/////////////////////////////////////////// // Running convGAN-majority-5 on folding_kr-vs-k-three_vs_eleven /////////////////////////////////////////// Load 'data_input/folding_kr-vs-k-three_vs_eleven' from pickle file Data loaded. -> Shuffling data ### Start exercise for synthetic point generator ====== Step 1/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 1/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 37s - loss: 8.0260e-04 42/229 [====>.........................] - ETA: 0s - loss: 4.8973e-04  80/229 [=========>....................] - ETA: 0s - loss: 7.0063e-04 119/229 [==============>...............] - ETA: 0s - loss: 6.3734e-04 158/229 [===================>..........] - ETA: 0s - loss: 5.4818e-04 198/229 [========================>.....] - ETA: 0s - loss: 5.1216e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.7526e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 3.1340e-05 41/229 [====>.........................] - ETA: 0s - loss: 2.0928e-04 79/229 [=========>....................] - ETA: 0s - loss: 5.1118e-04 114/229 [=============>................] - ETA: 0s - loss: 4.4231e-04 151/229 [==================>...........] - ETA: 0s - loss: 4.3508e-04 191/229 [========================>.....] - ETA: 0s - loss: 4.1098e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.9421e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.0005e-04 40/229 [====>.........................] - ETA: 0s - loss: 2.6348e-04 75/229 [========>.....................] - ETA: 0s - loss: 3.1178e-04 108/229 [=============>................] - ETA: 0s - loss: 2.8576e-04 140/229 [=================>............] - ETA: 0s - loss: 2.8911e-04 178/229 [======================>.......] - ETA: 0s - loss: 3.3513e-04 217/229 [===========================>..] - ETA: 0s - loss: 3.1801e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.1754e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.2415e-04 40/229 [====>.........................] - ETA: 0s - loss: 4.3238e-04 74/229 [========>.....................] - ETA: 0s - loss: 3.2512e-04 111/229 [=============>................] - ETA: 0s - loss: 3.1242e-04 151/229 [==================>...........] - ETA: 0s - loss: 3.2092e-04 190/229 [=======================>......] - ETA: 0s - loss: 2.9337e-04 228/229 [============================>.] - ETA: 0s - loss: 2.6977e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.6951e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 2.4398e-05 41/229 [====>.........................] - ETA: 0s - loss: 2.2028e-04 82/229 [=========>....................] - ETA: 0s - loss: 1.7391e-04 123/229 [===============>..............] - ETA: 0s - loss: 2.0779e-04 163/229 [====================>.........] - ETA: 0s - loss: 1.8215e-04 202/229 [=========================>....] - ETA: 0s - loss: 2.3838e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.2880e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 8.1348e-05 42/229 [====>.........................] - ETA: 0s - loss: 1.9444e-04 79/229 [=========>....................] - ETA: 0s - loss: 2.2400e-04 120/229 [==============>...............] - ETA: 0s - loss: 1.9092e-04 160/229 [===================>..........] - ETA: 0s - loss: 1.9585e-04 201/229 [=========================>....] - ETA: 0s - loss: 1.7588e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.8929e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.5455e-04 40/229 [====>.........................] - ETA: 0s - loss: 2.0202e-04 79/229 [=========>....................] - ETA: 0s - loss: 1.6905e-04 120/229 [==============>...............] - ETA: 0s - loss: 1.8568e-04 160/229 [===================>..........] - ETA: 0s - loss: 1.8568e-04 201/229 [=========================>....] - ETA: 0s - loss: 1.6370e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.6021e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 3.2880e-05 41/229 [====>.........................] - ETA: 0s - loss: 1.0938e-04 81/229 [=========>....................] - ETA: 0s - loss: 1.1309e-04 123/229 [===============>..............] - ETA: 0s - loss: 1.0360e-04 163/229 [====================>.........] - ETA: 0s - loss: 1.1811e-04 204/229 [=========================>....] - ETA: 0s - loss: 1.3438e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.3503e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.3007e-05 40/229 [====>.........................] - ETA: 0s - loss: 1.0834e-04 81/229 [=========>....................] - ETA: 0s - loss: 1.0118e-04 121/229 [==============>...............] - ETA: 0s - loss: 1.1027e-04 161/229 [====================>.........] - ETA: 0s - loss: 1.0596e-04 201/229 [=========================>....] - ETA: 0s - loss: 1.0134e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.1265e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 3.8677e-05 37/229 [===>..........................] - ETA: 0s - loss: 7.3937e-05 75/229 [========>.....................] - ETA: 0s - loss: 7.7507e-05 115/229 [==============>...............] - ETA: 0s - loss: 7.5776e-05 149/229 [==================>...........] - ETA: 0s - loss: 7.8641e-05 184/229 [=======================>......] - ETA: 0s - loss: 8.3930e-05 221/229 [===========================>..] - ETA: 0s - loss: 9.5777e-05 229/229 [==============================] - 0s 1ms/step - loss: 9.4886e-05 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 1, 16 LR f1 score: 0.941 LR cohens kappa score: 0.939 LR average precision score: 0.997 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 0, 17 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 ------ Step 1/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 35s - loss: 0.0045 42/229 [====>.........................] - ETA: 0s - loss: 0.0024  82/229 [=========>....................] - ETA: 0s - loss: 0.0016 122/229 [==============>...............] - ETA: 0s - loss: 0.0013 162/229 [====================>.........] - ETA: 0s - loss: 0.0012 201/229 [=========================>....] - ETA: 0s - loss: 0.0010 229/229 [==============================] - 0s 1ms/step - loss: 9.4742e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 4.2129e-04 39/229 [====>.........................] - ETA: 0s - loss: 0.0018  78/229 [=========>....................] - ETA: 0s - loss: 0.0012 118/229 [==============>...............] - ETA: 0s - loss: 9.4996e-04 159/229 [===================>..........] - ETA: 0s - loss: 8.5982e-04 199/229 [=========================>....] - ETA: 0s - loss: 7.7758e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.3261e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 5.5875e-05 40/229 [====>.........................] - ETA: 0s - loss: 4.6988e-04 81/229 [=========>....................] - ETA: 0s - loss: 7.9144e-04 122/229 [==============>...............] - ETA: 0s - loss: 6.9487e-04 161/229 [====================>.........] - ETA: 0s - loss: 6.5440e-04 200/229 [=========================>....] - ETA: 0s - loss: 6.1778e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.7271e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.3689e-04 41/229 [====>.........................] - ETA: 0s - loss: 3.1109e-04 81/229 [=========>....................] - ETA: 0s - loss: 2.8601e-04 120/229 [==============>...............] - ETA: 0s - loss: 3.5935e-04 161/229 [====================>.........] - ETA: 0s - loss: 3.4024e-04 201/229 [=========================>....] - ETA: 0s - loss: 4.1941e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.2490e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.8997e-04 42/229 [====>.........................] - ETA: 0s - loss: 3.5619e-04 82/229 [=========>....................] - ETA: 0s - loss: 3.6884e-04 123/229 [===============>..............] - ETA: 0s - loss: 3.3219e-04 163/229 [====================>.........] - ETA: 0s - loss: 3.2945e-04 203/229 [=========================>....] - ETA: 0s - loss: 3.2757e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.7360e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 3.3468e-04 39/229 [====>.........................] - ETA: 0s - loss: 2.2843e-04 78/229 [=========>....................] - ETA: 0s - loss: 3.8580e-04 119/229 [==============>...............] - ETA: 0s - loss: 3.5006e-04 159/229 [===================>..........] - ETA: 0s - loss: 3.2937e-04 198/229 [========================>.....] - ETA: 0s - loss: 3.0952e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.9802e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 8.2198e-05 34/229 [===>..........................] - ETA: 0s - loss: 1.4037e-04 65/229 [=======>......................] - ETA: 0s - loss: 3.0700e-04 98/229 [===========>..................] - ETA: 0s - loss: 2.8404e-04 139/229 [=================>............] - ETA: 0s - loss: 2.6992e-04 180/229 [======================>.......] - ETA: 0s - loss: 2.5996e-04 221/229 [===========================>..] - ETA: 0s - loss: 2.5355e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.5430e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 9.0794e-05 42/229 [====>.........................] - ETA: 0s - loss: 2.3837e-04 82/229 [=========>....................] - ETA: 0s - loss: 2.5171e-04 123/229 [===============>..............] - ETA: 0s - loss: 2.2846e-04 164/229 [====================>.........] - ETA: 0s - loss: 2.0100e-04 205/229 [=========================>....] - ETA: 0s - loss: 2.0474e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.0263e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.5679e-06 40/229 [====>.........................] - ETA: 0s - loss: 1.5498e-04 78/229 [=========>....................] - ETA: 0s - loss: 1.5939e-04 117/229 [==============>...............] - ETA: 0s - loss: 1.5263e-04 156/229 [===================>..........] - ETA: 0s - loss: 1.4154e-04 196/229 [========================>.....] - ETA: 0s - loss: 1.4809e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.6326e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.9665e-05 42/229 [====>.........................] - ETA: 0s - loss: 1.5149e-04 83/229 [=========>....................] - ETA: 0s - loss: 1.3184e-04 124/229 [===============>..............] - ETA: 0s - loss: 1.6923e-04 165/229 [====================>.........] - ETA: 0s - loss: 1.5981e-04 205/229 [=========================>....] - ETA: 0s - loss: 1.5179e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.4541e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 1, 16 LR f1 score: 0.970 LR cohens kappa score: 0.969 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 1, 16 RF f1 score: 0.970 RF cohens kappa score: 0.969 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 568, 3 KNN fn, tp: 0, 17 KNN f1 score: 0.919 KNN cohens kappa score: 0.916 ------ Step 1/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 37s - loss: 8.3297e-04 40/229 [====>.........................] - ETA: 0s - loss: 0.0013  80/229 [=========>....................] - ETA: 0s - loss: 0.0010 119/229 [==============>...............] - ETA: 0s - loss: 9.2559e-04 158/229 [===================>..........] - ETA: 0s - loss: 8.3113e-04 196/229 [========================>.....] - ETA: 0s - loss: 8.0737e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.8282e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 0.0015 39/229 [====>.........................] - ETA: 0s - loss: 0.0013 77/229 [=========>....................] - ETA: 0s - loss: 9.3260e-04 117/229 [==============>...............] - ETA: 0s - loss: 8.3652e-04 158/229 [===================>..........] - ETA: 0s - loss: 7.3106e-04 197/229 [========================>.....] - ETA: 0s - loss: 6.6103e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.5122e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.1196e-05 36/229 [===>..........................] - ETA: 0s - loss: 3.2393e-04 69/229 [========>.....................] - ETA: 0s - loss: 3.2092e-04 108/229 [=============>................] - ETA: 0s - loss: 5.6773e-04 149/229 [==================>...........] - ETA: 0s - loss: 5.4010e-04 189/229 [=======================>......] - ETA: 0s - loss: 5.0194e-04 229/229 [==============================] - ETA: 0s - loss: 5.0840e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.0840e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 6.8505e-04 41/229 [====>.........................] - ETA: 0s - loss: 4.1807e-04 81/229 [=========>....................] - ETA: 0s - loss: 3.7391e-04 122/229 [==============>...............] - ETA: 0s - loss: 3.5561e-04 162/229 [====================>.........] - ETA: 0s - loss: 4.2865e-04 201/229 [=========================>....] - ETA: 0s - loss: 4.2469e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.0593e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 3.9763e-04 41/229 [====>.........................] - ETA: 0s - loss: 3.2401e-04 81/229 [=========>....................] - ETA: 0s - loss: 2.8866e-04 121/229 [==============>...............] - ETA: 0s - loss: 4.1555e-04 160/229 [===================>..........] - ETA: 0s - loss: 3.7546e-04 197/229 [========================>.....] - ETA: 0s - loss: 3.6285e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.2622e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 4.0888e-05 38/229 [===>..........................] - ETA: 0s - loss: 1.9140e-04 77/229 [=========>....................] - ETA: 0s - loss: 2.5548e-04 115/229 [==============>...............] - ETA: 0s - loss: 2.4501e-04 154/229 [===================>..........] - ETA: 0s - loss: 2.8939e-04 194/229 [========================>.....] - ETA: 0s - loss: 2.7362e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.6981e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.9044e-04 40/229 [====>.........................] - ETA: 0s - loss: 2.4942e-04 80/229 [=========>....................] - ETA: 0s - loss: 2.0558e-04 118/229 [==============>...............] - ETA: 0s - loss: 2.1618e-04 157/229 [===================>..........] - ETA: 0s - loss: 2.5028e-04 195/229 [========================>.....] - ETA: 0s - loss: 2.4030e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.2518e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 2.6530e-04 43/229 [====>.........................] - ETA: 0s - loss: 1.4038e-04 83/229 [=========>....................] - ETA: 0s - loss: 2.7110e-04 123/229 [===============>..............] - ETA: 0s - loss: 2.1616e-04 161/229 [====================>.........] - ETA: 0s - loss: 1.9585e-04 200/229 [=========================>....] - ETA: 0s - loss: 1.9896e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.9725e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 8.1865e-06 39/229 [====>.........................] - ETA: 0s - loss: 1.6695e-04 76/229 [========>.....................] - ETA: 0s - loss: 1.4297e-04 116/229 [==============>...............] - ETA: 0s - loss: 1.4397e-04 156/229 [===================>..........] - ETA: 0s - loss: 1.7004e-04 194/229 [========================>.....] - ETA: 0s - loss: 1.6502e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.5803e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.3117e-05 40/229 [====>.........................] - ETA: 0s - loss: 1.5107e-04 73/229 [========>.....................] - ETA: 0s - loss: 1.1485e-04 107/229 [=============>................] - ETA: 0s - loss: 1.3862e-04 144/229 [=================>............] - ETA: 0s - loss: 1.3035e-04 184/229 [=======================>......] - ETA: 0s - loss: 1.4540e-04 223/229 [============================>.] - ETA: 0s - loss: 1.3392e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.3330e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 0, 17 LR f1 score: 0.971 LR cohens kappa score: 0.971 LR average precision score: 0.997 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 569, 2 KNN fn, tp: 0, 17 KNN f1 score: 0.944 KNN cohens kappa score: 0.943 ------ Step 1/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 35s - loss: 6.1366e-04 42/229 [====>.........................] - ETA: 0s - loss: 0.0012  82/229 [=========>....................] - ETA: 0s - loss: 0.0011 121/229 [==============>...............] - ETA: 0s - loss: 9.3983e-04 160/229 [===================>..........] - ETA: 0s - loss: 0.0011  196/229 [========================>.....] - ETA: 0s - loss: 0.0011 229/229 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.0271e-04 39/229 [====>.........................] - ETA: 0s - loss: 2.7231e-04 79/229 [=========>....................] - ETA: 0s - loss: 4.3312e-04 118/229 [==============>...............] - ETA: 0s - loss: 4.1156e-04 160/229 [===================>..........] - ETA: 0s - loss: 7.4136e-04 200/229 [=========================>....] - ETA: 0s - loss: 7.5356e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.5608e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 3.6231e-04 41/229 [====>.........................] - ETA: 0s - loss: 5.6173e-04 79/229 [=========>....................] - ETA: 0s - loss: 4.9749e-04 119/229 [==============>...............] - ETA: 0s - loss: 8.3769e-04 159/229 [===================>..........] - ETA: 0s - loss: 7.4442e-04 199/229 [=========================>....] - ETA: 0s - loss: 6.7371e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.3890e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 5.1701e-05 40/229 [====>.........................] - ETA: 0s - loss: 5.2861e-04 83/229 [=========>....................] - ETA: 0s - loss: 4.9343e-04 125/229 [===============>..............] - ETA: 0s - loss: 4.7927e-04 166/229 [====================>.........] - ETA: 0s - loss: 4.4431e-04 203/229 [=========================>....] - ETA: 0s - loss: 5.1603e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.0432e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.7896e-04 40/229 [====>.........................] - ETA: 0s - loss: 3.9086e-04 79/229 [=========>....................] - ETA: 0s - loss: 5.3825e-04 114/229 [=============>................] - ETA: 0s - loss: 4.9079e-04 148/229 [==================>...........] - ETA: 0s - loss: 5.0626e-04 182/229 [======================>.......] - ETA: 0s - loss: 4.8083e-04 218/229 [===========================>..] - ETA: 0s - loss: 4.2873e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.2609e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 1.5129e-04 41/229 [====>.........................] - ETA: 0s - loss: 6.6909e-04 81/229 [=========>....................] - ETA: 0s - loss: 4.9125e-04 120/229 [==============>...............] - ETA: 0s - loss: 4.3032e-04 162/229 [====================>.........] - ETA: 0s - loss: 3.6117e-04 203/229 [=========================>....] - ETA: 0s - loss: 3.5057e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.5042e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.0247e-04 39/229 [====>.........................] - ETA: 0s - loss: 4.1927e-04 78/229 [=========>....................] - ETA: 0s - loss: 3.6683e-04 118/229 [==============>...............] - ETA: 0s - loss: 3.3102e-04 159/229 [===================>..........] - ETA: 0s - loss: 3.3623e-04 198/229 [========================>.....] - ETA: 0s - loss: 3.2417e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.0070e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 3.2333e-05 37/229 [===>..........................] - ETA: 0s - loss: 1.8030e-04 75/229 [========>.....................] - ETA: 0s - loss: 1.9573e-04 114/229 [=============>................] - ETA: 0s - loss: 2.8425e-04 154/229 [===================>..........] - ETA: 0s - loss: 2.6540e-04 193/229 [========================>.....] - ETA: 0s - loss: 2.6004e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.5387e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 8.5424e-05 41/229 [====>.........................] - ETA: 0s - loss: 3.3763e-04 81/229 [=========>....................] - ETA: 0s - loss: 2.9794e-04 122/229 [==============>...............] - ETA: 0s - loss: 2.7964e-04 161/229 [====================>.........] - ETA: 0s - loss: 2.4965e-04 201/229 [=========================>....] - ETA: 0s - loss: 2.3398e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.1956e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.4317e-05 39/229 [====>.........................] - ETA: 0s - loss: 1.6378e-04 78/229 [=========>....................] - ETA: 0s - loss: 1.6137e-04 117/229 [==============>...............] - ETA: 0s - loss: 2.1037e-04 157/229 [===================>..........] - ETA: 0s - loss: 1.9570e-04 198/229 [========================>.....] - ETA: 0s - loss: 1.7062e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.8750e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 0, 17 LR f1 score: 0.971 LR cohens kappa score: 0.971 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 563, 8 KNN fn, tp: 0, 17 KNN f1 score: 0.810 KNN cohens kappa score: 0.803 ------ Step 1/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 35s - loss: 1.2880e-04 42/229 [====>.........................] - ETA: 0s - loss: 3.2989e-04  84/229 [==========>...................] - ETA: 0s - loss: 4.3624e-04 124/229 [===============>..............] - ETA: 0s - loss: 4.8901e-04 165/229 [====================>.........] - ETA: 0s - loss: 4.6697e-04 199/229 [=========================>....] - ETA: 0s - loss: 4.8091e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.4899e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.6685e-05 42/229 [====>.........................] - ETA: 0s - loss: 3.5824e-04 81/229 [=========>....................] - ETA: 0s - loss: 3.9472e-04 121/229 [==============>...............] - ETA: 0s - loss: 3.7308e-04 161/229 [====================>.........] - ETA: 0s - loss: 3.6794e-04 201/229 [=========================>....] - ETA: 0s - loss: 4.0210e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.7979e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 2.6588e-04 42/229 [====>.........................] - ETA: 0s - loss: 2.8518e-04 82/229 [=========>....................] - ETA: 0s - loss: 3.7216e-04 119/229 [==============>...............] - ETA: 0s - loss: 3.8274e-04 160/229 [===================>..........] - ETA: 0s - loss: 3.5968e-04 201/229 [=========================>....] - ETA: 0s - loss: 3.2563e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.1481e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.1588e-04 43/229 [====>.........................] - ETA: 0s - loss: 1.3967e-04 84/229 [==========>...................] - ETA: 0s - loss: 2.0933e-04 125/229 [===============>..............] - ETA: 0s - loss: 2.2279e-04 165/229 [====================>.........] - ETA: 0s - loss: 2.3676e-04 207/229 [==========================>...] - ETA: 0s - loss: 2.5606e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.5096e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 3.4520e-05 42/229 [====>.........................] - ETA: 0s - loss: 3.7383e-04 84/229 [==========>...................] - ETA: 0s - loss: 2.7263e-04 123/229 [===============>..............] - ETA: 0s - loss: 2.3310e-04 164/229 [====================>.........] - ETA: 0s - loss: 2.3779e-04 205/229 [=========================>....] - ETA: 0s - loss: 2.1655e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.1512e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 7.6334e-06 34/229 [===>..........................] - ETA: 0s - loss: 1.4043e-04 69/229 [========>.....................] - ETA: 0s - loss: 1.4283e-04 108/229 [=============>................] - ETA: 0s - loss: 1.7590e-04 149/229 [==================>...........] - ETA: 0s - loss: 1.6787e-04 190/229 [=======================>......] - ETA: 0s - loss: 1.6717e-04 226/229 [============================>.] - ETA: 0s - loss: 1.8134e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.7971e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 3.9522e-05 41/229 [====>.........................] - ETA: 0s - loss: 1.1311e-04 81/229 [=========>....................] - ETA: 0s - loss: 1.4890e-04 123/229 [===============>..............] - ETA: 0s - loss: 1.4976e-04 164/229 [====================>.........] - ETA: 0s - loss: 1.4712e-04 206/229 [=========================>....] - ETA: 0s - loss: 1.4874e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.5521e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 2.1057e-04 38/229 [===>..........................] - ETA: 0s - loss: 1.3634e-04 78/229 [=========>....................] - ETA: 0s - loss: 1.3320e-04 120/229 [==============>...............] - ETA: 0s - loss: 1.2686e-04 157/229 [===================>..........] - ETA: 0s - loss: 1.1049e-04 198/229 [========================>.....] - ETA: 0s - loss: 1.3006e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.2959e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 2.5160e-06 41/229 [====>.........................] - ETA: 0s - loss: 1.4734e-04 82/229 [=========>....................] - ETA: 0s - loss: 1.3270e-04 121/229 [==============>...............] - ETA: 0s - loss: 1.1907e-04 162/229 [====================>.........] - ETA: 0s - loss: 1.1197e-04 202/229 [=========================>....] - ETA: 0s - loss: 1.1219e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.0881e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.6372e-06 44/229 [====>.........................] - ETA: 0s - loss: 1.0696e-04 85/229 [==========>...................] - ETA: 0s - loss: 9.7080e-05 124/229 [===============>..............] - ETA: 0s - loss: 9.8297e-05 165/229 [====================>.........] - ETA: 0s - loss: 9.1707e-05 206/229 [=========================>....] - ETA: 0s - loss: 9.4109e-05 229/229 [==============================] - 0s 1ms/step - loss: 9.4536e-05 -> test with GAN.predict GAN tn, fp: 568, 2 GAN fn, tp: 0, 13 GAN f1 score: 0.929 GAN cohens kappa score: 0.927 -> test with 'LR' LR tn, fp: 566, 4 LR fn, tp: 1, 12 LR f1 score: 0.828 LR cohens kappa score: 0.823 LR average precision score: 0.911 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 0, 13 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 568, 2 GB fn, tp: 0, 13 GB f1 score: 0.929 GB cohens kappa score: 0.927 -> test with 'KNN' KNN tn, fp: 569, 1 KNN fn, tp: 0, 13 KNN f1 score: 0.963 KNN cohens kappa score: 0.962 ====== Step 2/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 2/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 45s - loss: 2.6916e-04 36/229 [===>..........................] - ETA: 0s - loss: 0.0011  70/229 [========>.....................] - ETA: 0s - loss: 8.1282e-04 105/229 [============>.................] - ETA: 0s - loss: 6.5914e-04 141/229 [=================>............] - ETA: 0s - loss: 6.9345e-04 175/229 [=====================>........] - ETA: 0s - loss: 7.7278e-04 210/229 [==========================>...] - ETA: 0s - loss: 7.4669e-04 229/229 [==============================] - 1s 1ms/step - loss: 0.0011 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 0.0036 39/229 [====>.........................] - ETA: 0s - loss: 0.0020 76/229 [========>.....................] - ETA: 0s - loss: 0.0015 111/229 [=============>................] - ETA: 0s - loss: 0.0012 147/229 [==================>...........] - ETA: 0s - loss: 0.0010 184/229 [=======================>......] - ETA: 0s - loss: 8.9895e-04 220/229 [===========================>..] - ETA: 0s - loss: 8.4282e-04 229/229 [==============================] - 0s 1ms/step - loss: 8.4288e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.4849e-04 36/229 [===>..........................] - ETA: 0s - loss: 4.1707e-04 71/229 [========>.....................] - ETA: 0s - loss: 0.0011  105/229 [============>.................] - ETA: 0s - loss: 9.5100e-04 138/229 [=================>............] - ETA: 0s - loss: 9.1337e-04 175/229 [=====================>........] - ETA: 0s - loss: 8.1592e-04 214/229 [===========================>..] - ETA: 0s - loss: 7.3944e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.2974e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 2.2583e-04 36/229 [===>..........................] - ETA: 0s - loss: 0.0013  72/229 [========>.....................] - ETA: 0s - loss: 8.5554e-04 106/229 [============>.................] - ETA: 0s - loss: 6.7629e-04 142/229 [=================>............] - ETA: 0s - loss: 5.9693e-04 181/229 [======================>.......] - ETA: 0s - loss: 5.1577e-04 218/229 [===========================>..] - ETA: 0s - loss: 5.1945e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.2035e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 5.4628e-05 27/229 [==>...........................] - ETA: 0s - loss: 5.4535e-04 51/229 [=====>........................] - ETA: 0s - loss: 4.6210e-04 75/229 [========>.....................] - ETA: 0s - loss: 3.9421e-04 102/229 [============>.................] - ETA: 0s - loss: 5.7386e-04 130/229 [================>.............] - ETA: 0s - loss: 5.1977e-04 162/229 [====================>.........] - ETA: 0s - loss: 5.0196e-04 190/229 [=======================>......] - ETA: 0s - loss: 4.9799e-04 221/229 [===========================>..] - ETA: 0s - loss: 4.5172e-04 229/229 [==============================] - 0s 2ms/step - loss: 4.4986e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 5.2454e-05 32/229 [===>..........................] - ETA: 0s - loss: 4.0585e-04 65/229 [=======>......................] - ETA: 0s - loss: 4.0143e-04 92/229 [===========>..................] - ETA: 0s - loss: 3.5311e-04 111/229 [=============>................] - ETA: 0s - loss: 4.4793e-04 135/229 [================>.............] - ETA: 0s - loss: 4.1902e-04 156/229 [===================>..........] - ETA: 0s - loss: 3.8930e-04 178/229 [======================>.......] - ETA: 0s - loss: 4.1560e-04 198/229 [========================>.....] - ETA: 0s - loss: 4.0720e-04 220/229 [===========================>..] - ETA: 0s - loss: 3.8185e-04 229/229 [==============================] - 0s 2ms/step - loss: 3.7330e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 3.3994e-05 26/229 [==>...........................] - ETA: 0s - loss: 1.9277e-04 46/229 [=====>........................] - ETA: 0s - loss: 1.8859e-04 65/229 [=======>......................] - ETA: 0s - loss: 2.4639e-04 80/229 [=========>....................] - ETA: 0s - loss: 3.5583e-04 97/229 [===========>..................] - ETA: 0s - loss: 3.7057e-04 114/229 [=============>................] - ETA: 0s - loss: 3.4317e-04 130/229 [================>.............] - ETA: 0s - loss: 3.5955e-04 147/229 [==================>...........] - ETA: 0s - loss: 3.4265e-04 164/229 [====================>.........] - ETA: 0s - loss: 3.3927e-04 176/229 [======================>.......] - ETA: 0s - loss: 3.3651e-04 193/229 [========================>.....] - ETA: 0s - loss: 3.3130e-04 212/229 [==========================>...] - ETA: 0s - loss: 3.1215e-04 229/229 [==============================] - 1s 3ms/step - loss: 2.9944e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 7.7168e-05 25/229 [==>...........................] - ETA: 0s - loss: 5.5151e-04 48/229 [=====>........................] - ETA: 0s - loss: 3.9832e-04 72/229 [========>.....................] - ETA: 0s - loss: 3.4654e-04 98/229 [===========>..................] - ETA: 0s - loss: 3.2900e-04 122/229 [==============>...............] - ETA: 0s - loss: 3.0379e-04 148/229 [==================>...........] - ETA: 0s - loss: 2.9604e-04 178/229 [======================>.......] - ETA: 0s - loss: 2.8080e-04 202/229 [=========================>....] - ETA: 0s - loss: 2.7211e-04 227/229 [============================>.] - ETA: 0s - loss: 2.5014e-04 229/229 [==============================] - 0s 2ms/step - loss: 2.4891e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 9.7427e-05 25/229 [==>...........................] - ETA: 0s - loss: 2.6759e-04 54/229 [======>.......................] - ETA: 0s - loss: 2.1364e-04 87/229 [==========>...................] - ETA: 0s - loss: 2.9169e-04 113/229 [=============>................] - ETA: 0s - loss: 2.6250e-04 144/229 [=================>............] - ETA: 0s - loss: 2.4998e-04 167/229 [====================>.........] - ETA: 0s - loss: 2.3390e-04 190/229 [=======================>......] - ETA: 0s - loss: 2.1630e-04 216/229 [===========================>..] - ETA: 0s - loss: 2.1459e-04 229/229 [==============================] - 0s 2ms/step - loss: 2.1885e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.8703e-05 26/229 [==>...........................] - ETA: 0s - loss: 1.1777e-04 54/229 [======>.......................] - ETA: 0s - loss: 1.1763e-04 81/229 [=========>....................] - ETA: 0s - loss: 2.0879e-04 105/229 [============>.................] - ETA: 0s - loss: 2.0664e-04 130/229 [================>.............] - ETA: 0s - loss: 1.9683e-04 156/229 [===================>..........] - ETA: 0s - loss: 1.7964e-04 182/229 [======================>.......] - ETA: 0s - loss: 1.7731e-04 208/229 [==========================>...] - ETA: 0s - loss: 1.7030e-04 229/229 [==============================] - ETA: 0s - loss: 1.7501e-04 229/229 [==============================] - 0s 2ms/step - loss: 1.7501e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 569, 2 LR fn, tp: 0, 17 LR f1 score: 0.944 LR cohens kappa score: 0.943 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 570, 1 KNN fn, tp: 1, 16 KNN f1 score: 0.941 KNN cohens kappa score: 0.939 ------ Step 2/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 35s - loss: 1.6093e-04 40/229 [====>.........................] - ETA: 0s - loss: 7.2785e-04  82/229 [=========>....................] - ETA: 0s - loss: 8.7768e-04 119/229 [==============>...............] - ETA: 0s - loss: 7.3999e-04 155/229 [===================>..........] - ETA: 0s - loss: 6.7123e-04 196/229 [========================>.....] - ETA: 0s - loss: 