/////////////////////////////////////////// // Running convGAN-proximary-full on folding_shuttle-2_vs_5 /////////////////////////////////////////// Load 'data_input/folding_shuttle-2_vs_5' 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 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 46s - loss: 4.2452e-07 37/262 [===>..........................] - ETA: 0s - loss: 0.0875  73/262 [=======>......................] - ETA: 0s - loss: 0.0447 108/262 [===========>..................] - ETA: 0s - loss: 0.0302 143/262 [===============>..............] - ETA: 0s - loss: 0.0228 179/262 [===================>..........] - ETA: 0s - loss: 0.0182 211/262 [=======================>......] - ETA: 0s - loss: 0.0155 247/262 [===========================>..] - ETA: 0s - loss: 0.0132 262/262 [==============================] - 1s 1ms/step - loss: 0.0125 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 4.7589e-06 35/262 [===>..........................] - ETA: 0s - loss: 9.5856e-06 70/262 [=======>......................] - ETA: 0s - loss: 8.8513e-06 106/262 [===========>..................] - ETA: 0s - loss: 6.5483e-06 141/262 [===============>..............] - ETA: 0s - loss: 5.3770e-06 178/262 [===================>..........] - ETA: 0s - loss: 4.7353e-06 214/262 [=======================>......] - ETA: 0s - loss: 4.5225e-06 250/262 [===========================>..] - ETA: 0s - loss: 4.7295e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.5793e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 6.9356e-07 36/262 [===>..........................] - ETA: 0s - loss: 1.6072e-06 72/262 [=======>......................] - ETA: 0s - loss: 1.7167e-06 105/262 [===========>..................] - ETA: 0s - loss: 1.9772e-06 139/262 [==============>...............] - ETA: 0s - loss: 1.7502e-06 175/262 [===================>..........] - ETA: 0s - loss: 3.3355e-06 209/262 [======================>.......] - ETA: 0s - loss: 3.9402e-06 240/262 [==========================>...] - ETA: 0s - loss: 4.0039e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.9356e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 4.9912e-07 29/262 [==>...........................] - ETA: 0s - loss: 1.8891e-06 62/262 [======>.......................] - ETA: 0s - loss: 1.7439e-06 95/262 [=========>....................] - ETA: 0s - loss: 1.9449e-06 125/262 [=============>................] - ETA: 0s - loss: 1.6394e-06 157/262 [================>.............] - ETA: 0s - loss: 1.6060e-06 191/262 [====================>.........] - ETA: 0s - loss: 2.4903e-06 226/262 [========================>.....] - ETA: 0s - loss: 2.5563e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.2856e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.0524e-06 34/262 [==>...........................] - ETA: 0s - loss: 2.6251e-06 67/262 [======>.......................] - ETA: 0s - loss: 3.4908e-06 102/262 [==========>...................] - ETA: 0s - loss: 2.8091e-06 135/262 [==============>...............] - ETA: 0s - loss: 2.3522e-06 172/262 [==================>...........] - ETA: 0s - loss: 2.3064e-06 207/262 [======================>.......] - ETA: 0s - loss: 2.0002e-06 243/262 [==========================>...] - ETA: 0s - loss: 1.8096e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.7581e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 2.8451e-07 36/262 [===>..........................] - ETA: 0s - loss: 8.7164e-07 71/262 [=======>......................] - ETA: 0s - loss: 1.0377e-06 106/262 [===========>..................] - ETA: 0s - loss: 9.9539e-07 141/262 [===============>..............] - ETA: 0s - loss: 1.0207e-06 176/262 [===================>..........] - ETA: 0s - loss: 9.2262e-07 214/262 [=======================>......] - ETA: 0s - loss: 8.5329e-07 247/262 [===========================>..] - ETA: 0s - loss: 1.3057e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.4374e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 3.1976e-07 36/262 [===>..........................] - ETA: 0s - loss: 1.2350e-06 71/262 [=======>......................] - ETA: 0s - loss: 9.0453e-07 107/262 [===========>..................] - ETA: 0s - loss: 7.5389e-07 142/262 [===============>..............] - ETA: 0s - loss: 1.0043e-06 176/262 [===================>..........] - ETA: 0s - loss: 9.8065e-07 212/262 [=======================>......] - ETA: 0s - loss: 1.2010e-06 248/262 [===========================>..] - ETA: 0s - loss: 1.2533e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2370e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.2128e-07 37/262 [===>..........................] - ETA: 0s - loss: 6.3528e-07 77/262 [=======>......................] - ETA: 0s - loss: 1.5127e-06 114/262 [============>.................] - ETA: 0s - loss: 1.1706e-06 151/262 [================>.............] - ETA: 0s - loss: 1.0577e-06 191/262 [====================>.........] - ETA: 0s - loss: 1.0058e-06 227/262 [========================>.....] - ETA: 0s - loss: 9.6762e-07 262/262 [==============================] - ETA: 0s - loss: 9.2792e-07 262/262 [==============================] - 0s 1ms/step - loss: 9.2792e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 5.5013e-07 38/262 [===>..........................] - ETA: 0s - loss: 2.6924e-06 73/262 [=======>......................] - ETA: 0s - loss: 1.6882e-06 104/262 [==========>...................] - ETA: 0s - loss: 1.4601e-06 135/262 [==============>...............] - ETA: 0s - loss: 1.2077e-06 165/262 [=================>............] - ETA: 0s - loss: 1.2650e-06 196/262 [=====================>........] - ETA: 0s - loss: 1.0938e-06 230/262 [=========================>....] - ETA: 0s - loss: 1.0149e-06 262/262 [==============================] - 0s 2ms/step - loss: 9.3511e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 2.6213e-07 36/262 [===>..........................] - ETA: 0s - loss: 7.8513e-07 72/262 [=======>......................] - ETA: 0s - loss: 6.0960e-07 111/262 [===========>..................] - ETA: 0s - loss: 5.8050e-07 150/262 [================>.............] - ETA: 0s - loss: 5.3139e-07 190/262 [====================>.........] - ETA: 0s - loss: 4.4940e-07 228/262 [=========================>....] - ETA: 0s - loss: 8.5188e-07 261/262 [============================>.] - ETA: 0s - loss: 7.8647e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.8562e-07 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 653, 1 LR fn, tp: 0, 10 LR f1 score: 0.952 LR cohens kappa score: 0.952 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 653, 1 KNN fn, tp: 0, 10 KNN f1 score: 0.952 KNN cohens kappa score: 0.952 ------ Step 1/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 50s - loss: 0.0473 32/262 [==>...........................] - ETA: 0s - loss: 0.1637  71/262 [=======>......................] - ETA: 0s - loss: 0.1026 111/262 [===========>..................] - ETA: 0s - loss: 0.0658 149/262 [================>.............] - ETA: 0s - loss: 0.0491 187/262 [====================>.........] - ETA: 0s - loss: 0.0391 219/262 [========================>.....] - ETA: 0s - loss: 0.0335 258/262 [============================>.] - ETA: 0s - loss: 0.0284 262/262 [==============================] - 1s 1ms/step - loss: 0.0281 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 4.8200e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.7760e-05 80/262 [========>.....................] - ETA: 0s - loss: 1.7303e-05 117/262 [============>.................] - ETA: 0s - loss: 1.2574e-05 154/262 [================>.............] - ETA: 0s - loss: 1.0483e-05 190/262 [====================>.........] - ETA: 0s - loss: 9.1955e-06 228/262 [=========================>....] - ETA: 0s - loss: 9.9793e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2347e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.6021e-06 42/262 [===>..........................] - ETA: 0s - loss: 3.4862e-06 79/262 [========>.....................] - ETA: 0s - loss: 7.4035e-06 119/262 [============>.................] - ETA: 0s - loss: 6.0979e-06 153/262 [================>.............] - ETA: 0s - loss: 5.2212e-06 191/262 [====================>.........] - ETA: 0s - loss: 5.8672e-06 230/262 [=========================>....] - ETA: 0s - loss: 6.0364e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.9014e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 7.5885e-07 39/262 [===>..........................] - ETA: 0s - loss: 1.7450e-06 77/262 [=======>......................] - ETA: 0s - loss: 4.4136e-06 113/262 [===========>..................] - ETA: 0s - loss: 6.6332e-06 152/262 [================>.............] - ETA: 0s - loss: 7.1007e-06 192/262 [====================>.........] - ETA: 0s - loss: 6.4617e-06 230/262 [=========================>....] - ETA: 0s - loss: 5.7275e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.3592e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.0776e-06 40/262 [===>..........................] - ETA: 0s - loss: 3.5328e-06 73/262 [=======>......................] - ETA: 0s - loss: 5.0980e-06 111/262 [===========>..................] - ETA: 0s - loss: 3.8810e-06 149/262 [================>.............] - ETA: 0s - loss: 5.3029e-06 189/262 [====================>.........] - ETA: 0s - loss: 4.5277e-06 229/262 [=========================>....] - ETA: 0s - loss: 3.9889e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.4630e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 5.0588e-06 37/262 [===>..........................] - ETA: 0s - loss: 1.0488e-06 76/262 [=======>......................] - ETA: 0s - loss: 2.5419e-06 115/262 [============>.................] - ETA: 0s - loss: 5.5415e-06 154/262 [================>.............] - ETA: 0s - loss: 5.1001e-06 192/262 [====================>.........] - ETA: 0s - loss: 4.5184e-06 225/262 [========================>.....] - ETA: 0s - loss: 4.0412e-06 258/262 [============================>.] - ETA: 0s - loss: 3.7804e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.7446e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.0454e-06 35/262 [===>..........................] - ETA: 0s - loss: 1.4203e-06 74/262 [=======>......................] - ETA: 0s - loss: 5.9355e-06 112/262 [===========>..................] - ETA: 0s - loss: 4.7379e-06 148/262 [===============>..............] - ETA: 0s - loss: 4.0936e-06 185/262 [====================>.........] - ETA: 0s - loss: 3.5268e-06 225/262 [========================>.....] - ETA: 0s - loss: 3.3424e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.0802e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.7235e-05 34/262 [==>...........................] - ETA: 0s - loss: 1.4197e-06 72/262 [=======>......................] - ETA: 0s - loss: 2.4239e-06 111/262 [===========>..................] - ETA: 0s - loss: 4.5679e-06 144/262 [===============>..............] - ETA: 0s - loss: 4.1367e-06 186/262 [====================>.........] - ETA: 0s - loss: 3.4680e-06 227/262 [========================>.....] - ETA: 0s - loss: 2.9803e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.6901e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 8.1002e-07 40/262 [===>..........................] - ETA: 0s - loss: 9.3258e-07 78/262 [=======>......................] - ETA: 0s - loss: 2.5927e-06 116/262 [============>.................] - ETA: 0s - loss: 2.0092e-06 154/262 [================>.............] - ETA: 0s - loss: 2.5246e-06 193/262 [=====================>........] - ETA: 0s - loss: 2.2531e-06 233/262 [=========================>....] - ETA: 0s - loss: 2.3350e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.2248e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 3.4252e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.0112e-06 78/262 [=======>......................] - ETA: 0s - loss: 3.3285e-06 116/262 [============>.................] - ETA: 0s - loss: 2.4869e-06 155/262 [================>.............] - ETA: 0s - loss: 2.0601e-06 192/262 [====================>.........] - ETA: 0s - loss: 1.8861e-06 233/262 [=========================>....] - ETA: 0s - loss: 1.7007e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.8806e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 653, 1 KNN fn, tp: 0, 10 KNN f1 score: 0.952 KNN cohens kappa score: 0.952 ------ Step 1/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 50s - loss: 4.9872e-08 38/262 [===>..........................] - ETA: 0s - loss: 0.3542  76/262 [=======>......................] - ETA: 0s - loss: 0.1773 109/262 [===========>..................] - ETA: 0s - loss: 0.1236 145/262 [===============>..............] - ETA: 0s - loss: 0.0929 177/262 [===================>..........] - ETA: 0s - loss: 0.0762 216/262 [=======================>......] - ETA: 0s - loss: 0.0625 251/262 [===========================>..] - ETA: 0s - loss: 0.0538 262/262 [==============================] - 1s 1ms/step - loss: 0.0517 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 2.9486e-07 35/262 [===>..........................] - ETA: 0s - loss: 1.2295e-05 72/262 [=======>......................] - ETA: 0s - loss: 6.8167e-06 109/262 [===========>..................] - ETA: 0s - loss: 5.1455e-06 143/262 [===============>..............] - ETA: 0s - loss: 6.3595e-06 179/262 [===================>..........] - ETA: 0s - loss: 5.7500e-06 212/262 [=======================>......] - ETA: 0s - loss: 5.1854e-06 242/262 [==========================>...] - ETA: 0s - loss: 4.8191e-06 262/262 [==============================] - 0s 2ms/step - loss: 7.3210e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.2942e-07 36/262 [===>..........................] - ETA: 0s - loss: 1.9230e-06 73/262 [=======>......................] - ETA: 0s - loss: 3.1737e-06 106/262 [===========>..................] - ETA: 0s - loss: 2.7588e-06 140/262 [===============>..............] - ETA: 0s - loss: 2.3722e-06 171/262 [==================>...........] - ETA: 0s - loss: 2.0781e-06 197/262 [=====================>........] - ETA: 0s - loss: 2.2284e-06 234/262 [=========================>....] - ETA: 0s - loss: 2.5219e-06 262/262 [==============================] - 0s 2ms/step - loss: 3.3344e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 3.5260e-07 27/262 [==>...........................] - ETA: 0s - loss: 7.1966e-07 62/262 [======>.......................] - ETA: 0s - loss: 1.4885e-06 92/262 [=========>....................] - ETA: 0s - loss: 2.1585e-06 126/262 [=============>................] - ETA: 0s - loss: 3.0592e-06 159/262 [=================>............] - ETA: 0s - loss: 2.6380e-06 189/262 [====================>.........] - ETA: 0s - loss: 2.7044e-06 223/262 [========================>.....] - ETA: 0s - loss: 2.4332e-06 257/262 [============================>.] - ETA: 0s - loss: 2.2527e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.2264e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 8.2323e-08 36/262 [===>..........................] - ETA: 0s - loss: 7.4735e-07 66/262 [======>.......................] - ETA: 0s - loss: 1.8032e-06 96/262 [=========>....................] - ETA: 0s - loss: 2.7075e-06 129/262 [=============>................] - ETA: 0s - loss: 2.5271e-06 162/262 [=================>............] - ETA: 0s - loss: 2.1648e-06 190/262 [====================>.........] - ETA: 0s - loss: 1.9178e-06 218/262 [=======================>......] - ETA: 0s - loss: 1.8088e-06 247/262 [===========================>..] - ETA: 0s - loss: 1.6535e-06 262/262 [==============================] - 0s 2ms/step - loss: 1.5766e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 7.2101e-07 35/262 [===>..........................] - ETA: 0s - loss: 6.2404e-07 66/262 [======>.......................] - ETA: 0s - loss: 5.9852e-07 97/262 [==========>...................] - ETA: 0s - loss: 4.9855e-07 131/262 [==============>...............] - ETA: 0s - loss: 1.6544e-06 158/262 [=================>............] - ETA: 0s - loss: 1.6590e-06 197/262 [=====================>........] - ETA: 0s - loss: 1.4270e-06 232/262 [=========================>....] - ETA: 0s - loss: 1.3490e-06 262/262 [==============================] - 0s 2ms/step - loss: 1.2315e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.5986e-07 36/262 [===>..........................] - ETA: 0s - loss: 6.0553e-07 67/262 [======>.......................] - ETA: 0s - loss: 4.7910e-07 100/262 [==========>...................] - ETA: 0s - loss: 4.1068e-07 129/262 [=============>................] - ETA: 0s - loss: 9.2309e-07 157/262 [================>.............] - ETA: 0s - loss: 1.0072e-06 185/262 [====================>.........] - ETA: 0s - loss: 9.1469e-07 211/262 [=======================>......] - ETA: 0s - loss: 1.1124e-06 243/262 [==========================>...] - ETA: 0s - loss: 1.0250e-06 262/262 [==============================] - 0s 2ms/step - loss: 9.8608e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 4.9112e-07 38/262 [===>..........................] - ETA: 0s - loss: 4.4334e-07 71/262 [=======>......................] - ETA: 0s - loss: 1.1106e-06 102/262 [==========>...................] - ETA: 0s - loss: 1.3452e-06 136/262 [==============>...............] - ETA: 0s - loss: 1.0980e-06 161/262 [=================>............] - ETA: 0s - loss: 9.6811e-07 193/262 [=====================>........] - ETA: 0s - loss: 8.9616e-07 222/262 [========================>.....] - ETA: 0s - loss: 8.1733e-07 254/262 [============================>.] - ETA: 0s - loss: 8.3026e-07 262/262 [==============================] - 0s 2ms/step - loss: 8.1588e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 8.7280e-08 33/262 [==>...........................] - ETA: 0s - loss: 1.3421e-06 60/262 [=====>........................] - ETA: 0s - loss: 9.1641e-07 95/262 [=========>....................] - ETA: 0s - loss: 6.8303e-07 131/262 [==============>...............] - ETA: 0s - loss: 6.6815e-07 166/262 [==================>...........] - ETA: 0s - loss: 7.0912e-07 199/262 [=====================>........] - ETA: 0s - loss: 6.3463e-07 235/262 [=========================>....] - ETA: 0s - loss: 5.8460e-07 262/262 [==============================] - 0s 2ms/step - loss: 6.9841e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 5.4241e-08 37/262 [===>..........................] - ETA: 0s - loss: 3.5211e-07 70/262 [=======>......................] - ETA: 0s - loss: 3.8196e-07 103/262 [==========>...................] - ETA: 0s - loss: 6.3231e-07 139/262 [==============>...............] - ETA: 0s - loss: 5.5006e-07 174/262 [==================>...........] - ETA: 0s - loss: 5.1074e-07 209/262 [======================>.......] - ETA: 0s - loss: 4.7375e-07 240/262 [==========================>...] - ETA: 0s - loss: 5.1527e-07 262/262 [==============================] - 0s 2ms/step - loss: 6.1474e-07 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 654, 0 KNN fn, tp: 0, 10 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 1/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 42s - loss: 3.5215e-07 39/262 [===>..........................] - ETA: 0s - loss: 3.7700e-06  80/262 [========>.....................] - ETA: 0s - loss: 0.0598  117/262 [============>.................] - ETA: 0s - loss: 0.0642 156/262 [================>.............] - ETA: 0s - loss: 0.0481 192/262 [====================>.........] - ETA: 0s - loss: 0.0391 233/262 [=========================>....] - ETA: 0s - loss: 0.0322 262/262 [==============================] - 1s 1ms/step - loss: 0.0288 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 3.0930e-06 40/262 [===>..........................] - ETA: 0s - loss: 