ANN
              precision    recall  f1-score   support

      Normal       0.64      0.24      0.35        58
       Tumor       0.78      0.95      0.86       165

    accuracy                           0.77       223
   macro avg       0.71      0.60      0.60       223
weighted avg       0.74      0.77      0.73       223

Linear Regression
              precision    recall  f1-score   support

      Normal       0.60      0.10      0.18        58
       Tumor       0.76      0.98      0.85       165

    accuracy                           0.75       223
   macro avg       0.68      0.54      0.51       223
weighted avg       0.72      0.75      0.68       223

Ridge Regression
              precision    recall  f1-score   support

      Normal       0.60      0.10      0.18        58
       Tumor       0.76      0.98      0.85       165

    accuracy                           0.75       223
   macro avg       0.68      0.54      0.51       223
weighted avg       0.72      0.75      0.68       223

RidgeCV
              precision    recall  f1-score   support

      Normal       0.40      0.07      0.12        58
       Tumor       0.75      0.96      0.84       165

    accuracy                           0.73       223
   macro avg       0.57      0.52      0.48       223
weighted avg       0.66      0.73      0.65       223

Linear Lasso
              precision    recall  f1-score   support

      Normal       0.26      1.00      0.41        58
       Tumor       0.00      0.00      0.00       165

    accuracy                           0.26       223
   macro avg       0.13      0.50      0.21       223
weighted avg       0.07      0.26      0.11       223

Lasso
              precision    recall  f1-score   support

      Normal       0.26      1.00      0.41        58
       Tumor       0.00      0.00      0.00       165

    accuracy                           0.26       223
   macro avg       0.13      0.50      0.21       223
weighted avg       0.07      0.26      0.11       223

ElasticNet
              precision    recall  f1-score   support

      Normal       0.26      1.00      0.41        58
       Tumor       0.00      0.00      0.00       165

    accuracy                           0.26       223
   macro avg       0.13      0.50      0.21       223
weighted avg       0.07      0.26      0.11       223

BayesianRidge
              precision    recall  f1-score   support

      Normal       0.40      0.07      0.12        58
       Tumor       0.75      0.96      0.84       165

    accuracy                           0.73       223
   macro avg       0.57      0.52      0.48       223
weighted avg       0.66      0.73      0.65       223

Logistic Regression
              precision    recall  f1-score   support

      Normal       0.50      0.14      0.22        58
       Tumor       0.76      0.95      0.84       165

    accuracy                           0.74       223
   macro avg       0.63      0.54      0.53       223
weighted avg       0.69      0.74      0.68       223

SGD
              precision    recall  f1-score   support

      Normal       0.57      0.14      0.22        58
       Tumor       0.76      0.96      0.85       165

    accuracy                           0.75       223
   macro avg       0.67      0.55      0.54       223
weighted avg       0.71      0.75      0.69       223

SVM
              precision    recall  f1-score   support

      Normal       0.00      0.00      0.00        58
       Tumor       0.74      1.00      0.85       165

    accuracy                           0.74       223
   macro avg       0.37      0.50      0.43       223
weighted avg       0.55      0.74      0.63       223

KNN
              precision    recall  f1-score   support

      Normal       0.86      0.21      0.33        58
       Tumor       0.78      0.99      0.87       165

    accuracy                           0.78       223
   macro avg       0.82      0.60      0.60       223
weighted avg       0.80      0.78      0.73       223

Naive Bayes
              precision    recall  f1-score   support

      Normal       0.70      0.33      0.45        58
       Tumor       0.80      0.95      0.87       165

    accuracy                           0.79       223
   macro avg       0.75      0.64      0.66       223
weighted avg       0.78      0.79      0.76       223

Decision Tree
              precision    recall  f1-score   support

      Normal       0.33      0.09      0.14        58
       Tumor       0.75      0.94      0.83       165

    accuracy                           0.72       223
   macro avg       0.54      0.51      0.48       223
weighted avg       0.64      0.72      0.65       223

Bagging
              precision    recall  f1-score   support

      Normal       0.91      0.17      0.29        58
       Tumor       0.77      0.99      0.87       165

    accuracy                           0.78       223
   macro avg       0.84      0.58      0.58       223
weighted avg       0.81      0.78      0.72       223

Random Forest
              precision    recall  f1-score   support

      Normal       0.00      0.00      0.00        58
       Tumor       0.74      0.99      0.85       165

    accuracy                           0.74       223
   macro avg       0.37      0.50      0.42       223
weighted avg       0.55      0.74      0.63       223

Extra Tree
              precision    recall  f1-score   support

      Normal       0.00      0.00      0.00        58
       Tumor       0.74      1.00      0.85       165

    accuracy                           0.74       223
   macro avg       0.37      0.50      0.43       223
weighted avg       0.55      0.74      0.63       223

AdaBoost
              precision    recall  f1-score   support

      Normal       0.42      0.09      0.14        58
       Tumor       0.75      0.96      0.84       165

    accuracy                           0.73       223
   macro avg       0.58      0.52      0.49       223
weighted avg       0.66      0.73      0.66       223

GradientBoosting
              precision    recall  f1-score   support

      Normal       0.20      0.03      0.06        58
       Tumor       0.74      0.95      0.83       165

    accuracy                           0.71       223
   macro avg       0.47      0.49      0.44       223
weighted avg       0.60      0.71      0.63       223

XGBoost
              precision    recall  f1-score   support

      Normal       0.00      0.00      0.00        58
       Tumor       0.74      1.00      0.85       165

    accuracy                           0.74       223
   macro avg       0.37      0.50      0.43       223
weighted avg       0.55      0.74      0.63       223

Voting
              precision    recall  f1-score   support

      Normal       0.50      0.02      0.03        58
       Tumor       0.74      0.99      0.85       165

    accuracy                           0.74       223
   macro avg       0.62      0.51      0.44       223
weighted avg       0.68      0.74      0.64       223