6.9868e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.5615e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.0752e-04 43/229 [====>.........................] - ETA: 0s - loss: 7.0165e-04 82/229 [=========>....................] - ETA: 0s - loss: 5.4566e-04 118/229 [==============>...............] - ETA: 0s - loss: 5.0799e-04 154/229 [===================>..........] - ETA: 0s - loss: 4.5449e-04 188/229 [=======================>......] - ETA: 0s - loss: 4.6708e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.9852e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 2.7337e-04 40/229 [====>.........................] - ETA: 0s - loss: 3.5702e-04 81/229 [=========>....................] - ETA: 0s - loss: 3.9960e-04 121/229 [==============>...............] - ETA: 0s - loss: 4.7038e-04 161/229 [====================>.........] - ETA: 0s - loss: 4.4582e-04 202/229 [=========================>....] - ETA: 0s - loss: 3.9356e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.2473e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 3.8227e-05 41/229 [====>.........................] - ETA: 0s - loss: 5.0185e-04 83/229 [=========>....................] - ETA: 0s - loss: 4.4795e-04 122/229 [==============>...............] - ETA: 0s - loss: 3.8653e-04 163/229 [====================>.........] - ETA: 0s - loss: 3.5780e-04 205/229 [=========================>....] - ETA: 0s - loss: 3.3170e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.3586e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.9954e-05 43/229 [====>.........................] - ETA: 0s - loss: 3.2303e-04 84/229 [==========>...................] - ETA: 0s - loss: 3.2829e-04 116/229 [==============>...............] - ETA: 0s - loss: 3.5154e-04 152/229 [==================>...........] - ETA: 0s - loss: 3.2983e-04 187/229 [=======================>......] - ETA: 0s - loss: 3.0642e-04 226/229 [============================>.] - ETA: 0s - loss: 2.9767e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.9541e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 0.0022 42/229 [====>.........................] - ETA: 0s - loss: 3.4168e-04 81/229 [=========>....................] - ETA: 0s - loss: 2.6345e-04 120/229 [==============>...............] - ETA: 0s - loss: 2.6902e-04 161/229 [====================>.........] - ETA: 0s - loss: 2.5272e-04 201/229 [=========================>....] - ETA: 0s - loss: 2.5021e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4973e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 4.6679e-05 43/229 [====>.........................] - ETA: 0s - loss: 1.7250e-04 85/229 [==========>...................] - ETA: 0s - loss: 2.5820e-04 127/229 [===============>..............] - ETA: 0s - loss: 2.4296e-04 168/229 [=====================>........] - ETA: 0s - loss: 2.3045e-04 207/229 [==========================>...] - ETA: 0s - loss: 2.3025e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.1938e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.7840e-05 41/229 [====>.........................] - ETA: 0s - loss: 2.2616e-04 79/229 [=========>....................] - ETA: 0s - loss: 1.9549e-04 119/229 [==============>...............] - ETA: 0s - loss: 2.0318e-04 160/229 [===================>..........] - ETA: 0s - loss: 1.7841e-04 201/229 [=========================>....] - ETA: 0s - loss: 1.7880e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.8561e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 4.3525e-05 42/229 [====>.........................] - ETA: 0s - loss: 1.4074e-04 85/229 [==========>...................] - ETA: 0s - loss: 1.4806e-04 127/229 [===============>..............] - ETA: 0s - loss: 1.6131e-04 168/229 [=====================>........] - ETA: 0s - loss: 1.5420e-04 205/229 [=========================>....] - ETA: 0s - loss: 1.5559e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.5607e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.1858e-05 41/229 [====>.........................] - ETA: 0s - loss: 1.5193e-04 83/229 [=========>....................] - ETA: 0s - loss: 1.4135e-04 125/229 [===============>..............] - ETA: 0s - loss: 1.2904e-04 167/229 [====================>.........] - ETA: 0s - loss: 1.3560e-04 210/229 [==========================>...] - ETA: 0s - loss: 1.3874e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.3268e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 1, 16 LR f1 score: 0.970 LR cohens kappa score: 0.969 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 570, 1 KNN fn, tp: 0, 17 KNN f1 score: 0.971 KNN cohens kappa score: 0.971 ------ Step 2/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 34s - loss: 4.0058e-04 42/229 [====>.........................] - ETA: 0s - loss: 2.5587e-04  83/229 [=========>....................] - ETA: 0s - loss: 2.9110e-04 118/229 [==============>...............] - ETA: 0s - loss: 2.7666e-04 150/229 [==================>...........] - ETA: 0s - loss: 3.6298e-04 183/229 [======================>.......] - ETA: 0s - loss: 4.1058e-04 223/229 [============================>.] - ETA: 0s - loss: 4.4445e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.6114e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 9.6416e-04 43/229 [====>.........................] - ETA: 0s - loss: 6.6197e-04 82/229 [=========>....................] - ETA: 0s - loss: 4.9588e-04 120/229 [==============>...............] - ETA: 0s - loss: 4.4352e-04 160/229 [===================>..........] - ETA: 0s - loss: 4.4020e-04 198/229 [========================>.....] - ETA: 0s - loss: 4.0666e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.7932e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.2086e-04 42/229 [====>.........................] - ETA: 0s - loss: 2.6031e-04 82/229 [=========>....................] - ETA: 0s - loss: 3.0904e-04 124/229 [===============>..............] - ETA: 0s - loss: 3.7274e-04 162/229 [====================>.........] - ETA: 0s - loss: 3.5117e-04 203/229 [=========================>....] - ETA: 0s - loss: 3.3762e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.3621e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 3.3633e-04 41/229 [====>.........................] - ETA: 0s - loss: 3.8342e-04 81/229 [=========>....................] - ETA: 0s - loss: 3.1648e-04 121/229 [==============>...............] - ETA: 0s - loss: 2.9548e-04 162/229 [====================>.........] - ETA: 0s - loss: 2.9839e-04 202/229 [=========================>....] - ETA: 0s - loss: 2.8632e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.8728e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.7295e-04 41/229 [====>.........................] - ETA: 0s - loss: 2.3938e-04 83/229 [=========>....................] - ETA: 0s - loss: 2.2602e-04 122/229 [==============>...............] - ETA: 0s - loss: 2.2546e-04 163/229 [====================>.........] - ETA: 0s - loss: 2.5084e-04 204/229 [=========================>....] - ETA: 0s - loss: 2.5358e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4450e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.6677e-05 41/229 [====>.........................] - ETA: 0s - loss: 2.2270e-04 79/229 [=========>....................] - ETA: 0s - loss: 2.0710e-04 119/229 [==============>...............] - ETA: 0s - loss: 1.8294e-04 159/229 [===================>..........] - ETA: 0s - loss: 2.0242e-04 202/229 [=========================>....] - ETA: 0s - loss: 2.2433e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.1461e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 3.2243e-04 41/229 [====>.........................] - ETA: 0s - loss: 1.3677e-04 83/229 [=========>....................] - ETA: 0s - loss: 1.1983e-04 122/229 [==============>...............] - ETA: 0s - loss: 1.1932e-04 163/229 [====================>.........] - ETA: 0s - loss: 1.4138e-04 203/229 [=========================>....] - ETA: 0s - loss: 1.6353e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.7404e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 9.4808e-05 42/229 [====>.........................] - ETA: 0s - loss: 2.5997e-04 83/229 [=========>....................] - ETA: 0s - loss: 1.8503e-04 118/229 [==============>...............] - ETA: 0s - loss: 1.6638e-04 156/229 [===================>..........] - ETA: 0s - loss: 1.5235e-04 188/229 [=======================>......] - ETA: 0s - loss: 1.5949e-04 219/229 [===========================>..] - ETA: 0s - loss: 1.5192e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.5170e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 2.0003e-05 40/229 [====>.........................] - ETA: 0s - loss: 2.8087e-04 78/229 [=========>....................] - ETA: 0s - loss: 2.2628e-04 120/229 [==============>...............] - ETA: 0s - loss: 1.8700e-04 160/229 [===================>..........] - ETA: 0s - loss: 1.5782e-04 202/229 [=========================>....] - ETA: 0s - loss: 1.3857e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.3830e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 6.1311e-05 39/229 [====>.........................] - ETA: 0s - loss: 1.1584e-04 80/229 [=========>....................] - ETA: 0s - loss: 1.3802e-04 120/229 [==============>...............] - ETA: 0s - loss: 1.2699e-04 160/229 [===================>..........] - ETA: 0s - loss: 1.2088e-04 200/229 [=========================>....] - ETA: 0s - loss: 1.2870e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.2383e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 2, 15 LR f1 score: 0.909 LR cohens kappa score: 0.906 LR average precision score: 0.979 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 2, 15 RF f1 score: 0.938 RF cohens kappa score: 0.936 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 566, 5 KNN fn, tp: 0, 17 KNN f1 score: 0.872 KNN cohens kappa score: 0.867 ------ Step 2/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 35s - loss: 0.0022 45/229 [====>.........................] - ETA: 0s - loss: 0.0010  88/229 [==========>...................] - ETA: 0s - loss: 0.0020 131/229 [================>.............] - ETA: 0s - loss: 0.0016 172/229 [=====================>........] - ETA: 0s - loss: 0.0014 214/229 [===========================>..] - ETA: 0s - loss: 0.0012 229/229 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.8259e-04 37/229 [===>..........................] - ETA: 0s - loss: 5.5019e-04 78/229 [=========>....................] - ETA: 0s - loss: 4.6421e-04 120/229 [==============>...............] - ETA: 0s - loss: 0.0012  160/229 [===================>..........] - ETA: 0s - loss: 0.0011 201/229 [=========================>....] - ETA: 0s - loss: 9.8919e-04 229/229 [==============================] - 0s 1ms/step - loss: 9.2211e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 4.4342e-04 43/229 [====>.........................] - ETA: 0s - loss: 0.0022  82/229 [=========>....................] - ETA: 0s - loss: 0.0015 124/229 [===============>..............] - ETA: 0s - loss: 0.0012 165/229 [====================>.........] - ETA: 0s - loss: 9.6122e-04 206/229 [=========================>....] - ETA: 0s - loss: 8.3041e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.9474e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 3.3535e-05 41/229 [====>.........................] - ETA: 0s - loss: 3.7552e-04 82/229 [=========>....................] - ETA: 0s - loss: 4.1908e-04 124/229 [===============>..............] - ETA: 0s - loss: 3.7537e-04 163/229 [====================>.........] - ETA: 0s - loss: 3.6671e-04 203/229 [=========================>....] - ETA: 0s - loss: 6.8121e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.9002e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 4.7932e-04 42/229 [====>.........................] - ETA: 0s - loss: 3.1773e-04 84/229 [==========>...................] - ETA: 0s - loss: 3.9583e-04 123/229 [===============>..............] - ETA: 0s - loss: 3.4333e-04 158/229 [===================>..........] - ETA: 0s - loss: 6.2139e-04 197/229 [========================>.....] - ETA: 0s - loss: 5.8201e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.7317e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 9.6048e-04 41/229 [====>.........................] - ETA: 0s - loss: 4.1392e-04 76/229 [========>.....................] - ETA: 0s - loss: 3.7535e-04 111/229 [=============>................] - ETA: 0s - loss: 3.1910e-04 144/229 [=================>............] - ETA: 0s - loss: 5.2421e-04 181/229 [======================>.......] - ETA: 0s - loss: 4.9189e-04 220/229 [===========================>..] - ETA: 0s - loss: 4.6935e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.5876e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.3403e-04 39/229 [====>.........................] - ETA: 0s - loss: 7.3859e-04 75/229 [========>.....................] - ETA: 0s - loss: 5.1349e-04 115/229 [==============>...............] - ETA: 0s - loss: 4.5193e-04 151/229 [==================>...........] - ETA: 0s - loss: 4.2333e-04 184/229 [=======================>......] - ETA: 0s - loss: 4.0893e-04 220/229 [===========================>..] - ETA: 0s - loss: 3.8451e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.7694e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 5.3277e-05 36/229 [===>..........................] - ETA: 0s - loss: 6.5337e-04 78/229 [=========>....................] - ETA: 0s - loss: 4.1649e-04 120/229 [==============>...............] - ETA: 0s - loss: 3.7946e-04 162/229 [====================>.........] - ETA: 0s - loss: 3.4457e-04 202/229 [=========================>....] - ETA: 0s - loss: 3.1677e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.1878e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 0.0018 42/229 [====>.........................] - ETA: 0s - loss: 2.0752e-04 83/229 [=========>....................] - ETA: 0s - loss: 2.0694e-04 123/229 [===============>..............] - ETA: 0s - loss: 1.9279e-04 165/229 [====================>.........] - ETA: 0s - loss: 2.9756e-04 206/229 [=========================>....] - ETA: 0s - loss: 3.2123e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.9957e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.3118e-04 42/229 [====>.........................] - ETA: 0s - loss: 1.6715e-04 83/229 [=========>....................] - ETA: 0s - loss: 1.6298e-04 125/229 [===============>..............] - ETA: 0s - loss: 1.5008e-04 165/229 [====================>.........] - ETA: 0s - loss: 1.4174e-04 206/229 [=========================>....] - ETA: 0s - loss: 2.5121e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4276e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 569, 2 LR fn, tp: 0, 17 LR f1 score: 0.944 LR cohens kappa score: 0.943 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 565, 6 KNN fn, tp: 0, 17 KNN f1 score: 0.850 KNN cohens kappa score: 0.845 ------ Step 2/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 35s - loss: 2.1218e-04 41/229 [====>.........................] - ETA: 0s - loss: 9.8123e-04  83/229 [=========>....................] - ETA: 0s - loss: 0.0017  124/229 [===============>..............] - ETA: 0s - loss: 0.0016 166/229 [====================>.........] - ETA: 0s - loss: 0.0015 208/229 [==========================>...] - ETA: 0s - loss: 0.0014 229/229 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 3.0003e-04 42/229 [====>.........................] - ETA: 0s - loss: 9.5557e-04 82/229 [=========>....................] - ETA: 0s - loss: 0.0014  112/229 [=============>................] - ETA: 0s - loss: 0.0018 144/229 [=================>............] - ETA: 0s - loss: 0.0014 181/229 [======================>.......] - ETA: 0s - loss: 0.0014 222/229 [============================>.] - ETA: 0s - loss: 0.0013 229/229 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 9.7000e-06 39/229 [====>.........................] - ETA: 0s - loss: 7.3732e-04 81/229 [=========>....................] - ETA: 0s - loss: 0.0013  123/229 [===============>..............] - ETA: 0s - loss: 0.0012 164/229 [====================>.........] - ETA: 0s - loss: 0.0012 204/229 [=========================>....] - ETA: 0s - loss: 0.0011 229/229 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 7.3038e-05 40/229 [====>.........................] - ETA: 0s - loss: 0.0014  82/229 [=========>....................] - ETA: 0s - loss: 0.0010 123/229 [===============>..............] - ETA: 0s - loss: 8.4218e-04 161/229 [====================>.........] - ETA: 0s - loss: 6.9439e-04 201/229 [=========================>....] - ETA: 0s - loss: 8.6664e-04 229/229 [==============================] - 0s 1ms/step - loss: 9.4099e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 2.3532e-04 40/229 [====>.........................] - ETA: 0s - loss: 8.2909e-04 77/229 [=========>....................] - ETA: 0s - loss: 6.3021e-04 113/229 [=============>................] - ETA: 0s - loss: 6.8346e-04 151/229 [==================>...........] - ETA: 0s - loss: 7.4309e-04 192/229 [========================>.....] - ETA: 0s - loss: 6.9739e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.4527e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 1.1284e-05 41/229 [====>.........................] - ETA: 0s - loss: 2.7128e-04 82/229 [=========>....................] - ETA: 0s - loss: 7.1520e-04 122/229 [==============>...............] - ETA: 0s - loss: 7.9434e-04 163/229 [====================>.........] - ETA: 0s - loss: 6.6521e-04 202/229 [=========================>....] - ETA: 0s - loss: 6.1502e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.4094e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.1691e-05 41/229 [====>.........................] - ETA: 0s - loss: 5.5409e-04 81/229 [=========>....................] - ETA: 0s - loss: 6.7239e-04 121/229 [==============>...............] - ETA: 0s - loss: 5.6154e-04 161/229 [====================>.........] - ETA: 0s - loss: 5.2065e-04 203/229 [=========================>....] - ETA: 0s - loss: 4.9659e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.4908e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.0145e-04 42/229 [====>.........................] - ETA: 0s - loss: 4.2144e-04 83/229 [=========>....................] - ETA: 0s - loss: 4.3413e-04 123/229 [===============>..............] - ETA: 0s - loss: 4.9841e-04 162/229 [====================>.........] - ETA: 0s - loss: 4.5084e-04 203/229 [=========================>....] - ETA: 0s - loss: 4.7218e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.4199e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 4.5763e-05 43/229 [====>.........................] - ETA: 0s - loss: 3.3743e-04 82/229 [=========>....................] - ETA: 0s - loss: 3.9203e-04 122/229 [==============>...............] - ETA: 0s - loss: 3.0104e-04 159/229 [===================>..........] - ETA: 0s - loss: 3.1023e-04 191/229 [========================>.....] - ETA: 0s - loss: 3.2844e-04 224/229 [============================>.] - ETA: 0s - loss: 3.3982e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.7268e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.6729e-04 40/229 [====>.........................] - ETA: 0s - loss: 5.3424e-04 81/229 [=========>....................] - ETA: 0s - loss: 3.4310e-04 122/229 [==============>...............] - ETA: 0s - loss: 2.8968e-04 163/229 [====================>.........] - ETA: 0s - loss: 2.9096e-04 205/229 [=========================>....] - ETA: 0s - loss: 2.7664e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.1103e-04 -> test with GAN.predict GAN tn, fp: 570, 0 GAN fn, tp: 0, 13 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 569, 1 LR fn, tp: 0, 13 LR f1 score: 0.963 LR cohens kappa score: 0.962 LR average precision score: 0.995 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 0, 13 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 570, 0 GB fn, tp: 0, 13 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 563, 7 KNN fn, tp: 0, 13 KNN f1 score: 0.788 KNN cohens kappa score: 0.782 ====== Step 3/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 3/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 37s - loss: 0.0027 42/229 [====>.........................] - ETA: 0s - loss: 8.4415e-04 84/229 [==========>...................] - ETA: 0s - loss: 7.9499e-04 126/229 [===============>..............] - ETA: 0s - loss: 7.4392e-04 165/229 [====================>.........] - ETA: 0s - loss: 6.8898e-04 207/229 [==========================>...] - ETA: 0s - loss: 9.0045e-04 229/229 [==============================] - 0s 1ms/step - loss: 8.8067e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 0.0013 40/229 [====>.........................] - ETA: 0s - loss: 5.4063e-04 81/229 [=========>....................] - ETA: 0s - loss: 6.2170e-04 122/229 [==============>...............] - ETA: 0s - loss: 8.0679e-04 163/229 [====================>.........] - ETA: 0s - loss: 7.3138e-04 203/229 [=========================>....] - ETA: 0s - loss: 7.6044e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.4176e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.1084e-04 42/229 [====>.........................] - ETA: 0s - loss: 4.6500e-04 80/229 [=========>....................] - ETA: 0s - loss: 7.7666e-04 113/229 [=============>................] - ETA: 0s - loss: 7.2174e-04 147/229 [==================>...........] - ETA: 0s - loss: 6.7019e-04 176/229 [======================>.......] - ETA: 0s - loss: 7.1956e-04 214/229 [===========================>..] - ETA: 0s - loss: 6.5305e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.4193e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 3.3086e-04 42/229 [====>.........................] - ETA: 0s - loss: 9.7993e-04 83/229 [=========>....................] - ETA: 0s - loss: 8.4434e-04 125/229 [===============>..............] - ETA: 0s - loss: 6.6169e-04 166/229 [====================>.........] - ETA: 0s - loss: 6.2609e-04 207/229 [==========================>...] - ETA: 0s - loss: 5.8597e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.6173e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 3.7267e-05 42/229 [====>.........................] - ETA: 0s - loss: 4.4858e-04 83/229 [=========>....................] - ETA: 0s - loss: 3.8060e-04 125/229 [===============>..............] - ETA: 0s - loss: 3.6426e-04 167/229 [====================>.........] - ETA: 0s - loss: 3.5698e-04 209/229 [==========================>...] - ETA: 0s - loss: 3.8207e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.4273e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 5.7648e-04 43/229 [====>.........................] - ETA: 0s - loss: 3.5870e-04 84/229 [==========>...................] - ETA: 0s - loss: 4.9956e-04 124/229 [===============>..............] - ETA: 0s - loss: 4.7456e-04 165/229 [====================>.........] - ETA: 0s - loss: 4.7852e-04 206/229 [=========================>....] - ETA: 0s - loss: 4.2761e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.1274e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 9.8754e-05 41/229 [====>.........................] - ETA: 0s - loss: 2.3090e-04 82/229 [=========>....................] - ETA: 0s - loss: 1.8838e-04 123/229 [===============>..............] - ETA: 0s - loss: 3.4212e-04 164/229 [====================>.........] - ETA: 0s - loss: 3.3746e-04 206/229 [=========================>....] - ETA: 0s - loss: 3.3857e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.2860e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 3.6544e-05 40/229 [====>.........................] - ETA: 0s - loss: 3.0027e-04 82/229 [=========>....................] - ETA: 0s - loss: 2.0989e-04 122/229 [==============>...............] - ETA: 0s - loss: 1.8131e-04 163/229 [====================>.........] - ETA: 0s - loss: 2.2862e-04 204/229 [=========================>....] - ETA: 0s - loss: 2.6464e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.6350e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 2.0972e-04 43/229 [====>.........................] - ETA: 0s - loss: 1.6746e-04 85/229 [==========>...................] - ETA: 0s - loss: 2.8574e-04 126/229 [===============>..............] - ETA: 0s - loss: 2.6465e-04 168/229 [=====================>........] - ETA: 0s - loss: 2.4375e-04 209/229 [==========================>...] - ETA: 0s - loss: 2.3631e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4279e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.2001e-04 42/229 [====>.........................] - ETA: 0s - loss: 1.1999e-04 84/229 [==========>...................] - ETA: 0s - loss: 1.6111e-04 126/229 [===============>..............] - ETA: 0s - loss: 1.6518e-04 163/229 [====================>.........] - ETA: 0s - loss: 2.0818e-04 199/229 [=========================>....] - ETA: 0s - loss: 1.9789e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.9288e-04 -> test with GAN.predict GAN tn, fp: 570, 1 GAN fn, tp: 0, 17 GAN f1 score: 0.971 GAN cohens kappa score: 0.971 -> test with 'LR' LR tn, fp: 569, 2 LR fn, tp: 0, 17 LR f1 score: 0.944 LR cohens kappa score: 0.943 LR average precision score: 0.987 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 0, 17 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 ------ Step 3/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 42s - loss: 0.0026 42/229 [====>.........................] - ETA: 0s - loss: 4.6075e-04 82/229 [=========>....................] - ETA: 0s - loss: 6.7707e-04 119/229 [==============>...............] - ETA: 0s - loss: 5.5816e-04 153/229 [===================>..........] - ETA: 0s - loss: 5.3544e-04 188/229 [=======================>......] - ETA: 0s - loss: 6.0366e-04 226/229 [============================>.] - ETA: 0s - loss: 6.1212e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.0985e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 3.8749e-04 41/229 [====>.........................] - ETA: 0s - loss: 5.7478e-04 81/229 [=========>....................] - ETA: 0s - loss: 5.8116e-04 123/229 [===============>..............] - ETA: 0s - loss: 5.0337e-04 164/229 [====================>.........] - ETA: 0s - loss: 4.8869e-04 206/229 [=========================>....] - ETA: 0s - loss: 4.3189e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.1766e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 3.5967e-05 42/229 [====>.........................] - ETA: 0s - loss: 4.3419e-04 82/229 [=========>....................] - ETA: 0s - loss: 4.1264e-04 123/229 [===============>..............] - ETA: 0s - loss: 4.4104e-04 164/229 [====================>.........] - ETA: 0s - loss: 4.1476e-04 206/229 [=========================>....] - ETA: 0s - loss: 4.5898e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.4079e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.0021e-04 43/229 [====>.........................] - ETA: 0s - loss: 3.6533e-04 84/229 [==========>...................] - ETA: 0s - loss: 2.9962e-04 125/229 [===============>..............] - ETA: 0s - loss: 3.1631e-04 166/229 [====================>.........] - ETA: 0s - loss: 3.6420e-04 206/229 [=========================>....] - ETA: 0s - loss: 3.6373e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.6809e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 4.2868e-04 41/229 [====>.........................] - ETA: 0s - loss: 3.5742e-04 82/229 [=========>....................] - ETA: 0s - loss: 4.1206e-04 123/229 [===============>..............] - ETA: 0s - loss: 3.8336e-04 163/229 [====================>.........] - ETA: 0s - loss: 3.6487e-04 204/229 [=========================>....] - ETA: 0s - loss: 3.3409e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.1158e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.9093e-05 42/229 [====>.........................] - ETA: 0s - loss: 2.4545e-04 84/229 [==========>...................] - ETA: 0s - loss: 2.4809e-04 126/229 [===============>..............] - ETA: 0s - loss: 2.7431e-04 160/229 [===================>..........] - ETA: 0s - loss: 2.7494e-04 200/229 [=========================>....] - ETA: 0s - loss: 2.8081e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.7165e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.4346e-04 40/229 [====>.........................] - ETA: 0s - loss: 1.7366e-04 78/229 [=========>....................] - ETA: 0s - loss: 1.9898e-04 116/229 [==============>...............] - ETA: 0s - loss: 1.9385e-04 155/229 [===================>..........] - ETA: 0s - loss: 1.9268e-04 195/229 [========================>.....] - ETA: 0s - loss: 2.1250e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.2672e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.5457e-04 43/229 [====>.........................] - ETA: 0s - loss: 1.8425e-04 84/229 [==========>...................] - ETA: 0s - loss: 1.6611e-04 125/229 [===============>..............] - ETA: 0s - loss: 1.5429e-04 165/229 [====================>.........] - ETA: 0s - loss: 1.7177e-04 201/229 [=========================>....] - ETA: 0s - loss: 2.0201e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.9580e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.8037e-05 34/229 [===>..........................] - ETA: 0s - loss: 1.7648e-04 72/229 [========>.....................] - ETA: 0s - loss: 1.5681e-04 111/229 [=============>................] - ETA: 0s - loss: 1.6378e-04 151/229 [==================>...........] - ETA: 0s - loss: 1.6445e-04 193/229 [========================>.....] - ETA: 0s - loss: 1.4714e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.6561e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.0819e-04 41/229 [====>.........................] - ETA: 0s - loss: 1.1321e-04 80/229 [=========>....................] - ETA: 0s - loss: 9.3967e-05 121/229 [==============>...............] - ETA: 0s - loss: 1.0973e-04 163/229 [====================>.........] - ETA: 0s - loss: 1.4165e-04 205/229 [=========================>....] - ETA: 0s - loss: 1.3844e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.4131e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 1, 16 LR f1 score: 0.970 LR cohens kappa score: 0.969 LR average precision score: 0.997 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 1, 16 RF f1 score: 0.970 RF cohens kappa score: 0.969 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 0, 17 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 ------ Step 3/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 37s - loss: 3.1444e-04 43/229 [====>.........................] - ETA: 0s - loss: 4.5905e-04  84/229 [==========>...................] - ETA: 0s - loss: 0.0012  125/229 [===============>..............] - ETA: 0s - loss: 9.9981e-04 167/229 [====================>.........] - ETA: 0s - loss: 8.2550e-04 208/229 [==========================>...] - ETA: 0s - loss: 7.1049e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.9596e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.7541e-04 40/229 [====>.........................] - ETA: 0s - loss: 3.1859e-04 80/229 [=========>....................] - ETA: 0s - loss: 3.8854e-04 118/229 [==============>...............] - ETA: 0s - loss: 4.1358e-04 158/229 [===================>..........] - ETA: 0s - loss: 5.6961e-04 198/229 [========================>.....] - ETA: 0s - loss: 5.3940e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.0613e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.7256e-04 37/229 [===>..........................] - ETA: 0s - loss: 6.4087e-04 71/229 [========>.....................] - ETA: 0s - loss: 4.7121e-04 108/229 [=============>................] - ETA: 0s - loss: 5.8878e-04 151/229 [==================>...........] - ETA: 0s - loss: 4.8902e-04 190/229 [=======================>......] - ETA: 0s - loss: 4.5007e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.1763e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 5.1015e-04 43/229 [====>.........................] - ETA: 0s - loss: 2.2428e-04 84/229 [==========>...................] - ETA: 0s - loss: 3.4561e-04 124/229 [===============>..............] - ETA: 0s - loss: 4.5882e-04 166/229 [====================>.........] - ETA: 0s - loss: 3.9242e-04 207/229 [==========================>...] - ETA: 0s - loss: 3.6499e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.5026e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.7672e-05 40/229 [====>.........................] - ETA: 0s - loss: 2.3762e-04 82/229 [=========>....................] - ETA: 0s - loss: 2.3497e-04 123/229 [===============>..............] - ETA: 0s - loss: 3.2495e-04 162/229 [====================>.........] - ETA: 0s - loss: 3.3590e-04 201/229 [=========================>....] - ETA: 0s - loss: 3.2539e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.9813e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 1.2463e-05 42/229 [====>.........................] - ETA: 0s - loss: 2.7092e-04 84/229 [==========>...................] - ETA: 0s - loss: 2.2217e-04 124/229 [===============>..............] - ETA: 0s - loss: 2.3076e-04 165/229 [====================>.........] - ETA: 0s - loss: 2.1711e-04 206/229 [=========================>....] - ETA: 0s - loss: 2.7061e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.7528e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.3315e-04 43/229 [====>.........................] - ETA: 0s - loss: 1.6302e-04 84/229 [==========>...................] - ETA: 0s - loss: 2.6079e-04 126/229 [===============>..............] - ETA: 0s - loss: 2.2124e-04 168/229 [=====================>........] - ETA: 0s - loss: 2.1153e-04 208/229 [==========================>...] - ETA: 0s - loss: 2.2800e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.3224e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.8451e-05 