ANN
              precision    recall  f1-score   support

 Trastuzumab       0.46      0.85      0.59        13
     Control       0.85      0.46      0.59        24

    accuracy                           0.59        37
   macro avg       0.65      0.65      0.59        37
weighted avg       0.71      0.59      0.59        37

Linear Regression
              precision    recall  f1-score   support

 Trastuzumab       0.53      0.62      0.57        13
     Control       0.77      0.71      0.74        24

    accuracy                           0.68        37
   macro avg       0.65      0.66      0.66        37
weighted avg       0.69      0.68      0.68        37

Ridge Regression
              precision    recall  f1-score   support

 Trastuzumab       0.53      0.62      0.57        13
     Control       0.77      0.71      0.74        24

    accuracy                           0.68        37
   macro avg       0.65      0.66      0.66        37
weighted avg       0.69      0.68      0.68        37

RidgeCV
              precision    recall  f1-score   support

 Trastuzumab       0.67      0.77      0.71        13
     Control       0.86      0.79      0.83        24

    accuracy                           0.78        37
   macro avg       0.77      0.78      0.77        37
weighted avg       0.79      0.78      0.79        37

Linear Lasso
              precision    recall  f1-score   support

 Trastuzumab       0.35      1.00      0.52        13
     Control       0.00      0.00      0.00        24

    accuracy                           0.35        37
   macro avg       0.18      0.50      0.26        37
weighted avg       0.12      0.35      0.18        37

Lasso
              precision    recall  f1-score   support

 Trastuzumab       0.35      1.00      0.52        13
     Control       0.00      0.00      0.00        24

    accuracy                           0.35        37
   macro avg       0.18      0.50      0.26        37
weighted avg       0.12      0.35      0.18        37

ElasticNet
              precision    recall  f1-score   support

 Trastuzumab       0.53      0.62      0.57        13
     Control       0.77      0.71      0.74        24

    accuracy                           0.68        37
   macro avg       0.65      0.66      0.66        37
weighted avg       0.69      0.68      0.68        37

BayesianRidge
              precision    recall  f1-score   support

 Trastuzumab       0.67      0.77      0.71        13
     Control       0.86      0.79      0.83        24

    accuracy                           0.78        37
   macro avg       0.77      0.78      0.77        37
weighted avg       0.79      0.78      0.79        37

Logistic Regression
              precision    recall  f1-score   support

 Trastuzumab       0.56      0.38      0.45        13
     Control       0.71      0.83      0.77        24

    accuracy                           0.68        37
   macro avg       0.63      0.61      0.61        37
weighted avg       0.66      0.68      0.66        37

SGD
              precision    recall  f1-score   support

 Trastuzumab       0.27      0.23      0.25        13
     Control       0.62      0.67      0.64        24

    accuracy                           0.51        37
   macro avg       0.44      0.45      0.44        37
weighted avg       0.49      0.51      0.50        37

SVM
              precision    recall  f1-score   support

 Trastuzumab       0.53      0.62      0.57        13
     Control       0.77      0.71      0.74        24

    accuracy                           0.68        37
   macro avg       0.65      0.66      0.66        37
weighted avg       0.69      0.68      0.68        37

KNN
              precision    recall  f1-score   support

 Trastuzumab       0.62      0.62      0.62        13
     Control       0.79      0.79      0.79        24

    accuracy                           0.73        37
   macro avg       0.70      0.70      0.70        37
weighted avg       0.73      0.73      0.73        37

Naive Bayes
              precision    recall  f1-score   support

 Trastuzumab       0.60      0.46      0.52        13
     Control       0.74      0.83      0.78        24

    accuracy                           0.70        37
   macro avg       0.67      0.65      0.65        37
weighted avg       0.69      0.70      0.69        37

Decision Tree
              precision    recall  f1-score   support

 Trastuzumab       0.43      0.46      0.44        13
     Control       0.70      0.67      0.68        24

    accuracy                           0.59        37
   macro avg       0.56      0.56      0.56        37
weighted avg       0.60      0.59      0.60        37

Bagging
              precision    recall  f1-score   support

 Trastuzumab       0.46      0.46      0.46        13
     Control       0.71      0.71      0.71        24

    accuracy                           0.62        37
   macro avg       0.58      0.58      0.58        37
weighted avg       0.62      0.62      0.62        37

Random Forest
              precision    recall  f1-score   support

 Trastuzumab       0.38      0.38      0.38        13
     Control       0.67      0.67      0.67        24

    accuracy                           0.57        37
   macro avg       0.53      0.53      0.53        37
weighted avg       0.57      0.57      0.57        37

Extra Tree
              precision    recall  f1-score   support

 Trastuzumab       0.38      0.46      0.41        13
     Control       0.67      0.58      0.62        24

    accuracy                           0.54        37
   macro avg       0.52      0.52      0.52        37
weighted avg       0.56      0.54      0.55        37

AdaBoost
              precision    recall  f1-score   support

 Trastuzumab       0.37      0.54      0.44        13
     Control       0.67      0.50      0.57        24

    accuracy                           0.51        37
   macro avg       0.52      0.52      0.50        37
weighted avg       0.56      0.51      0.52        37

GradientBoosting
              precision    recall  f1-score   support

 Trastuzumab       0.40      0.46      0.43        13
     Control       0.68      0.62      0.65        24

    accuracy                           0.57        37
   macro avg       0.54      0.54      0.54        37
weighted avg       0.58      0.57      0.57        37

XGBoost
              precision    recall  f1-score   support

 Trastuzumab       0.33      0.31      0.32        13
     Control       0.64      0.67      0.65        24

    accuracy                           0.54        37
   macro avg       0.49      0.49      0.49        37
weighted avg       0.53      0.54      0.54        37

Voting
              precision    recall  f1-score   support

 Trastuzumab       0.54      0.54      0.54        13
     Control       0.75      0.75      0.75        24

    accuracy                           0.68        37
   macro avg       0.64      0.64      0.64        37
weighted avg       0.68      0.68      0.68        37

