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