42/229 [====>.........................] - ETA: 0s - loss: 1.3190e-04 83/229 [=========>....................] - ETA: 0s - loss: 2.0874e-04 125/229 [===============>..............] - ETA: 0s - loss: 2.1992e-04 167/229 [====================>.........] - ETA: 0s - loss: 2.0424e-04 206/229 [=========================>....] - ETA: 0s - loss: 2.0756e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.0323e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 9.4028e-04 43/229 [====>.........................] - ETA: 0s - loss: 1.5468e-04 82/229 [=========>....................] - ETA: 0s - loss: 2.0235e-04 123/229 [===============>..............] - ETA: 0s - loss: 1.6962e-04 160/229 [===================>..........] - ETA: 0s - loss: 1.6041e-04 200/229 [=========================>....] - ETA: 0s - loss: 1.5633e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.7376e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.8586e-05 43/229 [====>.........................] - ETA: 0s - loss: 9.6265e-05 84/229 [==========>...................] - ETA: 0s - loss: 8.7408e-05 119/229 [==============>...............] - ETA: 0s - loss: 8.5744e-05 153/229 [===================>..........] - ETA: 0s - loss: 1.0406e-04 185/229 [=======================>......] - ETA: 0s - loss: 1.5289e-04 226/229 [============================>.] - ETA: 0s - loss: 1.5744e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.5632e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 0, 17 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 ------ Step 3/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 37s - loss: 5.5446e-05 39/229 [====>.........................] - ETA: 0s - loss: 5.4617e-04  81/229 [=========>....................] - ETA: 0s - loss: 5.1719e-04 121/229 [==============>...............] - ETA: 0s - loss: 6.6351e-04 160/229 [===================>..........] - ETA: 0s - loss: 6.9078e-04 200/229 [=========================>....] - ETA: 0s - loss: 0.0013  229/229 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 0.0873 41/229 [====>.........................] - ETA: 0s - loss: 0.0029 80/229 [=========>....................] - ETA: 0s - loss: 0.0017 120/229 [==============>...............] - ETA: 0s - loss: 0.0013 160/229 [===================>..........] - ETA: 0s - loss: 0.0012 199/229 [=========================>....] - ETA: 0s - loss: 0.0011 229/229 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 3.6166e-04 42/229 [====>.........................] - ETA: 0s - loss: 4.1458e-04 83/229 [=========>....................] - ETA: 0s - loss: 4.6887e-04 125/229 [===============>..............] - ETA: 0s - loss: 4.7679e-04 164/229 [====================>.........] - ETA: 0s - loss: 0.0010  202/229 [=========================>....] - ETA: 0s - loss: 9.1541e-04 229/229 [==============================] - 0s 1ms/step - loss: 8.5222e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 4.7232e-04 42/229 [====>.........................] - ETA: 0s - loss: 3.9239e-04 84/229 [==========>...................] - ETA: 0s - loss: 3.7726e-04 125/229 [===============>..............] - ETA: 0s - loss: 3.7005e-04 166/229 [====================>.........] - ETA: 0s - loss: 8.3277e-04 208/229 [==========================>...] - ETA: 0s - loss: 7.6477e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.2230e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.7132e-04 43/229 [====>.........................] - ETA: 0s - loss: 2.3641e-04 84/229 [==========>...................] - ETA: 0s - loss: 2.9268e-04 123/229 [===============>..............] - ETA: 0s - loss: 2.8342e-04 164/229 [====================>.........] - ETA: 0s - loss: 3.3747e-04 202/229 [=========================>....] - ETA: 0s - loss: 3.5176e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.8111e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 0.0017 32/229 [===>..........................] - ETA: 0s - loss: 6.9376e-04 66/229 [=======>......................] - ETA: 0s - loss: 4.7859e-04 104/229 [============>.................] - ETA: 0s - loss: 6.9404e-04 146/229 [==================>...........] - ETA: 0s - loss: 6.0923e-04 187/229 [=======================>......] - ETA: 0s - loss: 6.0933e-04 228/229 [============================>.] - ETA: 0s - loss: 5.4259e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.4191e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.3201e-04 40/229 [====>.........................] - ETA: 0s - loss: 2.3496e-04 81/229 [=========>....................] - ETA: 0s - loss: 3.5935e-04 122/229 [==============>...............] - ETA: 0s - loss: 3.2403e-04 163/229 [====================>.........] - ETA: 0s - loss: 4.7848e-04 201/229 [=========================>....] - ETA: 0s - loss: 4.5551e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.4196e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 6.3885e-05 42/229 [====>.........................] - ETA: 0s - loss: 1.6261e-04 82/229 [=========>....................] - ETA: 0s - loss: 1.8526e-04 122/229 [==============>...............] - ETA: 0s - loss: 2.0994e-04 163/229 [====================>.........] - ETA: 0s - loss: 2.2165e-04 205/229 [=========================>....] - ETA: 0s - loss: 2.0555e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.3819e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.3019e-04 42/229 [====>.........................] - ETA: 0s - loss: 2.7307e-04 82/229 [=========>....................] - ETA: 0s - loss: 2.2207e-04 122/229 [==============>...............] - ETA: 0s - loss: 1.9831e-04 162/229 [====================>.........] - ETA: 0s - loss: 2.0006e-04 204/229 [=========================>....] - ETA: 0s - loss: 1.9494e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.6510e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 3.2427e-05 42/229 [====>.........................] - ETA: 0s - loss: 2.1861e-04 83/229 [=========>....................] - ETA: 0s - loss: 1.9258e-04 125/229 [===============>..............] - ETA: 0s - loss: 1.8121e-04 167/229 [====================>.........] - ETA: 0s - loss: 1.7260e-04 208/229 [==========================>...] - ETA: 0s - loss: 2.2571e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.3050e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 0, 17 LR f1 score: 0.971 LR cohens kappa score: 0.971 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 568, 3 KNN fn, tp: 0, 17 KNN f1 score: 0.919 KNN cohens kappa score: 0.916 ------ Step 3/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 36s - loss: 0.0028 43/229 [====>.........................] - ETA: 0s - loss: 0.0026  85/229 [==========>...................] - ETA: 0s - loss: 0.0017 127/229 [===============>..............] - ETA: 0s - loss: 0.0015 168/229 [=====================>........] - ETA: 0s - loss: 0.0013 206/229 [=========================>....] - ETA: 0s - loss: 0.0013 229/229 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 9.8146e-05 36/229 [===>..........................] - ETA: 0s - loss: 4.8161e-04 74/229 [========>.....................] - ETA: 0s - loss: 0.0011  116/229 [==============>...............] - ETA: 0s - loss: 0.0011 156/229 [===================>..........] - ETA: 0s - loss: 9.6267e-04 197/229 [========================>.....] - ETA: 0s - loss: 9.2412e-04 229/229 [==============================] - 0s 1ms/step - loss: 9.0159e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 4.0530e-05 40/229 [====>.........................] - ETA: 0s - loss: 8.0100e-04 81/229 [=========>....................] - ETA: 0s - loss: 5.7884e-04 123/229 [===============>..............] - ETA: 0s - loss: 6.2948e-04 163/229 [====================>.........] - ETA: 0s - loss: 5.9758e-04 198/229 [========================>.....] - ETA: 0s - loss: 6.7847e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.3903e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.6010e-04 42/229 [====>.........................] - ETA: 0s - loss: 5.1441e-04 82/229 [=========>....................] - ETA: 0s - loss: 4.2432e-04 122/229 [==============>...............] - ETA: 0s - loss: 4.4809e-04 163/229 [====================>.........] - ETA: 0s - loss: 5.6503e-04 204/229 [=========================>....] - ETA: 0s - loss: 5.4130e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.2050e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 7.4611e-04 40/229 [====>.........................] - ETA: 0s - loss: 3.6397e-04 75/229 [========>.....................] - ETA: 0s - loss: 3.6871e-04 115/229 [==============>...............] - ETA: 0s - loss: 3.2681e-04 156/229 [===================>..........] - ETA: 0s - loss: 4.6321e-04 194/229 [========================>.....] - ETA: 0s - loss: 4.2266e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.9288e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 5.9754e-05 43/229 [====>.........................] - ETA: 0s - loss: 3.4208e-04 84/229 [==========>...................] - ETA: 0s - loss: 3.7177e-04 124/229 [===============>..............] - ETA: 0s - loss: 3.7091e-04 163/229 [====================>.........] - ETA: 0s - loss: 3.4726e-04 204/229 [=========================>....] - ETA: 0s - loss: 3.2226e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.1249e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.1495e-05 41/229 [====>.........................] - ETA: 0s - loss: 2.6389e-04 80/229 [=========>....................] - ETA: 0s - loss: 2.9973e-04 121/229 [==============>...............] - ETA: 0s - loss: 2.9053e-04 162/229 [====================>.........] - ETA: 0s - loss: 2.5237e-04 204/229 [=========================>....] - ETA: 0s - loss: 2.3846e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4834e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 5.6528e-04 42/229 [====>.........................] - ETA: 0s - loss: 1.1780e-04 83/229 [=========>....................] - ETA: 0s - loss: 1.8036e-04 125/229 [===============>..............] - ETA: 0s - loss: 2.6302e-04 167/229 [====================>.........] - ETA: 0s - loss: 2.4230e-04 207/229 [==========================>...] - ETA: 0s - loss: 2.2437e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.1990e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 2.0111e-05 42/229 [====>.........................] - ETA: 0s - loss: 1.8117e-04 77/229 [=========>....................] - ETA: 0s - loss: 2.0441e-04 111/229 [=============>................] - ETA: 0s - loss: 2.2320e-04 148/229 [==================>...........] - ETA: 0s - loss: 1.9399e-04 188/229 [=======================>......] - ETA: 0s - loss: 1.8669e-04 228/229 [============================>.] - ETA: 0s - loss: 1.7583e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.7553e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.9425e-06 41/229 [====>.........................] - ETA: 0s - loss: 1.2488e-04 81/229 [=========>....................] - ETA: 0s - loss: 1.6079e-04 120/229 [==============>...............] - ETA: 0s - loss: 1.5365e-04 160/229 [===================>..........] - ETA: 0s - loss: 1.4120e-04 201/229 [=========================>....] - ETA: 0s - loss: 1.4623e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.4269e-04 -> test with GAN.predict GAN tn, fp: 570, 0 GAN fn, tp: 0, 13 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 0 LR fn, tp: 1, 12 LR f1 score: 0.960 LR cohens kappa score: 0.959 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 0, 13 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 570, 0 GB fn, tp: 0, 13 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 568, 2 KNN fn, tp: 0, 13 KNN f1 score: 0.929 KNN cohens kappa score: 0.927 ====== Step 4/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 4/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 36s - loss: 4.9009e-04 41/229 [====>.........................] - ETA: 0s - loss: 0.0019  80/229 [=========>....................] - ETA: 0s - loss: 0.0024 121/229 [==============>...............] - ETA: 0s - loss: 0.0019 160/229 [===================>..........] - ETA: 0s - loss: 0.0016 200/229 [=========================>....] - ETA: 0s - loss: 0.0014 229/229 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.2001e-04 38/229 [===>..........................] - ETA: 0s - loss: 5.5836e-04 79/229 [=========>....................] - ETA: 0s - loss: 7.0708e-04 118/229 [==============>...............] - ETA: 0s - loss: 8.3847e-04 158/229 [===================>..........] - ETA: 0s - loss: 7.8013e-04 201/229 [=========================>....] - ETA: 0s - loss: 0.0011  229/229 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 9.6634e-05 42/229 [====>.........................] - ETA: 0s - loss: 4.7733e-04 82/229 [=========>....................] - ETA: 0s - loss: 4.0555e-04 122/229 [==============>...............] - ETA: 0s - loss: 6.0680e-04 159/229 [===================>..........] - ETA: 0s - loss: 6.1354e-04 199/229 [=========================>....] - ETA: 0s - loss: 5.7517e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.9620e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 6.4047e-04 38/229 [===>..........................] - ETA: 0s - loss: 8.5025e-04 79/229 [=========>....................] - ETA: 0s - loss: 0.0011  117/229 [==============>...............] - ETA: 0s - loss: 9.5250e-04 158/229 [===================>..........] - ETA: 0s - loss: 7.8341e-04 198/229 [========================>.....] - ETA: 0s - loss: 6.7467e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.1768e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 4.6315e-04 41/229 [====>.........................] - ETA: 0s - loss: 4.4382e-04 80/229 [=========>....................] - ETA: 0s - loss: 6.1660e-04 120/229 [==============>...............] - ETA: 0s - loss: 5.2785e-04 158/229 [===================>..........] - ETA: 0s - loss: 6.7969e-04 194/229 [========================>.....] - ETA: 0s - loss: 6.1615e-04 229/229 [==============================] - ETA: 0s - loss: 5.6313e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.6313e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 4.3496e-05 32/229 [===>..........................] - ETA: 0s - loss: 1.8895e-04 68/229 [=======>......................] - ETA: 0s - loss: 4.0425e-04 106/229 [============>.................] - ETA: 0s - loss: 5.6003e-04 146/229 [==================>...........] - ETA: 0s - loss: 4.8390e-04 182/229 [======================>.......] - ETA: 0s - loss: 4.7799e-04 219/229 [===========================>..] - ETA: 0s - loss: 4.4636e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.3560e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 5.8132e-04 41/229 [====>.........................] - ETA: 0s - loss: 3.4981e-04 79/229 [=========>....................] - ETA: 0s - loss: 3.3489e-04 120/229 [==============>...............] - ETA: 0s - loss: 3.4730e-04 158/229 [===================>..........] - ETA: 0s - loss: 4.4171e-04 198/229 [========================>.....] - ETA: 0s - loss: 3.9625e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.6781e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 5.6880e-05 39/229 [====>.........................] - ETA: 0s - loss: 3.0278e-04 78/229 [=========>....................] - ETA: 0s - loss: 2.1884e-04 115/229 [==============>...............] - ETA: 0s - loss: 3.9228e-04 151/229 [==================>...........] - ETA: 0s - loss: 3.5891e-04 190/229 [=======================>......] - ETA: 0s - loss: 3.2459e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.0704e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.1293e-04 45/229 [====>.........................] - ETA: 0s - loss: 2.2300e-04 82/229 [=========>....................] - ETA: 0s - loss: 2.5003e-04 122/229 [==============>...............] - ETA: 0s - loss: 2.5259e-04 160/229 [===================>..........] - ETA: 0s - loss: 2.9652e-04 200/229 [=========================>....] - ETA: 0s - loss: 2.5856e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.6033e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 5.2071e-04 40/229 [====>.........................] - ETA: 0s - loss: 3.7866e-04 81/229 [=========>....................] - ETA: 0s - loss: 2.5498e-04 120/229 [==============>...............] - ETA: 0s - loss: 2.3134e-04 160/229 [===================>..........] - ETA: 0s - loss: 2.4798e-04 200/229 [=========================>....] - ETA: 0s - loss: 2.3360e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.1416e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 568, 3 LR fn, tp: 0, 17 LR f1 score: 0.919 LR cohens kappa score: 0.916 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 562, 9 KNN fn, tp: 0, 17 KNN f1 score: 0.791 KNN cohens kappa score: 0.783 ------ Step 4/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 38s - loss: 2.7466e-04 41/229 [====>.........................] - ETA: 