/////////////////////////////////////////// // Running convGAN-proximary-full on folding_kr-vs-k-three_vs_eleven /////////////////////////////////////////// Load 'data_input/folding_kr-vs-k-three_vs_eleven' from pickle file Data loaded. -> Shuffling data ### Start exercise for synthetic point generator ====== Step 1/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 1/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 36s - loss: 2.5891e-10 35/229 [===>..........................] - ETA: 0s - loss: 0.0014  67/229 [=======>......................] - ETA: 0s - loss: 0.0121 103/229 [============>.................] - ETA: 0s - loss: 0.0106 140/229 [=================>............] - ETA: 0s - loss: 0.0078 181/229 [======================>.......] - ETA: 0s - loss: 0.0060 218/229 [===========================>..] - ETA: 0s - loss: 0.0050 229/229 [==============================] - 0s 1ms/step - loss: 0.0048 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.2739e-09 34/229 [===>..........................] - ETA: 0s - loss: 1.4134e-08 68/229 [=======>......................] - ETA: 0s - loss: 7.4645e-05 103/229 [============>.................] - ETA: 0s - loss: 4.9288e-05 137/229 [================>.............] - ETA: 0s - loss: 3.7158e-05 175/229 [=====================>........] - ETA: 0s - loss: 2.9111e-05 211/229 [==========================>...] - ETA: 0s - loss: 2.4237e-05 229/229 [==============================] - 0s 1ms/step - loss: 5.1463e-05 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 3.7232e-09 38/229 [===>..........................] - ETA: 0s - loss: 1.1859e-07 73/229 [========>.....................] - ETA: 0s - loss: 1.9901e-07 108/229 [=============>................] - ETA: 0s - loss: 3.1746e-07 144/229 [=================>............] - ETA: 0s - loss: 2.9981e-07 181/229 [======================>.......] - ETA: 0s - loss: 1.5095e-06 217/229 [===========================>..] - ETA: 0s - loss: 1.2756e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.2139e-06 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.6022e-11 35/229 [===>..........................] - ETA: 0s - loss: 3.4405e-07 70/229 [========>.....................] - ETA: 0s - loss: 2.3611e-07 106/229 [============>.................] - ETA: 0s - loss: 2.3245e-07 146/229 [==================>...........] - ETA: 0s - loss: 1.5545e-06 188/229 [=======================>......] - ETA: 0s - loss: 1.2819e-06 223/229 [============================>.] - ETA: 0s - loss: 1.1244e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.1036e-06 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 8.4662e-09 38/229 [===>..........................] - ETA: 0s - loss: 4.6337e-06 75/229 [========>.....................] - ETA: 0s - loss: 2.3755e-06 112/229 [=============>................] - ETA: 0s - loss: 1.6416e-06 150/229 [==================>...........] - ETA: 0s - loss: 1.3266e-06 185/229 [=======================>......] - ETA: 0s - loss: 1.1523e-06 221/229 [===========================>..] - ETA: 0s - loss: 1.0187e-06 229/229 [==============================] - 0s 1ms/step - loss: 9.9988e-07 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 6.4457e-08 35/229 [===>..........................] - ETA: 0s - loss: 4.6469e-06 71/229 [========>.....................] - ETA: 0s - loss: 2.3248e-06 103/229 [============>.................] - ETA: 0s - loss: 1.6511e-06 134/229 [================>.............] - ETA: 0s - loss: 1.3806e-06 169/229 [=====================>........] - ETA: 0s - loss: 1.1496e-06 205/229 [=========================>....] - ETA: 0s - loss: 1.0105e-06 229/229 [==============================] - 0s 1ms/step - loss: 9.1973e-07 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 5.1726e-06 36/229 [===>..........................] - ETA: 0s - loss: 2.1911e-07 72/229 [========>.....................] - ETA: 0s - loss: 3.3069e-07 108/229 [=============>................] - ETA: 0s - loss: 3.2707e-07 144/229 [=================>............] - ETA: 0s - loss: 2.6693e-07 185/229 [=======================>......] - ETA: 0s - loss: 9.9025e-07 222/229 [============================>.] - ETA: 0s - loss: 8.7040e-07 229/229 [==============================] - 0s 1ms/step - loss: 8.4652e-07 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 2.2182e-09 36/229 [===>..........................] - ETA: 0s - loss: 6.1033e-07 76/229 [========>.....................] - ETA: 0s - loss: 4.3426e-07 110/229 [=============>................] - ETA: 0s - loss: 3.3863e-07 146/229 [==================>...........] - ETA: 0s - loss: 1.1250e-06 183/229 [======================>.......] - ETA: 0s - loss: 9.6219e-07 214/229 [===========================>..] - ETA: 0s - loss: 8.2995e-07 229/229 [==============================] - 0s 1ms/step - loss: 7.8109e-07 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 4.0364e-08 31/229 [===>..........................] - ETA: 0s - loss: 4.2497e-07 64/229 [=======>......................] - ETA: 0s - loss: 2.6380e-07 97/229 [===========>..................] - ETA: 0s - loss: 1.8195e-07 133/229 [================>.............] - ETA: 0s - loss: 2.5220e-07 168/229 [=====================>........] - ETA: 0s - loss: 2.3711e-07 203/229 [=========================>....] - ETA: 0s - loss: 7.5827e-07 229/229 [==============================] - 0s 2ms/step - loss: 7.2631e-07 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.5921e-09 37/229 [===>..........................] - ETA: 0s - loss: 1.5946e-07 68/229 [=======>......................] - ETA: 0s - loss: 1.3808e-07 103/229 [============>.................] - ETA: 0s - loss: 1.7005e-07 136/229 [================>.............] - ETA: 0s - loss: 2.9789e-07 173/229 [=====================>........] - ETA: 0s - loss: 8.2612e-07 210/229 [==========================>...] - ETA: 0s - loss: 7.2600e-07 229/229 [==============================] - 0s 1ms/step - loss: 6.7711e-07 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 0, 17 LR f1 score: 0.971 LR cohens kappa score: 0.971 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 0, 17 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 ------ Step 1/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 36s - loss: 8.0687e-09 40/229 [====>.........................] - ETA: 0s - loss: 0.0053  76/229 [========>.....................] - ETA: 0s - loss: 0.0036 113/229 [=============>................] - ETA: 0s - loss: 0.0026 149/229 [==================>...........] - ETA: 0s - loss: 0.0020 187/229 [=======================>......] - ETA: 0s - loss: 0.0016 224/229 [============================>.] - ETA: 0s - loss: 0.0013 229/229 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 7.1672e-11 38/229 [===>..........................] - ETA: 0s - loss: 2.2314e-06 74/229 [========>.....................] - ETA: 0s - loss: 1.6106e-06 111/229 [=============>................] - ETA: 0s - loss: 1.1659e-06 147/229 [==================>...........] - ETA: 0s - loss: 1.5709e-06 182/229 [======================>.......] - ETA: 0s - loss: 2.9297e-06 218/229 [===========================>..] - ETA: 0s - loss: 3.1651e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.0225e-06 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.4374e-09 37/229 [===>..........................] - ETA: 0s - loss: 5.7018e-06 72/229 [========>.....................] - ETA: 0s - loss: 3.5203e-06 106/229 [============>.................] - ETA: 0s - loss: 2.7548e-06 146/229 [==================>...........] - ETA: 0s - loss: 2.0056e-06 183/229 [======================>.......] - ETA: 0s - loss: 1.8393e-06 218/229 [===========================>..] - ETA: 0s - loss: 2.2176e-06 229/229 [==============================] - 0s 1ms/step - loss: 2.3716e-06 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.6180e-05 33/229 [===>..........................] - ETA: 0s - loss: 3.4266e-06 61/229 [======>.......................] - ETA: 0s - loss: 1.8636e-06 88/229 [==========>...................] - ETA: 0s - loss: 1.6930e-06 118/229 [==============>...............] - ETA: 0s - loss: 1.7731e-06 156/229 [===================>..........] - ETA: 0s - loss: 1.8380e-06 193/229 [========================>.....] - ETA: 0s - loss: 1.5135e-06 229/229 [==============================] - 0s 2ms/step - loss: 2.0142e-06 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 5.6718e-05 35/229 [===>..........................] - ETA: 0s - loss: 1.6730e-06 71/229 [========>.....................] - ETA: 0s - loss: 8.8609e-07 108/229 [=============>................] - ETA: 0s - loss: 6.1401e-07 143/229 [=================>............] - ETA: 0s - loss: 1.5339e-06 180/229 [======================>.......] - ETA: 0s - loss: 1.4492e-06 219/229 [===========================>..] - ETA: 0s - loss: 1.7547e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.7851e-06 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.2050e-09 40/229 [====>.........................] - ETA: 0s - loss: 6.8620e-08 75/229 [========>.....................] - ETA: 0s - loss: 3.5193e-07 111/229 [=============>................] - ETA: 0s - loss: 1.5473e-06 148/229 [==================>...........] - ETA: 0s - loss: 1.7822e-06 184/229 [=======================>......] - ETA: 0s - loss: 1.6276e-06 219/229 [===========================>..] - ETA: 0s - loss: 1.5222e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.6348e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.5423e-09 37/229 [===>..........................] - ETA: 0s - loss: 3.4671e-06 72/229 [========>.....................] - ETA: 0s - loss: 2.7666e-06 106/229 [============>.................] - ETA: 0s - loss: 1.9339e-06 144/229 [=================>............] - ETA: 0s - loss: 1.5013e-06 179/229 [======================>.......] - ETA: 0s - loss: 1.5680e-06 217/229 [===========================>..] - ETA: 0s - loss: 1.3994e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.5271e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.6587e-09 40/229 [====>.........................] - ETA: 0s - loss: 4.0421e-06 78/229 [=========>....................] - ETA: 0s - loss: 2.4262e-06 117/229 [==============>...............] - ETA: 0s - loss: 1.6280e-06 156/229 [===================>..........] - ETA: 0s - loss: 1.3678e-06 194/229 [========================>.....] - ETA: 0s - loss: 1.4592e-06 229/229 [==============================] - ETA: 0s - loss: 1.4487e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.4487e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 4.8218e-09 38/229 [===>..........................] - ETA: 0s - loss: 1.6945e-07 73/229 [========>.....................] - ETA: 0s - loss: 1.5750e-07 108/229 [=============>................] - ETA: 0s - loss: 3.8814e-07 145/229 [=================>............] - ETA: 0s - loss: 5.6362e-07 183/229 [======================>.......] - ETA: 0s - loss: 1.0251e-06 217/229 [===========================>..] - ETA: 0s - loss: 1.2966e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.3790e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.3290e-09 37/229 [===>..........................] - ETA: 0s - loss: 1.5689e-06 72/229 [========>.....................] - ETA: 0s - loss: 1.6639e-06 108/229 [=============>................] - ETA: 0s - loss: 1.4986e-06 144/229 [=================>............] - ETA: 0s - loss: 1.4177e-06 175/229 [=====================>........] - ETA: 0s - loss: 1.3792e-06 208/229 [==========================>...] - ETA: 0s - loss: 1.2162e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.3220e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 1, 16 LR f1 score: 0.970 LR cohens kappa score: 0.969 LR average precision score: 0.994 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 1, 16 RF f1 score: 0.970 RF cohens kappa score: 0.969 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 570, 1 KNN fn, tp: 0, 17 KNN f1 score: 0.971 KNN cohens kappa score: 0.971 ------ Step 1/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 36s - loss: 9.5168e-11 36/229 [===>..........................] - ETA: 0s - loss: 1.9788e-07  72/229 [========>.....................] - ETA: 0s - loss: 1.1801e-06 106/229 [============>.................] - ETA: 0s - loss: 0.0056  138/229 [=================>............] - ETA: 0s - loss: 0.0045 172/229 [=====================>........] - ETA: 0s - loss: 0.0036 204/229 [=========================>....] - ETA: 0s - loss: 0.0030 229/229 [==============================] - 1s 2ms/step - loss: 0.0027 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.1005e-09 30/229 [==>...........................] - ETA: 0s - loss: 1.0089e-06 63/229 [=======>......................] - ETA: 0s - loss: 6.1239e-07 100/229 [============>.................] - ETA: 0s - loss: 4.0102e-07 134/229 [================>.............] - ETA: 0s - loss: 4.0501e-07 169/229 [=====================>........] - ETA: 0s - loss: 3.4671e-07 204/229 [=========================>....] - ETA: 0s - loss: 3.4768e-07 229/229 [==============================] - 0s 2ms/step - loss: 7.7263e-07 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.0548e-07 17/229 [=>............................] - ETA: 0s - loss: 9.0891e-08 33/229 [===>..........................] - ETA: 0s - loss: 2.4920e-07 51/229 [=====>........................] - ETA: 0s - loss: 1.3914e-06 73/229 [========>.....................] - ETA: 0s - loss: 1.0547e-06 98/229 [===========>..................] - ETA: 0s - loss: 1.1719e-06 124/229 [===============>..............] - ETA: 0s - loss: 9.6308e-07 147/229 [==================>...........] - ETA: 0s - loss: 1.0656e-06 173/229 [=====================>........] - ETA: 0s - loss: 9.2313e-07 205/229 [=========================>....] - ETA: 0s - loss: 7.9431e-07 229/229 [==============================] - 1s 2ms/step - loss: 7.2632e-07 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 5.8016e-08 24/229 [==>...........................] - ETA: 0s - loss: 1.8433e-07 49/229 [=====>........................] - ETA: 0s - loss: 8.4209e-07 74/229 [========>.....................] - ETA: 0s - loss: 6.0981e-07 104/229 [============>.................] - ETA: 0s - loss: 4.6348e-07 128/229 [===============>..............] - ETA: 0s - loss: 4.0980e-07 153/229 [===================>..........] - ETA: 0s - loss: 7.6199e-07 172/229 [=====================>........] - ETA: 0s - loss: 6.8167e-07 192/229 [========================>.....] - ETA: 0s - loss: 7.7984e-07 209/229 [==========================>...] - ETA: 0s - loss: 7.4264e-07 226/229 [============================>.] - ETA: 0s - loss: 6.8987e-07 229/229 [==============================] - 1s 2ms/step - loss: 6.9107e-07 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 5.8908e-08 20/229 [=>............................] - ETA: 0s - loss: 2.4760e-07 43/229 [====>.........................] - ETA: 0s - loss: 1.5811e-07 63/229 [=======>......................] - ETA: 0s - loss: 2.5462e-07 77/229 [=========>....................] - ETA: 0s - loss: 2.4532e-07 94/229 [===========>..................] - ETA: 0s - loss: 2.5999e-07 110/229 [=============>................] - ETA: 0s - loss: 9.5631e-07 127/229 [===============>..............] - ETA: 0s - loss: 8.3378e-07 143/229 [=================>............] - ETA: 0s - loss: 7.4144e-07 160/229 [===================>..........] - ETA: 0s - loss: 8.5714e-07 177/229 [======================>.......] - ETA: 0s - loss: 7.8727e-07 202/229 [=========================>....] - ETA: 0s - loss: 7.2257e-07 226/229 [============================>.] - ETA: 0s - loss: 6.5704e-07 229/229 [==============================] - 1s 3ms/step - loss: 6.5045e-07 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.6656e-07 28/229 [==>...........................] - ETA: 0s - loss: 1.1348e-06 41/229 [====>.........................] - ETA: 0s - loss: 8.3614e-07 58/229 [======>.......................] - ETA: 0s - loss: 6.9260e-07 77/229 [=========>....................] - ETA: 0s - loss: 5.3255e-07 101/229 [============>.................] - ETA: 0s - loss: 4.5833e-07 125/229 [===============>..............] - ETA: 0s - loss: 6.6483e-07 150/229 [==================>...........] - ETA: 0s - loss: 5.7811e-07 180/229 [======================>.......] - ETA: 0s - loss: 7.7150e-07 211/229 [==========================>...] - ETA: 0s - loss: 6.7277e-07 229/229 [==============================] - 0s 2ms/step - loss: 6.2551e-07 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.9104e-08 28/229 [==>...........................] - ETA: 0s - loss: 1.7608e-07 49/229 [=====>........................] - ETA: 0s - loss: 6.2697e-07 71/229 [========>.....................] - ETA: 0s - loss: 1.2084e-06 94/229 [===========>..................] - ETA: 0s - loss: 9.2398e-07 120/229 [==============>...............] - ETA: 0s - loss: 7.4398e-07 144/229 [=================>............] - ETA: 0s - loss: 6.2607e-07 172/229 [=====================>........] - ETA: 0s - loss: 7.5869e-07 196/229 [========================>.....] - ETA: 0s - loss: 6.7469e-07 228/229 [============================>.] - ETA: 0s - loss: 5.9863e-07 229/229 [==============================] - 0s 2ms/step - loss: 5.9785e-07 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 9.0131e-09 31/229 [===>..........................] - ETA: 0s - loss: 1.1759e-07 61/229 [======>.......................] - ETA: 0s - loss: 1.4419e-07 88/229 [==========>...................] - ETA: 0s - loss: 4.5977e-07 116/229 [==============>...............] - ETA: 0s - loss: 7.9135e-07 146/229 [==================>...........] - ETA: 0s - loss: 6.7012e-07 178/229 [======================>.......] - ETA: 0s - loss: 5.6799e-07 207/229 [==========================>...] - ETA: 0s - loss: 6.0102e-07 229/229 [==============================] - 0s 2ms/step - loss: 5.6559e-07 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.8962e-05 27/229 [==>...........................] - ETA: 0s - loss: 1.7691e-06 55/229 [======>.......................] - ETA: 0s - loss: 9.3689e-07 84/229 [==========>...................] - ETA: 0s - loss: 7.0384e-07 110/229 [=============>................] - ETA: 0s - loss: 6.1794e-07 136/229 [================>.............] - ETA: 0s - loss: 5.4466e-07 162/229 [====================>.........] - ETA: 0s - loss: 4.7044e-07 186/229 [=======================>......] - ETA: 0s - loss: 4.2237e-07 215/229 [===========================>..] - ETA: 0s - loss: 3.7712e-07 229/229 [==============================] - 0s 2ms/step - loss: 5.4076e-07 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.5070e-10 22/229 [=>............................] - ETA: 0s - loss: 1.1345e-07 43/229 [====>.........................] - ETA: 0s - loss: 