5.4399e-06 78/262 [=======>......................] - ETA: 0s - loss: 5.3147e-06 114/262 [============>.................] - ETA: 0s - loss: 4.5875e-06 155/262 [================>.............] - ETA: 0s - loss: 4.0821e-06 192/262 [====================>.........] - ETA: 0s - loss: 3.9151e-06 232/262 [=========================>....] - ETA: 0s - loss: 3.6393e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.4592e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.4887e-06 41/262 [===>..........................] - ETA: 0s - loss: 2.3866e-06 78/262 [=======>......................] - ETA: 0s - loss: 2.1803e-06 118/262 [============>.................] - ETA: 0s - loss: 2.1200e-06 154/262 [================>.............] - ETA: 0s - loss: 1.9102e-06 194/262 [=====================>........] - ETA: 0s - loss: 1.7842e-06 230/262 [=========================>....] - ETA: 0s - loss: 1.6552e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.5979e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.6980e-06 39/262 [===>..........................] - ETA: 0s - loss: 9.0937e-07 77/262 [=======>......................] - ETA: 0s - loss: 1.3218e-06 114/262 [============>.................] - ETA: 0s - loss: 1.3688e-06 152/262 [================>.............] - ETA: 0s - loss: 1.2479e-06 192/262 [====================>.........] - ETA: 0s - loss: 1.1981e-06 230/262 [=========================>....] - ETA: 0s - loss: 1.1135e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.0786e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 5.7129e-07 39/262 [===>..........................] - ETA: 0s - loss: 1.0676e-06 71/262 [=======>......................] - ETA: 0s - loss: 8.8186e-07 104/262 [==========>...................] - ETA: 0s - loss: 8.2440e-07 132/262 [==============>...............] - ETA: 0s - loss: 7.9705e-07 159/262 [=================>............] - ETA: 0s - loss: 8.6838e-07 196/262 [=====================>........] - ETA: 0s - loss: 8.1476e-07 232/262 [=========================>....] - ETA: 0s - loss: 8.1273e-07 262/262 [==============================] - 0s 2ms/step - loss: 7.9651e-07 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 6.5678e-07 36/262 [===>..........................] - ETA: 0s - loss: 6.7916e-07 70/262 [=======>......................] - ETA: 0s - loss: 8.1722e-07 109/262 [===========>..................] - ETA: 0s - loss: 7.4100e-07 147/262 [===============>..............] - ETA: 0s - loss: 6.5595e-07 186/262 [====================>.........] - ETA: 0s - loss: 6.1366e-07 226/262 [========================>.....] - ETA: 0s - loss: 5.9110e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.5236e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.6393e-07 37/262 [===>..........................] - ETA: 0s - loss: 4.2313e-07 75/262 [=======>......................] - ETA: 0s - loss: 4.3800e-07 110/262 [===========>..................] - ETA: 0s - loss: 3.6925e-07 146/262 [===============>..............] - ETA: 0s - loss: 3.6923e-07 185/262 [====================>.........] - ETA: 0s - loss: 3.5739e-07 223/262 [========================>.....] - ETA: 0s - loss: 3.6574e-07 262/262 [==============================] - 0s 1ms/step - loss: 3.4944e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.9316e-07 38/262 [===>..........................] - ETA: 0s - loss: 1.9265e-07 77/262 [=======>......................] - ETA: 0s - loss: 2.1943e-07 114/262 [============>.................] - ETA: 0s - loss: 2.2797e-07 153/262 [================>.............] - ETA: 0s - loss: 2.3157e-07 190/262 [====================>.........] - ETA: 0s - loss: 2.8556e-07 231/262 [=========================>....] - ETA: 0s - loss: 2.7068e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.5888e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 6.8463e-08 42/262 [===>..........................] - ETA: 0s - loss: 3.3283e-07 78/262 [=======>......................] - ETA: 0s - loss: 2.9449e-07 116/262 [============>.................] - ETA: 0s - loss: 2.5128e-07 154/262 [================>.............] - ETA: 0s - loss: 2.1583e-07 193/262 [=====================>........] - ETA: 0s - loss: 2.1079e-07 232/262 [=========================>....] - ETA: 0s - loss: 2.1856e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.0945e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 3.4588e-08 39/262 [===>..........................] - ETA: 0s - loss: 2.6770e-07 75/262 [=======>......................] - ETA: 0s - loss: 1.8062e-07 116/262 [============>.................] - ETA: 0s - loss: 1.7524e-07 157/262 [================>.............] - ETA: 0s - loss: 1.7492e-07 196/262 [=====================>........] - ETA: 0s - loss: 1.5786e-07 235/262 [=========================>....] - ETA: 0s - loss: 1.8196e-07 262/262 [==============================] - 0s 1ms/step - loss: 1.7737e-07 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 652, 2 KNN fn, tp: 0, 10 KNN f1 score: 0.909 KNN cohens kappa score: 0.908 ------ Step 1/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2576 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 41s - loss: 3.6105e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.5182  81/262 [========>.....................] - ETA: 0s - loss: 0.7686 117/262 [============>.................] - ETA: 0s - loss: 0.5347 157/262 [================>.............] - ETA: 0s - loss: 0.4006 197/262 [=====================>........] - ETA: 0s - loss: 0.3354 234/262 [=========================>....] - ETA: 0s - loss: 0.2824 262/262 [==============================] - 1s 1ms/step - loss: 0.2528 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 3.4677e-04 38/262 [===>..........................] - ETA: 0s - loss: 1.2328e-04 76/262 [=======>......................] - ETA: 0s - loss: 1.1150e-04 115/262 [============>.................] - ETA: 0s - loss: 7.9065e-05 153/262 [================>.............] - ETA: 0s - loss: 6.5861e-05 189/262 [====================>.........] - ETA: 0s - loss: 5.8102e-05 216/262 [=======================>......] - ETA: 0s - loss: 5.1340e-05 249/262 [===========================>..] - ETA: 0s - loss: 4.5959e-05 262/262 [==============================] - 0s 1ms/step - loss: 4.3872e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.4477e-06 40/262 [===>..........................] - ETA: 0s - loss: 7.9145e-06 78/262 [=======>......................] - ETA: 0s - loss: 1.0042e-05 112/262 [===========>..................] - ETA: 0s - loss: 1.0287e-05 148/262 [===============>..............] - ETA: 0s - loss: 9.0071e-06 182/262 [===================>..........] - ETA: 0s - loss: 9.8799e-06 214/262 [=======================>......] - ETA: 0s - loss: 9.1359e-06 253/262 [===========================>..] - ETA: 0s - loss: 8.7802e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.1583e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.3614e-06 39/262 [===>..........................] - ETA: 0s - loss: 1.2810e-05 78/262 [=======>......................] - ETA: 0s - loss: 1.0511e-05 114/262 [============>.................] - ETA: 0s - loss: 1.0781e-05 154/262 [================>.............] - ETA: 0s - loss: 9.4071e-06 194/262 [=====================>........] - ETA: 0s - loss: 9.4438e-06 234/262 [=========================>....] - ETA: 0s - loss: 8.4589e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.8036e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.9679e-07 42/262 [===>..........................] - ETA: 0s - loss: 2.4536e-06 81/262 [========>.....................] - ETA: 0s - loss: 8.3276e-06 119/262 [============>.................] - ETA: 0s - loss: 8.7736e-06 156/262 [================>.............] - ETA: 0s - loss: 8.7123e-06 191/262 [====================>.........] - ETA: 0s - loss: 7.9496e-06 230/262 [=========================>....] - ETA: 0s - loss: 7.0232e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.4069e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 2.4719e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.2091e-05 81/262 [========>.....................] - ETA: 0s - loss: 7.5363e-06 121/262 [============>.................] - ETA: 0s - loss: 5.6751e-06 159/262 [=================>............] - ETA: 0s - loss: 4.6915e-06 196/262 [=====================>........] - ETA: 0s - loss: 5.7209e-06 235/262 [=========================>....] - ETA: 0s - loss: 5.2176e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.3378e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 3.6596e-07 29/262 [==>...........................] - ETA: 0s - loss: 1.7101e-06 58/262 [=====>........................] - ETA: 0s - loss: 6.3694e-06 86/262 [========>.....................] - ETA: 0s - loss: 5.1156e-06 118/262 [============>.................] - ETA: 0s - loss: 4.4437e-06 146/262 [===============>..............] - ETA: 0s - loss: 4.7193e-06 177/262 [===================>..........] - ETA: 0s - loss: 4.2474e-06 206/262 [======================>.......] - ETA: 0s - loss: 3.8304e-06 244/262 [==========================>...] - ETA: 0s - loss: 4.4397e-06 262/262 [==============================] - 0s 2ms/step - loss: 4.4143e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.2520e-06 41/262 [===>..........................] - ETA: 0s - loss: 2.9856e-06 80/262 [========>.....................] - ETA: 0s - loss: 2.3442e-06 116/262 [============>.................] - ETA: 0s - loss: 3.0154e-06 153/262 [================>.............] - ETA: 0s - loss: 2.7406e-06 185/262 [====================>.........] - ETA: 0s - loss: 3.8068e-06 215/262 [=======================>......] - ETA: 0s - loss: 3.7497e-06 250/262 [===========================>..] - ETA: 0s - loss: 4.1137e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.9793e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 3.9646e-06 41/262 [===>..........................] - ETA: 0s - loss: 2.0469e-06 81/262 [========>.....................] - ETA: 0s - loss: 1.8479e-06 121/262 [============>.................] - ETA: 0s - loss: 2.6283e-06 161/262 [=================>............] - ETA: 0s - loss: 3.2549e-06 193/262 [=====================>........] - ETA: 0s - loss: 3.3014e-06 229/262 [=========================>....] - ETA: 0s - loss: 3.5790e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.4751e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 3.3582e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.5180e-06 80/262 [========>.....................] - ETA: 0s - loss: 1.6931e-06 121/262 [============>.................] - ETA: 0s - loss: 1.7466e-06 160/262 [=================>............] - ETA: 0s - loss: 3.3279e-06 196/262 [=====================>........] - ETA: 0s - loss: 3.4131e-06 233/262 [=========================>....] - ETA: 0s - loss: 3.1360e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.0538e-06 -> test with GAN.predict GAN tn, fp: 651, 0 GAN fn, tp: 0, 9 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 651, 0 LR fn, tp: 0, 9 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 651, 0 RF fn, tp: 0, 9 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 651, 0 GB fn, tp: 0, 9 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 650, 1 KNN fn, tp: 0, 9 KNN f1 score: 0.947 KNN cohens kappa score: 0.947 ====== Step 2/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 2/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 47s - loss: 5.1517e-08 35/262 [===>..........................] - ETA: 0s - loss: 2.3247  70/262 [=======>......................] - ETA: 0s - loss: 1.1637 104/262 [==========>...................] - ETA: 0s - loss: 0.7836 139/262 [==============>...............] - ETA: 0s - loss: 0.5863 171/262 [==================>...........] - ETA: 0s - loss: 0.4766 202/262 [======================>.......] - ETA: 0s - loss: 0.4035 236/262 [==========================>...] - ETA: 0s - loss: 0.3453 262/262 [==============================] - 1s 2ms/step - loss: 0.3119 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 4.0235e-06 39/262 [===>..........................] - ETA: 0s - loss: 9.3186e-06 75/262 [=======>......................] - ETA: 0s - loss: 4.5965e-04 110/262 [===========>..................] - ETA: 0s - loss: 4.1354e-04 144/262 [===============>..............] - ETA: 0s - loss: 3.1715e-04 177/262 [===================>..........] - ETA: 0s - loss: 2.5972e-04 211/262 [=======================>......] - ETA: 0s - loss: 2.1921e-04 244/262 [==========================>...] - ETA: 0s - loss: 2.1894e-04 262/262 [==============================] - 0s 1ms/step - loss: 2.0759e-04 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.1997e-05 39/262 [===>..........................] - ETA: 0s - loss: 3.0524e-05 73/262 [=======>......................] - ETA: 0s - loss: 2.1301e-05 109/262 [===========>..................] - ETA: 0s - loss: 1.6778e-05 145/262 [===============>..............] - ETA: 0s - loss: 1.4656e-05 180/262 [===================>..........] - ETA: 0s - loss: 1.3026e-05 212/262 [=======================>......] - ETA: 0s - loss: 1.2560e-05 248/262 [===========================>..] - ETA: 0s - loss: 1.3479e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.3073e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 8.3823e-06 38/262 [===>..........................] - ETA: 0s - loss: 4.0058e-06 71/262 [=======>......................] - ETA: 0s - loss: 4.3307e-06 105/262 [===========>..................] - ETA: 0s - loss: 6.4901e-06 138/262 [==============>...............] - ETA: 0s - loss: 1.2369e-05 169/262 [==================>...........] - ETA: 0s - loss: 1.1163e-05 199/262 [=====================>........] - ETA: 0s - loss: 1.0973e-05 232/262 [=========================>....] - ETA: 0s - loss: 1.0018e-05 262/262 [==============================] - 0s 2ms/step - loss: 9.8037e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.6281e-06 39/262 [===>..........................] - ETA: 0s - loss: 3.3112e-06 70/262 [=======>......................] - ETA: 0s - loss: 3.3637e-06 103/262 [==========>...................] - ETA: 0s - loss: 5.6945e-06 136/262 [==============>...............] - ETA: 0s - loss: 9.6281e-06 171/262 [==================>...........] - ETA: 0s - loss: 8.6990e-06 206/262 [======================>.......] - ETA: 0s - loss: 8.0887e-06 242/262 [==========================>...] - ETA: 0s - loss: 7.5407e-06 262/262 [==============================] - 0s 1ms/step - loss: 8.1754e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.7280e-06 37/262 [===>..........................] - ETA: 0s - loss: 8.7526e-06 71/262 [=======>......................] - ETA: 0s - loss: 6.0690e-06 104/262 [==========>...................] - ETA: 0s - loss: 4.9160e-06 139/262 [==============>...............] - ETA: 0s - loss: 4.4610e-06 175/262 [===================>..........] - ETA: 0s - loss: 8.9657e-06 209/262 [======================>.......] - ETA: 0s - loss: 9.1324e-06 243/262 [==========================>...] - ETA: 0s - loss: 8.6364e-06 262/262 [==============================] - 0s 1ms/step - loss: 8.2662e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.5832e-06 38/262 [===>..........................] - ETA: 0s - loss: 3.4578e-06 73/262 [=======>......................] - ETA: 0s - loss: 3.1259e-06 105/262 [===========>..................] - ETA: 0s - loss: 8.7171e-06 139/262 [==============>...............] - ETA: 0s - loss: 8.8595e-06 174/262 [==================>...........] - ETA: 0s - loss: 7.9952e-06 208/262 [======================>.......] - ETA: 0s - loss: 7.2920e-06 244/262 [==========================>...] - ETA: 0s - loss: 6.5376e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.9344e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.5819e-06 35/262 [===>..........................] - ETA: 0s - loss: 1.9577e-05 69/262 [======>.......................] - ETA: 0s - loss: 1.4241e-05 101/262 [==========>...................] - ETA: 0s - loss: 1.1177e-05 137/262 [==============>...............] - ETA: 0s - loss: 9.0581e-06 171/262 [==================>...........] - ETA: 0s - loss: 7.8174e-06 207/262 [======================>.......] - ETA: 0s - loss: 6.9278e-06 242/262 [==========================>...] - ETA: 0s - loss: 6.2455e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.9135e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 1.0688e-06 35/262 [===>..........................] - ETA: 0s - loss: 5.1988e-06 69/262 [======>.......................] - ETA: 0s - loss: 3.9154e-06 103/262 [==========>...................] - ETA: 0s - loss: 3.1711e-06 129/262 [=============>................] - ETA: 0s - loss: 9.7043e-06 161/262 [=================>............] - ETA: 0s - loss: 9.2815e-06 196/262 [=====================>........] - ETA: 0s - loss: 8.5456e-06 231/262 [=========================>....] - ETA: 0s - loss: 7.7977e-06 262/262 [==============================] - 0s 2ms/step - loss: 7.6801e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.9948e-06 31/262 [==>...........................] - ETA: 0s - loss: 2.4809e-06 59/262 [=====>........................] - ETA: 0s - loss: 2.5246e-06 85/262 [========>.....................] - ETA: 0s - loss: 7.9619e-06 119/262 [============>.................] - ETA: 0s - loss: 7.8166e-06 151/262 [================>.............] - ETA: 0s - loss: 7.3193e-06 187/262 [====================>.........] - ETA: 0s - loss: 6.6514e-06 226/262 [========================>.....] - ETA: 0s - loss: 5.9414e-06 260/262 [============================>.] - ETA: 0s - loss: 5.4587e-06 262/262 [==============================] - 0s 2ms/step - loss: 5.4401e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 653, 1 KNN fn, tp: 0, 10 KNN f1 score: 0.952 KNN cohens kappa score: 0.952 ------ Step 2/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 46s - loss: 7.4631e-08 36/262 [===>..........................] - ETA: 0s - loss: 1.0411  74/262 [=======>......................] - ETA: 0s - loss: 0.8254 113/262 [===========>..................] - ETA: 0s - loss: 0.5406 152/262 [================>.............] - ETA: 0s - loss: 0.4019 192/262 [====================>.........] - ETA: 0s - loss: 0.3182 231/262 [=========================>....] - ETA: 0s - loss: 0.2645 262/262 [==============================] - 1s 1ms/step - loss: 0.2338 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 2.0695e-05 39/262 [===>..........................] - ETA: 0s - loss: 1.7991e-05 79/262 [========>.....................] - ETA: 0s - loss: 1.9102e-05 119/262 [============>.................] - ETA: 0s - loss: 2.0104e-05 157/262 [================>.............] - ETA: 0s - loss: 1.9916e-05 196/262 [=====================>........] - ETA: 0s - loss: 2.3039e-05 236/262 [==========================>...] - ETA: 0s - loss: 2.0784e-05 262/262 [==============================] - 0s 1ms/step - loss: 2.0729e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 3.5090e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.1986e-05 81/262 [========>.....................] - ETA: 0s - loss: 1.3641e-05 120/262 [============>.................] - ETA: 0s - loss: 1.1989e-05 160/262 [=================>............] - ETA: 0s - loss: 1.3525e-05 200/262 [=====================>........] - ETA: 0s - loss: 1.2350e-05 240/262 [==========================>...] - ETA: 0s - loss: 1.1534e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.2139e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 3.5706e-06 40/262 [===>..........................] - ETA: 0s - loss: 6.9565e-06 80/262 [========>.....................] - ETA: 0s - loss: 1.0817e-05 119/262 [============>.................] - ETA: 0s - loss: 1.1975e-05 