0s - loss: 7.6674e-04  82/229 [=========>....................] - ETA: 0s - loss: 5.9884e-04 121/229 [==============>...............] - ETA: 0s - loss: 9.5135e-04 162/229 [====================>.........] - ETA: 0s - loss: 8.5459e-04 203/229 [=========================>....] - ETA: 0s - loss: 9.1108e-04 229/229 [==============================] - 0s 1ms/step - loss: 8.4404e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.1041e-04 39/229 [====>.........................] - ETA: 0s - loss: 4.7627e-04 74/229 [========>.....................] - ETA: 0s - loss: 4.1220e-04 106/229 [============>.................] - ETA: 0s - loss: 8.8676e-04 143/229 [=================>............] - ETA: 0s - loss: 7.8166e-04 182/229 [======================>.......] - ETA: 0s - loss: 7.6793e-04 223/229 [============================>.] - ETA: 0s - loss: 7.0842e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.0014e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 2.8410e-04 39/229 [====>.........................] - ETA: 0s - loss: 2.5175e-04 79/229 [=========>....................] - ETA: 0s - loss: 4.0531e-04 120/229 [==============>...............] - ETA: 0s - loss: 4.3360e-04 162/229 [====================>.........] - ETA: 0s - loss: 4.4164e-04 204/229 [=========================>....] - ETA: 0s - loss: 6.1776e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.9887e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 4.7001e-06 40/229 [====>.........................] - ETA: 0s - loss: 2.3714e-04 80/229 [=========>....................] - ETA: 0s - loss: 3.7086e-04 119/229 [==============>...............] - ETA: 0s - loss: 5.2327e-04 160/229 [===================>..........] - ETA: 0s - loss: 4.7711e-04 198/229 [========================>.....] - ETA: 0s - loss: 5.4798e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.1332e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 3.4512e-05 43/229 [====>.........................] - ETA: 0s - loss: 3.5244e-04 83/229 [=========>....................] - ETA: 0s - loss: 3.6951e-04 122/229 [==============>...............] - ETA: 0s - loss: 2.9401e-04 163/229 [====================>.........] - ETA: 0s - loss: 3.0997e-04 203/229 [=========================>....] - ETA: 0s - loss: 4.3753e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.3135e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 4.0396e-04 41/229 [====>.........................] - ETA: 0s - loss: 2.5844e-04 77/229 [=========>....................] - ETA: 0s - loss: 2.0214e-04 116/229 [==============>...............] - ETA: 0s - loss: 5.1951e-04 158/229 [===================>..........] - ETA: 0s - loss: 4.4046e-04 199/229 [=========================>....] - ETA: 0s - loss: 4.0242e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.6928e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.6974e-06 40/229 [====>.........................] - ETA: 0s - loss: 6.4364e-04 78/229 [=========>....................] - ETA: 0s - loss: 4.0630e-04 118/229 [==============>...............] - ETA: 0s - loss: 4.0508e-04 157/229 [===================>..........] - ETA: 0s - loss: 3.7077e-04 199/229 [=========================>....] - ETA: 0s - loss: 3.4076e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.2416e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 6.8522e-05 41/229 [====>.........................] - ETA: 0s - loss: 2.0442e-04 78/229 [=========>....................] - ETA: 0s - loss: 1.9961e-04 118/229 [==============>...............] - ETA: 0s - loss: 2.3676e-04 157/229 [===================>..........] - ETA: 0s - loss: 2.7382e-04 198/229 [========================>.....] - ETA: 0s - loss: 2.9844e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.6611e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.5536e-05 41/229 [====>.........................] - ETA: 0s - loss: 3.5239e-04 82/229 [=========>....................] - ETA: 0s - loss: 2.6140e-04 120/229 [==============>...............] - ETA: 0s - loss: 2.8293e-04 154/229 [===================>..........] - ETA: 0s - loss: 2.5403e-04 188/229 [=======================>......] - ETA: 0s - loss: 2.1697e-04 221/229 [===========================>..] - ETA: 0s - loss: 2.5307e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.5203e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 7.0980e-04 41/229 [====>.........................] - ETA: 0s - loss: 2.9175e-04 81/229 [=========>....................] - ETA: 0s - loss: 2.7962e-04 121/229 [==============>...............] - ETA: 0s - loss: 2.6260e-04 160/229 [===================>..........] - ETA: 0s - loss: 2.3028e-04 196/229 [========================>.....] - ETA: 0s - loss: 2.2121e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.1440e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 569, 2 KNN fn, tp: 1, 16 KNN f1 score: 0.914 KNN cohens kappa score: 0.912 ------ Step 4/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 37s - loss: 0.0049 36/229 [===>..........................] - ETA: 0s - loss: 0.0015  69/229 [========>.....................] - ETA: 0s - loss: 0.0015 105/229 [============>.................] - ETA: 0s - loss: 0.0013 142/229 [=================>............] - ETA: 0s - loss: 0.0014 181/229 [======================>.......] - ETA: 0s - loss: 0.0013 221/229 [===========================>..] - ETA: 0s - loss: 0.0013 229/229 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 8.3564e-04 39/229 [====>.........................] - ETA: 0s - loss: 0.0011  73/229 [========>.....................] - ETA: 0s - loss: 0.0012 111/229 [=============>................] - ETA: 0s - loss: 0.0011 150/229 [==================>...........] - ETA: 0s - loss: 0.0010 189/229 [=======================>......] - ETA: 0s - loss: 9.1662e-04 228/229 [============================>.] - ETA: 0s - loss: 0.0010  229/229 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 6.8282e-04 41/229 [====>.........................] - ETA: 0s - loss: 7.6709e-04 78/229 [=========>....................] - ETA: 0s - loss: 6.5001e-04 116/229 [==============>...............] - ETA: 0s - loss: 7.7018e-04 153/229 [===================>..........] - ETA: 0s - loss: 8.2641e-04 194/229 [========================>.....] - ETA: 0s - loss: 7.7762e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.6628e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.2462e-04 40/229 [====>.........................] - ETA: 0s - loss: 5.5024e-04 80/229 [=========>....................] - ETA: 0s - loss: 5.3447e-04 121/229 [==============>...............] - ETA: 0s - loss: 5.7750e-04 162/229 [====================>.........] - ETA: 0s - loss: 5.7807e-04 200/229 [=========================>....] - ETA: 0s - loss: 6.2918e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.8879e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 0.0018 42/229 [====>.........................] - ETA: 0s - loss: 5.0776e-04 82/229 [=========>....................] - ETA: 0s - loss: 4.5952e-04 116/229 [==============>...............] - ETA: 0s - loss: 4.7654e-04 150/229 [==================>...........] - ETA: 0s - loss: 4.2912e-04 185/229 [=======================>......] - ETA: 0s - loss: 4.2199e-04 221/229 [===========================>..] - ETA: 0s - loss: 4.7334e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.6356e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 6.6018e-04 42/229 [====>.........................] - ETA: 0s - loss: 4.9745e-04 82/229 [=========>....................] - ETA: 0s - loss: 4.5877e-04 124/229 [===============>..............] - ETA: 0s - loss: 3.9582e-04 165/229 [====================>.........] - ETA: 0s - loss: 3.7500e-04 206/229 [=========================>....] - ETA: 0s - loss: 3.7003e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.7118e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 6.1324e-04 41/229 [====>.........................] - ETA: 0s - loss: 2.4386e-04 81/229 [=========>....................] - ETA: 0s - loss: 2.2628e-04 120/229 [==============>...............] - ETA: 0s - loss: 2.4113e-04 160/229 [===================>..........] - ETA: 0s - loss: 2.3915e-04 201/229 [=========================>....] - ETA: 0s - loss: 2.4403e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.8417e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.6092e-05 42/229 [====>.........................] - ETA: 0s - loss: 2.0834e-04 76/229 [========>.....................] - ETA: 0s - loss: 2.2396e-04 111/229 [=============>................] - ETA: 0s - loss: 1.9565e-04 151/229 [==================>...........] - ETA: 0s - loss: 1.9281e-04 190/229 [=======================>......] - ETA: 0s - loss: 2.3207e-04 226/229 [============================>.] - ETA: 0s - loss: 2.2777e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.3032e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.3108e-04 40/229 [====>.........................] - ETA: 0s - loss: 2.0757e-04 80/229 [=========>....................] - ETA: 0s - loss: 1.7707e-04 122/229 [==============>...............] - ETA: 0s - loss: 1.6302e-04 164/229 [====================>.........] - ETA: 0s - loss: 1.5162e-04 205/229 [=========================>....] - ETA: 0s - loss: 1.8330e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.7636e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.5233e-05 42/229 [====>.........................] - ETA: 0s - loss: 1.4217e-04 82/229 [=========>....................] - ETA: 0s - loss: 1.3358e-04 124/229 [===============>..............] - ETA: 0s - loss: 1.2946e-04 165/229 [====================>.........] - ETA: 0s - loss: 1.2930e-04 204/229 [=========================>....] - ETA: 0s - loss: 1.3771e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.4696e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 0, 17 LR f1 score: 0.971 LR cohens kappa score: 0.971 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 565, 6 KNN fn, tp: 0, 17 KNN f1 score: 0.850 KNN cohens kappa score: 0.845 ------ Step 4/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 39s - loss: 4.3940e-05 40/229 [====>.........................] - ETA: 0s - loss: 0.0013  77/229 [=========>....................] - ETA: 0s - loss: 0.0014 113/229 [=============>................] - ETA: 0s - loss: 0.0011 147/229 [==================>...........] - ETA: 0s - loss: 0.0012 180/229 [======================>.......] - ETA: 0s - loss: 0.0010 215/229 [===========================>..] - ETA: 0s - loss: 0.0010 229/229 [==============================] - 1s 1ms/step - loss: 0.0010 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.8541e-04 37/229 [===>..........................] - ETA: 0s - loss: 8.7419e-04 76/229 [========>.....................] - ETA: 0s - loss: 9.6742e-04 116/229 [==============>...............] - ETA: 0s - loss: 9.0633e-04 154/229 [===================>..........] - ETA: 0s - loss: 8.8512e-04 188/229 [=======================>......] - ETA: 0s - loss: 8.8895e-04 224/229 [============================>.] - ETA: 0s - loss: 8.7502e-04 229/229 [==============================] - 0s 1ms/step - loss: 9.3431e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 2.5488e-04 41/229 [====>.........................] - ETA: 0s - loss: 2.7984e-04 77/229 [=========>....................] - ETA: 0s - loss: 8.6933e-04 114/229 [=============>................] - ETA: 0s - loss: 6.7873e-04 154/229 [===================>..........] - ETA: 0s - loss: 7.5338e-04 195/229 [========================>.....] - ETA: 0s - loss: 7.4668e-04 229/229 [==============================] - 0s 1ms/step - loss: 8.0072e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 2.0748e-05 40/229 [====>.........................] - ETA: 0s - loss: 2.7143e-04 79/229 [=========>....................] - ETA: 0s - loss: 3.9009e-04 119/229 [==============>...............] - ETA: 0s - loss: 7.9413e-04 156/229 [===================>..........] - ETA: 0s - loss: 7.5723e-04 193/229 [========================>.....] - ETA: 0s - loss: 6.6130e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.0012e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.9005e-05 34/229 [===>..........................] - ETA: 0s - loss: 5.9465e-04 68/229 [=======>......................] - ETA: 0s - loss: 6.5006e-04 105/229 [============>.................] - ETA: 0s - loss: 5.7927e-04 145/229 [=================>............] - ETA: 0s - loss: 6.1714e-04 184/229 [=======================>......] - ETA: 0s - loss: 5.2212e-04 224/229 [============================>.] - ETA: 0s - loss: 6.2248e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.1342e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 6.6644e-04 41/229 [====>.........................] - ETA: 0s - loss: 4.0432e-04 80/229 [=========>....................] - ETA: 0s - loss: 3.0141e-04 121/229 [==============>...............] - ETA: 0s - loss: 4.0662e-04 158/229 [===================>..........] - ETA: 0s - loss: 4.8477e-04 196/229 [========================>.....] - ETA: 0s - loss: 4.7114e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.2136e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.4108e-05 39/229 [====>.........................] - ETA: 0s - loss: 2.2450e-04 79/229 [=========>....................] - ETA: 0s - loss: 2.7636e-04 120/229 [==============>...............] - ETA: 0s - loss: 3.1924e-04 160/229 [===================>..........] - ETA: 0s - loss: 2.7577e-04 199/229 [=========================>....] - ETA: 0s - loss: 3.6548e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.5828e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 5.9745e-05 41/229 [====>.........................] - ETA: 0s - loss: 3.0048e-04 81/229 [=========>....................] - ETA: 0s - loss: 4.4167e-04 119/229 [==============>...............] - ETA: 0s - loss: 3.4253e-04 158/229 [===================>..........] - ETA: 0s - loss: 4.2664e-04 197/229 [========================>.....] - ETA: 0s - loss: 3.7003e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.9906e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.0176e-04 42/229 [====>.........................] - ETA: 0s - loss: 1.2994e-04 81/229 [=========>....................] - ETA: 0s - loss: 1.9555e-04 121/229 [==============>...............] - ETA: 0s - loss: 2.6734e-04 160/229 [===================>..........] - ETA: 0s - loss: 3.7066e-04 198/229 [========================>.....] - ETA: 0s - loss: 3.2065e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.4622e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.8832e-05 41/229 [====>.........................] - ETA: 0s - loss: 5.3749e-04 83/229 [=========>....................] - ETA: 0s - loss: 4.4077e-04 123/229 [===============>..............] - ETA: 0s - loss: 3.2313e-04 162/229 [====================>.........] - ETA: 0s - loss: 3.1795e-04 202/229 [=========================>....] - ETA: 0s - loss: 3.2291e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.9710e-04 -> test with GAN.predict GAN tn, fp: 569, 2 GAN fn, tp: 0, 17 GAN f1 score: 0.944 GAN cohens kappa score: 0.943 -> test with 'LR' LR tn, fp: 568, 3 LR fn, tp: 0, 17 LR f1 score: 0.919 LR cohens kappa score: 0.916 LR average precision score: 0.887 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 569, 2 GB fn, tp: 0, 17 GB f1 score: 0.944 GB cohens kappa score: 0.943 -> test with 'KNN' KNN tn, fp: 568, 3 KNN fn, tp: 0, 17 KNN f1 score: 0.919 KNN cohens kappa score: 0.916 ------ Step 4/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 1:37 - loss: 0.0014 37/229 [===>..........................] - ETA: 0s - loss: 4.5740e-04 75/229 [========>.....................] - ETA: 0s - loss: 4.1482e-04 110/229 [=============>................] - ETA: 0s - loss: 3.9425e-04 147/229 [==================>...........] - ETA: 0s - loss: 3.4817e-04 182/229 [======================>.......] - ETA: 0s - loss: 4.0920e-04 222/229 [============================>.] - ETA: 0s - loss: 4.7137e-04 229/229 [==============================] - 1s 1ms/step - loss: 4.6912e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.5364e-04 33/229 [===>..........................] - ETA: 0s - loss: 3.4527e-04 64/229 [=======>......................] - ETA: 0s - loss: 3.4348e-04 96/229 [===========>..................] - ETA: 0s - loss: 3.2924e-04 126/229 [===============>..............] - ETA: 0s - loss: 3.4132e-04 163/229 [====================>.........] - ETA: 0s - loss: 3.2583e-04 194/229 [========================>.....] - ETA: 0s - loss: 4.2129e-04 228/229 [============================>.] - ETA: 0s - loss: 4.0570e-04 229/229 [==============================] - 0s 2ms/step - loss: 4.0544e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.9227e-04 35/229 [===>..........................] - ETA: 0s - loss: 1.9116e-04 70/229 [========>.....................] - ETA: 0s - loss: 2.1411e-04 105/229 [============>.................] - ETA: 0s - loss: 