2.1944e-07 61/229 [======>.......................] - ETA: 0s - loss: 2.5571e-07 78/229 [=========>....................] - ETA: 0s - loss: 2.3535e-07 93/229 [===========>..................] - ETA: 0s - loss: 2.2219e-07 101/229 [============>.................] - ETA: 0s - loss: 2.0612e-07 110/229 [=============>................] - ETA: 0s - loss: 1.9351e-07 127/229 [===============>..............] - ETA: 0s - loss: 4.8454e-07 138/229 [=================>............] - ETA: 0s - loss: 4.4766e-07 149/229 [==================>...........] - ETA: 0s - loss: 5.4378e-07 158/229 [===================>..........] - ETA: 0s - loss: 5.1804e-07 168/229 [=====================>........] - ETA: 0s - loss: 4.8912e-07 179/229 [======================>.......] - ETA: 0s - loss: 4.6593e-07 195/229 [========================>.....] - ETA: 0s - loss: 4.4890e-07 212/229 [==========================>...] - ETA: 0s - loss: 5.4620e-07 229/229 [==============================] - ETA: 0s - loss: 5.1812e-07 229/229 [==============================] - 1s 4ms/step - loss: 5.1812e-07 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 568, 3 KNN fn, tp: 0, 17 KNN f1 score: 0.919 KNN cohens kappa score: 0.916 ------ Step 1/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 35s - loss: 1.8944e-10 43/229 [====>.........................] - ETA: 0s - loss: 0.0318  85/229 [==========>...................] - ETA: 0s - loss: 0.0161 128/229 [===============>..............] - ETA: 0s - loss: 0.0107 170/229 [=====================>........] - ETA: 0s - loss: 0.0080 212/229 [==========================>...] - ETA: 0s - loss: 0.0065 229/229 [==============================] - 0s 1ms/step - loss: 0.0060 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.5972e-09 43/229 [====>.........................] - ETA: 0s - loss: 9.6967e-08 85/229 [==========>...................] - ETA: 0s - loss: 2.8767e-06 126/229 [===============>..............] - ETA: 0s - loss: 2.0252e-06 167/229 [====================>.........] - ETA: 0s - loss: 1.7434e-06 207/229 [==========================>...] - ETA: 0s - loss: 1.0924e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.2900e-05 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 2.6871e-08 42/229 [====>.........................] - ETA: 0s - loss: 1.3260e-05 83/229 [=========>....................] - ETA: 0s - loss: 1.0878e-05 119/229 [==============>...............] - ETA: 0s - loss: 8.7537e-06 155/229 [===================>..........] - ETA: 0s - loss: 6.7405e-06 193/229 [========================>.....] - ETA: 0s - loss: 5.4567e-06 229/229 [==============================] - 0s 1ms/step - loss: 6.9317e-06 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.3046e-09 39/229 [====>.........................] - ETA: 0s - loss: 7.9093e-06 75/229 [========>.....................] - ETA: 0s - loss: 6.8057e-06 113/229 [=============>................] - ETA: 0s - loss: 7.2889e-06 150/229 [==================>...........] - ETA: 0s - loss: 8.0079e-06 188/229 [=======================>......] - ETA: 0s - loss: 6.4602e-06 228/229 [============================>.] - ETA: 0s - loss: 5.6530e-06 229/229 [==============================] - 0s 1ms/step - loss: 5.6456e-06 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.4350e-07 35/229 [===>..........................] - ETA: 0s - loss: 6.6844e-06 71/229 [========>.....................] - ETA: 0s - loss: 7.1149e-06 105/229 [============>.................] - ETA: 0s - loss: 6.0975e-06 143/229 [=================>............] - ETA: 0s - loss: 4.8670e-06 178/229 [======================>.......] - ETA: 0s - loss: 4.3928e-06 216/229 [===========================>..] - ETA: 0s - loss: 4.0110e-06 229/229 [==============================] - 0s 1ms/step - loss: 4.9424e-06 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 5.4184e-09 37/229 [===>..........................] - ETA: 0s - loss: 6.6339e-06 70/229 [========>.....................] - ETA: 0s - loss: 5.9553e-06 105/229 [============>.................] - ETA: 0s - loss: 5.0990e-06 139/229 [=================>............] - ETA: 0s - loss: 4.2366e-06 171/229 [=====================>........] - ETA: 0s - loss: 3.4567e-06 202/229 [=========================>....] - ETA: 0s - loss: 4.7505e-06 229/229 [==============================] - 0s 2ms/step - loss: 4.5340e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.0976e-06 34/229 [===>..........................] - ETA: 0s - loss: 3.1786e-07 67/229 [=======>......................] - ETA: 0s - loss: 3.8782e-06 97/229 [===========>..................] - ETA: 0s - loss: 2.9512e-06 133/229 [================>.............] - ETA: 0s - loss: 2.5682e-06 172/229 [=====================>........] - ETA: 0s - loss: 5.1907e-06 207/229 [==========================>...] - ETA: 0s - loss: 4.4829e-06 229/229 [==============================] - 0s 1ms/step - loss: 4.0707e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 3.6264e-08 37/229 [===>..........................] - ETA: 0s - loss: 2.8674e-06 72/229 [========>.....................] - ETA: 0s - loss: 5.7183e-06 108/229 [=============>................] - ETA: 0s - loss: 4.8832e-06 143/229 [=================>............] - ETA: 0s - loss: 4.2089e-06 176/229 [======================>.......] - ETA: 0s - loss: 3.5353e-06 212/229 [==========================>...] - ETA: 0s - loss: 4.1563e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.8619e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.6394e-07 41/229 [====>.........................] - ETA: 0s - loss: 2.9556e-06 77/229 [=========>....................] - ETA: 0s - loss: 1.7128e-06 111/229 [=============>................] - ETA: 0s - loss: 1.7963e-06 146/229 [==================>...........] - ETA: 0s - loss: 2.8137e-06 185/229 [=======================>......] - ETA: 0s - loss: 3.9404e-06 220/229 [===========================>..] - ETA: 0s - loss: 3.7178e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.5850e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 3.2267e-09 36/229 [===>..........................] - ETA: 0s - loss: 7.5983e-06 72/229 [========>.....................] - ETA: 0s - loss: 7.0242e-06 107/229 [=============>................] - ETA: 0s - loss: 4.9399e-06 144/229 [=================>............] - ETA: 0s - loss: 4.3988e-06 178/229 [======================>.......] - ETA: 0s - loss: 3.8450e-06 210/229 [==========================>...] - ETA: 0s - loss: 3.6784e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.3914e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 0, 17 LR f1 score: 0.971 LR cohens kappa score: 0.971 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 0, 17 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 ------ Step 1/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 44s - loss: 3.9599e-07 39/229 [====>.........................] - ETA: 0s - loss: 6.0371e-06  77/229 [=========>....................] - ETA: 0s - loss: 1.5870e-05 114/229 [=============>................] - ETA: 0s - loss: 0.0024  151/229 [==================>...........] - ETA: 0s - loss: 0.0043 185/229 [=======================>......] - ETA: 0s - loss: 0.0036 224/229 [============================>.] - ETA: 0s - loss: 0.0031 229/229 [==============================] - 1s 1ms/step - loss: 0.0030 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.1020e-07 42/229 [====>.........................] - ETA: 0s - loss: 1.5699e-06 76/229 [========>.....................] - ETA: 0s - loss: 1.3645e-06 110/229 [=============>................] - ETA: 0s - loss: 9.9409e-07 147/229 [==================>...........] - ETA: 0s - loss: 7.5816e-07 182/229 [======================>.......] - ETA: 0s - loss: 8.1536e-07 220/229 [===========================>..] - ETA: 0s - loss: 6.8752e-07 229/229 [==============================] - 0s 1ms/step - loss: 7.0528e-07 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.7126e-09 38/229 [===>..........................] - ETA: 0s - loss: 1.4357e-06 73/229 [========>.....................] - ETA: 0s - loss: 8.4601e-07 111/229 [=============>................] - ETA: 0s - loss: 5.7384e-07 147/229 [==================>...........] - ETA: 0s - loss: 7.0230e-07 183/229 [======================>.......] - ETA: 0s - loss: 7.6138e-07 219/229 [===========================>..] - ETA: 0s - loss: 6.9749e-07 229/229 [==============================] - 0s 1ms/step - loss: 6.7600e-07 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 2.3287e-07 35/229 [===>..........................] - ETA: 0s - loss: 2.0820e-07 72/229 [========>.....................] - ETA: 0s - loss: 2.4860e-07 107/229 [=============>................] - ETA: 0s - loss: 3.1795e-07 141/229 [=================>............] - ETA: 0s - loss: 2.4524e-07 176/229 [======================>.......] - ETA: 0s - loss: 5.2006e-07 212/229 [==========================>...] - ETA: 0s - loss: 6.8795e-07 229/229 [==============================] - 0s 1ms/step - loss: 6.4690e-07 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 3.1778e-10 35/229 [===>..........................] - ETA: 0s - loss: 1.8233e-06 67/229 [=======>......................] - ETA: 0s - loss: 1.0238e-06 97/229 [===========>..................] - ETA: 0s - loss: 7.4279e-07 133/229 [================>.............] - ETA: 0s - loss: 5.5076e-07 168/229 [=====================>........] - ETA: 0s - loss: 6.4587e-07 204/229 [=========================>....] - ETA: 0s - loss: 5.4058e-07 229/229 [==============================] - 0s 2ms/step - loss: 6.1780e-07 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.1896e-09 37/229 [===>..........................] - ETA: 0s - loss: 6.7889e-08 74/229 [========>.....................] - ETA: 0s - loss: 1.1727e-07 107/229 [=============>................] - ETA: 0s - loss: 1.0713e-07 143/229 [=================>............] - ETA: 0s - loss: 4.3133e-07 177/229 [======================>.......] - ETA: 0s - loss: 4.0415e-07 213/229 [==========================>...] - ETA: 0s - loss: 6.2939e-07 229/229 [==============================] - 0s 1ms/step - loss: 5.8983e-07 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.9689e-11 37/229 [===>..........................] - ETA: 0s - loss: 7.0726e-07 72/229 [========>.....................] - ETA: 0s - loss: 1.1161e-06 107/229 [=============>................] - ETA: 0s - loss: 7.8342e-07 142/229 [=================>............] - ETA: 0s - loss: 7.6200e-07 178/229 [======================>.......] - ETA: 0s - loss: 6.2004e-07 214/229 [===========================>..] - ETA: 0s - loss: 5.8398e-07 229/229 [==============================] - 0s 1ms/step - loss: 5.6148e-07 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.9058e-07 35/229 [===>..........................] - ETA: 0s - loss: 1.1921e-06 69/229 [========>.....................] - ETA: 0s - loss: 6.9161e-07 106/229 [============>.................] - ETA: 0s - loss: 5.5534e-07 142/229 [=================>............] - ETA: 0s - loss: 6.3701e-07 178/229 [======================>.......] - ETA: 0s - loss: 5.2260e-07 215/229 [===========================>..] - ETA: 0s - loss: 4.7214e-07 229/229 [==============================] - 0s 1ms/step - loss: 5.3496e-07 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.8949e-08 41/229 [====>.........................] - ETA: 0s - loss: 6.1121e-08 76/229 [========>.....................] - ETA: 0s - loss: 1.0156e-07 113/229 [=============>................] - ETA: 0s - loss: 5.8255e-07 149/229 [==================>...........] - ETA: 0s - loss: 6.3773e-07 184/229 [=======================>......] - ETA: 0s - loss: 5.4369e-07 220/229 [===========================>..] - ETA: 0s - loss: 5.2920e-07 229/229 [==============================] - 0s 1ms/step - loss: 5.1054e-07 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.6559e-07 37/229 [===>..........................] - ETA: 0s - loss: 3.7770e-08 72/229 [========>.....................] - ETA: 0s - loss: 4.1294e-07 108/229 [=============>................] - ETA: 0s - loss: 6.0026e-07 142/229 [=================>............] - ETA: 0s - loss: 4.9465e-07 182/229 [======================>.......] - ETA: 0s - loss: 5.7834e-07 219/229 [===========================>..] - ETA: 0s - loss: 5.0128e-07 229/229 [==============================] - 0s 1ms/step - loss: 4.8357e-07 -> test with GAN.predict GAN tn, fp: 569, 1 GAN fn, tp: 0, 13 GAN f1 score: 0.963 GAN cohens kappa score: 0.962 -> test with 'LR' LR tn, fp: 566, 4 LR fn, tp: 1, 12 LR f1 score: 0.828 LR cohens kappa score: 0.823 LR average precision score: 0.911 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 0, 13 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 568, 2 GB fn, tp: 0, 13 GB f1 score: 0.929 GB cohens kappa score: 0.927 -> test with 'KNN' KNN tn, fp: 568, 2 KNN fn, tp: 0, 13 KNN f1 score: 0.929 KNN cohens kappa score: 0.927 ====== Step 2/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 2/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 39s - loss: 7.0920e-11 38/229 [===>..........................] - ETA: 0s - loss: 2.6953e-06  75/229 [========>.....................] - ETA: 0s - loss: 2.9808e-04 111/229 [=============>................] - ETA: 0s - loss: 2.0141e-04 147/229 [==================>...........] - ETA: 0s - loss: 1.5209e-04 182/229 [======================>.......] - ETA: 0s - loss: 0.0016  218/229 [===========================>..] - ETA: 0s - loss: 0.0019 229/229 [==============================] - 0s 1ms/step - loss: 0.0018 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.8156e-10 37/229 [===>..........................] - ETA: 0s - loss: 4.8340e-06 73/229 [========>.....................] - ETA: 0s - loss: 3.0067e-06 110/229 [=============>................] - ETA: 0s - loss: 1.4709e-05 146/229 [==================>...........] - ETA: 0s - loss: 1.1083e-05 179/229 [======================>.......] - ETA: 0s - loss: 9.2212e-06 213/229 [==========================>...] - ETA: 0s - loss: 2.1179e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.9812e-05 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 6.0313e-11 38/229 [===>..........................] - ETA: 0s - loss: 4.2438e-06 73/229 [========>.....................] - ETA: 0s - loss: 2.2256e-06 110/229 [=============>................] - ETA: 0s - loss: 7.2072e-06 147/229 [==================>...........] - ETA: 0s - loss: 5.5525e-06 183/229 [======================>.......] - ETA: 0s - loss: 4.4797e-06 218/229 [===========================>..] - ETA: 0s - loss: 3.7801e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.6098e-06 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.1764e-10 36/229 [===>..........................] - ETA: 0s - loss: 5.3396e-07 72/229 [========>.....................] - ETA: 0s - loss: 7.2404e-06 108/229 [=============>................] - ETA: 0s - loss: 4.8357e-06 144/229 [=================>............] - ETA: 0s - loss: 3.6321e-06 179/229 [======================>.......] - ETA: 0s - loss: 2.9358e-06 219/229 [===========================>..] - ETA: 0s - loss: 2.4067e-06 229/229 [==============================] - 0s 1ms/step - loss: 2.3177e-06 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.9805e-10 34/229 [===>..........................] - ETA: 0s - loss: 4.2320e-06 65/229 [=======>......................] - ETA: 0s - loss: 2.2396e-06 101/229 [============>.................] - ETA: 0s - loss: 1.5473e-06 137/229 [================>.............] - ETA: 0s - loss: 1.1584e-06 170/229 [=====================>........] - ETA: 0s - loss: 1.8155e-06 204/229 [=========================>....] - ETA: 0s - loss: 1.5187e-06 229/229 [==============================] - 0s 2ms/step - loss: 1.3693e-06 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 9.6584e-10 35/229 [===>..........................] - ETA: 0s - loss: 1.0148e-07 51/229 [=====>........................] - ETA: 0s - loss: 8.3010e-08 72/229 [========>.....................] - ETA: 0s - loss: 8.6472e-07 94/229 [===========>..................] - ETA: 0s - loss: 6.6333e-07 116/229 [==============>...............] - ETA: 0s - loss: 1.6038e-06 147/229 [==================>...........] - ETA: 0s - loss: 1.2716e-06 178/229 [======================>.......] - ETA: 0s - loss: 1.0976e-06 208/229 [==========================>...] - ETA: 0s - loss: 9.5586e-07 229/229 [==============================] - 0s 2ms/step - loss: 8.7970e-07 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.5235e-12 32/229 [===>..........................] - ETA: 0s - loss: 2.4669e-06 64/229 [=======>......................] - ETA: 0s - loss: 1.2658e-06 88/229 [==========>...................] - ETA: 0s - loss: 1.2002e-06 112/229 [=============>................] - ETA: 0s - loss: 9.5567e-07 135/229 [================>.............] - ETA: 0s - loss: 7.9625e-07 157/229 [===================>..........] - ETA: 0s - loss: 7.2015e-07 181/229 [======================>.......] - ETA: 0s - loss: 8.1551e-07 209/229 [==========================>...] - ETA: 0s - loss: 7.0904e-07 229/229 [==============================] - 0s 2ms/step - loss: 6.5060e-07 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 8.9898e-11 35/229 [===>..........................] - ETA: 0s - loss: 1.3255e-07 65/229 [=======>......................] - ETA: 0s - loss: 1.0366e-06 92/229 [===========>..................] - ETA: 0s - loss: 7.7111e-07 114/229 [=============>................] - ETA: 0s - loss: 8.6402e-07 135/229 [================>.............] - ETA: 0s - loss: 7.3677e-07 159/229 [===================>..........] - ETA: 0s - loss: 6.3420e-07 180/229 [======================>.......] - ETA: 0s - loss: 6.4097e-07 199/229 [=========================>....] - ETA: 0s - loss: 5.8265e-07 213/229 [==========================>...] - ETA: 0s - loss: 5.5236e-07 225/229 [============================>.] - ETA: 0s - loss: 5.2689e-07 229/229 [==============================] - 1s 2ms/step - loss: 5.1930e-07 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.9300e-10 14/229 [>.............................] - ETA: 0s - loss: 1.7544e-06 33/229 [===>..........................] - ETA: 0s - loss: 9.1544e-07 52/229 [=====>........................] - ETA: 0s - loss: 6.7184e-07 76/229 [========>.....................] - ETA: 0s - loss: 4.6596e-07 108/229 [=============>................] - ETA: 0s - loss: 3.3613e-07 133/229 [================>.............] - ETA: 0s - loss: 4.0143e-07 159/229 [===================>..........] - ETA: 0s - loss: 3.4261e-07 172/229 [=====================>........] - ETA: 0s - loss: 5.5497e-07 189/229 [=======================>......] - ETA: 0s - loss: 5.2168e-07 210/229 [==========================>...] - ETA: 0s - loss: 4.6998e-07 