/////////////////////////////////////////// // Running convGAN-majority-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: 34s - loss: 0.0014 40/224 [====>.........................] - ETA: 0s - loss: 0.0067  84/224 [==========>...................] - ETA: 0s - loss: 0.0075 126/224 [===============>..............] - ETA: 0s - loss: 0.0095 168/224 [=====================>........] - ETA: 0s - loss: 0.0093 210/224 [===========================>..] - ETA: 0s - loss: 0.0092 224/224 [==============================] - 0s 1ms/step - loss: 0.0092 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0013 42/224 [====>.........................] - ETA: 0s - loss: 0.0081 83/224 [==========>...................] - ETA: 0s - loss: 0.0062 124/224 [===============>..............] - ETA: 0s - loss: 0.0061 166/224 [=====================>........] - ETA: 0s - loss: 0.0078 207/224 [==========================>...] - ETA: 0s - loss: 0.0078 224/224 [==============================] - 0s 1ms/step - loss: 0.0081 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0158 43/224 [====>.........................] - ETA: 0s - loss: 0.0057 85/224 [==========>...................] - ETA: 0s - loss: 0.0051 126/224 [===============>..............] - ETA: 0s - loss: 0.0053 166/224 [=====================>........] - ETA: 0s - loss: 0.0052 206/224 [==========================>...] - ETA: 0s - loss: 0.0058 224/224 [==============================] - 0s 1ms/step - loss: 0.0059 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0027 43/224 [====>.........................] - ETA: 0s - loss: 0.0034 85/224 [==========>...................] - ETA: 0s - loss: 0.0028 126/224 [===============>..............] - ETA: 0s - loss: 0.0043 164/224 [====================>.........] - ETA: 0s - loss: 0.0045 200/224 [=========================>....] - ETA: 0s - loss: 0.0051 224/224 [==============================] - 0s 1ms/step - loss: 0.0054 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 4.6541e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0022  80/224 [=========>....................] - ETA: 0s - loss: 0.0058 123/224 [===============>..............] - ETA: 0s - loss: 0.0052 164/224 [====================>.........] - ETA: 0s - loss: 0.0055 206/224 [==========================>...] - ETA: 0s - loss: 0.0051 224/224 [==============================] - 0s 1ms/step - loss: 0.0049 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 5.4554e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0051  77/224 [=========>....................] - ETA: 0s - loss: 0.0043 110/224 [=============>................] - ETA: 0s - loss: 0.0039 149/224 [==================>...........] - ETA: 0s - loss: 0.0037 192/224 [========================>.....] - ETA: 0s - loss: 0.0040 224/224 [==============================] - 0s 1ms/step - loss: 0.0040 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 0.0016 42/224 [====>.........................] - ETA: 0s - loss: 0.0041 83/224 [==========>...................] - ETA: 0s - loss: 0.0033 122/224 [===============>..............] - ETA: 0s - loss: 0.0035 161/224 [====================>.........] - ETA: 0s - loss: 0.0029 202/224 [==========================>...] - ETA: 0s - loss: 0.0030 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 9.5787e-04 34/224 [===>..........................] - ETA: 0s - loss: 0.0043  69/224 [========>.....................] - ETA: 0s - loss: 0.0037 102/224 [============>.................] - ETA: 0s - loss: 0.0032 140/224 [=================>............] - ETA: 0s - loss: 0.0029 182/224 [=======================>......] - ETA: 0s - loss: 0.0032 223/224 [============================>.] - ETA: 0s - loss: 0.0030 224/224 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0064 42/224 [====>.........................] - ETA: 0s - loss: 0.0025 83/224 [==========>...................] - ETA: 0s - loss: 0.0023 124/224 [===============>..............] - ETA: 0s - loss: 0.0022 166/224 [=====================>........] - ETA: 0s - loss: 0.0024 207/224 [==========================>...] - ETA: 0s - loss: 0.0028 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.6914e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0025  81/224 [=========>....................] - ETA: 0s - loss: 0.0032 123/224 [===============>..............] - ETA: 0s - loss: 0.0027 163/224 [====================>.........] - ETA: 0s - loss: 0.0026 200/224 [=========================>....] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 -> 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: 546, 14 LR fn, tp: 2, 19 LR f1 score: 0.704 LR cohens kappa score: 0.690 LR average precision score: 0.864 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 5, 16 RF f1 score: 0.865 RF cohens kappa score: 0.861 -> 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: 553, 7 KNN fn, tp: 1, 20 KNN f1 score: 0.833 KNN cohens kappa score: 0.826 ------ 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: 34s - loss: 0.0012 41/224 [====>.........................] - ETA: 0s - loss: 0.0055  81/224 [=========>....................] - ETA: 0s - loss: 0.0062 119/224 [==============>...............] - ETA: 0s - loss: 0.0058 160/224 [====================>.........] - ETA: 0s - loss: 0.0053 202/224 [==========================>...] - ETA: 0s - loss: 0.0054 224/224 [==============================] - 0s 1ms/step - loss: 0.0051 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.3914e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0073  82/224 [=========>....................] - ETA: 0s - loss: 0.0061 120/224 [===============>..............] - ETA: 0s - loss: 0.0051 155/224 [===================>..........] - ETA: 0s - loss: 0.0050 195/224 [=========================>....] - ETA: 0s - loss: 0.0047 224/224 [==============================] - 0s 1ms/step - loss: 0.0045 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 4.6740e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0040  82/224 [=========>....................] - ETA: 0s - loss: 0.0032 123/224 [===============>..............] - ETA: 0s - loss: 0.0031 159/224 [====================>.........] - ETA: 0s - loss: 0.0042 194/224 [========================>.....] - ETA: 0s - loss: 0.0038 224/224 [==============================] - 0s 1ms/step - loss: 0.0040 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0031 39/224 [====>.........................] - ETA: 0s - loss: 0.0039 81/224 [=========>....................] - ETA: 0s - loss: 0.0046 122/224 [===============>..............] - ETA: 0s - loss: 0.0041 163/224 [====================>.........] - ETA: 0s - loss: 0.0041 203/224 [==========================>...] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.2078e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0049  83/224 [==========>...................] - ETA: 0s - loss: 0.0040 124/224 [===============>..............] - ETA: 0s - loss: 0.0031 160/224 [====================>.........] - ETA: 0s - loss: 0.0031 199/224 [=========================>....] - ETA: 0s - loss: 0.0031 224/224 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0275 43/224 [====>.........................] - ETA: 0s - loss: 0.0033 84/224 [==========>...................] - ETA: 0s - loss: 0.0033 125/224 [===============>..............] - ETA: 0s - loss: 0.0034 167/224 [=====================>........] - ETA: 0s - loss: 0.0031 208/224 [==========================>...] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 4.1605e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0032  84/224 [==========>...................] - ETA: 0s - loss: 0.0030 125/224 [===============>..............] - ETA: 0s - loss: 0.0027 167/224 [=====================>........] - ETA: 0s - loss: 0.0029 209/224 [==========================>...] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0012 43/224 [====>.........................] - ETA: 0s - loss: 9.1191e-04 82/224 [=========>....................] - ETA: 0s - loss: 9.9949e-04 123/224 [===============>..............] - ETA: 0s - loss: 0.0022  162/224 [====================>.........] - ETA: 0s - loss: 0.0024 203/224 [==========================>...] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 7.6134e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0012  83/224 [==========>...................] - ETA: 0s - loss: 0.0026 118/224 [==============>...............] - ETA: 0s - loss: 0.0024 153/224 [===================>..........] - ETA: 0s - loss: 0.0023 193/224 [========================>.....] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 6.4913e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0015  82/224 [=========>....................] - ETA: 0s - loss: 0.0021 122/224 [===============>..............] - ETA: 0s - loss: 0.0020 161/224 [====================>.........] - ETA: 0s - loss: 0.0018 202/224 [==========================>...] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 -> 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: 547, 13 LR fn, tp: 0, 21 LR f1 score: 0.764 LR cohens kappa score: 0.753 LR average precision score: 0.915 -> 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: 557, 3 KNN fn, tp: 0, 21 KNN f1 score: 0.933 KNN cohens kappa score: 0.931 ------ 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: 35s - loss: 0.0163 42/224 [====>.........................] - ETA: 0s - loss: 0.0107  84/224 [==========>...................] - ETA: 0s - loss: 0.0078 123/224 [===============>..............] - ETA: 0s - loss: 0.0065 164/224 [====================>.........] - ETA: 0s - loss: 0.0062 206/224 [==========================>...] - ETA: 0s - loss: 0.0059 224/224 [==============================] - 0s 1ms/step - loss: 0.0056 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 2.8157e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0022  83/224 [==========>...................] - ETA: 0s - loss: 0.0045 124/224 [===============>..............] - ETA: 0s - loss: 0.0045 165/224 [=====================>........] - ETA: 0s - loss: 0.0044 207/224 [==========================>...] - ETA: 0s - loss: 0.0048 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0013 34/224 [===>..........................] - ETA: 0s - loss: 0.0019 72/224 [========>.....................] - ETA: 0s - loss: 0.0048 111/224 [=============>................] - ETA: 0s - loss: 0.0054 153/224 [===================>..........] - ETA: 0s - loss: 0.0048 194/224 [========================>.....] - ETA: 0s - loss: 0.0043 224/224 [==============================] - 0s 1ms/step - loss: 0.0043 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0058 43/224 [====>.........................] - ETA: 0s - loss: 0.0058 82/224 [=========>....................] - ETA: 0s - loss: 0.0047 121/224 [===============>..............] - ETA: 0s - loss: 0.0046 163/224 [====================>.........] - ETA: 0s - loss: 0.0046 205/224 [==========================>...] - ETA: 0s - loss: 0.0043 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 9.6505e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0017  85/224 [==========>...................] - ETA: 0s - loss: 0.0041 123/224 [===============>..............] - ETA: 0s - loss: 0.0044 164/224 [====================>.........] - ETA: 0s - loss: 0.0041 206/224 [==========================>...] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.1648e-07 42/224 [====>.........................] - ETA: 0s - loss: 0.0036  83/224 [==========>...................] - ETA: 0s - loss: 0.0046 123/224 [===============>..............] - ETA: 0s - loss: 0.0038 162/224 [====================>.........] - ETA: 0s - loss: 0.0032 200/224 [=========================>....] - ETA: 0s - loss: 0.0028 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 6.7068e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0017  75/224 [=========>....................] - ETA: 0s - loss: 0.0021 117/224 [==============>...............] - ETA: 0s - loss: 0.0017 156/224 [===================>..........] - ETA: 0s - loss: 0.0036 196/224 [=========================>....] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 8.5937e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0018  82/224 [=========>....................] - ETA: 0s - loss: 0.0031 124/224 [===============>..............] - ETA: 0s - loss: 0.0030 167/224 [=====================>........] - ETA: 0s - loss: 0.0028 209/224 [==========================>...] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0012 41/224 [====>.........................] - ETA: 0s - loss: 0.0026 81/224 [=========>....................] - ETA: 0s - loss: 0.0022 122/224 [===============>..............] - ETA: 0s - loss: 0.0022 162/224 [====================>.........] - ETA: 0s - loss: 0.0020 201/224 [=========================>....] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.1844e-04 40/224 [====>.........................] - ETA: 0s - loss: 4.9818e-04 81/224 [=========>....................] - ETA: 0s - loss: 0.0018  122/224 [===============>..............] - ETA: 0s - loss: 0.0019 161/224 [====================>.........] - ETA: 0s - loss: 0.0017 199/224 [=========================>....] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 -> 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: 537, 23 LR fn, tp: 0, 21 LR f1 score: 0.646 LR cohens kappa score: 0.628 LR average precision score: 0.810 -> 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: 559, 1 GB fn, tp: 1, 20 GB f1 score: 0.952 GB cohens kappa score: 0.951 -> 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 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: 39s - loss: 0.0041 44/224 [====>.........................] - ETA: 0s - loss: 0.0043  86/224 [==========>...................] - ETA: 0s - loss: 0.0044 128/224 [================>.............] - ETA: 0s - loss: 0.0043 168/224 [=====================>........] - ETA: 0s - loss: 0.0048 210/224 [===========================>..] - ETA: 0s - loss: 0.0046 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 8.8981e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0065  83/224 [==========>...................] - ETA: 0s - loss: 0.0050 125/224 [===============>..............] - ETA: 0s - loss: 0.0044 166/224 [=====================>........] - ETA: 0s - loss: 0.0039 206/224 [==========================>...] - ETA: 0s - loss: 0.0038 224/224 [==============================] - 0s 1ms/step - loss: 0.0040 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0038 43/224 [====>.........................] - ETA: 0s - loss: 0.0032 85/224 [==========>...................] - ETA: 0s - loss: 0.0029 125/224 [===============>..............] - ETA: 0s - loss: 0.0028 167/224 [=====================>........] - ETA: 0s - loss: 0.0037 206/224 [==========================>...] - ETA: 0s - loss: 0.0036 224/224 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 6.5219e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0043  74/224 [========>.....................] - ETA: 0s - loss: 0.0052 112/224 [==============>...............] - ETA: 0s - loss: 0.0044 153/224 [===================>..........] - ETA: 0s - loss: 0.0037 193/224 [========================>.....] