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

ZeroR predicts class value: normal

Time taken to build model: 0.01 seconds

Time taken to test model on training data: 0.18 seconds

=== Error on training data ===

Correctly Classified Instances           8               33.3333 %
Incorrectly Classified Instances        16               66.6667 %
Kappa statistic                          0     
Mean absolute error                      0.4444
Root mean squared error                  0.4714
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances               24     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 1,000    1,000    0,333      1,000    0,500      ?        0,500     0,333     normal
                 0,000    0,000    ?          0,000    ?          ?        0,500     0,333     low_grade_papillary_urothelial_carcinoma
                 0,000    0,000    ?          0,000    ?          ?        0,500     0,333     high_grade_papillary_urothelial_carcinoma
Weighted Avg.    0,333    0,333    ?          0,333    ?          ?        0,500     0,333     


=== Confusion Matrix ===

 a b c   <-- classified as
 8 0 0 | a = normal
 8 0 0 | b = low_grade_papillary_urothelial_carcinoma
 8 0 0 | c = high_grade_papillary_urothelial_carcinoma

Time taken to perform cross-validation: 0.23 seconds


=== Stratified cross-validation ===

Correctly Classified Instances           6               25      %
Incorrectly Classified Instances        18               75      %
Kappa statistic                         -0.125 
Mean absolute error                      0.4474
Root mean squared error                  0.4751
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances               24     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,250    0,375    0,250      0,250    0,250      -0,125   0,438     0,313     normal
                 0,250    0,375    0,250      0,250    0,250      -0,125   0,438     0,313     low_grade_papillary_urothelial_carcinoma
                 0,250    0,375    0,250      0,250    0,250      -0,125   0,438     0,313     high_grade_papillary_urothelial_carcinoma
Weighted Avg.    0,250    0,375    0,250      0,250    0,250      -0,125   0,438     0,313     


=== Confusion Matrix ===

 a b c   <-- classified as
 2 3 3 | a = normal
 3 2 3 | b = low_grade_papillary_urothelial_carcinoma
 3 3 2 | c = high_grade_papillary_urothelial_carcinoma