| 📊 Test Results (with Negatives): | |
| F1-micro: 0.9079 | |
| F1-macro: 0.9195 | |
| Classification Report: | |
| precision recall f1-score support | |
| 0 1.0000 0.9221 0.9595 4161 | |
| 1 0.9956 0.9404 0.9672 3375 | |
| 2 0.9957 0.8877 0.9386 3402 | |
| 3 0.9959 0.8956 0.9431 2433 | |
| 4 0.9983 0.9307 0.9633 6852 | |
| 5 0.9889 0.7651 0.8628 3389 | |
| 6 1.0000 0.9483 0.9734 5952 | |
| 7 0.9994 0.9659 0.9824 6985 | |
| 8 0.9542 0.6857 0.7980 2883 | |
| 9 0.9374 0.4535 0.6113 4229 | |
| 10 0.9998 0.9890 0.9944 6732 | |
| 11 0.9976 0.9319 0.9636 6725 | |
| 12 0.9988 0.9375 0.9672 6209 | |
| 13 0.9970 0.9283 0.9614 6430 | |
| 14 0.9838 0.8101 0.8885 5628 | |
| 15 0.9904 0.9387 0.9639 3510 | |
| 16 0.9116 0.8123 0.8591 7010 | |
| 17 0.9796 0.9660 0.9728 5562 | |
| 18 0.9963 0.8684 0.9280 1870 | |
| 19 0.9989 0.9717 0.9851 2789 | |
| 20 1.0000 0.9753 0.9875 2467 | |
| 21 0.9992 0.9142 0.9548 3997 | |
| 22 0.9722 0.9231 0.9470 4965 | |
| 23 0.9855 0.8608 0.9189 5360 | |
| 24 0.9981 0.9047 0.9491 3412 | |
| 25 0.9964 0.9524 0.9739 6989 | |
| 26 0.9955 0.9650 0.9800 6890 | |
| 27 0.9941 0.9612 0.9774 6703 | |
| 28 0.9956 0.9646 0.9799 5684 | |
| 29 0.9726 0.6625 0.7882 3274 | |
| 30 0.9938 0.9596 0.9764 3490 | |
| 31 0.9925 0.8791 0.9324 6958 | |
| 32 1.0000 0.9114 0.9536 2448 | |
| 33 0.9398 0.7290 0.8211 2786 | |
| 34 0.9974 0.8838 0.9371 6942 | |
| 35 0.9836 0.8708 0.9238 7045 | |
| 36 0.9817 0.9019 0.9401 3026 | |
| 37 0.9689 0.4793 0.6414 3050 | |
| 38 0.9915 0.9469 0.9687 2940 | |
| 39 0.9916 0.7260 0.8382 2916 | |
| 40 0.7095 0.9882 0.8259 48961 | |
| accuracy 0.9079 236429 | |
| macro avg 0.9800 0.8758 0.9195 236429 | |
| weighted avg 0.9296 0.9079 0.9090 236429 |