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0015 42/224 [====>.........................] - ETA: 0s - loss: 8.6812e-04 82/224 [=========>....................] - ETA: 0s - loss: 0.0020  122/224 [===============>..............] - ETA: 0s - loss: 0.0023 160/224 [====================>.........] - ETA: 0s - loss: 0.0029 201/224 [=========================>....] - ETA: 0s - loss: 0.0028 224/224 [==============================] - 0s 1ms/step - loss: 0.0028 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0024 42/224 [====>.........................] - ETA: 0s - loss: 0.0019 78/224 [=========>....................] - ETA: 0s - loss: 0.0017 118/224 [==============>...............] - ETA: 0s - loss: 0.0032 156/224 [===================>..........] - ETA: 0s - loss: 0.0027 195/224 [=========================>....] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 5.1375e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0040  82/224 [=========>....................] - ETA: 0s - loss: 0.0029 122/224 [===============>..............] - ETA: 0s - loss: 0.0024 162/224 [====================>.........] - ETA: 0s - loss: 0.0021 204/224 [==========================>...] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.4074e-04 41/224 [====>.........................] - ETA: 0s - loss: 9.3878e-04 83/224 [==========>...................] - ETA: 0s - loss: 9.5199e-04 125/224 [===============>..............] - ETA: 0s - loss: 0.0012  164/224 [====================>.........] - ETA: 0s - loss: 0.0015 203/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0025 41/224 [====>.........................] - ETA: 0s - loss: 0.0015 80/224 [=========>....................] - ETA: 0s - loss: 0.0020 121/224 [===============>..............] - ETA: 0s - loss: 0.0016 161/224 [====================>.........] - ETA: 0s - loss: 0.0015 202/224 [==========================>...] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.0720e-05 40/224 [====>.........................] - ETA: 0s - loss: 0.0028  81/224 [=========>....................] - ETA: 0s - loss: 0.0019 123/224 [===============>..............] - ETA: 0s - loss: 0.0022 164/224 [====================>.........] - ETA: 0s - loss: 0.0020 205/224 [==========================>...] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 -> 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: 541, 19 LR fn, tp: 2, 19 LR f1 score: 0.644 LR cohens kappa score: 0.627 LR average precision score: 0.880 -> test with 'RF' RF tn, fp: 556, 4 RF fn, tp: 2, 19 RF f1 score: 0.864 RF cohens kappa score: 0.858 -> 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 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: 31s - loss: 3.7319e-07 39/224 [====>.........................] - ETA: 0s - loss: 0.0048  80/224 [=========>....................] - ETA: 0s - loss: 0.0051 121/224 [===============>..............] - ETA: 0s - loss: 0.0047 162/224 [====================>.........] - ETA: 0s - loss: 0.0053 205/224 [==========================>...] - ETA: 0s - loss: 0.0056 224/224 [==============================] - 0s 1ms/step - loss: 0.0057 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0019 45/224 [=====>........................] - ETA: 0s - loss: 0.0062 88/224 [==========>...................] - ETA: 0s - loss: 0.0055 129/224 [================>.............] - ETA: 0s - loss: 0.0052 173/224 [======================>.......] - ETA: 0s - loss: 0.0050 216/224 [===========================>..] - ETA: 0s - loss: 0.0047 224/224 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.7579e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0048  85/224 [==========>...................] - ETA: 0s - loss: 0.0035 129/224 [================>.............] - ETA: 0s - loss: 0.0038 173/224 [======================>.......] - ETA: 0s - loss: 0.0043 214/224 [===========================>..] - ETA: 0s - loss: 0.0043 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 5.7391e-04 45/224 [=====>........................] - ETA: 0s - loss: 0.0046  89/224 [==========>...................] - ETA: 0s - loss: 0.0048 133/224 [================>.............] - ETA: 0s - loss: 0.0042 176/224 [======================>.......] - ETA: 0s - loss: 0.0038 219/224 [============================>.] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0010 41/224 [====>.........................] - ETA: 0s - loss: 0.0018 83/224 [==========>...................] - ETA: 0s - loss: 0.0038 125/224 [===============>..............] - ETA: 0s - loss: 0.0030 170/224 [=====================>........] - ETA: 0s - loss: 0.0031 214/224 [===========================>..] - ETA: 0s - loss: 0.0030 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 4.1556e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0025  85/224 [==========>...................] - ETA: 0s - loss: 0.0022 127/224 [================>.............] - ETA: 0s - loss: 0.0029 169/224 [=====================>........] - ETA: 0s - loss: 0.0030 211/224 [===========================>..] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0028 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 4.2334e-05 44/224 [====>.........................] - ETA: 0s - loss: 0.0044  89/224 [==========>...................] - ETA: 0s - loss: 0.0030 132/224 [================>.............] - ETA: 0s - loss: 0.0026 175/224 [======================>.......] - ETA: 0s - loss: 0.0027 219/224 [============================>.] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 3.8697e-04 46/224 [=====>........................] - ETA: 0s - loss: 0.0019  91/224 [===========>..................] - ETA: 0s - loss: 0.0019 129/224 [================>.............] - ETA: 0s - loss: 0.0021 163/224 [====================>.........] - ETA: 0s - loss: 0.0021 198/224 [=========================>....] - ETA: 0s - loss: 0.0022 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.5122e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0012  83/224 [==========>...................] - ETA: 0s - loss: 0.0012 127/224 [================>.............] - ETA: 0s - loss: 0.0011 169/224 [=====================>........] - ETA: 0s - loss: 0.0012 214/224 [===========================>..] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.0422e-04 45/224 [=====>........................] - ETA: 0s - loss: 0.0017  87/224 [==========>...................] - ETA: 0s - loss: 0.0015 127/224 [================>.............] - ETA: 0s - loss: 0.0013 167/224 [=====================>........] - ETA: 0s - loss: 0.0020 207/224 [==========================>...] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 -> 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: 541, 15 LR fn, tp: 0, 21 LR f1 score: 0.737 LR cohens kappa score: 0.724 LR average precision score: 0.989 -> 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: 550, 6 KNN fn, tp: 0, 21 KNN f1 score: 0.875 KNN cohens kappa score: 0.870 ====== 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: 37s - loss: 0.0060 43/224 [====>.........................] - ETA: 0s - loss: 0.0045  84/224 [==========>...................] - ETA: 0s - loss: 0.0047 126/224 [===============>..............] - ETA: 0s - loss: 0.0044 168/224 [=====================>........] - ETA: 0s - loss: 0.0044 209/224 [==========================>...] - ETA: 0s - loss: 0.0044 224/224 [==============================] - 0s 1ms/step - loss: 0.0043 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0021 40/224 [====>.........................] - ETA: 0s - loss: 0.0020 81/224 [=========>....................] - ETA: 0s - loss: 0.0029 120/224 [===============>..............] - ETA: 0s - loss: 0.0030 159/224 [====================>.........] - ETA: 0s - loss: 0.0040 200/224 [=========================>....] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0013 40/224 [====>.........................] - ETA: 0s - loss: 0.0018 80/224 [=========>....................] - ETA: 0s - loss: 0.0032 118/224 [==============>...............] - ETA: 0s - loss: 0.0030 160/224 [====================>.........] - ETA: 0s - loss: 0.0033 201/224 [=========================>....] - ETA: 0s - loss: 0.0033 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.9506e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0026  79/224 [=========>....................] - ETA: 0s - loss: 0.0031 116/224 [==============>...............] - ETA: 0s - loss: 0.0030 150/224 [===================>..........] - ETA: 0s - loss: 0.0027 191/224 [========================>.....] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 4.0057e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0027  83/224 [==========>...................] - ETA: 0s - loss: 0.0030 122/224 [===============>..............] - ETA: 0s - loss: 0.0030 163/224 [====================>.........] - ETA: 0s - loss: 0.0026 202/224 [==========================>...] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0026 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 9.1570e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0031  82/224 [=========>....................] - ETA: 0s - loss: 0.0025 121/224 [===============>..............] - ETA: 0s - loss: 0.0024 162/224 [====================>.........] - ETA: 0s - loss: 0.0023 202/224 [==========================>...] - ETA: 0s - loss: 0.0022 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 0.0020 42/224 [====>.........................] - ETA: 0s - loss: 0.0015 83/224 [==========>...................] - ETA: 0s - loss: 0.0018 124/224 [===============>..............] - ETA: 0s - loss: 0.0020 164/224 [====================>.........] - ETA: 0s - loss: 0.0024 205/224 [==========================>...] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0342 41/224 [====>.........................] - ETA: 0s - loss: 0.0035 81/224 [=========>....................] - ETA: 0s - loss: 0.0023 120/224 [===============>..............] - ETA: 0s - loss: 0.0019 161/224 [====================>.........] - ETA: 0s - loss: 0.0017 198/224 [=========================>....] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 4.7024e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0013  82/224 [=========>....................] - ETA: 0s - loss: 0.0016 122/224 [===============>..............] - ETA: 0s - loss: 0.0017 163/224 [====================>.........] - ETA: 0s - loss: 0.0016 204/224 [==========================>...] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 3.6558e-05 40/224 [====>.........................] - ETA: 0s - loss: 9.4284e-04 78/224 [=========>....................] - ETA: 0s - loss: 0.0016  116/224 [==============>...............] - ETA: 0s - loss: 0.0018 154/224 [===================>..........] - ETA: 0s - loss: 0.0016 195/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0013 -> 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: 546, 14 LR fn, tp: 1, 20 LR f1 score: 0.727 LR cohens kappa score: 0.715 LR average precision score: 0.934 -> 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: 551, 9 KNN fn, tp: 0, 21 KNN f1 score: 0.824 KNN cohens kappa score: 0.816 ------ 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: 38s - loss: 0.0013 43/224 [====>.........................] - ETA: 0s - loss: 0.0027  81/224 [=========>....................] - ETA: 0s - loss: 0.0030 122/224 [===============>..............] - ETA: 0s - loss: 0.0025 160/224 [====================>.........] - ETA: 0s - loss: 0.0046 201/224 [=========================>....] - ETA: 0s - loss: 0.0044 224/224 [==============================] - 0s 1ms/step - loss: 0.0043 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.1946e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0023  78/224 [=========>....................] - ETA: 0s - loss: 0.0026 115/224 [==============>...............] - ETA: 0s - loss: 0.0024 157/224 [====================>.........] - ETA: 0s - loss: 0.0022 198/224 [=========================>....] - ETA: 0s - loss: 0.0038 224/224 [==============================] - 0s 1ms/step - loss: 0.0040 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 9.9014e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0020  79/224 [=========>....................] - ETA: 0s - loss: 0.0030 120/224 [===============>..............] - ETA: 0s - loss: 0.0025 155/224 [===================>..........] - ETA: 0s - loss: 0.0024 195/224 [=========================>....] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 5.2556e-04 33/224 [===>..........................] - ETA: 0s - loss: 0.0026  74/224 [========>.....................] - ETA: 0s - loss: 0.0019 111/224 [=============>................] - ETA: 0s - loss: 0.0021 153/224 [===================>..........] - ETA: 0s - loss: 0.0020 190/224 [========================>.....] - ETA: 0s - loss: 0.0034 224/224 [==============================] - 0s 1ms/step - loss: 0.0033 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0046 41/224 [====>.........................] - ETA: 0s - loss: 0.0031 78/224 [=========>....................] - ETA: 0s - loss: 0.0025 120/224 [===============>..............] - ETA: 0s - loss: 0.0021 156/224 [===================>..........] - ETA: 0s - loss: 0.0020 197/224 [=========================>....] - ETA: 0s - loss: 0.0033 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 5.1321e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0013  78/224 [=========>....................] - ETA: 0s - loss: 0.0019 109/224 [=============>................] - ETA: 0s - loss: 0.0020 145/224 [==================>...........] - ETA: 0s - loss: 0.0020 181/224 [=======================>......] - ETA: 0s - loss: 0.0019 221/224 [============================>.] - ETA: 0s - loss: 0.0028 224/224 [==============================] - 0s 1ms/step - loss: 0.0028 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 0.0059 41/224 [====>.........................] - ETA: 0s - loss: 0.0025 77/224 [=========>....................] - ETA: 0s - loss: 0.0024 117/224 [==============>...............] - ETA: 0s - loss: 0.0019 153/224 [===================>..........] - ETA: 0s - loss: 0.0017 193/224 [========================>.....] