/////////////////////////////////////////// // Running convGAN-proximary-5 on folding_kr-vs-k-zero-one_vs_draw /////////////////////////////////////////// Load 'data_input/folding_kr-vs-k-zero-one_vs_draw' from pickle file Data loaded. -> Shuffling data ### Start exercise for synthetic point generator ====== Step 1/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 1/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 38s - loss: 6.5437e-05 35/224 [===>..........................] - ETA: 0s - loss: 0.0088  73/224 [========>.....................] - ETA: 0s - loss: 0.0090 114/224 [==============>...............] - ETA: 0s - loss: 0.0062 151/224 [===================>..........] - ETA: 0s - loss: 0.0069 190/224 [========================>.....] - ETA: 0s - loss: 0.0062 224/224 [==============================] - 0s 1ms/step - loss: 0.0071 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0028 42/224 [====>.........................] - ETA: 0s - loss: 0.0061 82/224 [=========>....................] - ETA: 0s - loss: 0.0080 120/224 [===============>..............] - ETA: 0s - loss: 0.0060 162/224 [====================>.........] - ETA: 0s - loss: 0.0055 202/224 [==========================>...] - ETA: 0s - loss: 0.0053 224/224 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 4.4190e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0023  83/224 [==========>...................] - ETA: 0s - loss: 0.0028 124/224 [===============>..............] - ETA: 0s - loss: 0.0035 164/224 [====================>.........] - ETA: 0s - loss: 0.0037 204/224 [==========================>...] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0018 41/224 [====>.........................] - ETA: 0s - loss: 0.0029 74/224 [========>.....................] - ETA: 0s - loss: 0.0023 107/224 [=============>................] - ETA: 0s - loss: 0.0026 139/224 [=================>............] - ETA: 0s - loss: 0.0024 177/224 [======================>.......] - ETA: 0s - loss: 0.0031 217/224 [============================>.] - ETA: 0s - loss: 0.0031 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 6.0934e-07 42/224 [====>.........................] - ETA: 0s - loss: 0.0018  82/224 [=========>....................] - ETA: 0s - loss: 0.0024 123/224 [===============>..............] - ETA: 0s - loss: 0.0025 164/224 [====================>.........] - ETA: 0s - loss: 0.0023 205/224 [==========================>...] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.7394e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0024  80/224 [=========>....................] - ETA: 0s - loss: 0.0024 119/224 [==============>...............] - ETA: 0s - loss: 0.0023 160/224 [====================>.........] - ETA: 0s - loss: 0.0023 200/224 [=========================>....] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 0.0019 42/224 [====>.........................] - ETA: 0s - loss: 0.0030 84/224 [==========>...................] - ETA: 0s - loss: 0.0020 124/224 [===============>..............] - ETA: 0s - loss: 0.0021 164/224 [====================>.........] - ETA: 0s - loss: 0.0026 205/224 [==========================>...] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 7.3573e-06 38/224 [====>.........................] - ETA: 0s - loss: 0.0018  73/224 [========>.....................] - ETA: 0s - loss: 0.0015 113/224 [==============>...............] - ETA: 0s - loss: 0.0019 153/224 [===================>..........] - ETA: 0s - loss: 0.0018 192/224 [========================>.....] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 2.6226e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0022  82/224 [=========>....................] - ETA: 0s - loss: 0.0026 123/224 [===============>..............] - ETA: 0s - loss: 0.0021 163/224 [====================>.........] - ETA: 0s - loss: 0.0018 205/224 [==========================>...] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 3.5332e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0018  80/224 [=========>....................] - ETA: 0s - loss: 0.0017 119/224 [==============>...............] - ETA: 0s - loss: 0.0013 159/224 [====================>.........] - ETA: 0s - loss: 0.0014 200/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 3, 18 GAN f1 score: 0.923 GAN cohens kappa score: 0.920 -> test with 'LR' LR tn, fp: 549, 11 LR fn, tp: 2, 19 LR f1 score: 0.745 LR cohens kappa score: 0.734 LR average precision score: 0.865 -> test with 'RF' RF tn, fp: 558, 2 RF fn, tp: 2, 19 RF f1 score: 0.905 RF cohens kappa score: 0.901 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 2, 19 GB f1 score: 0.950 GB cohens kappa score: 0.948 -> test with 'KNN' KNN tn, fp: 552, 8 KNN fn, tp: 0, 21 KNN f1 score: 0.840 KNN cohens kappa score: 0.833 ------ Step 1/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 36s - loss: 0.0015 32/224 [===>..........................] - ETA: 0s - loss: 0.0012  67/224 [=======>......................] - ETA: 0s - loss: 0.0016 103/224 [============>.................] - ETA: 0s - loss: 0.0023 137/224 [=================>............] - ETA: 0s - loss: 0.0018 173/224 [======================>.......] - ETA: 0s - loss: 0.0022 208/224 [==========================>...] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 5.1810e-05 37/224 [===>..........................] - ETA: 0s - loss: 0.0011  73/224 [========>.....................] - ETA: 0s - loss: 9.4336e-04 109/224 [=============>................] - ETA: 0s - loss: 7.5385e-04 144/224 [==================>...........] - ETA: 0s - loss: 0.0013  181/224 [=======================>......] - ETA: 0s - loss: 0.0014 213/224 [===========================>..] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 5.5383e-04 34/224 [===>..........................] - ETA: 0s - loss: 0.0029  66/224 [=======>......................] - ETA: 0s - loss: 0.0020 100/224 [============>.................] - ETA: 0s - loss: 0.0016 134/224 [================>.............] - ETA: 0s - loss: 0.0016 173/224 [======================>.......] - ETA: 0s - loss: 0.0015 209/224 [==========================>...] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 5.2420e-04 35/224 [===>..........................] - ETA: 0s - loss: 0.0016  71/224 [========>.....................] - ETA: 0s - loss: 0.0014 108/224 [=============>................] - ETA: 0s - loss: 0.0014 146/224 [==================>...........] - ETA: 0s - loss: 0.0012 181/224 [=======================>......] - ETA: 0s - loss: 0.0014 216/224 [===========================>..] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.7045e-05 35/224 [===>..........................] - ETA: 0s - loss: 0.0026  69/224 [========>.....................] - ETA: 0s - loss: 0.0019 103/224 [============>.................] - ETA: 0s - loss: 0.0014 140/224 [=================>............] - ETA: 0s - loss: 0.0013 176/224 [======================>.......] - ETA: 0s - loss: 0.0013 211/224 [===========================>..] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 6.6247e-05 34/224 [===>..........................] - ETA: 0s - loss: 0.0027  68/224 [========>.....................] - ETA: 0s - loss: 0.0015 99/224 [============>.................] - ETA: 0s - loss: 0.0013 132/224 [================>.............] - ETA: 0s - loss: 0.0013 165/224 [=====================>........] - ETA: 0s - loss: 0.0012 202/224 [==========================>...] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 9.6069e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.4620e-04 36/224 [===>..........................] - ETA: 0s - loss: 4.2124e-04 72/224 [========>.....................] - ETA: 0s - loss: 5.1451e-04 108/224 [=============>................] - ETA: 0s - loss: 5.4063e-04 142/224 [==================>...........] - ETA: 0s - loss: 5.2061e-04 175/224 [======================>.......] - ETA: 0s - loss: 5.1156e-04 209/224 [==========================>...] - ETA: 0s - loss: 7.3372e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.4088e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 7.6199e-05 36/224 [===>..........................] - ETA: 0s - loss: 4.3227e-04 71/224 [========>.....................] - ETA: 0s - loss: 7.1709e-04 106/224 [=============>................] - ETA: 0s - loss: 8.6812e-04 139/224 [=================>............] - ETA: 0s - loss: 7.7975e-04 173/224 [======================>.......] - ETA: 0s - loss: 8.0439e-04 208/224 [==========================>...] - ETA: 0s - loss: 7.5942e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.2357e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 2.0197e-05 36/224 [===>..........................] - ETA: 0s - loss: 2.2171e-04 71/224 [========>.....................] - ETA: 0s - loss: 5.1002e-04 107/224 [=============>................] - ETA: 0s - loss: 4.7974e-04 143/224 [==================>...........] - ETA: 0s - loss: 6.6843e-04 173/224 [======================>.......] - ETA: 0s - loss: 7.4457e-04 206/224 [==========================>...] - ETA: 0s - loss: 6.9284e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.0271e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 8.2350e-10 32/224 [===>..........................] - ETA: 0s - loss: 9.0300e-04 66/224 [=======>......................] - ETA: 0s - loss: 7.0497e-04 101/224 [============>.................] - ETA: 0s - loss: 7.5463e-04 136/224 [=================>............] - ETA: 0s - loss: 7.7408e-04 173/224 [======================>.......] - ETA: 0s - loss: 7.2848e-04 206/224 [==========================>...] - ETA: 0s - loss: 6.7408e-04 224/224 [==============================] - 0s 2ms/step - loss: 6.3011e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 548, 12 LR fn, tp: 0, 21 LR f1 score: 0.778 LR cohens kappa score: 0.768 LR average precision score: 0.927 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 3, 18 GB f1 score: 0.923 GB cohens kappa score: 0.920 -> test with 'KNN' KNN tn, fp: 558, 2 KNN fn, tp: 0, 21 KNN f1 score: 0.955 KNN cohens kappa score: 0.953 ------ Step 1/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 37s - loss: 2.5032e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0029  82/224 [=========>....................] - ETA: 0s - loss: 0.0022 124/224 [===============>..............] - ETA: 0s - loss: 0.0032 164/224 [====================>.........] - ETA: 0s - loss: 0.0037 200/224 [=========================>....] - ETA: 0s - loss: 0.0040 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0058 34/224 [===>..........................] - ETA: 0s - loss: 0.0021 70/224 [========>.....................] - ETA: 0s - loss: 0.0031 107/224 [=============>................] - ETA: 0s - loss: 0.0027 145/224 [==================>...........] - ETA: 0s - loss: 0.0040 184/224 [=======================>......] - ETA: 0s - loss: 0.0033 221/224 [============================>.] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0039 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 5.3931e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0041  79/224 [=========>....................] - ETA: 0s - loss: 0.0032 118/224 [==============>...............] - ETA: 0s - loss: 0.0025 156/224 [===================>..........] - ETA: 0s - loss: 0.0024 195/224 [=========================>....] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0028 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 9.9281e-05 40/224 [====>.........................] - ETA: 0s - loss: 0.0025  77/224 [=========>....................] - ETA: 0s - loss: 0.0026 116/224 [==============>...............] - ETA: 0s - loss: 0.0020 155/224 [===================>..........] - ETA: 0s - loss: 0.0016 195/224 [=========================>....] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.5703e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0013  81/224 [=========>....................] - ETA: 0s - loss: 0.0013 122/224 [===============>..............] - ETA: 0s - loss: 0.0018 163/224 [====================>.........] - ETA: 0s - loss: 0.0016 204/224 [==========================>...] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 5.1926e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0017  72/224 [========>.....................] - ETA: 0s - loss: 0.0018 107/224 [=============>................] - ETA: 0s - loss: 0.0015 146/224 [==================>...........] - ETA: 0s - loss: 0.0016 186/224 [=======================>......] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 3.6371e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0019  82/224 [=========>....................] - ETA: 0s - loss: 0.0014 123/224 [===============>..............] - ETA: 0s - loss: 0.0014 163/224 [====================>.........] - ETA: 0s - loss: 0.0012 204/224 [==========================>...] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 7.3205e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0017  77/224 [=========>....................] - ETA: 0s - loss: 0.0014 115/224 [==============>...............] - ETA: 0s - loss: 0.0011 156/224 [===================>..........] - ETA: 0s - loss: 0.0011 194/224 [========================>.....] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 8.3398e-05 42/224 [====>.........................] - ETA: 0s - loss: 5.4044e-04 77/224 [=========>....................] - ETA: 0s - loss: 0.0011  111/224 [=============>................] - ETA: 0s - loss: 0.0011 147/224 [==================>...........] - ETA: 0s - loss: 0.0010 187/224 [========================>.....] - ETA: 0s - loss: 9.7148e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.3181e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.0252e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0026  83/224 [==========>...................] - ETA: 0s - loss: 0.0016 125/224 [===============>..............] - ETA: 0s - loss: 0.0013 165/224 [=====================>........] - ETA: 0s - loss: 0.0012 202/224 [==========================>...] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 9.8900e-04 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 0, 21 GAN f1 score: 0.977 GAN cohens kappa score: 0.976 -> test with 'LR' LR tn, fp: 537, 23 LR fn, tp: 1, 20 LR f1 score: 0.625 LR cohens kappa score: 0.606 LR average precision score: 0.832 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 3, 18 RF f1 score: 0.923 RF cohens kappa score: 0.920 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 551, 9 KNN fn, tp: 0, 21 KNN f1 score: 0.824 KNN cohens kappa score: 0.816 ------ Step 1/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 1:18 - loss: 1.5758e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0017  83/224 [==========>...................] - ETA: 0s - loss: 0.0012 123/224 [===============>..............] - ETA: 0s - loss: 0.0018 163/224 [====================>.........] - ETA: 0s - loss: 0.0017 204/224 [==========================>...] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 1s 1ms/step - loss: 0.0015 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0159 41/224 [====>.........................] - ETA: 0s - loss: 0.0017 77/224 [=========>....................] - ETA: 0s - loss: 0.0012 117/224 [==============>...............] - ETA: 0s - loss: 0.0011 159/224 [====================>.........] - ETA: 0s - loss: 0.0012 199/224 [=========================>....] