Options: -C 0.25 -M 2 

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

J48 pruned tree
------------------

205019_s_at <= 5.309598
|   209347_s_at <= 3.598461
|   |   202116_at <= 5.251226: normal (5.0)
|   |   202116_at > 5.251226: HCC (14.0)
|   209347_s_at > 3.598461: HCC (158.0)
205019_s_at > 5.309598
|   201453_x_at <= 9.289847
|   |   200021_at <= 11.814637: normal (162.0)
|   |   200021_at > 11.814637
|   |   |   1438_at <= 3.475952: HCC (3.0)
|   |   |   1438_at > 3.475952: normal (6.0)
|   201453_x_at > 9.289847
|   |   200596_s_at <= 8.000889: HCC (6.0)
|   |   200596_s_at > 8.000889: normal (3.0)

Number of Leaves  : 	8

Size of the tree : 	15


Time taken to build model: 2.68 seconds

Time taken to test model on training data: 1.81 seconds

=== Error on training data ===

Correctly Classified Instances         357              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0     
Root mean squared error                  0     
Relative absolute error                  0      %
Root relative squared error              0      %
Total Number of Instances              357     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     HCC
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     normal
Weighted Avg.    1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     


=== Confusion Matrix ===

   a   b   <-- classified as
 181   0 |   a = HCC
   0 176 |   b = normal

Time taken to perform cross-validation: 5.72 seconds


=== Stratified cross-validation ===

Correctly Classified Instances         329               92.1569 %
Incorrectly Classified Instances        28                7.8431 %
Kappa statistic                          0.8431
Mean absolute error                      0.0797
Root mean squared error                  0.2795
Relative absolute error                 15.9379 %
Root relative squared error             55.8995 %
Total Number of Instances              357     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,923    0,080    0,923      0,923    0,923      0,843    0,927     0,900     HCC
                 0,920    0,077    0,920      0,920    0,920      0,843    0,927     0,895     normal
Weighted Avg.    0,922    0,078    0,922      0,922    0,922      0,843    0,927     0,898     


=== Confusion Matrix ===

   a   b   <-- classified as
 167  14 |   a = HCC
  14 162 |   b = normal