Starting bigrams and twitter (5000, 30000) 5000 {'C': 0.01, 'loss': 'hinge'} fra twitter bigrams precision recall f1-score support be 1.00 0.99 0.99 2578 fr 0.99 1.00 1.00 5000 ht 1.00 1.00 1.00 2375 lu 1.00 1.00 1.00 2177 micro avg 1.00 1.00 1.00 12130 macro avg 1.00 1.00 1.00 12130 weighted avg 1.00 1.00 1.00 12130 [[2551 27 0 0] [ 0 5000 0 0] [ 0 1 2374 0] [ 0 1 0 2176]]