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0011 40/224 [====>.........................] - ETA: 0s - loss: 8.4746e-04 79/224 [=========>....................] - ETA: 0s - loss: 0.0010  119/224 [==============>...............] - ETA: 0s - loss: 9.4243e-04 158/224 [====================>.........] - ETA: 0s - loss: 8.8787e-04 193/224 [========================>.....] - ETA: 0s - loss: 8.8077e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.7818e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.3939e-05 42/224 [====>.........................] - ETA: 0s - loss: 4.1335e-04 82/224 [=========>....................] - ETA: 0s - loss: 3.6490e-04 123/224 [===============>..............] - ETA: 0s - loss: 5.2810e-04 162/224 [====================>.........] - ETA: 0s - loss: 6.7551e-04 202/224 [==========================>...] - ETA: 0s - loss: 6.9662e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.6321e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 4.0893e-06 41/224 [====>.........................] - ETA: 0s - loss: 6.2767e-04 81/224 [=========>....................] - ETA: 0s - loss: 5.9857e-04 122/224 [===============>..............] - ETA: 0s - loss: 5.4987e-04 161/224 [====================>.........] - ETA: 0s - loss: 5.1409e-04 201/224 [=========================>....] - ETA: 0s - loss: 6.2344e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.0525e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.8861e-09 42/224 [====>.........................] - ETA: 0s - loss: 8.6644e-04 78/224 [=========>....................] - ETA: 0s - loss: 7.2316e-04 111/224 [=============>................] - ETA: 0s - loss: 6.0638e-04 147/224 [==================>...........] - ETA: 0s - loss: 5.3168e-04 182/224 [=======================>......] - ETA: 0s - loss: 4.6496e-04 219/224 [============================>.] - ETA: 0s - loss: 5.0719e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.0165e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.6427e-04 35/224 [===>..........................] - ETA: 0s - loss: 3.9540e-04 72/224 [========>.....................] - ETA: 0s - loss: 2.9336e-04 108/224 [=============>................] - ETA: 0s - loss: 4.6371e-04 149/224 [==================>...........] - ETA: 0s - loss: 5.1943e-04 190/224 [========================>.....] - ETA: 0s - loss: 4.8648e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.7765e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 5.9155e-06 43/224 [====>.........................] - ETA: 0s - loss: 5.5112e-04 82/224 [=========>....................] - ETA: 0s - loss: 3.7248e-04 121/224 [===============>..............] - ETA: 0s - loss: 4.0087e-04 163/224 [====================>.........] - ETA: 0s - loss: 4.7108e-04 204/224 [==========================>...] - ETA: 0s - loss: 4.4687e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.3163e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0010 40/224 [====>.........................] - ETA: 0s - loss: 3.4828e-04 81/224 [=========>....................] - ETA: 0s - loss: 2.5545e-04 122/224 [===============>..............] - ETA: 0s - loss: 2.1974e-04 163/224 [====================>.........] - ETA: 0s - loss: 4.6278e-04 204/224 [==========================>...] - ETA: 0s - loss: 4.1617e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.1013e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.1772e-05 43/224 [====>.........................] - ETA: 0s - loss: 2.1571e-04 84/224 [==========>...................] - ETA: 0s - loss: 2.4134e-04 125/224 [===============>..............] - ETA: 0s - loss: 2.5070e-04 164/224 [====================>.........] - ETA: 0s - loss: 3.1872e-04 205/224 [==========================>...] - ETA: 0s - loss: 3.2919e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.4229e-04 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 0, 21 GAN f1 score: 0.977 GAN cohens kappa score: 0.976 -> test with 'LR' LR tn, fp: 540, 20 LR fn, tp: 1, 20 LR f1 score: 0.656 LR cohens kappa score: 0.639 LR average precision score: 0.864 -> test with 'RF' RF tn, fp: 555, 5 RF fn, tp: 1, 20 RF f1 score: 0.870 RF cohens kappa score: 0.864 -> test with 'GB' GB tn, fp: 555, 5 GB fn, tp: 1, 20 GB f1 score: 0.870 GB cohens kappa score: 0.864 -> test with 'KNN' KNN tn, fp: 552, 8 KNN fn, tp: 0, 21 KNN f1 score: 0.840 KNN cohens kappa score: 0.833 ------ Step 1/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 29s - loss: 9.2250e-04 35/224 [===>..........................] - ETA: 0s - loss: 0.0087  75/224 [=========>....................] - ETA: 0s - loss: 0.0061 119/224 [==============>...............] - ETA: 0s - loss: 0.0049 164/224 [====================>.........] - ETA: 0s - loss: 0.0039 207/224 [==========================>...] - ETA: 0s - loss: 0.0045 224/224 [==============================] - 0s 1ms/step - loss: 0.0045 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.7762e-05 44/224 [====>.........................] - ETA: 0s - loss: 0.0031  88/224 [==========>...................] - ETA: 0s - loss: 0.0028 127/224 [================>.............] - ETA: 0s - loss: 0.0032 170/224 [=====================>........] - ETA: 0s - loss: 0.0028 215/224 [===========================>..] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.0529e-05 44/224 [====>.........................] - ETA: 0s - loss: 0.0042  81/224 [=========>....................] - ETA: 0s - loss: 0.0033 118/224 [==============>...............] - ETA: 0s - loss: 0.0025 156/224 [===================>..........] - ETA: 0s - loss: 0.0026 197/224 [=========================>....] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 9.7322e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0017  83/224 [==========>...................] - ETA: 0s - loss: 0.0027 124/224 [===============>..............] - ETA: 0s - loss: 0.0023 160/224 [====================>.........] - ETA: 0s - loss: 0.0020 196/224 [=========================>....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 2.0617e-04 45/224 [=====>........................] - ETA: 0s - loss: 8.8306e-04 89/224 [==========>...................] - ETA: 0s - loss: 9.3695e-04 132/224 [================>.............] - ETA: 0s - loss: 0.0011  176/224 [======================>.......] - ETA: 0s - loss: 0.0016 220/224 [============================>.] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0048 43/224 [====>.........................] - ETA: 0s - loss: 0.0020 86/224 [==========>...................] - ETA: 0s - loss: 0.0019 129/224 [================>.............] - ETA: 0s - loss: 0.0015 173/224 [======================>.......] - ETA: 0s - loss: 0.0016 216/224 [===========================>..] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 4.4998e-06 45/224 [=====>........................] - ETA: 0s - loss: 0.0017  87/224 [==========>...................] - ETA: 0s - loss: 0.0014 130/224 [================>.............] - ETA: 0s - loss: 0.0011 173/224 [======================>.......] - ETA: 0s - loss: 0.0011 216/224 [===========================>..] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0014 43/224 [====>.........................] - ETA: 0s - loss: 7.2312e-04 83/224 [==========>...................] - ETA: 0s - loss: 8.0132e-04 126/224 [===============>..............] - ETA: 0s - loss: 0.0011  170/224 [=====================>........] - ETA: 0s - loss: 0.0010 213/224 [===========================>..] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.9058e-08 42/224 [====>.........................] - ETA: 0s - loss: 5.7286e-04 86/224 [==========>...................] - ETA: 0s - loss: 5.8443e-04 130/224 [================>.............] - ETA: 0s - loss: 9.0487e-04 172/224 [======================>.......] - ETA: 0s - loss: 9.5570e-04 214/224 [===========================>..] - ETA: 0s - loss: 0.0010  224/224 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.0722e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0010  79/224 [=========>....................] - ETA: 0s - loss: 6.9307e-04 120/224 [===============>..............] - ETA: 0s - loss: 7.9153e-04 163/224 [====================>.........] - ETA: 0s - loss: 6.9713e-04 202/224 [==========================>...] - ETA: 0s - loss: 6.3269e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.8930e-04 -> test with GAN.predict GAN tn, fp: 556, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 538, 18 LR fn, tp: 0, 21 LR f1 score: 0.700 LR cohens kappa score: 0.685 LR average precision score: 0.981 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 556, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 551, 5 KNN fn, tp: 0, 21 KNN f1 score: 0.894 KNN cohens kappa score: 0.889 ====== Step 2/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 2/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 36s - loss: 2.2804e-05 43/224 [====>.........................] - ETA: 0s - loss: 0.0048  83/224 [==========>...................] - ETA: 0s - loss: 0.0031 124/224 [===============>..............] - ETA: 0s - loss: 0.0027 165/224 [=====================>........] - ETA: 0s - loss: 0.0030 205/224 [==========================>...] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0033 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0407 37/224 [===>..........................] - ETA: 0s - loss: 0.0037 75/224 [=========>....................] - ETA: 0s - loss: 0.0026 112/224 [==============>...............] - ETA: 0s - loss: 0.0022 153/224 [===================>..........] - ETA: 0s - loss: 0.0028 194/224 [========================>.....] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 2.0779e-06 40/224 [====>.........................] - ETA: 0s - loss: 8.3603e-04 81/224 [=========>....................] - ETA: 0s - loss: 0.0021  121/224 [===============>..............] - ETA: 0s - loss: 0.0024 158/224 [====================>.........] - ETA: 0s - loss: 0.0023 198/224 [=========================>....] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.3922e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0017  81/224 [=========>....................] - ETA: 0s - loss: 0.0018 112/224 [==============>...............] - ETA: 0s - loss: 0.0015 145/224 [==================>...........] - ETA: 0s - loss: 0.0019 182/224 [=======================>......] - ETA: 0s - loss: 0.0018 222/224 [============================>.] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.4109e-04 43/224 [====>.........................] - ETA: 0s - loss: 8.6598e-04 84/224 [==========>...................] - ETA: 0s - loss: 0.0012  125/224 [===============>..............] - ETA: 0s - loss: 0.0013 166/224 [=====================>........] - ETA: 0s - loss: 0.0015 203/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 3.5668e-06 43/224 [====>.........................] - ETA: 0s - loss: 7.0936e-04 84/224 [==========>...................] - ETA: 0s - loss: 0.0010  119/224 [==============>...............] - ETA: 0s - loss: 0.0011 159/224 [====================>.........] - ETA: 0s - loss: 0.0014 198/224 [=========================>....] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.3807e-05 40/224 [====>.........................] - ETA: 0s - loss: 8.3159e-04 81/224 [=========>....................] - ETA: 0s - loss: 0.0013  121/224 [===============>..............] - ETA: 0s - loss: 9.5232e-04 162/224 [====================>.........] - ETA: 0s - loss: 0.0013  203/224 [==========================>...] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0061 42/224 [====>.........................] - ETA: 0s - loss: 0.0015 81/224 [=========>....................] - ETA: 0s - loss: 0.0013 122/224 [===============>..............] - ETA: 0s - loss: 9.3450e-04 163/224 [====================>.........] - ETA: 0s - loss: 0.0010  201/224 [=========================>....] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 8.1012e-04 42/224 [====>.........................] - ETA: 0s - loss: 7.8649e-04 81/224 [=========>....................] - ETA: 0s - loss: 0.0010  123/224 [===============>..............] - ETA: 0s - loss: 8.4586e-04 164/224 [====================>.........] - ETA: 0s - loss: 0.0010  205/224 [==========================>...] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 8.7864e-05 42/224 [====>.........................] - ETA: 0s - loss: 7.6803e-04 84/224 [==========>...................] - ETA: 0s - loss: 5.9260e-04 125/224 [===============>..............] - ETA: 0s - loss: 0.0011  166/224 [=====================>........] - ETA: 0s - loss: 0.0011 207/224 [==========================>...] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 9.9365e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 549, 11 LR fn, tp: 1, 20 LR f1 score: 0.769 LR cohens kappa score: 0.759 LR average precision score: 0.933 -> test with 'RF' RF tn, fp: 558, 2 RF fn, tp: 0, 21 RF f1 score: 0.955 RF cohens kappa score: 0.953 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 549, 11 KNN fn, tp: 0, 21 KNN f1 score: 0.792 KNN cohens kappa score: 0.783 ------ Step 2/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 40s - loss: 0.0106 42/224 [====>.........................] - ETA: 0s - loss: 0.0024  83/224 [==========>...................] - ETA: 0s - loss: 0.0054 120/224 [===============>..............] - ETA: 0s - loss: 0.0056 155/224 [===================>..........] - ETA: 0s - loss: 0.0046 190/224 [========================>.....] - ETA: 0s - loss: 0.0038 224/224 [==============================] - 0s 1ms/step - loss: 0.0039 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.1505e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0041  78/224 [=========>....................] - ETA: 0s - loss: 0.0027 119/224 [==============>...............] - ETA: 0s - loss: 0.0022 158/224 [====================>.........] - ETA: 0s - loss: 0.0025 198/224 [=========================>....] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 9.2399e-05 39/224 [====>.........................] - ETA: 0s - loss: 0.0012  78/224 [=========>....................] - ETA: 0s - loss: 0.0018 118/224 [==============>...............] - ETA: 0s - loss: 0.0016 157/224 [====================>.........] - ETA: 0s - loss: 0.0017 197/224 [=========================>....