Starting trigrams and cc (34000, 30000) 34000 {'C': 0.0001, 'loss': 'squared_hinge'} spa cc trigrams precision recall f1-score support ar 0.87 0.87 0.87 5000 cl 0.99 0.96 0.97 5000 co 0.90 0.88 0.89 5000 cr 0.99 1.00 1.00 5000 cu 0.80 0.91 0.85 5000 ec 0.94 0.94 0.94 5000 es 0.85 0.89 0.87 5000 gt 0.95 0.95 0.95 5000 hn 0.92 0.92 0.92 5000 mx 0.95 0.87 0.90 5000 ni 0.89 0.72 0.79 4093 pa 0.98 0.98 0.98 5000 pe 0.95 0.87 0.91 5000 py 0.88 0.94 0.91 5000 sv 0.94 0.96 0.95 5000 uy 0.80 0.86 0.83 5000 ve 0.96 0.97 0.97 5000 micro avg 0.91 0.91 0.91 84093 macro avg 0.92 0.91 0.91 84093 weighted avg 0.92 0.91 0.91 84093 [[4347 0 37 0 137 12 84 9 12 27 15 3 24 61 12 204 16] [ 24 4779 8 26 23 21 40 0 9 25 3 1 6 13 2 18 2] [ 61 3 4376 0 83 36 67 18 29 28 29 24 16 73 22 90 45] [ 0 0 0 4997 0 0 0 0 3 0 0 0 0 0 0 0 0] [ 53 3 30 0 4565 15 135 11 4 22 21 1 15 26 8 82 9] [ 21 0 48 0 35 4712 24 19 16 4 26 5 17 19 6 39 9] [ 77 6 33 1 185 25 4457 10 7 32 20 3 28 18 5 86 7] [ 10 1 15 0 29 8 17 4766 34 4 35 0 8 24 13 32 4] [ 12 0 21 0 53 13 31 29 4594 14 63 4 13 30 44 69 10] [ 75 2 67 0 146 26 136 9 15 4327 29 7 29 41 12 58 21] [ 60 8 77 0 193 50 81 65 150 22 2941 10 42 136 89 152 17] [ 2 0 15 0 4 3 5 1 4 4 10 4902 3 23 8 14 2] [ 59 3 38 0 66 27 63 27 70 19 40 14 4368 46 15 125 20] [ 47 1 24 0 42 16 17 5 10 7 22 4 7 4696 8 80 14] [ 9 0 13 0 20 3 6 13 26 5 30 8 3 16 4820 25 3] [ 146 1 55 0 104 26 81 14 17 29 29 13 22 95 36 4314 18] [ 11 0 24 0 25 6 7 2 4 2 7 9 4 12 6 13 4868]]