Starting function and twitter
(8000, 162) 8000
No grid search
ara twitter function
              precision    recall  f1-score   support

          dz       0.74      0.80      0.77      1923
          eg       0.95      0.98      0.97      2246
          iq       0.72      0.75      0.73      2155
          jo       0.75      0.79      0.77      2038
          kw       0.66      0.68      0.67      2173
          ru       1.00      1.00      1.00      2846
          sy       0.69      0.53      0.60      2156

   micro avg       0.80      0.80      0.80     15537
   macro avg       0.79      0.79      0.79     15537
weighted avg       0.80      0.80      0.80     15537

[[1546   11  128   39   70    0  129]
 [   4 2205    4   15    9    1    8]
 [ 144    8 1606   86  206    0  105]
 [  40   21  100 1611  182    0   84]
 [ 116   12  184  198 1479    0  184]
 [   0    0    0    0    0 2846    0]
 [ 249   63  195  211  297    0 1141]]