Options: -C 0.25 -M 2 

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

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

NM_152459 <= 5.532156: larynx_squamous_cell_carcinoma (29.0)
NM_152459 > 5.532156: normal (13.0)

Number of Leaves  : 	2

Size of the tree : 	3


Time taken to build model: 0.41 seconds

Time taken to test model on training data: 0.34 seconds

=== Error on training data ===

Correctly Classified Instances          42              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               42     


=== 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     normal
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     larynx_squamous_cell_carcinoma
Weighted Avg.    1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     


=== Confusion Matrix ===

  a  b   <-- classified as
 13  0 |  a = normal
  0 29 |  b = larynx_squamous_cell_carcinoma

Time taken to perform cross-validation: 0.85 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          39               92.8571 %
Incorrectly Classified Instances         3                7.1429 %
Kappa statistic                          0.8293
Mean absolute error                      0.0714
Root mean squared error                  0.2673
Relative absolute error                 16.4835 %
Root relative squared error             57.6142 %
Total Number of Instances               42     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,846    0,034    0,917      0,846    0,880      0,831    0,906     0,823     normal
                 0,966    0,154    0,933      0,966    0,949      0,831    0,906     0,925     larynx_squamous_cell_carcinoma
Weighted Avg.    0,929    0,117    0,928      0,929    0,928      0,831    0,906     0,893     


=== Confusion Matrix ===

  a  b   <-- classified as
 11  2 |  a = normal
  1 28 |  b = larynx_squamous_cell_carcinoma