Time taken to test model on training data: 0.22 seconds

=== Error on training data ===

Correctly Classified Instances          24              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.2222
Root mean squared error                  0.2722
Relative absolute error                 50      %
Root relative squared error             57.735  %
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    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     low_grade_papillary_urothelial_carcinoma
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     high_grade_papillary_urothelial_carcinoma
Weighted Avg.    1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     


=== Confusion Matrix ===

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

Time taken to perform cross-validation: 0.52 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          19               79.1667 %
Incorrectly Classified Instances         5               20.8333 %
Kappa statistic                          0.6875
Mean absolute error                      0.2685
Root mean squared error                  0.3469
Relative absolute error                 60.0218 %
Root relative squared error             73.0188 %
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    0,000    1,000      1,000    1,000      1,000    1,000     1,000     normal
                 0,500    0,063    0,800      0,500    0,615      0,508    0,844     0,650     low_grade_papillary_urothelial_carcinoma
                 0,875    0,250    0,636      0,875    0,737      0,591    0,813     0,598     high_grade_papillary_urothelial_carcinoma
Weighted Avg.    0,792    0,104    0,812      0,792    0,784      0,700    0,885     0,749     


=== Confusion Matrix ===

 a b c   <-- classified as
 8 0 0 | a = normal
 0 4 4 | b = low_grade_papillary_urothelial_carcinoma
 0 1 7 | c = high_grade_papillary_urothelial_carcinoma