/////////////////////////////////////////// // Running convGAN-majority-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: 43s - loss: 6.2434e-07 39/262 [===>..........................] - ETA: 0s - loss: 0.0028  81/262 [========>.....................] - ETA: 0s - loss: 0.0082 122/262 [============>.................] - ETA: 0s - loss: 0.0331 163/262 [=================>............] - ETA: 0s - loss: 0.0251 202/262 [======================>.......] - ETA: 0s - loss: 0.0212 242/262 [==========================>...] - ETA: 0s - loss: 0.0177 262/262 [==============================] - 0s 1ms/step - loss: 0.0165 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 9.9244e-06 42/262 [===>..........................] - ETA: 0s - loss: 2.7471e-06 79/262 [========>.....................] - ETA: 0s - loss: 5.8833e-06 114/262 [============>.................] - ETA: 0s - loss: 9.7335e-06 150/262 [================>.............] - ETA: 0s - loss: 8.1430e-06 190/262 [====================>.........] - ETA: 0s - loss: 7.0240e-06 229/262 [=========================>....] - ETA: 0s - loss: 6.4597e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.8315e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.0253e-06 42/262 [===>..........................] - ETA: 0s - loss: 3.3629e-06 83/262 [========>.....................] - ETA: 0s - loss: 5.4767e-06 123/262 [=============>................] - ETA: 0s - loss: 4.7990e-06 164/262 [=================>............] - ETA: 0s - loss: 3.9381e-06 204/262 [======================>.......] - ETA: 0s - loss: 3.5369e-06 246/262 [===========================>..] - ETA: 0s - loss: 4.4812e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.2621e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 6.9626e-07 36/262 [===>..........................] - ETA: 0s - loss: 2.2031e-06 76/262 [=======>......................] - ETA: 0s - loss: 1.7982e-06 116/262 [============>.................] - ETA: 0s - loss: 1.8858e-06 156/262 [================>.............] - ETA: 0s - loss: 1.8695e-06 196/262 [=====================>........] - ETA: 0s - loss: 4.1218e-06 236/262 [==========================>...] - ETA: 0s - loss: 3.7328e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.4981e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.4845e-07 40/262 [===>..........................] - ETA: 0s - loss: 6.2222e-06 81/262 [========>.....................] - ETA: 0s - loss: 4.7709e-06 121/262 [============>.................] - ETA: 0s - loss: 3.6801e-06 161/262 [=================>............] - ETA: 0s - loss: 3.0470e-06 202/262 [======================>.......] - ETA: 0s - loss: 2.5992e-06 241/262 [==========================>...] - ETA: 0s - loss: 2.4367e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.9614e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 8.5635e-07 41/262 [===>..........................] - ETA: 0s - loss: 6.5978e-06 81/262 [========>.....................] - ETA: 0s - loss: 3.6492e-06 121/262 [============>.................] - ETA: 0s - loss: 2.9139e-06 160/262 [=================>............] - ETA: 0s - loss: 2.3608e-06 201/262 [======================>.......] - ETA: 0s - loss: 2.0417e-06 238/262 [==========================>...] - ETA: 0s - loss: 1.8501e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.5758e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 4.2182e-07 41/262 [===>..........................] - ETA: 0s - loss: 6.3207e-07 81/262 [========>.....................] - ETA: 0s - loss: 7.8154e-07 122/262 [============>.................] - ETA: 0s - loss: 1.1649e-06 163/262 [=================>............] - ETA: 0s - loss: 1.2110e-06 203/262 [======================>.......] - ETA: 0s - loss: 2.3612e-06 244/262 [==========================>...] - ETA: 0s - loss: 2.3736e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.2570e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.7156e-07 43/262 [===>..........................] - ETA: 0s - loss: 1.0342e-06 79/262 [========>.....................] - ETA: 0s - loss: 1.0993e-06 118/262 [============>.................] - ETA: 0s - loss: 1.8651e-06 159/262 [=================>............] - ETA: 0s - loss: 2.0130e-06 194/262 [=====================>........] - ETA: 0s - loss: 1.7359e-06 227/262 [========================>.....] - ETA: 0s - loss: 1.6098e-06 261/262 [============================>.] - ETA: 0s - loss: 2.0006e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.9984e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 1.1543e-07 40/262 [===>..........................] - ETA: 0s - loss: 3.4794e-06 82/262 [========>.....................] - ETA: 0s - loss: 2.0361e-06 123/262 [=============>................] - ETA: 0s - loss: 2.7646e-06 164/262 [=================>............] - ETA: 0s - loss: 2.2138e-06 205/262 [======================>.......] - ETA: 0s - loss: 1.9828e-06 246/262 [===========================>..] - ETA: 0s - loss: 1.8174e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.7588e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 4.3071e-07 40/262 [===>..........................] - ETA: 0s - loss: 8.9516e-07 79/262 [========>.....................] - ETA: 0s - loss: 7.7882e-07 116/262 [============>.................] - ETA: 0s - loss: 1.2279e-06 155/262 [================>.............] - ETA: 0s - loss: 9.9854e-07 194/262 [=====================>........] - ETA: 0s - loss: 1.4549e-06 234/262 [=========================>....] - ETA: 0s - loss: 1.6900e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.5785e-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: 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: 45s - loss: 7.4084e-08 37/262 [===>..........................] - ETA: 0s - loss: 3.8200e-07  70/262 [=======>......................] - ETA: 0s - loss: 2.8570e-05 105/262 [===========>..................] - ETA: 0s - loss: 2.3642e-05 139/262 [==============>...............] - ETA: 0s - loss: 1.9018e-05 174/262 [==================>...........] - ETA: 0s - loss: 1.5280e-05 204/262 [======================>.......] - ETA: 0s - loss: 1.3222e-05 242/262 [==========================>...] - ETA: 0s - loss: 1.1295e-05 262/262 [==============================] - 1s 1ms/step - loss: 1.0503e-05 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 7.3732e-08 42/262 [===>..........................] - ETA: 0s - loss: 1.2192e-07 81/262 [========>.....................] - ETA: 0s - loss: 1.6115e-06 120/262 [============>.................] - ETA: 0s - loss: 1.3062e-06 159/262 [=================>............] - ETA: 0s - loss: 1.0797e-06 199/262 [=====================>........] - ETA: 0s - loss: 9.6679e-07 238/262 [==========================>...] - ETA: 0s - loss: 8.5437e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.7718e-07 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.1533e-07 37/262 [===>..........................] - ETA: 0s - loss: 2.3327e-07 76/262 [=======>......................] - ETA: 0s - loss: 2.3053e-07 113/262 [===========>..................] - ETA: 0s - loss: 9.1138e-07 152/262 [================>.............] - ETA: 0s - loss: 8.2443e-07 189/262 [====================>.........] - ETA: 0s - loss: 9.1184e-07 227/262 [========================>.....] - ETA: 0s - loss: 8.0094e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.1720e-07 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 7.0622e-08 41/262 [===>..........................] - ETA: 0s - loss: 3.1126e-07 81/262 [========>.....................] - ETA: 0s - loss: 2.2750e-07 120/262 [============>.................] - ETA: 0s - loss: 1.0824e-06 160/262 [=================>............] - ETA: 0s - loss: 8.6608e-07 199/262 [=====================>........] - ETA: 0s - loss: 7.4855e-07 239/262 [==========================>...] - ETA: 0s - loss: 6.5590e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.2357e-07 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.1476e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.7067e-07 81/262 [========>.....................] - ETA: 0s - loss: 2.1339e-07 120/262 [============>.................] - ETA: 0s - loss: 6.8919e-07 159/262 [=================>............] - ETA: 0s - loss: 7.6853e-07 199/262 [=====================>........] - ETA: 0s - loss: 6.5057e-07 238/262 [==========================>...] - ETA: 0s - loss: 5.7135e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.3236e-07 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 2.4367e-08 42/262 [===>..........................] - ETA: 0s - loss: 1.5389e-07 76/262 [=======>......................] - ETA: 0s - loss: 1.7275e-07 115/262 [============>.................] - ETA: 0s - loss: 7.3373e-07 155/262 [================>.............] - ETA: 0s - loss: 6.4293e-07 195/262 [=====================>........] - ETA: 0s - loss: 5.5883e-07 231/262 [=========================>....] - ETA: 0s - loss: 5.0922e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.7090e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 4.9724e-08 40/262 [===>..........................] - ETA: 0s - loss: 1.7198e-07 80/262 [========>.....................] - ETA: 0s - loss: 7.3189e-07 120/262 [============>.................] - ETA: 0s - loss: 5.7713e-07 160/262 [=================>............] - ETA: 0s - loss: 5.2805e-07 199/262 [=====================>........] - ETA: 0s - loss: 4.4739e-07 231/262 [=========================>....] - ETA: 0s - loss: 3.9952e-07 262/262 [==============================] - 0s 1ms/step - loss: 3.5977e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.7979e-08 35/262 [===>..........................] - ETA: 0s - loss: 1.1797e-06 72/262 [=======>......................] - ETA: 0s - loss: 8.2634e-07 111/262 [===========>..................] - ETA: 0s - loss: 5.8836e-07 150/262 [================>.............] - ETA: 0s - loss: 5.1106e-07 190/262 [====================>.........] - ETA: 0s - loss: 4.2300e-07 230/262 [=========================>....] - ETA: 0s - loss: 3.7774e-07 262/262 [==============================] - 0s 1ms/step - loss: 3.4983e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 1.3660e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.1568e-07 80/262 [========>.....................] - ETA: 0s - loss: 1.2189e-07 121/262 [============>.................] - ETA: 0s - loss: 1.3376e-07 158/262 [=================>............] - ETA: 0s - loss: 1.1962e-07 198/262 [=====================>........] - ETA: 0s - loss: 5.6598e-07 238/262 [==========================>...] - ETA: 0s - loss: 5.4415e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.1715e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 3.5479e-08 40/262 [===>..........................] - ETA: 0s - loss: 1.5236e-07 78/262 [=======>......................] - ETA: 0s - loss: 2.2183e-07 117/262 [============>.................] - ETA: 0s - loss: 1.8351e-07 156/262 [================>.............] - ETA: 0s - loss: 1.5773e-07 196/262 [=====================>........] - ETA: 0s - loss: 1.3273e-07 235/262 [=========================>....] - ETA: 0s - loss: 2.8429e-07 262/262 [==============================] - 0s 1ms/step - loss: 3.1927e-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 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: 45s - loss: 1.0352e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.5946e-06  81/262 [========>.....................] - ETA: 0s - loss: 4.6736e-06 122/262 [============>.................] - ETA: 0s - loss: 3.5381e-06 163/262 [=================>............] - ETA: 0s - loss: 3.0967e-06 204/262 [======================>.......] - ETA: 0s - loss: 2.5506e-06 239/262 [==========================>...] - ETA: 0s - loss: 3.8225e-06 262/262 [==============================] - 1s 1ms/step - loss: 5.3308e-04 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.1287e-07 34/262 [==>...........................] - ETA: 0s - loss: 2.3313e-05 70/262 [=======>......................] - ETA: 0s - loss: 2.7733e-05 106/262 [===========>..................] - ETA: 0s - loss: 1.8927e-05 145/262 [===============>..............] - ETA: 0s - loss: 1.5498e-05 182/262 [===================>..........] - ETA: 0s - loss: 1.4783e-05 221/262 [========================>.....] - ETA: 0s - loss: 0.0023  261/262 [============================>.] - ETA: 0s - loss: 0.0020 262/262 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 9.4635e-07 42/262 [===>..........................] - ETA: 0s - loss: 0.0055  83/262 [========>.....................] - ETA: 0s - loss: 0.0028 123/262 [=============>................] - ETA: 0s - loss: 0.0019 163/262 [=================>............] - ETA: 0s - loss: 0.0014 200/262 [=====================>........] - ETA: 0s - loss: 0.0012 240/262 [==========================>...] - ETA: 0s - loss: 9.7669e-04 262/262 [==============================] - 0s 1ms/step - loss: 8.9722e-04 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 5.0626e-06 41/262 [===>..........................] - ETA: 0s - loss: 2.4536e-06 82/262 [========>.....................] - ETA: 0s - loss: 1.8988e-06 123/262 [=============>................] - ETA: 0s - loss: 2.9503e-06 163/262 [=================>............] - ETA: 0s - loss: 2.6659e-06 202/262 [======================>.......] - ETA: 0s - loss: 2.4590e-06 240/262 [==========================>...] - ETA: 0s - loss: 2.4367e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.2818e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 6.7594e-08 42/262 [===>..........................] - ETA: 0s - loss: 8.7913e-07 81/262 [========>.....................] - ETA: 0s - loss: 2.2735e-06 122/262 [============>.................] - ETA: 0s - loss: 2.3371e-06 162/262 [=================>............] - ETA: 0s - loss: 1.8825e-06 198/262 [=====================>........] - ETA: 0s - loss: 1.5707e-06 238/262 [==========================>...] - ETA: 0s - loss: 1.3534e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.3415e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.1188e-08 41/262 [===>..........................] - ETA: 0s - loss: 5.3165e-07 80/262 [========>.....................] - ETA: 0s - loss: 7.0886e-07 120/262 [============>.................] - ETA: 0s - loss: 5.0737e-07 159/262 [=================>............] - ETA: 0s - loss: 4.7078e-07 199/262 [=====================>........] - ETA: 0s - loss: 1.7838e-06 240/262 [==========================>...] - ETA: 0s - loss: 1.5663e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.4489e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 8.8072e-08 41/262 [===>..........................] - ETA: 0s - loss: 6.2158e-07 81/262 [========>.....................] - ETA: 0s - loss: 6.0259e-07 122/262 [============>.................] - ETA: 0s - loss: 1.4798e-06 162/262 [=================>............] - ETA: 0s - loss: 1.2545e-06 202/262 [======================>.......] - ETA: 0s - loss: 1.0554e-06 242/262 [==========================>...] - ETA: 0s - loss: 9.7948e-07 262/262 [==============================] - 0s 1ms/step - loss: 9.8511e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.2561e-07 40/262 [===>..........................] - ETA: 0s - loss: 5.0284e-07 74/262 [=======>......................] - ETA: 0s - loss: 6.3007e-07 107/262 [===========>..................] - ETA: 0s - loss: 6.9349e-07 140/262 [===============>..............] - ETA: 0s - loss: 1.4997e-06 181/262 [===================>..........] - ETA: 0s - loss: 1.1952e-06 218/262 [=======================>......] - ETA: 0s - loss: 1.0784e-06 256/262 [============================>.] - ETA: 0s - loss: 9.6375e-07 262/262 [==============================] - 0s 1ms/step - loss: 9.4787e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.9988e-08 41/262 [===>..........................] - ETA: 0s - loss: 1.1267e-06 82/262 [========>.....................] - ETA: 0s - loss: 6.8383e-07 121/262 [============>.................] - ETA: 0s - loss: 6.1824e-07 159/262 [=================>............] - ETA: 0s - loss: 5.2472e-07 194/262 [=====================>........] - ETA: 0s - loss: 1.0599e-06 231/262 [=========================>....] - ETA: 0s - loss: 9.4373e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.5742e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 5.8978e-08 42/262 [===>..........................] - ETA: 0s - loss: 1.1847e-07 82/262 [========>.....................] - ETA: 0s - loss: 1.2550e-07 123/262 [=============>................] - ETA: 0s - loss: 3.9491e-07 162/262 [=================>............] - ETA: 0s - loss: 9.1883e-07 199/262 [=====================>........] - ETA: 0s - loss: 8.5579e-07 239/262 [==========================>...] - ETA: 0s - loss: 7.8562e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.8791e-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: 1, 9 KNN f1 score: 0.947 KNN cohens kappa score: 0.947 ------ 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: 39s - loss: 0.0012 41/262 [===>..........................] - ETA: 0s - loss: 0.0049  82/262 [========>.....................] - ETA: 0s - loss: 0.0024 122/262 [============>.................] - ETA: 0s - loss: 0.0035 162/262 [=================>............] - ETA: 0s - loss: 0.0028 201/262 [======================>.......] - ETA: 0s - loss: 0.0023 241/262 [==========================>...] - ETA: 0s - loss: 0.0019 262/262 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 9.0177e-06 40/262 [===>..........................] - ETA: 0s - loss: 3.7813e-06 79/262 [========>.....................] - ETA: 0s - loss: 2.8489e-06 119/262 [============>.................] - ETA: 0s - loss: 2.1564e-06 159/262 [=================>............] - ETA: 0s - loss: 3.8470e-06 196/262 [=====================>........] - ETA: 0s - loss: 3.2654e-06 235/262 [=========================>....] - ETA: 0s - loss: 2.9889e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.3316e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 5.2543e-07 39/262 [===>..........................] - ETA: 0s - loss: 8.0752e-07 78/262 [=======>......................] - ETA: 0s - loss: 1.0108e-06 118/262 [============>.................] - ETA: 0s - loss: 1.3723e-06 153/262 [================>.............] - ETA: 0s - loss: 2.3858e-06 194/262 [=====================>........] - ETA: 0s - loss: 2.2801e-06 234/262 [=========================>....] - ETA: 0s - loss: 1.9731e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.7949e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.1200e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.0981e-06 80/262 [========>.....................] - ETA: 0s - loss: 3.4611e-06 118/262 [============>.................] - ETA: 0s - loss: 3.0850e-06 157/262 [================>.............] - ETA: 0s - loss: 3.1243e-06 196/262 [=====================>........] - ETA: 0s - loss: 2.9845e-06 230/262 [=========================>....] - ETA: 0s - loss: 2.6422e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.4336e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.2542e-06 38/262 [===>..........................] - ETA: 0s - loss: 2.4188e-06 76/262 [=======>......................] - ETA: 0s - loss: 1.7838e-06 116/262 [============>.................] - ETA: 0s - loss: 1.3359e-06 155/262 [================>.............] - ETA: 0s - loss: 1.6364e-06 195/262 [=====================>........] - ETA: 0s - loss: 1.7507e-06 235/262 [=========================>....] - ETA: 0s - loss: 2.3000e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.1674e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.6167e-06 40/262 [===>..........................] - ETA: 0s - loss: 3.0091e-06 78/262 [=======>......................] - ETA: 0s - loss: 2.0554e-06 117/262 [============>.................] - ETA: 0s - loss: 1.5263e-06 158/262 [=================>............] - ETA: 0s - loss: 1.4332e-06 198/262 [=====================>........] - ETA: 0s - loss: 1.2407e-06 239/262 [==========================>...] - ETA: 0s - loss: 2.1034e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.9625e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.2051e-07 41/262 [===>..........................] - ETA: 0s - loss: 8.2648e-07 81/262 [========>.....................] - ETA: 0s - loss: 2.3914e-06 120/262 [============>.................] - ETA: 0s - loss: 2.3738e-06 159/262 [=================>............] - ETA: 0s - loss: 2.1357e-06 196/262 [=====================>........] - ETA: 0s - loss: 1.8408e-06 235/262 [=========================>....] - ETA: 0s - loss: 1.8742e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.7300e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.2969e-07 40/262 [===>..........................] - ETA: 0s - loss: 5.3960e-06 80/262 [========>.....................] - ETA: 0s - loss: 3.1752e-06 117/262 [============>.................] - ETA: 0s - loss: 2.3434e-06 153/262 [================>.............] - ETA: 0s - loss: 1.9492e-06 191/262 [====================>.........] - ETA: 0s - loss: 1.7368e-06 229/262 [=========================>....] - ETA: 0s - loss: 1.6958e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.5280e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.4508e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.1130e-06 81/262 [========>.....................] - ETA: 0s - loss: 7.8527e-07 119/262 [============>.................] - ETA: 0s - loss: 9.1715e-07 160/262 [=================>............] - ETA: 0s - loss: 9.0994e-07 199/262 [=====================>........] - ETA: 0s - loss: 1.7210e-06 239/262 [==========================>...] - ETA: 0s - loss: 1.5179e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.4270e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.1885e-07 42/262 [===>..........................] - ETA: 0s - loss: 2.9494e-06 81/262 [========>.....................] - ETA: 0s - loss: 1.9992e-06 121/262 [============>.................] - ETA: 0s - loss: 2.0228e-06 161/262 [=================>............] - ETA: 0s - loss: 1.6441e-06 201/262 [======================>.......] - ETA: 0s - loss: 1.4197e-06 242/262 [==========================>...] - ETA: 0s - loss: 1.3039e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2721e-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: 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: 48s - loss: 5.2491e-07 42/262 [===>..........................] - ETA: 0s - loss: 2.6647e-04  82/262 [========>.....................] - ETA: 0s - loss: 0.0026  121/262 [============>.................] - ETA: 0s - loss: 0.0018 161/262 [=================>............] - ETA: 0s - loss: 0.0013 202/262 [======================>.......] - ETA: 0s - loss: 0.0011 243/262 [==========================>...] - ETA: 0s - loss: 0.0011 262/262 [==============================] - 1s 1ms/step - loss: 0.0010 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.2298e-08 41/262 [===>..........................] - ETA: 0s - loss: 3.6956e-06 82/262 [========>.....................] - ETA: 0s - loss: 1.9118e-06 122/262 [============>.................] - ETA: 0s - loss: 5.5516e-04 162/262 [=================>............] - ETA: 0s - loss: 0.0013  202/262 [======================>.......] - ETA: 0s - loss: 0.0011 242/262 [==========================>...] - ETA: 0s - loss: 9.0156e-04 262/262 [==============================] - 0s 1ms/step - loss: 8.3402e-04 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 9.3868e-08 42/262 [===>..........................] - ETA: 0s - loss: 3.3522e-06 76/262 [=======>......................] - ETA: 0s - loss: 2.4140e-06 109/262 [===========>..................] - ETA: 0s - loss: 1.7011e-06 136/262 [==============>...............] - ETA: 0s - loss: 3.8248e-04 175/262 [===================>..........] - ETA: 0s - loss: 0.0014  216/262 [=======================>......] - ETA: 0s - loss: 0.0013 255/262 [============================>.] - ETA: 0s - loss: 0.0011 262/262 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 6.1599e-06 40/262 [===>..........................] - ETA: 0s - loss: 2.2877e-06 80/262 [========>.....................] - ETA: 0s - loss: 2.0941e-06 121/262 [============>.................] - ETA: 0s - loss: 3.8313e-06 162/262 [=================>............] - ETA: 0s - loss: 1.6478e-04 203/262 [======================>.......] - ETA: 0s - loss: 1.3156e-04 244/262 [==========================>...] - ETA: 0s - loss: 1.0956e-04 262/262 [==============================] - 0s 1ms/step - loss: 1.0224e-04 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.8841e-08 42/262 [===>..........................] - ETA: 0s - loss: 4.9973e-06 83/262 [========>.....................] - ETA: 0s - loss: 2.6403e-06 124/262 [=============>................] - ETA: 0s - loss: 3.2009e-05 164/262 [=================>............] - ETA: 0s - loss: 2.4395e-05 203/262 [======================>.......] - ETA: 0s - loss: 1.9737e-05 243/262 [==========================>...] - ETA: 0s - loss: 1.6500e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.5331e-05 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.3953e-08 42/262 [===>..........................] - ETA: 0s - loss: 7.2705e-07 83/262 [========>.....................] - ETA: 0s - loss: 4.2057e-07 124/262 [=============>................] - ETA: 0s - loss: 3.2710e-07 163/262 [=================>............] - ETA: 0s - loss: 2.4441e-06 203/262 [======================>.......] - ETA: 0s - loss: 2.0019e-06 243/262 [==========================>...] - ETA: 0s - loss: 1.6791e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.5713e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 7.1478e-09 42/262 [===>..........................] - ETA: 0s - loss: 3.9611e-07 83/262 [========>.....................] - ETA: 0s - loss: 3.3513e-07 123/262 [=============>................] - ETA: 0s - loss: 2.6685e-07 164/262 [=================>............] - ETA: 0s - loss: 2.3167e-07 205/262 [======================>.......] - ETA: 0s - loss: 1.2917e-06 245/262 [===========================>..] - ETA: 0s - loss: 1.1724e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.1021e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 6.0357e-08 42/262 [===>..........................] - ETA: 0s - loss: 1.2854e-07 83/262 [========>.....................] - ETA: 0s - loss: 2.3888e-06 121/262 [============>.................] - ETA: 0s - loss: 1.6655e-06 161/262 [=================>............] - ETA: 0s - loss: 1.3184e-06 200/262 [=====================>........] - ETA: 0s - loss: 1.0842e-06 238/262 [==========================>...] - ETA: 0s - loss: 9.1961e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.3840e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 7.7719e-09 42/262 [===>..........................] - ETA: 0s - loss: 2.8173e-07 82/262 [========>.....................] - ETA: 0s - loss: 2.0483e-07 121/262 [============>.................] - ETA: 0s - loss: 1.6068e-07 160/262 [=================>............] - ETA: 0s - loss: 1.5084e-07 194/262 [=====================>........] - ETA: 0s - loss: 1.4437e-07 223/262 [========================>.....] - ETA: 0s - loss: 2.0319e-07 258/262 [============================>.] - ETA: 0s - loss: 6.8122e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.7201e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.1825e-08 39/262 [===>..........................] - ETA: 0s - loss: 8.2162e-08 77/262 [=======>......................] - ETA: 0s - loss: 1.8001e-07 117/262 [============>.................] - ETA: 0s - loss: 1.0155e-06 158/262 [=================>............] - ETA: 0s - loss: 8.5800e-07 199/262 [=====================>........] - ETA: 0s - loss: 6.8804e-07 240/262 [==========================>...] - ETA: 0s - loss: 5.9593e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.4854e-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: 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: 45s - loss: 1.0302e-06 41/262 [===>..........................] - ETA: 0s - loss: 7.3490e-06  78/262 [=======>......................] - ETA: 0s - loss: 5.3252e-06 118/262 [============>.................] - ETA: 0s - loss: 3.7945e-06 158/262 [=================>............] - ETA: 0s - loss: 0.0056  197/262 [=====================>........] - ETA: 0s - loss: 0.0084 235/262 [=========================>....] - ETA: 0s - loss: 0.0071 262/262 [==============================] - 1s 1ms/step - loss: 0.0064 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 6.6917e-06 41/262 [===>..........................] - ETA: 0s - loss: 9.0227e-05 79/262 [========>.....................] - ETA: 0s - loss: 2.8438e-04 118/262 [============>.................] - ETA: 0s - loss: 1.9977e-04 158/262 [=================>............] - ETA: 0s - loss: 3.4936e-04 194/262 [=====================>........] - ETA: 0s - loss: 2.9792e-04 226/262 [========================>.....] - ETA: 0s - loss: 2.6460e-04 259/262 [============================>.] - ETA: 0s - loss: 2.3186e-04 262/262 [==============================] - 0s 1ms/step - loss: 2.2984e-04 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 7.7290e-06 37/262 [===>..........................] - ETA: 0s - loss: 6.9684e-06 77/262 [=======>......................] - ETA: 0s - loss: 2.4029e-05 117/262 [============>.................] - ETA: 0s - loss: 1.7898e-05 155/262 [================>.............] - ETA: 0s - loss: 1.6737e-05 191/262 [====================>.........] - ETA: 0s - loss: 1.5155e-05 228/262 [=========================>....] - ETA: 0s - loss: 1.4098e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.2783e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.8128e-06 37/262 [===>..........................] - ETA: 0s - loss: 3.9508e-06 74/262 [=======>......................] - ETA: 0s - loss: 4.5434e-06 110/262 [===========>..................] - ETA: 0s - loss: 4.5368e-06 146/262 [===============>..............] - ETA: 0s - loss: 1.3004e-05 179/262 [===================>..........] - ETA: 0s - loss: 1.1658e-05 215/262 [=======================>......] - ETA: 0s - loss: 1.1396e-05 250/262 [===========================>..] - ETA: 0s - loss: 1.0900e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.0558e-05 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.1901e-06 37/262 [===>..........................] - ETA: 0s - loss: 4.0431e-06 72/262 [=======>......................] - ETA: 0s - loss: 4.6741e-06 108/262 [===========>..................] - ETA: 0s - loss: 3.7049e-06 141/262 [===============>..............] - ETA: 0s - loss: 3.3575e-06 176/262 [===================>..........] - ETA: 0s - loss: 3.5477e-06 211/262 [=======================>......] - ETA: 0s - loss: 3.2241e-06 249/262 [===========================>..] - ETA: 0s - loss: 9.8425e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.6659e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 2.5742e-06 41/262 [===>..........................] - ETA: 0s - loss: 7.1398e-06 77/262 [=======>......................] - ETA: 0s - loss: 1.0897e-05 118/262 [============>.................] - ETA: 0s - loss: 9.6658e-06 158/262 [=================>............] - ETA: 0s - loss: 8.0175e-06 192/262 [====================>.........] - ETA: 0s - loss: 7.7895e-06 226/262 [========================>.....] - ETA: 0s - loss: 6.9418e-06 260/262 [============================>.] - ETA: 0s - loss: 6.4667e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.4373e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 7.2657e-06 34/262 [==>...........................] - ETA: 0s - loss: 3.3787e-06 73/262 [=======>......................] - ETA: 0s - loss: 2.5061e-06 113/262 [===========>..................] - ETA: 0s - loss: 2.8690e-06 152/262 [================>.............] - ETA: 0s - loss: 3.6183e-06 191/262 [====================>.........] - ETA: 0s - loss: 3.2706e-06 231/262 [=========================>....] - ETA: 0s - loss: 2.9514e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.6530e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.7346e-06 39/262 [===>..........................] - ETA: 0s - loss: 1.1752e-05 78/262 [=======>......................] - ETA: 0s - loss: 7.7398e-06 117/262 [============>.................] - ETA: 0s - loss: 6.5835e-06 157/262 [================>.............] - ETA: 0s - loss: 5.9097e-06 193/262 [=====================>........] - ETA: 0s - loss: 5.4016e-06 226/262 [========================>.....] - ETA: 0s - loss: 5.0156e-06 257/262 [============================>.] - ETA: 0s - loss: 4.6166e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.5523e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 4.9449e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.5542e-05 80/262 [========>.....................] - ETA: 0s - loss: 8.8831e-06 117/262 [============>.................] - ETA: 0s - loss: 6.8768e-06 156/262 [================>.............] - ETA: 0s - loss: 6.1185e-06 193/262 [=====================>........] - ETA: 0s - loss: 5.3915e-06 231/262 [=========================>....] - ETA: 0s - loss: 4.8331e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.4474e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.2153e-05 40/262 [===>..........................] - ETA: 0s - loss: 1.9611e-06 78/262 [=======>......................] - ETA: 0s - loss: 8.8035e-06 116/262 [============>.................] - ETA: 0s - loss: 6.9753e-06 153/262 [================>.............] - ETA: 0s - loss: 5.8017e-06 189/262 [====================>.........] - ETA: 0s - loss: 5.1380e-06 229/262 [=========================>....] - ETA: 0s - loss: 4.5212e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.3588e-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: 1, 9 KNN f1 score: 0.900 KNN cohens kappa score: 0.898 ------ 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: 41s - loss: 9.9892e-08 35/262 [===>..........................] - ETA: 0s - loss: 7.6658e-06  70/262 [=======>......................] - ETA: 0s - loss: 4.4384e-06 108/262 [===========>..................] - ETA: 0s - loss: 2.9622e-06 147/262 [===============>..............] - ETA: 0s - loss: 2.2259e-06 188/262 [====================>.........] - ETA: 0s - loss: 1.8166e-06 228/262 [=========================>....] - ETA: 0s - loss: 1.5430e-06 262/262 [==============================] - 1s 1ms/step - loss: 1.3627e-06 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.2178e-07 40/262 [===>..........................] - ETA: 0s - loss: 2.1832e-07 80/262 [========>.....................] - ETA: 0s - loss: 2.5693e-07 120/262 [============>.................] - ETA: 0s - loss: 3.5719e-07 157/262 [================>.............] - ETA: 0s - loss: 5.7828e-07 195/262 [=====================>........] - ETA: 0s - loss: 5.0634e-07 233/262 [=========================>....] - ETA: 0s - loss: 1.3570e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.8143e-04 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 6.4556e-06 40/262 [===>..........................] - ETA: 0s - loss: 0.0655  80/262 [========>.....................] - ETA: 0s - loss: 0.0331 120/262 [============>.................] - ETA: 0s - loss: 0.0221 160/262 [=================>............] - ETA: 0s - loss: 0.0166 201/262 [======================>.......] - ETA: 0s - loss: 0.0132 239/262 [==========================>...] - ETA: 0s - loss: 0.0111 262/262 [==============================] - 0s 1ms/step - loss: 0.0102 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 3.3458e-07 40/262 [===>..........................] - ETA: 0s - loss: 3.5526e-06 78/262 [=======>......................] - ETA: 0s - loss: 2.0563e-06 118/262 [============>.................] - ETA: 0s - loss: 1.4482e-06 156/262 [================>.............] - ETA: 0s - loss: 1.2207e-06 197/262 [=====================>........] - ETA: 0s - loss: 1.0401e-06 236/262 [==========================>...] - ETA: 0s - loss: 9.9626e-07 262/262 [==============================] - 0s 1ms/step - loss: 1.1648e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 7.5886e-08 36/262 [===>..........................] - ETA: 0s - loss: 3.6502e-07 72/262 [=======>......................] - ETA: 0s - loss: 5.7366e-07 109/262 [===========>..................] - ETA: 0s - loss: 8.9277e-07 145/262 [===============>..............] - ETA: 0s - loss: 7.4526e-07 186/262 [====================>.........] - ETA: 0s - loss: 6.6473e-07 225/262 [========================>.....] - ETA: 0s - loss: 1.1301e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.0365e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 8.6651e-08 40/262 [===>..........................] - ETA: 0s - loss: 3.4960e-07 75/262 [=======>......................] - ETA: 0s - loss: 1.6493e-06 114/262 [============>.................] - ETA: 0s - loss: 1.2189e-06 153/262 [================>.............] - ETA: 0s - loss: 1.2959e-06 190/262 [====================>.........] - ETA: 0s - loss: 1.1732e-06 227/262 [========================>.....] - ETA: 0s - loss: 1.0160e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.2305e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 4.9230e-08 37/262 [===>..........................] - ETA: 0s - loss: 2.6561e-07 69/262 [======>.......................] - ETA: 0s - loss: 4.2091e-07 102/262 [==========>...................] - ETA: 0s - loss: 3.6186e-07 140/262 [===============>..............] - ETA: 0s - loss: 4.1537e-07 178/262 [===================>..........] - ETA: 0s - loss: 1.0170e-06 215/262 [=======================>......] - ETA: 0s - loss: 9.5556e-07 254/262 [============================>.] - ETA: 0s - loss: 8.4893e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.3519e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 5.3654e-08 41/262 [===>..........................] - ETA: 0s - loss: 1.1560e-06 71/262 [=======>......................] - ETA: 0s - loss: 8.8286e-07 108/262 [===========>..................] - ETA: 0s - loss: 7.1539e-07 148/262 [===============>..............] - ETA: 0s - loss: 1.0266e-06 181/262 [===================>..........] - ETA: 0s - loss: 9.4526e-07 217/262 [=======================>......] - ETA: 0s - loss: 8.4209e-07 256/262 [============================>.] - ETA: 0s - loss: 7.6147e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.5317e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.4939e-07 38/262 [===>..........................] - ETA: 0s - loss: 1.2770e-06 