.1319e-05
164/229 [====================>.........] - ETA: 0s - loss: 5.1523e-05
205/229 [=========================>....] - ETA: 0s - loss: 4.7848e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.6988e-05
Epoch 6/10

  1/229 [..............................] - ETA: 0s - loss: 2.2407e-05
 38/229 [===>..........................] - ETA: 0s - loss: 2.4149e-05
 79/229 [=========>....................] - ETA: 0s - loss: 3.2652e-05
118/229 [==============>...............] - ETA: 0s - loss: 4.4629e-05
159/229 [===================>..........] - ETA: 0s - loss: 4.2214e-05
199/229 [=========================>....] - ETA: 0s - loss: 3.9198e-05
229/229 [==============================] - 0s 1ms/step - loss: 4.1498e-05
Epoch 7/10

  1/229 [..............................] - ETA: 0s - loss: 2.5521e-05
 42/229 [====>.........................] - ETA: 0s - loss: 5.0126e-05
 77/229 [=========>....................] - ETA: 0s - loss: 4.4494e-05
118/229 [==============>...............] - ETA: 0s - loss: 4.2928e-05
155/229 [===================>..........] - ETA: 0s - loss: 3.9662e-05
190/229 [=======================>......] - ETA: 0s - loss: 3.7448e-05
224/229 [============================>.] - ETA: 0s - loss: 3.5484e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.5438e-05
Epoch 8/10

  1/229 [..............................] - ETA: 0s - loss: 3.6313e-06
 40/229 [====>.........................] - ETA: 0s - loss: 2.8450e-05
 81/229 [=========>....................] - ETA: 0s - loss: 3.2864e-05
119/229 [==============>...............] - ETA: 0s - loss: 3.1391e-05
161/229 [====================>.........] - ETA: 0s - loss: 2.9026e-05
200/229 [=========================>....] - ETA: 0s - loss: 3.1911e-05
229/229 [==============================] - 0s 1ms/step - loss: 3.1752e-05
Epoch 9/10

  1/229 [..............................] - ETA: 0s - loss: 1.5883e-05
 41/229 [====>.........................] - ETA: 0s - loss: 2.6798e-05
 82/229 [=========>....................] - ETA: 0s - loss: 2.4927e-05
122/229 [==============>...............] - ETA: 0s - loss: 2.6770e-05
161/229 [====================>.........] - ETA: 0s - loss: 2.7350e-05
202/229 [=========================>....] - ETA: 0s - loss: 2.7535e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.7919e-05
Epoch 10/10

  1/229 [..............................] - ETA: 0s - loss: 6.0395e-06
 42/229 [====>.........................] - ETA: 0s - loss: 1.4802e-05
 81/229 [=========>....................] - ETA: 0s - loss: 1.6356e-05
122/229 [==============>...............] - ETA: 0s - loss: 2.2243e-05
159/229 [===================>..........] - ETA: 0s - loss: 2.4818e-05
196/229 [========================>.....] - ETA: 0s - loss: 2.3186e-05
229/229 [==============================] - 0s 1ms/step - loss: 2.4792e-05
-> test with GAN.predict
GAN tn, fp: 570, 0
GAN fn, tp: 0, 13
GAN f1 score: 1.000
GAN cohens kappa score: 1.000

-> test with 'LR'
LR tn, fp: 570, 0
LR fn, tp: 0, 13
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000

-> test with 'RF'
RF tn, fp: 570, 0
RF fn, tp: 0, 13
RF f1 score: 1.000
RF cohens kappa score: 1.000

-> test with 'GB'
GB tn, fp: 570, 0
GB fn, tp: 0, 13
GB f1 score: 1.000
GB cohens kappa score: 1.000

-> test with 'KNN'
KNN tn, fp: 567, 3
KNN fn, tp: 0, 13
KNN f1 score: 0.897
KNN cohens kappa score: 0.894

### Exercise is done.

-----[ LR ]-----
maximum:
LR tn, fp: 571, 5
LR fn, tp: 2, 17
LR f1 score: 1.000
LR cohens kappa score: 1.000
LR average precision score: 1.000


average:
LR tn, fp: 569.32, 1.48
LR fn, tp: 0.28, 15.92
LR f1 score: 0.948
LR cohens kappa score: 0.947
LR average precision score: 0.984


minimum:
LR tn, fp: 565, 0
LR fn, tp: 0, 12
LR f1 score: 0.800
LR cohens kappa score: 0.795
LR average precision score: 0.847


-----[ RF ]-----
maximum:
RF tn, fp: 571, 0
RF fn, tp: 2, 17
RF f1 score: 1.000
RF cohens kappa score: 1.000


average:
RF tn, fp: 570.8, 0.0
RF fn, tp: 0.2, 16.0
RF f1 score: 0.993
RF cohens kappa score: 0.993


minimum:
RF tn, fp: 570, 0
RF fn, tp: 0, 12
RF f1 score: 0.938
RF cohens kappa score: 0.936


-----[ GB ]-----
maximum:
GB tn, fp: 571, 2
GB fn, tp: 2, 17
GB f1 score: 1.000
GB cohens kappa score: 1.000


average:
GB tn, fp: 570.64, 0.16
GB fn, tp: 0.08, 16.12
GB f1 score: 0.992
GB cohens kappa score: 0.992


minimum:
GB tn, fp: 568, 0
GB fn, tp: 0, 13
GB f1 score: 0.929
GB cohens kappa score: 0.927


-----[ KNN ]-----
maximum:
KNN tn, fp: 571, 8
KNN fn, tp: 1, 17
KNN f1 score: 1.000
KNN cohens kappa score: 1.000


average:
KNN tn, fp: 566.88, 3.92
KNN fn, tp: 0.04, 16.16
KNN f1 score: 0.894
KNN cohens kappa score: 0.890


minimum:
KNN tn, fp: 563, 0
KNN fn, tp: 0, 13
KNN f1 score: 0.788
KNN cohens kappa score: 0.782


-----[ GAN ]-----
maximum:
GAN tn, fp: 571, 2
GAN fn, tp: 0, 17
GAN f1 score: 1.000
GAN cohens kappa score: 1.000


average:
GAN tn, fp: 570.6, 0.2
GAN fn, tp: 0.0, 16.2
GAN f1 score: 0.994
GAN cohens kappa score: 0.994


minimum:
GAN tn, fp: 568, 0
GAN fn, tp: 0, 13
GAN f1 score: 0.929
GAN cohens kappa score: 0.927