precision    recall  f1-score   support

         ham       0.98      0.99      0.99       969
        spam       0.93      0.89      0.91       145

    accuracy                           0.98      1114
   macro avg       0.96      0.94      0.95      1114
weighted avg       0.98      0.98      0.98      1114