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 5.8068e-05 42/224 [====>.........................] - ETA: 0s - loss: 9.9679e-04 80/224 [=========>....................] - ETA: 0s - loss: 0.0012  117/224 [==============>...............] - ETA: 0s - loss: 9.6464e-04 151/224 [===================>..........] - ETA: 0s - loss: 9.3866e-04 188/224 [========================>.....] - ETA: 0s - loss: 0.0010  224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 2.9235e-05 39/224 [====>.........................] - ETA: 0s - loss: 8.3932e-04 76/224 [=========>....................] - ETA: 0s - loss: 8.4329e-04 114/224 [==============>...............] - ETA: 0s - loss: 9.5445e-04 153/224 [===================>..........] - ETA: 0s - loss: 0.0012  191/224 [========================>.....] - ETA: 0s - loss: 9.7887e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.7314e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 6.6464e-04 41/224 [====>.........................] - ETA: 0s - loss: 2.5958e-04 79/224 [=========>....................] - ETA: 0s - loss: 4.1014e-04 119/224 [==============>...............] - ETA: 0s - loss: 4.3892e-04 157/224 [====================>.........] - ETA: 0s - loss: 5.2450e-04 195/224 [=========================>....] - ETA: 0s - loss: 6.0100e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.6105e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 6.8217e-04 40/224 [====>.........................] - ETA: 0s - loss: 2.2983e-04 75/224 [=========>....................] - ETA: 0s - loss: 3.9977e-04 115/224 [==============>...............] - ETA: 0s - loss: 3.2598e-04 155/224 [===================>..........] - ETA: 0s - loss: 4.0160e-04 194/224 [========================>.....] - ETA: 0s - loss: 5.3792e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.9748e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.3825e-04 41/224 [====>.........................] - ETA: 0s - loss: 2.2965e-04 81/224 [=========>....................] - ETA: 0s - loss: 4.7069e-04 121/224 [===============>..............] - ETA: 0s - loss: 3.8599e-04 158/224 [====================>.........] - ETA: 0s - loss: 5.6483e-04 190/224 [========================>.....] - ETA: 0s - loss: 5.1004e-04 220/224 [============================>.] - ETA: 0s - loss: 5.0092e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.9468e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.7237e-04 36/224 [===>..........................] - ETA: 0s - loss: 5.7418e-04 74/224 [========>.....................] - ETA: 0s - loss: 5.5503e-04 113/224 [==============>...............] - ETA: 0s - loss: 4.4870e-04 153/224 [===================>..........] - ETA: 0s - loss: 3.8211e-04 192/224 [========================>.....] - ETA: 0s - loss: 3.8332e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.1520e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.5377e-05 40/224 [====>.........................] - ETA: 0s - loss: 7.0038e-04 78/224 [=========>....................] - ETA: 0s - loss: 6.0073e-04 117/224 [==============>...............] - ETA: 0s - loss: 5.4022e-04 158/224 [====================>.........] - ETA: 0s - loss: 5.0561e-04 197/224 [=========================>....] - ETA: 0s - loss: 4.5804e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.4646e-04 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 1, 20 GAN f1 score: 0.952 GAN cohens kappa score: 0.951 -> test with 'LR' LR tn, fp: 551, 9 LR fn, tp: 2, 19 LR f1 score: 0.776 LR cohens kappa score: 0.766 LR average precision score: 0.933 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 3, 18 RF f1 score: 0.923 RF cohens kappa score: 0.920 -> test with 'GB' GB tn, fp: 558, 2 GB fn, tp: 1, 20 GB f1 score: 0.930 GB cohens kappa score: 0.928 -> test with 'KNN' KNN tn, fp: 557, 3 KNN fn, tp: 1, 20 KNN f1 score: 0.909 KNN cohens kappa score: 0.906 ------ Step 2/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 47s - loss: 0.0021 42/224 [====>.........................] - ETA: 0s - loss: 9.9824e-04 79/224 [=========>....................] - ETA: 0s - loss: 9.8480e-04 120/224 [===============>..............] - ETA: 0s - loss: 8.3631e-04 160/224 [====================>.........] - ETA: 0s - loss: 8.5796e-04 196/224 [=========================>....] - ETA: 0s - loss: 7.4004e-04 224/224 [==============================] - 1s 1ms/step - loss: 6.7602e-04 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.9521e-05 36/224 [===>..........................] - ETA: 0s - loss: 3.8103e-04 76/224 [=========>....................] - ETA: 0s - loss: 5.0282e-04 113/224 [==============>...............] - ETA: 0s - loss: 5.2569e-04 154/224 [===================>..........] - ETA: 0s - loss: 5.4116e-04 192/224 [========================>.....] - ETA: 0s - loss: 5.2242e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.2266e-04 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 2.7898e-04 40/224 [====>.........................] - ETA: 0s - loss: 7.3048e-04 77/224 [=========>....................] - ETA: 0s - loss: 6.3006e-04 117/224 [==============>...............] - ETA: 0s - loss: 5.0014e-04 154/224 [===================>..........] - ETA: 0s - loss: 4.7055e-04 192/224 [========================>.....] - ETA: 0s - loss: 4.4747e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.6335e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.6965e-05 41/224 [====>.........................] - ETA: 0s - loss: 6.7568e-04 79/224 [=========>....................] - ETA: 0s - loss: 6.1653e-04 120/224 [===============>..............] - ETA: 0s - loss: 5.7582e-04 162/224 [====================>.........] - ETA: 0s - loss: 4.8729e-04 198/224 [=========================>....] - ETA: 0s - loss: 4.5709e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.7011e-04 Epoch 5/10 1/224 [..............................] - ETA: 1s - loss: 6.3460e-06 40/224 [====>.........................] - ETA: 0s - loss: 5.7042e-04 78/224 [=========>....................] - ETA: 0s - loss: 4.0870e-04 111/224 [=============>................] - ETA: 0s - loss: 3.9018e-04 145/224 [==================>...........] - ETA: 0s - loss: 4.8347e-04 175/224 [======================>.......] - ETA: 0s - loss: 4.5629e-04 213/224 [===========================>..] - ETA: 0s - loss: 4.0410e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.9565e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.0801e-04 41/224 [====>.........................] - ETA: 0s - loss: 4.8783e-04 80/224 [=========>....................] - ETA: 0s - loss: 3.5296e-04 119/224 [==============>...............] - ETA: 0s - loss: 3.3407e-04 159/224 [====================>.........] - ETA: 0s - loss: 3.6853e-04 199/224 [=========================>....] - ETA: 0s - loss: 3.6134e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.6511e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 7.2672e-05 41/224 [====>.........................] - ETA: 0s - loss: 2.8269e-04 80/224 [=========>....................] - ETA: 0s - loss: 2.2625e-04 120/224 [===============>..............] - ETA: 0s - loss: 4.2241e-04 160/224 [====================>.........] - ETA: 0s - loss: 4.3426e-04 200/224 [=========================>....] - ETA: 0s - loss: 4.2571e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.1320e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 7.7817e-04 41/224 [====>.........................] - ETA: 0s - loss: 1.7506e-04 81/224 [=========>....................] - ETA: 0s - loss: 3.3619e-04 121/224 [===============>..............] - ETA: 0s - loss: 3.4395e-04 161/224 [====================>.........] - ETA: 0s - loss: 4.0619e-04 201/224 [=========================>....] - ETA: 0s - loss: 3.5914e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.6812e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 5.8757e-04 40/224 [====>.........................] - ETA: 0s - loss: 2.8072e-04 79/224 [=========>....................] - ETA: 0s - loss: 3.2509e-04 118/224 [==============>...............] - ETA: 0s - loss: 2.8192e-04 157/224 [====================>.........] - ETA: 0s - loss: 2.9217e-04 196/224 [=========================>....] - ETA: 0s - loss: 2.8926e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.0905e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.2580e-04 40/224 [====>.........................] - ETA: 0s - loss: 3.3382e-04 81/224 [=========>....................] - ETA: 0s - loss: 2.7754e-04 121/224 [===============>..............] - ETA: 0s - loss: 2.7007e-04 159/224 [====================>.........] - ETA: 0s - loss: 2.5855e-04 199/224 [=========================>....] - ETA: 0s - loss: 2.8338e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.0304e-04 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 1, 20 GAN f1 score: 0.952 GAN cohens kappa score: 0.951 -> test with 'LR' LR tn, fp: 543, 17 LR fn, tp: 0, 21 LR f1 score: 0.712 LR cohens kappa score: 0.698 LR average precision score: 0.897 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 558, 2 KNN fn, tp: 0, 21 KNN f1 score: 0.955 KNN cohens kappa score: 0.953 ------ Step 2/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 36s - loss: 4.5673e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0092  80/224 [=========>....................] - ETA: 0s - loss: 0.0060 117/224 [==============>...............] - ETA: 0s - loss: 0.0065 151/224 [===================>..........] - ETA: 0s - loss: 0.0070 188/224 [========================>.....] - ETA: 0s - loss: 0.0059 224/224 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 7.4065e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0010  73/224 [========>.....................] - ETA: 0s - loss: 0.0027 109/224 [=============>................] - ETA: 0s - loss: 0.0022 149/224 [==================>...........] - ETA: 0s - loss: 0.0022 189/224 [========================>.....] - ETA: 0s - loss: 0.0026 220/224 [============================>.] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 3.9548e-04 34/224 [===>..........................] - ETA: 0s - loss: 0.0013  64/224 [=======>......................] - ETA: 0s - loss: 0.0014 101/224 [============>.................] - ETA: 0s - loss: 0.0015 140/224 [=================>............] - ETA: 0s - loss: 0.0014 177/224 [======================>.......] - ETA: 0s - loss: 0.0020 216/224 [===========================>..] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.2006e-05 37/224 [===>..........................] - ETA: 0s - loss: 7.1791e-04 77/224 [=========>....................] - ETA: 0s - loss: 7.5187e-04 112/224 [==============>...............] - ETA: 0s - loss: 7.3623e-04 152/224 [===================>..........] - ETA: 0s - loss: 0.0013  185/224 [=======================>......] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 4.3830e-05 41/224 [====>.........................] - ETA: 0s - loss: 6.8793e-04 79/224 [=========>....................] - ETA: 0s - loss: 6.1767e-04 121/224 [===============>..............] - ETA: 0s - loss: 8.6501e-04 158/224 [====================>.........] - ETA: 0s - loss: 8.9755e-04 198/224 [=========================>....] - ETA: 0s - loss: 9.2688e-04 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 6/10 1/224 [..............................] - ETA: 1s - loss: 6.8746e-06 43/224 [====>.........................] - ETA: 0s - loss: 8.9407e-04 83/224 [==========>...................] - ETA: 0s - loss: 0.0012  119/224 [==============>...............] - ETA: 0s - loss: 0.0012 161/224 [====================>.........] - ETA: 0s - loss: 9.9400e-04 197/224 [=========================>....] - ETA: 0s - loss: 0.0014  224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.7365e-06 40/224 [====>.........................] - ETA: 0s - loss: 8.9498e-04 76/224 [=========>....................] - ETA: 0s - loss: 6.5724e-04 117/224 [==============>...............] - ETA: 0s - loss: 8.3139e-04 154/224 [===================>..........] - ETA: 0s - loss: 9.3884e-04 194/224 [========================>.....] - ETA: 0s - loss: 0.0011  224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0174 41/224 [====>.........................] - ETA: 0s - loss: 0.0013 79/224 [=========>....................] - ETA: 0s - loss: 0.0012 117/224 [==============>...............] - ETA: 0s - loss: 0.0012 155/224 [===================>..........] - ETA: 0s - loss: 0.0012 194/224 [========================>.....] - ETA: 0s - loss: 9.7741e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.8346e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0300 42/224 [====>.........................] - ETA: 0s - loss: 0.0017 83/224 [==========>...................] - ETA: 0s - loss: 0.0013 120/224 [===============>..............] - ETA: 0s - loss: 0.0011 155/224 [===================>..........] - ETA: 0s - loss: 0.0012 192/224 [========================>.....] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 9.3980e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.6635e-05 36/224 [===>..........................] - ETA: 0s - loss: 2.2033e-04 73/224 [========>.....................] - ETA: 0s - loss: 9.6257e-04 106/224 [=============>................] - ETA: 0s - loss: 7.9913e-04 145/224 [==================>...........] - ETA: 0s - loss: 6.8933e-04 186/224 [=======================>......] - ETA: 0s - loss: 6.4127e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.8425e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 538, 22 LR fn, tp: 0, 21 LR f1 score: 0.656 LR cohens kappa score: 0.639 LR average precision score: 0.876 -> test with 'RF' RF tn, fp: 559, 1 RF fn, tp: 3, 18 RF f1 score: 0.900 RF cohens kappa score: 0.896 -> test with 'GB' GB tn, fp: 559, 1 GB fn, tp: 1, 20 GB f1 score: 0.952 GB cohens kappa score: 0.951 -> test with 'KNN' KNN tn, fp: 550, 10 KNN fn, tp: 1, 20 KNN f1 score: 0.784 KNN cohens kappa score: 0.775 ------ Step 2/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 31s - loss: 7.1762e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0058  86/224 [==========>...................] - ETA: 0s - loss: 0.0051 121/224 [===============>..............] - ETA: 0s - loss: 0.0059 164/224 [====================>.........] - ETA: 0s - loss: 0.0070 204/224 [==========================>...] - ETA: 0s - loss: 0.0075 224/224 [==============================] - 0s 1ms/step - loss: 0.0068 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 2.5995e-06 44/224 [====>.........................] - ETA: 0s - loss: 0.0062  84/224 [==========>...................] - ETA: 0s - loss: 0.0048 127/224 [================>.............] - ETA: 0s - loss: 0.0049 169/224 [=====================>........] - ETA: 0s - loss: 0.0048 213/224 [===========================>..] - ETA: 0s - loss: 0.0053 224/224 [==============================] - 0s 1ms/step - loss: 0.0059 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 4.5032e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0013  81/224 [=========>....................] - ETA: 0s - loss: 0.0019 124/224 [===============>..............] - ETA: 0s - loss: 0.0046 165/224 [=====================>........] - ETA: 0s - loss: 0.0050 207/224 [==========================>...] - ETA: 0s - loss: 0.0055 224/224 [==============================] - 0s 1ms/step - loss: 0.0051 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.7300e-05 38/224 [====>.........................] - ETA: 0s - loss: 0.0024  81/224 [=========>....................] - ETA: 0s - loss: 0.0032 125/224 [===============>..............] - ETA: 0s - loss: 0.0042 164/224 [====================>.........] - ETA: 0s - loss: 0.0053 196/224 [=========================>....] - ETA: 0s - loss: 0.0049 224/224 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.1088e-05 39/224 [====>.........................] - ETA: 0s - loss: 0.0053  79/224 [=========>....................] - ETA: 0s - loss: 0.0045 117/224 [==============>...............] - ETA: 0s - loss: 0.0034 160/224 [====================>.........] - ETA: 0s - loss: 0.0040 202/224 [==========================>...] - ETA: 0s - loss: 0.0042 224/224 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0011 44/224 [====>.........................] - ETA: 0s - loss: 0.0028 83/224 [==========>...................] - ETA: 0s - loss: 0.0026 126/224 [===============>..............] - ETA: 0s - loss: 0.0039 168/224 [=====================>........] - ETA: 0s - loss: 0.0034 208/224 [==========================>...] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 3.0191e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0041  81/224 [=========>....................] - ETA: 0s - loss: 0.0027 125/224 [===============>..............] - ETA: 0s - loss: 0.0030 165/224 [=====================>........] - ETA: 0s - loss: 0.0039 209/224 [==========================>...] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.5182e-05 40/224 [====>.........................] - ETA: 0s - loss: 0.0044  82/224 [=========>....................] - ETA: 0s - loss: 0.0039 125/224 [===============>..............] - ETA: 0s - loss: 0.0054 164/224 [====================>.........] - ETA: 0s - loss: 0.0048 207/224 [==========================>...] