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

ZeroR predicts class value: nasopharyngeal_carcinoma

Time taken to build model: 0.02 seconds

Time taken to test model on training data: 0.56 seconds

=== Error on training data ===

Correctly Classified Instances          31               77.5    %
Incorrectly Classified Instances         9               22.5    %
Kappa statistic                          0     
Mean absolute error                      0.356 
Root mean squared error                  0.4178
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances               40     


=== 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     0,225     normal
                 1,000    1,000    0,775      1,000    0,873      ?        0,500     0,775     nasopharyngeal_carcinoma
Weighted Avg.    0,775    0,775    ?          0,775    ?          ?        0,500     0,651     


=== Confusion Matrix ===

  a  b   <-- classified as
  0  9 |  a = normal
  0 31 |  b = nasopharyngeal_carcinoma

Time taken to perform cross-validation: 0.61 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          31               77.5    %
Incorrectly Classified Instances         9               22.5    %
Kappa statistic                          0     
Mean absolute error                      0.3595
Root mean squared error                  0.4181
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances               40     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,000    0,000    ?          0,000    ?          ?        0,489     0,221     normal
                 1,000    1,000    0,775      1,000    0,873      ?        0,489     0,771     nasopharyngeal_carcinoma
Weighted Avg.    0,775    0,775    ?          0,775    ?          ?        0,489     0,648     


=== Confusion Matrix ===

  a  b   <-- classified as
  0  9 |  a = normal
  0 31 |  b = nasopharyngeal_carcinoma