Starting bigrams and all
(66000, 30000) 66000
{'C': 0.001, 'loss': 'squared_hinge'}
spa all bigrams
              precision    recall  f1-score   support

          ar       0.96      0.96      0.96     10000
          cl       1.00      0.99      0.99     10000
          co       0.98      0.98      0.98      9853
          cr       0.99      0.99      0.99      9967
          cu       0.98      0.99      0.98      8503
          ec       0.99      0.99      0.99     10000
          es       0.97      0.98      0.98     10000
          gt       0.99      0.99      0.99     10000
          hn       0.99      0.98      0.99      8780
          mx       0.98      0.98      0.98     10000
          ni       0.98      0.98      0.98      8643
          pa       0.99      1.00      1.00     10000
          pe       0.98      0.98      0.98      5000
          py       0.99      0.99      0.99     10000
          sv       0.99      0.99      0.99     10000
          uy       0.96      0.96      0.96     10000
          ve       0.99      0.99      0.99     10000

   micro avg       0.98      0.98      0.98    160746
   macro avg       0.98      0.98      0.98    160746
weighted avg       0.98      0.98      0.98    160746

[[9629    5   18   37   27    4   22    3    2   11    6    3   11   27
     1  187    7]
 [  10 9934    3   11    6    2   13    0    3    7    0    1    2    3
     0    3    2]
 [  12    2 9658    8   14   18   18    6    5   25   12   14    7   15
     6   15   18]
 [  94    0    4 9838    0    1    0    0    2    2    2    2    0    3
     1   18    0]
 [  12    1    4    1 8398    2   30    0    1    9   10    1    2    2
     0    8   22]
 [   2    2    7    0    6 9932    3    4    6    6    5    2    6    4
     2    8    5]
 [  26    7   12    1   34    4 9805    6    2   51    3    4    8    2
     6   15   14]
 [   0    2    6    0    2    1    7 9926   14   11   12    0    5    4
     8    1    1]
 [   6    3    6    2    5    6    8   15 8638   10   32    3    3    6
    18   12    7]
 [  39    7   25    3   22   10   65    7   12 9752   12    7   15    4
     9    3    8]
 [   4    2   12    0   12   11   15   15   26   14 8457    7   12   11
    21   17    7]
 [   2    0    3    1    0    4    2    4    4    3    9 9958    1    1
     2    3    3]
 [  11    2   11    0    5    6   18    5   10   10    3    1 4899    6
     1   11    1]
 [  31    5    7    7    2    2    3    2    1    8    9    0    4 9880
     2   37    0]
 [   1    1    8    1    2    5    3   17   16    8   12    0    1    4
  9915    4    2]
 [ 181    5   19   22   13    5   19    4   13   12    9    9    9   38
     5 9629    8]
 [   1    4   13    1    7    2   29    4    4    9    2    4    3    3
     2    8 9904]]