73/262 [=======>......................] - ETA: 0s - loss: 7.8020e-07 112/262 [===========>..................] - ETA: 0s - loss: 5.9606e-07 153/262 [================>.............] - ETA: 0s - loss: 5.2412e-07 192/262 [====================>.........] - ETA: 0s - loss: 4.7774e-07 230/262 [=========================>....] - ETA: 0s - loss: 7.3935e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.8320e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 2.6672e-07 38/262 [===>..........................] - ETA: 0s - loss: 1.1317e-06 76/262 [=======>......................] - ETA: 0s - loss: 7.0514e-07 116/262 [============>.................] - ETA: 0s - loss: 5.3616e-07 155/262 [================>.............] - ETA: 0s - loss: 4.5706e-07 195/262 [=====================>........] - ETA: 0s - loss: 4.1103e-07 233/262 [=========================>....] - ETA: 0s - loss: 6.0641e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.2007e-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 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: 55s - loss: 7.0393e-07 39/262 [===>..........................] - ETA: 0s - loss: 7.3958e-06  79/262 [========>.....................] - ETA: 0s - loss: 7.8995e-06 119/262 [============>.................] - ETA: 0s - loss: 8.7183e-06 159/262 [=================>............] - ETA: 0s - loss: 7.9831e-06 199/262 [=====================>........] - ETA: 0s - loss: 6.4299e-06 230/262 [=========================>....] - ETA: 0s - loss: 5.7762e-06 262/262 [==============================] - 1s 1ms/step - loss: 5.2345e-06 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 6.2303e-08 34/262 [==>...........................] - ETA: 0s - loss: 2.6192e-05 73/262 [=======>......................] - ETA: 0s - loss: 1.2880e-05 104/262 [==========>...................] - ETA: 0s - loss: 9.1341e-06 125/262 [=============>................] - ETA: 0s - loss: 7.6134e-06 159/262 [=================>............] - ETA: 0s - loss: 6.1964e-06 192/262 [====================>.........] - ETA: 0s - loss: 5.4127e-06 228/262 [=========================>....] - ETA: 0s - loss: 4.5898e-06 262/262 [==============================] - 0s 2ms/step - loss: 4.1338e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 7.2859e-08 34/262 [==>...........................] - ETA: 0s - loss: 1.2128e-07 65/262 [======>.......................] - ETA: 0s - loss: 3.7665e-07 100/262 [==========>...................] - ETA: 0s - loss: 3.1689e-07 132/262 [==============>...............] - ETA: 0s - loss: 2.9833e-07 163/262 [=================>............] - ETA: 0s - loss: 8.4087e-07 194/262 [=====================>........] - ETA: 0s - loss: 9.9898e-07 230/262 [=========================>....] - ETA: 0s - loss: 9.1008e-07 262/262 [==============================] - 0s 2ms/step - loss: 8.3103e-07 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 5.7591e-08 40/262 [===>..........................] - ETA: 0s - loss: 8.2434e-07 81/262 [========>.....................] - ETA: 0s - loss: 5.9364e-07 120/262 [============>.................] - ETA: 0s - loss: 8.6528e-07 155/262 [================>.............] - ETA: 0s - loss: 7.4828e-07 184/262 [====================>.........] - ETA: 0s - loss: 7.4998e-07 220/262 [========================>.....] - ETA: 0s - loss: 6.5734e-07 254/262 [============================>.] - ETA: 0s - loss: 6.4028e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.2651e-07 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 7.1804e-08 38/262 [===>..........................] - ETA: 0s - loss: 7.7215e-07 73/262 [=======>......................] - ETA: 0s - loss: 4.6827e-07 111/262 [===========>..................] - ETA: 0s - loss: 4.0257e-07 149/262 [================>.............] - ETA: 0s - loss: 3.5404e-07 185/262 [====================>.........] - ETA: 0s - loss: 3.1042e-07 221/262 [========================>.....] - ETA: 0s - loss: 5.2979e-07 259/262 [============================>.] - ETA: 0s - loss: 4.9099e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.8785e-07 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.6287e-07 38/262 [===>..........................] - ETA: 0s - loss: 9.8325e-07 75/262 [=======>......................] - ETA: 0s - loss: 6.6890e-07 112/262 [===========>..................] - ETA: 0s - loss: 5.7562e-07 150/262 [================>.............] - ETA: 0s - loss: 5.0333e-07 188/262 [====================>.........] - ETA: 0s - loss: 4.4493e-07 226/262 [========================>.....] - ETA: 0s - loss: 4.2713e-07 262/262 [==============================] - 0s 1ms/step - loss: 3.8012e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 5.2771e-08 41/262 [===>..........................] - ETA: 0s - loss: 4.4203e-07 80/262 [========>.....................] - ETA: 0s - loss: 2.7326e-07 119/262 [============>.................] - ETA: 0s - loss: 2.7311e-07 150/262 [================>.............] - ETA: 0s - loss: 2.8105e-07 180/262 [===================>..........] - ETA: 0s - loss: 2.6020e-07 215/262 [=======================>......] - ETA: 0s - loss: 2.3247e-07 252/262 [===========================>..] - ETA: 0s - loss: 3.9642e-07 262/262 [==============================] - 0s 1ms/step - loss: 3.8795e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 7.2980e-08 38/262 [===>..........................] - ETA: 0s - loss: 5.8151e-07 79/262 [========>.....................] - ETA: 0s - loss: 4.2076e-07 120/262 [============>.................] - ETA: 0s - loss: 3.6977e-07 161/262 [=================>............] - ETA: 0s - loss: 3.1218e-07 200/262 [=====================>........] - ETA: 0s - loss: 2.7574e-07 234/262 [=========================>....] - ETA: 0s - loss: 3.7296e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.1500e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 3.9296e-08 37/262 [===>..........................] - ETA: 0s - loss: 2.7401e-07 70/262 [=======>......................] - ETA: 0s - loss: 2.3685e-07 110/262 [===========>..................] - ETA: 0s - loss: 1.9591e-07 151/262 [================>.............] - ETA: 0s - loss: 1.9477e-07 191/262 [====================>.........] - ETA: 0s - loss: 1.7797e-07 230/262 [=========================>....] - ETA: 0s - loss: 1.9207e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.7423e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 6.1200e-08 39/262 [===>..........................] - ETA: 0s - loss: 3.3211e-07 79/262 [========>.....................] - ETA: 0s - loss: 4.1214e-07 120/262 [============>.................] - ETA: 0s - loss: 3.4325e-07 161/262 [=================>............] - ETA: 0s - loss: 2.9272e-07 201/262 [======================>.......] - ETA: 0s - loss: 2.6940e-07 241/262 [==========================>...] - ETA: 0s - loss: 2.3646e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.2831e-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: 2, 8 KNN f1 score: 0.800 KNN cohens kappa score: 0.797 ------ 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: 40s - loss: 6.9867e-06 42/262 [===>..........................] - ETA: 0s - loss: 5.1699e-07  82/262 [========>.....................] - ETA: 0s - loss: 3.2954e-04 123/262 [=============>................] - ETA: 0s - loss: 2.2185e-04 164/262 [=================>............] - ETA: 0s - loss: 1.6674e-04 203/262 [======================>.......] - ETA: 0s - loss: 2.2887e-04 241/262 [==========================>...] - ETA: 0s - loss: 1.9304e-04 262/262 [==============================] - 0s 1ms/step - loss: 1.7812e-04 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 8.6696e-08 42/262 [===>..........................] - ETA: 0s - loss: 5.5141e-07 82/262 [========>.....................] - ETA: 0s - loss: 0.0060  120/262 [============>.................] - ETA: 0s - loss: 0.0041 155/262 [================>.............] - ETA: 0s - loss: 0.0032 191/262 [====================>.........] - ETA: 0s - loss: 0.0026 224/262 [========================>.....] - ETA: 0s - loss: 0.0049 258/262 [============================>.] - ETA: 0s - loss: 0.0042 262/262 [==============================] - 0s 1ms/step - loss: 0.0042 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 3.0245e-05 38/262 [===>..........................] - ETA: 0s - loss: 1.4899e-04 77/262 [=======>......................] - ETA: 0s - loss: 8.4000e-05 117/262 [============>.................] - ETA: 0s - loss: 5.5709e-05 157/262 [================>.............] - ETA: 0s - loss: 4.2691e-05 193/262 [=====================>........] - ETA: 0s - loss: 3.5476e-05 229/262 [=========================>....] - ETA: 0s - loss: 3.0228e-05 262/262 [==============================] - 0s 1ms/step - loss: 3.7992e-04 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.6686e-07 40/262 [===>..........................] - ETA: 0s - loss: 2.4698e-05 81/262 [========>.....................] - ETA: 0s - loss: 1.4014e-05 118/262 [============>.................] - ETA: 0s - loss: 1.1035e-05 159/262 [=================>............] - ETA: 0s - loss: 9.2282e-06 198/262 [=====================>........] - ETA: 0s - loss: 7.7979e-06 238/262 [==========================>...] - ETA: 0s - loss: 7.2181e-06 262/262 [==============================] - 0s 1ms/step - loss: 6.7865e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 2.9632e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.0664e-06 82/262 [========>.....................] - ETA: 0s - loss: 1.7248e-06 123/262 [=============>................] - ETA: 0s - loss: 1.4526e-06 163/262 [=================>............] - ETA: 0s - loss: 1.4997e-06 203/262 [======================>.......] - ETA: 0s - loss: 1.2913e-06 242/262 [==========================>...] - ETA: 0s - loss: 1.4208e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.3434e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 8.7128e-08 41/262 [===>..........................] - ETA: 0s - loss: 8.4204e-07 81/262 [========>.....................] - ETA: 0s - loss: 8.9849e-07 121/262 [============>.................] - ETA: 0s - loss: 8.7655e-07 161/262 [=================>............] - ETA: 0s - loss: 9.8053e-07 201/262 [======================>.......] - ETA: 0s - loss: 8.8209e-07 240/262 [==========================>...] - ETA: 0s - loss: 8.3106e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.8681e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.9900e-07 41/262 [===>..........................] - ETA: 0s - loss: 7.1762e-07 82/262 [========>.....................] - ETA: 0s - loss: 5.8731e-07 121/262 [============>.................] - ETA: 0s - loss: 1.0619e-06 160/262 [=================>............] - ETA: 0s - loss: 8.6525e-07 200/262 [=====================>........] - ETA: 0s - loss: 7.9129e-07 240/262 [==========================>...] - ETA: 0s - loss: 7.2368e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.1196e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 7.3273e-08 38/262 [===>..........................] - ETA: 0s - loss: 3.4800e-07 79/262 [========>.....................] - ETA: 0s - loss: 3.0022e-07 112/262 [===========>..................] - ETA: 0s - loss: 4.8100e-07 149/262 [================>.............] - ETA: 0s - loss: 5.1642e-07 187/262 [====================>.........] - ETA: 0s - loss: 5.0707e-07 227/262 [========================>.....] - ETA: 0s - loss: 7.1031e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.3111e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 5.4277e-07 32/262 [==>...........................] - ETA: 0s - loss: 1.0726e-06 59/262 [=====>........................] - ETA: 0s - loss: 6.5765e-07 88/262 [=========>....................] - ETA: 0s - loss: 5.7508e-07 117/262 [============>.................] - ETA: 0s - loss: 4.6968e-07 144/262 [===============>..............] - ETA: 0s - loss: 4.7959e-07 175/262 [===================>..........] - ETA: 0s - loss: 4.4062e-07 203/262 [======================>.......] - ETA: 0s - loss: 3.9607e-07 234/262 [=========================>....] - ETA: 0s - loss: 3.7398e-07 262/262 [==============================] - 0s 2ms/step - loss: 5.8676e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 4.5209e-08 33/262 [==>...........................] - ETA: 0s - loss: 2.4339e-07 70/262 [=======>......................] - ETA: 0s - loss: 2.8417e-07 105/262 [===========>..................] - ETA: 0s - loss: 8.1352e-07 142/262 [===============>..............] - ETA: 0s - loss: 7.0906e-07 179/262 [===================>..........] - ETA: 0s - loss: 6.3888e-07 215/262 [=======================>......] - ETA: 0s - loss: 6.0396e-07 252/262 [===========================>..] - ETA: 0s - loss: 5.3176e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.5209e-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 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: 1:10 - loss: 2.5024e-07 33/262 [==>...........................] - ETA: 0s - loss: 3.6942e-05  69/262 [======>.......................] - ETA: 0s - loss: 1.8724e-05 107/262 [===========>..................] - ETA: 0s - loss: 1.3629e-05 145/262 [===============>..............] - ETA: 0s - loss: 1.4900e-05 181/262 [===================>..........] - ETA: 0s - loss: 1.6321e-05 217/262 [=======================>......] - ETA: 0s - loss: 1.4287e-05 256/262 [============================>.] - ETA: 0s - loss: 1.2260e-05 262/262 [==============================] - 1s 1ms/step - loss: 1.2007e-05 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 3.0596e-07 36/262 [===>..........................] - ETA: 0s - loss: 9.6687e-07 73/262 [=======>......................] - ETA: 0s - loss: 1.4760e-06 112/262 [===========>..................] - ETA: 0s - loss: 1.3951e-06 151/262 [================>.............] - ETA: 0s - loss: 1.4140e-06 187/262 [====================>.........] - ETA: 0s - loss: 2.3982e-06 217/262 [=======================>......] - ETA: 0s - loss: 2.8423e-06 245/262 [===========================>..] - ETA: 0s - loss: 2.7338e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.5627e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.9024e-05 39/262 [===>..........................] - ETA: 0s - loss: 1.5503e-05 77/262 [=======>......................] - ETA: 0s - loss: 9.2910e-06 117/262 [============>.................] - ETA: 0s - loss: 6.4683e-06 156/262 [================>.............] - ETA: 0s - loss: 5.4357e-06 196/262 [=====================>........] - ETA: 0s - loss: 4.5872e-06 233/262 [=========================>....] - ETA: 0s - loss: 4.0228e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.7686e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.5040e-07 38/262 [===>..........................] - ETA: 0s - loss: 2.6525e-05 74/262 [=======>......................] - ETA: 0s - loss: 1.5230e-05 112/262 [===========>..................] - ETA: 0s - loss: 1.0603e-05 149/262 [================>.............] - ETA: 0s - loss: 8.1530e-06 185/262 [====================>.........] - ETA: 0s - loss: 6.6683e-06 225/262 [========================>.....] - ETA: 0s - loss: 5.6011e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.9454e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 9.6220e-08 41/262 [===>..........................] - ETA: 0s - loss: 1.9694e-06 79/262 [========>.....................] - ETA: 0s - loss: 1.9166e-06 115/262 [============>.................] - ETA: 0s - loss: 1.4748e-06 144/262 [===============>..............] - ETA: 0s - loss: 6.0453e-06 182/262 [===================>..........] - ETA: 0s - loss: 5.6792e-06 220/262 [========================>.....] - ETA: 0s - loss: 4.8403e-06 258/262 [============================>.] - ETA: 0s - loss: 4.2123e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.1562e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 3.4898e-07 39/262 [===>..........................] - ETA: 0s - loss: 1.0263e-06 78/262 [=======>......................] - ETA: 0s - loss: 1.2403e-06 117/262 [============>.................] - ETA: 0s - loss: 1.0381e-06 157/262 [================>.............] - ETA: 0s - loss: 1.8275e-06 195/262 [=====================>........] - ETA: 0s - loss: 1.6651e-06 231/262 [=========================>....] - ETA: 0s - loss: 1.6222e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.5460e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 8.4196e-07 39/262 [===>..........................] - ETA: 0s - loss: 7.9593e-07 78/262 [=======>......................] - ETA: 0s - loss: 6.0828e-07 113/262 [===========>..................] - ETA: 0s - loss: 5.2089e-07 151/262 [================>.............] - ETA: 0s - loss: 2.6129e-06 190/262 [====================>.........] - ETA: 0s - loss: 2.3335e-06 228/262 [=========================>....] - ETA: 0s - loss: 2.0687e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.9221e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.9353e-07 39/262 [===>..........................] - ETA: 0s - loss: 4.4026e-07 74/262 [=======>......................] - ETA: 0s - loss: 5.9329e-07 112/262 [===========>..................] - ETA: 0s - loss: 4.7663e-07 151/262 [================>.............] - ETA: 0s - loss: 1.7867e-06 190/262 [====================>.........] - ETA: 0s - loss: 1.5286e-06 223/262 [========================>.....] - ETA: 0s - loss: 1.3524e-06 256/262 [============================>.] - ETA: 0s - loss: 1.2662e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2454e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 1.3999e-07 37/262 [===>..........................] - ETA: 0s - loss: 1.3363e-07 73/262 [=======>......................] - ETA: 0s - loss: 3.1000e-07 111/262 [===========>..................] - ETA: 0s - loss: 2.5766e-07 149/262 [================>.............] - ETA: 0s - loss: 3.1415e-07 184/262 [====================>.........] - ETA: 0s - loss: 1.4310e-06 214/262 [=======================>......] - ETA: 0s - loss: 1.0639e-05 252/262 [===========================>..] - ETA: 0s - loss: 4.6438e-04 262/262 [==============================] - 0s 1ms/step - loss: 4.4734e-04 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 3.2535e-07 39/262 [===>..........................] - ETA: 0s - loss: 0.0036  76/262 [=======>......................] - ETA: 0s - loss: 0.0020 116/262 [============>.................] - ETA: 0s - loss: 0.0014 151/262 [================>.............] - ETA: 0s - loss: 0.0011 190/262 [====================>.........] - ETA: 0s - loss: 8.7495e-04 227/262 [========================>.....] - ETA: 0s - loss: 7.3533e-04 262/262 [==============================] - 0s 1ms/step - loss: 6.3816e-04 -> 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: 1:12 - loss: 1.0660e-06 31/262 [==>...........................] - ETA: 0s - loss: 7.4120e-05  59/262 [=====>........................] - ETA: 0s - loss: 4.4626e-05 94/262 [=========>....................] - ETA: 0s - loss: 2.6890e-04 121/262 [============>.................] - ETA: 0s - loss: 7.5755e-04 155/262 [================>.............] - ETA: 0s - loss: 5.9258e-04 188/262 [====================>.........] - ETA: 0s - loss: 6.2309e-04 217/262 [=======================>......] - ETA: 0s - loss: 5.5337e-04 247/262 [===========================>..] - ETA: 0s - loss: 4.8646e-04 262/262 [==============================] - 1s 2ms/step - loss: 4.6014e-04 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.3009e-06 22/262 [=>............................] - ETA: 0s - loss: 9.5415e-06 49/262 [====>.........................] - ETA: 0s - loss: 1.3492e-04 86/262 [========>.....................] - ETA: 0s - loss: 8.6237e-05 116/262 [============>.................] - ETA: 0s - loss: 6.4900e-05 145/262 [===============>..............] - ETA: 0s - loss: 5.3435e-05 173/262 [==================>...........] - ETA: 0s - loss: 4.5052e-05 207/262 [======================>.......] - ETA: 0s - loss: 3.8192e-05 235/262 [=========================>....] - ETA: 0s - loss: 3.3908e-05 254/262 [============================>.] - ETA: 0s - loss: 3.4619e-05 262/262 [==============================] - 0s 2ms/step - loss: 3.3704e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.4460e-05 28/262 [==>...........................] - ETA: 0s - loss: 6.7364e-04 50/262 [====>.........................] - ETA: 0s - loss: 3.8747e-04 70/262 [=======>......................] - ETA: 0s - loss: 7.1960e-04 87/262 [========>.....................] - ETA: 0s - loss: 6.0687e-04 110/262 [===========>..................] - ETA: 0s - loss: 0.0012  140/262 [===============>..............] - ETA: 0s - loss: 9.6342e-04 169/262 [==================>...........] - ETA: 0s - loss: 8.0160e-04 199/262 [=====================>........] - ETA: 0s - loss: 6.8285e-04 231/262 [=========================>....] - ETA: 0s - loss: 5.9038e-04 260/262 [============================>.] - ETA: 0s - loss: 5.2535e-04 262/262 [==============================] - 1s 2ms/step - loss: 5.2277e-04 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.0005e-05 32/262 [==>...........................] - ETA: 0s - loss: 4.3208e-04 57/262 [=====>........................] - ETA: 0s - loss: 2.4387e-04 84/262 [========>.....................] - ETA: 0s - loss: 1.7084e-04 112/262 [===========>..................] - ETA: 0s - loss: 1.5089e-04 140/262 [===============>..............] - ETA: 0s - loss: 1.2211e-04 166/262 [==================>...........] - ETA: 0s - loss: 1.0433e-04 196/262 [=====================>........] - ETA: 0s - loss: 8.9460e-05 230/262 [=========================>....] - ETA: 0s - loss: 8.1158e-05 262/262 [==============================] - ETA: 0s - loss: 7.1801e-05 262/262 [==============================] - 0s 2ms/step - loss: 7.1801e-05 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.1255e-05 29/262 [==>...........................] - ETA: 0s - loss: 1.0326e-05 57/262 [=====>........................] - ETA: 0s - loss: 6.1534e-06 80/262 [========>.....................] - ETA: 0s - loss: 4.9035e-06 102/262 [==========>...................] - ETA: 0s - loss: 4.3215e-06 117/262 [============>.................] - ETA: 0s - loss: 4.3222e-06 136/262 [==============>...............] - ETA: 0s - loss: 3.8475e-06 152/262 [================>.............] - ETA: 0s - loss: 3.5677e-06 171/262 [==================>...........] - ETA: 0s - loss: 3.2610e-06 203/262 [======================>.......] - ETA: 0s - loss: 5.9381e-06 231/262 [=========================>....] - ETA: 0s - loss: 5.4495e-06 261/262 [============================>.] - ETA: 0s - loss: 5.5802e-06 262/262 [==============================] - 1s 2ms/step - loss: 5.5777e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 5.6708e-07 23/262 [=>............................] - ETA: 0s - loss: 2.3713e-06 43/262 [===>..........................] - ETA: 0s - loss: 1.8958e-06 60/262 [=====>........................] - ETA: 0s - loss: 1.8442e-06 84/262 [========>.....................] - ETA: 0s - loss: 2.1087e-06 114/262 [============>.................] - ETA: 0s - loss: 1.9383e-06 146/262 [===============>..............] - ETA: 0s - loss: 2.0288e-06 171/262 [==================>...........] - ETA: 0s - loss: 1.8125e-06 198/262 [=====================>........] - ETA: 0s - loss: 1.6678e-06 225/262 [========================>.....] - ETA: 0s - loss: 4.7933e-06 253/262 [===========================>..] - ETA: 0s - loss: 4.3828e-06 262/262 [==============================] - 1s 2ms/step - loss: 4.2910e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.5114e-05 31/262 [==>...........................] - ETA: 0s - loss: 3.3400e-06 48/262 [====>.........................] - ETA: 0s - loss: 2.4459e-06 68/262 [======>.......................] - ETA: 0s - loss: 5.8153e-06 90/262 [=========>....................] - ETA: 0s - loss: 4.9321e-06 118/262 [============>.................] - ETA: 0s - loss: 4.5803e-06 145/262 [===============>..............] - ETA: 0s - loss: 4.0061e-06 160/262 [=================>............] - ETA: 0s - loss: 3.6992e-06 175/262 [===================>..........] - ETA: 0s - loss: 3.5150e-06 189/262 [====================>.........] - ETA: 0s - loss: 3.3136e-06 216/262 [=======================>......] - ETA: 0s - loss: 3.0510e-06 247/262 [===========================>..] - ETA: 0s - loss: 2.7538e-06 262/262 [==============================] - 1s 2ms/step - loss: 3.5951e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 7.2365e-07 31/262 [==>...........................] - ETA: 0s - loss: 1.2246e-06 59/262 [=====>........................] - ETA: 0s - loss: 1.3150e-06 88/262 [=========>....................] - ETA: 0s - loss: 1.2707e-06 118/262 [============>.................] - ETA: 0s - loss: 1.3432e-06 142/262 [===============>..............] - ETA: 0s - loss: 1.4877e-06 171/262 [==================>...........] - ETA: 0s - loss: 2.6225e-06 207/262 [======================>.......] - ETA: 0s - loss: 2.4170e-06 237/262 [==========================>...] - ETA: 0s - loss: 2.5349e-06 259/262 [============================>.] - ETA: 0s - loss: 3.2635e-06 262/262 [==============================] - 0s 2ms/step - loss: 3.2387e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.4789e-06 38/262 [===>..........................] - ETA: 0s - loss: 1.3768e-06 69/262 [======>.......................] - ETA: 0s - loss: 1.3464e-06 99/262 [==========>...................] - ETA: 0s - loss: 1.2257e-06 123/262 [=============>................] - ETA: 0s - loss: 1.1638e-06 147/262 [===============>..............] - ETA: 0s - loss: 1.1442e-06 171/262 [==================>...........] - ETA: 0s - loss: 2.1989e-06 197/262 [=====================>........] - ETA: 0s - loss: 2.1942e-06 221/262 [========================>.....] - ETA: 0s - loss: 2.1818e-06 246/262 [===========================>..] - ETA: 0s - loss: 3.0606e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.9414e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.5334e-07 26/262 [=>............................] - ETA: 0s - loss: 1.0191e-06 55/262 [=====>........................] - ETA: 0s - loss: 4.0717e-06 83/262 [========>.....................] - ETA: 0s - loss: 3.0758e-06 118/262 [============>.................] - ETA: 0s - loss: 2.5728e-06 151/262 [================>.............] - ETA: 0s - loss: 3.1998e-06 179/262 [===================>..........] - ETA: 0s - loss: 3.3093e-06 207/262 [======================>.......] - ETA: 0s - loss: 2.9889e-06 226/262 [========================>.....] - ETA: 0s - loss: 2.8816e-06 246/262 [===========================>..] - ETA: 0s - loss: 2.7552e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.6357e-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: 54s - loss: 4.6905e-07 29/262 [==>...........................] - ETA: 0s - loss: 1.6363e-06  52/262 [====>.........................] - ETA: 0s - loss: 1.2521e-05 66/262 [======>.......................] - ETA: 0s - loss: 1.0938e-05 79/262 [========>.....................] - ETA: 0s - loss: 9.2352e-06 89/262 [=========>....................] - ETA: 0s - loss: 8.3074e-06 100/262 [==========>...................] - ETA: 0s - loss: 7.4758e-06 124/262 [=============>................] - ETA: 0s - loss: 6.1112e-06 154/262 [================>.............] - ETA: 0s - loss: 5.3945e-05 186/262 [====================>.........] - ETA: 0s - loss: 4.1369e-04 217/262 [=======================>......] - ETA: 0s - loss: 3.5770e-04 246/262 [===========================>..] - ETA: 0s - loss: 3.1581e-04 262/262 [==============================] - 1s 2ms/step - loss: 2.9734e-04 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 8.4698e-08 31/262 [==>...........................] - ETA: 0s - loss: 2.5925e-07 61/262 [=====>........................] - ETA: 0s - loss: 2.3652e-04 85/262 [========>.....................] - ETA: 0s - loss: 1.7700e-04 118/262 [============>.................] - ETA: 0s - loss: 1.2812e-04 153/262 [================>.............] - ETA: 0s - loss: 9.9138e-05 180/262 [===================>..........] - ETA: 0s - loss: 8.4488e-05 210/262 [=======================>......] - ETA: 0s - loss: 7.2524e-05 231/262 [=========================>....] - ETA: 0s - loss: 6.7361e-05 258/262 [============================>.] - ETA: 0s - loss: 6.0495e-05 262/262 [==============================] - 0s 2ms/step - loss: 5.9737e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.9157e-07 28/262 [==>...........................] - ETA: 0s - loss: 2.3628e-06 56/262 [=====>........................] - ETA: 0s - loss: 1.5332e-06 78/262 [=======>......................] - ETA: 0s - loss: 1.2714e-06 101/262 [==========>...................] - ETA: 0s - loss: 1.1513e-06 120/262 [============>.................] - ETA: 0s - loss: 1.4649e-06 151/262 [================>.............] - ETA: 0s - loss: 1.7545e-06 178/262 [===================>..........] - ETA: 0s - loss: 3.2129e-06 205/262 [======================>.......] - ETA: 0s - loss: 2.8570e-06 230/262 [=========================>....] - ETA: 0s - loss: 2.6382e-06 259/262 [============================>.] - ETA: 0s - loss: 2.4368e-06 262/262 [==============================] - 1s 2ms/step - loss: 2.4197e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.0993e-06 29/262 [==>...........................] - ETA: 0s - loss: 6.6624e-07 60/262 [=====>........................] - ETA: 0s - loss: 8.1332e-07 90/262 [=========>....................] - ETA: 0s - loss: 8.2705e-07 122/262 [============>.................] - ETA: 0s - loss: 8.9898e-07 157/262 [================>.............] - ETA: 0s - loss: 1.0211e-06 186/262 [====================>.........] - ETA: 0s - loss: 9.0979e-07 210/262 [=======================>......] - ETA: 0s - loss: 8.4080e-07 232/262 [=========================>....] - ETA: 0s - loss: 7.9331e-07 254/262 [============================>.] - ETA: 0s - loss: 8.0767e-07 262/262 [==============================] - 0s 2ms/step - loss: 1.0346e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.6815e-06 14/262 [>.............................] - ETA: 0s - loss: 1.6169e-06 39/262 [===>..........................] - ETA: 0s - loss: 1.1712e-06 66/262 [======>.......................] - ETA: 0s - loss: 9.2768e-07 100/262 [==========>...................] - ETA: 0s - loss: 8.0903e-07 130/262 [=============>................] - ETA: 0s - loss: 1.0698e-06 158/262 [=================>............] - ETA: 0s - loss: 9.7915e-07 193/262 [=====================>........] - ETA: 0s - loss: 9.3580e-07 219/262 [========================>.....] - ETA: 0s - loss: 8.6855e-07 254/262 [============================>.] - ETA: 0s - loss: 8.0044e-07 262/262 [==============================] - 0s 2ms/step - loss: 8.1038e-07 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 4.6482e-07 26/262 [=>............................] - ETA: 0s - loss: 2.4601e-07 48/262 [====>.........................] - ETA: 0s - loss: 4.0500e-07 73/262 [=======>......................] - ETA: 0s - loss: 4.4451e-07 109/262 [===========>..................] - ETA: 0s - loss: 3.7206e-07 130/262 [=============>................] - ETA: 0s - loss: 4.6063e-07 155/262 [================>.............] - ETA: 0s - loss: 4.6209e-07 180/262 [===================>..........] - ETA: 0s - loss: 4.4814e-07 208/262 [======================>.......] - ETA: 0s - loss: 4.3341e-07 239/262 [==========================>...] - ETA: 0s - loss: 7.1589e-07 262/262 [==============================] - 1s 2ms/step - loss: 6.9898e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 9.8895e-08 33/262 [==>...........................] - ETA: 0s - loss: 1.4784e-06 60/262 [=====>........................] - ETA: 0s - loss: 1.1256e-06 91/262 [=========>....................] - ETA: 0s - loss: 1.0529e-06 117/262 [============>.................] - ETA: 0s - loss: 9.7221e-07 145/262 [===============>..............] - ETA: 0s - loss: 8.4918e-07 176/262 [===================>..........] - ETA: 0s - loss: 7.4149e-07 211/262 [=======================>......] - ETA: 0s - loss: 6.5760e-07 239/262 [==========================>...] - ETA: 0s - loss: 6.6375e-07 262/262 [==============================] - 0s 2ms/step - loss: 6.3441e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 3.9470e-08 34/262 [==>...........................] - ETA: 0s - loss: 3.8703e-07 61/262 [=====>........................] - ETA: 0s - loss: 2.9187e-07 91/262 [=========>....................] - ETA: 0s - loss: 3.3594e-07 113/262 [===========>..................] - ETA: 0s - loss: 4.2305e-07 138/262 [==============>...............] - ETA: 0s - loss: 3.9541e-07 149/262 [================>.............] - ETA: 0s - loss: 7.7175e-07 170/262 [==================>...........] - ETA: 0s - loss: 7.4264e-07 197/262 [=====================>........] - ETA: 0s - loss: 7.0030e-07 221/262 [========================>.....] - ETA: 0s - loss: 7.0650e-07 244/262 [==========================>...] - ETA: 0s - loss: 6.6044e-07 262/262 [==============================] - 1s 2ms/step - loss: 6.3122e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 1.3687e-07 30/262 [==>...........................] - ETA: 0s - loss: 6.7805e-07 61/262 [=====>........................] - ETA: 0s - loss: 5.3373e-07 99/262 [==========>...................] - ETA: 0s - loss: 4.1072e-07 124/262 [=============>................] - ETA: 0s - loss: 3.6549e-07 160/262 [=================>............] - ETA: 0s - loss: 7.9196e-07 192/262 [====================>.........] - ETA: 0s - loss: 7.3074e-07 215/262 [=======================>......] - ETA: 0s - loss: 6.8308e-07 233/262 [=========================>....] - ETA: 0s - loss: 6.4517e-07 262/262 [==============================] - 0s 2ms/step - loss: 6.0468e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 5.5962e-08 28/262 [==>...........................] - ETA: 0s - loss: 1.8910e-06 54/262 [=====>........................] - ETA: 0s - loss: 1.1805e-06 84/262 [========>.....................] - ETA: 0s - loss: 1.0460e-06 113/262 [===========>..................] - ETA: 0s - loss: 8.3408e-07 145/262 [===============>..............] - ETA: 0s - loss: 7.0744e-07 164/262 [=================>............] - ETA: 0s - loss: 6.4490e-07 188/262 [====================>.........] - ETA: 0s - loss: 5.9282e-07 211/262 [=======================>......] - ETA: 0s - loss: 5.6656e-07 237/262 [==========================>...] - ETA: 0s - loss: 5.4084e-07 262/262 [==============================] - 1s 2ms/step - loss: 5.2949e-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 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2574 synthetic samples -> retrain GAN for predict Epoch 1/10 1/262 [..............................] - ETA: 1:21 - loss: 9.3392e-08 27/262 [==>...........................] - ETA: 0s - loss: 2.3047e-07  53/262 [=====>........................] - ETA: 0s - loss: 8.4142e-06 81/262 [========>.....................] - ETA: 0s - loss: 1.3849e-05 103/262 [==========>...................] - ETA: 0s - loss: 1.0921e-05 128/262 [=============>................] - ETA: 0s - loss: 1.0697e-05 157/262 [================>.............] - ETA: 0s - loss: 0.0011  186/262 [====================>.........] - ETA: 0s - loss: 9.2852e-04 215/262 [=======================>......] - ETA: 0s - loss: 0.0021  237/262 [==========================>...] - ETA: 0s - loss: 0.0019 261/262 [============================>.] - ETA: 0s - loss: 0.0018 262/262 [==============================] - 1s 2ms/step - loss: 0.0018 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 2.6381e-07 25/262 [=>............................] - ETA: 0s - loss: 1.1703e-06 46/262 [====>.........................] - ETA: 0s - loss: 8.1249e-07 68/262 [======>.......................] - ETA: 0s - loss: 2.3366e-06 89/262 [=========>....................] - ETA: 0s - loss: 2.1552e-06 113/262 [===========>..................] - ETA: 0s - loss: 1.9085e-06 143/262 [===============>..............] - ETA: 0s - loss: 1.5898e-06 168/262 [==================>...........] - ETA: 0s - loss: 5.7135e-04 193/262 [=====================>........] - ETA: 0s - loss: 4.9738e-04 216/262 [=======================>......] - ETA: 0s - loss: 4.4466e-04 243/262 [==========================>...] - ETA: 0s - loss: 4.5095e-04 262/262 [==============================] - 1s 2ms/step - loss: 4.1999e-04 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.8444e-07 33/262 [==>...........................] - ETA: 0s - loss: 4.9025e-06 58/262 [=====>........................] - ETA: 0s - loss: 4.6750e-06 79/262 [========>.....................] - ETA: 0s - loss: 9.9953e-06 109/262 [===========>..................] - ETA: 0s - loss: 7.6974e-06 133/262 [==============>...............] - ETA: 0s - loss: 6.4733e-06 155/262 [================>.............] - ETA: 0s - loss: 5.6405e-06 179/262 [===================>..........] - ETA: 0s - loss: 5.0389e-06 203/262 [======================>.......] - ETA: 0s - loss: 4.6840e-06 227/262 [========================>.....] - ETA: 0s - loss: 4.4515e-06 250/262 [===========================>..] - ETA: 0s - loss: 4.1432e-06 262/262 [==============================] - 1s 2ms/step - loss: 4.5484e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.7077e-07 28/262 [==>...........................] - ETA: 0s - loss: 6.6263e-07 48/262 [====>.........................] - ETA: 0s - loss: 9.6107e-07 77/262 [=======>......................] - ETA: 0s - loss: 2.6124e-06 101/262 [==========>...................] - ETA: 0s - loss: 2.7741e-06 127/262 [=============>................] - ETA: 0s - loss: 2.3744e-06 157/262 [================>.............] - ETA: 0s - loss: 2.0532e-06 181/262 [===================>..........] - ETA: 0s - loss: 2.0703e-06 208/262 [======================>.......] - ETA: 0s - loss: 1.9299e-06 237/262 [==========================>...] - ETA: 0s - loss: 1.9143e-06 262/262 [==============================] - ETA: 0s - loss: 1.8013e-06 262/262 [==============================] - 1s 2ms/step - loss: 1.8013e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.2293e-05 24/262 [=>............................] - ETA: 0s - loss: 2.8517e-06 53/262 [=====>........................] - ETA: 0s - loss: 3.1893e-06 77/262 [=======>......................] - ETA: 0s - loss: 2.7263e-06 102/262 [==========>...................] - ETA: 0s - loss: 2.2388e-06 124/262 [=============>................] - ETA: 0s - loss: 1.8793e-06 150/262 [================>.............] - ETA: 