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