              precision    recall  f1-score   support

           0       0.64      0.55      0.59        33
           1       0.60      0.34      0.43       991
           2       0.00      0.00      0.00       560
           3       0.00      0.00      0.00         0
           4       0.00      0.00      0.00       165
           5       0.81      0.78      0.79       358
           6       0.00      0.00      0.00         0
           7       0.79      1.00      0.88       190
           8       0.00      0.00      0.00         0
           9       0.43      0.67      0.53       534
          10       0.62      0.68      0.65      1712
          11       0.00      0.00      0.00       446
          12       0.00      0.00      0.00         0
          13       0.97      0.31      0.47      1224
          14       0.64      0.69      0.67       297
          15       0.08      1.00      0.15        19

    accuracy                           0.45      6529
   macro avg       0.35      0.38      0.32      6529
weighted avg       0.57      0.45      0.47      6529


Confusion Matrix:
[[  18    1    0    0    0    0    0   14    0    0    0    0    0    0
     0    0]
 [   0  336    0   20    0    0    0    0    0  197  410   26    0    0
     2    0]
 [   0    0    0   79    0    0    0    0    3   68  199  211    0    0
     0    0]
 [   0    0    0    0    0    0    0    0    0    0    0    0    0    0
     0    0]
 [  10    0    9    0    0   45   56    0    1   18    4    0   12    7
     3    0]
 [   0    0    0    0    0  281    0    0   14    0   23    0    0    0
    40    0]
 [   0    0    0    0    0    0    0    0    0    0    0    0    0    0
     0    0]
 [   0    0    0    0    0    0    0  190    0    0    0    0    0    0
     0    0]
 [   0    0    0    0    0    0    0    0    0    0    0    0    0    0
     0    0]
 [   0   67  104    0    0    1    0    2    0  360    0    0    0    0
     0    0]
 [   0  157  145    0    0   17    0   32    0  114 1160   14    1    0
     0   72]
 [   0    2    0  164    0    0    0    0    0   78   33    0    0    0
    40  129]
 [   0    0    0    0    0    0    0    0    0    0    0    0    0    0
     0    0]
 [   0    0    0    0  783    4    0    4    0    0    3    0    7  384
    31    8]
 [   0    0    0    0    0    1    0    0   10    0   38    0   39    3
   206    0]
 [   0    0    0    0    0    0    0    0    0    0    0    0    0    0
     0   19]]

Test Accuracy: 45.24%