0s - loss: 1.6164e-06 172/262 [==================>...........] - ETA: 0s - loss: 1.4852e-06 201/262 [======================>.......] - ETA: 0s - loss: 1.4599e-06 226/262 [========================>.....] - ETA: 0s - loss: 1.4084e-06 252/262 [===========================>..] - ETA: 0s - loss: 1.3027e-06 262/262 [==============================] - 1s 2ms/step - loss: 1.2761e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 8.1322e-07 26/262 [=>............................] - ETA: 0s - loss: 1.1596e-06 46/262 [====>.........................] - ETA: 0s - loss: 1.1953e-06 71/262 [=======>......................] - ETA: 0s - loss: 1.3693e-06 93/262 [=========>....................] - ETA: 0s - loss: 1.3225e-06 114/262 [============>.................] - ETA: 0s - loss: 1.2156e-06 137/262 [==============>...............] - ETA: 0s - loss: 1.3807e-06 164/262 [=================>............] - ETA: 0s - loss: 1.2120e-06 189/262 [====================>.........] - ETA: 0s - loss: 1.0921e-06 216/262 [=======================>......] - ETA: 0s - loss: 1.1048e-06 238/262 [==========================>...] - ETA: 0s - loss: 1.0530e-06 262/262 [==============================] - 1s 2ms/step - loss: 1.0167e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.4879e-07 24/262 [=>............................] - ETA: 0s - loss: 1.6744e-06 47/262 [====>.........................] - ETA: 0s - loss: 1.1727e-06 71/262 [=======>......................] - ETA: 0s - loss: 1.2747e-06 96/262 [=========>....................] - ETA: 0s - loss: 1.2600e-06 121/262 [============>.................] - ETA: 0s - loss: 1.0946e-06 146/262 [===============>..............] - ETA: 0s - loss: 1.1520e-06 171/262 [==================>...........] - ETA: 0s - loss: 1.0720e-06 193/262 [=====================>........] - ETA: 0s - loss: 1.0607e-06 221/262 [========================>.....] - ETA: 0s - loss: 9.6439e-07 251/262 [===========================>..] - ETA: 0s - loss: 8.8677e-07 262/262 [==============================] - 1s 2ms/step - loss: 8.5746e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 6.5987e-06 24/262 [=>............................] - ETA: 0s - loss: 1.2133e-06 49/262 [====>.........................] - ETA: 0s - loss: 6.6863e-07 73/262 [=======>......................] - ETA: 0s - loss: 5.4824e-07 100/262 [==========>...................] - ETA: 0s - loss: 4.6564e-07 129/262 [=============>................] - ETA: 0s - loss: 4.9838e-07 156/262 [================>.............] - ETA: 0s - loss: 5.5839e-07 180/262 [===================>..........] - ETA: 0s - loss: 6.0446e-07 207/262 [======================>.......] - ETA: 0s - loss: 7.0201e-07 227/262 [========================>.....] - ETA: 0s - loss: 6.8258e-07 253/262 [===========================>..] - ETA: 0s - loss: 6.4675e-07 262/262 [==============================] - 1s 2ms/step - loss: 7.5064e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.1289e-05 29/262 [==>...........................] - ETA: 0s - loss: 1.4651e-06 51/262 [====>.........................] - ETA: 0s - loss: 1.1366e-06 77/262 [=======>......................] - ETA: 0s - loss: 8.5423e-07 102/262 [==========>...................] - ETA: 0s - loss: 8.5971e-07 126/262 [=============>................] - ETA: 0s - loss: 9.7634e-07 152/262 [================>.............] - ETA: 0s - loss: 9.1320e-07 172/262 [==================>...........] - ETA: 0s - loss: 8.3577e-07 191/262 [====================>.........] - ETA: 0s - loss: 8.0146e-07 214/262 [=======================>......] - ETA: 0s - loss: 7.6155e-07 239/262 [==========================>...] - ETA: 0s - loss: 6.9786e-07 262/262 [==============================] - ETA: 0s - loss: 6.6971e-07 262/262 [==============================] - 1s 2ms/step - loss: 6.6971e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.5481e-07 29/262 [==>...........................] - ETA: 0s - loss: 1.9742e-07 50/262 [====>.........................] - ETA: 0s - loss: 5.0122e-07 67/262 [======>.......................] - ETA: 0s - loss: 4.1227e-07 90/262 [=========>....................] - ETA: 0s - loss: 5.1483e-07 114/262 [============>.................] - ETA: 0s - loss: 4.7107e-07 137/262 [==============>...............] - ETA: 0s - loss: 6.3665e-07 155/262 [================>.............] - ETA: 0s - loss: 5.7938e-07 183/262 [===================>..........] - ETA: 0s - loss: 5.7036e-07 208/262 [======================>.......] - ETA: 0s - loss: 5.2318e-07 232/262 [=========================>....] - ETA: 0s - loss: 6.3600e-07 258/262 [============================>.] - ETA: 0s - loss: 6.0549e-07 262/262 [==============================] - 1s 2ms/step - loss: 5.9950e-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 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: 56s - loss: 4.2941e-07 38/262 [===>..........................] - ETA: 0s - loss: 0.0038  78/262 [=======>......................] - ETA: 0s - loss: 0.0038 118/262 [============>.................] - ETA: 0s - loss: 0.0633 162/262 [=================>............] - ETA: 0s - loss: 0.0461 205/262 [======================>.......] - ETA: 0s - loss: 0.0364 245/262 [===========================>..] - ETA: 0s - loss: 0.0305 262/262 [==============================] - 1s 1ms/step - loss: 0.0286 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 6.8980e-07 42/262 [===>..........................] - ETA: 0s - loss: 1.4699e-05 82/262 [========>.....................] - ETA: 0s - loss: 8.1728e-06 122/262 [============>.................] - ETA: 0s - loss: 6.3949e-06 160/262 [=================>............] - ETA: 0s - loss: 5.2886e-06 200/262 [=====================>........] - ETA: 0s - loss: 5.2508e-04 240/262 [==========================>...] - ETA: 0s - loss: 4.3812e-04 262/262 [==============================] - 0s 1ms/step - loss: 4.0256e-04 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.1968e-06 44/262 [====>.........................] - ETA: 0s - loss: 1.7623e-06 89/262 [=========>....................] - ETA: 0s - loss: 1.7059e-06 132/262 [==============>...............] - ETA: 0s - loss: 1.7166e-05 172/262 [==================>...........] - ETA: 0s - loss: 1.3396e-05 212/262 [=======================>......] - ETA: 0s - loss: 1.1283e-05 253/262 [===========================>..] - ETA: 0s - loss: 9.7480e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.4799e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 9.9277e-07 45/262 [====>.........................] - ETA: 0s - loss: 1.2394e-05 88/262 [=========>....................] - ETA: 0s - loss: 8.1648e-06 127/262 [=============>................] - ETA: 0s - loss: 5.9751e-06 167/262 [==================>...........] - ETA: 0s - loss: 4.8405e-06 203/262 [======================>.......] - ETA: 0s - loss: 4.2699e-06 242/262 [==========================>...] - ETA: 0s - loss: 4.3217e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.1805e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 3.2569e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.4476e-06 80/262 [========>.....................] - ETA: 0s - loss: 2.1085e-06 112/262 [===========>..................] - ETA: 0s - loss: 2.3003e-06 150/262 [================>.............] - ETA: 0s - loss: 6.1077e-06 177/262 [===================>..........] - ETA: 0s - loss: 5.6676e-06 207/262 [======================>.......] - ETA: 0s - loss: 4.9327e-06 233/262 [=========================>....] - ETA: 0s - loss: 4.4662e-06 262/262 [==============================] - 0s 2ms/step - loss: 4.1291e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 4.5685e-07 39/262 [===>..........................] - ETA: 0s - loss: 3.7890e-06 74/262 [=======>......................] - ETA: 0s - loss: 2.2834e-06 111/262 [===========>..................] - ETA: 0s - loss: 2.0891e-06 150/262 [================>.............] - ETA: 0s - loss: 4.8281e-06 188/262 [====================>.........] - ETA: 0s - loss: 4.1992e-06 226/262 [========================>.....] - ETA: 0s - loss: 3.7022e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.5758e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 3.6662e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.9885e-06 79/262 [========>.....................] - ETA: 0s - loss: 1.7950e-06 118/262 [============>.................] - ETA: 0s - loss: 1.5164e-06 157/262 [================>.............] - ETA: 0s - loss: 1.2533e-06 195/262 [=====================>........] - ETA: 0s - loss: 1.1408e-06 236/262 [==========================>...] - ETA: 0s - loss: 5.6000e-06 262/262 [==============================] - 0s 1ms/step - loss: 5.1439e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.5975e-06 35/262 [===>..........................] - ETA: 0s - loss: 2.7006e-06 75/262 [=======>......................] - ETA: 0s - loss: 2.0866e-06 112/262 [===========>..................] - ETA: 0s - loss: 4.0174e-06 152/262 [================>.............] - ETA: 0s - loss: 4.4450e-06 189/262 [====================>.........] - ETA: 0s - loss: 3.7245e-06 226/262 [========================>.....] - ETA: 0s - loss: 3.6355e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.2782e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 1.3418e-06 39/262 [===>..........................] - ETA: 0s - loss: 9.0202e-06 78/262 [=======>......................] - ETA: 0s - loss: 5.6657e-06 116/262 [============>.................] - ETA: 0s - loss: 4.8903e-06 155/262 [================>.............] - ETA: 0s - loss: 3.8552e-06 194/262 [=====================>........] - ETA: 0s - loss: 3.4575e-06 233/262 [=========================>....] - ETA: 0s - loss: 3.1666e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.8782e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 3.6066e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.2699e-06 78/262 [=======>......................] - ETA: 0s - loss: 9.0233e-07 112/262 [===========>..................] - ETA: 0s - loss: 8.3329e-07 143/262 [===============>..............] - ETA: 0s - loss: 7.8272e-07 177/262 [===================>..........] - ETA: 0s - loss: 1.1389e-06 212/262 [=======================>......] - ETA: 0s - loss: 1.0589e-06 242/262 [==========================>...] - ETA: 0s - loss: 3.1219e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.9313e-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: 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: 52s - loss: 1.3839e-06 41/262 [===>..........................] - ETA: 0s - loss: 2.7351e-06  71/262 [=======>......................] - ETA: 0s - loss: 5.7080e-06 103/262 [==========>...................] - ETA: 0s - loss: 4.4095e-06 139/262 [==============>...............] - ETA: 0s - loss: 5.1886e-06 177/262 [===================>..........] - ETA: 0s - loss: 4.7631e-06 216/262 [=======================>......] - ETA: 0s - loss: 4.3358e-06 256/262 [============================>.] - ETA: 0s - loss: 2.1290e-05 262/262 [==============================] - 1s 1ms/step - loss: 2.0874e-05 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 2.5024e-07 42/262 [===>..........................] - ETA: 0s - loss: 8.1930e-06 82/262 [========>.....................] - ETA: 0s - loss: 5.5992e-06 119/262 [============>.................] - ETA: 0s - loss: 4.0251e-06 157/262 [================>.............] - ETA: 0s - loss: 3.7477e-04 197/262 [=====================>........] - ETA: 0s - loss: 0.0120  237/262 [==========================>...] - ETA: 0s - loss: 0.0100 262/262 [==============================] - 0s 1ms/step - loss: 0.0091 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 9.3609e-07 39/262 [===>..........................] - ETA: 0s - loss: 8.3250e-05 77/262 [=======>......................] - ETA: 0s - loss: 4.3492e-05 115/262 [============>.................] - ETA: 0s - loss: 2.9792e-05 151/262 [================>.............] - ETA: 0s - loss: 2.4039e-05 189/262 [====================>.........] - ETA: 0s - loss: 1.9885e-05 227/262 [========================>.....] - ETA: 0s - loss: 1.6833e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.7188e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 3.2334e-06 43/262 [===>..........................] - ETA: 0s - loss: 2.6970e-06 85/262 [========>.....................] - ETA: 0s - loss: 4.8577e-06 124/262 [=============>................] - ETA: 0s - loss: 4.6346e-06 163/262 [=================>............] - ETA: 0s - loss: 4.4155e-06 202/262 [======================>.......] - ETA: 0s - loss: 5.4998e-06 241/262 [==========================>...] - ETA: 0s - loss: 4.9657e-06 262/262 [==============================] - 0s 1ms/step - loss: 4.8753e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.0802e-06 40/262 [===>..........................] - ETA: 0s - loss: 1.6537e-06 80/262 [========>.....................] - ETA: 0s - loss: 2.1907e-06 117/262 [============>.................] - ETA: 0s - loss: 1.7876e-06 155/262 [================>.............] - ETA: 0s - loss: 1.7306e-06 193/262 [=====================>........] - ETA: 0s - loss: 1.6888e-06 229/262 [=========================>....] - ETA: 0s - loss: 4.1216e-06 260/262 [============================>.] - ETA: 0s - loss: 3.9023e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.8929e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.3991e-06 33/262 [==>...........................] - ETA: 0s - loss: 2.6680e-06 70/262 [=======>......................] - ETA: 0s - loss: 2.4741e-06 108/262 [===========>..................] - ETA: 0s - loss: 3.1975e-06 147/262 [===============>..............] - ETA: 0s - loss: 2.8284e-06 185/262 [====================>.........] - ETA: 0s - loss: 3.6502e-06 225/262 [========================>.....] - ETA: 0s - loss: 3.3270e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.0897e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.0110e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.5464e-06 74/262 [=======>......................] - ETA: 0s - loss: 1.6445e-06 110/262 [===========>..................] - ETA: 0s - loss: 1.4571e-06 149/262 [================>.............] - ETA: 0s - loss: 1.2923e-06 187/262 [====================>.........] - ETA: 0s - loss: 2.3723e-06 224/262 [========================>.....] - ETA: 0s - loss: 2.2737e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.5292e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.1305e-06 38/262 [===>..........................] - ETA: 0s - loss: 1.1719e-06 78/262 [=======>......................] - ETA: 0s - loss: 2.0740e-06 117/262 [============>.................] - ETA: 0s - loss: 1.7602e-06 156/262 [================>.............] - ETA: 0s - loss: 1.5578e-06 196/262 [=====================>........] - ETA: 0s - loss: 1.4151e-06 231/262 [=========================>....] - ETA: 0s - loss: 1.3928e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.1307e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 9.6767e-07 40/262 [===>..........................] - ETA: 0s - loss: 8.1202e-07 76/262 [=======>......................] - ETA: 0s - loss: 8.2211e-07 114/262 [============>.................] - ETA: 0s - loss: 9.3927e-07 152/262 [================>.............] - ETA: 0s - loss: 1.6546e-06 188/262 [====================>.........] - ETA: 0s - loss: 2.1527e-06 227/262 [========================>.....] - ETA: 0s - loss: 1.9235e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.7567e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 5.3073e-07 39/262 [===>..........................] - ETA: 0s - loss: 3.6870e-06 78/262 [=======>......................] - ETA: 0s - loss: 2.4864e-06 116/262 [============>.................] - ETA: 0s - loss: 1.9344e-06 154/262 [================>.............] - ETA: 0s - loss: 1.6501e-06 191/262 [====================>.........] - ETA: 0s - loss: 1.4386e-06 231/262 [=========================>....] - ETA: 0s - loss: 1.5454e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.5029e-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: 1, 8 KNN f1 score: 0.842 KNN cohens kappa score: 0.840 ====== 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: 44s - loss: 1.1415e-06 40/262 [===>..........................] - ETA: 0s - loss: 3.3777e-06  80/262 [========>.....................] - ETA: 0s - loss: 1.9228e-05 120/262 [============>.................] - ETA: 0s - loss: 2.4166e-05 159/262 [=================>............] - ETA: 0s - loss: 1.8301e-05 199/262 [=====================>........] - ETA: 0s - loss: 1.4700e-05 234/262 [=========================>....] - ETA: 0s - loss: 1.2602e-05 262/262 [==============================] - 1s 1ms/step - loss: 1.1326e-05 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 9.9847e-08 34/262 [==>...........................] - ETA: 0s - loss: 7.6894e-05 69/262 [======>.......................] - ETA: 0s - loss: 4.3443e-05 109/262 [===========>..................] - ETA: 0s - loss: 2.7583e-05 149/262 [================>.............] - ETA: 0s - loss: 2.0388e-05 188/262 [====================>.........] - ETA: 0s - loss: 1.8061e-05 225/262 [========================>.....] - ETA: 0s - loss: 1.5369e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.3360e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 4.8001e-08 40/262 [===>..........................] - ETA: 0s - loss: 4.1780e-07 80/262 [========>.....................] - ETA: 0s - loss: 3.5132e-07 120/262 [============>.................] - ETA: 0s - loss: 3.3925e-07 160/262 [=================>............] - ETA: 0s - loss: 3.0712e-07 199/262 [=====================>........] - ETA: 0s - loss: 2.5249e-06 236/262 [==========================>...] - ETA: 0s - loss: 2.5491e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.4322e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 7.9273e-07 40/262 [===>..........................] - ETA: 0s - loss: 2.2642e-06 80/262 [========>.....................] - ETA: 0s - loss: 1.9772e-06 114/262 [============>.................] - ETA: 0s - loss: 1.7974e-06 153/262 [================>.............] - ETA: 0s - loss: 1.4451e-06 192/262 [====================>.........] - ETA: 0s - loss: 1.2278e-06 232/262 [=========================>....] - ETA: 0s - loss: 1.0687e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.7587e-07 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.0448e-07 39/262 [===>..........................] - ETA: 0s - loss: 3.3124e-07 78/262 [=======>......................] - ETA: 0s - loss: 3.5014e-07 118/262 [============>.................] - ETA: 0s - loss: 3.0711e-07 158/262 [=================>............] - ETA: 0s - loss: 2.8403e-07 197/262 [=====================>........] - ETA: 0s - loss: 2.5985e-07 231/262 [=========================>....] - ETA: 0s - loss: 2.4486e-07 262/262 [==============================] - 0s 1ms/step - loss: 1.1147e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 2.9600e-07 40/262 [===>..........................] - ETA: 0s - loss: 3.5913e-06 75/262 [=======>......................] - ETA: 0s - loss: 2.3310e-06 113/262 [===========>..................] - ETA: 0s - loss: 1.6559e-06 152/262 [================>.............] - ETA: 0s - loss: 1.2890e-06 