229/229 [==============================] - 1s 2ms/step - loss: 4.3271e-07 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.0723e-09 30/229 [==>...........................] - ETA: 0s - loss: 6.7535e-07 57/229 [======>.......................] - ETA: 0s - loss: 4.3161e-07 89/229 [==========>...................] - ETA: 0s - loss: 2.9719e-07 119/229 [==============>...............] - ETA: 0s - loss: 2.3265e-07 150/229 [==================>...........] - ETA: 0s - loss: 2.5148e-07 175/229 [=====================>........] - ETA: 0s - loss: 4.1976e-07 198/229 [========================>.....] - ETA: 0s - loss: 4.2081e-07 221/229 [===========================>..] - ETA: 0s - loss: 3.8352e-07 229/229 [==============================] - 0s 2ms/step - loss: 3.7222e-07 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 571, 0 KNN fn, tp: 0, 17 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 2/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 58s - loss: 1.2299e-09 21/229 [=>............................] - ETA: 0s - loss: 3.8796e-09  37/229 [===>..........................] - ETA: 0s - loss: 3.4119e-07 66/229 [=======>......................] - ETA: 0s - loss: 0.0014  97/229 [===========>..................] - ETA: 0s - loss: 9.9419e-04 126/229 [===============>..............] - ETA: 0s - loss: 8.7136e-04 155/229 [===================>..........] - ETA: 0s - loss: 8.6036e-04 183/229 [======================>.......] - ETA: 0s - loss: 7.3255e-04 217/229 [===========================>..] - ETA: 0s - loss: 6.1781e-04 229/229 [==============================] - 1s 2ms/step - loss: 5.8725e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 5.4828e-09 30/229 [==>...........................] - ETA: 0s - loss: 1.9893e-06 62/229 [=======>......................] - ETA: 0s - loss: 1.0887e-06 87/229 [==========>...................] - ETA: 0s - loss: 2.4901e-04 110/229 [=============>................] - ETA: 0s - loss: 2.5141e-04 132/229 [================>.............] - ETA: 0s - loss: 2.1616e-04 154/229 [===================>..........] - ETA: 0s - loss: 1.8536e-04 178/229 [======================>.......] - ETA: 0s - loss: 1.7052e-04 201/229 [=========================>....] - ETA: 0s - loss: 1.5964e-04 224/229 [============================>.] - ETA: 0s - loss: 1.4406e-04 229/229 [==============================] - 0s 2ms/step - loss: 1.4135e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 3.8285e-08 23/229 [==>...........................] - ETA: 0s - loss: 6.9532e-06 44/229 [====>.........................] - ETA: 0s - loss: 5.1411e-06 62/229 [=======>......................] - ETA: 0s - loss: 3.6748e-06 79/229 [=========>....................] - ETA: 0s - loss: 3.2215e-06 96/229 [===========>..................] - ETA: 0s - loss: 2.6626e-06 110/229 [=============>................] - ETA: 0s - loss: 3.5259e-06 128/229 [===============>..............] - ETA: 0s - loss: 7.0266e-06 145/229 [=================>............] - ETA: 0s - loss: 6.5934e-06 163/229 [====================>.........] - ETA: 0s - loss: 5.9511e-06 180/229 [======================>.......] - ETA: 0s - loss: 5.4623e-06 194/229 [========================>.....] - ETA: 0s - loss: 5.1893e-06 211/229 [==========================>...] - ETA: 0s - loss: 4.9537e-06 229/229 [==============================] - 1s 3ms/step - loss: 4.6664e-06 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 2.0007e-08 24/229 [==>...........................] - ETA: 0s - loss: 3.2869e-07 46/229 [=====>........................] - ETA: 0s - loss: 1.8603e-07 66/229 [=======>......................] - ETA: 0s - loss: 1.5989e-07 86/229 [==========>...................] - ETA: 0s - loss: 9.4909e-07 110/229 [=============>................] - ETA: 0s - loss: 1.3400e-06 132/229 [================>.............] - ETA: 0s - loss: 1.1386e-06 157/229 [===================>..........] - ETA: 0s - loss: 3.5310e-06 186/229 [=======================>......] - ETA: 0s - loss: 3.7644e-06 217/229 [===========================>..] - ETA: 0s - loss: 3.4557e-06 229/229 [==============================] - 0s 2ms/step - loss: 3.2913e-06 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 4.4735e-09 30/229 [==>...........................] - ETA: 0s - loss: 7.0926e-06 54/229 [======>.......................] - ETA: 0s - loss: 4.0327e-06 80/229 [=========>....................] - ETA: 0s - loss: 5.5192e-06 99/229 [===========>..................] - ETA: 0s - loss: 4.8334e-06 124/229 [===============>..............] - ETA: 0s - loss: 3.8839e-06 148/229 [==================>...........] - ETA: 0s - loss: 3.3035e-06 169/229 [=====================>........] - ETA: 0s - loss: 2.9355e-06 191/229 [========================>.....] - ETA: 0s - loss: 2.7928e-06 217/229 [===========================>..] - ETA: 0s - loss: 2.7346e-06 229/229 [==============================] - 0s 2ms/step - loss: 2.6812e-06 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.0936e-09 30/229 [==>...........................] - ETA: 0s - loss: 2.2300e-06 57/229 [======>.......................] - ETA: 0s - loss: 4.6023e-06 86/229 [==========>...................] - ETA: 0s - loss: 3.6364e-06 115/229 [==============>...............] - ETA: 0s - loss: 2.7787e-06 147/229 [==================>...........] - ETA: 0s - loss: 2.6217e-06 173/229 [=====================>........] - ETA: 0s - loss: 2.6266e-06 199/229 [=========================>....] - ETA: 0s - loss: 2.3549e-06 229/229 [==============================] - 0s 2ms/step - loss: 2.3672e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.3540e-05 33/229 [===>..........................] - ETA: 0s - loss: 1.6376e-06 63/229 [=======>......................] - ETA: 0s - loss: 3.6498e-06 89/229 [==========>...................] - ETA: 0s - loss: 3.2260e-06 115/229 [==============>...............] - ETA: 0s - loss: 2.7020e-06 147/229 [==================>...........] - ETA: 0s - loss: 2.5398e-06 175/229 [=====================>........] - ETA: 0s - loss: 2.4435e-06 207/229 [==========================>...] - ETA: 0s - loss: 2.1904e-06 229/229 [==============================] - 0s 2ms/step - loss: 2.1896e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 2.4450e-09 33/229 [===>..........................] - ETA: 0s - loss: 1.0998e-06 59/229 [======>.......................] - ETA: 0s - loss: 1.1983e-06 80/229 [=========>....................] - ETA: 0s - loss: 1.0451e-06 90/229 [==========>...................] - ETA: 0s - loss: 1.3401e-06 105/229 [============>.................] - ETA: 0s - loss: 1.1685e-06 114/229 [=============>................] - ETA: 0s - loss: 1.0775e-06 123/229 [===============>..............] - ETA: 0s - loss: 1.1148e-06 131/229 [================>.............] - ETA: 0s - loss: 1.0474e-06 138/229 [=================>............] - ETA: 0s - loss: 1.1943e-06 155/229 [===================>..........] - ETA: 0s - loss: 1.3879e-06 172/229 [=====================>........] - ETA: 0s - loss: 2.2888e-06 189/229 [=======================>......] - ETA: 0s - loss: 2.1898e-06 206/229 [=========================>....] - ETA: 0s - loss: 2.0105e-06 223/229 [============================>.] - ETA: 0s - loss: 2.0903e-06 229/229 [==============================] - 1s 3ms/step - loss: 2.0579e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 8.1378e-09 19/229 [=>............................] - ETA: 0s - loss: 2.3083e-07 38/229 [===>..........................] - ETA: 0s - loss: 5.0847e-07 54/229 [======>.......................] - ETA: 0s - loss: 4.8853e-07 69/229 [========>.....................] - ETA: 0s - loss: 4.1787e-07 81/229 [=========>....................] - ETA: 0s - loss: 6.1420e-07 96/229 [===========>..................] - ETA: 0s - loss: 8.0991e-07 117/229 [==============>...............] - ETA: 0s - loss: 9.3654e-07 124/229 [===============>..............] - ETA: 0s - loss: 8.8443e-07 141/229 [=================>............] - ETA: 0s - loss: 8.4158e-07 149/229 [==================>...........] - ETA: 0s - loss: 1.7010e-06 167/229 [====================>.........] - ETA: 0s - loss: 1.7509e-06 190/229 [=======================>......] - ETA: 0s - loss: 1.7614e-06 212/229 [==========================>...] - ETA: 0s - loss: 1.8315e-06 229/229 [==============================] - 1s 3ms/step - loss: 1.9734e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 6.5950e-09 20/229 [=>............................] - ETA: 0s - loss: 1.1229e-06 42/229 [====>.........................] - ETA: 0s - loss: 1.3743e-06 62/229 [=======>......................] - ETA: 0s - loss: 2.0960e-06 84/229 [==========>...................] - ETA: 0s - loss: 1.7042e-06 104/229 [============>.................] - ETA: 0s - loss: 1.5115e-06 120/229 [==============>...............] - ETA: 0s - loss: 1.5900e-06 140/229 [=================>............] - ETA: 0s - loss: 2.1738e-06 168/229 [=====================>........] - ETA: 0s - loss: 1.9641e-06 190/229 [=======================>......] - ETA: 0s - loss: 1.7861e-06 215/229 [===========================>..] - ETA: 0s - loss: 2.0186e-06 229/229 [==============================] - 1s 2ms/step - loss: 1.9034e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 570, 1 KNN fn, tp: 0, 17 KNN f1 score: 0.971 KNN cohens kappa score: 0.971 ------ Step 2/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 1:00 - loss: 4.9527e-06 15/229 [>.............................] - ETA: 0s - loss: 1.5374e-06  32/229 [===>..........................] - ETA: 0s - loss: 7.9170e-05 52/229 [=====>........................] - ETA: 0s - loss: 1.7588e-04 73/229 [========>.....................] - ETA: 0s - loss: 1.2528e-04 97/229 [===========>..................] - ETA: 0s - loss: 9.4490e-05 120/229 [==============>...............] - ETA: 0s - loss: 7.7514e-05 146/229 [==================>...........] - ETA: 0s - loss: 6.5268e-05 173/229 [=====================>........] - ETA: 0s - loss: 2.8554e-04 198/229 [========================>.....] - ETA: 0s - loss: 0.0068  222/229 [============================>.] - ETA: 0s - loss: 0.0061 229/229 [==============================] - 1s 2ms/step - loss: 0.0059 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 0.0187 24/229 [==>...........................] - ETA: 0s - loss: 7.7932e-04 46/229 [=====>........................] - ETA: 0s - loss: 4.0737e-04 71/229 [========>.....................] - ETA: 0s - loss: 2.6398e-04 96/229 [===========>..................] - ETA: 0s - loss: 1.9530e-04 126/229 [===============>..............] - ETA: 0s - loss: 1.4911e-04 155/229 [===================>..........] - ETA: 0s - loss: 1.2130e-04 181/229 [======================>.......] - ETA: 0s - loss: 1.0462e-04 204/229 [=========================>....] - ETA: 0s - loss: 9.2825e-05 229/229 [==============================] - 0s 2ms/step - loss: 8.2945e-05 Epoch 3/10 1/229 [..............................] - ETA: 1s - loss: 2.7802e-09 25/229 [==>...........................] - ETA: 0s - loss: 5.3078e-06 50/229 [=====>........................] - ETA: 0s - loss: 2.6558e-06 74/229 [========>.....................] - ETA: 0s - loss: 1.9706e-06 100/229 [============>.................] - ETA: 0s - loss: 1.5047e-06 128/229 [===============>..............] - ETA: 0s - loss: 1.3416e-05 158/229 [===================>..........] - ETA: 0s - loss: 1.1095e-05 184/229 [=======================>......] - ETA: 0s - loss: 9.7511e-06 217/229 [===========================>..] - ETA: 0s - loss: 8.2730e-06 229/229 [==============================] - 0s 2ms/step - loss: 7.8648e-06 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 4.3197e-11 34/229 [===>..........................] - ETA: 0s - loss: 6.4779e-07 64/229 [=======>......................] - ETA: 0s - loss: 3.4631e-07 95/229 [===========>..................] - ETA: 0s - loss: 1.2074e-05 122/229 [==============>...............] - ETA: 0s - loss: 9.5337e-06 151/229 [==================>...........] - ETA: 0s - loss: 9.3197e-06 173/229 [=====================>........] - ETA: 0s - loss: 8.1886e-06 195/229 [========================>.....] - ETA: 0s - loss: 7.3746e-06 220/229 [===========================>..] - ETA: 0s - loss: 6.5817e-06 229/229 [==============================] - 0s 2ms/step - loss: 6.3425e-06 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.8446e-10 28/229 [==>...........................] - ETA: 0s - loss: 5.6923e-07 52/229 [=====>........................] - ETA: 0s - loss: 1.7941e-05 83/229 [=========>....................] - ETA: 0s - loss: 1.1480e-05 109/229 [=============>................] - ETA: 0s - loss: 9.0096e-06 131/229 [================>.............] - ETA: 0s - loss: 7.8239e-06 155/229 [===================>..........] - ETA: 0s - loss: 6.6134e-06 176/229 [======================>.......] - ETA: 0s - loss: 5.8625e-06 190/229 [=======================>......] - ETA: 0s - loss: 6.4660e-06 206/229 [=========================>....] - ETA: 0s - loss: 5.9661e-06 223/229 [============================>.] - ETA: 0s - loss: 5.5521e-06 229/229 [==============================] - 1s 2ms/step - loss: 5.4358e-06 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 7.3864e-11 19/229 [=>............................] - ETA: 0s - loss: 1.1901e-07 36/229 [===>..........................] - ETA: 0s - loss: 8.1763e-08 53/229 [=====>........................] - ETA: 0s - loss: 5.8101e-08 70/229 [========>.....................] - ETA: 0s - loss: 4.4586e-08 88/229 [==========>...................] - ETA: 0s - loss: 3.4300e-07 106/229 [============>.................] - ETA: 0s - loss: 2.8541e-07 124/229 [===============>..............] - ETA: 0s - loss: 3.3249e-07 145/229 [=================>............] - ETA: 0s - loss: 2.9063e-07 168/229 [=====================>........] - ETA: 0s - loss: 2.9209e-07 191/229 [========================>.....] - ETA: 0s - loss: 5.9075e-07 211/229 [==========================>...] - ETA: 0s - loss: 5.1227e-06 229/229 [==============================] - 1s 3ms/step - loss: 4.7378e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.6501e-10 20/229 [=>............................] - ETA: 0s - loss: 3.2733e-05 37/229 [===>..........................] - ETA: 0s - loss: 1.8848e-05 52/229 [=====>........................] - ETA: 0s - loss: 1.3560e-05 69/229 [========>.....................] - ETA: 0s - loss: 1.0225e-05 92/229 [===========>..................] - ETA: 0s - loss: 7.9029e-06 115/229 [==============>...............] - ETA: 0s - loss: 8.0103e-06 139/229 [=================>............] - ETA: 0s - loss: 6.8604e-06 162/229 [====================>.........] - ETA: 0s - loss: 5.8867e-06 184/229 [=======================>......] - ETA: 0s - loss: 5.1834e-06 206/229 [=========================>....] - ETA: 0s - loss: 4.7265e-06 227/229 [============================>.] - ETA: 0s - loss: 4.2895e-06 229/229 [==============================] - 1s 3ms/step - loss: 4.2651e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 2.3214e-10 24/229 [==>...........................] - ETA: 0s - loss: 1.2992e-07 40/229 [====>.........................] - ETA: 0s - loss: 2.3937e-07 59/229 [======>.......................] - ETA: 0s - loss: 6.3493e-07 73/229 [========>.....................] - ETA: 0s - loss: 5.1480e-07 88/229 [==========>...................] - ETA: 0s - loss: 6.1440e-07 104/229 [============>.................] - ETA: 0s - loss: 5.1994e-07 116/229 [==============>...............] - ETA: 0s - loss: 1.6704e-06 132/229 [================>.............] - ETA: 0s - loss: 1.6108e-06 148/229 [==================>...........] - ETA: 0s - loss: 1.5844e-06 165/229 [====================>.........] - ETA: 0s - loss: 1.4234e-06 180/229 [======================>.......] - ETA: 0s - loss: 1.3336e-06 202/229 [=========================>....] - ETA: 0s - loss: 1.1903e-06 225/229 [============================>.] - ETA: 0s - loss: 3.9876e-06 229/229 [==============================] - 1s 3ms/step - loss: 3.9300e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.0993e-10 29/229 [==>...........................] - ETA: 0s - loss: 1.1904e-06 49/229 [=====>........................] - ETA: 0s - loss: 7.2726e-07 64/229 [=======>......................] - ETA: 0s - loss: 5.5735e-07 80/229 [=========>....................] - ETA: 0s - loss: 4.4712e-07 97/229 [===========>..................] - ETA: 0s - loss: 3.7892e-07 113/229 [=============>................] - ETA: 0s - loss: 1.7734e-06 130/229 [================>.............] - ETA: 0s - loss: 1.5418e-06 144/229 [=================>............] - ETA: 0s - loss: 1.3920e-06 162/229 [====================>.........] - ETA: 0s - loss: 1.2887e-06 178/229 [======================>.......] - ETA: 0s - loss: 1.2294e-06 194/229 [========================>.....] - ETA: 0s - loss: 3.7882e-06 211/229 [==========================>...] - ETA: 0s - loss: 3.6290e-06 229/229 [==============================] - 1s 3ms/step - loss: 3.4832e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.5671e-11 25/229 [==>...........................] - ETA: 0s - loss: 4.0578e-07 47/229 [=====>........................] - ETA: 0s - loss: 2.2759e-07 71/229 [========>.....................] - ETA: 0s - loss: 1.5196e-07 98/229 [===========>..................] - ETA: 0s - loss: 7.6979e-07 127/229 [===============>..............] - ETA: 0s - loss: 1.8132e-06 157/229 [===================>..........] - ETA: 0s - loss: 1.5520e-06 190/229 [=======================>......] - ETA: 0s - loss: 1.3111e-06 221/229 [===========================>..] - ETA: 0s - loss: 3.2522e-06 229/229 [==============================] - 0s 2ms/step - loss: 3.1829e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 2, 15 LR f1 score: 0.909 LR cohens kappa score: 0.906 LR average precision score: 0.979 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 2, 15 RF f1 score: 0.938 RF cohens kappa score: 0.936 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 570, 1 KNN fn, tp: 0, 17 KNN f1 score: 0.971 KNN cohens kappa score: 0.971 ------ Step 2/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 49s - loss: 4.6967e-11 37/229 [===>..........................] - ETA: 0s - loss: 2.2876e-07  76/229 [========>.....................] - ETA: 0s - loss: 1.4737e-07 114/229 [=============>................] - ETA: 0s - loss: 9.9779e-08 149/229 [==================>...........] - ETA: 0s - loss: 1.0837e-06 187/229 [=======================>......] - ETA: 0s - loss: 1.3196e-05 224/229 [============================>.] - ETA: 0s - loss: 1.6922e-05 229/229 [==============================] - 1s 1ms/step - loss: 1.6619e-05 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 4.7154e-11 39/229 [====>.........................] - ETA: 0s - loss: 1.6129e-04 