151/262 [================>.............] - ETA: 0s - loss: 1.0850e-05 186/262 [====================>.........] - ETA: 0s - loss: 1.0212e-05 227/262 [========================>.....] - ETA: 0s - loss: 9.2206e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.2516e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 3.7452e-06 41/262 [===>..........................] - ETA: 0s - loss: 3.6897e-06 80/262 [========>.....................] - ETA: 0s - loss: 6.6020e-06 118/262 [============>.................] - ETA: 0s - loss: 8.3582e-06 156/262 [================>.............] - ETA: 0s - loss: 7.8106e-06 193/262 [=====================>........] - ETA: 0s - loss: 6.8073e-06 233/262 [=========================>....] - ETA: 0s - loss: 6.7018e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.0812e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 7.7307e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.2352e-05 75/262 [=======>......................] - ETA: 0s - loss: 1.0323e-05 109/262 [===========>..................] - ETA: 0s - loss: 8.1120e-06 142/262 [===============>..............] - ETA: 0s - loss: 6.8517e-06 181/262 [===================>..........] - ETA: 0s - loss: 6.9181e-06 221/262 [========================>.....] - ETA: 0s - loss: 6.2076e-06 259/262 [============================>.] - ETA: 0s - loss: 5.9537e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.9100e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.1873e-06 41/262 [===>..........................] - ETA: 0s - loss: 3.2705e-06 80/262 [========>.....................] - ETA: 0s - loss: 3.4467e-06 119/262 [============>.................] - ETA: 0s - loss: 3.0501e-06 158/262 [=================>............] - ETA: 0s - loss: 2.8317e-06 198/262 [=====================>........] - ETA: 0s - loss: 3.7331e-06 235/262 [=========================>....] - ETA: 0s - loss: 4.3852e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.9194e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.6904e-06 41/262 [===>..........................] - ETA: 0s - loss: 4.8957e-06 81/262 [========>.....................] - ETA: 0s - loss: 5.4816e-06 119/262 [============>.................] - ETA: 0s - loss: 5.2710e-06 159/262 [=================>............] - ETA: 0s - loss: 4.4830e-06 199/262 [=====================>........] - ETA: 0s - loss: 4.3815e-06 238/262 [==========================>...] - ETA: 0s - loss: 3.8707e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.1449e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.2009e-06 41/262 [===>..........................] - ETA: 0s - loss: 2.3105e-06 81/262 [========>.....................] - ETA: 0s - loss: 5.4255e-06 121/262 [============>.................] - ETA: 0s - loss: 4.7985e-06 161/262 [=================>............] - ETA: 0s - loss: 4.2655e-06 201/262 [======================>.......] - ETA: 0s - loss: 4.0304e-06 241/262 [==========================>...] - ETA: 0s - loss: 3.5887e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.4942e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.3593e-06 40/262 [===>..........................] - ETA: 0s - loss: 2.6619e-06 78/262 [=======>......................] - ETA: 0s - loss: 3.1869e-06 117/262 [============>.................] - ETA: 0s - loss: 3.2141e-06 157/262 [================>.............] - ETA: 0s - loss: 2.9052e-06 196/262 [=====================>........] - ETA: 0s - loss: 3.0199e-06 235/262 [=========================>....] - ETA: 0s - loss: 2.6855e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.9743e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 654, 0 KNN fn, tp: 0, 10 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 2/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 43s - loss: 1.6991e-08 41/262 [===>..........................] - ETA: 0s - loss: 0.0158  81/262 [========>.....................] - ETA: 0s - loss: 0.0911 120/262 [============>.................] - ETA: 0s - loss: 0.0615 159/262 [=================>............] - ETA: 0s - loss: 0.0464 197/262 [=====================>........] - ETA: 0s - loss: 0.0375 236/262 [==========================>...] - ETA: 0s - loss: 0.0313 262/262 [==============================] - 1s 1ms/step - loss: 0.0283 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 2.6938e-06 40/262 [===>..........................] - ETA: 0s - loss: 4.7913e-06 78/262 [=======>......................] - ETA: 0s - loss: 6.7993e-06 115/262 [============>.................] - ETA: 0s - loss: 5.5401e-06 153/262 [================>.............] - ETA: 0s - loss: 4.7486e-06 192/262 [====================>.........] - ETA: 0s - loss: 1.1228e-05 231/262 [=========================>....] - ETA: 0s - loss: 1.0572e-05 262/262 [==============================] - 0s 1ms/step - loss: 9.8877e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 3.6215e-06 40/262 [===>..........................] - ETA: 0s - loss: 1.0210e-05 75/262 [=======>......................] - ETA: 0s - loss: 6.5281e-06 108/262 [===========>..................] - ETA: 0s - loss: 5.0240e-06 140/262 [===============>..............] - ETA: 0s - loss: 4.2328e-06 174/262 [==================>...........] - ETA: 0s - loss: 3.7847e-06 213/262 [=======================>......] - ETA: 0s - loss: 3.6728e-06 250/262 [===========================>..] - ETA: 0s - loss: 3.8382e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.0264e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.1537e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.6083e-06 77/262 [=======>......................] - ETA: 0s - loss: 1.7749e-06 115/262 [============>.................] - ETA: 0s - loss: 1.7000e-06 154/262 [================>.............] - ETA: 0s - loss: 3.9165e-06 192/262 [====================>.........] - ETA: 0s - loss: 3.6609e-06 230/262 [=========================>....] - ETA: 0s - loss: 3.6293e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.6199e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 3.1843e-07 42/262 [===>..........................] - ETA: 0s - loss: 1.0444e-06 80/262 [========>.....................] - ETA: 0s - loss: 4.3717e-06 118/262 [============>.................] - ETA: 0s - loss: 3.6320e-06 156/262 [================>.............] - ETA: 0s - loss: 3.1945e-06 193/262 [=====================>........] - ETA: 0s - loss: 3.2455e-06 230/262 [=========================>....] - ETA: 0s - loss: 2.9171e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.6895e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 3.9544e-07 40/262 [===>..........................] - ETA: 0s - loss: 6.8066e-07 79/262 [========>.....................] - ETA: 0s - loss: 7.3996e-07 118/262 [============>.................] - ETA: 0s - loss: 1.1824e-06 158/262 [=================>............] - ETA: 0s - loss: 1.0894e-06 198/262 [=====================>........] - ETA: 0s - loss: 9.6573e-07 238/262 [==========================>...] - ETA: 0s - loss: 2.1146e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.1782e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 4.6426e-06 39/262 [===>..........................] - ETA: 0s - loss: 1.5359e-06 78/262 [=======>......................] - ETA: 0s - loss: 1.4316e-06 117/262 [============>.................] - ETA: 0s - loss: 1.4878e-06 155/262 [================>.............] - ETA: 0s - loss: 1.4641e-06 193/262 [=====================>........] - ETA: 0s - loss: 1.9438e-06 233/262 [=========================>....] - ETA: 0s - loss: 1.7550e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.6573e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.8616e-05 39/262 [===>..........................] - ETA: 0s - loss: 1.2865e-06 78/262 [=======>......................] - ETA: 0s - loss: 1.3374e-06 117/262 [============>.................] - ETA: 0s - loss: 1.1012e-06 157/262 [================>.............] - ETA: 0s - loss: 9.1726e-07 196/262 [=====================>........] - ETA: 0s - loss: 1.5379e-06 234/262 [=========================>....] - ETA: 0s - loss: 1.5452e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.4488e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.6266e-07 39/262 [===>..........................] - ETA: 0s - loss: 6.6288e-07 76/262 [=======>......................] - ETA: 0s - loss: 5.7225e-07 110/262 [===========>..................] - ETA: 0s - loss: 6.0896e-07 139/262 [==============>...............] - ETA: 0s - loss: 6.3451e-07 168/262 [==================>...........] - ETA: 0s - loss: 7.4747e-07 202/262 [======================>.......] - ETA: 0s - loss: 7.0324e-07 231/262 [=========================>....] - ETA: 0s - loss: 6.6434e-07 262/262 [==============================] - ETA: 0s - loss: 1.1707e-06 262/262 [==============================] - 0s 2ms/step - loss: 1.1707e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 2.4344e-07 34/262 [==>...........................] - ETA: 0s - loss: 5.9017e-07 63/262 [======>.......................] - ETA: 0s - loss: 6.2788e-07 86/262 [========>.....................] - ETA: 0s - loss: 7.5826e-07 115/262 [============>.................] - ETA: 0s - loss: 7.3792e-07 153/262 [================>.............] - ETA: 0s - loss: 1.2872e-06 182/262 [===================>..........] - ETA: 0s - loss: 1.2148e-06 213/262 [=======================>......] - ETA: 0s - loss: 1.1593e-06 233/262 [=========================>....] - ETA: 0s - loss: 1.0986e-06 257/262 [============================>.] - ETA: 0s - loss: 1.0351e-06 262/262 [==============================] - 0s 2ms/step - loss: 1.0229e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 1, 9 GAN f1 score: 0.947 GAN cohens kappa score: 0.947 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 652, 2 KNN fn, tp: 1, 9 KNN f1 score: 0.857 KNN cohens kappa score: 0.855 ------ Step 2/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 50s - loss: 7.7550e-07 37/262 [===>..........................] - ETA: 0s - loss: 2.6614  74/262 [=======>......................] - ETA: 0s - loss: 1.3503 110/262 [===========>..................] - ETA: 0s - loss: 0.9087 145/262 [===============>..............] - ETA: 0s - loss: 0.6896 180/262 [===================>..........] - ETA: 0s - loss: 0.5555 215/262 [=======================>......] - ETA: 0s - loss: 0.4651 248/262 [===========================>..] - ETA: 0s - loss: 0.4032 262/262 [==============================] - 1s 1ms/step - loss: 0.3827 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 4.1951e-06 34/262 [==>...........................] - ETA: 0s - loss: 2.6888e-05 68/262 [======>.......................] - ETA: 0s - loss: 2.4325e-05 104/262 [==========>...................] - ETA: 0s - loss: 2.6646e-05 139/262 [==============>...............] - ETA: 0s - loss: 2.2499e-05 175/262 [===================>..........] - ETA: 0s - loss: 2.1090e-05 212/262 [=======================>......] - ETA: 0s - loss: 1.9994e-05 247/262 [===========================>..] - ETA: 0s - loss: 1.9786e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.9217e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.9647e-06 38/262 [===>..........................] - ETA: 0s - loss: 1.2540e-05 74/262 [=======>......................] - ETA: 0s - loss: 1.1255e-05 108/262 [===========>..................] - ETA: 0s - loss: 1.3069e-05 145/262 [===============>..............] - ETA: 0s - loss: 1.3246e-05 180/262 [===================>..........] - ETA: 0s - loss: 1.2377e-05 216/262 [=======================>......] - ETA: 0s - loss: 1.1310e-05 252/262 [===========================>..] - ETA: 0s - loss: 1.2713e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.2466e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.7527e-06 37/262 [===>..........................] - ETA: 0s - loss: 1.4134e-05 73/262 [=======>......................] - ETA: 0s - loss: 1.1268e-05 108/262 [===========>..................] - ETA: 0s - loss: 1.0332e-05 143/262 [===============>..............] - ETA: 0s - loss: 9.5261e-06 179/262 [===================>..........] - ETA: 0s - loss: 1.1262e-05 215/262 [=======================>......] - ETA: 0s - loss: 9.9962e-06 249/262 [===========================>..] - ETA: 0s - loss: 9.7486e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.4705e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.5377e-06 35/262 [===>..........................] - ETA: 0s - loss: 4.8542e-06 72/262 [=======>......................] - ETA: 0s - loss: 5.6638e-06 103/262 [==========>...................] - ETA: 0s - loss: 7.7179e-06 135/262 [==============>...............] - ETA: 0s - loss: 7.4048e-06 168/262 [==================>...........] - ETA: 0s - loss: 6.9079e-06 205/262 [======================>.......] - ETA: 0s - loss: 8.0895e-06 242/262 [==========================>...] - ETA: 0s - loss: 7.7678e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.7391e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 4.6201e-06 37/262 [===>..........................] - ETA: 0s - loss: 3.4168e-06 73/262 [=======>......................] - ETA: 0s - loss: 4.1464e-06 106/262 [===========>..................] - ETA: 0s - loss: 4.0685e-06 137/262 [==============>...............] - ETA: 0s - loss: 4.4689e-06 172/262 [==================>...........] - ETA: 0s - loss: 4.5433e-06 207/262 [======================>.......] - ETA: 0s - loss: 6.8935e-06 243/262 [==========================>...] - ETA: 0s - loss: 6.7789e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.5851e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.7578e-06 34/262 [==>...........................] - ETA: 0s - loss: 4.0762e-06 69/262 [======>.......................] - ETA: 0s - loss: 4.4822e-06 104/262 [==========>...................] - ETA: 0s - loss: 3.9363e-06 139/262 [==============>...............] - ETA: 0s - loss: 3.8317e-06 173/262 [==================>...........] - ETA: 0s - loss: 6.2709e-06 208/262 [======================>.......] - ETA: 0s - loss: 5.7234e-06 244/262 [==========================>...] - ETA: 0s - loss: 5.5393e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.5708e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.1490e-06 38/262 [===>..........................] - ETA: 0s - loss: 4.6588e-06 74/262 [=======>......................] - ETA: 0s - loss: 4.7120e-06 113/262 [===========>..................] - ETA: 0s - loss: 4.4854e-06 149/262 [================>.............] - ETA: 0s - loss: 6.1171e-06 186/262 [====================>.........] - ETA: 0s - loss: 5.5065e-06 223/262 [========================>.....] - ETA: 0s - loss: 5.2257e-06 260/262 [============================>.] - ETA: 0s - loss: 4.8298e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.8129e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 5.4553e-06 38/262 [===>..........................] - ETA: 0s - loss: 2.2652e-06 74/262 [=======>......................] - ETA: 0s - loss: 6.7125e-06 109/262 [===========>..................] - ETA: 0s - loss: 5.9309e-06 146/262 [===============>..............] - ETA: 0s - loss: 5.4091e-06 182/262 [===================>..........] - ETA: 0s - loss: 4.7760e-06 219/262 [========================>.....] - ETA: 0s - loss: 4.4384e-06 255/262 [============================>.] - ETA: 0s - loss: 4.1120e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.0722e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.0917e-06 38/262 [===>..........................] - ETA: 0s - loss: 3.6656e-06 75/262 [=======>......................] - ETA: 0s - loss: 2.5908e-06 112/262 [===========>..................] - ETA: 0s - loss: 2.3154e-06 149/262 [================>.............] - ETA: 0s - loss: 2.3676e-06 184/262 [====================>.........] - ETA: 0s - loss: 2.6496e-06 220/262 [========================>.....] - ETA: 0s - loss: 2.5425e-06 256/262 [============================>.] - ETA: 0s - loss: 2.3743e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.5942e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 654, 0 KNN fn, tp: 0, 10 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 2/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2576 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 47s - loss: 1.6407e-07 38/262 [===>..........................] - ETA: 0s - loss: 0.5396  71/262 [=======>......................] - ETA: 0s - loss: 0.2895 102/262 [==========>...................] - ETA: 0s - loss: 0.2016 140/262 [===============>..............] - ETA: 0s - loss: 0.1469 179/262 [===================>..........] - ETA: 0s - loss: 0.1149 218/262 [=======================>......] - ETA: 0s - loss: 0.0943 257/262 [============================>.] - ETA: 0s - loss: 0.0800 262/262 [==============================] - 1s 1ms/step - loss: 0.0786 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 4.0858e-06 41/262 [===>..........................] - ETA: 0s - loss: 7.4137e-06 81/262 [========>.....................] - ETA: 0s - loss: 1.1270e-05 121/262 [============>.................] - ETA: 0s - loss: 9.3233e-06 160/262 [=================>............] - ETA: 0s - loss: 9.0565e-06 200/262 [=====================>........] - ETA: 0s - loss: 7.6063e-06 241/262 [==========================>...] - ETA: 0s - loss: 1.2111e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.2525e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.5539e-06 42/262 [===>..........................] - ETA: 0s - loss: 8.1081e-06 82/262 [========>.....................] - ETA: 0s - loss: 5.5467e-06 122/262 [============>.................] - ETA: 0s - loss: 4.4736e-06 162/262 [=================>............] - ETA: 0s - loss: 3.6621e-06 201/262 [======================>.......] - ETA: 0s - loss: 3.7381e-06 238/262 [==========================>...] - ETA: 0s - loss: 5.4783e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.2867e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 7.2416e-06 38/262 [===>..........................] - ETA: 0s - loss: 1.1712e-05 74/262 [=======>......................] - ETA: 0s - loss: 7.3951e-06 111/262 [===========>..................] - ETA: 0s - loss: 5.8945e-06 150/262 [================>.............] - ETA: 0s - loss: 4.7419e-06 190/262 [====================>.........] - ETA: 0s - loss: 4.1334e-06 230/262 [=========================>....] - ETA: 0s - loss: 4.0026e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.6372e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 9.0372e-07 37/262 [===>..........................] - ETA: 0s - loss: 7.8620e-07 75/262 [=======>......................] - ETA: 0s - loss: 2.3240e-06 113/262 [===========>..................] - ETA: 0s - loss: 7.1458e-06 153/262 [================>.............] - ETA: 0s - loss: 5.6370e-06 192/262 [====================>.........] - ETA: 0s - loss: 4.7721e-06 230/262 [=========================>....] - ETA: 0s - loss: 4.4100e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.0435e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.0640e-06 40/262 [===>..........................] - ETA: 0s - loss: 1.3557e-06 80/262 [========>.....................] - ETA: 0s - loss: 1.0955e-06 120/262 [============>.................] - ETA: 0s - loss: 9.8543e-07 160/262 [=================>............] - ETA: 0s - loss: 4.2945e-06 198/262 [=====================>........] - ETA: 0s - loss: 4.8944e-06 239/262 [==========================>...] - ETA: 0s - loss: 4.4122e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.4398e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.4681e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.5136e-06 80/262 [========>.....................] - ETA: 0s - loss: 1.1251e-06 116/262 [============>.................] - ETA: 0s - loss: 4.8923e-06 147/262 [===============>..............] - ETA: 0s - loss: 4.4068e-06 180/262 [===================>..........] - ETA: 0s - loss: 4.0569e-06 219/262 [========================>.....] - ETA: 0s - loss: 3.5744e-06 258/262 [============================>.] - ETA: 0s - loss: 3.2793e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.2362e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 3.6339e-07 41/262 [===>..........................] - ETA: 0s - loss: 4.0168e-07 74/262 [=======>......................] - ETA: 0s - loss: 8.1194e-06 111/262 [===========>..................] - ETA: 0s - loss: 7.4256e-06 143/262 [===============>..............] - ETA: 0s - loss: 6.4098e-06 180/262 [===================>..........] - ETA: 0s - loss: 6.4436e-06 219/262 [========================>.....] - ETA: 0s - loss: 5.7808e-06 258/262 [============================>.] - ETA: 0s - loss: 4.9996e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.9375e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 4.2606e-07 40/262 [===>..........................] - ETA: 0s - loss: 2.1450e-06 73/262 [=======>......................] - ETA: 0s - loss: 1.3886e-06 106/262 [===========>..................] - ETA: 0s - loss: 1.3147e-06 144/262 [===============>..............] - ETA: 0s - loss: 5.0931e-06 182/262 [===================>..........] - ETA: 0s - loss: 4.3290e-06 215/262 [=======================>......] - ETA: 0s - loss: 3.7254e-06 251/262 [===========================>..] - ETA: 0s - loss: 3.2387e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.1284e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.9667e-07 41/262 [===>..........................] - ETA: 0s - loss: 8.3890e-07 79/262 [========>.....................] - ETA: 0s - loss: 6.8528e-07 119/262 [============>.................] - ETA: 0s - loss: 1.0659e-06 160/262 [=================>............] - ETA: 0s - loss: 1.2044e-06 200/262 [=====================>........] - ETA: 0s - loss: 1.0671e-06 240/262 [==========================>...] - ETA: 0s - loss: 9.3548e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.0705e-06 -> test with GAN.predict GAN tn, fp: 651, 0 GAN fn, tp: 0, 9 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 651, 0 LR fn, tp: 0, 9 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 651, 0 RF fn, tp: 0, 9 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 651, 0 GB fn, tp: 0, 9 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 649, 2 KNN fn, tp: 0, 9 KNN f1 score: 0.900 KNN cohens kappa score: 0.898 ====== Step 3/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 3/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 57s - loss: 1.3298e-07 35/262 [===>..........................] - ETA: 0s - loss: 0.2878  65/262 [======>.......................] - ETA: 0s - loss: 0.1615 94/262 [=========>....................] - ETA: 0s - loss: 0.1119 126/262 [=============>................] - ETA: 0s - loss: 0.0835 161/262 [=================>............] - ETA: 0s - loss: 0.0654 193/262 [=====================>........] - ETA: 0s - loss: 0.0545 226/262 [========================>.....] - ETA: 0s - loss: 0.0466 261/262 [============================>.] - ETA: 0s - loss: 0.0403 262/262 [==============================] - 1s 2ms/step - loss: 0.0403 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 5.2683e-06 37/262 [===>..........................] - ETA: 0s - loss: 3.6324e-04 73/262 [=======>......................] - ETA: 0s - loss: 2.1122e-04 107/262 [===========>..................] - ETA: 0s - loss: 1.4786e-04 141/262 [===============>..............] - ETA: 0s - loss: 1.1426e-04 181/262 [===================>..........] - ETA: 0s - loss: 9.0760e-05 218/262 [=======================>......] - ETA: 0s - loss: 7.6991e-05 254/262 [============================>.] - ETA: 0s - loss: 6.7620e-05 262/262 [==============================] - 0s 1ms/step - loss: 6.5899e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.6717e-06 36/262 [===>..........................] - ETA: 0s - loss: 1.5878e-05 72/262 [=======>......................] - ETA: 0s - loss: 1.0994e-05 106/262 [===========>..................] - ETA: 0s - loss: 1.1945e-05 140/262 [===============>..............] - ETA: 0s - loss: 1.0167e-05 174/262 [==================>...........] - ETA: 0s - loss: 9.4273e-06 212/262 [=======================>......] - ETA: 0s - loss: 9.0127e-06 251/262 [===========================>..] - ETA: 0s - loss: 1.1972e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.1687e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.1510e-05 34/262 [==>...........................] - ETA: 0s - loss: 4.3577e-06 67/262 [======>.......................] - ETA: 0s - loss: 1.0732e-05 101/262 [==========>...................] - ETA: 0s - loss: 8.9372e-06 137/262 [==============>...............] - ETA: 0s - loss: 7.9366e-06 169/262 [==================>...........] - ETA: 0s - loss: 7.4835e-06 202/262 [======================>.......] - ETA: 0s - loss: 7.2674e-06 235/262 [=========================>....] - ETA: 0s - loss: 7.0451e-06 262/262 [==============================] - 0s 2ms/step - loss: 8.3455e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.9193e-06 31/262 [==>...........................] - ETA: 0s - loss: 1.1571e-05 57/262 [=====>........................] - ETA: 0s - loss: 1.0465e-05 88/262 [=========>....................] - ETA: 0s - loss: 8.1686e-06 126/262 [=============>................] - ETA: 0s - loss: 7.6480e-06 158/262 [=================>............] - ETA: 0s - loss: 8.7770e-06 187/262 [====================>.........] - ETA: 0s - loss: 7.9153e-06 214/262 [=======================>......] - ETA: 0s - loss: 7.3075e-06 251/262 [===========================>..] - ETA: 0s - loss: 6.8888e-06 262/262 [==============================] - 0s 2ms/step - loss: 6.8659e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 3.6155e-06 37/262 [===>..........................] - ETA: 0s - loss: 4.0185e-06 69/262 [======>.......................] - ETA: 0s - loss: 4.0696e-06 97/262 [==========>...................] - ETA: 0s - loss: 4.0223e-06 132/262 [==============>...............] - ETA: 0s - loss: 4.8348e-06 163/262 [=================>............] - ETA: 0s - loss: 4.9156e-06 196/262 [=====================>........] - ETA: 0s - loss: 4.8925e-06 224/262 [========================>.....] - ETA: 0s - loss: 4.5813e-06 260/262 [============================>.] - ETA: 0s - loss: 5.9054e-06 262/262 [==============================] - 0s 2ms/step - loss: 5.8822e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.0633e-06 36/262 [===>..........................] - ETA: 0s - loss: 3.0794e-06 69/262 [======>.......................] - ETA: 0s - loss: 2.7878e-06 106/262 [===========>..................] - ETA: 0s - loss: 2.7209e-06 140/262 [===============>..............] - ETA: 0s - loss: 2.7303e-06 173/262 [==================>...........] - ETA: 0s - loss: 3.3901e-06 210/262 [=======================>......] - ETA: 0s - loss: 4.0178e-06 246/262 [===========================>..] - ETA: 0s - loss: 3.8415e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.9652e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.6334e-06 37/262 [===>..........................] - ETA: 0s - loss: 2.7479e-06 75/262 [=======>......................] - ETA: 0s - loss: 2.3486e-06 100/262 [==========>...................] - ETA: 0s - loss: 2.9082e-06 138/262 [==============>...............] - ETA: 0s - loss: 3.7469e-06 176/262 [===================>..........] - ETA: 0s - loss: 3.3559e-06 215/262 [=======================>......] - ETA: 0s - loss: 3.6465e-06 249/262 [===========================>..] - ETA: 0s - loss: 4.5092e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.4315e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 1.9603e-06 39/262 [===>..........................] - ETA: 0s - loss: 7.1602e-06 69/262 [======>.......................] - ETA: 0s - loss: 5.2481e-06 103/262 [==========>...................] - ETA: 0s - loss: 6.4040e-06 138/262 [==============>...............] - ETA: 0s - loss: 5.1851e-06 169/262 [==================>...........] - ETA: 0s - loss: 4.7121e-06 202/262 [======================>.......] - ETA: 0s - loss: 4.1935e-06 239/262 [==========================>...] - ETA: 0s - loss: 3.9264e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.7664e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 2.3407e-06 39/262 [===>..........................] - ETA: 0s - loss: 3.8172e-06 71/262 [=======>......................] - ETA: 0s - loss: 3.3153e-06 109/262 [===========>..................] - ETA: 0s - loss: 5.0075e-06 139/262 [==============>...............] - ETA: 0s - loss: 4.3425e-06 169/262 [==================>...........] - ETA: 0s - loss: 3.9468e-06 193/262 [=====================>........] - ETA: 0s - loss: 4.0832e-06 228/262 [=========================>....] - ETA: 0s - loss: 3.7099e-06 262/262 [==============================] - 0s 2ms/step - loss: 3.6882e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 653, 1 KNN fn, tp: 0, 10 KNN f1 score: 0.952 KNN cohens kappa score: 0.952 ------ Step 3/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 48s - loss: 4.1546e-08 40/262 [===>..........................] - ETA: 0s - loss: 0.0511  83/262 [========>.....................] - ETA: 0s - loss: 0.1370 123/262 [=============>................] - ETA: 0s - loss: 0.0929 160/262 [=================>............] - ETA: 0s - loss: 0.0715 199/262 [=====================>........] - ETA: 0s - loss: 0.0575 238/262 [==========================>...] - ETA: 0s - loss: 0.0481 262/262 [==============================] - 1s 1ms/step - loss: 0.0438 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.9215e-05 40/262 [===>..........................] - ETA: 0s - loss: 5.4350e-05 80/262 [========>.....................] - ETA: 0s - loss: 4.1970e-05 119/262 [============>.................] - ETA: 0s - loss: 4.1662e-05 159/262 [=================>............] - ETA: 0s - loss: 3.4379e-05 199/262 [=====================>........] - ETA: 0s - loss: 3.1570e-05 238/262 [==========================>...] - ETA: 0s - loss: 2.7625e-05 262/262 [==============================] - 0s 1ms/step - loss: 2.5821e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 4.6458e-06 40/262 [===>..........................] - ETA: 0s - loss: 5.7515e-06 80/262 [========>.....................] - ETA: 0s - loss: 8.4283e-06 116/262 [============>.................] - ETA: 0s - loss: 4.6674e-05 154/262 [================>.............] - ETA: 0s - loss: 4.2615e-05 193/262 [=====================>........] - ETA: 0s - loss: 3.7411e-05 230/262 [=========================>....] - ETA: 0s - loss: 3.4564e-05 262/262 [==============================] - 0s 1ms/step - loss: 3.1841e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 3.0801e-06 39/262 [===>..........................] - ETA: 0s - loss: 1.3727e-05 73/262 [=======>......................] - ETA: 0s - loss: 1.3691e-05 106/262 [===========>..................] - ETA: 0s - loss: 1.4933e-05 142/262 [===============>..............] - ETA: 0s - loss: 1.3183e-05 182/262 [===================>..........] - ETA: 0s - loss: 1.1570e-05 221/262 [========================>.....] - ETA: 0s - loss: 1.0341e-05 260/262 [============================>.] - ETA: 0s - loss: 9.7345e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.7189e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 2.3560e-06 37/262 [===>..........................] - ETA: 0s - loss: 1.7644e-05 75/262 [=======>......................] - ETA: 0s - loss: 1.2268e-05 113/262 [===========>..................] - ETA: 0s - loss: 9.9157e-06 154/262 [================>.............] - ETA: 0s - loss: 9.9785e-06 193/262 [=====================>........] - ETA: 0s - loss: 9.7452e-06 232/262 [=========================>....] - ETA: 0s - loss: 8.9272e-06 262/262 [==============================] - 0s 1ms/step - loss: 8.4497e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.9582e-06 40/262 [===>..........................] - ETA: 0s - loss: 8.6804e-06 76/262 [=======>......................] - ETA: 0s - loss: 1.3543e-05 114/262 [============>.................] - ETA: 0s - loss: 1.0934e-05 152/262 [================>.............] - ETA: 0s - loss: 9.9650e-06 191/262 [====================>.........] - ETA: 0s - loss: 9.0866e-06 230/262 [=========================>....] - ETA: 0s - loss: 8.4179e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.9235e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.3308e-06 39/262 [===>..........................] - ETA: 0s - loss: 1.1599e-05 75/262 [=======>......................] - ETA: 0s - loss: 7.9172e-06 113/262 [===========>..................] - ETA: 0s - loss: 6.4662e-06 153/262 [================>.............] - ETA: 0s - loss: 5.2853e-06 190/262 [====================>.........] - ETA: 0s - loss: 4.8701e-06 229/262 [=========================>....] - ETA: 0s - loss: 4.6017e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.5757e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 3.6815e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.1885e-05 80/262 [========>.....................] - ETA: 0s - loss: 9.6672e-06 119/262 [============>.................] - ETA: 0s - loss: 7.2299e-06 159/262 [=================>............] - ETA: 0s - loss: 6.1157e-06 199/262 [=====================>........] - ETA: 0s - loss: 5.4218e-06 239/262 [==========================>...] - ETA: 0s - loss: 4.8738e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.5968e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 1.1983e-06 38/262 [===>..........................] - ETA: 0s - loss: 1.9511e-06 77/262 [=======>......................] - ETA: 0s - loss: 3.8440e-06 117/262 [============>.................] - ETA: 0s - loss: 6.7010e-06 155/262 [================>.............] - ETA: 0s - loss: 6.3439e-06 194/262 [=====================>........] - ETA: 0s - loss: 5.4190e-06 233/262 [=========================>....] - ETA: 0s - loss: 5.4165e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.1999e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.0543e-06 39/262 [===>..........................] - ETA: 0s - loss: 2.9232e-06 77/262 [=======>......................] - ETA: 0s - loss: 5.9853e-06 109/262 [===========>..................] - ETA: 0s - loss: 6.2203e-06 142/262 [===============>..............] - ETA: 0s - loss: 5.2559e-06 175/262 [===================>..........] - ETA: 0s - loss: 4.7508e-06 215/262 [=======================>......] - ETA: 0s - loss: 4.2417e-06 255/262 [============================>.] - ETA: 0s - loss: 3.9152e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.8999e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 652, 2 LR fn, tp: 0, 10 LR f1 score: 0.909 LR cohens kappa score: 0.908 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 653, 1 KNN fn, tp: 1, 9 KNN f1 score: 0.900 KNN cohens kappa score: 0.898 ------ Step 3/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 50s - loss: 2.9451e-08 42/262 [===>..........................] - ETA: 0s - loss: 0.6231  83/262 [========>.....................] - ETA: 0s - loss: 0.3174 123/262 [=============>................] - ETA: 0s - loss: 0.2142 163/262 [=================>............] - ETA: 0s - loss: 0.1617 203/262 [======================>.......] - ETA: 0s - loss: 0.1298 245/262 [===========================>..] - ETA: 0s - loss: 0.1076 262/262 [==============================] - 1s 1ms/step - loss: 0.1008 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 7.5149e-06 36/262 [===>..........................] - ETA: 0s - loss: 8.9004e-06 72/262 [=======>......................] - ETA: 0s - loss: 1.0176e-05 111/262 [===========>..................] - ETA: 0s - loss: 9.2445e-06 150/262 [================>.............] - ETA: 0s - loss: 8.4066e-06 189/262 [====================>.........] - ETA: 0s - loss: 7.9445e-06 227/262 [========================>.....] - ETA: 0s - loss: 7.6106e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.9406e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.0560e-06 40/262 [===>..........................] - ETA: 0s - loss: 4.4169e-06 80/262 [========>.....................] - ETA: 0s - loss: 5.7532e-06 119/262 [============>.................] - ETA: 0s - loss: 6.2292e-06 159/262 [=================>............] - ETA: 0s - loss: 6.2391e-06 198/262 [=====================>........] - ETA: 0s - loss: 6.0731e-06 237/262 [==========================>...] - ETA: 0s - loss: 5.9845e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.7080e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.0497e-06 39/262 [===>..........................] - ETA: 0s - loss: 3.5464e-06 78/262 [=======>......................] - ETA: 0s - loss: 3.0218e-06 117/262 [============>.................] - ETA: 0s - loss: 3.1044e-06 157/262 [================>.............] - ETA: 0s - loss: 3.3349e-06 196/262 [=====================>........] - ETA: 0s - loss: 4.2248e-06 233/262 [=========================>....] - ETA: 0s - loss: 4.6628e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.5974e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 4.0204e-07 41/262 [===>..........................] - ETA: 0s - loss: 3.5095e-06 81/262 [========>.....................] - ETA: 0s - loss: 4.7761e-06 122/262 [============>.................] - ETA: 0s - loss: 3.9688e-06 162/262 [=================>............] - ETA: 0s - loss: 3.5808e-06 201/262 [======================>.......] - ETA: 0s - loss: 3.4862e-06 241/262 [==========================>...] - ETA: 0s - loss: 3.8653e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.7711e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 8.4154e-07 38/262 [===>..........................] - ETA: 0s - loss: 2.7475e-06 77/262 [=======>......................] - ETA: 0s - loss: 4.1971e-06 117/262 [============>.................] - ETA: 0s - loss: 3.6141e-06 157/262 [================>.............] - ETA: 0s - loss: 3.1813e-06 196/262 [=====================>........] - ETA: 0s - loss: 3.4684e-06 234/262 [=========================>....] - ETA: 0s - loss: 3.3673e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.2156e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 3.0664e-06 33/262 [==>...........................] - ETA: 0s - loss: 1.2663e-06 69/262 [======>.......................] - ETA: 0s - loss: 1.7309e-06 109/262 [===========>..................] - ETA: 0s - loss: 2.9513e-06 149/262 [================>.............] - ETA: 0s - loss: 2.5123e-06 188/262 [====================>.........] - ETA: 0s - loss: 2.2782e-06 221/262 [========================>.....] - ETA: 0s - loss: 2.5993e-06 257/262 [============================>.] - ETA: 0s - loss: 2.7590e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.7564e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.1531e-06 40/262 [===>..........................] - ETA: 0s - loss: 2.3793e-06 79/262 [========>.....................] - ETA: 0s - loss: 1.9549e-06 118/262 [============>.................] - ETA: 0s - loss: 1.7097e-06 157/262 [================>.............] - ETA: 0s - loss: 2.0927e-06 196/262 [=====================>........] - ETA: 0s - loss: 2.0793e-06 234/262 [=========================>....] - ETA: 0s - loss: 2.1352e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.4010e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 3.3318e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.7084e-06 81/262 [========>.....................] - ETA: 0s - loss: 1.8105e-06 120/262 [============>.................] - ETA: 0s - loss: 1.8047e-06 158/262 [=================>............] - ETA: 0s - loss: 1.9207e-06 197/262 [=====================>........] - ETA: 0s - loss: 2.0361e-06 237/262 [==========================>...] - ETA: 0s - loss: 1.9894e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.1130e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 5.2985e-07 42/262 [===>..........................] - ETA: 0s - loss: 2.2508e-06 82/262 [========>.....................] - ETA: 0s - loss: 2.0484e-06 122/262 [============>.................] - ETA: 0s - loss: 1.7888e-06 160/262 [=================>............] - ETA: 0s - loss: 2.2017e-06 198/262 [=====================>........] - ETA: 0s - loss: 2.0145e-06 238/262 [==========================>...] - ETA: 0s - loss: 1.8580e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.8051e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 654, 0 KNN fn, tp: 0, 10 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 3/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 41s - loss: 2.7702e-09 40/262 [===>..........................] - ETA: 0s - loss: 0.6987  80/262 [========>.....................] - ETA: 0s - loss: 0.3502 117/262 [============>.................] - ETA: 0s - loss: 0.2394 157/262 [================>.............] - ETA: 0s - loss: 0.1784 194/262 [=====================>........] - ETA: 0s - loss: 0.1444 222/262 [========================>.....] - ETA: 0s - loss: 0.1262 253/262 [===========================>..] - ETA: 0s - loss: 0.1107 262/262 [==============================] - 1s 1ms/step - loss: 0.1072 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 8.7515e-06 33/262 [==>...........................] - ETA: 0s - loss: 8.1558e-06 68/262 [======>.......................] - ETA: 0s - loss: 6.0316e-06 97/262 [==========>...................] - ETA: 0s - loss: 5.8546e-06 127/262 [=============>................] - ETA: 0s - loss: 5.2856e-06 155/262 [================>.............] - ETA: 0s - loss: 4.8442e-06 182/262 [===================>..........] - ETA: 0s - loss: 5.2079e-06 207/262 [======================>.......] - ETA: 0s - loss: 4.9864e-06 237/262 [==========================>...] - ETA: 0s - loss: 4.7279e-06 262/262 [==============================] - 0s 2ms/step - loss: 4.7082e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 6.9548e-07 33/262 [==>...........................] - ETA: 0s - loss: 3.0520e-06 63/262 [======>.......................] - ETA: 0s - loss: 2.7962e-06 93/262 [=========>....................] - ETA: 0s - loss: 2.3547e-06 124/262 [=============>................] - ETA: 0s - loss: 3.2162e-06 156/262 [================>.............] - ETA: 0s - loss: 3.0789e-06 183/262 [===================>..........] - ETA: 0s - loss: 3.4461e-06 211/262 [=======================>......] - ETA: 0s - loss: 3.2319e-06 246/262 [===========================>..] - ETA: 0s - loss: 3.0165e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.9911e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 6.3549e-06 31/262 [==>...........................] - ETA: 0s - loss: 1.5521e-06 64/262 [======>.......................] - ETA: 0s - loss: 1.3987e-06 97/262 [==========>...................] - ETA: 0s - loss: 1.8755e-06 128/262 [=============>................] - ETA: 0s - loss: 1.7493e-06 160/262 [=================>............] - ETA: 0s - loss: 1.7855e-06 193/262 [=====================>........] - ETA: 0s - loss: 1.8232e-06 225/262 [========================>.....] - ETA: 0s - loss: 1.8707e-06 257/262 [============================>.] - ETA: 0s - loss: 2.1291e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.1060e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 4.7838e-07 38/262 [===>..........................] - ETA: 0s - loss: 9.3673e-07 74/262 [=======>......................] - ETA: 0s - loss: 1.3350e-06 110/262 [===========>..................] - ETA: 0s - loss: 1.8659e-06 149/262 [================>.............] - ETA: 0s - loss: 1.6754e-06 182/262 [===================>..........] - ETA: 0s - loss: 1.5485e-06 214/262 [=======================>......] - ETA: 0s - loss: 1.7223e-06 247/262 [===========================>..] - ETA: 0s - loss: 1.6873e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.6705e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 8.7200e-06 34/262 [==>...........................] - ETA: 0s - loss: 1.0462e-06 68/262 [======>.......................] - ETA: 0s - loss: 1.0222e-06 103/262 [==========>...................] - ETA: 0s - loss: 1.0077e-06 140/262 [===============>..............] - ETA: 0s - loss: 9.3799e-07 175/262 [===================>..........] - ETA: 0s - loss: 1.4034e-06 210/262 [=======================>......] - ETA: 0s - loss: 1.2566e-06 243/262 [==========================>...] - ETA: 0s - loss: 1.2955e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.3039e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.1880e-07 37/262 [===>..........................] - ETA: 0s - loss: 1.1560e-06 71/262 [=======>......................] - ETA: 0s - loss: 1.1436e-06 105/262 [===========>..................] - ETA: 0s - loss: 8.9008e-07 137/262 [==============>...............] - ETA: 0s - loss: 7.5890e-07 168/262 [==================>...........] - ETA: 0s - loss: 7.3633e-07 205/262 [======================>.......] - ETA: 0s - loss: 6.9643e-07 242/262 [==========================>...] - ETA: 0s - loss: 6.4574e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.2015e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 4.3513e-07 34/262 [==>...........................] - ETA: 0s - loss: 2.6454e-07 68/262 [======>.......................] - ETA: 0s - loss: 3.7222e-07 107/262 [===========>..................] - ETA: 0s - loss: 7.1861e-07 146/262 [===============>..............] - ETA: 0s - loss: 5.8478e-07 184/262 [====================>.........] - ETA: 0s - loss: 5.1470e-07 221/262 [========================>.....] - ETA: 0s - loss: 4.9118e-07 259/262 [============================>.] - ETA: 0s - loss: 5.6921e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.6677e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 4.1344e-08 36/262 [===>..........................] - ETA: 0s - loss: 4.3135e-07 76/262 [=======>......................] - ETA: 0s - loss: 2.7732e-07 113/262 [===========>..................] - ETA: 0s - loss: 4.7360e-07 151/262 [================>.............] - ETA: 0s - loss: 4.1835e-07 188/262 [====================>.........] - ETA: 0s - loss: 4.5470e-07 226/262 [========================>.....] - ETA: 0s - loss: 5.0981e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.8544e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 3.6682e-08 40/262 [===>..........................] - ETA: 0s - loss: 2.0129e-07 77/262 [=======>......................] - ETA: 0s - loss: 1.6754e-07 114/262 [============>.................] - ETA: 0s - loss: 3.1092e-07 153/262 [================>.............] - ETA: 0s - loss: 2.7004e-07 190/262 [====================>.........] - ETA: 0s - loss: 4.3108e-07 228/262 [=========================>....] - ETA: 0s - loss: 4.4216e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.1291e-07 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 653, 1 KNN fn, tp: 0, 10 KNN f1 score: 0.952 KNN cohens kappa score: 0.952 ------ Step 3/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2576 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 54s - loss: 2.2102e-07 41/262 [===>..........................] - ETA: 0s - loss: 0.1474  81/262 [========>.....................] - ETA: 0s - loss: 0.0768 121/262 [============>.................] - ETA: 0s - loss: 0.0516 161/262 [=================>............] - ETA: 0s - loss: 0.0389 201/262 [======================>.......] - ETA: 0s - loss: 0.0311 242/262 [==========================>...] - ETA: 0s - loss: 0.0259 262/262 [==============================] - 1s 1ms/step - loss: 0.0239 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.5537e-06 40/262 [===>..........................] - ETA: 0s - loss: 2.1150e-06 81/262 [========>.....................] - ETA: 0s - loss: 1.3536e-06 120/262 [============>.................] - ETA: 0s - loss: 1.1097e-06 160/262 [=================>............] - ETA: 0s - loss: 2.2665e-06 199/262 [=====================>........] - ETA: 0s - loss: 1.8964e-06 232/262 [=========================>....] - ETA: 0s - loss: 1.6656e-06 260/262 [============================>.] - ETA: 0s - loss: 1.8372e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.8268e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 4.7173e-07 37/262 [===>..........................] - ETA: 0s - loss: 3.7405e-06 76/262 [=======>......................] - ETA: 0s - loss: 2.0508e-06 117/262 [============>.................] - ETA: 0s - loss: 1.4187e-06 159/262 [=================>............] - ETA: 0s - loss: 1.1065e-06 199/262 [=====================>........] - ETA: 0s - loss: 9.6300e-07 239/262 [==========================>...] - ETA: 0s - loss: 1.1397e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.0734e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.5746e-07 42/262 [===>..........................] - ETA: 0s - loss: 2.5668e-07 81/262 [========>.....................] - ETA: 0s - loss: 5.4617e-07 118/262 [============>.................] - ETA: 0s - loss: 4.6232e-07 156/262 [================>.............] - ETA: 0s - loss: 6.4953e-07 196/262 [=====================>........] - ETA: 0s - loss: 5.6942e-07 236/262 [==========================>...] - ETA: 0s - loss: 5.1298e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.3319e-07 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 9.5012e-08 40/262 [===>..........................] - ETA: 0s - loss: 6.4734e-07 80/262 [========>.....................] - ETA: 0s - loss: 4.2694e-07 120/262 [============>.................] - ETA: 0s - loss: 1.0534e-06 161/262 [=================>............] - ETA: 0s - loss: 8.4275e-07 202/262 [======================>.......] - ETA: 0s - loss: 7.1661e-07 243/262 [==========================>...] - ETA: 0s - loss: 7.2869e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.8546e-07 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 2.4596e-07 41/262 [===>..........................] - ETA: 0s - loss: 2.8117e-07 81/262 [========>.....................] - ETA: 0s - loss: 2.1846e-07 121/262 [============>.................] - ETA: 0s - loss: 2.0967e-07 161/262 [=================>............] - ETA: 0s - loss: 1.9605e-07 201/262 [======================>.......] - ETA: 0s - loss: 4.0353e-07 240/262 [==========================>...] - ETA: 0s - loss: 5.9186e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.6189e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.4074e-07 39/262 [===>..........................] - ETA: 0s - loss: 1.3834e-06 79/262 [========>.....................] - ETA: 0s - loss: 7.4243e-07 119/262 [============>.................] - ETA: 0s - loss: 5.3588e-07 158/262 [=================>............] - ETA: 0s - loss: 4.7060e-07 196/262 [=====================>........] - ETA: 0s - loss: 4.0829e-07 234/262 [=========================>....] - ETA: 0s - loss: 3.6172e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.6540e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 8.7314e-08 35/262 [===>..........................] - ETA: 0s - loss: 1.2613e-06 66/262 [======>.......................] - ETA: 0s - loss: 8.7442e-07 100/262 [==========>...................] - ETA: 0s - loss: 6.3493e-07 138/262 [==============>...............] - ETA: 0s - loss: 5.2045e-07 179/262 [===================>..........] - ETA: 0s - loss: 5.2245e-07 218/262 [=======================>......] - ETA: 0s - loss: 4.5339e-07 257/262 [============================>.] - ETA: 0s - loss: 3.9895e-07 262/262 [==============================] - 0s 1ms/step - loss: 3.9322e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 4.5604e-08 30/262 [==>...........................] - ETA: 0s - loss: 1.2347e-06 64/262 [======>.......................] - ETA: 0s - loss: 6.3811e-07 96/262 [=========>....................] - ETA: 0s - loss: 4.6020e-07 134/262 [==============>...............] - ETA: 0s - loss: 3.5828e-07 174/262 [==================>...........] - ETA: 0s - loss: 3.6631e-07 214/262 [=======================>......] - ETA: 0s - loss: 3.8636e-07 254/262 [============================>.] - ETA: 0s - loss: 3.4981e-07 262/262 [==============================] - 0s 1ms/step - loss: 3.4647e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 6.6063e-08 42/262 [===>..........................] - ETA: 0s - loss: 3.4796e-07 82/262 [========>.....................] - ETA: 0s - loss: 2.5165e-07 123/262 [=============>................] - ETA: 0s - loss: 2.1358e-07 163/262 [=================>............] - ETA: 0s - loss: 3.5583e-07 202/262 [======================>.......] - ETA: 0s - loss: 3.0638e-07 243/262 [==========================>...] - ETA: 0s - loss: 3.1461e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.9731e-07 -> test with GAN.predict GAN tn, fp: 651, 0 GAN fn, tp: 0, 9 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 651, 0 LR fn, tp: 0, 9 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 651, 0 RF fn, tp: 0, 9 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 651, 0 GB fn, tp: 0, 9 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 649, 2 KNN fn, tp: 0, 9 KNN f1 score: 0.900 KNN cohens kappa score: 0.898 ====== Step 4/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 4/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 59s - loss: 4.7179e-07 30/262 [==>...........................] - ETA: 0s - loss: 2.9003  67/262 [======>.......................] - ETA: 0s - loss: 1.8094 105/262 [===========>..................] - ETA: 0s - loss: 1.1547 142/262 [===============>..............] - ETA: 0s - loss: 0.8539 178/262 [===================>..........] - ETA: 0s - loss: 0.7279 216/262 [=======================>......] - ETA: 0s - loss: 0.5999 250/262 [===========================>..] - ETA: 0s - loss: 0.5183 262/262 [==============================] - 1s 1ms/step - loss: 0.4959 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 3.3448e-05 39/262 [===>..........................] - ETA: 0s - loss: 6.8139e-05 76/262 [=======>......................] - ETA: 0s - loss: 6.2235e-05 114/262 [============>.................] - ETA: 0s - loss: 5.4913e-05 151/262 [================>.............] - ETA: 0s - loss: 4.7551e-05 187/262 [====================>.........] - ETA: 0s - loss: 4.4642e-05 215/262 [=======================>......] - ETA: 0s - loss: 4.2536e-05 241/262 [==========================>...] - ETA: 0s - loss: 4.0140e-05 262/262 [==============================] - 0s 1ms/step - loss: 4.9200e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.7795e-05 39/262 [===>..........................] - ETA: 0s - loss: 3.7281e-05 72/262 [=======>......................] - ETA: 0s - loss: 2.6715e-05 102/262 [==========>...................] - ETA: 0s - loss: 2.5602e-05 139/262 [==============>...............] - ETA: 0s - loss: 2.2277e-05 169/262 [==================>...........] - ETA: 0s - loss: 2.0625e-05 201/262 [======================>.......] - ETA: 0s - loss: 1.9275e-05 231/262 [=========================>....] - ETA: 0s - loss: 1.7962e-05 262/262 [==============================] - 0s 2ms/step - loss: 1.6936e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.6093e-06 38/262 [===>..........................] - ETA: 0s - loss: 7.8478e-06 62/262 [======>.......................] - ETA: 0s - loss: 6.8555e-06 95/262 [=========>....................] - ETA: 0s - loss: 1.1586e-05 130/262 [=============>................] - ETA: 0s - loss: 1.1657e-05 166/262 [==================>...........] - ETA: 0s - loss: 1.0243e-05 203/262 [======================>.......] - ETA: 0s - loss: 9.6064e-06 238/262 [==========================>...] - ETA: 0s - loss: 8.7999e-06 262/262 [==============================] - 0s 1ms/step - loss: 8.2643e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 3.5686e-06 37/262 [===>..........................] - ETA: 0s - loss: 4.0802e-06 72/262 [=======>......................] - ETA: 0s - loss: 4.4079e-06 109/262 [===========>..................] - ETA: 0s - loss: 3.9983e-06 144/262 [===============>..............] - ETA: 0s - loss: 3.7548e-06 180/262 [===================>..........] - ETA: 0s - loss: 4.0179e-06 212/262 [=======================>......] - ETA: 0s - loss: 6.9852e-06 251/262 [===========================>..] - ETA: 0s - loss: 6.6712e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.5411e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.9777e-06 42/262 [===>..........................] - ETA: 0s - loss: 4.7108e-06 79/262 [========>.....................] - ETA: 0s - loss: 3.8548e-06 117/262 [============>.................] - ETA: 0s - loss: 3.8013e-06 155/262 [================>.............] - ETA: 0s - loss: 3.6803e-06 193/262 [=====================>........] - ETA: 0s - loss: 3.4595e-06 231/262 [=========================>....] - ETA: 0s - loss: 4.5374e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.4376e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.5012e-06 40/262 [===>..........................] - ETA: 0s - loss: 2.5601e-06 78/262 [=======>......................] - ETA: 0s - loss: 3.2559e-06 112/262 [===========>..................] - ETA: 0s - loss: 2.9506e-06 145/262 [===============>..............] - ETA: 0s - loss: 2.8014e-06 183/262 [===================>..........] - ETA: 0s - loss: 2.6681e-06 221/262 [========================>.....] - ETA: 0s - loss: 3.6339e-06 253/262 [===========================>..] - ETA: 0s - loss: 3.6384e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.5575e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.6788e-05 36/262 [===>..........................] - ETA: 0s - loss: 3.0783e-06 74/262 [=======>......................] - ETA: 0s - loss: 2.3489e-06 111/262 [===========>..................] - ETA: 0s - loss: 3.9000e-06 146/262 [===============>..............] - ETA: 0s - loss: 3.5944e-06 184/262 [====================>.........] - ETA: 0s - loss: 3.3982e-06 219/262 [========================>.....] - ETA: 0s - loss: 3.0555e-06 257/262 [============================>.] - ETA: 0s - loss: 2.8606e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.8361e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.0949e-06 31/262 [==>...........................] - ETA: 0s - loss: 2.2413e-06 66/262 [======>.......................] - ETA: 0s - loss: 1.9000e-06 99/262 [==========>...................] - ETA: 0s - loss: 1.8514e-06 129/262 [=============>................] - ETA: 0s - loss: 1.6674e-06 163/262 [=================>............] - ETA: 0s - loss: 1.9682e-06 199/262 [=====================>........] - ETA: 0s - loss: 1.8060e-06 235/262 [=========================>....] - ETA: 0s - loss: 1.8156e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.5152e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.3566e-06 32/262 [==>...........................] - ETA: 0s - loss: 1.5872e-06 65/262 [======>.......................] - ETA: 0s - loss: 1.7933e-06 101/262 [==========>...................] - ETA: 0s - loss: 1.5619e-06 137/262 [==============>...............] - ETA: 0s - loss: 2.5556e-06 161/262 [=================>............] - ETA: 0s - loss: 2.4238e-06 194/262 [=====================>........] - ETA: 0s - loss: 2.3399e-06 225/262 [========================>.....] - ETA: 0s - loss: 2.2103e-06 252/262 [===========================>..] - ETA: 0s - loss: 