precision    recall  f1-score   support

         ham       0.99      0.99      0.99       969
        spam       0.92      0.94      0.93       145

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