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0270 42/224 [====>.........................] - ETA: 0s - loss: 0.0033 80/224 [=========>....................] - ETA: 0s - loss: 0.0021 119/224 [==============>...............] - ETA: 0s - loss: 0.0019 159/224 [====================>.........] - ETA: 0s - loss: 0.0017 196/224 [=========================>....] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.5653e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0014  79/224 [=========>....................] - ETA: 0s - loss: 0.0011 118/224 [==============>...............] - ETA: 0s - loss: 0.0013 157/224 [====================>.........] - ETA: 0s - loss: 0.0012 194/224 [========================>.....] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 0.0222 40/224 [====>.........................] - ETA: 0s - loss: 0.0011 72/224 [========>.....................] - ETA: 0s - loss: 0.0015 112/224 [==============>...............] - ETA: 0s - loss: 0.0014 149/224 [==================>...........] - ETA: 0s - loss: 0.0012 187/224 [========================>.....] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 -> 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: 554, 6 LR fn, tp: 2, 19 LR f1 score: 0.826 LR cohens kappa score: 0.819 LR average precision score: 0.930 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> 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: 557, 3 KNN fn, tp: 2, 19 KNN f1 score: 0.884 KNN cohens kappa score: 0.879 ------ 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: 37s - loss: 0.0012 43/224 [====>.........................] - ETA: 0s - loss: 0.0040  84/224 [==========>...................] - ETA: 0s - loss: 0.0080 126/224 [===============>..............] - ETA: 0s - loss: 0.0080 168/224 [=====================>........] - ETA: 0s - loss: 0.0065 209/224 [==========================>...] - ETA: 0s - loss: 0.0062 224/224 [==============================] - 0s 1ms/step - loss: 0.0060 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0058 42/224 [====>.........................] - ETA: 0s - loss: 0.0054 83/224 [==========>...................] - ETA: 0s - loss: 0.0063 124/224 [===============>..............] - ETA: 0s - loss: 0.0053 165/224 [=====================>........] - ETA: 0s - loss: 0.0057 205/224 [==========================>...] - ETA: 0s - loss: 0.0053 224/224 [==============================] - 0s 1ms/step - loss: 0.0053 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0033 42/224 [====>.........................] - ETA: 0s - loss: 0.0051 81/224 [=========>....................] - ETA: 0s - loss: 0.0035 123/224 [===============>..............] - ETA: 0s - loss: 0.0037 164/224 [====================>.........] - ETA: 0s - loss: 0.0049 204/224 [==========================>...] - ETA: 0s - loss: 0.0047 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0022 41/224 [====>.........................] - ETA: 0s - loss: 0.0031 80/224 [=========>....................] - ETA: 0s - loss: 0.0046 122/224 [===============>..............] - ETA: 0s - loss: 0.0043 163/224 [====================>.........] - ETA: 0s - loss: 0.0047 204/224 [==========================>...] - ETA: 0s - loss: 0.0043 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0031 38/224 [====>.........................] - ETA: 0s - loss: 0.0052 76/224 [=========>....................] - ETA: 0s - loss: 0.0044 116/224 [==============>...............] - ETA: 0s - loss: 0.0039 156/224 [===================>..........] - ETA: 0s - loss: 0.0038 197/224 [=========================>....] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 9.5776e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0029  84/224 [==========>...................] - ETA: 0s - loss: 0.0038 125/224 [===============>..............] - ETA: 0s - loss: 0.0037 165/224 [=====================>........] - ETA: 0s - loss: 0.0032 207/224 [==========================>...] - ETA: 0s - loss: 0.0031 224/224 [==============================] - 0s 1ms/step - loss: 0.0032 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 2.5229e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0035  80/224 [=========>....................] - ETA: 0s - loss: 0.0028 122/224 [===============>..............] - ETA: 0s - loss: 0.0031 163/224 [====================>.........] - ETA: 0s - loss: 0.0030 199/224 [=========================>....] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0028 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.2854e-04 36/224 [===>..........................] - ETA: 0s - loss: 0.0036  75/224 [=========>....................] - ETA: 0s - loss: 0.0026 117/224 [==============>...............] - ETA: 0s - loss: 0.0026 158/224 [====================>.........] - ETA: 0s - loss: 0.0022 199/224 [=========================>....] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 9.6045e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0015  82/224 [=========>....................] - ETA: 0s - loss: 0.0022 123/224 [===============>..............] - ETA: 0s - loss: 0.0017 166/224 [=====================>........] - ETA: 0s - loss: 0.0022 207/224 [==========================>...] - ETA: 0s - loss: 0.0022 224/224 [==============================] - 0s 1ms/step - loss: 0.0021 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.1503e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0020  79/224 [=========>....................] - ETA: 0s - loss: 0.0016 120/224 [===============>..............] - ETA: 0s - loss: 0.0021 161/224 [====================>.........] - ETA: 0s - loss: 0.0020 201/224 [=========================>....] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 -> 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: 0.907 -> 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: 1, 20 KNN f1 score: 0.930 KNN cohens kappa score: 0.928 ------ 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: 38s - loss: 2.0082e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0039  80/224 [=========>....................] - ETA: 0s - loss: 0.0084 122/224 [===============>..............] - ETA: 0s - loss: 0.0068 162/224 [====================>.........] - ETA: 0s - loss: 0.0057 199/224 [=========================>....] - ETA: 0s - loss: 0.0049 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 3.1674e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0022  79/224 [=========>....................] - ETA: 0s - loss: 0.0025 115/224 [==============>...............] - ETA: 0s - loss: 0.0026 151/224 [===================>..........] - ETA: 0s - loss: 0.0023 192/224 [========================>.....] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0019 43/224 [====>.........................] - ETA: 0s - loss: 0.0022 84/224 [==========>...................] - ETA: 0s - loss: 0.0028 119/224 [==============>...............] - ETA: 0s - loss: 0.0024 160/224 [====================>.........] - ETA: 0s - loss: 0.0025 196/224 [=========================>....] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0017 40/224 [====>.........................] - ETA: 0s - loss: 0.0087 68/224 [========>.....................] - ETA: 0s - loss: 0.0062 103/224 [============>.................] - ETA: 0s - loss: 0.0047 135/224 [=================>............] - ETA: 0s - loss: 0.0043 167/224 [=====================>........] - ETA: 0s - loss: 0.0041 202/224 [==========================>...] - ETA: 0s - loss: 0.0036 224/224 [==============================] - 0s 2ms/step - loss: 0.0033 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0026 38/224 [====>.........................] - ETA: 0s - loss: 0.0023 78/224 [=========>....................] - ETA: 0s - loss: 0.0020 113/224 [==============>...............] - ETA: 0s - loss: 0.0022 154/224 [===================>..........] - ETA: 0s - loss: 0.0039 192/224 [========================>.....] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0032 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.0235e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0078  79/224 [=========>....................] - ETA: 0s - loss: 0.0051 119/224 [==============>...............] - ETA: 0s - loss: 0.0039 156/224 [===================>..........] - ETA: 0s - loss: 0.0034 197/224 [=========================>....] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0028 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 7.6160e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0023  79/224 [=========>....................] - ETA: 0s - loss: 0.0023 115/224 [==============>...............] - ETA: 0s - loss: 0.0019 156/224 [===================>..........] - ETA: 0s - loss: 0.0016 198/224 [=========================>....] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0026 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.1863e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0011  80/224 [=========>....................] - ETA: 0s - loss: 0.0031 122/224 [===============>..............] - ETA: 0s - loss: 0.0027 161/224 [====================>.........] - ETA: 0s - loss: 0.0024 197/224 [=========================>....] - ETA: 0s - loss: 0.0022 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 7.9264e-04 35/224 [===>..........................] - ETA: 0s - loss: 0.0014  70/224 [========>.....................] - ETA: 0s - loss: 0.0011 109/224 [=============>................] - ETA: 0s - loss: 0.0014 145/224 [==================>...........] - ETA: 0s - loss: 0.0025 188/224 [========================>.....] - ETA: 0s - loss: 0.0022 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.0501e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0035  78/224 [=========>....................] - ETA: 0s - loss: 0.0026 116/224 [==============>...............] - ETA: 0s - loss: 0.0021 156/224 [===================>..........] - ETA: 0s - loss: 0.0017 190/224 [========================>.....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 -> test with GAN.predict GAN tn, fp: 553, 7 GAN fn, tp: 0, 21 GAN f1 score: 0.857 GAN cohens kappa score: 0.851 -> 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: 0.872 -> 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: 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 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: 35s - loss: 9.6074e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0079  75/224 [=========>....................] - ETA: 0s - loss: 0.0095 111/224 [=============>................] - ETA: 0s - loss: 0.0082 149/224 [==================>...........] - ETA: 0s - loss: 0.0094 183/224 [=======================>......] - ETA: 0s - loss: 0.0094 219/224 [============================>.] - ETA: 0s - loss: 0.0093 224/224 [==============================] - 0s 1ms/step - loss: 0.0096 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0170 34/224 [===>..........................] - ETA: 0s - loss: 0.0095 69/224 [========>.....................] - ETA: 0s - loss: 0.0101 108/224 [=============>................] - ETA: 0s - loss: 0.0093 142/224 [==================>...........] - ETA: 0s - loss: 0.0090 180/224 [=======================>......] - ETA: 0s - loss: 0.0098 214/224 [===========================>..] - ETA: 0s - loss: 0.0089 224/224 [==============================] - 0s 1ms/step - loss: 0.0086 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 3.7501e-04 29/224 [==>...........................] - ETA: 0s - loss: 0.0085  51/224 [=====>........................] - ETA: 0s - loss: 0.0090 71/224 [========>.....................] - ETA: 0s - loss: 0.0081 88/224 [==========>...................] - ETA: 0s - loss: 0.0078 109/224 [=============>................] - ETA: 0s - loss: 0.0070 138/224 [=================>............] - ETA: 0s - loss: 0.0071 166/224 [=====================>........] - ETA: 0s - loss: 0.0076 196/224 [=========================>....] - ETA: 0s - loss: 0.0074 222/224 [============================>.] - ETA: 0s - loss: 0.0076 224/224 [==============================] - 0s 2ms/step - loss: 0.0076 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0058 25/224 [==>...........................] - ETA: 0s - loss: 0.0072 55/224 [======>.......................] - ETA: 0s - loss: 0.0062 77/224 [=========>....................] - ETA: 0s - loss: 0.0059 99/224 [============>.................] - ETA: 0s - loss: 0.0054 123/224 [===============>..............] - ETA: 0s - loss: 0.0060 147/224 [==================>...........] - ETA: 0s - loss: 0.0054 173/224 [======================>.......] - ETA: 0s - loss: 0.0064 195/224 [=========================>....] - ETA: 0s - loss: 0.0067 220/224 [============================>.] - ETA: 0s - loss: 0.0070 224/224 [==============================] - 0s 2ms/step - loss: 0.0070 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 1.3225e-04 24/224 [==>...........................] - ETA: 0s - loss: 0.0026  41/224 [====>.........................] - ETA: 0s - loss: 0.0061 59/224 [======>.......................] - ETA: 0s - loss: 0.0064 78/224 [=========>....................] - ETA: 0s - loss: 0.0064 98/224 [============>.................] - ETA: 0s - loss: 0.0067 115/224 [==============>...............] - ETA: 0s - loss: 0.0062 138/224 [=================>............] - ETA: 0s - loss: 0.0067 158/224 [====================>.........] - ETA: 0s - loss: 0.0070 170/224 [=====================>........] - ETA: 0s - loss: 0.0067 187/224 [========================>.....] - ETA: 0s - loss: 0.0072 204/224 [==========================>...] - ETA: 0s - loss: 0.0071 221/224 [============================>.] - ETA: 0s - loss: 0.0069 224/224 [==============================] - 1s 3ms/step - loss: 0.0068 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0116 18/224 [=>............................] - ETA: 0s - loss: 0.0056 39/224 [====>.........................] - ETA: 0s - loss: 0.0097 68/224 [========>.....................] - ETA: 0s - loss: 0.0079 91/224 [===========>..................] - ETA: 0s - loss: 0.0066 113/224 [==============>...............] - ETA: 0s - loss: 0.0068 129/224 [================>.............] - ETA: 0s - loss: 0.0063 148/224 [==================>...........] - ETA: 0s - loss: 0.0058 176/224 [======================>.......] - ETA: 0s - loss: 0.0055 203/224 [==========================>...] - ETA: 0s - loss: 0.0056 224/224 [==============================] - ETA: 0s - loss: 0.0057 224/224 [==============================] - 1s 2ms/step - loss: 0.0057 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 0.0551 28/224 [==>...........................] - ETA: 0s - loss: 0.0052 52/224 [=====>........................] - ETA: 0s - loss: 0.0045 78/224 [=========>....................] - ETA: 