2.1210e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.0713e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 654, 0 KNN fn, tp: 0, 10 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 4/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 54s - loss: 0.2133 40/262 [===>..........................] - ETA: 0s - loss: 0.1261  77/262 [=======>......................] - ETA: 0s - loss: 0.0656 117/262 [============>.................] - ETA: 0s - loss: 0.0432 156/262 [================>.............] - ETA: 0s - loss: 0.0324 195/262 [=====================>........] - ETA: 0s - loss: 0.0259 231/262 [=========================>....] - ETA: 0s - loss: 0.0219 262/262 [==============================] - 1s 1ms/step - loss: 0.0194 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 7.1008e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.3498e-05 81/262 [========>.....................] - ETA: 0s - loss: 1.6063e-05 117/262 [============>.................] - ETA: 0s - loss: 1.3700e-05 155/262 [================>.............] - ETA: 0s - loss: 1.3233e-05 193/262 [=====================>........] - ETA: 0s - loss: 1.2279e-05 231/262 [=========================>....] - ETA: 0s - loss: 1.4471e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.3845e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 8.0625e-06 40/262 [===>..........................] - ETA: 0s - loss: 2.3062e-05 80/262 [========>.....................] - ETA: 0s - loss: 1.5425e-05 119/262 [============>.................] - ETA: 0s - loss: 1.2742e-05 159/262 [=================>............] - ETA: 0s - loss: 1.2080e-05 198/262 [=====================>........] - ETA: 0s - loss: 1.1178e-05 238/262 [==========================>...] - ETA: 0s - loss: 1.0534e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.0011e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.6909e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.4556e-05 79/262 [========>.....................] - ETA: 0s - loss: 1.2684e-05 114/262 [============>.................] - ETA: 0s - loss: 9.7595e-06 145/262 [===============>..............] - ETA: 0s - loss: 1.0220e-05 177/262 [===================>..........] - ETA: 0s - loss: 9.4165e-06 214/262 [=======================>......] - ETA: 0s - loss: 8.6516e-06 254/262 [============================>.] - ETA: 0s - loss: 7.8561e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.7091e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 3.7376e-06 41/262 [===>..........................] - ETA: 0s - loss: 3.3609e-06 80/262 [========>.....................] - ETA: 0s - loss: 7.4407e-06 119/262 [============>.................] - ETA: 0s - loss: 7.6070e-06 158/262 [=================>............] - ETA: 0s - loss: 7.1177e-06 196/262 [=====================>........] - ETA: 0s - loss: 6.4339e-06 235/262 [=========================>....] - ETA: 0s - loss: 5.8179e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.4299e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 4.7924e-07 40/262 [===>..........................] - ETA: 0s - loss: 2.3785e-06 80/262 [========>.....................] - ETA: 0s - loss: 2.1981e-06 118/262 [============>.................] - ETA: 0s - loss: 5.6238e-06 158/262 [=================>............] - ETA: 0s - loss: 5.4006e-06 196/262 [=====================>........] - ETA: 0s - loss: 5.1961e-06 236/262 [==========================>...] - ETA: 0s - loss: 5.2694e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.3204e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 9.9883e-08 41/262 [===>..........................] - ETA: 0s - loss: 2.6572e-06 80/262 [========>.....................] - ETA: 0s - loss: 2.8238e-06 118/262 [============>.................] - ETA: 0s - loss: 3.9137e-06 157/262 [================>.............] - ETA: 0s - loss: 3.4992e-06 195/262 [=====================>........] - ETA: 0s - loss: 3.1166e-06 235/262 [=========================>....] - ETA: 0s - loss: 3.9811e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.9758e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.3324e-06 38/262 [===>..........................] - ETA: 0s - loss: 1.8571e-06 77/262 [=======>......................] - ETA: 0s - loss: 2.1425e-06 114/262 [============>.................] - ETA: 0s - loss: 1.9071e-06 154/262 [================>.............] - ETA: 0s - loss: 3.6837e-06 191/262 [====================>.........] - ETA: 0s - loss: 3.6731e-06 229/262 [=========================>....] - ETA: 0s - loss: 3.3885e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.2989e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 9.5709e-07 37/262 [===>..........................] - ETA: 0s - loss: 2.1729e-06 76/262 [=======>......................] - ETA: 0s - loss: 1.7394e-06 116/262 [============>.................] - ETA: 0s - loss: 2.2209e-06 156/262 [================>.............] - ETA: 0s - loss: 2.0408e-06 196/262 [=====================>........] - ETA: 0s - loss: 2.6054e-06 236/262 [==========================>...] - ETA: 0s - loss: 2.5572e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.8657e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 3.7974e-06 40/262 [===>..........................] - ETA: 0s - loss: 2.2779e-06 78/262 [=======>......................] - ETA: 0s - loss: 2.2732e-06 118/262 [============>.................] - ETA: 0s - loss: 3.3511e-06 152/262 [================>.............] - ETA: 0s - loss: 2.8518e-06 186/262 [====================>.........] - ETA: 0s - loss: 2.7759e-06 218/262 [=======================>......] - ETA: 0s - loss: 2.7320e-06 257/262 [============================>.] - ETA: 0s - loss: 2.4556e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.4236e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 651, 3 KNN fn, tp: 0, 10 KNN f1 score: 0.870 KNN cohens kappa score: 0.867 ------ Step 4/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 54s - loss: 7.9445e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.2636  79/262 [========>.....................] - ETA: 0s - loss: 0.7552 118/262 [============>.................] - ETA: 0s - loss: 0.5059 157/262 [================>.............] - ETA: 0s - loss: 0.3803 197/262 [=====================>........] - ETA: 0s - loss: 0.3031 235/262 [=========================>....] - ETA: 0s - loss: 0.2541 262/262 [==============================] - 1s 1ms/step - loss: 0.2285 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.9684e-05 37/262 [===>..........................] - ETA: 0s - loss: 2.2624e-05 69/262 [======>.......................] - ETA: 0s - loss: 3.1056e-05 104/262 [==========>...................] - ETA: 0s - loss: 3.3009e-05 140/262 [===============>..............] - ETA: 0s - loss: 3.4502e-05 179/262 [===================>..........] - ETA: 0s - loss: 3.3879e-05 219/262 [========================>.....] - ETA: 0s - loss: 3.2773e-05 256/262 [============================>.] - ETA: 0s - loss: 3.5496e-05 262/262 [==============================] - 0s 1ms/step - loss: 3.5581e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.9676e-05 40/262 [===>..........................] - ETA: 0s - loss: 2.5716e-05 80/262 [========>.....................] - ETA: 0s - loss: 2.2532e-05 118/262 [============>.................] - ETA: 0s - loss: 2.4536e-05 158/262 [=================>............] - ETA: 0s - loss: 2.5789e-05 197/262 [=====================>........] - ETA: 0s - loss: 2.4610e-05 235/262 [=========================>....] - ETA: 0s - loss: 2.6209e-05 262/262 [==============================] - 0s 1ms/step - loss: 2.5278e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 4.2331e-05 39/262 [===>..........................] - ETA: 0s - loss: 2.1596e-05 79/262 [========>.....................] - ETA: 0s - loss: 1.8899e-05 119/262 [============>.................] - ETA: 0s - loss: 1.9745e-05 158/262 [=================>............] - ETA: 0s - loss: 1.9030e-05 196/262 [=====================>........] - ETA: 0s - loss: 2.0562e-05 233/262 [=========================>....] - ETA: 0s - loss: 1.9637e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.9442e-05 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 8.3548e-06 40/262 [===>..........................] - ETA: 0s - loss: 1.6994e-05 79/262 [========>.....................] - ETA: 0s - loss: 1.5806e-05 119/262 [============>.................] - ETA: 0s - loss: 1.8826e-05 159/262 [=================>............] - ETA: 0s - loss: 1.7147e-05 199/262 [=====================>........] - ETA: 0s - loss: 1.6701e-05 238/262 [==========================>...] - ETA: 0s - loss: 1.6095e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.5817e-05 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 2.7350e-06 38/262 [===>..........................] - ETA: 0s - loss: 1.6108e-05 77/262 [=======>......................] - ETA: 0s - loss: 1.8761e-05 116/262 [============>.................] - ETA: 0s - loss: 1.6713e-05 154/262 [================>.............] - ETA: 0s - loss: 1.5650e-05 194/262 [=====================>........] - ETA: 0s - loss: 1.4046e-05 234/262 [=========================>....] - ETA: 0s - loss: 1.3480e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.3060e-05 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 4.3854e-06 40/262 [===>..........................] - ETA: 0s - loss: 8.3742e-06 79/262 [========>.....................] - ETA: 0s - loss: 7.8338e-06 118/262 [============>.................] - ETA: 0s - loss: 8.8933e-06 155/262 [================>.............] - ETA: 0s - loss: 1.1227e-05 194/262 [=====================>........] - ETA: 0s - loss: 1.1176e-05 235/262 [=========================>....] - ETA: 0s - loss: 1.1225e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.0874e-05 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 9.4066e-06 40/262 [===>..........................] - ETA: 0s - loss: 1.7527e-05 79/262 [========>.....................] - ETA: 0s - loss: 1.2589e-05 114/262 [============>.................] - ETA: 0s - loss: 1.1355e-05 148/262 [===============>..............] - ETA: 0s - loss: 1.0052e-05 181/262 [===================>..........] - ETA: 0s - loss: 9.9888e-06 219/262 [========================>.....] - ETA: 0s - loss: 9.5452e-06 259/262 [============================>.] - ETA: 0s - loss: 8.7927e-06 262/262 [==============================] - 0s 1ms/step - loss: 8.7335e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.3776e-06 41/262 [===>..........................] - ETA: 0s - loss: 7.1002e-06 80/262 [========>.....................] - ETA: 0s - loss: 6.1454e-06 120/262 [============>.................] - ETA: 0s - loss: 6.1553e-06 160/262 [=================>............] - ETA: 0s - loss: 5.7353e-06 197/262 [=====================>........] - ETA: 0s - loss: 5.6737e-06 236/262 [==========================>...] - ETA: 0s - loss: 5.5289e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.4492e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 4.9578e-06 40/262 [===>..........................] - ETA: 0s - loss: 5.0254e-06 79/262 [========>.....................] - ETA: 0s - loss: 5.3780e-06 119/262 [============>.................] - ETA: 0s - loss: 4.9711e-06 158/262 [=================>............] - ETA: 0s - loss: 5.0027e-06 196/262 [=====================>........] - ETA: 0s - loss: 4.6249e-06 235/262 [=========================>....] - ETA: 0s - loss: 6.3698e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.1608e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 654, 0 KNN fn, tp: 0, 10 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 4/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 1:50 - loss: 8.2129e-09 41/262 [===>..........................] - ETA: 0s - loss: 0.4690  81/262 [========>.....................] - ETA: 0s - loss: 0.2375 116/262 [============>.................] - ETA: 0s - loss: 0.1658 156/262 [================>.............] - ETA: 0s - loss: 0.1233 195/262 [=====================>........] - ETA: 0s - loss: 0.0993 235/262 [=========================>....] - ETA: 0s - loss: 0.0826 262/262 [==============================] - 1s 1ms/step - loss: 0.0743 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 4.5157e-06 41/262 [===>..........................] - ETA: 0s - loss: 8.9631e-06 80/262 [========>.....................] - ETA: 0s - loss: 1.0909e-05 120/262 [============>.................] - ETA: 0s - loss: 1.1484e-05 158/262 [=================>............] - ETA: 0s - loss: 1.0988e-05 197/262 [=====================>........] - ETA: 0s - loss: 1.2858e-05 236/262 [==========================>...] - ETA: 0s - loss: 1.1796e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.1214e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.8492e-06 41/262 [===>..........................] - ETA: 0s - loss: 6.2740e-06 80/262 [========>.....................] - ETA: 0s - loss: 8.3289e-06 120/262 [============>.................] - ETA: 0s - loss: 7.0625e-06 160/262 [=================>............] - ETA: 0s - loss: 6.3832e-06 194/262 [=====================>........] - ETA: 0s - loss: 6.1215e-06 230/262 [=========================>....] - ETA: 0s - loss: 6.3614e-06 260/262 [============================>.] - ETA: 0s - loss: 6.2870e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.2696e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.2799e-06 31/262 [==>...........................] - ETA: 0s - loss: 4.6752e-06 64/262 [======>.......................] - ETA: 0s - loss: 5.7270e-06 100/262 [==========>...................] - ETA: 0s - loss: 4.7945e-06 141/262 [===============>..............] - ETA: 0s - loss: 4.3644e-06 181/262 [===================>..........] - ETA: 0s - loss: 4.1700e-06 221/262 [========================>.....] - ETA: 0s - loss: 4.0884e-06 262/262 [==============================] - ETA: 0s - loss: 4.3197e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.3197e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.5377e-06 39/262 [===>..........................] - ETA: 0s - loss: 5.4374e-06 79/262 [========>.....................] - ETA: 0s - loss: 3.8114e-06 117/262 [============>.................] - ETA: 0s - loss: 3.4150e-06 156/262 [================>.............] - ETA: 0s - loss: 3.2914e-06 194/262 [=====================>........] - ETA: 0s - loss: 2.9975e-06 232/262 [=========================>....] - ETA: 0s - loss: 2.7680e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.1472e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 8.7305e-07 41/262 [===>..........................] - ETA: 0s - loss: 3.0848e-06 77/262 [=======>......................] - ETA: 0s - loss: 2.2700e-06 117/262 [============>.................] - ETA: 0s - loss: 1.9703e-06 153/262 [================>.............] - ETA: 0s - loss: 2.5860e-06 193/262 [=====================>........] - ETA: 0s - loss: 2.3932e-06 232/262 [=========================>....] - ETA: 0s - loss: 2.5070e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.4053e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.4107e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.9726e-06 80/262 [========>.....................] - ETA: 0s - loss: 3.0165e-06 120/262 [============>.................] - ETA: 0s - loss: 2.4399e-06 158/262 [=================>............] - ETA: 0s - loss: 2.1769e-06 197/262 [=====================>........] - ETA: 0s - loss: 2.0612e-06 235/262 [=========================>....] - ETA: 0s - loss: 1.8795e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.8234e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 5.9553e-07 37/262 [===>..........................] - ETA: 0s - loss: 1.3531e-06 77/262 [=======>......................] - ETA: 0s - loss: 1.9626e-06 117/262 [============>.................] - ETA: 0s - loss: 2.1378e-06 157/262 [================>.............] - ETA: 0s - loss: 1.9590e-06 195/262 [=====================>........] - ETA: 0s - loss: 1.7557e-06 232/262 [=========================>....] - ETA: 0s - loss: 1.6258e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.5400e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 1.9543e-06 42/262 [===>..........................] - ETA: 0s - loss: 1.1714e-06 82/262 [========>.....................] - ETA: 0s - loss: 1.0058e-06 123/262 [=============>................] - ETA: 0s - loss: 9.3261e-07 161/262 [=================>............] - ETA: 0s - loss: 8.8453e-07 199/262 [=====================>........] - ETA: 0s - loss: 1.3464e-06 235/262 [=========================>....] - ETA: 0s - loss: 1.2812e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2237e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.1971e-06 37/262 [===>..........................] - ETA: 0s - loss: 6.4306e-07 68/262 [======>.......................] - ETA: 0s - loss: 8.1679e-07 101/262 [==========>...................] - ETA: 0s - loss: 7.1574e-07 135/262 [==============>...............] - ETA: 0s - loss: 7.5503e-07 175/262 [===================>..........] - ETA: 0s - loss: 9.5529e-07 214/262 [=======================>......] - ETA: 0s - loss: 1.0551e-06 254/262 [============================>.] - ETA: 0s - loss: 9.8795e-07 262/262 [==============================] - 0s 1ms/step - loss: 9.8451e-07 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 653, 1 KNN fn, tp: 0, 10 KNN f1 score: 0.952 KNN cohens kappa score: 0.952 ------ Step 4/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2576 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 46s - loss: 0.0024 40/262 [===>..........................] - ETA: 0s - loss: 0.1885  80/262 [========>.....................] - ETA: 0s - loss: 0.0970 120/262 [============>.................] - ETA: 0s - loss: 0.0647 161/262 [=================>............] - ETA: 0s - loss: 0.0482 201/262 [======================>.......] - ETA: 0s - loss: 0.0386 239/262 [==========================>...] - ETA: 0s - loss: 0.0325 262/262 [==============================] - 1s 1ms/step - loss: 0.0297 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 7.4473e-08 40/262 [===>..........................] - ETA: 0s - loss: 1.1027e-05 80/262 [========>.....................] - ETA: 0s - loss: 5.9470e-06 120/262 [============>.................] - ETA: 0s - loss: 5.2538e-06 159/262 [=================>............] - ETA: 0s - loss: 9.4021e-06 199/262 [=====================>........] - ETA: 0s - loss: 1.3826e-05 238/262 [==========================>...] - ETA: 0s - loss: 1.1755e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.0868e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 4.6739e-07 40/262 [===>..........................] - ETA: 0s - loss: 3.5964e-06 79/262 [========>.....................] - ETA: 0s - loss: 3.5247e-06 119/262 [============>.................] - ETA: 0s - loss: 4.1578e-06 158/262 [=================>............] - ETA: 0s - loss: 3.7732e-06 195/262 [=====================>........] - ETA: 0s - loss: 3.2474e-06 235/262 [=========================>....] - ETA: 0s - loss: 4.5057e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.2501e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.3226e-06 40/262 [===>..........................] - ETA: 0s - loss: 9.6816e-07 78/262 [=======>......................] - ETA: 0s - loss: 5.5502e-06 116/262 [============>.................] - ETA: 0s - loss: 5.1807e-06 152/262 [================>.............] - ETA: 0s - loss: 4.6639e-06 191/262 [====================>.........] - ETA: 0s - loss: 3.8896e-06 230/262 [=========================>....] - ETA: 0s - loss: 3.3095e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.1889e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 