Default classification report: precision recall f1-score support F 0.8291 0.7760 0.8017 500 T 0.7895 0.8400 0.8140 500 accuracy 0.8080 1000 macro avg 0.8093 0.8080 0.8078 1000 weighted avg 0.8093 0.8080 0.8078 1000 ADJ Accuracy = 0.7857142857142857 Weighted Recall = 0.7857142857142857 Weighted Precision = 0.7987012987012988 Weighted F1 = 0.7855134556165483 Macro Recall = 0.7918238993710691 Macro Precision = 0.7929292929292929 Macro F1 = 0.7856919712589814 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 = 0.8020173708432817 Weighted F1 = 0.8014892301846458 Macro Recall = 0.8013442622950819 Macro Precision = 0.8021367521367522 Macro F1 = 0.8014111083764048 VERB Accuracy = 0.8190954773869347 Weighted Recall = 0.8190954773869347 Weighted Precision = 0.820368646605092 Weighted F1 = 0.8189857967366196 Macro Recall = 0.8193802560800061 Macro Precision = 0.8201564517353991 Macro F1 = 0.8190223569533914