Starting unigrams and cc (16000, 30000) 16000 {'C': 0.01, 'loss': 'squared_hinge'} deu cc unigrams precision recall f1-score support at 1.00 0.99 0.99 5000 ch 1.00 1.00 1.00 5000 de 0.99 0.99 0.99 5000 lu 1.00 1.00 1.00 3768 pl 1.00 1.00 1.00 3262 pw 1.00 1.00 1.00 5000 so 1.00 1.00 1.00 3845 tl 1.00 1.00 1.00 4365 micro avg 1.00 1.00 1.00 35240 macro avg 1.00 1.00 1.00 35240 weighted avg 1.00 1.00 1.00 35240 [[4959 4 35 1 0 0 0 1] [ 1 4983 16 0 0 0 0 0] [ 22 13 4950 1 0 0 0 14] [ 1 0 3 3763 0 0 0 1] [ 0 0 0 0 3262 0 0 0] [ 0 0 0 0 0 5000 0 0] [ 0 0 0 0 0 0 3845 0] [ 0 0 12 0 1 0 0 4352]]