2.1348e-04 141/229 [=================>............] - ETA: 0s - loss: 3.2932e-04 175/229 [=====================>........] - ETA: 0s - loss: 3.3042e-04 211/229 [==========================>...] - ETA: 0s - loss: 3.3278e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.2012e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 3.7516e-05 33/229 [===>..........................] - ETA: 0s - loss: 1.5806e-04 67/229 [=======>......................] - ETA: 0s - loss: 3.3975e-04 101/229 [============>.................] - ETA: 0s - loss: 3.1704e-04 140/229 [=================>............] - ETA: 0s - loss: 3.2826e-04 178/229 [======================>.......] - ETA: 0s - loss: 3.0283e-04 214/229 [===========================>..] - ETA: 0s - loss: 2.7731e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.6693e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 2.4312e-05 36/229 [===>..........................] - ETA: 0s - loss: 3.8514e-04 71/229 [========>.....................] - ETA: 0s - loss: 2.8263e-04 107/229 [=============>................] - ETA: 0s - loss: 2.5135e-04 141/229 [=================>............] - ETA: 0s - loss: 2.2544e-04 178/229 [======================>.......] - ETA: 0s - loss: 2.4395e-04 214/229 [===========================>..] - ETA: 0s - loss: 2.5164e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4138e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.0140e-04 36/229 [===>..........................] - ETA: 0s - loss: 1.3376e-04 72/229 [========>.....................] - ETA: 0s - loss: 1.7072e-04 107/229 [=============>................] - ETA: 0s - loss: 2.4958e-04 143/229 [=================>............] - ETA: 0s - loss: 2.2965e-04 176/229 [======================>.......] - ETA: 0s - loss: 2.0620e-04 215/229 [===========================>..] - ETA: 0s - loss: 1.9382e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.8971e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.2884e-04 36/229 [===>..........................] - ETA: 0s - loss: 1.6648e-04 70/229 [========>.....................] - ETA: 0s - loss: 1.5906e-04 106/229 [============>.................] - ETA: 0s - loss: 2.0863e-04 141/229 [=================>............] - ETA: 0s - loss: 1.9435e-04 178/229 [======================>.......] - ETA: 0s - loss: 1.7613e-04 214/229 [===========================>..] - ETA: 0s - loss: 1.5821e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.6158e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.1655e-04 36/229 [===>..........................] - ETA: 0s - loss: 1.2429e-04 70/229 [========>.....................] - ETA: 0s - loss: 1.9870e-04 108/229 [=============>................] - ETA: 0s - loss: 1.7339e-04 140/229 [=================>............] - ETA: 0s - loss: 1.6239e-04 169/229 [=====================>........] - ETA: 0s - loss: 1.5437e-04 195/229 [========================>.....] - ETA: 0s - loss: 1.5506e-04 228/229 [============================>.] - ETA: 0s - loss: 1.4442e-04 229/229 [==============================] - 0s 2ms/step - loss: 1.4457e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.1877e-05 33/229 [===>..........................] - ETA: 0s - loss: 1.3423e-04 68/229 [=======>......................] - ETA: 0s - loss: 1.0132e-04 106/229 [============>.................] - ETA: 0s - loss: 9.3521e-05 144/229 [=================>............] - ETA: 0s - loss: 1.2134e-04 180/229 [======================>.......] - ETA: 0s - loss: 1.1965e-04 216/229 [===========================>..] - ETA: 0s - loss: 1.2028e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.2089e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.4571e-06 37/229 [===>..........................] - ETA: 0s - loss: 7.7388e-05 71/229 [========>.....................] - ETA: 0s - loss: 7.1121e-05 106/229 [============>.................] - ETA: 0s - loss: 7.3193e-05 140/229 [=================>............] - ETA: 0s - loss: 7.9492e-05 176/229 [======================>.......] - ETA: 0s - loss: 7.9454e-05 212/229 [==========================>...] - ETA: 0s - loss: 7.1794e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.0880e-04 -> test with GAN.predict GAN tn, fp: 570, 0 GAN fn, tp: 0, 13 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 0 LR fn, tp: 1, 12 LR f1 score: 0.960 LR cohens kappa score: 0.959 LR average precision score: 0.982 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 1, 12 RF f1 score: 0.960 RF cohens kappa score: 0.959 -> test with 'GB' GB tn, fp: 570, 0 GB fn, tp: 0, 13 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 3 KNN fn, tp: 0, 13 KNN f1 score: 0.897 KNN cohens kappa score: 0.894 ====== Step 5/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 5/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 40s - loss: 3.2768e-04 34/229 [===>..........................] - ETA: 0s - loss: 6.7862e-04  68/229 [=======>......................] - ETA: 0s - loss: 5.4422e-04 103/229 [============>.................] - ETA: 0s - loss: 6.2827e-04 137/229 [================>.............] - ETA: 0s - loss: 0.0017  172/229 [=====================>........] - ETA: 0s - loss: 0.0016 210/229 [==========================>...] - ETA: 0s - loss: 0.0014 229/229 [==============================] - 1s 1ms/step - loss: 0.0013 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.0371e-04 35/229 [===>..........................] - ETA: 0s - loss: 0.0041  67/229 [=======>......................] - ETA: 0s - loss: 0.0026 100/229 [============>.................] - ETA: 0s - loss: 0.0020 133/229 [================>.............] - ETA: 0s - loss: 0.0016 167/229 [====================>.........] - ETA: 0s - loss: 0.0014 199/229 [=========================>....] - ETA: 0s - loss: 0.0012 229/229 [==============================] - 0s 2ms/step - loss: 0.0011 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 3.3318e-04 34/229 [===>..........................] - ETA: 0s - loss: 3.7322e-04 69/229 [========>.....................] - ETA: 0s - loss: 4.5028e-04 108/229 [=============>................] - ETA: 0s - loss: 0.0014  143/229 [=================>............] - ETA: 0s - loss: 0.0011 179/229 [======================>.......] - ETA: 0s - loss: 0.0010 216/229 [===========================>..] - ETA: 0s - loss: 9.0356e-04 229/229 [==============================] - 0s 1ms/step - loss: 8.6690e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 2.5573e-04 34/229 [===>..........................] - ETA: 0s - loss: 3.2585e-04 67/229 [=======>......................] - ETA: 0s - loss: 0.0015  98/229 [===========>..................] - ETA: 0s - loss: 0.0012 132/229 [================>.............] - ETA: 0s - loss: 0.0011 164/229 [====================>.........] - ETA: 0s - loss: 9.2985e-04 200/229 [=========================>....] - ETA: 0s - loss: 8.4042e-04 229/229 [==============================] - 0s 2ms/step - loss: 7.7420e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 4.1194e-06 36/229 [===>..........................] - ETA: 0s - loss: 0.0015  70/229 [========>.....................] - ETA: 0s - loss: 9.7549e-04 104/229 [============>.................] - ETA: 0s - loss: 7.7670e-04 138/229 [=================>............] - ETA: 0s - loss: 6.6726e-04 173/229 [=====================>........] - ETA: 0s - loss: 6.1878e-04 207/229 [==========================>...] - ETA: 0s - loss: 5.6302e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.4543e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 6.8843e-05 34/229 [===>..........................] - ETA: 0s - loss: 2.7606e-04 66/229 [=======>......................] - ETA: 0s - loss: 2.8739e-04 103/229 [============>.................] - ETA: 0s - loss: 5.6088e-04 137/229 [================>.............] - ETA: 0s - loss: 5.4149e-04 173/229 [=====================>........] - ETA: 0s - loss: 5.0436e-04 208/229 [==========================>...] - ETA: 0s - loss: 4.6426e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.3759e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 4.9954e-05 37/229 [===>..........................] - ETA: 0s - loss: 8.3146e-04 72/229 [========>.....................] - ETA: 0s - loss: 6.0233e-04 108/229 [=============>................] - ETA: 0s - loss: 5.0352e-04 147/229 [==================>...........] - ETA: 0s - loss: 4.4929e-04 179/229 [======================>.......] - ETA: 0s - loss: 3.9212e-04 215/229 [===========================>..] - ETA: 0s - loss: 3.6367e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.4994e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 4.1377e-05 34/229 [===>..........................] - ETA: 0s - loss: 2.3892e-04 68/229 [=======>......................] - ETA: 0s - loss: 5.2127e-04 103/229 [============>.................] - ETA: 0s - loss: 4.0600e-04 130/229 [================>.............] - ETA: 0s - loss: 3.5701e-04 161/229 [====================>.........] - ETA: 0s - loss: 3.1400e-04 190/229 [=======================>......] - ETA: 0s - loss: 3.0125e-04 225/229 [============================>.] - ETA: 0s - loss: 2.7947e-04 229/229 [==============================] - 0s 2ms/step - loss: 2.7703e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 4.4413e-05 37/229 [===>..........................] - ETA: 0s - loss: 1.8755e-04 71/229 [========>.....................] - ETA: 0s - loss: 2.1177e-04 105/229 [============>.................] - ETA: 0s - loss: 1.8765e-04 139/229 [=================>............] - ETA: 0s - loss: 2.7921e-04 176/229 [======================>.......] - ETA: 0s - loss: 2.7883e-04 212/229 [==========================>...] - ETA: 0s - loss: 2.5350e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4099e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.5195e-05 37/229 [===>..........................] - ETA: 0s - loss: 1.5006e-04 69/229 [========>.....................] - ETA: 0s - loss: 1.2761e-04 101/229 [============>.................] - ETA: 0s - loss: 1.3130e-04 135/229 [================>.............] - ETA: 0s - loss: 1.2197e-04 171/229 [=====================>........] - ETA: 0s - loss: 1.7335e-04 204/229 [=========================>....] - ETA: 0s - loss: 1.7805e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.8297e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 566, 5 LR fn, tp: 0, 17 LR f1 score: 0.872 LR cohens kappa score: 0.867 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 565, 6 KNN fn, tp: 0, 17 KNN f1 score: 0.850 KNN cohens kappa score: 0.845 ------ Step 5/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 48s - loss: 9.8848e-05 39/229 [====>.........................] - ETA: 0s - loss: 5.0745e-04  75/229 [========>.....................] - ETA: 0s - loss: 4.0945e-04 112/229 [=============>................] - ETA: 0s - loss: 6.9750e-04 149/229 [==================>...........] - ETA: 0s - loss: 8.4481e-04 185/229 [=======================>......] - ETA: 0s - loss: 7.8393e-04 220/229 [===========================>..] - ETA: 0s - loss: 7.1364e-04 229/229 [==============================] - 1s 1ms/step - loss: 7.0227e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.9706e-04 40/229 [====>.........................] - ETA: 0s - loss: 0.0010  77/229 [=========>....................] - ETA: 0s - loss: 7.7420e-04 113/229 [=============>................] - ETA: 0s - loss: 6.1476e-04 150/229 [==================>...........] - ETA: 0s - loss: 5.7468e-04 184/229 [=======================>......] - ETA: 0s - loss: 5.8068e-04 222/229 [============================>.] - ETA: 0s - loss: 6.0640e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.9861e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 3.3823e-05 37/229 [===>..........................] - ETA: 0s - loss: 8.8752e-04 74/229 [========>.....................] - ETA: 0s - loss: 6.2896e-04 106/229 [============>.................] - ETA: 0s - loss: 5.5894e-04 141/229 [=================>............] - ETA: 0s - loss: 5.1266e-04 176/229 [======================>.......] - ETA: 0s - loss: 4.4235e-04 212/229 [==========================>...] - ETA: 0s - loss: 4.3468e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.4648e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 2.5588e-05 36/229 [===>..........................] - ETA: 0s - loss: 3.0648e-04 71/229 [========>.....................] - ETA: 0s - loss: 2.3595e-04 105/229 [============>.................] - ETA: 0s - loss: 4.4439e-04 138/229 [=================>............] - ETA: 0s - loss: 4.5884e-04 173/229 [=====================>........] - ETA: 0s - loss: 4.0921e-04 208/229 [==========================>...] - ETA: 0s - loss: 4.3262e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.3751e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 9.0947e-04 33/229 [===>..........................] - ETA: 0s - loss: 2.3641e-04 63/229 [=======>......................] - ETA: 0s - loss: 1.7785e-04 91/229 [==========>...................] - ETA: 0s - loss: 1.5570e-04 122/229 [==============>...............] - ETA: 0s - loss: 1.7341e-04 155/229 [===================>..........] - ETA: 0s - loss: 2.3230e-04 188/229 [=======================>......] - ETA: 0s - loss: 2.4678e-04 224/229 [============================>.] - ETA: 0s - loss: 3.2461e-04 229/229 [==============================] - 0s 2ms/step - loss: 3.2795e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 4.7992e-04 34/229 [===>..........................] - ETA: 0s - loss: 2.1340e-04 67/229 [=======>......................] - ETA: 0s - loss: 3.8919e-04 102/229 [============>.................] - ETA: 0s - loss: 3.5515e-04 134/229 [================>.............] - ETA: 0s - loss: 3.3896e-04 166/229 [====================>.........] - ETA: 0s - loss: 3.2604e-04 200/229 [=========================>....] - ETA: 0s - loss: 2.9598e-04 229/229 [==============================] - 0s 2ms/step - loss: 2.8004e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.1412e-05 35/229 [===>..........................] - ETA: 0s - loss: 5.8847e-04 66/229 [=======>......................] - ETA: 0s - loss: 4.2164e-04 101/229 [============>.................] - ETA: 0s - loss: 3.5603e-04 138/229 [=================>............] - ETA: 0s - loss: 2.9236e-04 174/229 [=====================>........] - ETA: 0s - loss: 2.7085e-04 210/229 [==========================>...] - ETA: 0s - loss: 2.3588e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.2275e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 3.5847e-05 40/229 [====>.........................] - ETA: 0s - loss: 3.0846e-04 79/229 [=========>....................] - ETA: 0s - loss: 2.5180e-04 116/229 [==============>...............] - ETA: 0s - loss: 3.0191e-04 155/229 [===================>..........] - ETA: 0s - loss: 2.7410e-04 187/229 [=======================>......] - ETA: 0s - loss: 2.4196e-04 221/229 [===========================>..] - ETA: 0s - loss: 2.3392e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.2874e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 5.3499e-05 37/229 [===>..........................] - ETA: 0s - loss: 1.0253e-04 71/229 [========>.....................] - ETA: 0s - loss: 9.2093e-05 101/229 [============>.................] - ETA: 0s - loss: 1.3328e-04 139/229 [=================>............] - ETA: 0s - loss: 1.4508e-04 176/229 [======================>.......] - ETA: 0s - loss: 1.4229e-04 211/229 [==========================>...] - ETA: 0s - loss: 1.5354e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.7475e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 3.3243e-04 37/229 [===>..........................] - ETA: 0s - loss: 2.2361e-04 72/229 [========>.....................] - ETA: 0s - loss: 1.6924e-04 108/229 [=============>................] - ETA: 0s - loss: 1.9456e-04 141/229 [=================>............] - ETA: 0s - loss: 1.7736e-04 173/229 [=====================>........] - ETA: 0s - loss: 1.5586e-04 208/229 [==========================>...] - ETA: 0s - loss: 1.4366e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.4428e-04 -> test with GAN.predict GAN tn, fp: 570, 1 GAN fn, tp: 0, 17 GAN f1 score: 0.971 GAN cohens kappa score: 0.971 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 0, 17 LR f1 score: 0.971 LR cohens kappa score: 0.971 LR average precision score: 0.990 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 571, 0 KNN fn, tp: 0, 17 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 5/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 35s - loss: 2.8038e-04 40/229 [====>.........................] - ETA: 0s - loss: 4.7515e-04  80/229 [=========>....................] - ETA: 0s - loss: 4.6248e-04 120/229 [==============>...............] - ETA: 0s - loss: 5.7530e-04 160/229 [===================>..........] - ETA: 0s - loss: 8.4944e-04 200/229 [=========================>....] - ETA: 0s - loss: 