8.8982e-08 40/262 [===>..........................] - ETA: 0s - loss: 1.5646e-06 79/262 [========>.....................] - ETA: 0s - loss: 1.6102e-06 119/262 [============>.................] - ETA: 0s - loss: 1.7975e-06 157/262 [================>.............] - ETA: 0s - loss: 1.5959e-06 191/262 [====================>.........] - ETA: 0s - loss: 1.4645e-06 227/262 [========================>.....] - ETA: 0s - loss: 1.5831e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.3515e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.4926e-05 39/262 [===>..........................] - ETA: 0s - loss: 2.9925e-06 79/262 [========>.....................] - ETA: 0s - loss: 2.0723e-06 119/262 [============>.................] - ETA: 0s - loss: 1.6081e-06 158/262 [=================>............] - ETA: 0s - loss: 1.3053e-06 196/262 [=====================>........] - ETA: 0s - loss: 1.1189e-06 234/262 [=========================>....] - ETA: 0s - loss: 2.1706e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.0503e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 3.7516e-06 34/262 [==>...........................] - ETA: 0s - loss: 1.4299e-06 67/262 [======>.......................] - ETA: 0s - loss: 1.7397e-06 105/262 [===========>..................] - ETA: 0s - loss: 2.3355e-06 144/262 [===============>..............] - ETA: 0s - loss: 1.9067e-06 184/262 [====================>.........] - ETA: 0s - loss: 2.0894e-06 224/262 [========================>.....] - ETA: 0s - loss: 1.7794e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.6357e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 4.4382e-07 41/262 [===>..........................] - ETA: 0s - loss: 7.6134e-07 80/262 [========>.....................] - ETA: 0s - loss: 8.1706e-07 120/262 [============>.................] - ETA: 0s - loss: 1.0829e-06 160/262 [=================>............] - ETA: 0s - loss: 8.8362e-07 200/262 [=====================>........] - ETA: 0s - loss: 1.6427e-06 240/262 [==========================>...] - ETA: 0s - loss: 1.5697e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.4562e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.1306e-07 41/262 [===>..........................] - ETA: 0s - loss: 5.1755e-07 80/262 [========>.....................] - ETA: 0s - loss: 4.0037e-07 120/262 [============>.................] - ETA: 0s - loss: 4.0166e-07 160/262 [=================>............] - ETA: 0s - loss: 4.1009e-07 200/262 [=====================>........] - ETA: 0s - loss: 1.1040e-06 238/262 [==========================>...] - ETA: 0s - loss: 1.1844e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.1962e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.5000e-07 38/262 [===>..........................] - ETA: 0s - loss: 6.2019e-07 78/262 [=======>......................] - ETA: 0s - loss: 9.5016e-07 117/262 [============>.................] - ETA: 0s - loss: 7.4498e-07 155/262 [================>.............] - ETA: 0s - loss: 6.8791e-07 194/262 [=====================>........] - ETA: 0s - loss: 7.0371e-07 232/262 [=========================>....] - ETA: 0s - loss: 6.1105e-07 262/262 [==============================] - 0s 1ms/step - loss: 1.1396e-06 -> test with GAN.predict GAN tn, fp: 651, 0 GAN fn, tp: 0, 9 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 650, 1 LR fn, tp: 0, 9 LR f1 score: 0.947 LR cohens kappa score: 0.947 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 651, 0 RF fn, tp: 0, 9 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 651, 0 GB fn, tp: 0, 9 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 650, 1 KNN fn, tp: 0, 9 KNN f1 score: 0.947 KNN cohens kappa score: 0.947 ====== Step 5/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 5/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 51s - loss: 0.4141 38/262 [===>..........................] - ETA: 0s - loss: 0.3612  75/262 [=======>......................] - ETA: 0s - loss: 0.1833 110/262 [===========>..................] - ETA: 0s - loss: 0.1250 146/262 [===============>..............] - ETA: 0s - loss: 0.0942 180/262 [===================>..........] - ETA: 0s - loss: 0.0764 216/262 [=======================>......] - ETA: 0s - loss: 0.0637 252/262 [===========================>..] - ETA: 0s - loss: 0.0546 262/262 [==============================] - 1s 1ms/step - loss: 0.0527 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.4989e-05 36/262 [===>..........................] - ETA: 0s - loss: 2.6812e-05 72/262 [=======>......................] - ETA: 0s - loss: 2.6534e-05 107/262 [===========>..................] - ETA: 0s - loss: 2.5280e-05 143/262 [===============>..............] - ETA: 0s - loss: 2.7570e-05 180/262 [===================>..........] - ETA: 0s - loss: 2.5846e-05 216/262 [=======================>......] - ETA: 0s - loss: 2.3467e-05 254/262 [============================>.] - ETA: 0s - loss: 2.1813e-05 262/262 [==============================] - 0s 1ms/step - loss: 2.1444e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 4.8508e-06 38/262 [===>..........................] - ETA: 0s - loss: 1.5998e-05 72/262 [=======>......................] - ETA: 0s - loss: 1.4673e-05 110/262 [===========>..................] - ETA: 0s - loss: 2.0008e-05 146/262 [===============>..............] - ETA: 0s - loss: 1.7766e-05 181/262 [===================>..........] - ETA: 0s - loss: 1.6910e-05 218/262 [=======================>......] - ETA: 0s - loss: 1.5710e-05 254/262 [============================>.] - ETA: 0s - loss: 1.4787e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.4600e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.7986e-05 37/262 [===>..........................] - ETA: 0s - loss: 1.2125e-05 73/262 [=======>......................] - ETA: 0s - loss: 1.6234e-05 108/262 [===========>..................] - ETA: 0s - loss: 1.5355e-05 142/262 [===============>..............] - ETA: 0s - loss: 1.3755e-05 176/262 [===================>..........] - ETA: 0s - loss: 1.2374e-05 210/262 [=======================>......] - ETA: 0s - loss: 1.1618e-05 241/262 [==========================>...] - ETA: 0s - loss: 1.1354e-05 262/262 [==============================] - 0s 2ms/step - loss: 1.1309e-05 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 3.1372e-06 35/262 [===>..........................] - ETA: 0s - loss: 8.1074e-06 72/262 [=======>......................] - ETA: 0s - loss: 8.3420e-06 107/262 [===========>..................] - ETA: 0s - loss: 8.7885e-06 142/262 [===============>..............] - ETA: 0s - loss: 8.1475e-06 178/262 [===================>..........] - ETA: 0s - loss: 8.4598e-06 213/262 [=======================>......] - ETA: 0s - loss: 7.8342e-06 245/262 [===========================>..] - ETA: 0s - loss: 9.3384e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.2162e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 5.6809e-06 37/262 [===>..........................] - ETA: 0s - loss: 7.9702e-06 73/262 [=======>......................] - ETA: 0s - loss: 1.0988e-05 108/262 [===========>..................] - ETA: 0s - loss: 9.7746e-06 145/262 [===============>..............] - ETA: 0s - loss: 9.4486e-06 181/262 [===================>..........] - ETA: 0s - loss: 8.8253e-06 217/262 [=======================>......] - ETA: 0s - loss: 8.4487e-06 253/262 [===========================>..] - ETA: 0s - loss: 7.8273e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.7198e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.3180e-06 37/262 [===>..........................] - ETA: 0s - loss: 5.6516e-06 72/262 [=======>......................] - ETA: 0s - loss: 5.9849e-06 108/262 [===========>..................] - ETA: 0s - loss: 8.2573e-06 144/262 [===============>..............] - ETA: 0s - loss: 7.4407e-06 181/262 [===================>..........] - ETA: 0s - loss: 7.2075e-06 218/262 [=======================>......] - ETA: 0s - loss: 6.7552e-06 254/262 [============================>.] - ETA: 0s - loss: 6.7681e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.6962e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.1350e-06 37/262 [===>..........................] - ETA: 0s - loss: 4.8333e-06 74/262 [=======>......................] - ETA: 0s - loss: 4.9299e-06 109/262 [===========>..................] - ETA: 0s - loss: 4.7866e-06 145/262 [===============>..............] - ETA: 0s - loss: 6.8344e-06 180/262 [===================>..........] - ETA: 0s - loss: 6.5582e-06 216/262 [=======================>......] - ETA: 0s - loss: 6.1577e-06 252/262 [===========================>..] - ETA: 0s - loss: 5.9742e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.8576e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 8.9025e-07 37/262 [===>..........................] - ETA: 0s - loss: 3.0277e-06 72/262 [=======>......................] - ETA: 0s - loss: 2.8357e-06 107/262 [===========>..................] - ETA: 0s - loss: 3.1850e-06 142/262 [===============>..............] - ETA: 0s - loss: 5.3280e-06 178/262 [===================>..........] - ETA: 0s - loss: 5.1251e-06 213/262 [=======================>......] - ETA: 0s - loss: 5.1318e-06 250/262 [===========================>..] - ETA: 0s - loss: 4.9619e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.9862e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 8.2423e-07 37/262 [===>..........................] - ETA: 0s - loss: 5.3256e-06 72/262 [=======>......................] - ETA: 0s - loss: 4.0205e-06 103/262 [==========>...................] - ETA: 0s - loss: 3.5178e-06 133/262 [==============>...............] - ETA: 0s - loss: 3.3649e-06 166/262 [==================>...........] - ETA: 0s - loss: 3.0790e-06 199/262 [=====================>........] - ETA: 0s - loss: 3.3526e-06 235/262 [=========================>....] - ETA: 0s - loss: 4.3405e-06 262/262 [==============================] - 0s 2ms/step - loss: 4.2623e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 653, 1 KNN fn, tp: 0, 10 KNN f1 score: 0.952 KNN cohens kappa score: 0.952 ------ Step 5/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 52s - loss: 5.6583e-08 39/262 [===>..........................] - ETA: 0s - loss: 0.0882  76/262 [=======>......................] - ETA: 0s - loss: 0.0834 114/262 [============>.................] - ETA: 0s - loss: 0.0557 151/262 [================>.............] - ETA: 0s - loss: 0.0422 187/262 [====================>.........] - ETA: 0s - loss: 0.0341 223/262 [========================>.....] - ETA: 0s - loss: 0.0286 257/262 [============================>.] - ETA: 0s - loss: 0.0248 262/262 [==============================] - 1s 1ms/step - loss: 0.0244 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.4909e-05 33/262 [==>...........................] - ETA: 0s - loss: 2.4963e-05 62/262 [======>.......................] - ETA: 0s - loss: 2.0465e-05 92/262 [=========>....................] - ETA: 0s - loss: 3.4596e-05 119/262 [============>.................] - ETA: 0s - loss: 3.2284e-05 154/262 [================>.............] - ETA: 0s - loss: 2.8796e-05 190/262 [====================>.........] - ETA: 0s - loss: 3.7405e-05 224/262 [========================>.....] - ETA: 0s - loss: 3.6457e-05 259/262 [============================>.] - ETA: 0s - loss: 3.3628e-05 262/262 [==============================] - 0s 2ms/step - loss: 3.3399e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.2111e-05 36/262 [===>..........................] - ETA: 0s - loss: 3.1083e-05 71/262 [=======>......................] - ETA: 0s - loss: 2.1632e-05 107/262 [===========>..................] - ETA: 0s - loss: 3.1434e-05 142/262 [===============>..............] - ETA: 0s - loss: 2.7464e-05 178/262 [===================>..........] - ETA: 0s - loss: 2.4408e-05 211/262 [=======================>......] - ETA: 0s - loss: 2.2116e-05 246/262 [===========================>..] - ETA: 0s - loss: 2.0160e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.9455e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 4.2561e-06 37/262 [===>..........................] - ETA: 0s - loss: 5.3947e-06 73/262 [=======>......................] - ETA: 0s - loss: 5.5627e-06 107/262 [===========>..................] - ETA: 0s - loss: 5.5027e-06 143/262 [===============>..............] - ETA: 0s - loss: 5.3155e-06 177/262 [===================>..........] - ETA: 0s - loss: 1.0626e-05 213/262 [=======================>......] - ETA: 0s - loss: 1.5170e-05 248/262 [===========================>..] - ETA: 0s - loss: 1.5130e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.4774e-05 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.4165e-05 37/262 [===>..........................] - ETA: 0s - loss: 8.2929e-06 74/262 [=======>......................] - ETA: 0s - loss: 7.1409e-06 111/262 [===========>..................] - ETA: 0s - loss: 1.1964e-05 148/262 [===============>..............] - ETA: 0s - loss: 1.0764e-05 184/262 [====================>.........] - ETA: 0s - loss: 1.6392e-05 220/262 [========================>.....] - ETA: 0s - loss: 1.5935e-05 256/262 [============================>.] - ETA: 0s - loss: 1.4965e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.4794e-05 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 2.2411e-06 37/262 [===>..........................] - ETA: 0s - loss: 5.5193e-06 72/262 [=======>......................] - ETA: 0s - loss: 1.0934e-05 108/262 [===========>..................] - ETA: 0s - loss: 9.0928e-06 144/262 [===============>..............] - ETA: 0s - loss: 7.9626e-06 180/262 [===================>..........] - ETA: 0s - loss: 1.4426e-05 215/262 [=======================>......] - ETA: 0s - loss: 1.3486e-05 251/262 [===========================>..] - ETA: 0s - loss: 1.2352e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.1955e-05 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 5.9987e-06 37/262 [===>..........................] - ETA: 0s - loss: 3.7885e-06 73/262 [=======>......................] - ETA: 0s - loss: 8.2615e-06 110/262 [===========>..................] - ETA: 0s - loss: 6.8676e-06 145/262 [===============>..............] - ETA: 0s - loss: 1.2956e-05 178/262 [===================>..........] - ETA: 0s - loss: 1.2036e-05 208/262 [======================>.......] - ETA: 0s - loss: 1.0948e-05 241/262 [==========================>...] - ETA: 0s - loss: 1.0063e-05 262/262 [==============================] - 0s 1ms/step - loss: 9.5509e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.4049e-06 32/262 [==>...........................] - ETA: 0s - loss: 2.2723e-06 67/262 [======>.......................] - ETA: 0s - loss: 2.9438e-06 104/262 [==========>...................] - ETA: 0s - loss: 2.8158e-06 140/262 [===============>..............] - ETA: 0s - loss: 2.5335e-06 176/262 [===================>..........] - ETA: 0s - loss: 4.9564e-06 212/262 [=======================>......] - ETA: 0s - loss: 4.7170e-06 248/262 [===========================>..] - ETA: 0s - loss: 7.8626e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.8343e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 9.7735e-06 36/262 [===>..........................] - ETA: 0s - loss: 4.6588e-06 72/262 [=======>......................] - ETA: 0s - loss: 3.8640e-06 109/262 [===========>..................] - ETA: 0s - loss: 3.5340e-06 147/262 [===============>..............] - ETA: 0s - loss: 3.1698e-06 182/262 [===================>..........] - ETA: 0s - loss: 2.9328e-06 217/262 [=======================>......] - ETA: 0s - loss: 4.2070e-06 252/262 [===========================>..] - ETA: 0s - loss: 5.8903e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.9615e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.2488e-05 36/262 [===>..........................] - ETA: 0s - loss: 6.2142e-06 73/262 [=======>......................] - ETA: 0s - loss: 4.8803e-06 110/262 [===========>..................] - ETA: 0s - loss: 4.0054e-06 147/262 [===============>..............] - ETA: 0s - loss: 3.4801e-06 183/262 [===================>..........] - ETA: 0s - loss: 7.7313e-06 218/262 [=======================>......] - ETA: 0s - loss: 8.2247e-06 252/262 [===========================>..] - ETA: 0s - loss: 7.4598e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.2853e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 654, 0 KNN fn, tp: 0, 10 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 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 2:58 - loss: 1.7940e-08 16/262 [>.............................] - ETA: 0s - loss: 3.3741e-07  28/262 [==>...........................] - ETA: 0s - loss: 2.4631e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.1863  50/262 [====>.........................] - ETA: 0s - loss: 1.1002 63/262 [======>.......................] - ETA: 0s - loss: 0.8734 81/262 [========>.....................] - ETA: 0s - loss: 0.6793 97/262 [==========>...................] - ETA: 0s - loss: 0.5682 111/262 [===========>..................] - ETA: 0s - loss: 0.4965 121/262 [============>.................] - ETA: 0s - loss: 0.4555 134/262 [==============>...............] - ETA: 0s - loss: 0.4113 145/262 [===============>..............] - ETA: 0s - loss: 0.3801 158/262 [=================>............] - ETA: 0s - loss: 0.3488 173/262 [==================>...........] - ETA: 0s - loss: 0.3186 185/262 [====================>.........] - ETA: 0s - loss: 0.2979 196/262 [=====================>........] - ETA: 0s - loss: 0.2812 204/262 [======================>.......] - ETA: 0s - loss: 0.2702 218/262 [=======================>......] - ETA: 0s - loss: 0.2528 228/262 [=========================>....] - ETA: 0s - loss: 0.2417 242/262 [==========================>...] - ETA: 0s - loss: 0.2277 255/262 [============================>.] - ETA: 0s - loss: 0.2161 262/262 [==============================] - 2s 4ms/step - loss: 0.2109 Epoch 2/10 1/262 [..............................] - ETA: 1s - loss: 5.1738e-05 17/262 [>.............................] - ETA: 0s - loss: 5.3734e-06 30/262 [==>...........................] - ETA: 0s - loss: 4.1508e-06 44/262 [====>.........................] - ETA: 0s - loss: 3.6080e-06 58/262 [=====>........................] - ETA: 0s - loss: 3.2647e-06 75/262 [=======>......................] - ETA: 0s - loss: 3.7873e-06 88/262 [=========>....................] - ETA: 0s - loss: 3.6561e-06 104/262 [==========>...................] - ETA: 0s - loss: 3.5944e-06 116/262 [============>.................] - ETA: 0s - loss: 3.6106e-06 131/262 [==============>...............] - ETA: 0s - loss: 3.5077e-06 145/262 [===============>..............] - ETA: 0s - loss: 3.3437e-06 160/262 [=================>............] - ETA: 0s - loss: 3.2156e-06 173/262 [==================>...........] - ETA: 0s - loss: 3.0610e-06 184/262 [====================>.........] - ETA: 0s - loss: 2.9650e-06 197/262 [=====================>........] - ETA: 0s - loss: 2.9041e-06 210/262 [=======================>......] - ETA: 0s - loss: 4.4346e-06 227/262 [========================>.....] - ETA: 0s - loss: 4.2286e-06 241/262 [==========================>...] - ETA: 0s - loss: 4.1134e-06 250/262 [===========================>..] - ETA: 0s - loss: 4.0412e-06 262/262 [==============================] - 1s 4ms/step - loss: 4.0303e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 3.8242e-06 14/262 [>.............................] - ETA: 1s - loss: 3.3259e-06 27/262 [==>...........................] - ETA: 0s - loss: 2.9061e-06 38/262 [===>..........................] - ETA: 0s - loss: 2.6516e-06 48/262 [====>.........................] - ETA: 0s - loss: 2.7184e-06 69/262 [======>.......................] - ETA: 