75/229 [========>.....................] - ETA: 0s - loss: 3.0502e-04 112/229 [=============>................] - ETA: 0s - loss: 2.0428e-04 150/229 [==================>...........] - ETA: 0s - loss: 0.0017  186/229 [=======================>......] - ETA: 0s - loss: 0.0014 216/229 [===========================>..] - ETA: 0s - loss: 0.0012 229/229 [==============================] - 0s 1ms/step - loss: 0.0011 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.1315e-09 36/229 [===>..........................] - ETA: 0s - loss: 2.1769e-08 69/229 [========>.....................] - ETA: 0s - loss: 2.5060e-07 105/229 [============>.................] - ETA: 0s - loss: 1.8456e-06 139/229 [=================>............] - ETA: 0s - loss: 2.2226e-06 172/229 [=====================>........] - ETA: 0s - loss: 2.3151e-06 200/229 [=========================>....] - ETA: 0s - loss: 2.4663e-06 229/229 [==============================] - 0s 2ms/step - loss: 2.2110e-06 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 3.0138e-07 39/229 [====>.........................] - ETA: 0s - loss: 5.3078e-07 78/229 [=========>....................] - ETA: 0s - loss: 2.7186e-07 113/229 [=============>................] - ETA: 0s - loss: 4.0951e-07 150/229 [==================>...........] - ETA: 0s - loss: 3.1714e-07 185/229 [=======================>......] - ETA: 0s - loss: 1.0086e-06 224/229 [============================>.] - ETA: 0s - loss: 1.5683e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.6341e-06 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.8042e-10 37/229 [===>..........................] - ETA: 0s - loss: 1.9476e-06 73/229 [========>.....................] - ETA: 0s - loss: 2.5752e-06 109/229 [=============>................] - ETA: 0s - loss: 2.0681e-06 144/229 [=================>............] - ETA: 0s - loss: 1.6884e-06 184/229 [=======================>......] - ETA: 0s - loss: 1.3254e-06 218/229 [===========================>..] - ETA: 0s - loss: 1.3884e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.3293e-06 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 1.3309e-10 36/229 [===>..........................] - ETA: 0s - loss: 2.6185e-08 72/229 [========>.....................] - ETA: 0s - loss: 3.6282e-07 106/229 [============>.................] - ETA: 0s - loss: 5.4147e-07 139/229 [=================>............] - ETA: 0s - loss: 1.0007e-06 175/229 [=====================>........] - ETA: 0s - loss: 7.9915e-07 211/229 [==========================>...] - ETA: 0s - loss: 1.2000e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.1092e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 5.1064e-11 38/229 [===>..........................] - ETA: 0s - loss: 1.5299e-06 75/229 [========>.....................] - ETA: 0s - loss: 1.0539e-06 113/229 [=============>................] - ETA: 0s - loss: 8.2848e-07 147/229 [==================>...........] - ETA: 0s - loss: 8.8747e-07 188/229 [=======================>......] - ETA: 0s - loss: 1.1584e-06 226/229 [============================>.] - ETA: 0s - loss: 9.6886e-07 229/229 [==============================] - 0s 1ms/step - loss: 9.5910e-07 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 5.4547e-10 36/229 [===>..........................] - ETA: 0s - loss: 3.7462e-07 77/229 [=========>....................] - ETA: 0s - loss: 9.0496e-07 114/229 [=============>................] - ETA: 0s - loss: 1.3092e-06 153/229 [===================>..........] - ETA: 0s - loss: 1.0678e-06 194/229 [========================>.....] - ETA: 0s - loss: 9.8550e-07 229/229 [==============================] - 0s 1ms/step - loss: 8.4163e-07 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.5438e-09 37/229 [===>..........................] - ETA: 0s - loss: 3.8054e-07 73/229 [========>.....................] - ETA: 0s - loss: 2.7752e-07 109/229 [=============>................] - ETA: 0s - loss: 4.1441e-07 139/229 [=================>............] - ETA: 0s - loss: 7.0207e-07 172/229 [=====================>........] - ETA: 0s - loss: 5.6913e-07 206/229 [=========================>....] - ETA: 0s - loss: 7.0702e-07 229/229 [==============================] - 0s 1ms/step - loss: 7.5014e-07 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.8747e-09 36/229 [===>..........................] - ETA: 0s - loss: 8.8055e-07 72/229 [========>.....................] - ETA: 0s - loss: 5.7760e-07 107/229 [=============>................] - ETA: 0s - loss: 7.0637e-07 142/229 [=================>............] - ETA: 0s - loss: 6.2710e-07 178/229 [======================>.......] - ETA: 0s - loss: 8.1514e-07 212/229 [==========================>...] - ETA: 0s - loss: 6.8639e-07 229/229 [==============================] - 0s 1ms/step - loss: 6.7587e-07 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 569, 2 LR fn, tp: 0, 17 LR f1 score: 0.944 LR cohens kappa score: 0.943 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 1, 16 KNN f1 score: 0.865 KNN cohens kappa score: 0.861 ------ Step 2/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 35s - loss: 5.1152e-10 32/229 [===>..........................] - ETA: 0s - loss: 4.4442e-04  60/229 [======>.......................] - ETA: 0s - loss: 3.4134e-04 92/229 [===========>..................] - ETA: 0s - loss: 5.1434e-04 128/229 [===============>..............] - ETA: 0s - loss: 0.0030  166/229 [====================>.........] - ETA: 0s - loss: 0.0024 202/229 [=========================>....] - ETA: 0s - loss: 0.0020 229/229 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.8466e-09 37/229 [===>..........................] - ETA: 0s - loss: 8.3820e-06 74/229 [========>.....................] - ETA: 0s - loss: 1.1049e-05 112/229 [=============>................] - ETA: 0s - loss: 7.3488e-06 151/229 [==================>...........] - ETA: 0s - loss: 8.5439e-06 192/229 [========================>.....] - ETA: 0s - loss: 6.9540e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.3436e-05 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 2.3546e-08 35/229 [===>..........................] - ETA: 0s - loss: 2.1349e-05 72/229 [========>.....................] - ETA: 0s - loss: 1.0981e-05 107/229 [=============>................] - ETA: 0s - loss: 7.4071e-06 144/229 [=================>............] - ETA: 0s - loss: 5.7425e-06 181/229 [======================>.......] - ETA: 0s - loss: 5.0554e-06 217/229 [===========================>..] - ETA: 0s - loss: 4.6383e-06 229/229 [==============================] - 0s 1ms/step - loss: 4.4900e-06 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.8678e-09 39/229 [====>.........................] - ETA: 0s - loss: 1.5001e-06 74/229 [========>.....................] - ETA: 0s - loss: 7.0321e-06 108/229 [=============>................] - ETA: 0s - loss: 5.6404e-06 141/229 [=================>............] - ETA: 0s - loss: 4.3226e-06 173/229 [=====================>........] - ETA: 0s - loss: 3.6282e-06 208/229 [==========================>...] - ETA: 0s - loss: 3.0932e-06 229/229 [==============================] - 0s 1ms/step - loss: 2.8404e-06 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 8.3105e-10 35/229 [===>..........................] - ETA: 0s - loss: 4.5735e-07 71/229 [========>.....................] - ETA: 0s - loss: 6.2757e-07 107/229 [=============>................] - ETA: 0s - loss: 1.1683e-06 143/229 [=================>............] - ETA: 0s - loss: 1.2769e-06 178/229 [======================>.......] - ETA: 0s - loss: 2.4158e-06 214/229 [===========================>..] - ETA: 0s - loss: 2.2105e-06 229/229 [==============================] - 0s 1ms/step - loss: 2.0847e-06 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 5.8906e-09 36/229 [===>..........................] - ETA: 0s - loss: 5.5290e-07 70/229 [========>.....................] - ETA: 0s - loss: 6.2880e-07 106/229 [============>.................] - ETA: 0s - loss: 6.4884e-07 142/229 [=================>............] - ETA: 0s - loss: 2.1646e-06 179/229 [======================>.......] - ETA: 0s - loss: 2.1069e-06 219/229 [===========================>..] - ETA: 0s - loss: 1.7336e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.6640e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.7714e-08 36/229 [===>..........................] - ETA: 0s - loss: 5.9886e-07 73/229 [========>.....................] - ETA: 0s - loss: 4.3393e-07 111/229 [=============>................] - ETA: 0s - loss: 4.0351e-07 145/229 [=================>............] - ETA: 0s - loss: 8.1084e-07 179/229 [======================>.......] - ETA: 0s - loss: 8.2993e-07 209/229 [==========================>...] - ETA: 0s - loss: 1.5231e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.3967e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.7985e-09 35/229 [===>..........................] - ETA: 0s - loss: 1.0661e-07 71/229 [========>.....................] - ETA: 0s - loss: 6.5699e-07 107/229 [=============>................] - ETA: 0s - loss: 6.1183e-07 142/229 [=================>............] - ETA: 0s - loss: 5.4325e-07 179/229 [======================>.......] - ETA: 0s - loss: 4.9882e-07 214/229 [===========================>..] - ETA: 0s - loss: 1.3028e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.2268e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.0114e-08 36/229 [===>..........................] - ETA: 0s - loss: 7.9080e-07 70/229 [========>.....................] - ETA: 0s - loss: 6.4254e-07 110/229 [=============>................] - ETA: 0s - loss: 1.3698e-06 149/229 [==================>...........] - ETA: 0s - loss: 1.1961e-06 185/229 [=======================>......] - ETA: 0s - loss: 1.3418e-06 225/229 [============================>.] - ETA: 0s - loss: 1.1372e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.1210e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 9.5020e-08 37/229 [===>..........................] - ETA: 0s - loss: 6.0957e-07 75/229 [========>.....................] - ETA: 0s - loss: 5.8214e-07 109/229 [=============>................] - ETA: 0s - loss: 1.6837e-06 145/229 [=================>............] - ETA: 0s - loss: 1.3910e-06 180/229 [======================>.......] - ETA: 0s - loss: 1.1687e-06 217/229 [===========================>..] - ETA: 0s - loss: 1.0822e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.0522e-06 -> test with GAN.predict GAN tn, fp: 570, 0 GAN fn, tp: 0, 13 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 0 LR fn, tp: 0, 13 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 0, 13 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 570, 0 GB fn, tp: 0, 13 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 569, 1 KNN fn, tp: 0, 13 KNN f1 score: 0.963 KNN cohens kappa score: 0.962 ====== Step 3/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 3/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 46s - loss: 2.2277e-10 40/229 [====>.........................] - ETA: 0s - loss: 3.1968e-07  80/229 [=========>....................] - ETA: 0s - loss: 2.6748e-07 120/229 [==============>...............] - ETA: 0s - loss: 9.1212e-04 160/229 [===================>..........] - ETA: 0s - loss: 0.0054  200/229 [=========================>....] - ETA: 0s - loss: 0.0044 229/229 [==============================] - 0s 1ms/step - loss: 0.0039 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 3.7603e-11 39/229 [====>.........................] - ETA: 0s - loss: 1.6217e-06 71/229 [========>.....................] - ETA: 0s - loss: 1.0786e-04 105/229 [============>.................] - ETA: 0s - loss: 7.6099e-05 144/229 [=================>............] - ETA: 0s - loss: 5.6452e-05 185/229 [=======================>......] - ETA: 0s - loss: 4.5530e-05 223/229 [============================>.] - ETA: 0s - loss: 3.7788e-05 229/229 [==============================] - 0s 1ms/step - loss: 3.6952e-05 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 4.0549e-08 42/229 [====>.........................] - ETA: 0s - loss: 4.2863e-06 82/229 [=========>....................] - ETA: 0s - loss: 1.8769e-05 122/229 [==============>...............] - ETA: 0s - loss: 1.4864e-05 162/229 [====================>.........] - ETA: 0s - loss: 1.2322e-05 202/229 [=========================>....] - ETA: 0s - loss: 1.0886e-05 229/229 [==============================] - 0s 1ms/step - loss: 9.6815e-06 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 2.0208e-11 40/229 [====>.........................] - ETA: 0s - loss: 2.8010e-05 79/229 [=========>....................] - ETA: 0s - loss: 1.8298e-05 118/229 [==============>...............] - ETA: 0s - loss: 1.3713e-05 157/229 [===================>..........] - ETA: 0s - loss: 1.1594e-05 198/229 [========================>.....] - ETA: 0s - loss: 9.2031e-06 229/229 [==============================] - 0s 1ms/step - loss: 8.7278e-06 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 9.5819e-08 36/229 [===>..........................] - ETA: 0s - loss: 1.8708e-06 75/229 [========>.....................] - ETA: 0s - loss: 1.2564e-05 115/229 [==============>...............] - ETA: 0s - loss: 1.0505e-05 155/229 [===================>..........] - ETA: 0s - loss: 1.1086e-05 195/229 [========================>.....] - ETA: 0s - loss: 9.5943e-06 229/229 [==============================] - 0s 1ms/step - loss: 8.1994e-06 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 1.1934e-10 42/229 [====>.........................] - ETA: 0s - loss: 3.2392e-07 81/229 [=========>....................] - ETA: 0s - loss: 1.6115e-06 120/229 [==============>...............] - ETA: 0s - loss: 1.4799e-06 160/229 [===================>..........] - ETA: 0s - loss: 1.8788e-06 199/229 [=========================>....] - ETA: 0s - loss: 1.8763e-06 229/229 [==============================] - 0s 1ms/step - loss: 7.4875e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 4.0385e-11 41/229 [====>.........................] - ETA: 0s - loss: 1.8093e-05 78/229 [=========>....................] - ETA: 0s - loss: 1.1782e-05 118/229 [==============>...............] - ETA: 0s - loss: 1.0703e-05 157/229 [===================>..........] - ETA: 0s - loss: 9.1513e-06 195/229 [========================>.....] - ETA: 0s - loss: 8.2184e-06 229/229 [==============================] - 0s 1ms/step - loss: 7.0303e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.5011e-08 40/229 [====>.........................] - ETA: 0s - loss: 5.3182e-08 78/229 [=========>....................] - ETA: 0s - loss: 4.6455e-06 118/229 [==============>...............] - ETA: 0s - loss: 9.5638e-06 155/229 [===================>..........] - ETA: 0s - loss: 7.5895e-06 195/229 [========================>.....] - ETA: 0s - loss: 7.6617e-06 229/229 [==============================] - 0s 1ms/step - loss: 6.6951e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.2339e-08 41/229 [====>.........................] - ETA: 0s - loss: 8.0909e-06 76/229 [========>.....................] - ETA: 0s - loss: 5.7466e-06 111/229 [=============>................] - ETA: 0s - loss: 5.9924e-06 145/229 [=================>............] - ETA: 0s - loss: 9.2480e-06 179/229 [======================>.......] - ETA: 0s - loss: 7.5117e-06 218/229 [===========================>..] - ETA: 0s - loss: 6.2827e-06 229/229 [==============================] - 0s 1ms/step - loss: 6.2403e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 2.2732e-09 41/229 [====>.........................] - ETA: 0s - loss: 4.3252e-06 80/229 [=========>....................] - ETA: 0s - loss: 4.1147e-06 118/229 [==============>...............] - ETA: 0s - loss: 3.9844e-06 157/229 [===================>..........] - ETA: 0s - loss: 3.8107e-06 196/229 [========================>.....] - ETA: 0s - loss: 5.4063e-06 229/229 [==============================] - 0s 1ms/step - loss: 6.0406e-06 -> test with GAN.predict GAN tn, fp: 570, 1 GAN fn, tp: 0, 17 GAN f1 score: 0.971 GAN cohens kappa score: 0.971 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 0, 17 LR f1 score: 0.971 LR cohens kappa score: 0.971 LR average precision score: 0.997 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 569, 2 KNN fn, tp: 0, 17 KNN f1 score: 0.944 KNN cohens kappa score: 0.943 ------ Step 3/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 46s - loss: 0.0619 42/229 [====>.........................] - ETA: 0s - loss: 0.0021  82/229 [=========>....................] - ETA: 0s - loss: 0.0061 122/229 [==============>...............] - ETA: 0s - loss: 0.0076 161/229 [====================>.........] - ETA: 0s - loss: 0.0057 202/229 [=========================>....] - ETA: 0s - loss: 0.0046 229/229 [==============================] - 0s 1ms/step - loss: 0.0041 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.3124e-07 40/229 [====>.........................] - ETA: 0s - loss: 5.7483e-06 78/229 [=========>....................] - ETA: 0s - loss: 3.2238e-06 116/229 [==============>...............] - ETA: 0s - loss: 2.3547e-06 156/229 [===================>..........] - ETA: 0s - loss: 3.2268e-06 197/229 [========================>.....] - ETA: 0s - loss: 3.3442e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.8894e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 9.9588e-10 41/229 [====>.........................] - ETA: 0s - loss: 3.2469e-05 80/229 [=========>....................] - ETA: 0s - loss: 2.1400e-05 120/229 [==============>...............] - ETA: 0s - loss: 1.1022e-04 160/229 [===================>..........] - ETA: 0s - loss: 8.5717e-05 201/229 [=========================>....] - ETA: 0s - loss: 8.4551e-05 229/229 [==============================] - 0s 1ms/step - loss: 7.4465e-05 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.4324e-09 42/229 [====>.........................] - ETA: 0s - loss: 1.6743e-05 83/229 [=========>....................] - ETA: 0s - loss: 1.0249e-05 124/229 [===============>..............] - ETA: 0s - loss: 7.2758e-06 165/229 [====================>.........] - ETA: 0s - loss: 5.8022e-06 206/229 [=========================>....] - ETA: 0s - loss: 6.5443e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.7655e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 5.8174e-06 40/229 [====>.........................] - ETA: 0s - loss: 5.6386e-05 81/229 [=========>....................] - ETA: 0s - loss: 7.2837e-05 121/229 [==============>...............] - ETA: 0s - loss: 5.3988e-05 162/229 [====================>.........] - ETA: 0s - loss: 4.1515e-05 202/229 [=========================>....] - ETA: 0s - loss: 3.3701e-05 229/229 [==============================] - 0s 1ms/step - loss: 3.0505e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 