Starting trigrams and twitter
(8000, 30000) 8000
{'C': 0.0001, 'loss': 'squared_hinge'}
ara twitter trigrams
             precision    recall  f1-score   support

         dz       0.98      0.97      0.98      1923
         eg       0.84      0.89      0.87      2246
         iq       0.95      0.95      0.95      2155
         jo       0.97      0.94      0.95      2038
         kw       0.88      0.86      0.87      2173
         ru       1.00      1.00      1.00      2846
         sy       0.99      0.98      0.98      2156

avg / total       0.94      0.94      0.94     15537

[[1874   22    5    4   15    0    3]
 [  18 2009   35   22  149    0   13]
 [   5   43 2058    7   42    0    0]
 [   3   77    7 1911   37    0    3]
 [  17  215   56   14 1858    0   13]
 [   0    0    0    0    0 2846    0]
 [   3   17    4   13   14    0 2105]]