ANN
              precision    recall  f1-score   support

      Normal       0.67      1.00      0.80         4
       Tumor       1.00      0.98      0.99       102

    accuracy                           0.98       106
   macro avg       0.83      0.99      0.90       106
weighted avg       0.99      0.98      0.98       106

Linear Regression
              precision    recall  f1-score   support

      Normal       0.40      0.50      0.44         4
       Tumor       0.98      0.97      0.98       102

    accuracy                           0.95       106
   macro avg       0.69      0.74      0.71       106
weighted avg       0.96      0.95      0.96       106

Ridge Regression
              precision    recall  f1-score   support

      Normal       0.40      0.50      0.44         4
       Tumor       0.98      0.97      0.98       102

    accuracy                           0.95       106
   macro avg       0.69      0.74      0.71       106
weighted avg       0.96      0.95      0.96       106

RidgeCV
              precision    recall  f1-score   support

      Normal       0.40      0.50      0.44         4
       Tumor       0.98      0.97      0.98       102

    accuracy                           0.95       106
   macro avg       0.69      0.74      0.71       106
weighted avg       0.96      0.95      0.96       106

Linear Lasso
              precision    recall  f1-score   support

      Normal       0.04      1.00      0.07         4
       Tumor       0.00      0.00      0.00       102

    accuracy                           0.04       106
   macro avg       0.02      0.50      0.04       106
weighted avg       0.00      0.04      0.00       106

Lasso
              precision    recall  f1-score   support

      Normal       0.04      1.00      0.07         4
       Tumor       0.00      0.00      0.00       102

    accuracy                           0.04       106
   macro avg       0.02      0.50      0.04       106
weighted avg       0.00      0.04      0.00       106

ElasticNet
              precision    recall  f1-score   support

      Normal       0.04      1.00      0.07         4
       Tumor       0.00      0.00      0.00       102

    accuracy                           0.04       106
   macro avg       0.02      0.50      0.04       106
weighted avg       0.00      0.04      0.00       106

BayesianRidge
              precision    recall  f1-score   support

      Normal       0.40      0.50      0.44         4
       Tumor       0.98      0.97      0.98       102

    accuracy                           0.95       106
   macro avg       0.69      0.74      0.71       106
weighted avg       0.96      0.95      0.96       106

Logistic Regression
              precision    recall  f1-score   support

      Normal       0.75      0.75      0.75         4
       Tumor       0.99      0.99      0.99       102

    accuracy                           0.98       106
   macro avg       0.87      0.87      0.87       106
weighted avg       0.98      0.98      0.98       106

SGD
              precision    recall  f1-score   support

      Normal       0.50      0.75      0.60         4
       Tumor       0.99      0.97      0.98       102

    accuracy                           0.96       106
   macro avg       0.74      0.86      0.79       106
weighted avg       0.97      0.96      0.97       106

SVM
              precision    recall  f1-score   support

      Normal       1.00      0.25      0.40         4
       Tumor       0.97      1.00      0.99       102

    accuracy                           0.97       106
   macro avg       0.99      0.62      0.69       106
weighted avg       0.97      0.97      0.96       106

KNN
              precision    recall  f1-score   support

      Normal       1.00      0.25      0.40         4
       Tumor       0.97      1.00      0.99       102

    accuracy                           0.97       106
   macro avg       0.99      0.62      0.69       106
weighted avg       0.97      0.97      0.96       106

Naive Bayes
              precision    recall  f1-score   support

      Normal       0.60      0.75      0.67         4
       Tumor       0.99      0.98      0.99       102

    accuracy                           0.97       106
   macro avg       0.80      0.87      0.83       106
weighted avg       0.98      0.97      0.97       106

Decision Tree
              precision    recall  f1-score   support

      Normal       0.00      0.00      0.00         4
       Tumor       0.96      0.98      0.97       102

    accuracy                           0.94       106
   macro avg       0.48      0.49      0.49       106
weighted avg       0.93      0.94      0.93       106

Bagging
              precision    recall  f1-score   support

      Normal       1.00      0.25      0.40         4
       Tumor       0.97      1.00      0.99       102

    accuracy                           0.97       106
   macro avg       0.99      0.62      0.69       106
weighted avg       0.97      0.97      0.96       106

Random Forest
              precision    recall  f1-score   support

      Normal       0.00      0.00      0.00         4
       Tumor       0.96      0.99      0.98       102

    accuracy                           0.95       106
   macro avg       0.48      0.50      0.49       106
weighted avg       0.93      0.95      0.94       106

Extra Tree
              precision    recall  f1-score   support

      Normal       0.00      0.00      0.00         4
       Tumor       0.96      1.00      0.98       102

    accuracy                           0.96       106
   macro avg       0.48      0.50      0.49       106
weighted avg       0.93      0.96      0.94       106

AdaBoost
              precision    recall  f1-score   support

      Normal       0.60      0.75      0.67         4
       Tumor       0.99      0.98      0.99       102

    accuracy                           0.97       106
   macro avg       0.80      0.87      0.83       106
weighted avg       0.98      0.97      0.97       106

GradientBoosting
              precision    recall  f1-score   support

      Normal       0.00      0.00      0.00         4
       Tumor       0.96      0.98      0.97       102

    accuracy                           0.94       106
   macro avg       0.48      0.49      0.49       106
weighted avg       0.93      0.94      0.93       106

XGBoost
              precision    recall  f1-score   support

      Normal       0.75      0.75      0.75         4
       Tumor       0.99      0.99      0.99       102

    accuracy                           0.98       106
   macro avg       0.87      0.87      0.87       106
weighted avg       0.98      0.98      0.98       106

Voting
              precision    recall  f1-score   support

      Normal       1.00      0.50      0.67         4
       Tumor       0.98      1.00      0.99       102

    accuracy                           0.98       106
   macro avg       0.99      0.75      0.83       106
weighted avg       0.98      0.98      0.98       106

