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

ZeroR predicts class value: normal

Time taken to build model: 0.02 seconds

Time taken to test model on training data: 1.78 seconds

=== Error on training data ===

Correctly Classified Instances          72               50.3497 %
Incorrectly Classified Instances        71               49.6503 %
Kappa statistic                          0     
Mean absolute error                      0.5   
Root mean squared error                  0.5   
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances              143     


=== 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     0,497     ccRCC
                 1,000    1,000    0,503      1,000    0,670      ?        0,500     0,503     normal
Weighted Avg.    0,503    0,503    ?          0,503    ?          ?        0,500     0,500     


=== Confusion Matrix ===

  a  b   <-- classified as
  0 71 |  a = ccRCC
  0 72 |  b = normal

Time taken to perform cross-validation: 1.91 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          71               49.6503 %
Incorrectly Classified Instances        72               50.3497 %
Kappa statistic                         -0.0094
Mean absolute error                      0.5   
Root mean squared error                  0.5   
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances              143     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,324    0,333    0,489      0,324    0,390      -0,010   0,495     0,494     ccRCC
                 0,667    0,676    0,500      0,667    0,571      -0,010   0,495     0,501     normal
Weighted Avg.    0,497    0,506    0,495      0,497    0,481      -0,010   0,495     0,498     


=== Confusion Matrix ===

  a  b   <-- classified as
 23 48 |  a = ccRCC
 24 48 |  b = normal