Options: -C 0.25 -M 2 

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

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

NM_001004317 <= 4.727823
|   NM_021963 <= 4.410058: JMML_LIN28_low (18.0)
|   NM_021963 > 4.410058: normal (6.0)
NM_001004317 > 4.727823: JMML_LIN28_high (21.0/1.0)

Number of Leaves  : 	3

Size of the tree : 	5


Time taken to build model: 0.79 seconds

Time taken to test model on training data: 0.54 seconds

=== Error on training data ===

Correctly Classified Instances          44               97.7778 %
Incorrectly Classified Instances         1                2.2222 %
Kappa statistic                          0.9639
Mean absolute error                      0.0212
Root mean squared error                  0.1029
Relative absolute error                  6.6714 %
Root relative squared error             26.0233 %
Total Number of Instances               45     


=== 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     JMML_LIN28_low
                 1,000    0,040    0,952      1,000    0,976      0,956    0,980     0,952     JMML_LIN28_high
                 0,000    0,000    ?          0,000    ?          ?        0,773     0,048     MML_LIN28_high
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     normal
Weighted Avg.    0,978    0,018    ?          0,978    ?          ?        0,986     0,958     


=== Confusion Matrix ===

  a  b  c  d   <-- classified as
 18  0  0  0 |  a = JMML_LIN28_low
  0 20  0  0 |  b = JMML_LIN28_high
  0  1  0  0 |  c = MML_LIN28_high
  0  0  0  6 |  d = normal

Time taken to perform cross-validation: 1.64 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          32               71.1111 %
Incorrectly Classified Instances        13               28.8889 %
Kappa statistic                          0.5248
Mean absolute error                      0.1556
Root mean squared error                  0.3811
Relative absolute error                 48.621  %
Root relative squared error             96.1762 %
Total Number of Instances               45     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,667    0,222    0,667      0,667    0,667      0,444    0,722     0,578     JMML_LIN28_low
                 1,000    0,080    0,909      1,000    0,952      0,915    0,932     0,861     JMML_LIN28_high
                 0,000    0,000    ?          0,000    ?          ?        0,341     0,022     MML_LIN28_high
                 0,000    0,128    0,000      0,000    0,000      -0,139   0,436     0,133     normal
Weighted Avg.    0,711    0,142    ?          0,711    ?          ?        0,769     0,632     


=== Confusion Matrix ===

  a  b  c  d   <-- classified as
 12  1  0  5 |  a = JMML_LIN28_low
  0 20  0  0 |  b = JMML_LIN28_high
  0  1  0  0 |  c = MML_LIN28_high
  6  0  0  0 |  d = normal