Time taken to test model on training data: 1.21 seconds === Error on training data === Correctly Classified Instances 85 100 % 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 85 === 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 tumoral_urothelia 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 normal_urothelia Weighted Avg. 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 === Confusion Matrix === a b <-- classified as 48 0 | a = tumoral_urothelia 0 37 | b = normal_urothelia Time taken to perform cross-validation: 2.44 seconds === Stratified cross-validation === Correctly Classified Instances 54 63.5294 % Incorrectly Classified Instances 31 36.4706 % Kappa statistic 0.2465 Mean absolute error 0.3647 Root mean squared error 0.6039 Relative absolute error 74.1298 % Root relative squared error 121.7786 % Total Number of Instances 85 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,729 0,486 0,660 0,729 0,693 0,248 0,621 0,634 tumoral_urothelia 0,514 0,271 0,594 0,514 0,551 0,248 0,621 0,517 normal_urothelia Weighted Avg. 0,635 0,393 0,631 0,635 0,631 0,248 0,621 0,583 === Confusion Matrix === a b <-- classified as 35 13 | a = tumoral_urothelia 18 19 | b = normal_urothelia