0s - loss: 2.7100e-06 82/262 [========>.....................] - ETA: 0s - loss: 2.5223e-06 93/262 [=========>....................] - ETA: 0s - loss: 2.4312e-06 105/262 [===========>..................] - ETA: 0s - loss: 2.3152e-06 118/262 [============>.................] - ETA: 0s - loss: 2.3131e-06 130/262 [=============>................] - ETA: 0s - loss: 2.3674e-06 141/262 [===============>..............] - ETA: 0s - loss: 2.3070e-06 156/262 [================>.............] - ETA: 0s - loss: 2.2239e-06 168/262 [==================>...........] - ETA: 0s - loss: 2.1646e-06 180/262 [===================>..........] - ETA: 0s - loss: 2.4219e-06 190/262 [====================>.........] - ETA: 0s - loss: 2.3749e-06 203/262 [======================>.......] - ETA: 0s - loss: 2.3589e-06 218/262 [=======================>......] - ETA: 0s - loss: 2.3627e-06 229/262 [=========================>....] - ETA: 0s - loss: 2.2922e-06 241/262 [==========================>...] - ETA: 0s - loss: 2.2255e-06 251/262 [===========================>..] - ETA: 0s - loss: 2.1808e-06 261/262 [============================>.] - ETA: 0s - loss: 3.2024e-06 262/262 [==============================] - 1s 4ms/step - loss: 3.1998e-06 Epoch 4/10 1/262 [..............................] - ETA: 1s - loss: 1.3872e-06 15/262 [>.............................] - ETA: 0s - loss: 1.2587e-06 26/262 [=>............................] - ETA: 0s - loss: 1.4604e-06 42/262 [===>..........................] - ETA: 0s - loss: 1.6548e-06 54/262 [=====>........................] - ETA: 0s - loss: 2.0648e-06 65/262 [======>.......................] - ETA: 0s - loss: 2.0225e-06 78/262 [=======>......................] - ETA: 0s - loss: 2.1661e-06 90/262 [=========>....................] - ETA: 0s - loss: 2.1674e-06 107/262 [===========>..................] - ETA: 0s - loss: 2.0210e-06 119/262 [============>.................] - ETA: 0s - loss: 1.9460e-06 136/262 [==============>...............] - ETA: 0s - loss: 1.8439e-06 148/262 [===============>..............] - ETA: 0s - loss: 1.8012e-06 164/262 [=================>............] - ETA: 0s - loss: 1.7892e-06 178/262 [===================>..........] - ETA: 0s - loss: 1.7939e-06 189/262 [====================>.........] - ETA: 0s - loss: 1.7546e-06 206/262 [======================>.......] - ETA: 0s - loss: 1.6836e-06 216/262 [=======================>......] - ETA: 0s - loss: 1.6432e-06 227/262 [========================>.....] - ETA: 0s - loss: 1.8579e-06 243/262 [==========================>...] - ETA: 0s - loss: 1.8321e-06 257/262 [============================>.] - ETA: 0s - loss: 2.6192e-06 262/262 [==============================] - 1s 4ms/step - loss: 2.6538e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.2216e-06 14/262 [>.............................] - ETA: 1s - loss: 1.2026e-06 27/262 [==>...........................] - ETA: 0s - loss: 1.7290e-06 37/262 [===>..........................] - ETA: 0s - loss: 1.7538e-06 50/262 [====>.........................] - ETA: 0s - loss: 1.5564e-06 63/262 [======>.......................] - ETA: 0s - loss: 1.7916e-06 75/262 [=======>......................] - ETA: 0s - loss: 1.8463e-06 88/262 [=========>....................] - ETA: 0s - loss: 1.7477e-06 100/262 [==========>...................] - ETA: 0s - loss: 1.7525e-06 112/262 [===========>..................] - ETA: 0s - loss: 1.9664e-06 123/262 [=============>................] - ETA: 0s - loss: 1.8910e-06 134/262 [==============>...............] - ETA: 0s - loss: 1.8238e-06 145/262 [===============>..............] - ETA: 0s - loss: 1.7743e-06 156/262 [================>.............] - ETA: 0s - loss: 1.7885e-06 173/262 [==================>...........] - ETA: 0s - loss: 1.7237e-06 188/262 [====================>.........] - ETA: 0s - loss: 1.6680e-06 201/262 [======================>.......] - ETA: 0s - loss: 2.4794e-06 214/262 [=======================>......] - ETA: 0s - loss: 2.4111e-06 226/262 [========================>.....] - ETA: 0s - loss: 2.3489e-06 238/262 [==========================>...] - ETA: 0s - loss: 2.3457e-06 251/262 [===========================>..] - ETA: 0s - loss: 2.3125e-06 262/262 [==============================] - ETA: 0s - loss: 2.2589e-06 262/262 [==============================] - 1s 4ms/step - loss: 2.2589e-06 Epoch 6/10 1/262 [..............................] - ETA: 1s - loss: 8.1239e-07 13/262 [>.............................] - ETA: 1s - loss: 2.2198e-06 24/262 [=>............................] - ETA: 1s - loss: 2.1849e-06 34/262 [==>...........................] - ETA: 1s - loss: 1.7766e-06 47/262 [====>.........................] - ETA: 0s - loss: 4.4360e-06 56/262 [=====>........................] - ETA: 0s - loss: 4.0031e-06 70/262 [=======>......................] - ETA: 0s - loss: 3.4888e-06 80/262 [========>.....................] - ETA: 0s - loss: 3.2693e-06 90/262 [=========>....................] - ETA: 0s - loss: 3.1127e-06 105/262 [===========>..................] - ETA: 0s - loss: 2.8164e-06 114/262 [============>.................] - ETA: 0s - loss: 2.6661e-06 126/262 [=============>................] - ETA: 0s - loss: 2.5184e-06 136/262 [==============>...............] - ETA: 0s - loss: 2.3745e-06 147/262 [===============>..............] - ETA: 0s - loss: 2.2577e-06 156/262 [================>.............] - ETA: 0s - loss: 2.1843e-06 168/262 [==================>...........] - ETA: 0s - loss: 2.0804e-06 178/262 [===================>..........] - ETA: 0s - loss: 2.1769e-06 191/262 [====================>.........] - ETA: 0s - loss: 2.1152e-06 203/262 [======================>.......] - ETA: 0s - loss: 2.0241e-06 213/262 [=======================>......] - ETA: 0s - loss: 1.9682e-06 226/262 [========================>.....] - ETA: 0s - loss: 1.9363e-06 237/262 [==========================>...] - ETA: 0s - loss: 1.8885e-06 249/262 [===========================>..] - ETA: 0s - loss: 1.8344e-06 261/262 [============================>.] - ETA: 0s - loss: 1.8486e-06 262/262 [==============================] - 1s 5ms/step - loss: 1.8466e-06 Epoch 7/10 1/262 [..............................] - ETA: 1s - loss: 9.6493e-07 12/262 [>.............................] - ETA: 1s - loss: 8.2443e-07 24/262 [=>............................] - ETA: 1s - loss: 8.2390e-07 34/262 [==>...........................] - ETA: 1s - loss: 9.0884e-07 44/262 [====>.........................] - ETA: 1s - loss: 8.6033e-07 56/262 [=====>........................] - ETA: 0s - loss: 1.0237e-06 68/262 [======>.......................] - ETA: 0s - loss: 9.9819e-07 77/262 [=======>......................] - ETA: 0s - loss: 9.8965e-07 93/262 [=========>....................] - ETA: 0s - loss: 1.4192e-06 104/262 [==========>...................] - ETA: 0s - loss: 1.3362e-06 120/262 [============>.................] - ETA: 0s - loss: 2.6669e-06 131/262 [==============>...............] - ETA: 0s - loss: 2.5651e-06 142/262 [===============>..............] - ETA: 0s - loss: 2.4408e-06 153/262 [================>.............] - ETA: 0s - loss: 2.3166e-06 164/262 [=================>............] - ETA: 0s - loss: 2.2353e-06 175/262 [===================>..........] - ETA: 0s - loss: 2.1304e-06 186/262 [====================>.........] - ETA: 0s - loss: 2.0551e-06 197/262 [=====================>........] - ETA: 0s - loss: 2.0010e-06 208/262 [======================>.......] - ETA: 0s - loss: 1.9286e-06 219/262 [========================>.....] - ETA: 0s - loss: 1.8651e-06 228/262 [=========================>....] - ETA: 0s - loss: 1.8134e-06 238/262 [==========================>...] - ETA: 0s - loss: 1.7795e-06 248/262 [===========================>..] - ETA: 0s - loss: 1.7350e-06 257/262 [============================>.] - ETA: 0s - loss: 1.7035e-06 262/262 [==============================] - 1s 5ms/step - loss: 1.6807e-06 Epoch 8/10 1/262 [..............................] - ETA: 1s - loss: 4.6561e-07 10/262 [>.............................] - ETA: 1s - loss: 1.4979e-06 18/262 [=>............................] - ETA: 1s - loss: 8.7291e-06 26/262 [=>............................] - ETA: 1s - loss: 6.2108e-06 38/262 [===>..........................] - ETA: 1s - loss: 4.4057e-06 48/262 [====>.........................] - ETA: 1s - loss: 3.6953e-06 58/262 [=====>........................] - ETA: 1s - loss: 3.2027e-06 67/262 [======>.......................] - ETA: 1s - loss: 2.8662e-06 76/262 [=======>......................] - ETA: 1s - loss: 2.6238e-06 85/262 [========>.....................] - ETA: 0s - loss: 2.4123e-06 95/262 [=========>....................] - ETA: 0s - loss: 2.2658e-06 105/262 [===========>..................] - ETA: 0s - loss: 2.1632e-06 114/262 [============>.................] - ETA: 0s - loss: 2.0445e-06 124/262 [=============>................] - ETA: 0s - loss: 1.9205e-06 134/262 [==============>...............] - ETA: 0s - loss: 1.8252e-06 143/262 [===============>..............] - ETA: 0s - loss: 1.7369e-06 156/262 [================>.............] - ETA: 0s - loss: 1.6452e-06 165/262 [=================>............] - ETA: 0s - loss: 1.5723e-06 174/262 [==================>...........] - ETA: 0s - loss: 1.5052e-06 184/262 [====================>.........] - ETA: 0s - loss: 1.4438e-06 194/262 [=====================>........] - ETA: 0s - loss: 1.3974e-06 204/262 [======================>.......] - ETA: 0s - loss: 1.3442e-06 218/262 [=======================>......] - ETA: 0s - loss: 1.2779e-06 228/262 [=========================>....] - ETA: 0s - loss: 1.2516e-06 238/262 [==========================>...] - ETA: 0s - loss: 1.2254e-06 249/262 [===========================>..] - ETA: 0s - loss: 1.1894e-06 259/262 [============================>.] - ETA: 0s - loss: 1.1753e-06 262/262 [==============================] - 1s 5ms/step - loss: 1.1668e-06 Epoch 9/10 1/262 [..............................] - ETA: 1s - loss: 1.7780e-07 11/262 [>.............................] - ETA: 1s - loss: 2.6222e-07 20/262 [=>............................] - ETA: 1s - loss: 2.8807e-06 29/262 [==>...........................] - ETA: 1s - loss: 2.0811e-06 38/262 [===>..........................] - ETA: 1s - loss: 1.6905e-06 49/262 [====>.........................] - 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ETA: 1s - loss: 4.5982e-07 68/262 [======>.......................] - ETA: 1s - loss: 2.0691e-06 76/262 [=======>......................] - ETA: 1s - loss: 1.9185e-06 86/262 [========>.....................] - ETA: 0s - loss: 1.8035e-06 96/262 [=========>....................] - ETA: 0s - loss: 1.7010e-06 104/262 [==========>...................] - ETA: 0s - loss: 1.6257e-06 113/262 [===========>..................] - ETA: 0s - loss: 1.5434e-06 126/262 [=============>................] - ETA: 0s - loss: 1.4498e-06 135/262 [==============>...............] - ETA: 0s - loss: 1.4792e-06 147/262 [===============>..............] - ETA: 0s - loss: 1.4039e-06 165/262 [=================>............] - ETA: 0s - loss: 1.2852e-06 186/262 [====================>.........] - ETA: 0s - loss: 1.2153e-06 202/262 [======================>.......] - ETA: 0s - loss: 1.1506e-06 213/262 [=======================>......] - ETA: 0s - loss: 1.1743e-06 224/262 [========================>.....] - ETA: 0s - loss: 1.1543e-06 233/262 [=========================>....] - ETA: 0s - loss: 1.1251e-06 243/262 [==========================>...] - ETA: 0s - loss: 1.0913e-06 253/262 [===========================>..] - ETA: 0s - loss: 1.0611e-06 262/262 [==============================] - ETA: 0s - loss: 1.0404e-06 262/262 [==============================] - 1s 5ms/step - loss: 1.0404e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 650, 4 KNN fn, tp: 2, 8 KNN f1 score: 0.727 KNN cohens kappa score: 0.723 ------ Step 5/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 3:42 - loss: 32.8481 7/262 [..............................] - ETA: 2s - loss: 5.9460  14/262 [>.............................] - ETA: 1s - loss: 2.9747 25/262 [=>............................] - ETA: 1s - loss: 1.7612 34/262 [==>...........................] - ETA: 1s - loss: 1.2955 45/262 [====>.........................] - ETA: 1s - loss: 0.9789 52/262 [====>.........................] - ETA: 1s - loss: 0.8472 62/262 [======>.......................] - ETA: 1s - loss: 0.7106 71/262 [=======>......................] - ETA: 1s - loss: 0.6205 81/262 [========>.....................] - ETA: 1s - loss: 0.5439 90/262 [=========>....................] - ETA: 1s - loss: 0.4895 97/262 [==========>...................] - ETA: 1s - loss: 0.4542 105/262 [===========>..................] - ETA: 0s - loss: 0.4196 114/262 [============>.................] - ETA: 0s - loss: 0.3865 126/262 [=============>................] - ETA: 0s - loss: 0.3497 133/262 [==============>...............] - ETA: 0s - loss: 0.3313 147/262 [===============>..............] - 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loss: 2.8304e-06 28/262 [==>...........................] - ETA: 0s - loss: 2.4554e-06 46/262 [====>.........................] - ETA: 0s - loss: 4.3192e-06 58/262 [=====>........................] - ETA: 0s - loss: 3.9461e-06 72/262 [=======>......................] - ETA: 0s - loss: 3.5598e-06 82/262 [========>.....................] - ETA: 0s - loss: 3.3232e-06 94/262 [=========>....................] - ETA: 0s - loss: 3.1712e-06 108/262 [===========>..................] - ETA: 0s - loss: 3.0383e-06 122/262 [============>.................] - ETA: 0s - loss: 2.8937e-06 138/262 [==============>...............] - ETA: 0s - loss: 2.9375e-06 148/262 [===============>..............] - ETA: 0s - loss: 3.0244e-06 164/262 [=================>............] - ETA: 0s - loss: 2.8495e-06 177/262 [===================>..........] - ETA: 0s - loss: 2.7983e-06 193/262 [=====================>........] - ETA: 0s - loss: 2.6888e-06 209/262 [======================>.......] - ETA: 0s - loss: 2.5780e-06 222/262 [========================>.....] - 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ETA: 0s - loss: 1.9189e-06 259/262 [============================>.] - ETA: 0s - loss: 1.8403e-06 262/262 [==============================] - 1s 4ms/step - loss: 1.8391e-06 Epoch 10/10 1/262 [..............................] - ETA: 1s - loss: 2.6854e-06 16/262 [>.............................] - ETA: 0s - loss: 7.1240e-07 27/262 [==>...........................] - ETA: 0s - loss: 6.0909e-07 43/262 [===>..........................] - ETA: 0s - loss: 7.1065e-07 56/262 [=====>........................] - ETA: 0s - loss: 7.0440e-07 67/262 [======>.......................] - ETA: 0s - loss: 7.6954e-07 83/262 [========>.....................] - ETA: 0s - loss: 7.8897e-07 93/262 [=========>....................] - ETA: 0s - loss: 8.1590e-07 106/262 [===========>..................] - ETA: 0s - loss: 8.1117e-07 117/262 [============>.................] - ETA: 0s - loss: 8.3675e-07 128/262 [=============>................] - ETA: 0s - loss: 8.5837e-07 143/262 [===============>..............] - ETA: 0s - loss: 1.0278e-06 154/262 [================>.............] - ETA: 0s - loss: 1.0200e-06 164/262 [=================>............] - ETA: 0s - loss: 1.0334e-06 176/262 [===================>..........] - ETA: 0s - loss: 1.0033e-06 187/262 [====================>.........] - ETA: 0s - loss: 9.7683e-07 200/262 [=====================>........] - ETA: 0s - loss: 1.1001e-06 214/262 [=======================>......] - ETA: 0s - loss: 1.1544e-06 225/262 [========================>.....] - ETA: 0s - loss: 1.1411e-06 238/262 [==========================>...] - ETA: 0s - loss: 1.1371e-06 249/262 [===========================>..] - ETA: 0s - loss: 1.1622e-06 258/262 [============================>.] - ETA: 0s - loss: 1.5613e-06 262/262 [==============================] - 1s 4ms/step - loss: 1.5659e-06 -> test with GAN.predict GAN tn, fp: 654, 0 GAN fn, tp: 0, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 654, 0 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 654, 0 KNN fn, tp: 0, 10 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 5/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2576 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 3:44 - loss: 6.4066e-08 12/262 [>.............................] - ETA: 1s - loss: 3.6123e-08  19/262 [=>............................] - ETA: 1s - loss: 0.0073  30/262 [==>...........................] - ETA: 1s - loss: 0.3987 41/262 [===>..........................] - ETA: 1s - loss: 0.2963 49/262 [====>.........................] - ETA: 1s - loss: 0.2481 62/262 [======>.......................] - ETA: 1s - loss: 0.1964 74/262 [=======>......................] - ETA: 0s - loss: 0.1646 84/262 [========>.....................] - ETA: 0s - loss: 0.1450 93/262 [=========>....................] - ETA: 0s - loss: 0.1310 105/262 [===========>..................] - ETA: 0s - loss: 0.1160 116/262 [============>.................] - ETA: 0s - loss: 0.1050 124/262 [=============>................] - ETA: 0s - loss: 0.0982 132/262 [==============>...............] - ETA: 0s - loss: 0.0923 142/262 [===============>..............] - ETA: 0s - loss: 0.0858 153/262 [================>.............] - ETA: 0s - 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ETA: 0s - loss: 1.1949e-06 246/262 [===========================>..] - ETA: 0s - loss: 1.3681e-06 252/262 [===========================>..] - ETA: 0s - loss: 1.3675e-06 259/262 [============================>.] - ETA: 0s - loss: 1.3520e-06 262/262 [==============================] - 2s 6ms/step - loss: 1.3417e-06 -> test with GAN.predict GAN tn, fp: 651, 0 GAN fn, tp: 0, 9 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 651, 0 LR fn, tp: 0, 9 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 651, 0 RF fn, tp: 0, 9 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 651, 0 GB fn, tp: 0, 9 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 650, 1 KNN fn, tp: 0, 9 KNN f1 score: 0.947 KNN cohens kappa score: 0.947 ### Exercise is done. -----[ LR ]----- maximum: LR tn, fp: 654, 2 LR fn, tp: 0, 10 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 average: LR tn, fp: 653.24, 0.16 LR fn, tp: 0.0, 9.8 LR f1 score: 0.992 LR cohens kappa score: 0.992 LR average precision score: 1.000 minimum: LR tn, fp: 650, 0 LR fn, tp: 0, 9 LR f1 score: 0.909 LR cohens kappa score: 0.908 LR average precision score: 1.000 -----[ RF ]----- maximum: RF tn, fp: 654, 0 RF fn, tp: 0, 10 RF f1 score: 1.000 RF cohens kappa score: 1.000 average: RF tn, fp: 653.4, 0.0 RF fn, tp: 0.0, 9.8 RF f1 score: 1.000 RF cohens kappa score: 1.000 minimum: RF tn, fp: 651, 0 RF fn, tp: 0, 9 RF f1 score: 1.000 RF cohens kappa score: 1.000 -----[ GB ]----- maximum: GB tn, fp: 654, 0 GB fn, tp: 0, 10 GB f1 score: 1.000 GB cohens kappa score: 1.000 average: GB tn, fp: 653.4, 0.0 GB fn, tp: 0.0, 9.8 GB f1 score: 1.000 GB cohens kappa score: 1.000 minimum: GB tn, fp: 651, 0 GB fn, tp: 0, 9 GB f1 score: 1.000 GB cohens kappa score: 1.000 -----[ KNN ]----- maximum: KNN tn, fp: 654, 4 KNN fn, tp: 2, 10 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 average: KNN tn, fp: 652.36, 1.04 KNN fn, tp: 0.16, 9.64 KNN f1 score: 0.943 KNN cohens kappa score: 0.942 minimum: KNN tn, fp: 649, 0 KNN fn, tp: 0, 8 KNN f1 score: 0.727 KNN cohens kappa score: 0.723 -----[ GAN ]----- maximum: GAN tn, fp: 654, 0 GAN fn, tp: 1, 10 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 average: GAN tn, fp: 653.4, 0.0 GAN fn, tp: 0.04, 9.76 GAN f1 score: 0.998 GAN cohens kappa score: 0.998 minimum: GAN tn, fp: 651, 0 GAN fn, tp: 0, 9 GAN f1 score: 0.947 GAN cohens kappa score: 0.947