# text classification : comparing classification reports

I have a 4-leabelled text classification problem.

Could someone help me choose among the below text classifiers ?

I was advised to select the second one ( the one which uses both unigrams and bigrams ) but I cannot really see why.

• What is the problem statement? What is being predicted here? – BlackCurrant May 23 at 17:28
• I have built two text classifiers for a reduced version ( 4-labels only instead of 20) of the scikit-learn.org/stable/modules/generated/… dataset.. Above you can see the accuracy, precision, classification report and confusion matrix of the two learned classifiers – batman May 24 at 9:54