              precision    recall  f1-score   support

           0       0.50      0.23      0.32        13
           1       0.73      0.30      0.43      1049
           2       0.35      0.42      0.38       486
           3       0.00      0.00      0.00         0
           4       0.34      0.12      0.17       417
           5       0.95      0.59      0.73       680
           6       0.00      0.00      0.00         0
           7       1.00      1.00      1.00       288
           8       0.00      0.00      0.00         0
           9       0.38      0.70      0.49       564
          10       0.47      0.43      0.45      1616
          11       0.09      0.05      0.06       403
          12       0.00      0.00      0.00         0
          13       0.58      0.66      0.62       712
          14       0.15      0.82      0.25        89
          15       0.66      1.00      0.79        19

    accuracy                           0.46      6336
   macro avg       0.39      0.39      0.36      6336
weighted avg       0.55      0.46      0.47      6336


Confusion Matrix:
[[  3   0   0   0   0   0   0   0   0   0   0   0   0  10   0   0]
 [  0 315  27 223   0   2   0   0   0 164 317   0   0   0   1   0]
 [  0   2 205   0   0   0   1   0   0   4 246   0  20   0   8   0]
 [  0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0]
 [  3   2   5   8  49   0  10   0   1   0   1   0   0 307  31   0]
 [  0   2   0   0  94 402  10   0  24   0   7   0   0  16 125   0]
 [  0   0   0   0   0   0   0   0   0   0   0   0   0   0   0   0]
 [  0   0   0   0   0   0   0 288   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  22   0   0   0   0   0   0   0 393 131  17   0   0   1   0]
 [  0  33 196   0   0  10   0   0  16 466 697 193   0   0   4   1]
 [  0  47 154  42   0   9   0   0   9   8  98  20   0   0   7   9]
 [  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   0   0   0   0 467 245   0]
 [  0   7   0   3   0   0   0   0   6   0   0   0   0   0  73   0]
 [  0   0   0   0   0   0   0   0   0   0   0   0   0   0   0  19]]

Test Accuracy: 46.26%