Results of tests

Only propose:
Test data accuracy:

0.488

              precision    recall  f1-score   support

           0       0.48      1.00      0.65       241
           1       1.00      0.01      0.02       259

   micro avg       0.49      0.49      0.49       500
   macro avg       0.74      0.51      0.34       500
weighted avg       0.75      0.49      0.33       500

tfifd (300 vec size) + propose:
Test data accuracy:

0.676

              precision    recall  f1-score   support

           0       0.60      0.98      0.75       241
           1       0.96      0.39      0.55       259

   micro avg       0.68      0.68      0.68       500
   macro avg       0.78      0.69      0.65       500
weighted avg       0.79      0.68      0.65       500

tfifd (250 vec size) + propose:
Test data accuracy:

0.73

              precision    recall  f1-score   support

           0       0.71      0.75      0.73       241
           1       0.75      0.71      0.73       259

   micro avg       0.73      0.73      0.73       500
   macro avg       0.73      0.73      0.73       500
weighted avg       0.73      0.73      0.73       500

tfifd (250 vec size) + propose:
Test data accuracy:

0.716

              precision    recall  f1-score   support

           0       0.81      0.54      0.65       241
           1       0.67      0.88      0.76       259

   micro avg       0.72      0.72      0.72       500
   macro avg       0.74      0.71      0.70       500
weighted avg       0.74      0.72      0.71       500

only tfifd(230):
Test data accuracy:

0.56

              precision    recall  f1-score   support

           0       0.52      0.99      0.68       241
           1       0.95      0.16      0.27       259

   micro avg       0.56      0.56      0.56       500
   macro avg       0.74      0.58      0.48       500
weighted avg       0.75      0.56      0.47       500

only tfifd(500):
Test data accuracy:

0.488

              precision    recall  f1-score   support

           0       0.48      1.00      0.65       241
           1       1.00      0.01      0.02       259

   micro avg       0.49      0.49      0.49       500
   macro avg       0.74      0.51      0.34       500
weighted avg       0.75      0.49      0.33       500

only tfifd(300):
Test data accuracy:

0.536

              precision    recall  f1-score   support

           0       0.51      1.00      0.68       241
           1       1.00      0.10      0.19       259

   micro avg       0.54      0.54      0.54       500
   macro avg       0.75      0.55      0.43       500
weighted avg       0.76      0.54      0.42       500