# you can use this instead
from sklearn.metrics import precision_recall_fscore_support as score
y_true = [0, 1, 2, 2, 2]
y_pred = [0, 0, 2, 2, 1]
precision,recall,fscore,support=score(y_true,y_pred,average='macro')
print 'Precision : {}'.format(precision)
print 'Recall : {}'.format(recall)
print 'F-score : {}'.format(fscore)
print 'Support : {}'.format(support)