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              precision    recall  f1-score   support

    negative       0.87      0.93      0.90      1409
     neutral       0.37      0.26      0.31       167
    positive       0.92      0.89      0.91      1590

    accuracy                           0.87      3166
   macro avg       0.72      0.69      0.70      3166
weighted avg       0.87      0.87      0.87      3166

Confusion matrix:
[[1311   30   68]
 [  72   44   51]
 [ 130   46 1414]]