191/262 [====================>.........] - ETA: 0s - loss: 1.9420e-06 231/262 [=========================>....] - ETA: 0s - loss: 1.8776e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.6976e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.0959e-07 41/262 [===>..........................] - ETA: 0s - loss: 2.0749e-07 79/262 [========>.....................] - ETA: 0s - loss: 1.5277e-06 118/262 [============>.................] - ETA: 0s - loss: 1.5446e-06 157/262 [================>.............] - ETA: 0s - loss: 1.3701e-06 194/262 [=====================>........] - ETA: 0s - loss: 1.1751e-06 234/262 [=========================>....] - ETA: 0s - loss: 1.0488e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.5748e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 5.8580e-08 32/262 [==>...........................] - ETA: 0s - loss: 1.4410e-07 66/262 [======>.......................] - ETA: 0s - loss: 2.4959e-06 101/262 [==========>...................] - ETA: 0s - loss: 2.6167e-06 141/262 [===============>..............] - ETA: 0s - loss: 2.0374e-06 180/262 [===================>..........] - ETA: 0s - loss: 1.6436e-06 220/262 [========================>.....] - ETA: 0s - loss: 1.3857e-06 258/262 [============================>.] - ETA: 0s - loss: 1.2163e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2019e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 5.4629e-08 41/262 [===>..........................] - ETA: 0s - loss: 1.4947e-07 80/262 [========>.....................] - ETA: 0s - loss: 4.3821e-07 119/262 [============>.................] - ETA: 0s - loss: 1.3086e-06 157/262 [================>.............] - ETA: 0s - loss: 1.4258e-06 196/262 [=====================>........] - ETA: 0s - loss: 1.1912e-06 236/262 [==========================>...] - ETA: 0s - loss: 1.0429e-06 262/262 [==============================] - 0s 1ms/step - loss: 9.6397e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.6836e-07 36/262 [===>..........................] - ETA: 0s - loss: 3.2165e-06 76/262 [=======>......................] - ETA: 0s - loss: 2.5709e-06 113/262 [===========>..................] - ETA: 0s - loss: 1.7697e-06 153/262 [================>.............] - ETA: 0s - loss: 1.3610e-06 191/262 [====================>.........] - ETA: 0s - loss: 1.1174e-06 229/262 [=========================>....] - ETA: 0s - loss: 9.5259e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.6084e-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 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: 47s - loss: 4.4591e-07 38/262 [===>..........................] - ETA: 0s - loss: 2.6384e-06  76/262 [=======>......................] - ETA: 0s - loss: 2.5960e-06 112/262 [===========>..................] - ETA: 0s - loss: 2.4863e-06 150/262 [================>.............] - ETA: 0s - loss: 1.2467e-05 188/262 [====================>.........] - ETA: 0s - loss: 1.0547e-05 226/262 [========================>.....] - ETA: 0s - loss: 1.0822e-05 262/262 [==============================] - 1s 1ms/step - loss: 9.9661e-06 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.1004e-06 38/262 [===>..........................] - ETA: 0s - loss: 9.3595e-07 75/262 [=======>......................] - ETA: 0s - loss: 2.3880e-06 110/262 [===========>..................] - ETA: 0s - loss: 2.1620e-06 147/262 [===============>..............] - ETA: 0s - loss: 2.9672e-06 184/262 [====================>.........] - ETA: 0s - loss: 2.9653e-06 219/262 [========================>.....] - ETA: 0s - loss: 2.8397e-06 256/262 [============================>.] - ETA: 0s - loss: 8.1060e-06 262/262 [==============================] - 0s 1ms/step - loss: 7.9519e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.2296e-07 35/262 [===>..........................] - ETA: 0s - loss: 1.8096e-06 64/262 [======>.......................] - ETA: 0s - loss: 2.2608e-06 96/262 [=========>....................] - ETA: 0s - loss: 4.7622e-05 128/262 [=============>................] - ETA: 0s - loss: 1.1361e-04 162/262 [=================>............] - ETA: 0s - loss: 2.6845e-04 195/262 [=====================>........] - ETA: 0s - loss: 0.0017  228/262 [=========================>....] - ETA: 0s - loss: 0.0015 260/262 [============================>.] - ETA: 0s - loss: 0.0013 262/262 [==============================] - 0s 2ms/step - loss: 0.0013 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.6188e-06 35/262 [===>..........................] - ETA: 0s - loss: 0.0052  65/262 [======>.......................] - ETA: 0s - loss: 0.0063 97/262 [==========>...................] - ETA: 0s - loss: 0.0044 128/262 [=============>................] - ETA: 0s - loss: 0.0034 161/262 [=================>............] - ETA: 0s - loss: 0.0027 193/262 [=====================>........] - ETA: 0s - loss: 0.0022 225/262 [========================>.....] - ETA: 0s - loss: 0.0019 256/262 [============================>.] - ETA: 0s - loss: 0.0017 262/262 [==============================] - 0s 2ms/step - loss: 0.0017 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.8414e-06 32/262 [==>...........................] - ETA: 0s - loss: 4.0230e-06 62/262 [======>.......................] - ETA: 0s - loss: 2.3751e-06 92/262 [=========>....................] - ETA: 0s - loss: 2.1124e-06 118/262 [============>.................] - ETA: 0s - loss: 1.7770e-06 150/262 [================>.............] - ETA: 0s - loss: 1.6598e-06 182/262 [===================>..........] - ETA: 0s - loss: 1.4324e-06 215/262 [=======================>......] - ETA: 0s - loss: 1.2629e-06 249/262 [===========================>..] - ETA: 0s - loss: 1.1699e-06 262/262 [==============================] - 0s 2ms/step - loss: 1.1264e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.6120e-07 33/262 [==>...........................] - ETA: 0s - loss: 4.1539e-07 67/262 [======>.......................] - ETA: 0s - loss: 4.0569e-07 103/262 [==========>...................] - ETA: 0s - loss: 3.7802e-07 140/262 [===============>..............] - ETA: 0s - loss: 4.7006e-07 177/262 [===================>..........] - ETA: 0s - loss: 5.3886e-07 212/262 [=======================>......] - ETA: 0s - loss: 4.9122e-07 243/262 [==========================>...] - ETA: 0s - loss: 7.9528e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.7544e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 5.3163e-07 35/262 [===>..........................] - ETA: 0s - loss: 2.7011e-06 71/262 [=======>......................] - ETA: 0s - loss: 1.6213e-06 108/262 [===========>..................] - ETA: 0s - loss: 1.1782e-06 145/262 [===============>..............] - ETA: 0s - loss: 9.6535e-07 182/262 [===================>..........] - ETA: 0s - loss: 9.6458e-07 218/262 [=======================>......] - ETA: 0s - loss: 8.6467e-07 255/262 [============================>.] - ETA: 0s - loss: 8.0669e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.9359e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 5.2500e-07 39/262 [===>..........................] - ETA: 0s - loss: 7.6783e-07 76/262 [=======>......................] - ETA: 0s - loss: 1.5648e-06 111/262 [===========>..................] - ETA: 0s - loss: 1.1983e-06 144/262 [===============>..............] - ETA: 0s - loss: 1.0006e-06 174/262 [==================>...........] - ETA: 0s - loss: 8.8810e-07 207/262 [======================>.......] - ETA: 0s - loss: 9.4780e-07 238/262 [==========================>...] - ETA: 0s - loss: 8.4926e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.8904e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 8.7401e-08 36/262 [===>..........................] - ETA: 0s - loss: 2.8899e-07 72/262 [=======>......................] - ETA: 0s - loss: 6.1676e-07 109/262 [===========>..................] - ETA: 0s - loss: 6.3623e-07 146/262 [===============>..............] - ETA: 0s - loss: 5.8956e-07 184/262 [====================>.........] - ETA: 0s - loss: 5.0468e-07 220/262 [========================>.....] - ETA: 0s - loss: 4.5047e-07 257/262 [============================>.] - ETA: 0s - loss: 7.8914e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.7790e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 4.3733e-08 39/262 [===>..........................] - ETA: 0s - loss: 2.4394e-07 76/262 [=======>......................] - ETA: 0s - loss: 4.1761e-07 114/262 [============>.................] - ETA: 0s - loss: 5.4331e-07 150/262 [================>.............] - ETA: 0s - loss: 4.9505e-07 187/262 [====================>.........] - ETA: 0s - loss: 5.3998e-07 222/262 [========================>.....] - ETA: 0s - loss: 8.0690e-07 252/262 [===========================>..] - ETA: 0s - loss: 7.7172e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.5420e-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: 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: 47s - loss: 1.0899e-06 34/262 [==>...........................] - ETA: 0s - loss: 7.0342e-07  64/262 [======>.......................] - ETA: 0s - loss: 8.2159e-07 98/262 [==========>...................] - ETA: 0s - loss: 7.3238e-07 132/262 [==============>...............] - ETA: 0s - loss: 3.4136e-06 168/262 [==================>...........] - ETA: 0s - loss: 2.9153e-06 203/262 [======================>.......] - ETA: 0s - loss: 2.5148e-06 238/262 [==========================>...] - ETA: 0s - loss: 4.9999e-05 262/262 [==============================] - 1s 1ms/step - loss: 0.0026 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.4545e-07 36/262 [===>..........................] - ETA: 0s - loss: 0.0233  74/262 [=======>......................] - ETA: 0s - loss: 0.0113 112/262 [===========>..................] - ETA: 0s - loss: 0.0076 148/262 [===============>..............] - ETA: 0s - loss: 0.0058 184/262 [====================>.........] - ETA: 0s - loss: 0.0046 219/262 [========================>.....] - ETA: 0s - loss: 0.0039 254/262 [============================>.] - ETA: 0s - loss: 0.0034 262/262 [==============================] - 0s 1ms/step - loss: 0.0033 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.3901e-07 38/262 [===>..........................] - ETA: 0s - loss: 8.0491e-07 71/262 [=======>......................] - ETA: 0s - loss: 1.1890e-06 107/262 [===========>..................] - ETA: 0s - loss: 1.0437e-06 144/262 [===============>..............] - ETA: 0s - loss: 1.0606e-06 180/262 [===================>..........] - ETA: 0s - loss: 1.0172e-06 214/262 [=======================>......] - ETA: 0s - loss: 1.4353e-06 250/262 [===========================>..] - ETA: 0s - loss: 1.2996e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2808e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.9902e-08 28/262 [==>...........................] - ETA: 0s - loss: 7.6815e-07 63/262 [======>.......................] - ETA: 0s - loss: 6.0097e-07 100/262 [==========>...................] - ETA: 0s - loss: 8.8533e-07 134/262 [==============>...............] - ETA: 0s - loss: 1.0362e-06 168/262 [==================>...........] - ETA: 0s - loss: 1.0080e-06 203/262 [======================>.......] - ETA: 0s - loss: 8.7466e-07 237/262 [==========================>...] - ETA: 0s - loss: 8.1724e-07 262/262 [==============================] - 0s 2ms/step - loss: 8.0951e-07 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 1.0728e-07 34/262 [==>...........................] - ETA: 0s - loss: 1.9650e-06 72/262 [=======>......................] - ETA: 0s - loss: 1.2501e-06 107/262 [===========>..................] - ETA: 0s - loss: 9.4750e-07 141/262 [===============>..............] - ETA: 0s - loss: 8.7762e-07 176/262 [===================>..........] - ETA: 0s - loss: 7.8277e-07 209/262 [======================>.......] - ETA: 0s - loss: 7.3696e-07 243/262 [==========================>...] - ETA: 0s - loss: 7.2372e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.8547e-07 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 9.1964e-08 33/262 [==>...........................] - ETA: 0s - loss: 5.6309e-07 67/262 [======>.......................] - ETA: 0s - loss: 4.8164e-07 99/262 [==========>...................] - ETA: 0s - loss: 4.5992e-07 134/262 [==============>...............] - ETA: 0s - loss: 7.6986e-07 170/262 [==================>...........] - ETA: 0s - loss: 7.0290e-07 199/262 [=====================>........] - ETA: 0s - loss: 6.6734e-07 232/262 [=========================>....] - ETA: 0s - loss: 6.6134e-07 262/262 [==============================] - 0s 2ms/step - loss: 6.2080e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.5459e-07 37/262 [===>..........................] - ETA: 0s - loss: 5.5601e-07 72/262 [=======>......................] - ETA: 0s - loss: 4.1695e-07 105/262 [===========>..................] - ETA: 0s - loss: 3.2894e-07 139/262 [==============>...............] - ETA: 0s - loss: 3.7310e-07 173/262 [==================>...........] - ETA: 0s - loss: 3.3756e-07 207/262 [======================>.......] - ETA: 0s - loss: 4.9801e-07 243/262 [==========================>...] - ETA: 0s - loss: 5.4780e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.5157e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 5.4496e-08 34/262 [==>...........................] - ETA: 0s - loss: 1.4972e-06 68/262 [======>.......................] - ETA: 0s - loss: 9.4491e-07 104/262 [==========>...................] - ETA: 0s - loss: 7.5146e-07 139/262 [==============>...............] - ETA: 0s - loss: 5.9414e-07 175/262 [===================>..........] - ETA: 0s - loss: 4.9952e-07 210/262 [=======================>......] - ETA: 0s - loss: 5.4543e-07 245/262 [===========================>..] - ETA: 0s - loss: 5.3425e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.1035e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 3.3461e-08 33/262 [==>...........................] - ETA: 0s - loss: 1.7400e-06 68/262 [======>.......................] - ETA: 0s - loss: 1.0369e-06 102/262 [==========>...................] - ETA: 0s - loss: 7.9110e-07 135/262 [==============>...............] - ETA: 0s - loss: 6.3361e-07 167/262 [==================>...........] - ETA: 0s - loss: 5.6539e-07 195/262 [=====================>........] - ETA: 0s - loss: 5.2195e-07 225/262 [========================>.....] - ETA: 0s - loss: 4.7741e-07 260/262 [============================>.] - ETA: 0s - loss: 4.5412e-07 262/262 [==============================] - 0s 2ms/step - loss: 4.5238e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.0648e-07 35/262 [===>..........................] - ETA: 0s - loss: 1.0367e-07 69/262 [======>.......................] - ETA: 0s - loss: 1.5192e-07 101/262 [==========>...................] - ETA: 0s - loss: 1.5385e-07 135/262 [==============>...............] - ETA: 0s - loss: 2.3323e-07 170/262 [==================>...........] - ETA: 0s - loss: 5.4204e-07 206/262 [======================>.......] - ETA: 0s - loss: 5.1142e-07 240/262 [==========================>...] - ETA: 0s - loss: 4.9586e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.7168e-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 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: 49s - loss: 2.1960e-07 39/262 [===>..........................] - ETA: 0s - loss: 1.8230e-05  75/262 [=======>......................] - ETA: 0s - loss: 9.5975e-06 112/262 [===========>..................] - ETA: 0s - loss: 6.6531e-06 151/262 [================>.............] - ETA: 0s - loss: 5.0374e-06 187/262 [====================>.........] - ETA: 0s - loss: 4.1065e-06 219/262 [========================>.....] - ETA: 0s - loss: 3.5288e-06 250/262 [===========================>..] - ETA: 0s - loss: 3.1292e-06 262/262 [==============================] - 1s 1ms/step - loss: 3.0001e-06 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 3.9518e-08 38/262 [===>..........................] - ETA: 0s - loss: 4.0243e-07 75/262 [=======>......................] - ETA: 0s - loss: 2.9211e-07 110/262 [===========>..................] - ETA: 0s - loss: 2.2689e-06 146/262 [===============>..............] - ETA: 0s - loss: 2.2544e-06 179/262 [===================>..........] - ETA: 0s - loss: 1.9561e-06 212/262 [=======================>......] - ETA: 0s - loss: 1.6767e-06 248/262 [===========================>..] - ETA: 0s - loss: 1.4853e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.4167e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 9.4601e-08 38/262 [===>..........................] - ETA: 0s - loss: 2.1521e-07 75/262 [=======>......................] - ETA: 0s - loss: 1.6938e-07 113/262 [===========>..................] - ETA: 0s - loss: 1.5026e-07 146/262 [===============>..............] - ETA: 0s - loss: 1.8210e-07 183/262 [===================>..........] - ETA: 0s - loss: 1.7410e-07 221/262 [========================>.....] - ETA: 0s - loss: 3.0839e-07 258/262 [============================>.] - ETA: 0s - loss: 4.6953e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.7104e-07 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 6.0920e-07 38/262 [===>..........................] - ETA: 0s - loss: 8.4853e-07 75/262 [=======>......................] - ETA: 0s - loss: 5.3552e-07 112/262 [===========>..................] - ETA: 0s - loss: 4.0980e-07 150/262 [================>.............] - ETA: 0s - loss: 6.3695e-07 188/262 [====================>.........] - ETA: 0s - loss: 6.1887e-07 226/262 [========================>.....] - ETA: 0s - loss: 5.5572e-07 262/262 [==============================] - ETA: 0s - loss: 5.0497e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.0497e-07 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 8.6929e-08 39/262 [===>..........................] - ETA: 0s - loss: 1.4039e-07 77/262 [=======>......................] - ETA: 0s - loss: 8.2742e-07 114/262 [============>.................] - ETA: 0s - loss: 7.5669e-07 149/262 [================>.............] - ETA: 0s - loss: 6.3919e-07 188/262 [====================>.........] - ETA: 0s - loss: 5.3705e-07 226/262 [========================>.....] - ETA: 0s - loss: 4.7713e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.4649e-07 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 4.4070e-08 38/262 [===>..........................] - ETA: 0s - loss: 1.9153e-07 76/262 [=======>......................] - ETA: 0s - loss: 2.0049e-07 111/262 [===========>..................] - ETA: 0s - loss: 1.8560e-07 148/262 [===============>..............] - ETA: 0s - loss: 1.6514e-07 187/262 [====================>.........] - ETA: 0s - loss: 1.4840e-07 224/262 [========================>.....] - ETA: 0s - loss: 1.4319e-07 262/262 [==============================] - ETA: 0s - loss: 3.2687e-07 262/262 [==============================] - 0s 1ms/step - loss: 3.2687e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 5.5663e-07 39/262 [===>..........................] - ETA: 0s - loss: 4.4019e-07 77/262 [=======>......................] - ETA: 0s - loss: 3.5100e-07 113/262 [===========>..................] - ETA: 0s - loss: 2.7785e-07 150/262 [================>.............] - ETA: 0s - loss: 2.5970e-07 179/262 [===================>..........] - ETA: 