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              precision    recall  f1-score   support

    negative       0.88      0.91      0.90      1409
     neutral       0.37      0.32      0.34       167
    positive       0.92      0.90      0.91      1590

    accuracy                           0.87      3166
   macro avg       0.72      0.71      0.72      3166
weighted avg       0.87      0.87      0.87      3166

Confusion matrix:
[[1287   44   78]
 [  60   54   53]
 [ 115   49 1426]]