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0040 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 2.0562e-05 39/224 [====>.........................] - ETA: 0s - loss: 0.0031  82/224 [=========>....................] - ETA: 0s - loss: 0.0042 122/224 [===============>..............] - ETA: 0s - loss: 0.0049 163/224 [====================>.........] - ETA: 0s - loss: 0.0040 205/224 [==========================>...] - ETA: 0s - loss: 0.0036 224/224 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.3523e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0030  85/224 [==========>...................] - ETA: 0s - loss: 0.0042 121/224 [===============>..............] - ETA: 0s - loss: 0.0046 164/224 [====================>.........] - ETA: 0s - loss: 0.0041 208/224 [==========================>...] - ETA: 0s - loss: 0.0034 224/224 [==============================] - 0s 1ms/step - loss: 0.0032 -> test with GAN.predict GAN tn, fp: 555, 1 GAN fn, tp: 1, 20 GAN f1 score: 0.952 GAN cohens kappa score: 0.951 -> test with 'LR' LR tn, fp: 538, 18 LR fn, tp: 0, 21 LR f1 score: 0.700 LR cohens kappa score: 0.685 LR average precision score: 0.912 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> test with 'GB' GB tn, fp: 556, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 551, 5 KNN fn, tp: 0, 21 KNN f1 score: 0.894 KNN cohens kappa score: 0.889 ====== Step 3/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 3/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 47s - loss: 7.0290e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0011  84/224 [==========>...................] - ETA: 0s - loss: 0.0010 124/224 [===============>..............] - ETA: 0s - loss: 9.9457e-04 163/224 [====================>.........] - ETA: 0s - loss: 0.0015  196/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 1s 1ms/step - loss: 0.0014 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.9627e-04 37/224 [===>..........................] - ETA: 0s - loss: 7.7148e-04 77/224 [=========>....................] - ETA: 0s - loss: 9.5903e-04 119/224 [==============>...............] - ETA: 0s - loss: 0.0012  163/224 [====================>.........] - ETA: 0s - loss: 0.0011 205/224 [==========================>...] - ETA: 0s - loss: 9.8629e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.3131e-04 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 2.0638e-04 42/224 [====>.........................] - ETA: 0s - loss: 8.2888e-04 83/224 [==========>...................] - ETA: 0s - loss: 6.6419e-04 122/224 [===============>..............] - ETA: 0s - loss: 9.7646e-04 161/224 [====================>.........] - ETA: 0s - loss: 8.9517e-04 200/224 [=========================>....] - ETA: 0s - loss: 8.8675e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.4051e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 6.4218e-05 39/224 [====>.........................] - ETA: 0s - loss: 6.9817e-04 79/224 [=========>....................] - ETA: 0s - loss: 6.5447e-04 117/224 [==============>...............] - ETA: 0s - loss: 5.3541e-04 157/224 [====================>.........] - ETA: 0s - loss: 6.2987e-04 196/224 [=========================>....] - ETA: 0s - loss: 6.0441e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.8435e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 2.8530e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0010  78/224 [=========>....................] - ETA: 0s - loss: 7.5254e-04 118/224 [==============>...............] - ETA: 0s - loss: 7.1309e-04 158/224 [====================>.........] - ETA: 0s - loss: 6.3699e-04 198/224 [=========================>....] - ETA: 0s - loss: 6.0062e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.9067e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 8.8973e-05 39/224 [====>.........................] - ETA: 0s - loss: 4.1227e-04 76/224 [=========>....................] - ETA: 0s - loss: 4.6312e-04 115/224 [==============>...............] - ETA: 0s - loss: 5.6039e-04 154/224 [===================>..........] - ETA: 0s - loss: 5.4285e-04 193/224 [========================>.....] - ETA: 0s - loss: 5.0305e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.0909e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.8962e-06 41/224 [====>.........................] - ETA: 0s - loss: 7.5429e-04 81/224 [=========>....................] - ETA: 0s - loss: 5.0053e-04 120/224 [===============>..............] - ETA: 0s - loss: 4.8739e-04 160/224 [====================>.........] - ETA: 0s - loss: 4.7352e-04 200/224 [=========================>....] - ETA: 0s - loss: 4.7949e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.7097e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.7768e-04 40/224 [====>.........................] - ETA: 0s - loss: 3.4925e-04 79/224 [=========>....................] - ETA: 0s - loss: 3.9113e-04 119/224 [==============>...............] - ETA: 0s - loss: 3.7753e-04 160/224 [====================>.........] - ETA: 0s - loss: 3.8363e-04 199/224 [=========================>....] - ETA: 0s - loss: 3.9390e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.3224e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.2249e-04 38/224 [====>.........................] - ETA: 0s - loss: 4.3469e-04 72/224 [========>.....................] - ETA: 0s - loss: 5.0154e-04 103/224 [============>.................] - ETA: 0s - loss: 4.8978e-04 140/224 [=================>............] - ETA: 0s - loss: 4.4125e-04 180/224 [=======================>......] - ETA: 0s - loss: 3.9259e-04 220/224 [============================>.] - ETA: 0s - loss: 3.5065e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.4577e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.9731e-05 41/224 [====>.........................] - ETA: 0s - loss: 2.3709e-04 81/224 [=========>....................] - ETA: 0s - loss: 3.6347e-04 117/224 [==============>...............] - ETA: 0s - loss: 3.1119e-04 155/224 [===================>..........] - ETA: 0s - loss: 2.8149e-04 188/224 [========================>.....] - ETA: 0s - loss: 3.4505e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.4474e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 546, 14 LR fn, tp: 0, 21 LR f1 score: 0.750 LR cohens kappa score: 0.738 LR average precision score: 0.937 -> test with 'RF' RF tn, fp: 559, 1 RF fn, tp: 2, 19 RF f1 score: 0.927 RF cohens kappa score: 0.924 -> test with 'GB' GB tn, fp: 559, 1 GB fn, tp: 1, 20 GB f1 score: 0.952 GB cohens kappa score: 0.951 -> test with 'KNN' KNN tn, fp: 551, 9 KNN fn, tp: 0, 21 KNN f1 score: 0.824 KNN cohens kappa score: 0.816 ------ Step 3/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 34s - loss: 0.0024 42/224 [====>.........................] - ETA: 0s - loss: 0.0044  83/224 [==========>...................] - ETA: 0s - loss: 0.0057 124/224 [===============>..............] - ETA: 0s - loss: 0.0043 160/224 [====================>.........] - ETA: 0s - loss: 0.0042 194/224 [========================>.....] - ETA: 0s - loss: 0.0038 224/224 [==============================] - 0s 1ms/step - loss: 0.0039 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 6.8131e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0029  79/224 [=========>....................] - ETA: 0s - loss: 0.0031 121/224 [===============>..............] - ETA: 0s - loss: 0.0031 161/224 [====================>.........] - ETA: 0s - loss: 0.0027 201/224 [=========================>....] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0026 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0066 41/224 [====>.........................] - ETA: 0s - loss: 0.0021 80/224 [=========>....................] - ETA: 0s - loss: 0.0023 120/224 [===============>..............] - ETA: 0s - loss: 0.0024 161/224 [====================>.........] - ETA: 0s - loss: 0.0020 202/224 [==========================>...] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 9.4968e-06 38/224 [====>.........................] - ETA: 0s - loss: 0.0033  80/224 [=========>....................] - ETA: 0s - loss: 0.0024 121/224 [===============>..............] - ETA: 0s - loss: 0.0019 162/224 [====================>.........] - ETA: 0s - loss: 0.0019 203/224 [==========================>...] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 8.0334e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0027  81/224 [=========>....................] - ETA: 0s - loss: 0.0024 121/224 [===============>..............] - ETA: 0s - loss: 0.0018 163/224 [====================>.........] - ETA: 0s - loss: 0.0016 203/224 [==========================>...] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0063 42/224 [====>.........................] - ETA: 0s - loss: 0.0021 82/224 [=========>....................] - ETA: 0s - loss: 0.0016 122/224 [===============>..............] - ETA: 0s - loss: 0.0015 164/224 [====================>.........] - ETA: 0s - loss: 0.0015 206/224 [==========================>...] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 7.4911e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0014  84/224 [==========>...................] - ETA: 0s - loss: 0.0016 125/224 [===============>..............] - ETA: 0s - loss: 0.0015 166/224 [=====================>........] - ETA: 0s - loss: 0.0013 206/224 [==========================>...] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.0511e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0012  84/224 [==========>...................] - ETA: 0s - loss: 7.9718e-04 124/224 [===============>..............] - ETA: 0s - loss: 7.1839e-04 164/224 [====================>.........] - ETA: 0s - loss: 9.9381e-04 206/224 [==========================>...] - ETA: 0s - loss: 0.0011  224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.3853e-05 39/224 [====>.........................] - ETA: 0s - loss: 9.7610e-04 73/224 [========>.....................] - ETA: 0s - loss: 9.2566e-04 107/224 [=============>................] - ETA: 0s - loss: 9.2546e-04 143/224 [==================>...........] - ETA: 0s - loss: 9.0740e-04 182/224 [=======================>......] - ETA: 0s - loss: 0.0011  222/224 [============================>.] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.0493e-04 41/224 [====>.........................] - ETA: 0s - loss: 7.8087e-04 82/224 [=========>....................] - ETA: 0s - loss: 5.5689e-04 123/224 [===============>..............] - ETA: 0s - loss: 4.4983e-04 162/224 [====================>.........] - ETA: 0s - loss: 5.5548e-04 202/224 [==========================>...] - ETA: 0s - loss: 9.3345e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.2939e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 2, 19 GAN f1 score: 0.950 GAN cohens kappa score: 0.948 -> test with 'LR' LR tn, fp: 552, 8 LR fn, tp: 1, 20 LR f1 score: 0.816 LR cohens kappa score: 0.808 LR average precision score: 0.896 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 3, 18 RF f1 score: 0.923 RF cohens kappa score: 0.920 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 555, 5 KNN fn, tp: 0, 21 KNN f1 score: 0.894 KNN cohens kappa score: 0.889 ------ Step 3/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 44s - loss: 0.0031 39/224 [====>.........................] - ETA: 0s - loss: 0.0026  79/224 [=========>....................] - ETA: 0s - loss: 0.0016 120/224 [===============>..............] - ETA: 0s - loss: 0.0014 161/224 [====================>.........] - ETA: 0s - loss: 0.0013 201/224 [=========================>....] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 2.7318e-05 36/224 [===>..........................] - ETA: 0s - loss: 0.0012  77/224 [=========>....................] - ETA: 0s - loss: 0.0011 118/224 [==============>...............] - ETA: 0s - loss: 0.0016 159/224 [====================>.........] - ETA: 0s - loss: 0.0016 199/224 [=========================>....] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.0461e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0022  83/224 [==========>...................] - ETA: 0s - loss: 0.0016 125/224 [===============>..............] - ETA: 0s - loss: 0.0014 166/224 [=====================>........] - ETA: 0s - loss: 0.0012 206/224 [==========================>...] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 9.8567e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 5.2108e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0022  74/224 [========>.....................] - ETA: 0s - loss: 0.0016 105/224 [=============>................] - ETA: 0s - loss: 0.0014 136/224 [=================>............] - ETA: 0s - loss: 0.0011 174/224 [======================>.......] - ETA: 0s - loss: 0.0010 214/224 [===========================>..] - ETA: 0s - loss: 9.9763e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.6493e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 3.5749e-05 41/224 [====>.........................] - ETA: 0s - loss: 6.9189e-04 82/224 [=========>....................] - ETA: 0s - loss: 5.5369e-04 122/224 [===============>..............] - ETA: 0s - loss: 5.8682e-04 162/224 [====================>.........] - ETA: 0s - loss: 5.4937e-04 203/224 [==========================>...] - ETA: 0s - loss: 7.7966e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.0216e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 4.2536e-07 43/224 [====>.........................] - ETA: 0s - loss: 5.3549e-04 82/224 [=========>....................] - ETA: 0s - loss: 6.5540e-04 123/224 [===============>..............] - ETA: 0s - loss: 5.4802e-04 163/224 [====================>.........] - ETA: 0s - loss: 7.6514e-04 203/224 [==========================>...] - ETA: 0s - loss: 6.8595e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.5462e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 6.9088e-05 40/224 [====>.........................] - ETA: 0s - loss: 4.1574e-04 81/224 [=========>....................] - ETA: 0s - loss: 4.0303e-04 122/224 [===============>..............] - ETA: 0s - loss: 4.0467e-04 163/224 [====================>.........] - ETA: 0s - loss: 6.2006e-04 203/224 [==========================>...] - ETA: 0s - loss: 5.7838e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.6349e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0029 40/224 [====>.........................] - ETA: 0s - loss: 6.1722e-04 79/224 [=========>....................] - ETA: 0s - loss: 3.8721e-04 116/224 [==============>...............] - ETA: 0s - loss: 4.2572e-04 155/224 [===================>..........] - ETA: 0s - loss: 3.7875e-04 195/224 [=========================>....] - ETA: 0s - loss: 4.8950e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.0192e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 9.0298e-05 42/224 [====>.........................] - ETA: 0s - loss: 4.8401e-04 81/224 [=========>....................] - ETA: 0s - loss: 4.5716e-04 118/224 [==============>...............] - ETA: 0s - loss: 5.2146e-04 159/224 [====================>.........] - ETA: 0s - loss: 4.4676e-04 200/224 [=========================>....] - ETA: 0s - loss: 4.3496e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.1433e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 9.6707e-06 41/224 [====>.........................] - ETA: 0s - loss: 3.2605e-04 81/224 [=========>....................] - ETA: 0s - loss: 3.4566e-04 122/224 [===============>..............] - ETA: 0s - loss: 4.9742e-04 163/224 [====================>.........] - ETA: 0s - loss: 4.3747e-04 203/224 [==========================>...] - ETA: 0s - loss: 3.8530e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.5964e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 539, 21 LR fn, tp: 1, 20 LR f1 score: 0.645 LR cohens kappa score: 0.627 LR average precision score: 0.870 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 3, 18 RF f1 score: 0.923 RF cohens kappa score: 0.920 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 554, 6 KNN fn, tp: 0, 21 KNN f1 score: 0.875 KNN cohens kappa score: 0.870 ------ Step 3/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 41s - loss: 3.8366e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0030  81/224 [=========>....................] - ETA: 0s - loss: 0.0023 121/224 [===============>..............] - ETA: 0s - loss: 0.0033 162/224 [====================>.........] - ETA: 0s - loss: 0.0029 201/224 [=========================>....] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0026 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 6.1409e-05 38/224 [====>.........................] - ETA: 0s - loss: 0.0014  78/224 [=========>....................] - ETA: 0s - loss: 0.0018 118/224 [==============>...............] - ETA: 0s - loss: 0.0018 158/224 [====================>.........] - ETA: 0s - loss: 0.0018 199/224 [=========================>....] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 2.9851e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0016  80/224 [=========>....................] - ETA: 0s - loss: 0.0013 115/224 [==============>...............] - ETA: 0s - loss: 0.0014 149/224 [==================>...........] - ETA: 0s - loss: 0.0013 185/224 [=======================>......] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 3.0995e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0013  82/224 [=========>....................] - ETA: 0s - loss: 0.0013 124/224 [===============>..............] - ETA: 0s - loss: 0.0013 162/224 [====================>.........] - ETA: 0s - loss: 0.0012 202/224 [==========================>...] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.5229e-04 42/224 [====>.........................] - ETA: 0s - loss: 5.8003e-04 82/224 [=========>....................] - ETA: 0s - loss: 6.4990e-04 123/224 [===============>..............] - ETA: 0s - loss: 8.0544e-04 164/224 [====================>.........] - ETA: 0s - loss: 8.8543e-04 206/224 [==========================>...] - ETA: 0s - loss: 9.4454e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.3319e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.2132e-05 41/224 [====>.........................] - ETA: 0s - loss: 9.9517e-04 80/224 [=========>....................] - ETA: 0s - loss: 8.8501e-04 118/224 [==============>...............] - ETA: 0s - loss: 7.9477e-04 159/224 [====================>.........] - ETA: 0s - loss: 7.1284e-04 200/224 [=========================>....] - ETA: 0s - loss: 7.6846e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.0892e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.3338e-05 43/224 [====>.........................] - ETA: 0s - loss: 5.2369e-04 80/224 [=========>....................] - ETA: 0s - loss: 7.9473e-04 120/224 [===============>..............] - ETA: 0s - loss: 7.8038e-04 161/224 [====================>.........] - ETA: 0s - loss: 8.1870e-04 201/224 [=========================>....] - ETA: 0s - loss: 7.3401e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.1007e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 8.3128e-06 42/224 [====>.........................] - ETA: 0s - loss: 7.7943e-04 83/224 [==========>...................] - ETA: 0s - loss: 6.1004e-04 124/224 [===============>..............] - ETA: 0s - loss: 5.4483e-04 165/224 [=====================>........] - ETA: 0s - loss: 6.2123e-04 201/224 [=========================>....] - ETA: 0s - loss: 5.9852e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.3442e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0013 41/224 [====>.........................] - ETA: 0s - loss: 3.1516e-04 80/224 [=========>....................] - ETA: 0s - loss: 4.8944e-04 119/224 [==============>...............] - ETA: 0s - loss: 5.3714e-04 160/224 [====================>.........] - ETA: 0s - loss: 5.5996e-04 202/224 [==========================>...] - ETA: 0s - loss: 5.7112e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.6107e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.3024e-05 42/224 [====>.........................] - ETA: 0s - loss: 2.4556e-04 83/224 [==========>...................] - ETA: 0s - loss: 2.6720e-04 122/224 [===============>..............] - ETA: 0s - loss: 3.9672e-04 163/224 [====================>.........] - ETA: 0s - loss: 5.0135e-04 200/224 [=========================>....] - ETA: 0s - loss: 5.0886e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.8160e-04 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 0, 21 GAN f1 score: 0.977 GAN cohens kappa score: 0.976 -> test with 'LR' LR tn, fp: 545, 15 LR fn, tp: 1, 20 LR f1 score: 0.714 LR cohens kappa score: 0.701 LR average precision score: 0.947 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 557, 3 KNN fn, tp: 0, 21 KNN f1 score: 0.933 KNN cohens kappa score: 0.931 ------ Step 3/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 34s - loss: 3.5596e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0038  84/224 [==========>...................] - ETA: 0s - loss: 0.0031 125/224 [===============>..............] - ETA: 0s - loss: 0.0054 168/224 [=====================>........] - ETA: 0s - loss: 0.0056 208/224 [==========================>...] - ETA: 0s - loss: 0.0050 224/224 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 4.2420e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0060  84/224 [==========>...................] - ETA: 0s - loss: 0.0061 127/224 [================>.............] - ETA: 0s - loss: 0.0048 169/224 [=====================>........] - ETA: 0s - loss: 0.0039 213/224 [===========================>..] - ETA: 0s - loss: 0.0050 224/224 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0012 44/224 [====>.........................] - ETA: 0s - loss: 0.0052 86/224 [==========>...................] - ETA: 0s - loss: 0.0039 131/224 [================>.............] - ETA: 0s - loss: 0.0043 172/224 [======================>.......] - ETA: 0s - loss: 0.0051 208/224 [==========================>...] - ETA: 0s - loss: 0.0045 224/224 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 3.6730e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0014  81/224 [=========>....................] - ETA: 0s - loss: 0.0014 122/224 [===============>..............] - ETA: 0s - loss: 0.0027 165/224 [=====================>........] - ETA: 0s - loss: 0.0035 205/224 [==========================>...] - ETA: 0s - loss: 0.0042 224/224 [==============================] - 0s 1ms/step - loss: 0.0042 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 9.6090e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0022  85/224 [==========>...................] - ETA: 0s - loss: 0.0017 125/224 [===============>..............] - ETA: 0s - loss: 0.0026 168/224 [=====================>........] - ETA: 0s - loss: 0.0026 211/224 [===========================>..] - ETA: 0s - loss: 0.0042 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0357 43/224 [====>.........................] - ETA: 0s - loss: 0.0057 83/224 [==========>...................] - ETA: 0s - loss: 0.0041 120/224 [===============>..............] - ETA: 0s - loss: 0.0045 155/224 [===================>..........] - ETA: 0s - loss: 0.0039 193/224 [========================>.....] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 6.7528e-05 44/224 [====>.........................] - ETA: 0s - loss: 6.4318e-04 80/224 [=========>....................] - ETA: 0s - loss: 0.0025  121/224 [===============>..............] - ETA: 0s - loss: 0.0036 162/224 [====================>.........] - ETA: 0s - loss: 0.0044 203/224 [==========================>...] - ETA: 0s - loss: 0.0040 224/224 [==============================] - 0s 1ms/step - loss: 0.0037 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 4.3359e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0015  87/224 [==========>...................] - ETA: 0s - loss: 0.0012 129/224 [================>.............] - ETA: 0s - loss: 0.0011 170/224 [=====================>........] - ETA: 0s - loss: 0.0027 212/224 [===========================>..] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0033 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 7.3894e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0059  84/224 [==========>...................] - ETA: 0s - loss: 0.0039 126/224 [===============>..............] - ETA: 0s - loss: 0.0036 167/224 [=====================>........] - ETA: 0s - loss: 0.0040 208/224 [==========================>...] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0033 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.2649e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0068  85/224 [==========>...................] - ETA: 0s - loss: 0.0058 125/224 [===============>..............] - ETA: 0s - loss: 0.0041 168/224 [=====================>........] - ETA: 0s - loss: 0.0042 205/224 [==========================>...] - ETA: 0s - loss: 0.0036 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 -> test with GAN.predict GAN tn, fp: 550, 6 GAN fn, tp: 0, 21 GAN f1 score: 0.875 GAN cohens kappa score: 0.870 -> test with 'LR' LR tn, fp: 533, 23 LR fn, tp: 0, 21 LR f1 score: 0.646 LR cohens kappa score: 0.628 LR average precision score: 0.906 -> test with 'RF' RF tn, fp: 555, 1 RF fn, tp: 0, 21 RF f1 score: 0.977 RF cohens kappa score: 0.976 -> test with 'GB' GB tn, fp: 555, 1 GB fn, tp: 0, 21 GB f1 score: 0.977 GB cohens kappa score: 0.976 -> test with 'KNN' KNN tn, fp: 547, 9 KNN fn, tp: 0, 21 KNN f1 score: 0.824 KNN cohens kappa score: 0.816 ====== Step 4/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 4/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 43s - loss: 1.9654e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0075  83/224 [==========>...................] - ETA: 0s - loss: 0.0051 123/224 [===============>..............] - ETA: 0s - loss: 0.0044 162/224 [====================>.........] - ETA: 0s - loss: 0.0045 203/224 [==========================>...] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0050 42/224 [====>.........................] - ETA: 0s - loss: 0.0032 83/224 [==========>...................] - ETA: 0s - loss: 0.0024 121/224 [===============>..............] - ETA: 0s - loss: 0.0020 161/224 [====================>.........] - ETA: 0s - loss: 0.0018 202/224 [==========================>...] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 2.1782e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0033  83/224 [==========>...................] - ETA: 0s - loss: 0.0024 123/224 [===============>..............] - ETA: 0s - loss: 0.0023 161/224 [====================>.........] - ETA: 0s - loss: 0.0026 198/224 [=========================>....] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.5391e-05 36/224 [===>..........................] - ETA: 0s - loss: 3.9607e-04 72/224 [========>.....................] - ETA: 0s - loss: 0.0012  111/224 [=============>................] - ETA: 0s - loss: 9.6158e-04 150/224 [===================>..........] - ETA: 0s - loss: 0.0017  190/224 [========================>.....] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.8143e-05 38/224 [====>.........................] - ETA: 0s - loss: 0.0021  79/224 [=========>....................] - ETA: 0s - loss: 0.0016 120/224 [===============>..............] - ETA: 0s - loss: 0.0019 160/224 [====================>.........] - ETA: 0s - loss: 0.0017 201/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.5590e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0027  82/224 [=========>....................] - ETA: 0s - loss: 0.0017 123/224 [===============>..............] - ETA: 0s - loss: 0.0017 163/224 [====================>.........] - ETA: 0s - loss: 0.0017 204/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 8.0731e-04 39/224 [====>.........................] - ETA: 0s - loss: 5.1186e-04 75/224 [=========>....................] - ETA: 0s - loss: 3.8916e-04 112/224 [==============>...............] - ETA: 0s - loss: 0.0016  152/224 [===================>..........] - ETA: 0s - loss: 0.0013 191/224 [========================>.....] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0015 40/224 [====>.........................] - ETA: 0s - loss: 7.2814e-04 81/224 [=========>....................] - ETA: 0s - loss: 6.2846e-04 121/224 [===============>..............] - ETA: 0s - loss: 7.1219e-04 162/224 [====================>.........] - ETA: 0s - loss: 6.2200e-04 202/224 [==========================>...] - ETA: 0s - loss: 8.6482e-04 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0046 40/224 [====>.........................] - ETA: 0s - loss: 5.1265e-04 80/224 [=========>....................] - ETA: 0s - loss: 5.9931e-04 119/224 [==============>...............] - ETA: 0s - loss: 0.0010  160/224 [====================>.........] - ETA: 0s - loss: 9.5807e-04 200/224 [=========================>....] - ETA: 0s - loss: 9.2262e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.9183e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.6670e-04 42/224 [====>.........................] - ETA: 0s - loss: 3.3852e-04 81/224 [=========>....................] - ETA: 0s - loss: 6.3704e-04 120/224 [===============>..............] - ETA: 0s - loss: 5.2011e-04 161/224 [====================>.........] - ETA: 0s - loss: 4.9605e-04 202/224 [==========================>...] - ETA: 0s - loss: 8.2501e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.9942e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 550, 10 LR fn, tp: 1, 20 LR f1 score: 0.784 LR cohens kappa score: 0.775 LR average precision score: 0.935 -> test with 'RF' RF tn, fp: 558, 2 RF fn, tp: 0, 21 RF f1 score: 0.955 RF cohens kappa score: 0.953 -> test with 'GB' GB tn, fp: 558, 2 GB fn, tp: 0, 21 GB f1 score: 0.955 GB cohens kappa score: 0.953 -> test with 'KNN' KNN tn, fp: 553, 7 KNN fn, tp: 0, 21 KNN f1 score: 0.857 KNN cohens kappa score: 0.851 ------ Step 4/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 45s - loss: 3.0584e-04 34/224 [===>..........................] - ETA: 0s - loss: 0.0014  69/224 [========>.....................] - ETA: 0s - loss: 0.0019 107/224 [=============>................] - ETA: 0s - loss: 0.0029 147/224 [==================>...........] - ETA: 0s - loss: 0.0031 186/224 [=======================>......] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 1s 1ms/step - loss: 0.0023 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0023 40/224 [====>.........................] - ETA: 0s - loss: 8.6431e-04 80/224 [=========>....................] - ETA: 0s - loss: 0.0021  118/224 [==============>...............] - ETA: 0s - loss: 0.0021 158/224 [====================>.........] - ETA: 0s - loss: 0.0017 198/224 [=========================>....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.1864e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0022  82/224 [=========>....................] - ETA: 0s - loss: 0.0017 117/224 [==============>...............] - ETA: 0s - loss: 0.0014 150/224 [===================>..........] - ETA: 0s - loss: 0.0015 184/224 [=======================>......] - ETA: 0s - loss: 0.0014 218/224 [============================>.] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0011 41/224 [====>.........................] - ETA: 0s - loss: 0.0014 82/224 [=========>....................] - ETA: 0s - loss: 9.7095e-04 117/224 [==============>...............] - ETA: 0s - loss: 8.3428e-04 153/224 [===================>..........] - ETA: 0s - loss: 0.0012  189/224 [========================>.....] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 8.1264e-06 40/224 [====>.........................] - ETA: 0s - loss: 6.9278e-04 81/224 [=========>....................] - ETA: 0s - loss: 8.7818e-04 119/224 [==============>...............] - ETA: 0s - loss: 8.0218e-04 157/224 [====================>.........] - ETA: 0s - loss: 0.0012  197/224 [=========================>....] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 7.4500e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0019  83/224 [==========>...................] - ETA: 0s - loss: 0.0014 121/224 [===============>..............] - ETA: 0s - loss: 0.0010 159/224 [====================>.........] - ETA: 0s - loss: 9.3673e-04 197/224 [=========================>....] - ETA: 0s - loss: 9.7892e-04 224/224 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.5063e-06 41/224 [====>.........................] - ETA: 0s - loss: 2.6471e-04 81/224 [=========>....................] - ETA: 0s - loss: 5.8733e-04 122/224 [===============>..............] - ETA: 0s - loss: 5.4675e-04 162/224 [====================>.........] - ETA: 0s - loss: 7.7136e-04 202/224 [==========================>...] - ETA: 0s - loss: 9.0455e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.9835e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 6.6957e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0013  73/224 [========>.....................] - ETA: 0s - loss: 0.0010 108/224 [=============>................] - ETA: 0s - loss: 8.2407e-04 144/224 [==================>...........] - ETA: 0s - loss: 9.1184e-04 184/224 [=======================>......] - ETA: 0s - loss: 8.5170e-04 223/224 [============================>.] - ETA: 0s - loss: 8.1748e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.1529e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.0277e-04 41/224 [====>.........................] - ETA: 0s - loss: 7.1841e-04 80/224 [=========>....................] - ETA: 0s - loss: 7.9552e-04 121/224 [===============>..............] - ETA: 0s - loss: 6.8414e-04 161/224 [====================>.........] - ETA: 0s - loss: 7.1081e-04 200/224 [=========================>....] - ETA: 0s - loss: 7.0162e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.6919e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 9.7979e-07 41/224 [====>.........................] - ETA: 0s - loss: 9.2333e-04 81/224 [=========>....................] - ETA: 0s - loss: 6.2853e-04 120/224 [===============>..............] - ETA: 0s - loss: 6.3207e-04 161/224 [====================>.........] - ETA: 0s - loss: 7.0781e-04 200/224 [=========================>....] - ETA: 0s - loss: 6.5695e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.8874e-04 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 0, 21 GAN f1 score: 0.977 GAN cohens kappa score: 0.976 -> test with 'LR' LR tn, fp: 538, 22 LR fn, tp: 0, 21 LR f1 score: 0.656 LR cohens kappa score: 0.639 LR average precision score: 0.958 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 1, 20 GB f1 score: 0.976 GB cohens kappa score: 0.975 -> test with 'KNN' KNN tn, fp: 554, 6 KNN fn, tp: 0, 21 KNN f1 score: 0.875 KNN cohens kappa score: 0.870 ------ Step 4/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 50s - loss: 3.9887e-05 34/224 [===>..........................] - ETA: 0s - loss: 0.0018  72/224 [========>.....................] - ETA: 0s - loss: 0.0022 108/224 [=============>................] - ETA: 0s - loss: 0.0018 144/224 [==================>...........] - ETA: 0s - loss: 0.0018 180/224 [=======================>......] - ETA: 0s - loss: 0.0019 215/224 [===========================>..] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 1s 1ms/step - loss: 0.0018 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 9.6975e-05 33/224 [===>..........................] - ETA: 0s - loss: 0.0012  69/224 [========>.....................] - ETA: 0s - loss: 9.8182e-04 103/224 [============>.................] - ETA: 0s - loss: 8.6992e-04 138/224 [=================>............] - ETA: 0s - loss: 0.0015  174/224 [======================>.......] - ETA: 0s - loss: 0.0013 204/224 [==========================>...] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 2.8763e-04 36/224 [===>..........................] - ETA: 0s - loss: 9.7488e-04 70/224 [========>.....................] - ETA: 0s - loss: 8.8657e-04 105/224 [=============>................] - ETA: 0s - loss: 9.4929e-04 140/224 [=================>............] - ETA: 0s - loss: 0.0012  177/224 [======================>.......] - ETA: 0s - loss: 0.0011 216/224 [===========================>..] - ETA: 0s - loss: 9.9943e-04 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.1347e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0021  72/224 [========>.....................] - ETA: 0s - loss: 0.0013 109/224 [=============>................] - ETA: 0s - loss: 9.7658e-04 145/224 [==================>...........] - ETA: 0s - loss: 9.7766e-04 182/224 [=======================>......] - ETA: 0s - loss: 0.0012  218/224 [============================>.] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 7.2233e-05 34/224 [===>..........................] - ETA: 0s - loss: 9.5133e-04 63/224 [=======>......................] - ETA: 0s - loss: 8.2442e-04 95/224 [===========>..................] - ETA: 0s - loss: 7.3744e-04 134/224 [================>.............] - ETA: 0s - loss: 8.0317e-04 169/224 [=====================>........] - ETA: 0s - loss: 8.7126e-04 204/224 [==========================>...] - ETA: 0s - loss: 0.0010  224/224 [==============================] - 0s 1ms/step - loss: 9.5091e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.1177e-05 29/224 [==>...........................] - ETA: 0s - loss: 0.0017  59/224 [======>.......................] - ETA: 0s - loss: 0.0016 89/224 [==========>...................] - ETA: 0s - loss: 0.0012 122/224 [===============>..............] - ETA: 0s - loss: 0.0011 159/224 [====================>.........] - ETA: 0s - loss: 9.4634e-04 195/224 [=========================>....] - ETA: 0s - loss: 8.0509e-04 224/224 [==============================] - 0s 2ms/step - loss: 7.9031e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 5.1550e-06 34/224 [===>..........................] - ETA: 0s - loss: 9.0142e-04 66/224 [=======>......................] - ETA: 0s - loss: 9.9699e-04 101/224 [============>.................] - ETA: 0s - loss: 9.1488e-04 135/224 [=================>............] - ETA: 0s - loss: 8.7602e-04 164/224 [====================>.........] - ETA: 0s - loss: 7.9773e-04 197/224 [=========================>....] - ETA: 0s - loss: 7.6238e-04 224/224 [==============================] - 0s 2ms/step - loss: 6.8278e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 4.2551e-06 33/224 [===>..........................] - ETA: 0s - loss: 2.5789e-04 65/224 [=======>......................] - ETA: 0s - loss: 2.2340e-04 99/224 [============>.................] - ETA: 0s - loss: 4.4870e-04 136/224 [=================>............] - ETA: 0s - loss: 5.4061e-04 174/224 [======================>.......] - ETA: 0s - loss: 5.6544e-04 208/224 [==========================>...] - ETA: 0s - loss: 5.4848e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.8422e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 7.3882e-05 38/224 [====>.........................] - ETA: 0s - loss: 4.5196e-04 74/224 [========>.....................] - ETA: 0s - loss: 5.0252e-04 111/224 [=============>................] - ETA: 0s - loss: 7.5887e-04 146/224 [==================>...........] - ETA: 0s - loss: 7.3331e-04 181/224 [=======================>......] - ETA: 0s - loss: 6.7132e-04 216/224 [===========================>..] - ETA: 0s - loss: 5.7987e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.7542e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 6.5849e-04 36/224 [===>..........................] - ETA: 0s - loss: 4.6767e-04 72/224 [========>.....................] - ETA: 0s - loss: 3.3811e-04 107/224 [=============>................] - ETA: 0s - loss: 3.6807e-04 142/224 [==================>...........] - ETA: 0s - loss: 3.9965e-04 177/224 [======================>.......] - ETA: 0s - loss: 4.0216e-04 213/224 [===========================>..] - ETA: 0s - loss: 4.5951e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.8604e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 3, 18 GAN f1 score: 0.923 GAN cohens kappa score: 0.920 -> test with 'LR' LR tn, fp: 546, 14 LR fn, tp: 5, 16 LR f1 score: 0.627 LR cohens kappa score: 0.611 LR average precision score: 0.813 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 6, 15 RF f1 score: 0.833 RF cohens kappa score: 0.828 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 4, 17 GB f1 score: 0.895 GB cohens kappa score: 0.891 -> test with 'KNN' KNN tn, fp: 553, 7 KNN fn, tp: 1, 20 KNN f1 score: 0.833 KNN cohens kappa score: 0.826 ------ Step 4/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 38s - loss: 0.0127 41/224 [====>.........................] - ETA: 0s - loss: 0.0022  81/224 [=========>....................] - ETA: 0s - loss: 0.0023 122/224 [===============>..............] - ETA: 0s - loss: 0.0018 161/224 [====================>.........] - ETA: 0s - loss: 0.0018 202/224 [==========================>...] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 2.2542e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0018  82/224 [=========>....................] - ETA: 0s - loss: 0.0012 123/224 [===============>..............] - ETA: 0s - loss: 0.0017 165/224 [=====================>........] - ETA: 0s - loss: 0.0021 205/224 [==========================>...] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.4888e-04 41/224 [====>.........................] - ETA: 0s - loss: 6.9693e-04 82/224 [=========>....................] - ETA: 0s - loss: 0.0013  122/224 [===============>..............] - ETA: 0s - loss: 0.0013 162/224 [====================>.........] - ETA: 0s - loss: 0.0013 199/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.0102e-05 38/224 [====>.........................] - ETA: 0s - loss: 0.0016  79/224 [=========>....................] - ETA: 0s - loss: 0.0012 119/224 [==============>...............] - ETA: 0s - loss: 0.0015 160/224 [====================>.........] - ETA: 0s - loss: 0.0014 199/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.5335e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0019  80/224 [=========>....................] - ETA: 0s - loss: 0.0016 120/224 [===============>..............] - ETA: 0s - loss: 0.0014 160/224 [====================>.........] - ETA: 0s - loss: 0.0017 196/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.4735e-05 35/224 [===>..........................] - ETA: 0s - loss: 0.0013  74/224 [========>.....................] - ETA: 0s - loss: 0.0010 112/224 [==============>...............] - ETA: 0s - loss: 0.0011 151/224 [===================>..........] - ETA: 0s - loss: 0.0010 191/224 [========================>.....] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 2.7671e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0012  75/224 [=========>....................] - ETA: 0s - loss: 0.0012 112/224 [==============>...............] - ETA: 0s - loss: 9.5216e-04 153/224 [===================>..........] - ETA: 0s - loss: 7.7015e-04 194/224 [========================>.....] - ETA: 0s - loss: 8.1235e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.3393e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.8966e-04 41/224 [====>.........................] - ETA: 0s - loss: 5.2410e-04 82/224 [=========>....................] - ETA: 0s - loss: 5.2039e-04 122/224 [===============>..............] - ETA: 0s - loss: 9.2667e-04 161/224 [====================>.........] - ETA: 0s - loss: 8.5834e-04 201/224 [=========================>....] - ETA: 0s - loss: 7.8138e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.7974e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.7043e-05 42/224 [====>.........................] - ETA: 0s - loss: 5.8420e-04 83/224 [==========>...................] - ETA: 0s - loss: 5.4609e-04 124/224 [===============>..............] - ETA: 0s - loss: 6.7235e-04 165/224 [=====================>........] - ETA: 0s - loss: 6.1784e-04 207/224 [==========================>...] - ETA: 0s - loss: 6.7520e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.0512e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.7278e-04 42/224 [====>.........................] - ETA: 0s - loss: 5.3105e-04 80/224 [=========>....................] - ETA: 0s - loss: 7.1914e-04 119/224 [==============>...............] - ETA: 0s - loss: 7.0439e-04 158/224 [====================>.........] - ETA: 0s - loss: 7.4246e-04 197/224 [=========================>....] - ETA: 0s - loss: 7.5817e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.5992e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 540, 20 LR fn, tp: 0, 21 LR f1 score: 0.677 LR cohens kappa score: 0.661 LR average precision score: 0.913 -> test with 'RF' RF tn, fp: 559, 1 RF fn, tp: 1, 20 RF f1 score: 0.952 RF cohens kappa score: 0.951 -> test with 'GB' GB tn, fp: 559, 1 GB fn, tp: 1, 20 GB f1 score: 0.952 GB cohens kappa score: 0.951 -> test with 'KNN' KNN tn, fp: 554, 6 KNN fn, tp: 1, 20 KNN f1 score: 0.851 KNN cohens kappa score: 0.845 ------ Step 4/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 36s - loss: 1.0723e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0021  86/224 [==========>...................] - ETA: 0s - loss: 0.0021 130/224 [================>.............] - ETA: 0s - loss: 0.0019 173/224 [======================>.......] - ETA: 0s - loss: 0.0016 215/224 [===========================>..] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0026 45/224 [=====>........................] - ETA: 0s - loss: 0.0012 88/224 [==========>...................] - ETA: 0s - loss: 0.0011 132/224 [================>.............] - ETA: 0s - loss: 0.0011 177/224 [======================>.......] - ETA: 0s - loss: 0.0014 220/224 [============================>.] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.1610e-04 45/224 [=====>........................] - ETA: 0s - loss: 9.5272e-04 88/224 [==========>...................] - ETA: 0s - loss: 0.0017  131/224 [================>.............] - ETA: 0s - loss: 0.0015 176/224 [======================>.......] - ETA: 0s - loss: 0.0014 220/224 [============================>.] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.3858e-04 45/224 [=====>........................] - ETA: 0s - loss: 3.6742e-04 88/224 [==========>...................] - ETA: 0s - loss: 5.4274e-04 132/224 [================>.............] - ETA: 0s - loss: 7.1327e-04 175/224 [======================>.......] - ETA: 0s - loss: 6.6174e-04 219/224 [============================>.] - ETA: 0s - loss: 0.0011  224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 5.0020e-04 46/224 [=====>........................] - ETA: 0s - loss: 6.0816e-04 89/224 [==========>...................] - ETA: 0s - loss: 5.2879e-04 133/224 [================>.............] - ETA: 0s - loss: 4.7501e-04 177/224 [======================>.......] - ETA: 0s - loss: 9.3626e-04 219/224 [============================>.] - ETA: 0s - loss: 0.0011  224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 7.0247e-06 45/224 [=====>........................] - ETA: 0s - loss: 3.6358e-04 84/224 [==========>...................] - ETA: 0s - loss: 8.5418e-04 123/224 [===============>..............] - ETA: 0s - loss: 8.0533e-04 159/224 [====================>.........] - ETA: 0s - loss: 0.0011  200/224 [=========================>....] - ETA: 0s - loss: 9.9206e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.8106e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 4.7965e-04 44/224 [====>.........................] - ETA: 0s - loss: 7.5618e-04 84/224 [==========>...................] - ETA: 0s - loss: 5.8907e-04 121/224 [===============>..............] - ETA: 0s - loss: 4.9585e-04 162/224 [====================>.........] - ETA: 0s - loss: 4.8464e-04 205/224 [==========================>...] - ETA: 0s - loss: 7.0547e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.0077e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.3656e-05 46/224 [=====>........................] - ETA: 0s - loss: 4.5695e-04 89/224 [==========>...................] - ETA: 0s - loss: 4.5732e-04 132/224 [================>.............] - ETA: 0s - loss: 4.7410e-04 177/224 [======================>.......] - ETA: 0s - loss: 4.9848e-04 220/224 [============================>.] - ETA: 0s - loss: 7.1252e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.0678e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.7682e-04 44/224 [====>.........................] - ETA: 0s - loss: 8.4710e-04 88/224 [==========>...................] - ETA: 0s - loss: 0.0012  132/224 [================>.............] - ETA: 0s - loss: 0.0010 177/224 [======================>.......] - ETA: 0s - loss: 8.1253e-04 220/224 [============================>.] - ETA: 0s - loss: 8.8659e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.8291e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.7720e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0011  86/224 [==========>...................] - ETA: 0s - loss: 7.7561e-04 129/224 [================>.............] - ETA: 0s - loss: 6.2867e-04 171/224 [=====================>........] - ETA: 0s - loss: 6.5772e-04 215/224 [===========================>..] - ETA: 0s - loss: 6.5551e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.4413e-04 -> test with GAN.predict GAN tn, fp: 555, 1 GAN fn, tp: 2, 19 GAN f1 score: 0.927 GAN cohens kappa score: 0.924 -> test with 'LR' LR tn, fp: 547, 9 LR fn, tp: 1, 20 LR f1 score: 0.800 LR cohens kappa score: 0.791 LR average precision score: 0.926 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 3, 18 RF f1 score: 0.923 RF cohens kappa score: 0.920 -> test with 'GB' GB tn, fp: 556, 0 GB fn, tp: 2, 19 GB f1 score: 0.950 GB cohens kappa score: 0.948 -> test with 'KNN' KNN tn, fp: 551, 5 KNN fn, tp: 0, 21 KNN f1 score: 0.894 KNN cohens kappa score: 0.889 ====== Step 5/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 5/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 48s - loss: 0.0419 37/224 [===>..........................] - ETA: 0s - loss: 0.0210  78/224 [=========>....................] - ETA: 0s - loss: 0.0110 120/224 [===============>..............] - ETA: 0s - loss: 0.0099 157/224 [====================>.........] - ETA: 0s - loss: 0.0098 198/224 [=========================>....] - ETA: 0s - loss: 0.0084 224/224 [==============================] - 1s 1ms/step - loss: 0.0089 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.3118e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0032  77/224 [=========>....................] - ETA: 0s - loss: 0.0058 114/224 [==============>...............] - ETA: 0s - loss: 0.0093 155/224 [===================>..........] - ETA: 0s - loss: 0.0094 193/224 [========================>.....] - ETA: 0s - loss: 0.0087 224/224 [==============================] - 0s 1ms/step - loss: 0.0083 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.3179e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0096  76/224 [=========>....................] - ETA: 0s - loss: 0.0104 118/224 [==============>...............] - ETA: 0s - loss: 0.0086 157/224 [====================>.........] - ETA: 0s - loss: 0.0074 193/224 [========================>.....] - ETA: 0s - loss: 0.0067 224/224 [==============================] - 0s 1ms/step - loss: 0.0070 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0558 42/224 [====>.........................] - ETA: 0s - loss: 0.0157 78/224 [=========>....................] - ETA: 0s - loss: 0.0100 117/224 [==============>...............] - ETA: 0s - loss: 0.0101 153/224 [===================>..........] - ETA: 0s - loss: 0.0083 193/224 [========================>.....] - ETA: 0s - loss: 0.0076 224/224 [==============================] - 0s 1ms/step - loss: 0.0070 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0016 39/224 [====>.........................] - ETA: 0s - loss: 0.0103 80/224 [=========>....................] - ETA: 0s - loss: 0.0112 119/224 [==============>...............] - ETA: 0s - loss: 0.0084 156/224 [===================>..........] - ETA: 0s - loss: 0.0072 195/224 [=========================>....] - ETA: 0s - loss: 0.0072 224/224 [==============================] - 0s 1ms/step - loss: 0.0065 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 4.6321e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0064  80/224 [=========>....................] - ETA: 0s - loss: 0.0044 117/224 [==============>...............] - ETA: 0s - loss: 0.0051 158/224 [====================>.........] - ETA: 0s - loss: 0.0049 195/224 [=========================>....] - ETA: 0s - loss: 0.0055 224/224 [==============================] - 0s 1ms/step - loss: 0.0057 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 0.0248 42/224 [====>.........................] - ETA: 0s - loss: 0.0056 77/224 [=========>....................] - ETA: 0s - loss: 0.0079 109/224 [=============>................] - ETA: 0s - loss: 0.0072 139/224 [=================>............] - ETA: 0s - loss: 0.0060 169/224 [=====================>........] - ETA: 0s - loss: 0.0060 206/224 [==========================>...] - ETA: 0s - loss: 0.0053 224/224 [==============================] - 0s 1ms/step - loss: 0.0057 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.3893e-05 38/224 [====>.........................] - ETA: 0s - loss: 0.0070  78/224 [=========>....................] - ETA: 0s - loss: 0.0082 114/224 [==============>...............] - ETA: 0s - loss: 0.0070 156/224 [===================>..........] - ETA: 0s - loss: 0.0062 196/224 [=========================>....] - ETA: 0s - loss: 0.0060 224/224 [==============================] - 0s 1ms/step - loss: 0.0058 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0022 43/224 [====>.........................] - ETA: 0s - loss: 0.0052 84/224 [==========>...................] - ETA: 0s - loss: 0.0032 121/224 [===============>..............] - ETA: 0s - loss: 0.0056 162/224 [====================>.........] - ETA: 0s - loss: 0.0050 198/224 [=========================>....] - ETA: 0s - loss: 0.0056 224/224 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 6.1514e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0025  77/224 [=========>....................] - ETA: 0s - loss: 0.0019 117/224 [==============>...............] - ETA: 0s - loss: 0.0049 157/224 [====================>.........] - ETA: 0s - loss: 0.0046 198/224 [=========================>....] - ETA: 0s - loss: 0.0044 224/224 [==============================] - 0s 1ms/step - loss: 0.0049 -> test with GAN.predict GAN tn, fp: 559, 1 GAN fn, tp: 2, 19 GAN f1 score: 0.927 GAN cohens kappa score: 0.924 -> test with 'LR' LR tn, fp: 544, 16 LR fn, tp: 0, 21 LR f1 score: 0.724 LR cohens kappa score: 0.711 LR average precision score: 0.959 -> test with 'RF' RF tn, fp: 559, 1 RF fn, tp: 2, 19 RF f1 score: 0.927 RF cohens kappa score: 0.924 -> test with 'GB' GB tn, fp: 558, 2 GB fn, tp: 0, 21 GB f1 score: 0.955 GB cohens kappa score: 0.953 -> test with 'KNN' KNN tn, fp: 555, 5 KNN fn, tp: 0, 21 KNN f1 score: 0.894 KNN cohens kappa score: 0.889 ------ Step 5/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 48s - loss: 8.7873e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0028  78/224 [=========>....................] - ETA: 0s - loss: 0.0035 119/224 [==============>...............] - ETA: 0s - loss: 0.0035 159/224 [====================>.........] - ETA: 0s - loss: 0.0029 199/224 [=========================>....] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 1s 1ms/step - loss: 0.0023 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.7329e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0017  82/224 [=========>....................] - ETA: 0s - loss: 0.0012 123/224 [===============>..............] - ETA: 0s - loss: 0.0011 163/224 [====================>.........] - ETA: 0s - loss: 0.0015 203/224 [==========================>...] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 6.6592e-06 39/224 [====>.........................] - ETA: 0s - loss: 0.0020  80/224 [=========>....................] - ETA: 0s - loss: 0.0013 118/224 [==============>...............] - ETA: 0s - loss: 0.0013 158/224 [====================>.........] - ETA: 0s - loss: 0.0012 197/224 [=========================>....] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 4.5188e-06 41/224 [====>.........................] - ETA: 0s - loss: 0.0011  81/224 [=========>....................] - ETA: 0s - loss: 9.7624e-04 115/224 [==============>...............] - ETA: 0s - loss: 8.9488e-04 150/224 [===================>..........] - ETA: 0s - loss: 8.1263e-04 182/224 [=======================>......] - ETA: 0s - loss: 0.0011  219/224 [============================>.] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 9.5838e-05 38/224 [====>.........................] - ETA: 0s - loss: 0.0013  74/224 [========>.....................] - ETA: 0s - loss: 9.8557e-04 114/224 [==============>...............] - ETA: 0s - loss: 0.0013  155/224 [===================>..........] - ETA: 0s - loss: 0.0012 196/224 [=========================>....] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 9.9260e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 4.8655e-05 41/224 [====>.........................] - ETA: 0s - loss: 0.0012  81/224 [=========>....................] - ETA: 0s - loss: 0.0010 120/224 [===============>..............] - ETA: 0s - loss: 8.0031e-04 158/224 [====================>.........] - ETA: 0s - loss: 7.0691e-04 197/224 [=========================>....] - ETA: 0s - loss: 6.7809e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.7892e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.5300e-04 40/224 [====>.........................] - ETA: 0s - loss: 2.9975e-04 81/224 [=========>....................] - ETA: 0s - loss: 6.6960e-04 120/224 [===============>..............] - ETA: 0s - loss: 8.7447e-04 161/224 [====================>.........] - ETA: 0s - loss: 9.4058e-04 193/224 [========================>.....] - ETA: 0s - loss: 8.3322e-04 224/224 [==============================] - 0s 1ms/step - loss: 7.7465e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0062 27/224 [==>...........................] - ETA: 0s - loss: 4.0718e-04 65/224 [=======>......................] - ETA: 0s - loss: 3.5283e-04 105/224 [=============>................] - ETA: 0s - loss: 6.0283e-04 146/224 [==================>...........] - ETA: 0s - loss: 5.9434e-04 186/224 [=======================>......] - ETA: 0s - loss: 7.0047e-04 224/224 [==============================] - ETA: 0s - loss: 6.6618e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.6618e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.7089e-06 43/224 [====>.........................] - ETA: 0s - loss: 3.6455e-04 82/224 [=========>....................] - ETA: 0s - loss: 5.2824e-04 122/224 [===============>..............] - ETA: 0s - loss: 6.5320e-04 162/224 [====================>.........] - ETA: 0s - loss: 6.0147e-04 202/224 [==========================>...] - ETA: 0s - loss: 5.9359e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.6275e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.5879e-04 42/224 [====>.........................] - ETA: 0s - loss: 2.7212e-04 82/224 [=========>....................] - ETA: 0s - loss: 3.6289e-04 124/224 [===============>..............] - ETA: 0s - loss: 3.8569e-04 164/224 [====================>.........] - ETA: 0s - loss: 5.4334e-04 205/224 [==========================>...] - ETA: 0s - loss: 5.3204e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.4757e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 543, 17 LR fn, tp: 0, 21 LR f1 score: 0.712 LR cohens kappa score: 0.698 LR average precision score: 0.913 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 3, 18 RF f1 score: 0.923 RF cohens kappa score: 0.920 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 2, 19 GB f1 score: 0.950 GB cohens kappa score: 0.948 -> test with 'KNN' KNN tn, fp: 555, 5 KNN fn, tp: 1, 20 KNN f1 score: 0.870 KNN cohens kappa score: 0.864 ------ Step 5/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 42s - loss: 7.4634e-05 38/224 [====>.........................] - ETA: 0s - loss: 0.0021  73/224 [========>.....................] - ETA: 0s - loss: 0.0021 106/224 [=============>................] - ETA: 0s - loss: 0.0026 145/224 [==================>...........] - ETA: 0s - loss: 0.0026 184/224 [=======================>......] - ETA: 0s - loss: 0.0025 224/224 [==============================] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 1.4975e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0021  83/224 [==========>...................] - ETA: 0s - loss: 0.0026 123/224 [===============>..............] - ETA: 0s - loss: 0.0023 164/224 [====================>.........] - ETA: 0s - loss: 0.0024 205/224 [==========================>...] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 6.3105e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0024  82/224 [=========>....................] - ETA: 0s - loss: 0.0023 123/224 [===============>..............] - ETA: 0s - loss: 0.0023 161/224 [====================>.........] - ETA: 0s - loss: 0.0021 200/224 [=========================>....] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0043 41/224 [====>.........................] - ETA: 0s - loss: 9.4917e-04 81/224 [=========>....................] - ETA: 0s - loss: 0.0010  121/224 [===============>..............] - ETA: 0s - loss: 0.0013 162/224 [====================>.........] - ETA: 0s - loss: 0.0019 203/224 [==========================>...] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0024 41/224 [====>.........................] - ETA: 0s - loss: 0.0018 83/224 [==========>...................] - ETA: 0s - loss: 0.0015 123/224 [===============>..............] - ETA: 0s - loss: 0.0017 164/224 [====================>.........] - ETA: 0s - loss: 0.0016 206/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.5467e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0014  83/224 [==========>...................] - ETA: 0s - loss: 0.0012 123/224 [===============>..............] - ETA: 0s - loss: 0.0013 164/224 [====================>.........] - ETA: 0s - loss: 0.0013 205/224 [==========================>...] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.9457e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0016  83/224 [==========>...................] - ETA: 0s - loss: 0.0016 124/224 [===============>..............] - ETA: 0s - loss: 0.0015 160/224 [====================>.........] - ETA: 0s - loss: 0.0014 200/224 [=========================>....] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 9.0617e-05 43/224 [====>.........................] - ETA: 0s - loss: 0.0012  84/224 [==========>...................] - ETA: 0s - loss: 8.5320e-04 125/224 [===============>..............] - ETA: 0s - loss: 9.1644e-04 158/224 [====================>.........] - ETA: 0s - loss: 0.0010  192/224 [========================>.....] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.2990e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0011  78/224 [=========>....................] - ETA: 0s - loss: 0.0010 118/224 [==============>...............] - ETA: 0s - loss: 0.0010 160/224 [====================>.........] - ETA: 0s - loss: 9.1154e-04 201/224 [=========================>....] - ETA: 0s - loss: 8.9531e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.1336e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.1257e-05 43/224 [====>.........................] - ETA: 0s - loss: 9.7105e-04 81/224 [=========>....................] - ETA: 0s - loss: 8.0247e-04 121/224 [===============>..............] - ETA: 0s - loss: 8.0367e-04 161/224 [====================>.........] - ETA: 0s - loss: 8.4745e-04 203/224 [==========================>...] - ETA: 0s - loss: 8.7768e-04 224/224 [==============================] - 0s 1ms/step - loss: 8.6194e-04 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 0, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 544, 16 LR fn, tp: 1, 20 LR f1 score: 0.702 LR cohens kappa score: 0.687 LR average precision score: 0.870 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 1, 20 RF f1 score: 0.976 RF cohens kappa score: 0.975 -> test with 'GB' GB tn, fp: 560, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 553, 7 KNN fn, tp: 0, 21 KNN f1 score: 0.857 KNN cohens kappa score: 0.851 ------ Step 5/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 44s - loss: 4.6994e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0025  82/224 [=========>....................] - ETA: 0s - loss: 0.0015 123/224 [===============>..............] - ETA: 0s - loss: 0.0011 161/224 [====================>.........] - ETA: 0s - loss: 0.0010 201/224 [=========================>....] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.7760e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0012  83/224 [==========>...................] - ETA: 0s - loss: 8.6158e-04 124/224 [===============>..............] - ETA: 0s - loss: 8.5708e-04 164/224 [====================>.........] - ETA: 0s - loss: 7.8524e-04 205/224 [==========================>...] - ETA: 0s - loss: 7.2189e-04 224/224 [==============================] - 0s 1ms/step - loss: 6.7801e-04 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 5.6544e-04 39/224 [====>.........................] - ETA: 0s - loss: 6.0602e-04 79/224 [=========>....................] - ETA: 0s - loss: 4.8584e-04 119/224 [==============>...............] - ETA: 0s - loss: 6.2658e-04 160/224 [====================>.........] - ETA: 0s - loss: 5.9168e-04 199/224 [=========================>....] - ETA: 0s - loss: 5.3494e-04 224/224 [==============================] - 0s 1ms/step - loss: 5.6740e-04 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.7548e-06 41/224 [====>.........................] - ETA: 0s - loss: 2.2068e-04 81/224 [=========>....................] - ETA: 0s - loss: 4.6923e-04 122/224 [===============>..............] - ETA: 0s - loss: 4.4680e-04 163/224 [====================>.........] - ETA: 0s - loss: 4.8731e-04 204/224 [==========================>...] - ETA: 0s - loss: 4.7932e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.8692e-04 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 5.9792e-05 41/224 [====>.........................] - ETA: 0s - loss: 3.7629e-04 81/224 [=========>....................] - ETA: 0s - loss: 4.5052e-04 121/224 [===============>..............] - ETA: 0s - loss: 4.3037e-04 162/224 [====================>.........] - ETA: 0s - loss: 4.0152e-04 203/224 [==========================>...] - ETA: 0s - loss: 3.9697e-04 224/224 [==============================] - 0s 1ms/step - loss: 4.0388e-04 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 3.1567e-05 40/224 [====>.........................] - ETA: 0s - loss: 4.5639e-04 75/224 [=========>....................] - ETA: 0s - loss: 4.6620e-04 113/224 [==============>...............] - ETA: 0s - loss: 3.8445e-04 150/224 [===================>..........] - ETA: 0s - loss: 3.6954e-04 191/224 [========================>.....] - ETA: 0s - loss: 3.7778e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.6865e-04 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 0.0010 42/224 [====>.........................] - ETA: 0s - loss: 2.5513e-04 83/224 [==========>...................] - ETA: 0s - loss: 3.4323e-04 124/224 [===============>..............] - ETA: 0s - loss: 3.3622e-04 165/224 [=====================>........] - ETA: 0s - loss: 3.0137e-04 199/224 [=========================>....] - ETA: 0s - loss: 3.5660e-04 224/224 [==============================] - 0s 1ms/step - loss: 3.4506e-04 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 5.4483e-08 34/224 [===>..........................] - ETA: 0s - loss: 1.8039e-04 75/224 [=========>....................] - ETA: 0s - loss: 2.5652e-04 116/224 [==============>...............] - ETA: 0s - loss: 3.3132e-04 154/224 [===================>..........] - ETA: 0s - loss: 3.0483e-04 192/224 [========================>.....] - ETA: 0s - loss: 2.9792e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.9681e-04 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 2.3956e-04 42/224 [====>.........................] - ETA: 0s - loss: 1.8317e-04 82/224 [=========>....................] - ETA: 0s - loss: 2.4902e-04 123/224 [===============>..............] - ETA: 0s - loss: 2.7816e-04 164/224 [====================>.........] - ETA: 0s - loss: 2.5570e-04 204/224 [==========================>...] - ETA: 0s - loss: 2.6815e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.5767e-04 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 0.0014 38/224 [====>.........................] - ETA: 0s - loss: 2.6988e-04 79/224 [=========>....................] - ETA: 0s - loss: 2.3194e-04 119/224 [==============>...............] - ETA: 0s - loss: 2.6598e-04 160/224 [====================>.........] - ETA: 0s - loss: 2.7205e-04 200/224 [=========================>....] - ETA: 0s - loss: 2.4635e-04 224/224 [==============================] - 0s 1ms/step - loss: 2.4053e-04 -> test with GAN.predict GAN tn, fp: 558, 2 GAN fn, tp: 1, 20 GAN f1 score: 0.930 GAN cohens kappa score: 0.928 -> test with 'LR' LR tn, fp: 539, 21 LR fn, tp: 1, 20 LR f1 score: 0.645 LR cohens kappa score: 0.627 LR average precision score: 0.881 -> test with 'RF' RF tn, fp: 558, 2 RF fn, tp: 1, 20 RF f1 score: 0.930 RF cohens kappa score: 0.928 -> test with 'GB' GB tn, fp: 558, 2 GB fn, tp: 1, 20 GB f1 score: 0.930 GB cohens kappa score: 0.928 -> test with 'KNN' KNN tn, fp: 551, 9 KNN fn, tp: 0, 21 KNN f1 score: 0.824 KNN cohens kappa score: 0.816 ------ Step 5/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2156 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 37s - loss: 3.1831e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0012  76/224 [=========>....................] - ETA: 0s - loss: 0.0043 111/224 [=============>................] - ETA: 0s - loss: 0.0033 148/224 [==================>...........] - ETA: 0s - loss: 0.0026 181/224 [=======================>......] - ETA: 0s - loss: 0.0025 202/224 [==========================>...] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 1s 2ms/step - loss: 0.0023 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 2.2252e-05 23/224 [==>...........................] - ETA: 0s - loss: 6.0798e-04 40/224 [====>.........................] - ETA: 0s - loss: 6.8588e-04 64/224 [=======>......................] - ETA: 0s - loss: 0.0030  91/224 [===========>..................] - ETA: 0s - loss: 0.0024 123/224 [===============>..............] - ETA: 0s - loss: 0.0025 151/224 [===================>..........] - ETA: 0s - loss: 0.0022 188/224 [========================>.....] - ETA: 0s - loss: 0.0020 219/224 [============================>.] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 2ms/step - loss: 0.0020 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0100 24/224 [==>...........................] - ETA: 0s - loss: 0.0031 46/224 [=====>........................] - ETA: 0s - loss: 0.0024 72/224 [========>.....................] - ETA: 0s - loss: 0.0025 96/224 [===========>..................] - ETA: 0s - loss: 0.0021 117/224 [==============>...............] - ETA: 0s - loss: 0.0018 140/224 [=================>............] - ETA: 0s - loss: 0.0026 161/224 [====================>.........] - ETA: 0s - loss: 0.0023 180/224 [=======================>......] - ETA: 0s - loss: 0.0021 202/224 [==========================>...] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 1s 2ms/step - loss: 0.0019 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 8.1610e-05 17/224 [=>............................] - ETA: 0s - loss: 5.4886e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0026  50/224 [=====>........................] - ETA: 0s - loss: 0.0021 64/224 [=======>......................] - ETA: 0s - loss: 0.0017 82/224 [=========>....................] - ETA: 0s - loss: 0.0029 100/224 [============>.................] - ETA: 0s - loss: 0.0025 118/224 [==============>...............] - ETA: 0s - loss: 0.0022 135/224 [=================>............] - ETA: 0s - loss: 0.0020 149/224 [==================>...........] - ETA: 0s - loss: 0.0019 168/224 [=====================>........] - ETA: 0s - loss: 0.0017 188/224 [========================>.....] - ETA: 0s - loss: 0.0016 204/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 1s 3ms/step - loss: 0.0014 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.4359e-05 23/224 [==>...........................] - ETA: 0s - loss: 6.8349e-04 45/224 [=====>........................] - ETA: 0s - loss: 0.0020  68/224 [========>.....................] - ETA: 0s - loss: 0.0019 93/224 [===========>..................] - ETA: 0s - loss: 0.0019 118/224 [==============>...............] - ETA: 0s - loss: 0.0017 145/224 [==================>...........] - ETA: 0s - loss: 0.0015 173/224 [======================>.......] - ETA: 0s - loss: 0.0014 202/224 [==========================>...] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 2ms/step - loss: 0.0012 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.2962e-06 29/224 [==>...........................] - ETA: 0s - loss: 0.0022  53/224 [======>.......................] - ETA: 0s - loss: 0.0014 75/224 [=========>....................] - ETA: 0s - loss: 0.0012 100/224 [============>.................] - ETA: 0s - loss: 0.0015 123/224 [===============>..............] - ETA: 0s - loss: 0.0014 149/224 [==================>...........] - ETA: 0s - loss: 0.0015 176/224 [======================>.......] - ETA: 0s - loss: 0.0014 202/224 [==========================>...] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 2ms/step - loss: 0.0013 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 4.6881e-04 28/224 [==>...........................] - ETA: 0s - loss: 0.0013  55/224 [======>.......................] - ETA: 0s - loss: 9.9554e-04 83/224 [==========>...................] - ETA: 0s - loss: 7.8522e-04 110/224 [=============>................] - ETA: 0s - loss: 7.3292e-04 137/224 [=================>............] - ETA: 0s - loss: 8.8499e-04 164/224 [====================>.........] - ETA: 0s - loss: 9.2763e-04 191/224 [========================>.....] - ETA: 0s - loss: 8.4080e-04 217/224 [============================>.] - ETA: 0s - loss: 0.0012  224/224 [==============================] - 0s 2ms/step - loss: 0.0011 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 6.7599e-04 27/224 [==>...........................] - ETA: 0s - loss: 9.5878e-04 52/224 [=====>........................] - ETA: 0s - loss: 6.3231e-04 79/224 [=========>....................] - ETA: 0s - loss: 4.8574e-04 105/224 [=============>................] - ETA: 0s - loss: 8.9956e-04 128/224 [================>.............] - ETA: 0s - loss: 0.0011  154/224 [===================>..........] - ETA: 0s - loss: 9.8250e-04 178/224 [======================>.......] - ETA: 0s - loss: 0.0011  197/224 [=========================>....] - ETA: 0s - loss: 0.0011 214/224 [===========================>..] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 2ms/step - loss: 0.0010 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 4.9741e-04 21/224 [=>............................] - ETA: 0s - loss: 2.9685e-04 33/224 [===>..........................] - ETA: 0s - loss: 2.7087e-04 44/224 [====>.........................] - ETA: 0s - loss: 3.1765e-04 56/224 [======>.......................] - ETA: 0s - loss: 5.6501e-04 71/224 [========>.....................] - ETA: 0s - loss: 5.1957e-04 89/224 [==========>...................] - ETA: 0s - loss: 4.8322e-04 107/224 [=============>................] - ETA: 0s - loss: 4.3149e-04 125/224 [===============>..............] - ETA: 0s - loss: 3.9670e-04 143/224 [==================>...........] - ETA: 0s - loss: 5.4461e-04 161/224 [====================>.........] - ETA: 0s - loss: 5.2615e-04 179/224 [======================>.......] - ETA: 0s - loss: 4.9696e-04 200/224 [=========================>....] - ETA: 0s - loss: 4.9701e-04 220/224 [============================>.] - ETA: 0s - loss: 6.4003e-04 224/224 [==============================] - 1s 3ms/step - loss: 7.3046e-04 Epoch 10/10 1/224 [..............................] - ETA: 1s - loss: 5.0502e-05 17/224 [=>............................] - ETA: 0s - loss: 0.0019  34/224 [===>..........................] - ETA: 0s - loss: 0.0011 51/224 [=====>........................] - ETA: 0s - loss: 0.0014 69/224 [========>.....................] - ETA: 0s - loss: 0.0011 87/224 [==========>...................] - ETA: 0s - loss: 9.4806e-04 113/224 [==============>...............] - ETA: 0s - loss: 9.7338e-04 139/224 [=================>............] - ETA: 0s - loss: 9.9971e-04 169/224 [=====================>........] - ETA: 0s - loss: 0.0011  198/224 [=========================>....] - ETA: 0s - loss: 9.7098e-04 221/224 [============================>.] - ETA: 0s - loss: 8.9718e-04 224/224 [==============================] - 1s 2ms/step - loss: 8.8841e-04 -> test with GAN.predict GAN tn, fp: 555, 1 GAN fn, tp: 0, 21 GAN f1 score: 0.977 GAN cohens kappa score: 0.976 -> test with 'LR' LR tn, fp: 542, 14 LR fn, tp: 1, 20 LR f1 score: 0.727 LR cohens kappa score: 0.714 LR average precision score: 0.896 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> test with 'GB' GB tn, fp: 556, 0 GB fn, tp: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 548, 8 KNN fn, tp: 0, 21 KNN f1 score: 0.840 KNN cohens kappa score: 0.833 ### Exercise is done. -----[ LR ]----- maximum: LR tn, fp: 552, 23 LR fn, tp: 5, 21 LR f1 score: 0.816 LR cohens kappa score: 0.808 LR average precision score: 0.981 average: LR tn, fp: 543.16, 16.04 LR fn, tp: 0.8, 20.2 LR f1 score: 0.710 LR cohens kappa score: 0.696 LR average precision score: 0.906 minimum: LR tn, fp: 533, 8 LR fn, tp: 0, 16 LR f1 score: 0.625 LR cohens kappa score: 0.606 LR average precision score: 0.813 -----[ RF ]----- maximum: RF tn, fp: 560, 5 RF fn, tp: 6, 21 RF f1 score: 0.977 RF cohens kappa score: 0.976 average: RF tn, fp: 558.48, 0.72 RF fn, tp: 1.84, 19.16 RF f1 score: 0.937 RF cohens kappa score: 0.935 minimum: RF tn, fp: 555, 0 RF fn, tp: 0, 15 RF f1 score: 0.833 RF cohens kappa score: 0.828 -----[ GB ]----- maximum: GB tn, fp: 560, 5 GB fn, tp: 4, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 average: GB tn, fp: 558.52, 0.68 GB fn, tp: 1.0, 20.0 GB f1 score: 0.960 GB cohens kappa score: 0.958 minimum: GB tn, fp: 555, 0 GB fn, tp: 0, 17 GB f1 score: 0.870 GB cohens kappa score: 0.864 -----[ KNN ]----- maximum: KNN tn, fp: 558, 11 KNN fn, tp: 1, 21 KNN f1 score: 0.955 KNN cohens kappa score: 0.953 average: KNN tn, fp: 552.8, 6.4 KNN fn, tp: 0.2, 20.8 KNN f1 score: 0.865 KNN cohens kappa score: 0.859 minimum: KNN tn, fp: 547, 2 KNN fn, tp: 0, 20 KNN f1 score: 0.784 KNN cohens kappa score: 0.775 -----[ GAN ]----- maximum: GAN tn, fp: 560, 6 GAN fn, tp: 3, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 average: GAN tn, fp: 558.48, 0.72 GAN fn, tp: 0.76, 20.24 GAN f1 score: 0.965 GAN cohens kappa score: 0.964 minimum: GAN tn, fp: 550, 0 GAN fn, tp: 0, 18 GAN f1 score: 0.875 GAN cohens kappa score: 0.870