0s - loss: 2.3260e-07 210/262 [=======================>......] - ETA: 0s - loss: 3.0772e-07 238/262 [==========================>...] - ETA: 0s - loss: 3.0699e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.8824e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.1749e-07 33/262 [==>...........................] - ETA: 0s - loss: 3.9542e-07 66/262 [======>.......................] - ETA: 0s - loss: 3.1226e-07 102/262 [==========>...................] - ETA: 0s - loss: 2.5285e-07 139/262 [==============>...............] - ETA: 0s - loss: 2.1568e-07 174/262 [==================>...........] - ETA: 0s - loss: 1.8964e-07 208/262 [======================>.......] - ETA: 0s - loss: 1.7031e-07 245/262 [===========================>..] - ETA: 0s - loss: 1.5753e-07 262/262 [==============================] - 0s 1ms/step - loss: 1.5422e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 3.3665e-08 39/262 [===>..........................] - ETA: 0s - loss: 1.7098e-07 75/262 [=======>......................] - ETA: 0s - loss: 1.2225e-07 113/262 [===========>..................] - ETA: 0s - loss: 1.1019e-07 151/262 [================>.............] - ETA: 0s - loss: 2.6788e-07 188/262 [====================>.........] - ETA: 0s - loss: 2.7474e-07 224/262 [========================>.....] - ETA: 0s - loss: 2.4611e-07 260/262 [============================>.] - ETA: 0s - loss: 2.2088e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.2048e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 4.7270e-08 39/262 [===>..........................] - ETA: 0s - loss: 7.3214e-08 77/262 [=======>......................] - ETA: 0s - loss: 6.7912e-08 114/262 [============>.................] - ETA: 0s - loss: 7.1858e-08 151/262 [================>.............] - ETA: 0s - loss: 6.5376e-08 183/262 [===================>..........] - ETA: 0s - loss: 6.3350e-08 205/262 [======================>.......] - ETA: 0s - loss: 1.5974e-07 227/262 [========================>.....] - ETA: 0s - loss: 1.5404e-07 252/262 [===========================>..] - ETA: 0s - loss: 1.7255e-07 262/262 [==============================] - 0s 2ms/step - loss: 1.7053e-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: 2, 8 KNN f1 score: 0.842 KNN cohens kappa score: 0.840 ------ 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: 41s - loss: 1.0122e-06 42/262 [===>..........................] - ETA: 0s - loss: 3.6054e-06  81/262 [========>.....................] - ETA: 0s - loss: 1.3092e-05 121/262 [============>.................] - ETA: 0s - loss: 1.6851e-05 161/262 [=================>............] - ETA: 0s - loss: 1.6309e-05 201/262 [======================>.......] - ETA: 0s - loss: 1.5042e-05 242/262 [==========================>...] - ETA: 0s - loss: 1.3167e-05 262/262 [==============================] - 0s 1ms/step - loss: 4.5892e-05 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 2.0881e-05 42/262 [===>..........................] - ETA: 0s - loss: 3.6881e-04 82/262 [========>.....................] - ETA: 0s - loss: 4.0558e-04 122/262 [============>.................] - ETA: 0s - loss: 7.8422e-04 160/262 [=================>............] - ETA: 0s - loss: 8.4702e-04 200/262 [=====================>........] - ETA: 0s - loss: 6.7792e-04 239/262 [==========================>...] - ETA: 0s - loss: 6.5568e-04 262/262 [==============================] - 0s 1ms/step - loss: 6.3283e-04 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 5.5037e-07 37/262 [===>..........................] - ETA: 0s - loss: 5.3777e-06 78/262 [=======>......................] - ETA: 0s - loss: 1.4922e-04 115/262 [============>.................] - ETA: 0s - loss: 1.2723e-04 154/262 [================>.............] - ETA: 0s - loss: 9.5352e-05 193/262 [=====================>........] - ETA: 0s - loss: 7.6325e-05 233/262 [=========================>....] - ETA: 0s - loss: 6.3399e-05 262/262 [==============================] - 0s 1ms/step - loss: 5.6533e-05 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 2.3699e-07 41/262 [===>..........................] - ETA: 0s - loss: 5.7848e-07 80/262 [========>.....................] - ETA: 0s - loss: 8.9976e-07 121/262 [============>.................] - ETA: 0s - loss: 9.6514e-07 161/262 [=================>............] - ETA: 0s - loss: 1.1020e-06 202/262 [======================>.......] - ETA: 0s - loss: 1.0567e-06 238/262 [==========================>...] - ETA: 0s - loss: 9.7912e-07 262/262 [==============================] - 0s 1ms/step - loss: 9.3068e-07 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 2.9111e-06 38/262 [===>..........................] - ETA: 0s - loss: 9.9436e-07 76/262 [=======>......................] - ETA: 0s - loss: 1.0698e-06 111/262 [===========>..................] - ETA: 0s - loss: 1.0122e-06 146/262 [===============>..............] - ETA: 0s - loss: 1.1446e-06 182/262 [===================>..........] - ETA: 0s - loss: 1.0070e-06 220/262 [========================>.....] - ETA: 0s - loss: 9.3541e-07 260/262 [============================>.] - ETA: 0s - loss: 8.5716e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.5443e-07 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 4.7637e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.0481e-06 78/262 [=======>......................] - ETA: 0s - loss: 7.2355e-07 119/262 [============>.................] - ETA: 0s - loss: 9.6537e-07 158/262 [=================>............] - ETA: 0s - loss: 8.5986e-07 198/262 [=====================>........] - ETA: 0s - loss: 8.2657e-07 236/262 [==========================>...] - ETA: 0s - loss: 8.4456e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.9762e-07 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.7737e-07 41/262 [===>..........................] - ETA: 0s - loss: 5.1583e-07 81/262 [========>.....................] - ETA: 0s - loss: 7.6083e-07 119/262 [============>.................] - ETA: 0s - loss: 6.7398e-07 159/262 [=================>............] - ETA: 0s - loss: 9.4088e-07 199/262 [=====================>........] - ETA: 0s - loss: 8.2333e-07 238/262 [==========================>...] - ETA: 0s - loss: 7.8885e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.5320e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 6.9757e-07 41/262 [===>..........................] - ETA: 0s - loss: 3.9977e-07 81/262 [========>.....................] - ETA: 0s - loss: 3.8674e-07 121/262 [============>.................] - ETA: 0s - loss: 4.3150e-07 162/262 [=================>............] - ETA: 0s - loss: 5.6286e-07 202/262 [======================>.......] - ETA: 0s - loss: 5.5337e-07 242/262 [==========================>...] - ETA: 0s - loss: 7.1217e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.1509e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 4.7473e-07 40/262 [===>..........................] - ETA: 0s - loss: 4.2196e-07 78/262 [=======>......................] - ETA: 0s - loss: 6.3332e-07 118/262 [============>.................] - ETA: 0s - loss: 5.6307e-07 154/262 [================>.............] - ETA: 0s - loss: 5.5941e-07 192/262 [====================>.........] - ETA: 0s - loss: 5.3415e-07 232/262 [=========================>....] - ETA: 0s - loss: 7.2705e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.8020e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 4.5581e-07 41/262 [===>..........................] - ETA: 0s - loss: 3.7335e-07 81/262 [========>.....................] - ETA: 0s - loss: 4.7715e-07 121/262 [============>.................] - ETA: 0s - loss: 7.5788e-07 161/262 [=================>............] - ETA: 0s - loss: 7.1032e-07 202/262 [======================>.......] - ETA: 0s - loss: 6.9913e-07 239/262 [==========================>...] - ETA: 0s - loss: 6.7739e-07 262/262 [==============================] - 0s 1ms/step - loss: 6.4769e-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: 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: 48s - loss: 6.0175e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.7726e-06  78/262 [=======>......................] - ETA: 0s - loss: 4.1358e-05 118/262 [============>.................] - ETA: 0s - loss: 3.1828e-05 158/262 [=================>............] - ETA: 0s - loss: 2.4835e-05 196/262 [=====================>........] - ETA: 0s - loss: 2.0245e-05 234/262 [=========================>....] - ETA: 0s - loss: 1.7067e-05 262/262 [==============================] - 1s 1ms/step - loss: 1.5764e-05 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.8909e-06 40/262 [===>..........................] - ETA: 0s - loss: 1.4246e-06 79/262 [========>.....................] - ETA: 0s - loss: 1.1838e-06 118/262 [============>.................] - ETA: 0s - loss: 1.1205e-06 148/262 [===============>..............] - ETA: 0s - loss: 9.7442e-07 181/262 [===================>..........] - ETA: 0s - loss: 4.2300e-06 216/262 [=======================>......] - ETA: 0s - loss: 4.4209e-06 251/262 [===========================>..] - ETA: 0s - loss: 4.0031e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.9675e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 4.2099e-07 33/262 [==>...........................] - ETA: 0s - loss: 1.1817e-06 65/262 [======>.......................] - ETA: 0s - loss: 8.9930e-07 96/262 [=========>....................] - ETA: 0s - loss: 8.4410e-07 132/262 [==============>...............] - ETA: 0s - loss: 3.3219e-06 161/262 [=================>............] - ETA: 0s - loss: 2.8179e-06 192/262 [====================>.........] - ETA: 0s - loss: 2.4597e-06 226/262 [========================>.....] - ETA: 0s - loss: 2.1812e-06 261/262 [============================>.] - ETA: 0s - loss: 2.0349e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.0329e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 4.6079e-07 37/262 [===>..........................] - ETA: 0s - loss: 3.6700e-07 74/262 [=======>......................] - ETA: 0s - loss: 4.0012e-07 109/262 [===========>..................] - ETA: 0s - loss: 4.8529e-06 144/262 [===============>..............] - ETA: 0s - loss: 6.2817e-06 181/262 [===================>..........] - ETA: 0s - loss: 5.2290e-06 215/262 [=======================>......] - ETA: 0s - loss: 4.5846e-06 242/262 [==========================>...] - ETA: 0s - loss: 4.3578e-06 262/262 [==============================] - 0s 2ms/step - loss: 4.0731e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 9.7912e-08 32/262 [==>...........................] - ETA: 0s - loss: 4.3165e-07 69/262 [======>.......................] - ETA: 0s - loss: 7.2217e-07 106/262 [===========>..................] - ETA: 0s - loss: 1.6294e-06 145/262 [===============>..............] - ETA: 0s - loss: 1.8147e-06 184/262 [====================>.........] - ETA: 0s - loss: 1.5606e-06 222/262 [========================>.....] - ETA: 0s - loss: 1.3898e-06 254/262 [============================>.] - ETA: 0s - loss: 1.2493e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2196e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.5484e-07 32/262 [==>...........................] - ETA: 0s - loss: 3.3896e-07 68/262 [======>.......................] - ETA: 0s - loss: 2.2700e-06 106/262 [===========>..................] - ETA: 0s - loss: 1.8823e-06 133/262 [==============>...............] - ETA: 0s - loss: 1.8789e-06 159/262 [=================>............] - ETA: 0s - loss: 1.6804e-06 195/262 [=====================>........] - ETA: 0s - loss: 1.4525e-06 229/262 [=========================>....] - ETA: 0s - loss: 1.2692e-06 261/262 [============================>.] - ETA: 0s - loss: 1.1350e-06 262/262 [==============================] - 0s 2ms/step - loss: 1.1337e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 4.0276e-07 39/262 [===>..........................] - ETA: 0s - loss: 2.7641e-07 76/262 [=======>......................] - ETA: 0s - loss: 2.3885e-07 114/262 [============>.................] - ETA: 0s - loss: 4.0017e-07 152/262 [================>.............] - ETA: 0s - loss: 1.2064e-06 190/262 [====================>.........] - ETA: 0s - loss: 1.1725e-06 226/262 [========================>.....] - ETA: 0s - loss: 1.2158e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.0713e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 4.6452e-08 38/262 [===>..........................] - ETA: 0s - loss: 1.7019e-07 77/262 [=======>......................] - ETA: 0s - loss: 1.6769e-06 114/262 [============>.................] - ETA: 0s - loss: 1.3329e-06 148/262 [===============>..............] - ETA: 0s - loss: 1.1164e-06 181/262 [===================>..........] - ETA: 0s - loss: 1.0185e-06 213/262 [=======================>......] - ETA: 0s - loss: 9.6863e-07 247/262 [===========================>..] - ETA: 0s - loss: 8.6068e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.4285e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 9.1202e-08 39/262 [===>..........................] - ETA: 0s - loss: 1.3186e-07 73/262 [=======>......................] - ETA: 0s - loss: 3.2007e-07 108/262 [===========>..................] - ETA: 0s - loss: 2.7285e-07 145/262 [===============>..............] - ETA: 0s - loss: 1.1113e-06 180/262 [===================>..........] - ETA: 0s - loss: 9.9118e-07 217/262 [=======================>......] - ETA: 0s - loss: 9.3079e-07 250/262 [===========================>..] - ETA: 0s - loss: 8.3976e-07 262/262 [==============================] - 0s 1ms/step - loss: 8.0807e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 4.4672e-08 34/262 [==>...........................] - ETA: 0s - loss: 1.5825e-07 65/262 [======>.......................] - ETA: 0s - loss: 3.3099e-07 101/262 [==========>...................] - ETA: 0s - loss: 2.7153e-07 133/262 [==============>...............] - ETA: 0s - loss: 2.3949e-07 167/262 [==================>...........] - ETA: 0s - loss: 2.1900e-07 202/262 [======================>.......] - ETA: 0s - loss: 2.2349e-07 234/262 [=========================>....] - ETA: 0s - loss: 6.5736e-07 262/262 [==============================] - 0s 2ms/step - loss: 9.3125e-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 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: 50s - loss: 2.7077e-05 41/262 [===>..........................] - ETA: 0s - loss: 0.0190  76/262 [=======>......................] - ETA: 0s - loss: 0.0177 110/262 [===========>..................] - ETA: 0s - loss: 0.0123 144/262 [===============>..............] - ETA: 0s - loss: 0.0094 182/262 [===================>..........] - ETA: 0s - loss: 0.0075 218/262 [=======================>......] - ETA: 0s - loss: 0.0062 257/262 [============================>.] - ETA: 0s - loss: 0.0053 262/262 [==============================] - 1s 1ms/step - loss: 0.0052 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 2.0315e-06 36/262 [===>..........................] - ETA: 0s - loss: 1.5487e-05 75/262 [=======>......................] - ETA: 0s - loss: 8.6098e-06 113/262 [===========>..................] - ETA: 0s - loss: 6.3890e-06 151/262 [================>.............] - ETA: 0s - loss: 1.2692e-04 189/262 [====================>.........] - ETA: 0s - loss: 1.2037e-04 228/262 [=========================>....] - ETA: 0s - loss: 1.0095e-04 262/262 [==============================] - 0s 1ms/step - loss: 8.8297e-05 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 2.8016e-06 41/262 [===>..........................] - ETA: 0s - loss: 4.2026e-06 80/262 [========>.....................] - ETA: 0s - loss: 5.9734e-06 120/262 [============>.................] - ETA: 0s - loss: 5.0829e-06 160/262 [=================>............] - ETA: 0s - loss: 4.6466e-06 198/262 [=====================>........] - ETA: 0s - loss: 4.0869e-06 236/262 [==========================>...] - ETA: 0s - loss: 3.5824e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.3092e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 6.0647e-07 37/262 [===>..........................] - ETA: 0s - loss: 1.2708e-06 68/262 [======>.......................] - ETA: 0s - loss: 3.2300e-06 96/262 [=========>....................] - ETA: 0s - loss: 2.5198e-06 125/262 [=============>................] - ETA: 0s - loss: 2.3975e-06 156/262 [================>.............] - ETA: 0s - loss: 2.4403e-06 193/262 [=====================>........] - ETA: 0s - loss: 2.4402e-06 225/262 [========================>.....] - ETA: 0s - loss: 2.2971e-06 256/262 [============================>.] - ETA: 0s - loss: 2.1909e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.1545e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 4.1194e-07 30/262 [==>...........................] - ETA: 0s - loss: 2.1126e-06 62/262 [======>.......................] - ETA: 0s - loss: 1.1918e-06 101/262 [==========>...................] - ETA: 0s - loss: 1.8169e-06 141/262 [===============>..............] - ETA: 0s - loss: 1.5895e-06 181/262 [===================>..........] - ETA: 0s - loss: 1.9614e-06 220/262 [========================>.....] - ETA: 0s - loss: 1.7128e-06 260/262 [============================>.] - ETA: 0s - loss: 1.7802e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.7717e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 9.3527e-08 39/262 [===>..........................] - ETA: 0s - loss: 1.1386e-06 78/262 [=======>......................] - ETA: 0s - loss: 1.8656e-06 117/262 [============>.................] - ETA: 0s - loss: 1.7474e-06 158/262 [=================>............] - ETA: 0s - loss: 1.4558e-06 197/262 [=====================>........] - ETA: 0s - loss: 1.6098e-06 237/262 [==========================>...] - ETA: 0s - loss: 1.4482e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.5258e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.5216e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.0155e-06 73/262 [=======>......................] - ETA: 0s - loss: 7.3167e-07 103/262 [==========>...................] - ETA: 0s - loss: 1.6259e-06 139/262 [==============>...............] - ETA: 0s - loss: 1.6750e-06 170/262 [==================>...........] - ETA: 0s - loss: 1.5867e-06 209/262 [======================>.......] - ETA: 0s - loss: 1.3655e-06 247/262 [===========================>..] - ETA: 0s - loss: 1.4668e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.4108e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 3.0748e-07 41/262 [===>..........................] - ETA: 0s - loss: 1.2640e-06 81/262 [========>.....................] - ETA: 0s - loss: 8.3799e-07 122/262 [============>.................] - ETA: 0s - loss: 1.6593e-06 161/262 [=================>............] - ETA: 0s - loss: 1.4144e-06 200/262 [=====================>........] - ETA: 0s - loss: 1.4282e-06 239/262 [==========================>...] - ETA: 0s - loss: 1.3625e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2771e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 5.8507e-08 41/262 [===>..........................] - ETA: 0s - loss: 4.7145e-07 80/262 [========>.....................] - ETA: 0s - loss: 5.0938e-07 117/262 [============>.................] - ETA: 0s - loss: 1.5375e-06 157/262 [================>.............] - ETA: 0s - loss: 1.4154e-06 