3.5220e-08 42/229 [====>.........................] - ETA: 0s - loss: 1.1736e-06 82/229 [=========>....................] - ETA: 0s - loss: 2.1298e-06 122/229 [==============>...............] - ETA: 0s - loss: 1.0110e-05 159/229 [===================>..........] - ETA: 0s - loss: 8.6297e-06 196/229 [========================>.....] - ETA: 0s - loss: 8.7450e-06 228/229 [============================>.] - ETA: 0s - loss: 2.3329e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.3298e-05 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 9.1119e-11 36/229 [===>..........................] - ETA: 0s - loss: 7.0983e-05 76/229 [========>.....................] - ETA: 0s - loss: 3.4598e-05 113/229 [=============>................] - ETA: 0s - loss: 2.5194e-05 152/229 [==================>...........] - ETA: 0s - loss: 2.1580e-05 190/229 [=======================>......] - ETA: 0s - loss: 2.2500e-05 229/229 [==============================] - ETA: 0s - loss: 1.8750e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.8750e-05 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 2.3379e-09 40/229 [====>.........................] - ETA: 0s - loss: 5.4346e-05 80/229 [=========>....................] - ETA: 0s - loss: 3.3677e-05 121/229 [==============>...............] - ETA: 0s - loss: 2.2712e-05 160/229 [===================>..........] - ETA: 0s - loss: 1.8299e-05 201/229 [=========================>....] - ETA: 0s - loss: 1.8039e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.5969e-05 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 2.3051e-09 42/229 [====>.........................] - ETA: 0s - loss: 4.7699e-05 79/229 [=========>....................] - ETA: 0s - loss: 3.4585e-05 119/229 [==============>...............] - ETA: 0s - loss: 2.3803e-05 159/229 [===================>..........] - ETA: 0s - loss: 1.7896e-05 200/229 [=========================>....] - ETA: 0s - loss: 1.5706e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.4445e-05 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.0833e-08 40/229 [====>.........................] - ETA: 0s - loss: 7.9860e-07 80/229 [=========>....................] - ETA: 0s - loss: 4.7440e-07 121/229 [==============>...............] - ETA: 0s - loss: 3.6664e-07 161/229 [====================>.........] - ETA: 0s - loss: 2.2152e-06 201/229 [=========================>....] - ETA: 0s - loss: 1.3073e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.3131e-05 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 1, 16 LR f1 score: 0.970 LR cohens kappa score: 0.969 LR average precision score: 0.997 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 1, 16 RF f1 score: 0.970 RF cohens kappa score: 0.969 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 565, 6 KNN fn, tp: 0, 17 KNN f1 score: 0.850 KNN cohens kappa score: 0.845 ------ Step 3/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 37s - loss: 1.0416e-09 42/229 [====>.........................] - ETA: 0s - loss: 0.0193  83/229 [=========>....................] - ETA: 0s - loss: 0.0102 124/229 [===============>..............] - ETA: 0s - loss: 0.0075 163/229 [====================>.........] - ETA: 0s - loss: 0.0059 204/229 [=========================>....] - ETA: 0s - loss: 0.0052 229/229 [==============================] - 0s 1ms/step - loss: 0.0047 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 6.4662e-11 40/229 [====>.........................] - ETA: 0s - loss: 4.8255e-04 73/229 [========>.....................] - ETA: 0s - loss: 0.0032  107/229 [=============>................] - ETA: 0s - loss: 0.0022 143/229 [=================>............] - ETA: 0s - loss: 0.0016 185/229 [=======================>......] - ETA: 0s - loss: 0.0013 225/229 [============================>.] - ETA: 0s - loss: 0.0010 229/229 [==============================] - 0s 1ms/step - loss: 0.0010 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 6.0722e-05 43/229 [====>.........................] - ETA: 0s - loss: 2.0949e-05 86/229 [==========>...................] - ETA: 0s - loss: 1.9779e-04 126/229 [===============>..............] - ETA: 0s - loss: 1.4361e-04 166/229 [====================>.........] - ETA: 0s - loss: 1.1486e-04 207/229 [==========================>...] - ETA: 0s - loss: 1.0404e-04 229/229 [==============================] - 0s 1ms/step - loss: 9.4432e-05 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 8.7541e-08 43/229 [====>.........................] - ETA: 0s - loss: 3.6542e-05 83/229 [=========>....................] - ETA: 0s - loss: 1.3400e-04 122/229 [==============>...............] - ETA: 0s - loss: 9.5242e-05 162/229 [====================>.........] - ETA: 0s - loss: 7.6363e-05 198/229 [========================>.....] - ETA: 0s - loss: 6.4887e-05 229/229 [==============================] - 0s 1ms/step - loss: 5.6278e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 2.8029e-07 40/229 [====>.........................] - ETA: 0s - loss: 9.1929e-08 81/229 [=========>....................] - ETA: 0s - loss: 6.0230e-06 125/229 [===============>..............] - ETA: 0s - loss: 4.5548e-06 166/229 [====================>.........] - ETA: 0s - loss: 5.9339e-06 205/229 [=========================>....] - ETA: 0s - loss: 1.1478e-05 229/229 [==============================] - 0s 1ms/step - loss: 4.0904e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 7.8805e-09 41/229 [====>.........................] - ETA: 0s - loss: 1.0168e-05 81/229 [=========>....................] - ETA: 0s - loss: 2.2409e-05 120/229 [==============>...............] - ETA: 0s - loss: 1.5511e-05 160/229 [===================>..........] - ETA: 0s - loss: 1.6554e-05 201/229 [=========================>....] - ETA: 0s - loss: 1.5098e-05 229/229 [==============================] - 0s 1ms/step - loss: 3.5925e-05 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 7.9726e-11 41/229 [====>.........................] - ETA: 0s - loss: 1.7110e-05 79/229 [=========>....................] - ETA: 0s - loss: 1.2463e-05 120/229 [==============>...............] - ETA: 0s - loss: 4.3210e-05 162/229 [====================>.........] - ETA: 0s - loss: 3.2435e-05 203/229 [=========================>....] - ETA: 0s - loss: 3.2937e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.9645e-05 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.2127e-09 42/229 [====>.........................] - ETA: 0s - loss: 1.5673e-05 83/229 [=========>....................] - ETA: 0s - loss: 4.3404e-05 124/229 [===============>..............] - ETA: 0s - loss: 3.0013e-05 165/229 [====================>.........] - ETA: 0s - loss: 2.4504e-05 206/229 [=========================>....] - ETA: 0s - loss: 2.1834e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.4969e-05 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 6.8378e-11 40/229 [====>.........................] - ETA: 0s - loss: 1.4851e-06 77/229 [=========>....................] - ETA: 0s - loss: 1.0609e-06 115/229 [==============>...............] - ETA: 0s - loss: 2.5145e-05 150/229 [==================>...........] - ETA: 0s - loss: 2.2408e-05 186/229 [=======================>......] - ETA: 0s - loss: 2.2057e-05 222/229 [============================>.] - ETA: 0s - loss: 2.1677e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.1079e-05 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.9204e-10 40/229 [====>.........................] - ETA: 0s - loss: 3.4583e-06 81/229 [=========>....................] - ETA: 0s - loss: 3.2996e-05 121/229 [==============>...............] - ETA: 0s - loss: 2.2672e-05 161/229 [====================>.........] - ETA: 0s - loss: 2.2554e-05 202/229 [=========================>....] - ETA: 0s - loss: 1.8011e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.9037e-05 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 568, 3 KNN fn, tp: 0, 17 KNN f1 score: 0.919 KNN cohens kappa score: 0.916 ------ Step 3/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 38s - loss: 2.6231e-08 43/229 [====>.........................] - ETA: 0s - loss: 0.0097  85/229 [==========>...................] - ETA: 0s - loss: 0.0053 124/229 [===============>..............] - ETA: 0s - loss: 0.0037 163/229 [====================>.........] - ETA: 0s - loss: 0.0028 204/229 [=========================>....] - ETA: 0s - loss: 0.0022 229/229 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.0810e-08 42/229 [====>.........................] - ETA: 0s - loss: 2.9356e-05 84/229 [==========>...................] - ETA: 0s - loss: 7.5307e-04 126/229 [===============>..............] - ETA: 0s - loss: 5.2650e-04 165/229 [====================>.........] - ETA: 0s - loss: 4.0246e-04 204/229 [=========================>....] - ETA: 0s - loss: 3.2577e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.9130e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 4.1352e-05 32/229 [===>..........................] - ETA: 0s - loss: 7.7613e-06 70/229 [========>.....................] - ETA: 0s - loss: 4.3881e-06 110/229 [=============>................] - ETA: 0s - loss: 2.9542e-06 152/229 [==================>...........] - ETA: 0s - loss: 2.5724e-06 192/229 [========================>.....] - ETA: 0s - loss: 2.1028e-06 229/229 [==============================] - 0s 1ms/step - loss: 8.7476e-05 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.4654e-07 42/229 [====>.........................] - ETA: 0s - loss: 3.8044e-05 82/229 [=========>....................] - ETA: 0s - loss: 3.1035e-05 124/229 [===============>..............] - ETA: 0s - loss: 4.5321e-05 162/229 [====================>.........] - ETA: 0s - loss: 5.3194e-05 203/229 [=========================>....] - ETA: 0s - loss: 4.2769e-05 229/229 [==============================] - 0s 1ms/step - loss: 3.8178e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.2060e-08 42/229 [====>.........................] - ETA: 0s - loss: 1.9094e-05 84/229 [==========>...................] - ETA: 0s - loss: 3.5366e-05 125/229 [===============>..............] - ETA: 0s - loss: 2.5431e-05 164/229 [====================>.........] - ETA: 0s - loss: 2.5432e-05 205/229 [=========================>....] - ETA: 0s - loss: 2.0853e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.9543e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 3.8553e-08 42/229 [====>.........................] - ETA: 0s - loss: 5.1314e-06 84/229 [==========>...................] - ETA: 0s - loss: 8.5445e-06 126/229 [===============>..............] - ETA: 0s - loss: 5.7783e-06 167/229 [====================>.........] - ETA: 0s - loss: 5.4114e-06 208/229 [==========================>...] - ETA: 0s - loss: 1.7146e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.6655e-05 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 4.5261e-09 43/229 [====>.........................] - ETA: 0s - loss: 1.4513e-05 82/229 [=========>....................] - ETA: 0s - loss: 1.4074e-05 121/229 [==============>...............] - ETA: 0s - loss: 9.7521e-06 161/229 [====================>.........] - ETA: 0s - loss: 7.6844e-06 198/229 [========================>.....] - ETA: 0s - loss: 1.6274e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.4985e-05 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 3.7442e-08 43/229 [====>.........................] - ETA: 0s - loss: 3.1021e-06 83/229 [=========>....................] - ETA: 0s - loss: 7.7847e-06 124/229 [===============>..............] - ETA: 0s - loss: 5.4399e-06 166/229 [====================>.........] - ETA: 0s - loss: 1.3518e-05 206/229 [=========================>....] - ETA: 0s - loss: 1.3729e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.2900e-05 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.5285e-08 41/229 [====>.........................] - ETA: 0s - loss: 2.4891e-06 82/229 [=========>....................] - ETA: 0s - loss: 4.4427e-06 122/229 [==============>...............] - ETA: 0s - loss: 7.9204e-06 163/229 [====================>.........] - ETA: 0s - loss: 1.5838e-05 203/229 [=========================>....] - ETA: 0s - loss: 1.2860e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.1461e-05 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 7.9380e-09 41/229 [====>.........................] - ETA: 0s - loss: 4.7579e-06 75/229 [========>.....................] - ETA: 0s - loss: 2.8717e-06 113/229 [=============>................] - ETA: 0s - loss: 1.4927e-05 149/229 [==================>...........] - ETA: 0s - loss: 1.4092e-05 190/229 [=======================>......] - ETA: 0s - loss: 1.1062e-05 229/229 [==============================] - ETA: 0s - loss: 9.2584e-06 229/229 [==============================] - 0s 1ms/step - loss: 9.2584e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 568, 3 KNN fn, tp: 0, 17 KNN f1 score: 0.919 KNN cohens kappa score: 0.916 ------ Step 3/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 45s - loss: 9.1992e-07 42/229 [====>.........................] - ETA: 0s - loss: 1.8409e-07  84/229 [==========>...................] - ETA: 0s - loss: 0.0046  125/229 [===============>..............] - ETA: 0s - loss: 0.0037 165/229 [====================>.........] - ETA: 0s - loss: 0.0028 206/229 [=========================>....] - ETA: 0s - loss: 0.0022 229/229 [==============================] - 0s 1ms/step - loss: 0.0020 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 9.4214e-10 42/229 [====>.........................] - ETA: 0s - loss: 3.3694e-07 81/229 [=========>....................] - ETA: 0s - loss: 1.9124e-07 122/229 [==============>...............] - ETA: 0s - loss: 8.2742e-07 164/229 [====================>.........] - ETA: 0s - loss: 8.5297e-04 205/229 [=========================>....] - ETA: 0s - loss: 6.8684e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.1676e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 2.4347e-10 39/229 [====>.........................] - ETA: 0s - loss: 3.0619e-06 71/229 [========>.....................] - ETA: 0s - loss: 1.0393e-04 104/229 [============>.................] - ETA: 0s - loss: 7.2013e-05 141/229 [=================>............] - ETA: 0s - loss: 5.8874e-05 174/229 [=====================>........] - ETA: 0s - loss: 4.9267e-05 212/229 [==========================>...] - ETA: 0s - loss: 4.2074e-05 229/229 [==============================] - 0s 1ms/step - loss: 3.9204e-05 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 4.1679e-09 42/229 [====>.........................] - ETA: 0s - loss: 9.0061e-05 83/229 [=========>....................] - ETA: 0s - loss: 4.6200e-05 124/229 [===============>..............] - ETA: 0s - loss: 4.0908e-05 165/229 [====================>.........] - ETA: 0s - loss: 3.1730e-05 205/229 [=========================>....] - ETA: 0s - loss: 2.9848e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.7489e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 2.3781e-08 42/229 [====>.........................] - ETA: 0s - loss: 3.1507e-06 83/229 [=========>....................] - ETA: 0s - loss: 3.7075e-06 124/229 [===============>..............] - ETA: 0s - loss: 3.1020e-06 165/229 [====================>.........] - ETA: 0s - loss: 3.6909e-06 203/229 [=========================>....] - ETA: 0s - loss: 7.1265e-06 229/229 [==============================] - 0s 1ms/step - loss: 2.4390e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 1.3736e-05 42/229 [====>.........................] - ETA: 0s - loss: 1.5165e-05 83/229 [=========>....................] - ETA: 0s - loss: 1.4231e-05 124/229 [===============>..............] - ETA: 0s - loss: 1.1483e-05 165/229 [====================>.........] - ETA: 0s - loss: 2.5159e-05 205/229 [=========================>....] - ETA: 0s - loss: 2.0871e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.9516e-05 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.1969e-09 43/229 [====>.........................] - ETA: 0s - loss: 2.3965e-06 84/229 [==========>...................] - ETA: 0s - loss: 2.3094e-06 120/229 [==============>...............] - ETA: 0s - loss: 1.0565e-05 155/229 [===================>..........] - ETA: 0s - loss: 9.9927e-06 189/229 [=======================>......] - ETA: 0s - loss: 2.0587e-05 229/229 [==============================] - ETA: 0s - loss: 1.7235e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.7235e-05 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 5.7382e-09 40/229 [====>.........................] - ETA: 0s - loss: 3.8233e-06 80/229 [=========>....................] - ETA: 0s - loss: 2.0342e-05 118/229 [==============>...............] - ETA: 0s - loss: 2.2433e-05 158/229 [===================>..........] - ETA: 0s - loss: 1.7324e-05 200/229 [=========================>....] - ETA: 0s - loss: 1.6546e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.4592e-05 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 4.5325e-09 42/229 [====>.........................] - ETA: 0s - loss: 4.8248e-05 82/229 [=========>....................] - ETA: 0s - loss: 2.5318e-05 123/229 [===============>..............] - ETA: 0s - loss: 2.2159e-05 164/229 [====================>.........] - ETA: 0s - loss: 1.7303e-05 198/229 [========================>.....] - ETA: 0s - loss: 1.5289e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.3622e-05 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 8.8677e-07 41/229 [====>.........................] - ETA: 0s - loss: 3.5069e-06 81/229 [=========>....................] - ETA: 0s - loss: 7.0746e-06 122/229 [==============>...............] - ETA: 0s - loss: 1.8989e-05 163/229 [====================>.........] - ETA: 0s - loss: 1.5108e-05 204/229 [=========================>....] - ETA: 0s - loss: 1.2475e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.2463e-05 -> test with GAN.predict GAN tn, fp: 570, 0 GAN fn, tp: 0, 13 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 569, 1 LR fn, tp: 1, 12 LR f1 score: 0.923 LR cohens kappa score: 0.921 LR average precision score: 0.980 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 0, 13 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 570, 0 GB fn, tp: 0, 13 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 3 KNN fn, tp: 0, 13 KNN f1 score: 0.897 KNN cohens kappa score: 0.894 ====== Step 4/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 4/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 44s - loss: 1.8936e-06 38/229 [===>..........................] - ETA: 0s - loss: 7.2703e-08  79/229 [=========>....................] - ETA: 0s - loss: 0.0057  120/229 [==============>...............] - ETA: 0s - loss: 0.0039 161/229 [====================>.........] - ETA: 0s - loss: 0.0029 198/229 [========================>.....] - ETA: 0s - loss: 0.0046 229/229 [==============================] - 0s 1ms/step - loss: 0.0067 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.4967e-09 41/229 [====>.........................] - ETA: 0s - loss: 1.5000e-07 80/229 [=========>....................] - ETA: 0s - loss: 2.9585e-04 119/229 [==============>...............] - ETA: 0s - loss: 1.9900e-04 158/229 [===================>..........] - ETA: 0s - loss: 1.5015e-04 193/229 [========================>.....] - ETA: 0s - loss: 1.2306e-04 226/229 [============================>.] - ETA: 0s - loss: 1.0513e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.0407e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.6525e-09 38/229 [===>..........................] - ETA: 0s - loss: 3.8716e-05 78/229 [=========>....................] - ETA: 0s - loss: 2.0623e-05 119/229 [==============>...............] - ETA: 0s - loss: 1.4072e-05 160/229 [===================>..........] - ETA: 0s - loss: 1.0805e-05 202/229 [=========================>....] - ETA: 0s - loss: 1.6974e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.5024e-05 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.9079e-09 41/229 [====>.........................] - ETA: 0s - loss: 1.4589e-07 82/229 [=========>....................] - ETA: 0s - loss: 1.5070e-07 123/229 [===============>..............] - ETA: 0s - loss: 1.0577e-05 165/229 [====================>.........] - ETA: 0s - loss: 8.2646e-06 206/229 [=========================>....] - ETA: 0s - loss: 1.4819e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.3394e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.1268e-09 43/229 [====>.........................] - ETA: 0s - loss: 1.1114e-07 83/229 [=========>....................] - ETA: 0s - loss: 1.0517e-06 124/229 [===============>..............] - ETA: 0s - loss: 9.1938e-06 163/229 [====================>.........] - ETA: 0s - loss: 7.3263e-06 204/229 [=========================>....] - ETA: 0s - loss: 6.1483e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.2349e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 7.6423e-10 42/229 [====>.........................] - ETA: 0s - loss: 1.3896e-06 83/229 [=========>....................] - ETA: 0s - loss: 1.4960e-06 124/229 [===============>..............] - ETA: 0s - loss: 9.5460e-06 165/229 [====================>.........] - ETA: 0s - loss: 1.4441e-05 206/229 [=========================>....] - ETA: 0s - loss: 1.2500e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.1288e-05 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.2440e-09 40/229 [====>.........................] - ETA: 0s - loss: 1.3663e-06 81/229 [=========>....................] - ETA: 0s - loss: 6.9654e-07 121/229 [==============>...............] - ETA: 0s - loss: 7.0468e-06 160/229 [===================>..........] - ETA: 0s - loss: 1.4290e-05 202/229 [=========================>....] - ETA: 0s - loss: 1.1437e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.0169e-05 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 9.6110e-10 39/229 [====>.........................] - ETA: 0s - loss: 2.6322e-05 79/229 [=========>....................] - ETA: 0s - loss: 1.3557e-05 119/229 [==============>...............] - ETA: 0s - loss: 9.5006e-06 157/229 [===================>..........] - ETA: 0s - loss: 7.2742e-06 193/229 [========================>.....] - ETA: 0s - loss: 6.4681e-06 229/229 [==============================] - 0s 1ms/step - loss: 9.7555e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 2.2832e-09 42/229 [====>.........................] - ETA: 0s - loss: 4.3915e-06 84/229 [==========>...................] - ETA: 0s - loss: 3.1886e-06 125/229 [===============>..............] - ETA: 0s - loss: 2.5946e-06 167/229 [====================>.........] - ETA: 0s - loss: 2.0116e-06 208/229 [==========================>...] - ETA: 0s - loss: 6.4961e-06 229/229 [==============================] - 0s 1ms/step - loss: 9.0244e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 3.9756e-10 34/229 [===>..........................] - ETA: 0s - loss: 1.7048e-08 72/229 [========>.....................] - ETA: 0s - loss: 5.2636e-07 107/229 [=============>................] - ETA: 0s - loss: 2.3200e-06 148/229 [==================>...........] - ETA: 0s - loss: 7.8777e-06 189/229 [=======================>......] - ETA: 0s - loss: 1.0127e-05 229/229 [==============================] - 0s 1ms/step - loss: 8.5316e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 565, 6 KNN fn, tp: 0, 17 KNN f1 score: 0.850 KNN cohens kappa score: 0.845 ------ Step 4/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 45s - loss: 5.8279e-08 41/229 [====>.........................] - ETA: 0s - loss: 1.4673e-07  83/229 [=========>....................] - ETA: 0s - loss: 1.4675e-04 125/229 [===============>..............] - ETA: 0s - loss: 1.1817e-04 166/229 [====================>.........] - ETA: 0s - loss: 4.6453e-04 207/229 [==========================>...] - ETA: 0s - loss: 0.0013  229/229 [==============================] - 0s 1ms/step - loss: 0.0017 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 3.2726e-09 42/229 [====>.........................] - ETA: 0s - loss: 6.5221e-07 79/229 [=========>....................] - ETA: 0s - loss: 4.2961e-07 118/229 [==============>...............] - ETA: 0s - loss: 6.4055e-07 157/229 [===================>..........] - ETA: 0s - loss: 5.0215e-07 196/229 [========================>.....] - ETA: 0s - loss: 1.3269e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.7035e-05 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.1440e-09 44/229 [====>.........................] - ETA: 0s - loss: 2.5210e-06 86/229 [==========>...................] - ETA: 0s - loss: 5.4032e-06 129/229 [===============>..............] - ETA: 0s - loss: 1.2740e-05 169/229 [=====================>........] - ETA: 0s - loss: 9.7423e-06 209/229 [==========================>...] - ETA: 0s - loss: 1.3298e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.3382e-05 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 4.9411e-09 40/229 [====>.........................] - ETA: 0s - loss: 1.7750e-07 80/229 [=========>....................] - ETA: 0s - loss: 1.5333e-05 121/229 [==============>...............] - ETA: 0s - loss: 1.1489e-05 159/229 [===================>..........] - ETA: 0s - loss: 8.7653e-06 200/229 [=========================>....] - ETA: 0s - loss: 1.1634e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.1316e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 6.0546e-11 41/229 [====>.........................] - ETA: 0s - loss: 8.1248e-08 83/229 [=========>....................] - ETA: 0s - loss: 6.3502e-06 123/229 [===============>..............] - ETA: 0s - loss: 1.0602e-05 164/229 [====================>.........] - ETA: 0s - loss: 7.9547e-06 206/229 [=========================>....] - ETA: 0s - loss: 6.3990e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.0105e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 1.2044e-10 40/229 [====>.........................] - ETA: 0s - loss: 1.2433e-05 82/229 [=========>....................] - ETA: 0s - loss: 7.8810e-06 122/229 [==============>...............] - ETA: 0s - loss: 5.3155e-06 161/229 [====================>.........] - ETA: 0s - loss: 1.2485e-05 196/229 [========================>.....] - ETA: 0s - loss: 1.0277e-05 228/229 [============================>.] - ETA: 0s - loss: 8.8378e-06 229/229 [==============================] - 0s 1ms/step - loss: 8.8262e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.4527e-10 38/229 [===>..........................] - ETA: 0s - loss: 4.2428e-06 78/229 [=========>....................] - ETA: 0s - loss: 7.5559e-06 119/229 [==============>...............] - ETA: 0s - loss: 1.5024e-05 160/229 [===================>..........] - ETA: 0s - loss: 1.1182e-05 201/229 [=========================>....] - ETA: 0s - loss: 8.9317e-06 229/229 [==============================] - 0s 1ms/step - loss: 7.8808e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 3.5747e-10 42/229 [====>.........................] - ETA: 0s - loss: 1.6438e-05 81/229 [=========>....................] - ETA: 0s - loss: 8.8275e-06 121/229 [==============>...............] - ETA: 0s - loss: 5.9550e-06 161/229 [====================>.........] - ETA: 0s - loss: 6.2323e-06 203/229 [=========================>....] - ETA: 0s - loss: 4.9466e-06 229/229 [==============================] - 0s 1ms/step - loss: 7.1517e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.7723e-09 40/229 [====>.........................] - ETA: 0s - loss: 7.1161e-06 80/229 [=========>....................] - ETA: 0s - loss: 8.7212e-06 117/229 [==============>...............] - ETA: 0s - loss: 7.5499e-06 157/229 [===================>..........] - ETA: 0s - loss: 9.2732e-06 196/229 [========================>.....] - ETA: 0s - loss: 7.4376e-06 229/229 [==============================] - 0s 1ms/step - loss: 6.4953e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.2299e-09 38/229 [===>..........................] - ETA: 0s - loss: 4.7085e-07 79/229 [=========>....................] - ETA: 0s - loss: 5.5024e-06 119/229 [==============>...............] - ETA: 0s - loss: 7.7426e-06 162/229 [====================>.........] - ETA: 0s - loss: 6.5571e-06 203/229 [=========================>....] - ETA: 0s - loss: 6.6942e-06 229/229 [==============================] - 0s 1ms/step - loss: 5.9541e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 1, 16 LR f1 score: 0.970 LR cohens kappa score: 0.969 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 570, 1 KNN fn, tp: 0, 17 KNN f1 score: 0.971 KNN cohens kappa score: 0.971 ------ Step 4/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 37s - loss: 2.4985e-06 42/229 [====>.........................] - ETA: 0s - loss: 1.0339e-07  84/229 [==========>...................] - ETA: 0s - loss: 5.9398e-04 124/229 [===============>..............] - ETA: 0s - loss: 4.3497e-04 166/229 [====================>.........] - ETA: 0s - loss: 3.2573e-04 207/229 [==========================>...] - ETA: 0s - loss: 2.6333e-04 229/229 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 2.3905e-07 42/229 [====>.........................] - ETA: 0s - loss: 0.0015  84/229 [==========>...................] - ETA: 0s - loss: 0.0011 118/229 [==============>...............] - ETA: 0s - loss: 0.0011 158/229 [===================>..........] - ETA: 0s - loss: 7.8730e-04 200/229 [=========================>....] - ETA: 0s - loss: 6.2226e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.4640e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 8.0198e-08 42/229 [====>.........................] - ETA: 0s - loss: 7.1676e-04 83/229 [=========>....................] - ETA: 0s - loss: 3.6285e-04 125/229 [===============>..............] - ETA: 0s - loss: 2.5937e-04 166/229 [====================>.........] - ETA: 0s - loss: 1.9556e-04 207/229 [==========================>...] - ETA: 0s - loss: 1.6017e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.4548e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 9.5028e-09 42/229 [====>.........................] - ETA: 0s - loss: 1.5146e-06 84/229 [==========>...................] - ETA: 0s - loss: 9.2524e-07 125/229 [===============>..............] - ETA: 0s - loss: 7.9524e-07 166/229 [====================>.........] - ETA: 0s - loss: 3.9383e-06 207/229 [==========================>...] - ETA: 0s - loss: 6.2503e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.1716e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 2.2815e-09 42/229 [====>.........................] - ETA: 0s - loss: 4.5521e-06 83/229 [=========>....................] - ETA: 0s - loss: 1.8653e-05 123/229 [===============>..............] - ETA: 0s - loss: 1.8595e-05 163/229 [====================>.........] - ETA: 0s - loss: 1.4082e-05 204/229 [=========================>....] - ETA: 0s - loss: 1.1297e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.0342e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.4499e-08 41/229 [====>.........................] - ETA: 0s - loss: 1.0900e-07 81/229 [=========>....................] - ETA: 0s - loss: 5.6038e-06 122/229 [==============>...............] - ETA: 0s - loss: 4.1301e-06 159/229 [===================>..........] - ETA: 0s - loss: 4.6007e-06 191/229 [========================>.....] - ETA: 0s - loss: 3.9507e-06 224/229 [============================>.] - ETA: 0s - loss: 9.8190e-06 229/229 [==============================] - 0s 1ms/step - loss: 9.6342e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.6769e-07 41/229 [====>.........................] - ETA: 0s - loss: 4.8855e-07 79/229 [=========>....................] - ETA: 0s - loss: 1.8530e-06 120/229 [==============>...............] - ETA: 0s - loss: 1.3684e-06 161/229 [====================>.........] - ETA: 0s - loss: 5.0113e-06 202/229 [=========================>....] - ETA: 0s - loss: 9.7507e-06 229/229 [==============================] - 0s 1ms/step - loss: 8.9764e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 5.6019e-07 38/229 [===>..........................] - ETA: 0s - loss: 4.8990e-06 79/229 [=========>....................] - ETA: 0s - loss: 3.3254e-06 120/229 [==============>...............] - ETA: 0s - loss: 5.1988e-06 161/229 [====================>.........] - ETA: 0s - loss: 1.0196e-05 201/229 [=========================>....] - ETA: 0s - loss: 8.5002e-06 229/229 [==============================] - 0s 1ms/step - loss: 8.0409e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 5.0675e-06 41/229 [====>.........................] - ETA: 0s - loss: 5.6595e-07 79/229 [=========>....................] - ETA: 0s - loss: 1.0080e-05 116/229 [==============>...............] - ETA: 0s - loss: 6.8893e-06 156/229 [===================>..........] - ETA: 0s - loss: 6.0222e-06 197/229 [========================>.....] - ETA: 0s - loss: 7.7705e-06 229/229 [==============================] - 0s 1ms/step - loss: 7.3209e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 3.8112e-08 40/229 [====>.........................] - ETA: 0s - loss: 3.4945e-06 82/229 [=========>....................] - ETA: 0s - loss: 2.1480e-06 123/229 [===============>..............] - ETA: 0s - loss: 8.2435e-06 164/229 [====================>.........] - ETA: 0s - loss: 6.3110e-06 205/229 [=========================>....] - ETA: 0s - loss: 7.3370e-06 229/229 [==============================] - 0s 1ms/step - loss: 6.7148e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 0, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 0, 17 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 ------ Step 4/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 46s - loss: 7.8317e-11 42/229 [====>.........................] - ETA: 0s - loss: 4.0235e-07  84/229 [==========>...................] - ETA: 0s - loss: 7.2519e-04 125/229 [===============>..............] - ETA: 0s - loss: 0.0012  166/229 [====================>.........] - ETA: 0s - loss: 9.4941e-04 206/229 [=========================>....] - ETA: 0s - loss: 7.6634e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.9180e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 5.4789e-11 35/229 [===>..........................] - ETA: 0s - loss: 1.8887e-06 71/229 [========>.....................] - ETA: 0s - loss: 1.1293e-06 111/229 [=============>................] - ETA: 0s - loss: 7.5213e-07 152/229 [==================>...........] - ETA: 0s - loss: 6.3667e-07 190/229 [=======================>......] - ETA: 0s - loss: 8.2334e-07 228/229 [============================>.] - ETA: 0s - loss: 7.1457e-07 229/229 [==============================] - 0s 1ms/step - loss: 7.1363e-07 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 3.6262e-10 40/229 [====>.........................] - ETA: 0s - loss: 2.8531e-07 81/229 [=========>....................] - ETA: 0s - loss: 2.7696e-07 121/229 [==============>...............] - ETA: 0s - loss: 6.9886e-07 161/229 [====================>.........] - ETA: 0s - loss: 5.5418e-07 202/229 [=========================>....] - ETA: 0s - loss: 4.7445e-07 229/229 [==============================] - 0s 1ms/step - loss: 4.3769e-07 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.7274e-10 42/229 [====>.........................] - ETA: 0s - loss: 1.0432e-07 82/229 [=========>....................] - ETA: 0s - loss: 6.9376e-07 123/229 [===============>..............] - ETA: 0s - loss: 4.7150e-07 163/229 [====================>.........] - ETA: 0s - loss: 4.1780e-07 198/229 [========================>.....] - ETA: 0s - loss: 4.1074e-07 229/229 [==============================] - 0s 1ms/step - loss: 4.0402e-07 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 2.2767e-10 36/229 [===>..........................] - ETA: 0s - loss: 2.9135e-07 74/229 [========>.....................] - ETA: 0s - loss: 1.8297e-07 114/229 [=============>................] - ETA: 0s - loss: 2.6173e-07 153/229 [===================>..........] - ETA: 0s - loss: 2.1116e-07 192/229 [========================>.....] - ETA: 0s - loss: 4.4550e-07 229/229 [==============================] - 0s 1ms/step - loss: 3.7695e-07 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.1673e-09 41/229 [====>.........................] - ETA: 0s - loss: 1.2958e-06 82/229 [=========>....................] - ETA: 0s - loss: 7.0333e-07 121/229 [==============>...............] - ETA: 0s - loss: 5.7290e-07 162/229 [====================>.........] - ETA: 0s - loss: 4.3627e-07 203/229 [=========================>....] - ETA: 0s - loss: 3.7545e-07 229/229 [==============================] - 0s 1ms/step - loss: 3.5115e-07 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.2678e-08 43/229 [====>.........................] - ETA: 0s - loss: 1.2214e-06 83/229 [=========>....................] - ETA: 0s - loss: 7.0732e-07 123/229 [===============>..............] - ETA: 0s - loss: 5.4942e-07 164/229 [====================>.........] - ETA: 0s - loss: 4.3563e-07 204/229 [=========================>....] - ETA: 0s - loss: 3.6159e-07 229/229 [==============================] - 0s 1ms/step - loss: 3.2973e-07 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 8.9429e-10 42/229 [====>.........................] - ETA: 0s - loss: 1.7447e-07 82/229 [=========>....................] - ETA: 0s - loss: 1.1055e-07 121/229 [==============>...............] - ETA: 0s - loss: 7.6909e-08 161/229 [====================>.........] - ETA: 0s - loss: 9.6402e-08 196/229 [========================>.....] - ETA: 0s - loss: 3.2930e-07 226/229 [============================>.] - ETA: 0s - loss: 3.1220e-07 