Default classification report: precision recall f1-score support F 0.8401 0.7460 0.7903 500 T 0.7716 0.8580 0.8125 500 accuracy 0.8020 1000 macro avg 0.8058 0.8020 0.8014 1000 weighted avg 0.8058 0.8020 0.8014 1000 ADJ Accuracy = 0.7653061224489796 Weighted Recall = 0.7653061224489796 Weighted Precision = 0.7898926812104152 Weighted F1 = 0.7637135656016242 Macro Recall = 0.7746331236897275 Macro Precision = 0.7823275862068966 Macro F1 = 0.7646936005846121 ADV Accuracy = 0.9 Weighted Recall = 0.9 Weighted Precision = 0.9111111111111111 Weighted F1 = 0.8862745098039216 Macro Recall = 0.75 Macro Precision = 0.9444444444444444 Macro F1 = 0.803921568627451 NOUN Accuracy = 0.8016194331983806 Weighted Recall = 0.8016194331983806 Weighted Precision = 0.8058517969978864 Weighted F1 = 0.8007367974063984 Macro Recall = 0.8008524590163935 Macro Precision = 0.8062750333778371 Macro F1 = 0.8005602702480019 VERB Accuracy = 0.8090452261306532 Weighted Recall = 0.8090452261306532 Weighted Precision = 0.8102878637128836 Weighted F1 = 0.8089294521108764 Macro Recall = 0.809328989569917 Macro Precision = 0.8100807574491785 Macro F1 = 0.808968043450802