0s - loss: 0.0045 98/224 [============>.................] - ETA: 0s - loss: 0.0041 119/224 [==============>...............] - ETA: 0s - loss: 0.0043 145/224 [==================>...........] - ETA: 0s - loss: 0.0041 164/224 [====================>.........] - ETA: 0s - loss: 0.0045 184/224 [=======================>......] - ETA: 0s - loss: 0.0051 208/224 [==========================>...] - ETA: 0s - loss: 0.0057 224/224 [==============================] - 0s 2ms/step - loss: 0.0056 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.6502e-04 29/224 [==>...........................] - ETA: 0s - loss: 0.0098  53/224 [======>.......................] - ETA: 0s - loss: 0.0077 80/224 [=========>....................] - ETA: 0s - loss: 0.0062 108/224 [=============>................] - ETA: 0s - loss: 0.0079 136/224 [=================>............] - ETA: 0s - loss: 0.0070 163/224 [====================>.........] - ETA: 0s - loss: 0.0068 191/224 [========================>.....] - ETA: 0s - loss: 0.0062 218/224 [============================>.] - ETA: 0s - loss: 0.0057 224/224 [==============================] - 0s 2ms/step - loss: 0.0057 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0074 28/224 [==>...........................] - ETA: 0s - loss: 0.0055 56/224 [======>.......................] - ETA: 0s - loss: 0.0043 83/224 [==========>...................] - ETA: 0s - loss: 0.0055 110/224 [=============>................] - ETA: 0s - loss: 0.0045 137/224 [=================>............] - ETA: 0s - loss: 0.0041 163/224 [====================>.........] - ETA: 0s - loss: 0.0043 190/224 [========================>.....] - ETA: 0s - loss: 0.0041 218/224 [============================>.] - ETA: 0s - loss: 0.0049 224/224 [==============================] - 0s 2ms/step - loss: 0.0048 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 0.0025 28/224 [==>...........................] - ETA: 0s - loss: 0.0038 55/224 [======>.......................] - ETA: 0s - loss: 0.0046 75/224 [=========>....................] - ETA: 0s - loss: 0.0044 93/224 [===========>..................] - ETA: 0s - loss: 0.0041 101/224 [============>.................] - ETA: 0s - loss: 0.0044 117/224 [==============>...............] - ETA: 0s - loss: 0.0049 132/224 [================>.............] - ETA: 0s - loss: 0.0048 146/224 [==================>...........] - ETA: 0s - loss: 0.0045 162/224 [====================>.........] - ETA: 0s - loss: 0.0042 180/224 [=======================>......] - ETA: 0s - loss: 0.0044 196/224 [=========================>....] - ETA: 0s - loss: 0.0043 215/224 [===========================>..] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 1s 3ms/step - loss: 0.0044 -> test with GAN.predict GAN tn, fp: 556, 0 GAN fn, tp: 1, 20 GAN f1 score: 0.976 GAN cohens kappa score: 0.975 -> test with 'LR' LR tn, fp: 536, 20 LR fn, tp: 0, 21 LR f1 score: 0.677 LR cohens kappa score: 0.661 LR average precision score: 0.911 -> 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: 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 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: 46s - loss: 0.0242 37/224 [===>..........................] - ETA: 0s - loss: 0.0057  78/224 [=========>....................] - ETA: 0s - loss: 0.0047 115/224 [==============>...............] - ETA: 0s - loss: 0.0054 155/224 [===================>..........] - ETA: 0s - loss: 0.0053 194/224 [========================>.....] - ETA: 0s - loss: 0.0049 224/224 [==============================] - 1s 1ms/step - loss: 0.0047 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0170 42/224 [====>.........................] - ETA: 0s - loss: 0.0026 79/224 [=========>....................] - ETA: 0s - loss: 0.0050 120/224 [===============>..............] - ETA: 0s - loss: 0.0043 162/224 [====================>.........] - ETA: 0s - loss: 0.0039 197/224 [=========================>....] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0037 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 8.2185e-04 36/224 [===>..........................] - ETA: 0s - loss: 0.0031  77/224 [=========>....................] - ETA: 0s - loss: 0.0041 116/224 [==============>...............] - ETA: 0s - loss: 0.0038 147/224 [==================>...........] - ETA: 0s - loss: 0.0036 181/224 [=======================>......] - ETA: 0s - loss: 0.0033 214/224 [===========================>..] - ETA: 0s - loss: 0.0033 224/224 [==============================] - 0s 1ms/step - loss: 0.0032 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 3.4203e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0018  80/224 [=========>....................] - ETA: 0s - loss: 0.0022 118/224 [==============>...............] - ETA: 0s - loss: 0.0026 158/224 [====================>.........] - ETA: 0s - loss: 0.0025 193/224 [========================>.....] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0053 38/224 [====>.........................] - ETA: 0s - loss: 0.0030 77/224 [=========>....................] - ETA: 0s - loss: 0.0020 117/224 [==============>...............] - ETA: 0s - loss: 0.0022 153/224 [===================>..........] - ETA: 0s - loss: 0.0022 193/224 [========================>.....] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0026 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0033 37/224 [===>..........................] - ETA: 0s - loss: 0.0027 77/224 [=========>....................] - ETA: 0s - loss: 0.0026 114/224 [==============>...............] - ETA: 0s - loss: 0.0022 154/224 [===================>..........] - ETA: 0s - loss: 0.0027 191/224 [========================>.....] - ETA: 0s - loss: 0.0025 224/224 [==============================] - ETA: 0s - loss: 0.0022 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 4.8763e-04 35/224 [===>..........................] - ETA: 0s - loss: 0.0013  74/224 [========>.....................] - ETA: 0s - loss: 0.0013 113/224 [==============>...............] - ETA: 0s - loss: 0.0018 150/224 [===================>..........] - ETA: 0s - loss: 0.0020 191/224 [========================>.....] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0021 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.4534e-04 36/224 [===>..........................] - ETA: 0s - loss: 0.0025  77/224 [=========>....................] - ETA: 0s - loss: 0.0019 114/224 [==============>...............] - ETA: 0s - loss: 0.0018 155/224 [===================>..........] - ETA: 0s - loss: 0.0017 195/224 [=========================>....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 7.4590e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0013  80/224 [=========>....................] - ETA: 0s - loss: 0.0016 120/224 [===============>..............] - ETA: 0s - loss: 0.0018 160/224 [====================>.........] - ETA: 0s - loss: 0.0019 197/224 [=========================>....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.0966e-05 39/224 [====>.........................] - ETA: 0s - loss: 0.0018  81/224 [=========>....................] - ETA: 0s - loss: 0.0019 121/224 [===============>..............] - ETA: 0s - loss: 0.0017 156/224 [===================>..........] - ETA: 0s - loss: 0.0017 189/224 [========================>.....] - ETA: 0s - loss: 0.0017 222/224 [============================>.] - 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: 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: 0.940 -> 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: 552, 8 KNN fn, tp: 0, 21 KNN f1 score: 0.840 KNN cohens kappa score: 0.833 ------ 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: 36s - loss: 0.0048 43/224 [====>.........................] - ETA: 0s - loss: 0.0096  85/224 [==========>...................] - ETA: 0s - loss: 0.0092 125/224 [===============>..............] - ETA: 0s - loss: 0.0088 165/224 [=====================>........] - ETA: 0s - loss: 0.0086 205/224 [==========================>...] - ETA: 0s - loss: 0.0083 224/224 [==============================] - 0s 1ms/step - loss: 0.0081 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0014 41/224 [====>.........................] - ETA: 0s - loss: 0.0086 83/224 [==========>...................] - ETA: 0s - loss: 0.0069 125/224 [===============>..............] - ETA: 0s - loss: 0.0080 165/224 [=====================>........] - ETA: 0s - loss: 0.0078 207/224 [==========================>...] - ETA: 0s - loss: 0.0070 224/224 [==============================] - 0s 1ms/step - loss: 0.0072 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0016 42/224 [====>.........................] - ETA: 0s - loss: 0.0051 81/224 [=========>....................] - ETA: 0s - loss: 0.0064 123/224 [===============>..............] - ETA: 0s - loss: 0.0056 164/224 [====================>.........] - ETA: 0s - loss: 0.0060 206/224 [==========================>...] - ETA: 0s - loss: 0.0062 224/224 [==============================] - 0s 1ms/step - loss: 0.0064 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0375 41/224 [====>.........................] - ETA: 0s - loss: 0.0070 76/224 [=========>....................] - ETA: 0s - loss: 0.0049 109/224 [=============>................] - ETA: 0s - loss: 0.0053 145/224 [==================>...........] - ETA: 0s - loss: 0.0055 185/224 [=======================>......] - ETA: 0s - loss: 0.0053 224/224 [==============================] - 0s 1ms/step - loss: 0.0056 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 2.7926e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0029  81/224 [=========>....................] - ETA: 0s - loss: 0.0037 120/224 [===============>..............] - ETA: 0s - loss: 0.0055 162/224 [====================>.........] - ETA: 0s - loss: 0.0054 200/224 [=========================>....] - ETA: 0s - loss: 0.0052 224/224 [==============================] - 0s 1ms/step - loss: 0.0049 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0053 42/224 [====>.........................] - ETA: 0s - loss: 0.0038 82/224 [=========>....................] - ETA: 0s - loss: 0.0033 121/224 [===============>..............] - ETA: 0s - loss: 0.0027 162/224 [====================>.........] - ETA: 0s - loss: 0.0038 201/224 [=========================>....] - ETA: 0s - loss: 0.0040 224/224 [==============================] - 0s 1ms/step - loss: 0.0043 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 3.1452e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0032  78/224 [=========>....................] - ETA: 0s - loss: 0.0047 117/224 [==============>...............] - ETA: 0s - loss: 0.0035 156/224 [===================>..........] - ETA: 0s - loss: 0.0037 195/224 [=========================>....] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0040 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.2788e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0035  83/224 [==========>...................] - ETA: 0s - loss: 0.0038 124/224 [===============>..............] - ETA: 0s - loss: 0.0037 164/224 [====================>.........] - ETA: 0s - loss: 0.0035 205/224 [==========================>...] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0051 42/224 [====>.........................] - ETA: 0s - loss: 0.0019 83/224 [==========>...................] - ETA: 0s - loss: 0.0023 124/224 [===============>..............] - ETA: 0s - loss: 0.0023 164/224 [====================>.........] - ETA: 0s - loss: 0.0021 205/224 [==========================>...] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.6178e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0037  82/224 [=========>....................] - ETA: 0s - loss: 0.0030 124/224 [===============>..............] - ETA: 0s - loss: 0.0028 165/224 [=====================>........] - ETA: 0s - loss: 0.0026 206/224 [==========================>...] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0026 -> 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: 0.895 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> 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: 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: 35s - loss: 0.0112 43/224 [====>.........................] - ETA: 0s - loss: 0.0076  85/224 [==========>...................] - ETA: 0s - loss: 0.0056 127/224 [================>.............] - ETA: 0s - loss: 0.0070 164/224 [====================>.........] - ETA: 0s - loss: 0.0065 206/224 [==========================>...] - ETA: 0s - loss: 0.0057 224/224 [==============================] - 0s 1ms/step - loss: 0.0054 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 9.0815e-04 35/224 [===>..........................] - ETA: 0s - loss: 0.0032  68/224 [========>.....................] - ETA: 0s - loss: 0.0037 105/224 [=============>................] - ETA: 0s - loss: 0.0036 147/224 [==================>...........] - ETA: 0s - loss: 0.0035 191/224 [========================>.....] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0031 42/224 [====>.........................] - ETA: 0s - loss: 0.0025 81/224 [=========>....................] - ETA: 0s - loss: 0.0049 122/224 [===============>..............] - ETA: 0s - loss: 0.0041 162/224 [====================>.........] - ETA: 0s - loss: 0.0039 202/224 [==========================>...] - ETA: 0s - loss: 0.0045 224/224 [==============================] - 0s 1ms/step - loss: 0.0043 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0012 42/224 [====>.........................] - ETA: 0s - loss: 0.0040 83/224 [==========>...................] - ETA: 0s - loss: 0.0035 124/224 [===============>..............] - ETA: 0s - loss: 0.0043 165/224 [=====================>........] - ETA: 0s - loss: 0.0040 205/224 [==========================>...] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0037 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0052 41/224 [====>.........................] - ETA: 0s - loss: 0.0067 84/224 [==========>...................] - ETA: 0s - loss: 0.0045 127/224 [================>.............] - ETA: 0s - loss: 0.0037 167/224 [=====================>........] - ETA: 0s - loss: 0.0035 208/224 [==========================>...] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0025 43/224 [====>.........................] - ETA: 0s - loss: 0.0019 84/224 [==========>...................] - ETA: 0s - loss: 0.0034 125/224 [===============>..............] - ETA: 0s - loss: 0.0031 166/224 [=====================>........] - ETA: 0s - loss: 0.0030 208/224 [==========================>...] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.0854e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0040  83/224 [==========>...................] - ETA: 0s - loss: 0.0028 124/224 [===============>..............] - ETA: 0s - loss: 0.0022 164/224 [====================>.........] - ETA: 0s - loss: 0.0031 206/224 [==========================>...] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.0854e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0018  81/224 [=========>....................] - ETA: 0s - loss: 0.0017 121/224 [===============>..............] - ETA: 0s - loss: 0.0025 162/224 [====================>.........] - ETA: 0s - loss: 0.0023 201/224 [=========================>....] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0016 41/224 [====>.........................] - ETA: 0s - loss: 0.0037 82/224 [=========>....................] - ETA: 0s - loss: 0.0037 124/224 [===============>..............] - ETA: 0s - loss: 0.0031 165/224 [=====================>........] - ETA: 0s - loss: 0.0026 199/224 [=========================>....] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 0.0636 36/224 [===>..........................] - ETA: 0s - loss: 0.0049 78/224 [=========>....................] - ETA: 0s - loss: 0.0037 118/224 [==============>...............] - ETA: 0s - loss: 0.0037 160/224 [====================>.........] - ETA: 0s - loss: 0.0029 202/224 [==========================>...] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 -> 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: 537, 23 LR fn, tp: 1, 20 LR f1 score: 0.625 LR cohens kappa score: 0.606 LR average precision score: 0.846 -> 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: 2, 19 GB f1 score: 0.905 GB cohens kappa score: 0.901 -> 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 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2152 synthetic samples -> retrain GAN for predict Epoch 1/10 1/224 [..............................] - ETA: 42s - loss: 5.3399e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0048  83/224 [==========>...................] - ETA: 0s - loss: 0.0042 123/224 [===============>..............] - ETA: 0s - loss: 0.0048 165/224 [=====================>........] - ETA: 0s - loss: 0.0044 202/224 [==========================>...] - ETA: 0s - loss: 0.0045 224/224 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0010 41/224 [====>.........................] - ETA: 0s - loss: 0.0030 82/224 [=========>....................] - ETA: 0s - loss: 0.0040 124/224 [===============>..............] - ETA: 0s - loss: 0.0034 165/224 [=====================>........] - ETA: 0s - loss: 0.0037 203/224 [==========================>...] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.5485e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0022  83/224 [==========>...................] - ETA: 0s - loss: 0.0021 122/224 [===============>..............] - ETA: 0s - loss: 0.0035 162/224 [====================>.........] - ETA: 0s - loss: 0.0034 201/224 [=========================>....] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 1.1898e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0021  83/224 [==========>...................] - ETA: 0s - loss: 0.0021 124/224 [===============>..............] - ETA: 0s - loss: 0.0021 164/224 [====================>.........] - ETA: 0s - loss: 0.0019 204/224 [==========================>...] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 6.3019e-05 43/224 [====>.........................] - ETA: 0s - loss: 0.0029  85/224 [==========>...................] - ETA: 0s - loss: 0.0028 126/224 [===============>..............] - ETA: 0s - loss: 0.0026 168/224 [=====================>........] - ETA: 0s - loss: 0.0025 209/224 [==========================>...] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0056 40/224 [====>.........................] - ETA: 0s - loss: 0.0029 81/224 [=========>....................] - ETA: 0s - loss: 0.0023 121/224 [===============>..............] - ETA: 0s - loss: 0.0022 162/224 [====================>.........] - ETA: 0s - loss: 0.0022 202/224 [==========================>...] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 5.8575e-05 41/224 [====>.........................] - ETA: 0s - loss: 9.0968e-04 76/224 [=========>....................] - ETA: 0s - loss: 0.0013  109/224 [=============>................] - ETA: 0s - loss: 0.0017 142/224 [==================>...........] - ETA: 0s - loss: 0.0016 175/224 [======================>.......] - ETA: 0s - loss: 0.0018 214/224 [===========================>..] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.5695e-05 40/224 [====>.........................] - ETA: 0s - loss: 0.0012  81/224 [=========>....................] - ETA: 0s - loss: 0.0018 121/224 [===============>..............] - ETA: 0s - loss: 0.0022 162/224 [====================>.........] - ETA: 0s - loss: 0.0020 203/224 [==========================>...] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0011 41/224 [====>.........................] - ETA: 0s - loss: 0.0015 82/224 [=========>....................] - ETA: 0s - loss: 0.0014 123/224 [===============>..............] - ETA: 0s - loss: 0.0013 164/224 [====================>.........] - ETA: 0s - loss: 0.0013 204/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.5291e-04 41/224 [====>.........................] - ETA: 0s - loss: 8.2460e-04 80/224 [=========>....................] - ETA: 0s - loss: 0.0015  121/224 [===============>..............] - ETA: 0s - loss: 0.0015 161/224 [====================>.........] - ETA: 0s - loss: 0.0013 202/224 [==========================>...] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 -> 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: 541, 19 LR fn, tp: 1, 20 LR f1 score: 0.667 LR cohens kappa score: 0.650 LR average precision score: 0.938 -> 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: 556, 4 KNN fn, tp: 0, 21 KNN f1 score: 0.913 KNN cohens kappa score: 0.909 ------ 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: 0.0027 44/224 [====>.........................] - ETA: 0s - loss: 0.0044  86/224 [==========>...................] - ETA: 0s - loss: 0.0068 128/224 [================>.............] - ETA: 0s - loss: 0.0057 170/224 [=====================>........] - ETA: 0s - loss: 0.0051 212/224 [===========================>..] - ETA: 0s - loss: 0.0050 224/224 [==============================] - 0s 1ms/step - loss: 0.0054 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0029 43/224 [====>.........................] - ETA: 0s - loss: 0.0036 86/224 [==========>...................] - ETA: 0s - loss: 0.0033 129/224 [================>.............] - ETA: 0s - loss: 0.0033 171/224 [=====================>........] - ETA: 0s - loss: 0.0040 214/224 [===========================>..] - ETA: 0s - loss: 0.0044 224/224 [==============================] - 0s 1ms/step - loss: 0.0045 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0035 43/224 [====>.........................] - ETA: 0s - loss: 0.0054 85/224 [==========>...................] - ETA: 0s - loss: 0.0044 128/224 [================>.............] - ETA: 0s - loss: 0.0036 170/224 [=====================>........] - ETA: 0s - loss: 0.0039 212/224 [===========================>..] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0040 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0102 40/224 [====>.........................] - ETA: 0s - loss: 0.0032 82/224 [=========>....................] - ETA: 0s - loss: 0.0036 125/224 [===============>..............] - ETA: 0s - loss: 0.0031 168/224 [=====================>........] - ETA: 0s - loss: 0.0031 211/224 [===========================>..] - ETA: 0s - loss: 0.0036 224/224 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 6.5397e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0021  87/224 [==========>...................] - ETA: 0s - loss: 0.0024 129/224 [================>.............] - ETA: 0s - loss: 0.0033 171/224 [=====================>........] - ETA: 0s - loss: 0.0037 210/224 [===========================>..] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0017 37/224 [===>..........................] - ETA: 0s - loss: 0.0047 78/224 [=========>....................] - ETA: 0s - loss: 0.0038 122/224 [===============>..............] - ETA: 0s - loss: 0.0033 167/224 [=====================>........] - ETA: 0s - loss: 0.0026 211/224 [===========================>..] - ETA: 0s - loss: 0.0028 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 0.0011 44/224 [====>.........................] - ETA: 0s - loss: 0.0019 87/224 [==========>...................] - ETA: 0s - loss: 0.0018 131/224 [================>.............] - ETA: 0s - loss: 0.0015 175/224 [======================>.......] - ETA: 0s - loss: 0.0021 218/224 [============================>.] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0026 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0037 39/224 [====>.........................] - ETA: 0s - loss: 0.0030 81/224 [=========>....................] - ETA: 0s - loss: 0.0021 123/224 [===============>..............] - ETA: 0s - loss: 0.0025 167/224 [=====================>........] - ETA: 0s - loss: 0.0027 208/224 [==========================>...] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 6.3784e-05 44/224 [====>.........................] - ETA: 0s - loss: 0.0026  88/224 [==========>...................] - ETA: 0s - loss: 0.0020 132/224 [================>.............] - ETA: 0s - loss: 0.0020 176/224 [======================>.......] - ETA: 0s - loss: 0.0018 218/224 [============================>.] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 1.1791e-04 46/224 [=====>........................] - ETA: 0s - loss: 9.4316e-04 88/224 [==========>...................] - ETA: 0s - loss: 0.0011  128/224 [================>.............] - ETA: 0s - loss: 0.0010 171/224 [=====================>........] - ETA: 0s - loss: 0.0015 212/224 [===========================>..] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 -> 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: 532, 24 LR fn, tp: 0, 21 LR f1 score: 0.636 LR cohens kappa score: 0.617 LR average precision score: 0.895 -> 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: 0, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> 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: 0.0013 42/224 [====>.........................] - ETA: 0s - loss: 0.0039  84/224 [==========>...................] - ETA: 0s - loss: 0.0056 125/224 [===============>..............] - ETA: 0s - loss: 0.0056 166/224 [=====================>........] - ETA: 0s - loss: 0.0068 206/224 [==========================>...] - ETA: 0s - loss: 0.0061 224/224 [==============================] - 0s 1ms/step - loss: 0.0065 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0030 42/224 [====>.........................] - ETA: 0s - loss: 0.0038 83/224 [==========>...................] - ETA: 0s - loss: 0.0038 124/224 [===============>..............] - ETA: 0s - loss: 0.0052 166/224 [=====================>........] - ETA: 0s - loss: 0.0051 207/224 [==========================>...] - ETA: 0s - loss: 0.0054 224/224 [==============================] - 0s 1ms/step - loss: 0.0053 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0020 41/224 [====>.........................] - ETA: 0s - loss: 0.0048 81/224 [=========>....................] - ETA: 0s - loss: 0.0037 119/224 [==============>...............] - ETA: 0s - loss: 0.0051 158/224 [====================>.........] - ETA: 0s - loss: 0.0050 199/224 [=========================>....] - ETA: 0s - loss: 0.0047 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 9.8323e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0023  74/224 [========>.....................] - ETA: 0s - loss: 0.0034 114/224 [==============>...............] - ETA: 0s - loss: 0.0037 155/224 [===================>..........] - ETA: 0s - loss: 0.0038 196/224 [=========================>....] - ETA: 0s - loss: 0.0042 224/224 [==============================] - 0s 1ms/step - loss: 0.0042 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0022 41/224 [====>.........................] - ETA: 0s - loss: 0.0052 81/224 [=========>....................] - ETA: 0s - loss: 0.0039 121/224 [===============>..............] - ETA: 0s - loss: 0.0038 162/224 [====================>.........] - ETA: 0s - loss: 0.0036 203/224 [==========================>...] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0014 41/224 [====>.........................] - ETA: 0s - loss: 0.0020 83/224 [==========>...................] - ETA: 0s - loss: 0.0031 124/224 [===============>..............] - ETA: 0s - loss: 0.0030 165/224 [=====================>........] - ETA: 0s - loss: 0.0027 206/224 [==========================>...] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 2.1731e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0034  86/224 [==========>...................] - ETA: 0s - loss: 0.0033 123/224 [===============>..............] - ETA: 0s - loss: 0.0027 157/224 [====================>.........] - ETA: 0s - loss: 0.0028 192/224 [========================>.....] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0052 43/224 [====>.........................] - ETA: 0s - loss: 0.0024 83/224 [==========>...................] - ETA: 0s - loss: 0.0024 122/224 [===============>..............] - ETA: 0s - loss: 0.0028 161/224 [====================>.........] - ETA: 0s - loss: 0.0027 201/224 [=========================>....] - ETA: 0s - loss: 0.0025 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0040 42/224 [====>.........................] - ETA: 0s - loss: 0.0012 82/224 [=========>....................] - ETA: 0s - loss: 0.0015 123/224 [===============>..............] - ETA: 0s - loss: 0.0022 163/224 [====================>.........] - ETA: 0s - loss: 0.0022 204/224 [==========================>...] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 0.0019 42/224 [====>.........................] - ETA: 0s - loss: 0.0022 83/224 [==========>...................] - ETA: 0s - loss: 0.0018 115/224 [==============>...............] - ETA: 0s - loss: 0.0021 153/224 [===================>..........] - ETA: 0s - loss: 0.0020 194/224 [========================>.....] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 -> 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: 547, 13 LR fn, tp: 1, 20 LR f1 score: 0.741 LR cohens kappa score: 0.729 LR average precision score: 0.915 -> 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: 554, 6 KNN fn, tp: 0, 21 KNN f1 score: 0.875 KNN cohens kappa score: 0.870 ------ 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: 46s - loss: 0.0036 42/224 [====>.........................] - ETA: 0s - loss: 0.0045  80/224 [=========>....................] - ETA: 0s - loss: 0.0038 118/224 [==============>...............] - ETA: 0s - loss: 0.0040 156/224 [===================>..........] - ETA: 0s - loss: 0.0046 196/224 [=========================>....] - ETA: 0s - loss: 0.0051 224/224 [==============================] - 1s 1ms/step - loss: 0.0050 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0015 38/224 [====>.........................] - ETA: 0s - loss: 0.0047 76/224 [=========>....................] - ETA: 0s - loss: 0.0041 117/224 [==============>...............] - ETA: 0s - loss: 0.0044 150/224 [===================>..........] - ETA: 0s - loss: 0.0049 188/224 [========================>.....] - ETA: 0s - loss: 0.0045 224/224 [==============================] - ETA: 0s - loss: 0.0042 224/224 [==============================] - 0s 1ms/step - loss: 0.0042 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0011 42/224 [====>.........................] - ETA: 0s - loss: 0.0034 80/224 [=========>....................] - ETA: 0s - loss: 0.0031 120/224 [===============>..............] - ETA: 0s - loss: 0.0033 160/224 [====================>.........] - ETA: 0s - loss: 0.0029 196/224 [=========================>....] - ETA: 0s - loss: 0.0030 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0012 39/224 [====>.........................] - ETA: 0s - loss: 0.0035 82/224 [=========>....................] - ETA: 0s - loss: 0.0034 125/224 [===============>..............] - ETA: 0s - loss: 0.0031 168/224 [=====================>........] - ETA: 0s - loss: 0.0033 208/224 [==========================>...] - ETA: 0s - loss: 0.0033 224/224 [==============================] - 0s 1ms/step - loss: 0.0034 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0017 38/224 [====>.........................] - ETA: 0s - loss: 0.0036 79/224 [=========>....................] - ETA: 0s - loss: 0.0033 116/224 [==============>...............] - ETA: 0s - loss: 0.0029 157/224 [====================>.........] - ETA: 0s - loss: 0.0030 197/224 [=========================>....] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.3455e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0018  80/224 [=========>....................] - ETA: 0s - loss: 0.0030 121/224 [===============>..............] - ETA: 0s - loss: 0.0033 162/224 [====================>.........] - ETA: 0s - loss: 0.0029 198/224 [=========================>....] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.3862e-04 35/224 [===>..........................] - ETA: 0s - loss: 0.0028  67/224 [=======>......................] - ETA: 0s - loss: 0.0027 101/224 [============>.................] - ETA: 0s - loss: 0.0024 135/224 [=================>............] - ETA: 0s - loss: 0.0022 169/224 [=====================>........] - ETA: 0s - loss: 0.0020 203/224 [==========================>...] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 2ms/step - loss: 0.0022 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 1.6855e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0019  78/224 [=========>....................] - ETA: 0s - loss: 0.0024 113/224 [==============>...............] - ETA: 0s - loss: 0.0021 153/224 [===================>..........] - ETA: 0s - loss: 0.0019 190/224 [========================>.....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0021 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 3.1463e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0025  79/224 [=========>....................] - ETA: 0s - loss: 0.0023 120/224 [===============>..............] - ETA: 0s - loss: 0.0021 156/224 [===================>..........] - ETA: 0s - loss: 0.0018 198/224 [=========================>....] - ETA: 0s - loss: 0.0018 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 9.2643e-04 39/224 [====>.........................] - ETA: 0s - loss: 8.6376e-04 79/224 [=========>....................] - ETA: 0s - loss: 0.0022  120/224 [===============>..............] - ETA: 0s - loss: 0.0019 154/224 [===================>..........] - ETA: 0s - loss: 0.0017 194/224 [========================>.....] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 -> test with GAN.predict GAN tn, fp: 558, 2 GAN fn, tp: 0, 21 GAN f1 score: 0.955 GAN cohens kappa score: 0.953 -> test with 'LR' LR tn, fp: 537, 23 LR fn, tp: 0, 21 LR f1 score: 0.646 LR cohens kappa score: 0.628 LR average precision score: 0.950 -> 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: 556, 4 KNN fn, tp: 0, 21 KNN f1 score: 0.913 KNN cohens kappa score: 0.909 ------ 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: 36s - loss: 0.0030 43/224 [====>.........................] - ETA: 0s - loss: 0.0074  85/224 [==========>...................] - ETA: 0s - loss: 0.0061 126/224 [===============>..............] - ETA: 0s - loss: 0.0057 166/224 [=====================>........] - ETA: 0s - loss: 0.0063 207/224 [==========================>...] - ETA: 0s - loss: 0.0060 224/224 [==============================] - 0s 1ms/step - loss: 0.0057 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 8.6060e-06 42/224 [====>.........................] - ETA: 0s - loss: 0.0072  78/224 [=========>....................] - ETA: 0s - loss: 0.0064 114/224 [==============>...............] - ETA: 0s - loss: 0.0072 156/224 [===================>..........] - ETA: 0s - loss: 0.0061 197/224 [=========================>....] - ETA: 0s - loss: 0.0052 224/224 [==============================] - 0s 1ms/step - loss: 0.0053 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0054 37/224 [===>..........................] - ETA: 0s - loss: 0.0025 72/224 [========>.....................] - ETA: 0s - loss: 0.0044 106/224 [=============>................] - ETA: 0s - loss: 0.0039 147/224 [==================>...........] - ETA: 0s - loss: 0.0037 188/224 [========================>.....] - ETA: 0s - loss: 0.0047 224/224 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.0508e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0060  84/224 [==========>...................] - ETA: 0s - loss: 0.0054 126/224 [===============>..............] - ETA: 0s - loss: 0.0050 166/224 [=====================>........] - ETA: 0s - loss: 0.0048 207/224 [==========================>...] - ETA: 0s - loss: 0.0044 224/224 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0061 43/224 [====>.........................] - ETA: 0s - loss: 0.0046 85/224 [==========>...................] - ETA: 0s - loss: 0.0041 126/224 [===============>..............] - ETA: 0s - loss: 0.0043 166/224 [=====================>........] - ETA: 0s - loss: 0.0036 205/224 [==========================>...] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 2.8806e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0055  82/224 [=========>....................] - ETA: 0s - loss: 0.0045 123/224 [===============>..............] - ETA: 0s - loss: 0.0039 163/224 [====================>.........] - ETA: 0s - loss: 0.0036 204/224 [==========================>...] - ETA: 0s - loss: 0.0038 224/224 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 1.3305e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0029  85/224 [==========>...................] - ETA: 0s - loss: 0.0026 127/224 [================>.............] - ETA: 0s - loss: 0.0025 165/224 [=====================>........] - ETA: 0s - loss: 0.0031 206/224 [==========================>...] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 9.5353e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0018  82/224 [=========>....................] - ETA: 0s - loss: 0.0023 123/224 [===============>..............] - ETA: 0s - loss: 0.0024 165/224 [=====================>........] - ETA: 0s - loss: 0.0026 207/224 [==========================>...] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0022 41/224 [====>.........................] - ETA: 0s - loss: 0.0021 79/224 [=========>....................] - ETA: 0s - loss: 0.0028 120/224 [===============>..............] - ETA: 0s - loss: 0.0032 162/224 [====================>.........] - ETA: 0s - loss: 0.0030 202/224 [==========================>...] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0027 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 8.3027e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0031  84/224 [==========>...................] - ETA: 0s - loss: 0.0026 126/224 [===============>..............] - ETA: 0s - loss: 0.0025 164/224 [====================>.........] - ETA: 0s - loss: 0.0022 190/224 [========================>.....] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 -> test with GAN.predict GAN tn, fp: 560, 0 GAN fn, tp: 4, 17 GAN f1 score: 0.895 GAN cohens kappa score: 0.891 -> test with 'LR' LR tn, fp: 544, 16 LR fn, tp: 4, 17 LR f1 score: 0.630 LR cohens kappa score: 0.613 LR average precision score: 0.788 -> 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: 554, 6 KNN fn, tp: 3, 18 KNN f1 score: 0.800 KNN cohens kappa score: 0.792 ------ 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: 46s - loss: 0.2298 34/224 [===>..........................] - ETA: 0s - loss: 0.0128  71/224 [========>.....................] - ETA: 0s - loss: 0.0077 105/224 [=============>................] - ETA: 0s - loss: 0.0061 135/224 [=================>............] - ETA: 0s - loss: 0.0071 163/224 [====================>.........] - ETA: 0s - loss: 0.0070 198/224 [=========================>....] - ETA: 0s - loss: 0.0064 224/224 [==============================] - 1s 2ms/step - loss: 0.0064 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0048 39/224 [====>.........................] - ETA: 0s - loss: 0.0034 78/224 [=========>....................] - ETA: 0s - loss: 0.0051 117/224 [==============>...............] - ETA: 0s - loss: 0.0052 153/224 [===================>..........] - ETA: 0s - loss: 0.0058 188/224 [========================>.....] - ETA: 0s - loss: 0.0054 224/224 [==============================] - 0s 1ms/step - loss: 0.0056 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 9.3025e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0035  77/224 [=========>....................] - ETA: 0s - loss: 0.0045 115/224 [==============>...............] - ETA: 0s - loss: 0.0041 151/224 [===================>..........] - ETA: 0s - loss: 0.0049 186/224 [=======================>......] - ETA: 0s - loss: 0.0047 222/224 [============================>.] - ETA: 0s - loss: 0.0046 224/224 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 3.9636e-05 36/224 [===>..........................] - ETA: 0s - loss: 0.0070  69/224 [========>.....................] - ETA: 0s - loss: 0.0051 104/224 [============>.................] - ETA: 0s - loss: 0.0039 139/224 [=================>............] - ETA: 0s - loss: 0.0034 175/224 [======================>.......] - ETA: 0s - loss: 0.0037 211/224 [===========================>..] - ETA: 0s - loss: 0.0038 224/224 [==============================] - 0s 1ms/step - loss: 0.0037 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0034 35/224 [===>..........................] - ETA: 0s - loss: 0.0026 69/224 [========>.....................] - ETA: 0s - loss: 0.0027 108/224 [=============>................] - ETA: 0s - loss: 0.0024 148/224 [==================>...........] - ETA: 0s - loss: 0.0027 183/224 [=======================>......] - ETA: 0s - loss: 0.0030 219/224 [============================>.] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0032 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 9.8514e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0037  69/224 [========>.....................] - ETA: 0s - loss: 0.0026 104/224 [============>.................] - ETA: 0s - loss: 0.0030 138/224 [=================>............] - ETA: 0s - loss: 0.0028 174/224 [======================>.......] - ETA: 0s - loss: 0.0028 204/224 [==========================>...] - ETA: 0s - loss: 0.0026 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 9.6959e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0031  75/224 [=========>....................] - ETA: 0s - loss: 0.0026 115/224 [==============>...............] - ETA: 0s - loss: 0.0021 150/224 [===================>..........] - ETA: 0s - loss: 0.0025 190/224 [========================>.....] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0022 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0041 37/224 [===>..........................] - ETA: 0s - loss: 0.0023 67/224 [=======>......................] - ETA: 0s - loss: 0.0020 97/224 [===========>..................] - ETA: 0s - loss: 0.0020 126/224 [===============>..............] - ETA: 0s - loss: 0.0022 160/224 [====================>.........] - ETA: 0s - loss: 0.0023 193/224 [========================>.....] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 2ms/step - loss: 0.0021 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 4.4833e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0021  74/224 [========>.....................] - ETA: 0s - loss: 0.0017 109/224 [=============>................] - ETA: 0s - loss: 0.0014 146/224 [==================>...........] - ETA: 0s - loss: 0.0015 181/224 [=======================>......] - ETA: 0s - loss: 0.0016 217/224 [============================>.] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 0.0046 37/224 [===>..........................] - ETA: 0s - loss: 0.0023 71/224 [========>.....................] - ETA: 0s - loss: 0.0016 105/224 [=============>................] - ETA: 0s - loss: 0.0013 141/224 [=================>............] - ETA: 0s - loss: 0.0014 177/224 [======================>.......] - ETA: 0s - loss: 0.0016 214/224 [===========================>..] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0017 -> 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: 541, 19 LR fn, tp: 0, 21 LR f1 score: 0.689 LR cohens kappa score: 0.673 LR average precision score: 0.914 -> 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: 555, 5 KNN fn, tp: 1, 20 KNN f1 score: 0.870 KNN cohens kappa score: 0.864 ------ 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: 35s - loss: 0.0010 44/224 [====>.........................] - ETA: 0s - loss: 0.0032  86/224 [==========>...................] - ETA: 0s - loss: 0.0036 125/224 [===============>..............] - ETA: 0s - loss: 0.0039 165/224 [=====================>........] - ETA: 0s - loss: 0.0038 201/224 [=========================>....] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0037 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 6.7265e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0032  86/224 [==========>...................] - ETA: 0s - loss: 0.0027 129/224 [================>.............] - ETA: 0s - loss: 0.0034 172/224 [======================>.......] - ETA: 0s - loss: 0.0031 214/224 [===========================>..] - ETA: 0s - loss: 0.0030 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0083 40/224 [====>.........................] - ETA: 0s - loss: 0.0021 83/224 [==========>...................] - ETA: 0s - loss: 0.0018 124/224 [===============>..............] - ETA: 0s - loss: 0.0018 165/224 [=====================>........] - ETA: 0s - loss: 0.0024 208/224 [==========================>...] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0024 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 2.5589e-05 46/224 [=====>........................] - ETA: 0s - loss: 0.0034  89/224 [==========>...................] - ETA: 0s - loss: 0.0026 132/224 [================>.............] - ETA: 0s - loss: 0.0026 176/224 [======================>.......] - ETA: 0s - loss: 0.0023 219/224 [============================>.] - ETA: 0s - loss: 0.0022 224/224 [==============================] - 0s 1ms/step - loss: 0.0021 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 7.7401e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0010  88/224 [==========>...................] - ETA: 0s - loss: 0.0012 131/224 [================>.............] - ETA: 0s - loss: 0.0020 173/224 [======================>.......] - ETA: 0s - loss: 0.0018 209/224 [==========================>...] - ETA: 0s - loss: 0.0019 224/224 [==============================] - 0s 1ms/step - loss: 0.0019 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 5.6281e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0011  71/224 [========>.....................] - ETA: 0s - loss: 0.0012 106/224 [=============>................] - ETA: 0s - loss: 0.0012 144/224 [==================>...........] - ETA: 0s - loss: 0.0016 188/224 [========================>.....] - ETA: 0s - loss: 0.0016 224/224 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 3.3345e-05 45/224 [=====>........................] - ETA: 0s - loss: 0.0014  89/224 [==========>...................] - ETA: 0s - loss: 0.0011 133/224 [================>.............] - ETA: 0s - loss: 0.0018 178/224 [======================>.......] - ETA: 0s - loss: 0.0016 222/224 [============================>.] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 6.9666e-05 43/224 [====>.........................] - ETA: 0s - loss: 0.0011  86/224 [==========>...................] - ETA: 0s - loss: 9.4300e-04 130/224 [================>.............] - ETA: 0s - loss: 9.4472e-04 173/224 [======================>.......] - ETA: 0s - loss: 0.0012  218/224 [============================>.] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.6128e-04 44/224 [====>.........................] - ETA: 0s - loss: 5.3552e-04 85/224 [==========>...................] - ETA: 0s - loss: 7.1904e-04 122/224 [===============>..............] - ETA: 0s - loss: 0.0011  158/224 [====================>.........] - ETA: 0s - loss: 0.0011 198/224 [=========================>....] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 0.0082 39/224 [====>.........................] - ETA: 0s - loss: 8.8745e-04 82/224 [=========>....................] - ETA: 0s - loss: 8.3851e-04 123/224 [===============>..............] - ETA: 0s - loss: 8.8752e-04 165/224 [=====================>........] - ETA: 0s - loss: 0.0011  204/224 [==========================>...] - ETA: 0s - loss: 9.6561e-04 224/224 [==============================] - 0s 1ms/step - loss: 9.1648e-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: 546, 10 LR fn, tp: 1, 20 LR f1 score: 0.784 LR cohens kappa score: 0.775 LR average precision score: 0.930 -> 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: 37s - loss: 0.0014 42/224 [====>.........................] - ETA: 0s - loss: 0.0072  83/224 [==========>...................] - ETA: 0s - loss: 0.0057 125/224 [===============>..............] - ETA: 0s - loss: 0.0056 163/224 [====================>.........] - ETA: 0s - loss: 0.0057 204/224 [==========================>...] - ETA: 0s - loss: 0.0063 224/224 [==============================] - 0s 1ms/step - loss: 0.0059 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 8.2072e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0029  72/224 [========>.....................] - ETA: 0s - loss: 0.0048 110/224 [=============>................] - ETA: 0s - loss: 0.0042 151/224 [===================>..........] - ETA: 0s - loss: 0.0042 186/224 [=======================>......] - ETA: 0s - loss: 0.0053 224/224 [==============================] - 0s 1ms/step - loss: 0.0055 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 8.9437e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0033  80/224 [=========>....................] - ETA: 0s - loss: 0.0054 121/224 [===============>..............] - ETA: 0s - loss: 0.0051 160/224 [====================>.........] - ETA: 0s - loss: 0.0051 199/224 [=========================>....] - ETA: 0s - loss: 0.0053 224/224 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0020 41/224 [====>.........................] - ETA: 0s - loss: 0.0079 80/224 [=========>....................] - ETA: 0s - loss: 0.0060 121/224 [===============>..............] - ETA: 0s - loss: 0.0062 162/224 [====================>.........] - ETA: 0s - loss: 0.0058 200/224 [=========================>....] - ETA: 0s - loss: 0.0052 224/224 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 3.1377e-04 40/224 [====>.........................] - ETA: 0s - loss: 0.0061  79/224 [=========>....................] - ETA: 0s - loss: 0.0068 119/224 [==============>...............] - ETA: 0s - loss: 0.0059 158/224 [====================>.........] - ETA: 0s - loss: 0.0051 199/224 [=========================>....] - ETA: 0s - loss: 0.0049 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 7.6233e-05 42/224 [====>.........................] - ETA: 0s - loss: 0.0064  85/224 [==========>...................] - ETA: 0s - loss: 0.0054 126/224 [===============>..............] - ETA: 0s - loss: 0.0043 167/224 [=====================>........] - ETA: 0s - loss: 0.0043 208/224 [==========================>...] - ETA: 0s - loss: 0.0047 224/224 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 0.0013 41/224 [====>.........................] - ETA: 0s - loss: 0.0047 80/224 [=========>....................] - ETA: 0s - loss: 0.0049 121/224 [===============>..............] - ETA: 0s - loss: 0.0046 162/224 [====================>.........] - ETA: 0s - loss: 0.0052 204/224 [==========================>...] - ETA: 0s - loss: 0.0048 224/224 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0131 41/224 [====>.........................] - ETA: 0s - loss: 0.0040 83/224 [==========>...................] - ETA: 0s - loss: 0.0041 123/224 [===============>..............] - ETA: 0s - loss: 0.0032 163/224 [====================>.........] - ETA: 0s - loss: 0.0039 205/224 [==========================>...] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0040 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 4.0950e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0036  83/224 [==========>...................] - ETA: 0s - loss: 0.0038 124/224 [===============>..............] - ETA: 0s - loss: 0.0038 162/224 [====================>.........] - ETA: 0s - loss: 0.0044 195/224 [=========================>....] - ETA: 0s - loss: 0.0042 224/224 [==============================] - 0s 1ms/step - loss: 0.0042 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 4.9264e-05 39/224 [====>.........................] - ETA: 0s - loss: 0.0048  81/224 [=========>....................] - ETA: 0s - loss: 0.0047 120/224 [===============>..............] - ETA: 0s - loss: 0.0039 160/224 [====================>.........] - ETA: 0s - loss: 0.0041 200/224 [=========================>....] - ETA: 0s - loss: 0.0039 224/224 [==============================] - 0s 1ms/step - loss: 0.0036 -> 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: 539, 21 LR fn, tp: 0, 21 LR f1 score: 0.667 LR cohens kappa score: 0.650 LR average precision score: 0.960 -> 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: 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: 36s - loss: 0.0025 43/224 [====>.........................] - ETA: 0s - loss: 0.0022  85/224 [==========>...................] - ETA: 0s - loss: 0.0019 124/224 [===============>..............] - ETA: 0s - loss: 0.0030 161/224 [====================>.........] - ETA: 0s - loss: 0.0039 196/224 [=========================>....] - ETA: 0s - loss: 0.0045 224/224 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0114 42/224 [====>.........................] - ETA: 0s - loss: 0.0052 84/224 [==========>...................] - ETA: 0s - loss: 0.0044 125/224 [===============>..............] - ETA: 0s - loss: 0.0044 167/224 [=====================>........] - ETA: 0s - loss: 0.0040 205/224 [==========================>...] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0042 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 0.0019 43/224 [====>.........................] - ETA: 0s - loss: 0.0038 84/224 [==========>...................] - ETA: 0s - loss: 0.0031 123/224 [===============>..............] - ETA: 0s - loss: 0.0032 166/224 [=====================>........] - ETA: 0s - loss: 0.0033 206/224 [==========================>...] - ETA: 0s - loss: 0.0035 224/224 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0030 43/224 [====>.........................] - ETA: 0s - loss: 0.0031 84/224 [==========>...................] - ETA: 0s - loss: 0.0036 125/224 [===============>..............] - ETA: 0s - loss: 0.0032 167/224 [=====================>........] - ETA: 0s - loss: 0.0032 209/224 [==========================>...] - ETA: 0s - loss: 0.0033 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0033 40/224 [====>.........................] - ETA: 0s - loss: 0.0031 81/224 [=========>....................] - ETA: 0s - loss: 0.0025 122/224 [===============>..............] - ETA: 0s - loss: 0.0025 163/224 [====================>.........] - ETA: 0s - loss: 0.0023 205/224 [==========================>...] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0025 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 1.2800e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0015  85/224 [==========>...................] - ETA: 0s - loss: 0.0024 126/224 [===============>..............] - ETA: 0s - loss: 0.0024 168/224 [=====================>........] - ETA: 0s - loss: 0.0022 208/224 [==========================>...] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0021 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 6.0043e-04 37/224 [===>..........................] - ETA: 0s - loss: 0.0019  74/224 [========>.....................] - ETA: 0s - loss: 0.0021 109/224 [=============>................] - ETA: 0s - loss: 0.0018 151/224 [===================>..........] - ETA: 0s - loss: 0.0018 194/224 [========================>.....] - ETA: 0s - loss: 0.0017 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.3484e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0014  83/224 [==========>...................] - ETA: 0s - loss: 0.0016 125/224 [===============>..............] - ETA: 0s - loss: 0.0014 167/224 [=====================>........] - ETA: 0s - loss: 0.0014 207/224 [==========================>...] - ETA: 0s - loss: 0.0015 224/224 [==============================] - 0s 1ms/step - loss: 0.0015 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 6.2604e-05 43/224 [====>.........................] - ETA: 0s - loss: 9.9873e-04 85/224 [==========>...................] - ETA: 0s - loss: 9.7302e-04 126/224 [===============>..............] - ETA: 0s - loss: 8.3445e-04 168/224 [=====================>........] - ETA: 0s - loss: 0.0011  210/224 [===========================>..] - ETA: 0s - loss: 0.0012 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.4441e-04 43/224 [====>.........................] - ETA: 0s - loss: 0.0012  82/224 [=========>....................] - ETA: 0s - loss: 0.0014 122/224 [===============>..............] - ETA: 0s - loss: 0.0011 163/224 [====================>.........] - ETA: 0s - loss: 0.0010 203/224 [==========================>...] - ETA: 0s - loss: 0.0010 224/224 [==============================] - 0s 1ms/step - loss: 0.0010 -> 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: 542, 18 LR fn, tp: 0, 21 LR f1 score: 0.700 LR cohens kappa score: 0.685 LR average precision score: 0.901 -> 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: 3, 18 GB f1 score: 0.923 GB cohens kappa score: 0.920 -> 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: 45s - loss: 0.0028 42/224 [====>.........................] - ETA: 0s - loss: 0.0069  82/224 [=========>....................] - ETA: 0s - loss: 0.0078 122/224 [===============>..............] - ETA: 0s - loss: 0.0081 162/224 [====================>.........] - ETA: 0s - loss: 0.0080 205/224 [==========================>...] - ETA: 0s - loss: 0.0073 224/224 [==============================] - 0s 1ms/step - loss: 0.0070 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 0.0032 41/224 [====>.........................] - ETA: 0s - loss: 0.0034 81/224 [=========>....................] - ETA: 0s - loss: 0.0049 118/224 [==============>...............] - ETA: 0s - loss: 0.0050 152/224 [===================>..........] - ETA: 0s - loss: 0.0047 184/224 [=======================>......] - ETA: 0s - loss: 0.0059 220/224 [============================>.] - ETA: 0s - loss: 0.0064 224/224 [==============================] - 0s 1ms/step - loss: 0.0063 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 1.7938e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0035  79/224 [=========>....................] - ETA: 0s - loss: 0.0063 120/224 [===============>..............] - ETA: 0s - loss: 0.0064 161/224 [====================>.........] - ETA: 0s - loss: 0.0058 202/224 [==========================>...] - ETA: 0s - loss: 0.0056 224/224 [==============================] - 0s 1ms/step - loss: 0.0058 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0013 37/224 [===>..........................] - ETA: 0s - loss: 0.0048 77/224 [=========>....................] - ETA: 0s - loss: 0.0051 117/224 [==============>...............] - ETA: 0s - loss: 0.0049 157/224 [====================>.........] - ETA: 0s - loss: 0.0053 194/224 [========================>.....] - ETA: 0s - loss: 0.0049 224/224 [==============================] - 0s 1ms/step - loss: 0.0052 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0022 36/224 [===>..........................] - ETA: 0s - loss: 0.0041 74/224 [========>.....................] - ETA: 0s - loss: 0.0037 113/224 [==============>...............] - ETA: 0s - loss: 0.0037 154/224 [===================>..........] - ETA: 0s - loss: 0.0047 192/224 [========================>.....] - ETA: 0s - loss: 0.0048 224/224 [==============================] - 0s 1ms/step - loss: 0.0044 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0020 41/224 [====>.........................] - ETA: 0s - loss: 0.0054 82/224 [=========>....................] - ETA: 0s - loss: 0.0046 122/224 [===============>..............] - ETA: 0s - loss: 0.0038 163/224 [====================>.........] - ETA: 0s - loss: 0.0047 201/224 [=========================>....] - ETA: 0s - loss: 0.0041 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 8.0094e-04 41/224 [====>.........................] - ETA: 0s - loss: 0.0024  81/224 [=========>....................] - ETA: 0s - loss: 0.0042 121/224 [===============>..............] - ETA: 0s - loss: 0.0042 162/224 [====================>.........] - ETA: 0s - loss: 0.0037 202/224 [==========================>...] - ETA: 0s - loss: 0.0033 224/224 [==============================] - 0s 1ms/step - loss: 0.0038 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 4.1808e-05 40/224 [====>.........................] - ETA: 0s - loss: 0.0024  80/224 [=========>....................] - ETA: 0s - loss: 0.0038 119/224 [==============>...............] - ETA: 0s - loss: 0.0036 158/224 [====================>.........] - ETA: 0s - loss: 0.0032 200/224 [=========================>....] - ETA: 0s - loss: 0.0033 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 1.5978e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0052  75/224 [=========>....................] - ETA: 0s - loss: 0.0041 113/224 [==============>...............] - ETA: 0s - loss: 0.0030 149/224 [==================>...........] - ETA: 0s - loss: 0.0031 185/224 [=======================>......] - ETA: 0s - loss: 0.0029 218/224 [============================>.] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0028 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 3.4256e-04 35/224 [===>..........................] - ETA: 0s - loss: 0.0016  73/224 [========>.....................] - ETA: 0s - loss: 0.0023 112/224 [==============>...............] - ETA: 0s - loss: 0.0021 151/224 [===================>..........] - ETA: 0s - loss: 0.0025 188/224 [========================>.....] - ETA: 0s - loss: 0.0025 223/224 [============================>.] - ETA: 0s - loss: 0.0023 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 -> test with GAN.predict GAN tn, fp: 558, 2 GAN fn, tp: 0, 21 GAN f1 score: 0.955 GAN cohens kappa score: 0.953 -> 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: 0.856 -> test with 'RF' RF tn, fp: 560, 0 RF fn, tp: 2, 19 RF f1 score: 0.950 RF cohens kappa score: 0.948 -> 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: 551, 9 KNN fn, tp: 0, 21 KNN f1 score: 0.824 KNN cohens kappa score: 0.816 ------ 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: 46s - loss: 1.1154e-05 35/224 [===>..........................] - ETA: 0s - loss: 0.0091  69/224 [========>.....................] - ETA: 0s - loss: 0.0057 100/224 [============>.................] - ETA: 0s - loss: 0.0046 141/224 [=================>............] - ETA: 0s - loss: 0.0049 175/224 [======================>.......] - ETA: 0s - loss: 0.0047 216/224 [===========================>..] - ETA: 0s - loss: 0.0048 224/224 [==============================] - 1s 1ms/step - loss: 0.0047 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 4.3843e-04 38/224 [====>.........................] - ETA: 0s - loss: 0.0023  76/224 [=========>....................] - ETA: 0s - loss: 0.0018 116/224 [==============>...............] - ETA: 0s - loss: 0.0019 153/224 [===================>..........] - ETA: 0s - loss: 0.0033 193/224 [========================>.....] - ETA: 0s - loss: 0.0037 224/224 [==============================] - 0s 1ms/step - loss: 0.0035 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 2.7574e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0031  82/224 [=========>....................] - ETA: 0s - loss: 0.0029 120/224 [===============>..............] - ETA: 0s - loss: 0.0031 162/224 [====================>.........] - ETA: 0s - loss: 0.0032 200/224 [=========================>....] - ETA: 0s - loss: 0.0032 224/224 [==============================] - 0s 1ms/step - loss: 0.0032 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0025 40/224 [====>.........................] - ETA: 0s - loss: 0.0024 75/224 [=========>....................] - ETA: 0s - loss: 0.0040 114/224 [==============>...............] - ETA: 0s - loss: 0.0035 155/224 [===================>..........] - ETA: 0s - loss: 0.0032 193/224 [========================>.....] - ETA: 0s - loss: 0.0027 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 0.0288 38/224 [====>.........................] - ETA: 0s - loss: 0.0029 78/224 [=========>....................] - ETA: 0s - loss: 0.0023 117/224 [==============>...............] - ETA: 0s - loss: 0.0023 154/224 [===================>..........] - ETA: 0s - loss: 0.0022 192/224 [========================>.....] - ETA: 0s - loss: 0.0024 224/224 [==============================] - 0s 1ms/step - loss: 0.0023 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 0.0023 43/224 [====>.........................] - ETA: 0s - loss: 0.0026 84/224 [==========>...................] - ETA: 0s - loss: 0.0024 121/224 [===============>..............] - ETA: 0s - loss: 0.0022 163/224 [====================>.........] - ETA: 0s - loss: 0.0021 200/224 [=========================>....] - ETA: 0s - loss: 0.0021 224/224 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 5.7770e-05 39/224 [====>.........................] - ETA: 0s - loss: 0.0032  75/224 [=========>....................] - ETA: 0s - loss: 0.0023 112/224 [==============>...............] - ETA: 0s - loss: 0.0023 151/224 [===================>..........] - ETA: 0s - loss: 0.0020 187/224 [========================>.....] - ETA: 0s - loss: 0.0020 224/224 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 2.3127e-04 37/224 [===>..........................] - ETA: 0s - loss: 9.2952e-04 72/224 [========>.....................] - ETA: 0s - loss: 0.0014  109/224 [=============>................] - ETA: 0s - loss: 0.0014 142/224 [==================>...........] - ETA: 0s - loss: 0.0015 183/224 [=======================>......] - ETA: 0s - loss: 0.0015 220/224 [============================>.] - ETA: 0s - loss: 0.0014 224/224 [==============================] - 0s 1ms/step - loss: 0.0014 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 4.5435e-05 36/224 [===>..........................] - ETA: 0s - loss: 0.0017  77/224 [=========>....................] - ETA: 0s - loss: 0.0015 113/224 [==============>...............] - ETA: 0s - loss: 0.0014 154/224 [===================>..........] - ETA: 0s - loss: 0.0015 191/224 [========================>.....] - ETA: 0s - loss: 0.0013 224/224 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 5.2181e-05 37/224 [===>..........................] - ETA: 0s - loss: 4.0762e-04 72/224 [========>.....................] - ETA: 0s - loss: 0.0010  113/224 [==============>...............] - ETA: 0s - loss: 0.0010 153/224 [===================>..........] - ETA: 0s - loss: 0.0010 190/224 [========================>.....] - ETA: 0s - loss: 0.0011 224/224 [==============================] - 0s 1ms/step - loss: 0.0010 -> 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: 538, 22 LR fn, tp: 1, 20 LR f1 score: 0.635 LR cohens kappa score: 0.616 LR average precision score: 0.867 -> 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: 557, 3 GB fn, tp: 1, 20 GB f1 score: 0.909 GB cohens kappa score: 0.906 -> test with 'KNN' KNN tn, fp: 550, 10 KNN fn, tp: 0, 21 KNN f1 score: 0.808 KNN cohens kappa score: 0.799 ------ 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: 38s - loss: 0.1431 44/224 [====>.........................] - ETA: 0s - loss: 0.0095  83/224 [==========>...................] - ETA: 0s - loss: 0.0086 125/224 [===============>..............] - ETA: 0s - loss: 0.0076 169/224 [=====================>........] - ETA: 0s - loss: 0.0070 209/224 [==========================>...] - ETA: 0s - loss: 0.0071 224/224 [==============================] - 0s 1ms/step - loss: 0.0068 Epoch 2/10 1/224 [..............................] - ETA: 0s - loss: 5.6093e-04 45/224 [=====>........................] - ETA: 0s - loss: 0.0066  85/224 [==========>...................] - ETA: 0s - loss: 0.0060 129/224 [================>.............] - ETA: 0s - loss: 0.0063 170/224 [=====================>........] - ETA: 0s - loss: 0.0056 213/224 [===========================>..] - ETA: 0s - loss: 0.0054 224/224 [==============================] - 0s 1ms/step - loss: 0.0056 Epoch 3/10 1/224 [..............................] - ETA: 0s - loss: 5.7893e-04 44/224 [====>.........................] - ETA: 0s - loss: 0.0051  84/224 [==========>...................] - ETA: 0s - loss: 0.0057 129/224 [================>.............] - ETA: 0s - loss: 0.0066 168/224 [=====================>........] - ETA: 0s - loss: 0.0059 212/224 [===========================>..] - ETA: 0s - loss: 0.0054 224/224 [==============================] - 0s 1ms/step - loss: 0.0053 Epoch 4/10 1/224 [..............................] - ETA: 0s - loss: 0.0414 36/224 [===>..........................] - ETA: 0s - loss: 0.0041 77/224 [=========>....................] - ETA: 0s - loss: 0.0031 120/224 [===============>..............] - ETA: 0s - loss: 0.0033 158/224 [====================>.........] - ETA: 0s - loss: 0.0042 202/224 [==========================>...] - ETA: 0s - loss: 0.0048 224/224 [==============================] - 0s 1ms/step - loss: 0.0046 Epoch 5/10 1/224 [..............................] - ETA: 0s - loss: 8.5221e-04 39/224 [====>.........................] - ETA: 0s - loss: 0.0018  80/224 [=========>....................] - ETA: 0s - loss: 0.0031 120/224 [===============>..............] - ETA: 0s - loss: 0.0027 162/224 [====================>.........] - ETA: 0s - loss: 0.0028 205/224 [==========================>...] - ETA: 0s - loss: 0.0040 224/224 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 6/10 1/224 [..............................] - ETA: 0s - loss: 3.4769e-04 45/224 [=====>........................] - ETA: 0s - loss: 0.0037  88/224 [==========>...................] - ETA: 0s - loss: 0.0042 126/224 [===============>..............] - ETA: 0s - loss: 0.0039 167/224 [=====================>........] - ETA: 0s - loss: 0.0040 200/224 [=========================>....] - ETA: 0s - loss: 0.0038 224/224 [==============================] - 0s 1ms/step - loss: 0.0036 Epoch 7/10 1/224 [..............................] - ETA: 0s - loss: 9.5351e-04 42/224 [====>.........................] - ETA: 0s - loss: 0.0020  84/224 [==========>...................] - ETA: 0s - loss: 0.0023 123/224 [===============>..............] - ETA: 0s - loss: 0.0029 164/224 [====================>.........] - ETA: 0s - loss: 0.0025 202/224 [==========================>...] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0031 Epoch 8/10 1/224 [..............................] - ETA: 0s - loss: 0.0166 44/224 [====>.........................] - ETA: 0s - loss: 0.0048 84/224 [==========>...................] - ETA: 0s - loss: 0.0037 128/224 [================>.............] - ETA: 0s - loss: 0.0035 170/224 [=====================>........] - ETA: 0s - loss: 0.0030 209/224 [==========================>...] - ETA: 0s - loss: 0.0031 224/224 [==============================] - 0s 1ms/step - loss: 0.0032 Epoch 9/10 1/224 [..............................] - ETA: 0s - loss: 0.0030 46/224 [=====>........................] - ETA: 0s - loss: 0.0049 87/224 [==========>...................] - ETA: 0s - loss: 0.0038 132/224 [================>.............] - ETA: 0s - loss: 0.0030 171/224 [=====================>........] - ETA: 0s - loss: 0.0027 216/224 [===========================>..] - ETA: 0s - loss: 0.0030 224/224 [==============================] - 0s 1ms/step - loss: 0.0030 Epoch 10/10 1/224 [..............................] - ETA: 0s - loss: 2.7539e-04 45/224 [=====>........................] - ETA: 0s - loss: 0.0017  84/224 [==========>...................] - ETA: 0s - loss: 0.0020 128/224 [================>.............] - ETA: 0s - loss: 0.0021 167/224 [=====================>........] - ETA: 0s - loss: 0.0029 211/224 [===========================>..] - ETA: 0s - loss: 0.0029 224/224 [==============================] - 0s 1ms/step - loss: 0.0029 -> 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: 0.913 -> test with 'RF' RF tn, fp: 556, 0 RF fn, tp: 0, 21 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> 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: 554, 24 LR fn, tp: 4, 21 LR f1 score: 0.826 LR cohens kappa score: 0.819 LR average precision score: 0.989 average: LR tn, fp: 542.28, 16.92 LR fn, tp: 0.76, 20.24 LR f1 score: 0.700 LR cohens kappa score: 0.686 LR average precision score: 0.901 minimum: LR tn, fp: 532, 6 LR fn, tp: 0, 17 LR f1 score: 0.625 LR cohens kappa score: 0.606 LR average precision score: 0.788 -----[ RF ]----- maximum: RF tn, fp: 560, 4 RF fn, tp: 6, 21 RF f1 score: 1.000 RF cohens kappa score: 1.000 average: RF tn, fp: 558.64, 0.56 RF fn, tp: 1.8, 19.2 RF f1 score: 0.941 RF cohens kappa score: 0.939 minimum: RF tn, fp: 556, 0 RF fn, tp: 0, 15 RF f1 score: 0.833 RF cohens kappa score: 0.828 -----[ GB ]----- maximum: GB tn, fp: 560, 3 GB fn, tp: 4, 21 GB f1 score: 1.000 GB cohens kappa score: 1.000 average: GB tn, fp: 558.68, 0.52 GB fn, tp: 1.16, 19.84 GB f1 score: 0.959 GB cohens kappa score: 0.958 minimum: GB tn, fp: 556, 0 GB fn, tp: 0, 17 GB f1 score: 0.895 GB cohens kappa score: 0.891 -----[ KNN ]----- maximum: KNN tn, fp: 558, 10 KNN fn, tp: 3, 21 KNN f1 score: 0.933 KNN cohens kappa score: 0.931 average: KNN tn, fp: 552.96, 6.24 KNN fn, tp: 0.36, 20.64 KNN f1 score: 0.864 KNN cohens kappa score: 0.858 minimum: KNN tn, fp: 547, 2 KNN fn, tp: 0, 18 KNN f1 score: 0.800 KNN cohens kappa score: 0.792 -----[ GAN ]----- maximum: GAN tn, fp: 560, 7 GAN fn, tp: 4, 21 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 average: GAN tn, fp: 558.24, 0.96 GAN fn, tp: 0.88, 20.12 GAN f1 score: 0.957 GAN cohens kappa score: 0.955 minimum: GAN tn, fp: 553, 0 GAN fn, tp: 0, 17 GAN f1 score: 0.857 GAN cohens kappa score: 0.851