229/229 [==============================] - 0s 1ms/step - loss: 3.0944e-07 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 9.7888e-10 40/229 [====>.........................] - ETA: 0s - loss: 9.8496e-08 80/229 [=========>....................] - ETA: 0s - loss: 1.2376e-07 119/229 [==============>...............] - ETA: 0s - loss: 1.3942e-07 158/229 [===================>..........] - ETA: 0s - loss: 1.4583e-07 197/229 [========================>.....] - ETA: 0s - loss: 3.2751e-07 229/229 [==============================] - 0s 1ms/step - loss: 2.8940e-07 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 3.2917e-09 42/229 [====>.........................] - ETA: 0s - loss: 1.1566e-07 83/229 [=========>....................] - ETA: 0s - loss: 1.0091e-07 123/229 [===============>..............] - ETA: 0s - loss: 4.0630e-07 164/229 [====================>.........] - ETA: 0s - loss: 3.3837e-07 205/229 [=========================>....] - ETA: 0s - loss: 2.9410e-07 229/229 [==============================] - 0s 1ms/step - loss: 2.7128e-07 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 568, 3 LR fn, tp: 0, 17 LR f1 score: 0.919 LR cohens kappa score: 0.916 LR average precision score: 0.935 -> test with 'RF' RF tn, fp: 570, 1 RF fn, tp: 0, 17 RF f1 score: 0.971 RF cohens kappa score: 0.971 -> test with 'GB' GB tn, fp: 569, 2 GB fn, tp: 0, 17 GB f1 score: 0.944 GB cohens kappa score: 0.943 -> test with 'KNN' KNN tn, fp: 569, 2 KNN fn, tp: 0, 17 KNN f1 score: 0.944 KNN cohens kappa score: 0.943 ------ Step 4/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 37s - loss: 9.3200e-12 41/229 [====>.........................] - ETA: 0s - loss: 0.0032  82/229 [=========>....................] - ETA: 0s - loss: 0.0017 123/229 [===============>..............] - ETA: 0s - loss: 0.0021 159/229 [===================>..........] - ETA: 0s - loss: 0.0016 194/229 [========================>.....] - ETA: 0s - loss: 0.0014 229/229 [==============================] - 0s 1ms/step - loss: 0.0012 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.3248e-06 42/229 [====>.........................] - ETA: 0s - loss: 3.7943e-06 82/229 [=========>....................] - ETA: 0s - loss: 1.5506e-04 123/229 [===============>..............] - ETA: 0s - loss: 1.0798e-04 164/229 [====================>.........] - ETA: 0s - loss: 8.3079e-05 204/229 [=========================>....] - ETA: 0s - loss: 7.0709e-05 229/229 [==============================] - 0s 1ms/step - loss: 6.3868e-05 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 5.9236e-09 42/229 [====>.........................] - ETA: 0s - loss: 1.1400e-05 83/229 [=========>....................] - ETA: 0s - loss: 2.8889e-05 124/229 [===============>..............] - ETA: 0s - loss: 2.1160e-05 165/229 [====================>.........] - ETA: 0s - loss: 1.6983e-05 206/229 [=========================>....] - ETA: 0s - loss: 1.5738e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.4419e-05 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 5.8862e-06 43/229 [====>.........................] - ETA: 0s - loss: 3.3527e-06 82/229 [=========>....................] - ETA: 0s - loss: 3.3157e-06 122/229 [==============>...............] - ETA: 0s - loss: 5.0747e-06 162/229 [====================>.........] - ETA: 0s - loss: 1.6008e-05 202/229 [=========================>....] - ETA: 0s - loss: 1.3954e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.3069e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 9.9258e-06 42/229 [====>.........................] - ETA: 0s - loss: 2.7391e-06 84/229 [==========>...................] - ETA: 0s - loss: 1.6716e-05 125/229 [===============>..............] - ETA: 0s - loss: 1.2319e-05 160/229 [===================>..........] - ETA: 0s - loss: 1.0860e-05 193/229 [========================>.....] - ETA: 0s - loss: 1.1523e-05 229/229 [==============================] - ETA: 0s - loss: 1.0255e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.0255e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 8.6713e-07 41/229 [====>.........................] - ETA: 0s - loss: 3.2871e-05 79/229 [=========>....................] - ETA: 0s - loss: 1.9122e-05 119/229 [==============>...............] - ETA: 0s - loss: 1.3407e-05 156/229 [===================>..........] - ETA: 0s - loss: 1.1706e-05 195/229 [========================>.....] - ETA: 0s - loss: 1.0415e-05 229/229 [==============================] - 0s 1ms/step - loss: 9.0397e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.4724e-09 42/229 [====>.........................] - ETA: 0s - loss: 8.7627e-07 81/229 [=========>....................] - ETA: 0s - loss: 1.9726e-06 121/229 [==============>...............] - ETA: 0s - loss: 2.9482e-06 160/229 [===================>..........] - ETA: 0s - loss: 2.9680e-06 201/229 [=========================>....] - ETA: 0s - loss: 8.7569e-06 229/229 [==============================] - 0s 1ms/step - loss: 8.0874e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.8445e-05 41/229 [====>.........................] - ETA: 0s - loss: 1.3077e-06 80/229 [=========>....................] - ETA: 0s - loss: 4.3598e-06 119/229 [==============>...............] - ETA: 0s - loss: 4.0306e-06 158/229 [===================>..........] - ETA: 0s - loss: 3.3815e-06 197/229 [========================>.....] - ETA: 0s - loss: 2.7763e-06 229/229 [==============================] - 0s 1ms/step - loss: 6.8024e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 5.3192e-10 41/229 [====>.........................] - ETA: 0s - loss: 9.5591e-07 81/229 [=========>....................] - ETA: 0s - loss: 3.3896e-06 122/229 [==============>...............] - ETA: 0s - loss: 4.0428e-06 163/229 [====================>.........] - ETA: 0s - loss: 3.3578e-06 204/229 [=========================>....] - ETA: 0s - loss: 2.8574e-06 229/229 [==============================] - 0s 1ms/step - loss: 5.9006e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.0134e-05 42/229 [====>.........................] - ETA: 0s - loss: 3.9204e-06 83/229 [=========>....................] - ETA: 0s - loss: 1.1677e-05 124/229 [===============>..............] - ETA: 0s - loss: 8.0193e-06 165/229 [====================>.........] - ETA: 0s - loss: 6.2091e-06 206/229 [=========================>....] - ETA: 0s - loss: 5.2688e-06 229/229 [==============================] - 0s 1ms/step - loss: 4.8998e-06 -> test with GAN.predict GAN tn, fp: 570, 0 GAN fn, tp: 0, 13 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 0 LR fn, tp: 1, 12 LR f1 score: 0.960 LR cohens kappa score: 0.959 LR average precision score: 0.986 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 1, 12 RF f1 score: 0.960 RF cohens kappa score: 0.959 -> test with 'GB' GB tn, fp: 570, 0 GB fn, tp: 0, 13 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 568, 2 KNN fn, tp: 0, 13 KNN f1 score: 0.929 KNN cohens kappa score: 0.927 ====== Step 5/5 ======= -> Shuffling data -> Spliting data to slices ------ Step 5/5: Slice 1/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 49s - loss: 3.5121e-07 40/229 [====>.........................] - ETA: 0s - loss: 1.6414e-05  79/229 [=========>....................] - ETA: 0s - loss: 8.3679e-06 119/229 [==============>...............] - ETA: 0s - loss: 5.6537e-06 159/229 [===================>..........] - ETA: 0s - loss: 2.7728e-04 199/229 [=========================>....] - ETA: 0s - loss: 0.0017  229/229 [==============================] - 1s 1ms/step - loss: 0.0019 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 3.6652e-10 39/229 [====>.........................] - ETA: 0s - loss: 9.9925e-08 77/229 [=========>....................] - ETA: 0s - loss: 1.3935e-06 116/229 [==============>...............] - ETA: 0s - loss: 9.6201e-07 156/229 [===================>..........] - ETA: 0s - loss: 7.2789e-07 192/229 [========================>.....] - ETA: 0s - loss: 9.6445e-06 229/229 [==============================] - 0s 1ms/step - loss: 7.8513e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 1.1710e-07 40/229 [====>.........................] - ETA: 0s - loss: 5.9384e-05 78/229 [=========>....................] - ETA: 0s - loss: 3.6869e-05 117/229 [==============>...............] - ETA: 0s - loss: 6.4055e-05 155/229 [===================>..........] - ETA: 0s - loss: 5.7640e-05 193/229 [========================>.....] - ETA: 0s - loss: 4.7571e-05 229/229 [==============================] - 0s 1ms/step - loss: 4.8622e-05 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 7.9103e-09 40/229 [====>.........................] - ETA: 0s - loss: 2.2819e-06 79/229 [=========>....................] - ETA: 0s - loss: 1.7529e-06 119/229 [==============>...............] - ETA: 0s - loss: 1.9816e-05 156/229 [===================>..........] - ETA: 0s - loss: 1.5848e-05 196/229 [========================>.....] - ETA: 0s - loss: 1.2652e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.4785e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 3.7926e-08 40/229 [====>.........................] - ETA: 0s - loss: 6.1244e-06 76/229 [========>.....................] - ETA: 0s - loss: 3.9740e-06 114/229 [=============>................] - ETA: 0s - loss: 3.7233e-06 151/229 [==================>...........] - ETA: 0s - loss: 1.5056e-05 189/229 [=======================>......] - ETA: 0s - loss: 1.6118e-05 227/229 [============================>.] - ETA: 0s - loss: 1.3538e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.3461e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 3.3400e-07 39/229 [====>.........................] - ETA: 0s - loss: 6.7857e-07 76/229 [========>.....................] - ETA: 0s - loss: 2.3411e-06 114/229 [=============>................] - ETA: 0s - loss: 3.4885e-06 147/229 [==================>...........] - ETA: 0s - loss: 3.0715e-06 181/229 [======================>.......] - ETA: 0s - loss: 2.5182e-06 214/229 [===========================>..] - ETA: 0s - loss: 9.7311e-06 229/229 [==============================] - 0s 1ms/step - loss: 1.1683e-05 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.6804e-09 39/229 [====>.........................] - ETA: 0s - loss: 1.1023e-06 77/229 [=========>....................] - ETA: 0s - loss: 2.4014e-05 114/229 [=============>................] - ETA: 0s - loss: 1.6434e-05 149/229 [==================>...........] - ETA: 0s - loss: 1.4511e-05 186/229 [=======================>......] - ETA: 0s - loss: 1.1902e-05 224/229 [============================>.] - ETA: 0s - loss: 1.1049e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.0841e-05 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 7.5511e-10 41/229 [====>.........................] - ETA: 0s - loss: 5.9092e-08 81/229 [=========>....................] - ETA: 0s - loss: 2.3456e-06 119/229 [==============>...............] - ETA: 0s - loss: 1.7987e-06 159/229 [===================>..........] - ETA: 0s - loss: 3.0943e-06 198/229 [========================>.....] - ETA: 0s - loss: 9.8788e-06 229/229 [==============================] - 0s 1ms/step - loss: 8.8004e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.9588e-08 41/229 [====>.........................] - ETA: 0s - loss: 2.1822e-06 80/229 [=========>....................] - ETA: 0s - loss: 1.7186e-06 118/229 [==============>...............] - ETA: 0s - loss: 9.3230e-06 156/229 [===================>..........] - ETA: 0s - loss: 7.1053e-06 194/229 [========================>.....] - ETA: 0s - loss: 8.8547e-06 229/229 [==============================] - 0s 1ms/step - loss: 7.5450e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.4610e-07 40/229 [====>.........................] - ETA: 0s - loss: 4.0529e-07 80/229 [=========>....................] - ETA: 0s - loss: 1.4382e-05 119/229 [==============>...............] - ETA: 0s - loss: 1.1466e-05 158/229 [===================>..........] - ETA: 0s - loss: 9.2085e-06 194/229 [========================>.....] - ETA: 0s - loss: 7.8376e-06 229/229 [==============================] - ETA: 0s - loss: 6.7671e-06 229/229 [==============================] - 0s 1ms/step - loss: 6.7671e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 568, 3 LR fn, tp: 0, 17 LR f1 score: 0.919 LR cohens kappa score: 0.916 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 567, 4 KNN fn, tp: 0, 17 KNN f1 score: 0.895 KNN cohens kappa score: 0.891 ------ Step 5/5: Slice 2/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 47s - loss: 2.8341e-11 41/229 [====>.........................] - ETA: 0s - loss: 9.8122e-04  81/229 [=========>....................] - ETA: 0s - loss: 6.0584e-04 121/229 [==============>...............] - ETA: 0s - loss: 4.0978e-04 161/229 [====================>.........] - ETA: 0s - loss: 3.4545e-04 202/229 [=========================>....] - ETA: 0s - loss: 2.7544e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4387e-04 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 1.3776e-10 39/229 [====>.........................] - ETA: 0s - loss: 3.7098e-06 79/229 [=========>....................] - ETA: 0s - loss: 2.2789e-06 119/229 [==============>...............] - ETA: 0s - loss: 1.8704e-05 160/229 [===================>..........] - ETA: 0s - loss: 4.2361e-04 200/229 [=========================>....] - ETA: 0s - loss: 7.7824e-04 229/229 [==============================] - 0s 1ms/step - loss: 6.8276e-04 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 9.5120e-10 41/229 [====>.........................] - ETA: 0s - loss: 0.0027  80/229 [=========>....................] - ETA: 0s - loss: 0.0014 119/229 [==============>...............] - ETA: 0s - loss: 9.5066e-04 159/229 [===================>..........] - ETA: 0s - loss: 7.1277e-04 197/229 [========================>.....] - ETA: 0s - loss: 6.7105e-04 229/229 [==============================] - 0s 1ms/step - loss: 5.8092e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 9.2695e-09 39/229 [====>.........................] - ETA: 0s - loss: 2.2213e-05 76/229 [========>.....................] - ETA: 0s - loss: 1.4032e-05 114/229 [=============>................] - ETA: 0s - loss: 1.7035e-05 153/229 [===================>..........] - ETA: 0s - loss: 1.2943e-05 192/229 [========================>.....] - ETA: 0s - loss: 2.7817e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.3508e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 2.8378e-10 39/229 [====>.........................] - ETA: 0s - loss: 7.7829e-06 77/229 [=========>....................] - ETA: 0s - loss: 4.5663e-06 116/229 [==============>...............] - ETA: 0s - loss: 3.8682e-06 154/229 [===================>..........] - ETA: 0s - loss: 3.1429e-06 193/229 [========================>.....] - ETA: 0s - loss: 3.2291e-06 226/229 [============================>.] - ETA: 0s - loss: 4.1322e-06 229/229 [==============================] - 0s 1ms/step - loss: 4.0905e-06 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 1.0550e-05 33/229 [===>..........................] - ETA: 0s - loss: 1.2593e-06 65/229 [=======>......................] - ETA: 0s - loss: 1.0802e-06 98/229 [===========>..................] - ETA: 0s - loss: 8.0299e-07 137/229 [================>.............] - ETA: 0s - loss: 3.5746e-06 175/229 [=====================>........] - ETA: 0s - loss: 3.3813e-06 213/229 [==========================>...] - ETA: 0s - loss: 4.2485e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.9646e-06 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 1.5046e-09 39/229 [====>.........................] - ETA: 0s - loss: 3.4655e-06 76/229 [========>.....................] - ETA: 0s - loss: 4.4435e-06 114/229 [=============>................] - ETA: 0s - loss: 3.3893e-06 155/229 [===================>..........] - ETA: 0s - loss: 4.2115e-06 196/229 [========================>.....] - ETA: 0s - loss: 4.4547e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.8438e-06 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.6323e-09 40/229 [====>.........................] - ETA: 0s - loss: 1.1355e-06 81/229 [=========>....................] - ETA: 0s - loss: 6.7579e-07 116/229 [==============>...............] - ETA: 0s - loss: 2.1264e-06 157/229 [===================>..........] - ETA: 0s - loss: 4.5621e-06 175/229 [=====================>........] - ETA: 0s - loss: 4.1191e-06 196/229 [========================>.....] - ETA: 0s - loss: 4.2027e-06 229/229 [==============================] - 0s 2ms/step - loss: 3.6852e-06 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 4.3286e-10 46/229 [=====>........................] - ETA: 0s - loss: 5.6684e-06 90/229 [==========>...................] - ETA: 0s - loss: 4.0106e-06 132/229 [================>.............] - ETA: 0s - loss: 3.8146e-06 171/229 [=====================>........] - ETA: 0s - loss: 3.6511e-06 215/229 [===========================>..] - ETA: 0s - loss: 3.8040e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.6246e-06 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.4611e-09 45/229 [====>.........................] - ETA: 0s - loss: 4.7459e-06 91/229 [==========>...................] - ETA: 0s - loss: 2.6852e-06 135/229 [================>.............] - ETA: 0s - loss: 2.2555e-06 179/229 [======================>.......] - ETA: 0s - loss: 4.0423e-06 223/229 [============================>.] - ETA: 0s - loss: 3.2598e-06 229/229 [==============================] - 0s 1ms/step - loss: 3.4735e-06 -> test with GAN.predict GAN tn, fp: 570, 1 GAN fn, tp: 0, 17 GAN f1 score: 0.971 GAN cohens kappa score: 0.971 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 0, 17 LR f1 score: 0.971 LR cohens kappa score: 0.971 LR average precision score: 0.990 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 571, 0 KNN fn, tp: 0, 17 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 ------ Step 5/5: Slice 3/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 49s - loss: 5.5645e-10 42/229 [====>.........................] - ETA: 0s - loss: 0.0055  83/229 [=========>....................] - ETA: 0s - loss: 0.0075 122/229 [==============>...............] - ETA: 0s - loss: 0.0051 163/229 [====================>.........] - ETA: 0s - loss: 0.0047 204/229 [=========================>....] - ETA: 0s - loss: 0.0039 229/229 [==============================] - 1s 1ms/step - loss: 0.0035 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 3.0108e-09 40/229 [====>.........................] - ETA: 0s - loss: 3.2237e-05 78/229 [=========>....................] - ETA: 0s - loss: 1.7446e-05 116/229 [==============>...............] - ETA: 0s - loss: 1.3007e-05 156/229 [===================>..........] - ETA: 0s - loss: 1.0518e-04 194/229 [========================>.....] - ETA: 0s - loss: 8.6642e-05 229/229 [==============================] - 0s 1ms/step - loss: 7.5638e-05 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 2.1071e-09 39/229 [====>.........................] - ETA: 0s - loss: 1.0318e-04 78/229 [=========>....................] - ETA: 0s - loss: 5.1792e-05 118/229 [==============>...............] - ETA: 0s - loss: 3.8267e-05 157/229 [===================>..........] - ETA: 0s - loss: 3.0256e-05 195/229 [========================>.....] - ETA: 0s - loss: 2.4957e-05 229/229 [==============================] - 0s 1ms/step - loss: 4.1960e-05 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 1.0043e-06 40/229 [====>.........................] - ETA: 0s - loss: 4.9933e-05 79/229 [=========>....................] - ETA: 0s - loss: 3.2606e-05 118/229 [==============>...............] - ETA: 0s - loss: 2.4464e-05 157/229 [===================>..........] - ETA: 0s - loss: 1.8512e-05 198/229 [========================>.....] - ETA: 0s - loss: 2.7271e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.3867e-05 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 7.1025e-10 40/229 [====>.........................] - ETA: 0s - loss: 3.5361e-06 78/229 [=========>....................] - ETA: 0s - loss: 1.1807e-05 119/229 [==============>...............] - ETA: 0s - loss: 9.4789e-06 158/229 [===================>..........] - ETA: 0s - loss: 7.4276e-06 195/229 [========================>.....] - ETA: 0s - loss: 2.3177e-05 229/229 [==============================] - ETA: 0s - loss: 2.0606e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.0606e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 7.0731e-09 38/229 [===>..........................] - ETA: 0s - loss: 1.1845e-06 78/229 [=========>....................] - ETA: 0s - loss: 1.2000e-05 118/229 [==============>...............] - ETA: 0s - loss: 1.1481e-05 159/229 [===================>..........] - ETA: 0s - loss: 1.0051e-05 199/229 [=========================>....] - ETA: 0s - loss: 1.8690e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.6353e-05 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 2.2482e-08 42/229 [====>.........................] - ETA: 0s - loss: 1.3919e-06 78/229 [=========>....................] - ETA: 0s - loss: 4.3640e-06 113/229 [=============>................] - ETA: 0s - loss: 5.6863e-06 149/229 [==================>...........] - ETA: 0s - loss: 4.8189e-06 188/229 [=======================>......] - ETA: 0s - loss: 8.2264e-06 227/229 [============================>.] - ETA: 0s - loss: 1.3978e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.3898e-05 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 8.1988e-09 39/229 [====>.........................] - ETA: 0s - loss: 5.5589e-06 77/229 [=========>....................] - ETA: 0s - loss: 4.3865e-06 116/229 [==============>...............] - ETA: 0s - loss: 5.4837e-06 155/229 [===================>..........] - ETA: 0s - loss: 1.1739e-05 193/229 [========================>.....] - ETA: 0s - loss: 1.3503e-05 228/229 [============================>.] - ETA: 0s - loss: 1.2337e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.2321e-05 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 3.4412e-09 38/229 [===>..........................] - ETA: 0s - loss: 1.2007e-06 73/229 [========>.....................] - ETA: 0s - loss: 8.4203e-06 112/229 [=============>................] - ETA: 0s - loss: 1.8131e-05 152/229 [==================>...........] - ETA: 0s - loss: 1.4255e-05 191/229 [========================>.....] - ETA: 0s - loss: 1.2593e-05 229/229 [==============================] - 0s 1ms/step - loss: 1.0582e-05 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 1.6895e-08 37/229 [===>..........................] - ETA: 0s - loss: 7.0893e-06 76/229 [========>.....................] - ETA: 0s - loss: 1.4650e-05 116/229 [==============>...............] - ETA: 0s - loss: 1.5231e-05 157/229 [===================>..........] - ETA: 0s - loss: 1.1929e-05 197/229 [========================>.....] - ETA: 0s - loss: 1.0819e-05 229/229 [==============================] - 0s 1ms/step - loss: 9.4684e-06 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 571, 0 LR fn, tp: 1, 16 LR f1 score: 0.970 LR cohens kappa score: 0.969 LR average precision score: 0.991 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 566, 5 KNN fn, tp: 0, 17 KNN f1 score: 0.872 KNN cohens kappa score: 0.867 ------ Step 5/5: Slice 4/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2219 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 58s - loss: 1.5177e-10 36/229 [===>..........................] - ETA: 0s - loss: 4.2198e-05  69/229 [========>.....................] - ETA: 0s - loss: 2.4155e-04 98/229 [===========>..................] - ETA: 0s - loss: 0.0063  133/229 [================>.............] - ETA: 0s - loss: 0.0051 171/229 [=====================>........] - ETA: 0s - loss: 0.0040 209/229 [==========================>...] - ETA: 0s - loss: 0.0035 229/229 [==============================] - 1s 1ms/step - loss: 0.0033 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 0.0193 40/229 [====>.........................] - ETA: 0s - loss: 0.0015 77/229 [=========>....................] - ETA: 0s - loss: 0.0011 114/229 [=============>................] - ETA: 0s - loss: 0.0029 151/229 [==================>...........] - ETA: 0s - loss: 0.0023 188/229 [=======================>......] - ETA: 0s - loss: 0.0019 227/229 [============================>.] - ETA: 0s - loss: 0.0016 229/229 [==============================] - 0s 1ms/step - loss: 0.0016 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 3.6128e-08 38/229 [===>..........................] - ETA: 0s - loss: 1.6212e-05 77/229 [=========>....................] - ETA: 0s - loss: 3.7031e-05 115/229 [==============>...............] - ETA: 0s - loss: 2.4814e-05 153/229 [===================>..........] - ETA: 0s - loss: 1.9422e-05 189/229 [=======================>......] - ETA: 0s - loss: 2.7018e-04 224/229 [============================>.] - ETA: 0s - loss: 2.2902e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.2471e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 2.6339e-09 39/229 [====>.........................] - ETA: 0s - loss: 1.2023e-06 77/229 [=========>....................] - ETA: 0s - loss: 1.0012e-06 113/229 [=============>................] - ETA: 0s - loss: 8.8460e-05 152/229 [==================>...........] - ETA: 0s - loss: 1.5912e-04 191/229 [========================>.....] - ETA: 0s - loss: 1.3419e-04 227/229 [============================>.] - ETA: 0s - loss: 1.2104e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.2035e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 8.1173e-09 35/229 [===>..........................] - ETA: 0s - loss: 1.0855e-04 72/229 [========>.....................] - ETA: 0s - loss: 6.6956e-05 105/229 [============>.................] - ETA: 0s - loss: 4.6571e-05 139/229 [=================>............] - ETA: 0s - loss: 5.1932e-05 175/229 [=====================>........] - ETA: 0s - loss: 5.3214e-05 210/229 [==========================>...] - ETA: 0s - loss: 5.0508e-05 229/229 [==============================] - 0s 1ms/step - loss: 4.6461e-05 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 4.7949e-09 34/229 [===>..........................] - ETA: 0s - loss: 1.5053e-05 69/229 [========>.....................] - ETA: 0s - loss: 1.2659e-04 102/229 [============>.................] - ETA: 0s - loss: 8.9319e-05 141/229 [=================>............] - ETA: 0s - loss: 6.8148e-05 175/229 [=====================>........] - ETA: 0s - loss: 5.4924e-05 209/229 [==========================>...] - ETA: 0s - loss: 4.6478e-05 229/229 [==============================] - 0s 1ms/step - loss: 4.5191e-05 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 8.0153e-07 33/229 [===>..........................] - ETA: 0s - loss: 1.1403e-05 57/229 [======>.......................] - ETA: 0s - loss: 7.1901e-06 94/229 [===========>..................] - ETA: 0s - loss: 7.3986e-06 129/229 [===============>..............] - ETA: 0s - loss: 5.6941e-06 166/229 [====================>.........] - ETA: 0s - loss: 6.4978e-06 196/229 [========================>.....] - ETA: 0s - loss: 1.6648e-05 228/229 [============================>.] - ETA: 0s - loss: 3.9327e-05 229/229 [==============================] - 0s 2ms/step - loss: 3.9276e-05 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 8.5367e-09 32/229 [===>..........................] - ETA: 0s - loss: 8.9930e-05 70/229 [========>.....................] - ETA: 0s - loss: 4.6357e-05 102/229 [============>.................] - ETA: 0s - loss: 3.3605e-05 137/229 [================>.............] - ETA: 0s - loss: 4.5721e-05 171/229 [=====================>........] - ETA: 0s - loss: 4.1678e-05 204/229 [=========================>....] - ETA: 0s - loss: 3.4947e-05 229/229 [==============================] - 0s 2ms/step - loss: 3.2480e-05 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 7.8529e-09 33/229 [===>..........................] - ETA: 0s - loss: 3.2271e-05 66/229 [=======>......................] - ETA: 0s - loss: 5.7564e-05 104/229 [============>.................] - ETA: 0s - loss: 3.7866e-05 138/229 [=================>............] - ETA: 0s - loss: 4.5280e-05 174/229 [=====================>........] - ETA: 0s - loss: 3.5923e-05 206/229 [=========================>....] - ETA: 0s - loss: 3.0537e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.7590e-05 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 4.3812e-08 36/229 [===>..........................] - ETA: 0s - loss: 1.7817e-05 70/229 [========>.....................] - ETA: 0s - loss: 1.7277e-05 108/229 [=============>................] - ETA: 0s - loss: 3.8477e-05 141/229 [=================>............] - ETA: 0s - loss: 2.9579e-05 179/229 [======================>.......] - ETA: 0s - loss: 3.4190e-05 212/229 [==========================>...] - ETA: 0s - loss: 2.9609e-05 229/229 [==============================] - 0s 1ms/step - loss: 2.7548e-05 -> test with GAN.predict GAN tn, fp: 571, 0 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 1 LR fn, tp: 2, 15 LR f1 score: 0.909 LR cohens kappa score: 0.906 LR average precision score: 0.990 -> test with 'RF' RF tn, fp: 571, 0 RF fn, tp: 0, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 571, 0 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 569, 2 KNN fn, tp: 0, 17 KNN f1 score: 0.944 KNN cohens kappa score: 0.943 ------ Step 5/5: Slice 5/5 ------- -> Reset the GAN -> Train generator for synthetic samples -> create 2216 synthetic samples -> retrain GAN for predict Epoch 1/10 1/229 [..............................] - ETA: 43s - loss: 5.4592e-11 33/229 [===>..........................] - ETA: 0s - loss: 3.6768e-04  72/229 [========>.....................] - ETA: 0s - loss: 0.0017  105/229 [============>.................] - ETA: 0s - loss: 0.0012 135/229 [================>.............] - ETA: 0s - loss: 0.0020 172/229 [=====================>........] - ETA: 0s - loss: 0.0016 211/229 [==========================>...] - ETA: 0s - loss: 0.0024 229/229 [==============================] - 1s 1ms/step - loss: 0.0024 Epoch 2/10 1/229 [..............................] - ETA: 0s - loss: 3.8724e-09 30/229 [==>...........................] - ETA: 0s - loss: 0.0092  66/229 [=======>......................] - ETA: 0s - loss: 0.0042 97/229 [===========>..................] - ETA: 0s - loss: 0.0029 136/229 [================>.............] - ETA: 0s - loss: 0.0022 177/229 [======================>.......] - ETA: 0s - loss: 0.0017 217/229 [===========================>..] - ETA: 0s - loss: 0.0014 229/229 [==============================] - 0s 1ms/step - loss: 0.0013 Epoch 3/10 1/229 [..............................] - ETA: 0s - loss: 5.6558e-10 28/229 [==>...........................] - ETA: 0s - loss: 7.1352e-05 64/229 [=======>......................] - ETA: 0s - loss: 4.2959e-05 104/229 [============>.................] - ETA: 0s - loss: 2.7202e-05 140/229 [=================>............] - ETA: 0s - loss: 2.0353e-05 169/229 [=====================>........] - ETA: 0s - loss: 1.8767e-05 206/229 [=========================>....] - ETA: 0s - loss: 5.5433e-04 229/229 [==============================] - 0s 2ms/step - loss: 5.0096e-04 Epoch 4/10 1/229 [..............................] - ETA: 0s - loss: 5.3711e-09 38/229 [===>..........................] - ETA: 0s - loss: 0.0013  77/229 [=========>....................] - ETA: 0s - loss: 6.5345e-04 110/229 [=============>................] - ETA: 0s - loss: 4.5745e-04 138/229 [=================>............] - ETA: 0s - loss: 3.6605e-04 174/229 [=====================>........] - ETA: 0s - loss: 3.0048e-04 211/229 [==========================>...] - ETA: 0s - loss: 2.5889e-04 229/229 [==============================] - 0s 1ms/step - loss: 2.4217e-04 Epoch 5/10 1/229 [..............................] - ETA: 0s - loss: 1.9638e-07 37/229 [===>..........................] - ETA: 0s - loss: 3.8518e-06 72/229 [========>.....................] - ETA: 0s - loss: 3.9985e-06 108/229 [=============>................] - ETA: 0s - loss: 5.6326e-06 135/229 [================>.............] - ETA: 0s - loss: 7.4129e-06 166/229 [====================>.........] - ETA: 0s - loss: 1.5172e-05 209/229 [==========================>...] - ETA: 0s - loss: 3.3366e-04 229/229 [==============================] - 0s 1ms/step - loss: 3.0977e-04 Epoch 6/10 1/229 [..............................] - ETA: 0s - loss: 2.3098e-08 37/229 [===>..........................] - ETA: 0s - loss: 0.0013  69/229 [========>.....................] - ETA: 0s - loss: 7.2297e-04 107/229 [=============>................] - ETA: 0s - loss: 5.9052e-04 147/229 [==================>...........] - ETA: 0s - loss: 4.6389e-04 186/229 [=======================>......] - ETA: 0s - loss: 4.8308e-04 219/229 [===========================>..] - ETA: 0s - loss: 4.1297e-04 229/229 [==============================] - 0s 1ms/step - loss: 4.0202e-04 Epoch 7/10 1/229 [..............................] - ETA: 0s - loss: 7.4075e-07 40/229 [====>.........................] - ETA: 0s - loss: 3.5713e-06 76/229 [========>.....................] - ETA: 0s - loss: 9.1625e-05 114/229 [=============>................] - ETA: 0s - loss: 8.2200e-05 154/229 [===================>..........] - ETA: 0s - loss: 6.1039e-05 187/229 [=======================>......] - ETA: 0s - loss: 8.8424e-05 216/229 [===========================>..] - ETA: 0s - loss: 7.6565e-05 229/229 [==============================] - 0s 1ms/step - loss: 7.6283e-05 Epoch 8/10 1/229 [..............................] - ETA: 0s - loss: 1.2583e-08 39/229 [====>.........................] - ETA: 0s - loss: 4.3990e-05 79/229 [=========>....................] - ETA: 0s - loss: 2.5047e-05 113/229 [=============>................] - ETA: 0s - loss: 1.7826e-05 150/229 [==================>...........] - ETA: 0s - loss: 1.3690e-05 188/229 [=======================>......] - ETA: 0s - loss: 1.1185e-04 219/229 [===========================>..] - ETA: 0s - loss: 1.0875e-04 229/229 [==============================] - 0s 1ms/step - loss: 1.0823e-04 Epoch 9/10 1/229 [..............................] - ETA: 0s - loss: 1.5348e-08 39/229 [====>.........................] - ETA: 0s - loss: 1.0467e-04 75/229 [========>.....................] - ETA: 0s - loss: 5.4788e-05 102/229 [============>.................] - ETA: 0s - loss: 4.3358e-05 137/229 [================>.............] - ETA: 0s - loss: 3.5182e-05 174/229 [=====================>........] - ETA: 0s - loss: 7.9360e-05 214/229 [===========================>..] - ETA: 0s - loss: 6.5119e-05 229/229 [==============================] - 0s 1ms/step - loss: 6.1021e-05 Epoch 10/10 1/229 [..............................] - ETA: 0s - loss: 3.0136e-08 35/229 [===>..........................] - ETA: 0s - loss: 4.3120e-05 68/229 [=======>......................] - ETA: 0s - loss: 9.7424e-05 96/229 [===========>..................] - ETA: 0s - loss: 6.9586e-05 132/229 [================>.............] - ETA: 0s - loss: 7.7295e-05 168/229 [=====================>........] - ETA: 0s - loss: 6.2578e-05 198/229 [========================>.....] - ETA: 0s - loss: 5.3285e-05 226/229 [============================>.] - ETA: 0s - loss: 4.7105e-05 229/229 [==============================] - 0s 2ms/step - loss: 4.6623e-05 -> test with GAN.predict GAN tn, fp: 570, 0 GAN fn, tp: 0, 13 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 -> test with 'LR' LR tn, fp: 570, 0 LR fn, tp: 0, 13 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 -> test with 'RF' RF tn, fp: 570, 0 RF fn, tp: 0, 13 RF f1 score: 1.000 RF cohens kappa score: 1.000 -> test with 'GB' GB tn, fp: 570, 0 GB fn, tp: 0, 13 GB f1 score: 1.000 GB cohens kappa score: 1.000 -> test with 'KNN' KNN tn, fp: 568, 2 KNN fn, tp: 0, 13 KNN f1 score: 0.929 KNN cohens kappa score: 0.927 ### Exercise is done. -----[ LR ]----- maximum: LR tn, fp: 571, 4 LR fn, tp: 2, 17 LR f1 score: 1.000 LR cohens kappa score: 1.000 LR average precision score: 1.000 average: LR tn, fp: 570.04, 0.76 LR fn, tp: 0.44, 15.76 LR f1 score: 0.963 LR cohens kappa score: 0.962 LR average precision score: 0.990 minimum: LR tn, fp: 566, 0 LR fn, tp: 0, 12 LR f1 score: 0.828 LR cohens kappa score: 0.823 LR average precision score: 0.911 -----[ RF ]----- maximum: RF tn, fp: 571, 1 RF fn, tp: 2, 17 RF f1 score: 1.000 RF cohens kappa score: 1.000 average: RF tn, fp: 570.76, 0.04 RF fn, tp: 0.2, 16.0 RF f1 score: 0.992 RF cohens kappa score: 0.992 minimum: RF tn, fp: 570, 0 RF fn, tp: 0, 12 RF f1 score: 0.938 RF cohens kappa score: 0.936 -----[ GB ]----- maximum: GB tn, fp: 571, 2 GB fn, tp: 0, 17 GB f1 score: 1.000 GB cohens kappa score: 1.000 average: GB tn, fp: 570.64, 0.16 GB fn, tp: 0.0, 16.2 GB f1 score: 0.995 GB cohens kappa score: 0.995 minimum: GB tn, fp: 568, 0 GB fn, tp: 0, 13 GB f1 score: 0.929 GB cohens kappa score: 0.927 -----[ KNN ]----- maximum: KNN tn, fp: 571, 6 KNN fn, tp: 1, 17 KNN f1 score: 1.000 KNN cohens kappa score: 1.000 average: KNN tn, fp: 568.16, 2.64 KNN fn, tp: 0.04, 16.16 KNN f1 score: 0.925 KNN cohens kappa score: 0.923 minimum: KNN tn, fp: 565, 0 KNN fn, tp: 0, 13 KNN f1 score: 0.850 KNN cohens kappa score: 0.845 -----[ GAN ]----- maximum: GAN tn, fp: 571, 1 GAN fn, tp: 0, 17 GAN f1 score: 1.000 GAN cohens kappa score: 1.000 average: GAN tn, fp: 570.68, 0.12 GAN fn, tp: 0.0, 16.2 GAN f1 score: 0.996 GAN cohens kappa score: 0.996 minimum: GAN tn, fp: 569, 0 GAN fn, tp: 0, 13 GAN f1 score: 0.963 GAN cohens kappa score: 0.962