=== Classifier model (full training set) ===

ZeroR predicts class value: adenocarcinoma

Time taken to build model: 0.01 seconds

Time taken to test model on training data: 0.38 seconds

=== Error on training data ===

Correctly Classified Instances          33               50.7692 %
Incorrectly Classified Instances        32               49.2308 %
Kappa statistic                          0     
Mean absolute error                      0.4999
Root mean squared error                  0.4999
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances               65     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,000    0,000    ?          0,000    ?          ?        0,500     0,492     normal
                 1,000    1,000    0,508      1,000    0,673      ?        0,500     0,508     adenocarcinoma
Weighted Avg.    0,508    0,508    ?          0,508    ?          ?        0,500     0,500     


=== Confusion Matrix ===

  a  b   <-- classified as
  0 32 |  a = normal
  0 33 |  b = adenocarcinoma

Time taken to perform cross-validation: 0.43 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          32               49.2308 %
Incorrectly Classified Instances        33               50.7692 %
Kappa statistic                         -0.0209
Mean absolute error                      0.5   
Root mean squared error                  0.5001
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances               65     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,313    0,333    0,476      0,313    0,377      -0,022   0,490     0,487     normal
                 0,667    0,688    0,500      0,667    0,571      -0,022   0,490     0,503     adenocarcinoma
Weighted Avg.    0,492    0,513    0,488      0,492    0,476      -0,022   0,490     0,495     


=== Confusion Matrix ===

  a  b   <-- classified as
 10 22 |  a = normal
 11 22 |  b = adenocarcinoma