Starting unigrams and twitter
(8000, 30000) 8000
{'C': 0.001, 'loss': 'squared_hinge'}
ara twitter unigrams
              precision    recall  f1-score   support

          dz       1.00      1.00      1.00      1923
          eg       1.00      1.00      1.00      2246
          iq       1.00      1.00      1.00      2155
          jo       1.00      1.00      1.00      2038
          kw       1.00      1.00      1.00      2173
          ru       1.00      1.00      1.00      2846
          sy       1.00      1.00      1.00      2156

   micro avg       1.00      1.00      1.00     15537
   macro avg       1.00      1.00      1.00     15537
weighted avg       1.00      1.00      1.00     15537

[[1923    0    0    0    0    0    0]
 [   0 2246    0    0    0    0    0]
 [   0    0 2155    0    0    0    0]
 [   0    0    0 2038    0    0    0]
 [   0    0    0    0 2173    0    0]
 [   0    0    0    0    0 2846    0]
 [   0    0    0    0    0    0 2156]]