7.7721e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.4948e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.0797e-04 42/229 [====>.........................] - ETA: 0s - loss: 0.0013  84/229 [==========>...................] - ETA: 0s - loss: 9.7285e-04 123/229 [===============>..............] - ETA: 0s - loss: 7.8376e-04 162/229 [====================>.........] - ETA: 0s - loss: 6.6307e-04 194/229 [========================>.....] - ETA: 0s - loss: 6.5960e-04 228/229 [============================>.] - ETA: 0s - loss: 6.2061e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.1979e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 4.1900e-04 36/229 [===>..........................] - ETA: 0s - loss: 4.5312e-04 67/229 [=======>......................] - ETA: 0s - loss: 8.4752e-04 103/229 [============>.................] - ETA: 0s - loss: 6.9051e-04 136/229 [================>.............] - ETA: 0s - loss: 6.2527e-04 173/229 [=====================>........] - ETA: 0s - loss: 5.5022e-04 207/229 [==========================>...] - ETA: 0s - loss: 5.4810e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.1724e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.2652e-05 36/229 [===>..........................] - ETA: 0s - loss: 2.9407e-04 71/229 [========>.....................] - ETA: 0s - loss: 6.2269e-04 108/229 [=============>................] - ETA: 0s - loss: 5.0546e-04 141/229 [=================>............] - ETA: 0s - loss: 4.5206e-04 172/229 [=====================>........] - ETA: 0s - loss: 4.2020e-04 209/229 [==========================>...] - ETA: 0s - loss: 4.3842e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.2536e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.0566e-05 30/229 [==>...........................] - ETA: 0s - loss: 7.8820e-04 63/229 [=======>......................] - ETA: 0s - loss: 5.8119e-04 92/229 [===========>..................] - ETA: 0s - loss: 4.5707e-04 127/229 [===============>..............] - ETA: 0s - loss: 3.8657e-04 163/229 [====================>.........] - ETA: 0s - loss: 3.7807e-04 200/229 [=========================>....] - ETA: 0s - loss: 3.7204e-04 229/229 [==============================] - 0s 2ms/step - loss: 3.5244e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 9.5021e-05 34/229 [===>..........................] - ETA: 0s - loss: 2.5700e-04 72/229 [========>.....................] - ETA: 0s - loss: 2.5736e-04 103/229 [============>.................] - ETA: 0s - loss: 3.5904e-04 130/229 [================>.............] - ETA: 0s - loss: 3.3370e-04 163/229 [====================>.........] - ETA: 0s - loss: 3.2548e-04 198/229 [========================>.....] - ETA: 0s - loss: 2.9594e-04 229/229 [==============================] - 0s 2ms/step - loss: 2.7890e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 3.1343e-04 35/229 [===>..........................] - ETA: 0s - loss: 1.2650e-04 70/229 [========>.....................] - ETA: 0s - loss: 3.3380e-04 105/229 [============>.................] - ETA: 0s - loss: 2.8942e-04 144/229 [=================>............] - ETA: 0s - loss: 2.7892e-04 177/229 [======================>.......] - ETA: 0s - loss: 2.4974e-04 215/229 [===========================>..] - ETA: 0s - loss: 2.4780e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4681e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 7.5230e-05 37/229 [===>..........................] - ETA: 0s - loss: 1.5520e-04 73/229 [========>.....................] - ETA: 0s - loss: 1.8804e-04 105/229 [============>.................] - ETA: 0s - loss: 2.3929e-04 141/229 [=================>............] - ETA: 0s - loss: 2.3029e-04 177/229 [======================>.......] - ETA: 0s - loss: 2.1416e-04 213/229 [==========================>...] - ETA: 0s - loss: 1.9668e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.9244e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.1654e-04 34/229 [===>..........................] - ETA: 0s - loss: 1.9764e-04 71/229 [========>.....................] - ETA: 0s - loss: 2.3386e-04 108/229 [=============>................] - ETA: 0s - loss: 2.0933e-04 146/229 [==================>...........] - ETA: 0s - loss: 2.0897e-04 181/229 [======================>.......] - ETA: 0s - loss: 1.9538e-04 215/229 [===========================>..] - ETA: 0s - loss: 1.8446e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.7800e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.6540e-05 40/229 [====>.........................] - ETA: 0s - loss: 8.9745e-05 80/229 [=========>....................] - ETA: 0s - loss: 1.5246e-04 118/229 [==============>...............] - ETA: 0s - loss: 1.3791e-04 157/229 [===================>..........] - ETA: 0s - loss: 1.5799e-04 198/229 [========================>.....] - ETA: 0s - loss: 1.5247e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.5412e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 566, 5 KNN fn, tp: 0, 17 KNN f1 score: 0.872 KNN cohens kappa score: 0.867 ------ Step 5/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 45s - loss: 0.0013 41/229 [====>.........................] - ETA: 0s - loss: 9.4635e-04 81/229 [=========>....................] - ETA: 0s - loss: 7.4982e-04 123/229 [===============>..............] - ETA: 0s - loss: 6.7754e-04 162/229 [====================>.........] - ETA: 0s - loss: 6.4721e-04 196/229 [========================>.....] - ETA: 0s - loss: 5.9004e-04 229/229 [==============================] - 1s 1ms/step - loss: 7.6490e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 4.1442e-04 39/229 [====>.........................] - ETA: 0s - loss: 9.3833e-04 80/229 [=========>....................] - ETA: 0s - loss: 6.7077e-04 120/229 [==============>...............] - ETA: 0s - loss: 6.4016e-04 158/229 [===================>..........] - ETA: 0s - loss: 7.3675e-04 200/229 [=========================>....] - ETA: 0s - loss: 6.8897e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.3890e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.3329e-04 43/229 [====>.........................] - ETA: 0s - loss: 5.4927e-04 83/229 [=========>....................] - ETA: 0s - loss: 4.7615e-04 123/229 [===============>..............] - ETA: 0s - loss: 4.7268e-04 164/229 [====================>.........] - ETA: 0s - loss: 4.1970e-04 205/229 [=========================>....] - ETA: 0s - loss: 4.0591e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.1939e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.3170e-04 41/229 [====>.........................] - ETA: 0s - loss: 5.2677e-04 77/229 [=========>....................] - ETA: 0s - loss: 4.2191e-04 118/229 [==============>...............] - ETA: 0s - loss: 3.9583e-04 157/229 [===================>..........] - ETA: 0s - loss: 3.6381e-04 198/229 [========================>.....] - ETA: 0s - loss: 3.4904e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.4499e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 7.5911e-04 38/229 [===>..........................] - ETA: 0s - loss: 7.2108e-04 78/229 [=========>....................] - ETA: 0s - loss: 5.0947e-04 119/229 [==============>...............] - ETA: 0s - loss: 3.9804e-04 157/229 [===================>..........] - ETA: 0s - loss: 3.5652e-04 195/229 [========================>.....] - ETA: 0s - loss: 3.4043e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.6252e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 9.9070e-05 42/229 [====>.........................] - ETA: 0s - loss: 6.0094e-04 81/229 [=========>....................] - ETA: 0s - loss: 4.6051e-04 123/229 [===============>..............] - ETA: 0s - loss: 3.7982e-04 162/229 [====================>.........] - ETA: 0s - loss: 3.5346e-04 201/229 [=========================>....] - ETA: 0s - loss: 3.1762e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.0639e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 8.1180e-05 40/229 [====>.........................] - ETA: 0s - loss: 4.7241e-04 81/229 [=========>....................] - ETA: 0s - loss: 3.9740e-04 121/229 [==============>...............] - ETA: 0s - loss: 3.2185e-04 159/229 [===================>..........] - ETA: 0s - loss: 3.0931e-04 199/229 [=========================>....] - ETA: 0s - loss: 2.6207e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4529e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 2.5192e-04 42/229 [====>.........................] - ETA: 0s - loss: 1.6142e-04 82/229 [=========>....................] - ETA: 0s - loss: 1.4080e-04 121/229 [==============>...............] - ETA: 0s - loss: 1.4272e-04 161/229 [====================>.........] - ETA: 0s - loss: 1.6200e-04 197/229 [========================>.....] - ETA: 0s - loss: 1.5633e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.0875e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.4526e-04 34/229 [===>..........................] - ETA: 0s - loss: 2.5258e-04 73/229 [========>.....................] - ETA: 0s - loss: 1.9308e-04 110/229 [=============>................] - ETA: 0s - loss: 2.0753e-04 150/229 [==================>...........] - ETA: 0s - loss: 1.9438e-04 189/229 [=======================>......] - ETA: 0s - loss: 1.7196e-04 228/229 [============================>.] - ETA: 0s - loss: 2.0979e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.0980e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.8282e-04 43/229 [====>.........................] - ETA: 0s - loss: 2.3476e-04 86/229 [==========>...................] - ETA: 0s - loss: 1.9471e-04 125/229 [===============>..............] - ETA: 0s - loss: 1.9112e-04 166/229 [====================>.........] - ETA: 0s - loss: 1.8633e-04 206/229 [=========================>....] - ETA: 0s - loss: 1.6840e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.6133e-04 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 1, 16 LR f1 score: 0.941 LR cohens kappa score: 0.939 LR average precision score: 0.993 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 0, 17 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 ------ Step 5/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 44s - loss: 0.0020 42/229 [====>.........................] - ETA: 0s - loss: 4.3030e-04 84/229 [==========>...................] - ETA: 0s - loss: 6.6589e-04 125/229 [===============>..............] - ETA: 0s - loss: 0.0010  166/229 [====================>.........] - ETA: 0s - loss: 9.3516e-04 208/229 [==========================>...] - ETA: 0s - loss: 9.6447e-04 229/229 [==============================] - 0s 1ms/step - loss: 9.4350e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 6.2648e-04 42/229 [====>.........................] - ETA: 0s - loss: 5.5024e-04 82/229 [=========>....................] - ETA: 0s - loss: 4.2784e-04 122/229 [==============>...............] - ETA: 0s - loss: 4.9752e-04 163/229 [====================>.........] - ETA: 0s - loss: 5.0361e-04 203/229 [=========================>....] - ETA: 0s - loss: 7.1788e-04 229/229 [==============================] - 0s 1ms/step - loss: 7.2824e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 0.0016 41/229 [====>.........................] - ETA: 0s - loss: 6.5081e-04 81/229 [=========>....................] - ETA: 0s - loss: 4.7432e-04 123/229 [===============>..............] - ETA: 0s - loss: 4.6965e-04 163/229 [====================>.........] - ETA: 0s - loss: 4.5907e-04 197/229 [========================>.....] - ETA: 0s - loss: 6.2081e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.1793e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 2.9833e-05 36/229 [===>..........................] - ETA: 0s - loss: 4.6681e-04 78/229 [=========>....................] - ETA: 0s - loss: 3.6769e-04 118/229 [==============>...............] - ETA: 0s - loss: 6.0693e-04 159/229 [===================>..........] - ETA: 0s - loss: 5.6138e-04 200/229 [=========================>....] - ETA: 0s - loss: 5.0995e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.0617e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 6.6776e-04 43/229 [====>.........................] - ETA: 0s - loss: 3.9354e-04 84/229 [==========>...................] - ETA: 0s - loss: 3.7626e-04 125/229 [===============>..............] - ETA: 0s - loss: 3.3177e-04 166/229 [====================>.........] - ETA: 0s - loss: 4.8185e-04 206/229 [=========================>....] - ETA: 0s - loss: 4.5870e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.4874e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 3.0817e-04 41/229 [====>.........................] - ETA: 0s - loss: 4.4389e-04 82/229 [=========>....................] - ETA: 0s - loss: 3.2590e-04 123/229 [===============>..............] - ETA: 0s - loss: 4.3784e-04 164/229 [====================>.........] - ETA: 0s - loss: 3.9437e-04 205/229 [=========================>....] - ETA: 0s - loss: 3.8281e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.7278e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.9540e-06 39/229 [====>.........................] - ETA: 0s - loss: 1.2713e-04 77/229 [=========>....................] - ETA: 0s - loss: 1.5865e-04 114/229 [=============>................] - ETA: 0s - loss: 3.1019e-04 146/229 [==================>...........] - ETA: 0s - loss: 3.3600e-04 184/229 [=======================>......] - ETA: 0s - loss: 3.2515e-04 224/229 [============================>.] - ETA: 0s - loss: 3.1211e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.1375e-04 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 9.0148e-05 42/229 [====>.........................] - ETA: 0s - loss: 4.5271e-04 83/229 [=========>....................] - ETA: 0s - loss: 3.2084e-04 124/229 [===============>..............] - ETA: 0s - loss: 2.9853e-04 165/229 [====================>.........] - ETA: 0s - loss: 2.7481e-04 207/229 [==========================>...] - ETA: 0s - loss: 2.7766e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.6535e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.4477e-05 42/229 [====>.........................] - ETA: 0s - loss: 1.6742e-04 83/229 [=========>....................] - ETA: 0s - loss: 1.8308e-04 124/229 [===============>..............] - ETA: 0s - loss: 1.7498e-04 164/229 [====================>.........] - ETA: 0s - loss: 1.9138e-04 204/229 [=========================>....] - ETA: 0s - loss: 2.2665e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.2909e-04 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.4422e-05 41/229 [====>.........................] - ETA: 0s - loss: 1.6034e-04 82/229 [=========>....................] - ETA: 0s - loss: 2.3590e-04 123/229 [===============>..............] - ETA: 0s - loss: 2.0840e-04 164/229 [====================>.........] - ETA: 0s - loss: 2.0995e-04 206/229 [=========================>....] - ETA: 0s - loss: 1.8833e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.9087e-04 -> test with GAN.predict GAN tn, fp: 570, 0 GAN fn, tp: 0, 13 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 0 LR fn, tp: 0, 13 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 0, 13 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 570, 0 GB fn, tp: 0, 13 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 3 KNN fn, tp: 0, 13 KNN f1 score: 0.897 KNN cohens kappa score: 0.894 ### Exercise is done. -----[ LR ]----- maximum: LR tn, fp: 571, 5 LR fn, tp: 2, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 average: LR tn, fp: 569.6, 1.2 LR fn, tp: 0.4, 15.8 LR f1 score: 0.952 LR cohens kappa score: 0.951 LR average precision score: 0.989 minimum: LR tn, fp: 566, 0 LR fn, tp: 0, 12 LR f1 score: 0.828 LR cohens kappa score: 0.823 LR average precision score: 0.887 -----[ RF ]----- maximum: RF tn, fp: 571, 0 RF fn, tp: 2, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 average: RF tn, fp: 570.8, 0.0 RF fn, tp: 0.2, 16.0 RF f1 score: 0.993 RF cohens kappa score: 0.993 minimum: RF tn, fp: 570, 0 RF fn, tp: 0, 12 RF f1 score: 0.938 RF cohens kappa score: 0.936 -----[ GB ]----- maximum: GB tn, fp: 571, 2 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 average: GB tn, fp: 570.64, 0.16 GB fn, tp: 0.0, 16.2 GB f1 score: 0.995 GB cohens kappa score: 0.995 minimum: GB tn, fp: 568, 0 GB fn, tp: 0, 13 GB f1 score: 0.929 GB cohens kappa score: 0.927 -----[ KNN ]----- maximum: KNN tn, fp: 571, 9 KNN fn, tp: 1, 17 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 average: KNN tn, fp: 566.96, 3.84 KNN fn, tp: 0.08, 16.12 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 minimum: KNN tn, fp: 562, 0 KNN fn, tp: 0, 13 KNN f1 score: 0.788 KNN cohens kappa score: 0.782 -----[ GAN ]----- maximum: GAN tn, fp: 571, 2 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 average: GAN tn, fp: 570.56, 0.24 GAN fn, tp: 0.0, 16.2 GAN f1 score: 0.993 GAN cohens kappa score: 0.992 minimum: GAN tn, fp: 568, 0 GAN fn, tp: 0, 13 GAN f1 score: 0.929 GAN cohens kappa score: 0.927