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          precision    recall  f1-score   support

negative   0.733238  0.778788  0.755327       660
 neutral   0.757962  0.779963  0.768805      1068
positive   0.722793  0.728778  0.725773       483
    skip   0.660714  0.501355  0.570108       369
  speech   0.767857  0.868687  0.815166        99

accuracy                       0.735349      2679

macro avg 0.728513 0.731514 0.727036 2679 weighted avg 0.732501 0.735349 0.732071 2679

Avg macro Precision 0.7297744200895245 Avg macro Recall 0.7248163039465004 Avg macro F1 0.7229310729744304 Avg weighted F1 0.7281243075011377