| precision recall f1-score support | |
| PERIOD 0.5637 0.5281 0.5453 29643 | |
| COMMA 0.5599 0.3249 0.4111 21231 | |
| COLON 0.0000 0.0000 0.0000 1153 | |
| QMARK 0.5656 0.6168 0.5901 5271 | |
| EXCLAM 0.4764 0.4733 0.4749 9167 | |
| SEMICOLON 0.0000 0.0000 0.0000 43 | |
| micro avg 0.5486 0.4532 0.4963 66508 | |
| macro avg 0.3609 0.3238 0.3369 66508 | |
| weighted avg 0.5404 0.4532 0.4865 66508 | |