196/262 [=====================>........] - ETA: 0s - loss: 1.2919e-06 235/262 [=========================>....] - ETA: 0s - loss: 1.2429e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.2176e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 4.9512e-08 41/262 [===>..........................] - ETA: 0s - loss: 2.2953e-07 80/262 [========>.....................] - ETA: 0s - loss: 6.7652e-07 119/262 [============>.................] - ETA: 0s - loss: 8.1994e-07 159/262 [=================>............] - ETA: 0s - loss: 1.5146e-06 199/262 [=====================>........] - ETA: 0s - loss: 1.2967e-06 238/262 [==========================>...] - ETA: 0s - loss: 1.2139e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.1655e-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: 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: 1:00 - loss: 1.6288e-07 38/262 [===>..........................] - ETA: 0s - loss: 8.8314e-06  78/262 [=======>......................] - ETA: 0s - loss: 4.5690e-06 115/262 [============>.................] - ETA: 0s - loss: 3.1897e-06 153/262 [================>.............] - ETA: 0s - loss: 2.6771e-06 192/262 [====================>.........] - ETA: 0s - loss: 3.7951e-06 229/262 [=========================>....] - ETA: 0s - loss: 3.6364e-06 262/262 [==============================] - 1s 1ms/step - loss: 3.2258e-06 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 4.3747e-08 40/262 [===>..........................] - ETA: 0s - loss: 2.4203e-06 75/262 [=======>......................] - ETA: 0s - loss: 1.4448e-06 114/262 [============>.................] - ETA: 0s - loss: 1.7737e-06 153/262 [================>.............] - ETA: 0s - loss: 1.6174e-06 188/262 [====================>.........] - ETA: 0s - loss: 1.3930e-06 221/262 [========================>.....] - ETA: 0s - loss: 1.3329e-06 255/262 [============================>.] - ETA: 0s - loss: 1.1719e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.1473e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 3.7134e-08 38/262 [===>..........................] - ETA: 0s - loss: 2.0700e-06 76/262 [=======>......................] - ETA: 0s - loss: 1.4246e-06 114/262 [============>.................] - ETA: 0s - loss: 1.3627e-06 153/262 [================>.............] - ETA: 0s - loss: 1.1012e-06 190/262 [====================>.........] - ETA: 0s - loss: 9.4735e-07 228/262 [=========================>....] - ETA: 0s - loss: 8.0287e-07 262/262 [==============================] - 0s 1ms/step - loss: 7.1365e-07 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 6.4068e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.2938e-06 79/262 [========>.....................] - ETA: 0s - loss: 9.4980e-07 114/262 [============>.................] - ETA: 0s - loss: 8.1925e-07 151/262 [================>.............] - ETA: 0s - loss: 6.5506e-07 186/262 [====================>.........] - ETA: 0s - loss: 5.7334e-07 218/262 [=======================>......] - ETA: 0s - loss: 6.0823e-07 252/262 [===========================>..] - ETA: 0s - loss: 5.3804e-07 262/262 [==============================] - 0s 1ms/step - loss: 5.2076e-07 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 6.3422e-08 39/262 [===>..........................] - ETA: 0s - loss: 8.1068e-07 73/262 [=======>......................] - ETA: 0s - loss: 4.7103e-07 112/262 [===========>..................] - ETA: 0s - loss: 3.8510e-07 150/262 [================>.............] - ETA: 0s - loss: 3.6608e-07 187/262 [====================>.........] - ETA: 0s - loss: 3.1595e-07 225/262 [========================>.....] - ETA: 0s - loss: 2.7661e-07 262/262 [==============================] - 0s 1ms/step - loss: 4.1653e-07 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 5.0937e-08 35/262 [===>..........................] - ETA: 0s - loss: 4.9544e-06 72/262 [=======>......................] - ETA: 0s - loss: 2.6838e-06 110/262 [===========>..................] - ETA: 0s - loss: 1.8817e-06 149/262 [================>.............] - ETA: 0s - loss: 1.4952e-06 187/262 [====================>.........] - ETA: 0s - loss: 1.2015e-06 226/262 [========================>.....] - ETA: 0s - loss: 1.1545e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.0133e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 9.9223e-08 40/262 [===>..........................] - ETA: 0s - loss: 3.7942e-07 77/262 [=======>......................] - ETA: 0s - loss: 2.5355e-07 117/262 [============>.................] - ETA: 0s - loss: 2.9131e-07 154/262 [================>.............] - ETA: 0s - loss: 2.3928e-07 193/262 [=====================>........] - ETA: 0s - loss: 2.1168e-07 229/262 [=========================>....] - ETA: 0s - loss: 1.9370e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.2493e-07 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 2.3677e-08 39/262 [===>..........................] - ETA: 0s - loss: 7.9547e-08 78/262 [=======>......................] - ETA: 0s - loss: 6.3057e-08 115/262 [============>.................] - ETA: 0s - loss: 6.0786e-08 154/262 [================>.............] - ETA: 0s - loss: 1.6194e-07 193/262 [=====================>........] - ETA: 0s - loss: 1.6047e-07 228/262 [=========================>....] - ETA: 0s - loss: 2.2052e-07 259/262 [============================>.] - ETA: 0s - loss: 2.0916e-07 262/262 [==============================] - 0s 1ms/step - loss: 2.0817e-07 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 4.1072e-08 37/262 [===>..........................] - ETA: 0s - loss: 1.1773e-07 76/262 [=======>......................] - ETA: 0s - loss: 8.7080e-08 112/262 [===========>..................] - ETA: 0s - loss: 1.6939e-07 151/262 [================>.............] - ETA: 0s - loss: 1.3684e-07 188/262 [====================>.........] - ETA: 0s - loss: 1.1539e-07 227/262 [========================>.....] - ETA: 0s - loss: 1.0410e-07 262/262 [==============================] - 0s 1ms/step - loss: 1.7454e-07 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 1.8805e-08 39/262 [===>..........................] - ETA: 0s - loss: 1.6746e-07 72/262 [=======>......................] - ETA: 0s - loss: 1.6565e-07 104/262 [==========>...................] - ETA: 0s - loss: 1.2526e-07 142/262 [===============>..............] - ETA: 0s - loss: 1.1741e-07 181/262 [===================>..........] - ETA: 0s - loss: 1.0704e-07 218/262 [=======================>......] - ETA: 0s - loss: 1.5042e-07 256/262 [============================>.] - ETA: 0s - loss: 1.3577e-07 262/262 [==============================] - 0s 1ms/step - loss: 1.5812e-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: 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: 43s - loss: 2.0933e-06 40/262 [===>..........................] - ETA: 0s - loss: 1.0635e-04  81/262 [========>.....................] - ETA: 0s - loss: 0.0023  122/262 [============>.................] - ETA: 0s - loss: 0.0077 160/262 [=================>............] - ETA: 0s - loss: 0.0059 196/262 [=====================>........] - ETA: 0s - loss: 0.0048 230/262 [=========================>....] - ETA: 0s - loss: 0.0041 262/262 [==============================] - 1s 1ms/step - loss: 0.0036 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 5.7957e-06 34/262 [==>...........................] - ETA: 0s - loss: 6.8317e-06 73/262 [=======>......................] - ETA: 0s - loss: 6.8441e-06 111/262 [===========>..................] - ETA: 0s - loss: 5.2096e-06 149/262 [================>.............] - ETA: 0s - loss: 4.6662e-06 189/262 [====================>.........] - ETA: 0s - loss: 2.5665e-04 229/262 [=========================>....] - ETA: 0s - loss: 2.1329e-04 262/262 [==============================] - 0s 1ms/step - loss: 1.9421e-04 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 1.2649e-06 31/262 [==>...........................] - ETA: 0s - loss: 3.5210e-06 63/262 [======>.......................] - ETA: 0s - loss: 2.2317e-06 95/262 [=========>....................] - ETA: 0s - loss: 2.1773e-06 124/262 [=============>................] - ETA: 0s - loss: 1.8386e-06 150/262 [================>.............] - ETA: 0s - loss: 3.5204e-06 177/262 [===================>..........] - ETA: 0s - loss: 3.0981e-06 204/262 [======================>.......] - ETA: 0s - loss: 2.8805e-06 236/262 [==========================>...] - ETA: 0s - loss: 2.6805e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.5216e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 1.6535e-06 34/262 [==>...........................] - ETA: 0s - loss: 1.6032e-06 64/262 [======>.......................] - ETA: 0s - loss: 1.2431e-06 96/262 [=========>....................] - ETA: 0s - loss: 1.4011e-06 128/262 [=============>................] - ETA: 0s - loss: 1.4891e-06 159/262 [=================>............] - ETA: 0s - loss: 1.4196e-06 195/262 [=====================>........] - ETA: 0s - loss: 1.4887e-06 233/262 [=========================>....] - ETA: 0s - loss: 1.3832e-06 262/262 [==============================] - 0s 2ms/step - loss: 2.3423e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 2.1340e-07 30/262 [==>...........................] - ETA: 0s - loss: 1.0257e-06 62/262 [======>.......................] - ETA: 0s - loss: 3.6794e-06 94/262 [=========>....................] - ETA: 0s - loss: 3.0211e-06 127/262 [=============>................] - ETA: 0s - loss: 2.4820e-06 163/262 [=================>............] - ETA: 0s - loss: 2.6660e-06 203/262 [======================>.......] - ETA: 0s - loss: 2.5113e-06 243/262 [==========================>...] - ETA: 0s - loss: 2.2173e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.1261e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 1.3282e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.1313e-06 79/262 [========>.....................] - ETA: 0s - loss: 9.0376e-07 118/262 [============>.................] - ETA: 0s - loss: 1.4640e-06 159/262 [=================>............] - ETA: 0s - loss: 1.2552e-06 199/262 [=====================>........] - ETA: 0s - loss: 1.2129e-06 240/262 [==========================>...] - ETA: 0s - loss: 1.1574e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.0423e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 1.1016e-06 38/262 [===>..........................] - ETA: 0s - loss: 6.3694e-07 71/262 [=======>......................] - ETA: 0s - loss: 2.7136e-06 104/262 [==========>...................] - ETA: 0s - loss: 2.3868e-06 134/262 [==============>...............] - ETA: 0s - loss: 2.0246e-06 166/262 [==================>...........] - ETA: 0s - loss: 1.9122e-06 203/262 [======================>.......] - ETA: 0s - loss: 1.8098e-06 240/262 [==========================>...] - ETA: 0s - loss: 1.9354e-06 262/262 [==============================] - 0s 2ms/step - loss: 1.8380e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 8.2904e-07 33/262 [==>...........................] - ETA: 0s - loss: 6.7920e-07 64/262 [======>.......................] - ETA: 0s - loss: 7.1990e-07 94/262 [=========>....................] - ETA: 0s - loss: 6.2125e-07 124/262 [=============>................] - ETA: 0s - loss: 2.2420e-06 156/262 [================>.............] - ETA: 0s - loss: 2.0963e-06 185/262 [====================>.........] - ETA: 0s - loss: 2.2083e-06 217/262 [=======================>......] - ETA: 0s - loss: 2.0712e-06 250/262 [===========================>..] - ETA: 0s - loss: 1.8928e-06 262/262 [==============================] - 0s 2ms/step - loss: 1.8577e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 2.0209e-07 34/262 [==>...........................] - ETA: 0s - loss: 1.3945e-06 67/262 [======>.......................] - ETA: 0s - loss: 1.1605e-06 106/262 [===========>..................] - ETA: 0s - loss: 9.6479e-07 147/262 [===============>..............] - ETA: 0s - loss: 2.0232e-06 187/262 [====================>.........] - ETA: 0s - loss: 1.8245e-06 224/262 [========================>.....] - ETA: 0s - loss: 1.9180e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.7024e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 2.2009e-07 41/262 [===>..........................] - ETA: 0s - loss: 3.9733e-07 82/262 [========>.....................] - ETA: 0s - loss: 1.2725e-06 123/262 [=============>................] - ETA: 0s - loss: 2.5186e-06 163/262 [=================>............] - ETA: 0s - loss: 2.1640e-06 203/262 [======================>.......] - ETA: 0s - loss: 1.8326e-06 242/262 [==========================>...] - ETA: 0s - loss: 1.6636e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.6058e-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: 54s - loss: 5.0781e-07 41/262 [===>..........................] - ETA: 0s - loss: 2.1829e-04  76/262 [=======>......................] - ETA: 0s - loss: 1.1859e-04 115/262 [============>.................] - ETA: 0s - loss: 7.8560e-05 154/262 [================>.............] - ETA: 0s - loss: 5.8792e-05 187/262 [====================>.........] - ETA: 0s - loss: 4.8558e-05 221/262 [========================>.....] - ETA: 0s - loss: 4.4093e-05 261/262 [============================>.] - ETA: 0s - loss: 3.7585e-05 262/262 [==============================] - 1s 1ms/step - loss: 3.7501e-05 Epoch 2/10 1/262 [..............................] - ETA: 0s - loss: 1.4409e-06 41/262 [===>..........................] - ETA: 0s - loss: 1.1527e-06 80/262 [========>.....................] - ETA: 0s - loss: 9.5706e-07 118/262 [============>.................] - ETA: 0s - loss: 5.2754e-06 158/262 [=================>............] - ETA: 0s - loss: 5.0427e-06 195/262 [=====================>........] - ETA: 0s - loss: 4.5497e-06 235/262 [=========================>....] - ETA: 0s - loss: 4.2853e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.9547e-06 Epoch 3/10 1/262 [..............................] - ETA: 0s - loss: 7.0357e-07 40/262 [===>..........................] - ETA: 0s - loss: 1.0107e-06 78/262 [=======>......................] - ETA: 0s - loss: 2.0272e-06 115/262 [============>.................] - ETA: 0s - loss: 5.9276e-06 153/262 [================>.............] - ETA: 0s - loss: 4.9276e-06 193/262 [=====================>........] - ETA: 0s - loss: 4.0292e-06 232/262 [=========================>....] - ETA: 0s - loss: 3.4471e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.1311e-06 Epoch 4/10 1/262 [..............................] - ETA: 0s - loss: 4.6823e-07 38/262 [===>..........................] - ETA: 0s - loss: 5.5454e-07 70/262 [=======>......................] - ETA: 0s - loss: 6.4401e-07 101/262 [==========>...................] - ETA: 0s - loss: 6.4206e-07 134/262 [==============>...............] - ETA: 0s - loss: 1.4781e-06 173/262 [==================>...........] - ETA: 0s - loss: 1.3482e-06 212/262 [=======================>......] - ETA: 0s - loss: 3.1153e-06 251/262 [===========================>..] - ETA: 0s - loss: 3.5814e-06 262/262 [==============================] - 0s 1ms/step - loss: 3.4918e-06 Epoch 5/10 1/262 [..............................] - ETA: 0s - loss: 4.6560e-07 41/262 [===>..........................] - ETA: 0s - loss: 4.0765e-06 79/262 [========>.....................] - ETA: 0s - loss: 2.5726e-06 118/262 [============>.................] - ETA: 0s - loss: 2.1706e-06 157/262 [================>.............] - ETA: 0s - loss: 1.7815e-06 197/262 [=====================>........] - ETA: 0s - loss: 1.5873e-06 236/262 [==========================>...] - ETA: 0s - loss: 1.4058e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.6074e-06 Epoch 6/10 1/262 [..............................] - ETA: 0s - loss: 3.1857e-07 40/262 [===>..........................] - ETA: 0s - loss: 5.1517e-06 79/262 [========>.....................] - ETA: 0s - loss: 3.5337e-06 118/262 [============>.................] - ETA: 0s - loss: 2.7081e-06 158/262 [=================>............] - ETA: 0s - loss: 2.4869e-06 198/262 [=====================>........] - ETA: 0s - loss: 2.1080e-06 235/262 [=========================>....] - ETA: 0s - loss: 1.8587e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.7237e-06 Epoch 7/10 1/262 [..............................] - ETA: 0s - loss: 2.2194e-07 41/262 [===>..........................] - ETA: 0s - loss: 4.1605e-07 81/262 [========>.....................] - ETA: 0s - loss: 3.3101e-07 118/262 [============>.................] - ETA: 0s - loss: 3.4643e-07 157/262 [================>.............] - ETA: 0s - loss: 3.9897e-07 196/262 [=====================>........] - ETA: 0s - loss: 3.6728e-07 233/262 [=========================>....] - ETA: 0s - loss: 8.5330e-07 262/262 [==============================] - 0s 1ms/step - loss: 1.3736e-06 Epoch 8/10 1/262 [..............................] - ETA: 0s - loss: 1.8343e-06 40/262 [===>..........................] - ETA: 0s - loss: 2.1323e-06 79/262 [========>.....................] - ETA: 0s - loss: 1.7683e-06 116/262 [============>.................] - ETA: 0s - loss: 1.5107e-06 156/262 [================>.............] - ETA: 0s - loss: 2.5538e-06 196/262 [=====================>........] - ETA: 0s - loss: 2.7249e-06 235/262 [=========================>....] - ETA: 0s - loss: 2.4030e-06 262/262 [==============================] - 0s 1ms/step - loss: 2.2842e-06 Epoch 9/10 1/262 [..............................] - ETA: 0s - loss: 3.3572e-07 39/262 [===>..........................] - ETA: 0s - loss: 4.9224e-06 78/262 [=======>......................] - ETA: 0s - loss: 3.9115e-06 118/262 [============>.................] - ETA: 0s - loss: 3.0031e-06 157/262 [================>.............] - ETA: 0s - loss: 2.3341e-06 196/262 [=====================>........] - ETA: 0s - loss: 1.9205e-06 236/262 [==========================>...] - ETA: 0s - loss: 1.6607e-06 262/262 [==============================] - 0s 1ms/step - loss: 1.5313e-06 Epoch 10/10 1/262 [..............................] - ETA: 0s - loss: 6.7326e-08 39/262 [===>..........................] - ETA: 0s - loss: 7.4928e-06 72/262 [=======>......................] - ETA: 0s - loss: 1.0789e-05 109/262 [===========>..................] - ETA: 0s - loss: 7.2261e-06 141/262 [===============>..............] - ETA: 0s - loss: 5.6690e-06 175/262 [===================>..........] - ETA: 0s - loss: 4.5936e-06 212/262 [=======================>......] - ETA: 0s - loss: 3.8994e-06 251/262 [===========================>..] - ETA: 0s - loss: 1.1990e-05 262/262 [==============================] - 0s 1ms/step - loss: 1.1519e-05 -> 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, 1 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: 653.32, 0.08 LR fn, tp: 0.0, 9.8 LR f1 score: 0.996 LR cohens kappa score: 0.996 LR average precision score: 1.000 minimum: LR tn, fp: 651, 0 LR fn, tp: 0, 9 LR f1 score: 0.952 LR cohens kappa score: 0.952 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: 0.36, 9.44 KNN f1 score: 0.932 KNN cohens kappa score: 0.931 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: 0.08, 9.72 GAN f1 score: 0.996 GAN cohens kappa score: 0.996 minimum: GAN tn, fp: 651, 0 GAN fn, tp: 0, 9 GAN f1 score: 0.947 GAN cohens kappa score: 0.947