Starting unigrams and cc
(21000, 30000) 21000
{'C': 0.01, 'loss': 'hinge'}
fra cc unigrams
              precision    recall  f1-score   support

          be       0.99      0.97      0.98      1956
          bf       1.00      1.00      1.00      2240
          ch       0.99      1.00      0.99      5000
          cm       1.00      1.00      1.00      1996
          dz       1.00      1.00      1.00      2929
          fr       0.99      0.99      0.99      5000
          gd       0.99      0.99      0.99      1893
          lu       1.00      1.00      1.00      5000
          nc       1.00      1.00      1.00      3046
          pf       1.00      1.00      1.00      5000
          re       1.00      1.00      1.00      5000
          sn       1.00      1.00      1.00      5000
          tn       1.00      1.00      1.00      2502

   micro avg       1.00      1.00      1.00     46562
   macro avg       1.00      1.00      1.00     46562
weighted avg       1.00      1.00      1.00     46562

[[1907    0    4    0    0   38    2    2    1    1    1    0    0]
 [   0 2240    0    0    0    0    0    0    0    0    0    0    0]
 [   1    0 4982    0    0   10    4    1    1    0    1    0    0]
 [   0    0    0 1996    0    0    0    0    0    0    0    0    0]
 [   0    0    0    0 2928    0    1    0    0    0    0    0    0]
 [   8    0   17    0    0 4958    8    1    1    1    5    0    1]
 [   1    0    4    0    0    7 1878    2    0    0    0    0    1]
 [   4    0   10    0    0    4    1 4980    0    1    0    0    0]
 [   0    0    3    0    0    2    0    0 3041    0    0    0    0]
 [   0    0    0    0    0    0    1    0    0 4996    3    0    0]
 [   2    0    0    0    0    5    0    0    1    1 4990    1    0]
 [   0    0    0    0    0    2    0    0    0    0    0 4998    0]
 [   0    0    0    0    1    0    1    0    0    0    0    0 2500]]