--- a
+++ b/logs_v5.txt
@@ -0,0 +1,53 @@
+---------- Fold: 1 ----------
+0:05:04 | Epoch: 1/10 | Loss: 130.3 | Train Acc: 0.956 | Valid Acc: 0.923 | ROC: 0.897
+0:04:44 | Epoch: 2/10 | Loss: 102.8 | Train Acc: 0.969 | Valid Acc: 0.916 | ROC: 0.91
+0:05:53 | Epoch: 3/10 | Loss: 92.46 | Train Acc: 0.971 | Valid Acc: 0.931 | ROC: 0.927
+0:04:52 | Epoch: 4/10 | Loss: 90.24 | Train Acc: 0.972 | Valid Acc: 0.941 | ROC: 0.93
+0:04:44 | Epoch: 5/10 | Loss: 89.08 | Train Acc: 0.972 | Valid Acc: 0.933 | ROC: 0.928
+0:04:43 | Epoch: 6/10 | Loss: 84.27 | Train Acc: 0.974 | Valid Acc: 0.928 | ROC: 0.918
+0:04:43 | Epoch: 7/10 | Loss: 69.06 | Train Acc: 0.978 | Valid Acc: 0.941 | ROC: 0.957
+0:04:45 | Epoch: 8/10 | Loss: 65.93 | Train Acc: 0.979 | Valid Acc: 0.935 | ROC: 0.958
+0:04:45 | Epoch: 9/10 | Loss: 62.69 | Train Acc: 0.98 | Valid Acc: 0.931 | ROC: 0.929
+0:04:59 | Epoch: 10/10 | Loss: 61.68 | Train Acc: 0.98 | Valid Acc: 0.943 | ROC: 0.963
+---------- Fold: 2 ----------
+0:05:04 | Epoch: 1/10 | Loss: 82.75 | Train Acc: 0.973 | Valid Acc: 0.972 | ROC: 0.976
+0:04:51 | Epoch: 2/10 | Loss: 84.2 | Train Acc: 0.971 | Valid Acc: 0.969 | ROC: 0.975
+0:04:55 | Epoch: 3/10 | Loss: 78.77 | Train Acc: 0.974 | Valid Acc: 0.977 | ROC: 0.972
+0:04:52 | Epoch: 4/10 | Loss: 67.77 | Train Acc: 0.976 | Valid Acc: 0.977 | ROC: 0.978
+0:04:44 | Epoch: 5/10 | Loss: 61.84 | Train Acc: 0.979 | Valid Acc: 0.976 | ROC: 0.979
+0:04:44 | Epoch: 6/10 | Loss: 59.4 | Train Acc: 0.98 | Valid Acc: 0.978 | ROC: 0.979
+0:04:43 | Epoch: 7/10 | Loss: 57.49 | Train Acc: 0.981 | Valid Acc: 0.976 | ROC: 0.98
+0:04:42 | Epoch: 8/10 | Loss: 54.57 | Train Acc: 0.981 | Valid Acc: 0.973 | ROC: 0.979
+0:04:42 | Epoch: 9/10 | Loss: 51.34 | Train Acc: 0.982 | Valid Acc: 0.976 | ROC: 0.977
+0:04:42 | Epoch: 10/10 | Loss: 44.26 | Train Acc: 0.985 | Valid Acc: 0.978 | ROC: 0.978
+Early stopping (no improvement since 3 models) | Best ROC: 0.9797392911333371
+---------- Fold: 3 ----------
+0:05:11 | Epoch: 1/10 | Loss: 72.97 | Train Acc: 0.976 | Valid Acc: 0.974 | ROC: 0.971
+0:04:42 | Epoch: 2/10 | Loss: 71.96 | Train Acc: 0.976 | Valid Acc: 0.975 | ROC: 0.973
+0:04:42 | Epoch: 3/10 | Loss: 69.0 | Train Acc: 0.976 | Valid Acc: 0.975 | ROC: 0.973
+0:04:41 | Epoch: 4/10 | Loss: 67.51 | Train Acc: 0.976 | Valid Acc: 0.97 | ROC: 0.962
+0:04:41 | Epoch: 5/10 | Loss: 55.48 | Train Acc: 0.981 | Valid Acc: 0.976 | ROC: 0.972
+Early stopping (no improvement since 3 models) | Best ROC: 0.9727376932370891
+---------- Fold: 4 ----------
+0:04:40 | Epoch: 1/10 | Loss: 71.52 | Train Acc: 0.976 | Valid Acc: 0.977 | ROC: 0.977
+0:04:42 | Epoch: 2/10 | Loss: 70.57 | Train Acc: 0.975 | Valid Acc: 0.972 | ROC: 0.975
+0:04:42 | Epoch: 3/10 | Loss: 66.35 | Train Acc: 0.977 | Valid Acc: 0.976 | ROC: 0.975
+0:04:40 | Epoch: 4/10 | Loss: 55.03 | Train Acc: 0.981 | Valid Acc: 0.979 | ROC: 0.978
+0:04:42 | Epoch: 5/10 | Loss: 49.9 | Train Acc: 0.982 | Valid Acc: 0.975 | ROC: 0.978
+0:04:43 | Epoch: 6/10 | Loss: 47.8 | Train Acc: 0.984 | Valid Acc: 0.975 | ROC: 0.978
+0:04:40 | Epoch: 7/10 | Loss: 40.84 | Train Acc: 0.986 | Valid Acc: 0.977 | ROC: 0.978
+0:04:41 | Epoch: 8/10 | Loss: 37.84 | Train Acc: 0.986 | Valid Acc: 0.978 | ROC: 0.979
+0:04:42 | Epoch: 9/10 | Loss: 37.24 | Train Acc: 0.987 | Valid Acc: 0.978 | ROC: 0.979
+0:04:42 | Epoch: 10/10 | Loss: 34.46 | Train Acc: 0.987 | Valid Acc: 0.978 | ROC: 0.979
+---------- Fold: 5 ----------
+0:04:42 | Epoch: 1/10 | Loss: 65.02 | Train Acc: 0.978 | Valid Acc: 0.972 | ROC: 0.98
+0:04:40 | Epoch: 2/10 | Loss: 62.51 | Train Acc: 0.979 | Valid Acc: 0.968 | ROC: 0.975
+0:04:42 | Epoch: 3/10 | Loss: 61.74 | Train Acc: 0.979 | Valid Acc: 0.973 | ROC: 0.977
+0:04:42 | Epoch: 4/10 | Loss: 50.97 | Train Acc: 0.983 | Valid Acc: 0.976 | ROC: 0.981
+0:04:40 | Epoch: 5/10 | Loss: 46.16 | Train Acc: 0.984 | Valid Acc: 0.974 | ROC: 0.981
+0:04:41 | Epoch: 6/10 | Loss: 44.47 | Train Acc: 0.985 | Valid Acc: 0.976 | ROC: 0.982
+0:04:41 | Epoch: 7/10 | Loss: 43.77 | Train Acc: 0.984 | Valid Acc: 0.978 | ROC: 0.983
+0:04:40 | Epoch: 8/10 | Loss: 40.64 | Train Acc: 0.986 | Valid Acc: 0.976 | ROC: 0.982
+0:04:41 | Epoch: 9/10 | Loss: 38.43 | Train Acc: 0.986 | Valid Acc: 0.975 | ROC: 0.981
+0:04:41 | Epoch: 10/10 | Loss: 32.02 | Train Acc: 0.989 | Valid Acc: 0.974 | ROC: 0.981
+Early stopping (no improvement since 3 models) | Best ROC: 0.9828074658120699