Time taken to test model on training data: 3.01 seconds === Error on training data === Correctly Classified Instances 151 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.2222 Root mean squared error 0.3103 Relative absolute error 83.2306 % Root relative squared error 84.9969 % Total Number of Instances 151 === 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 basal 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 HER 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 cell_line 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 luminal_A 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 luminal_B Weighted Avg. 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 === Confusion Matrix === a b c d e f <-- classified as 41 0 0 0 0 0 | a = basal 0 30 0 0 0 0 | b = HER 0 0 14 0 0 0 | c = cell_line 0 0 0 7 0 0 | d = normal 0 0 0 0 29 0 | e = luminal_A 0 0 0 0 0 30 | f = luminal_B Time taken to perform cross-validation: 6.54 seconds === Stratified cross-validation === Correctly Classified Instances 142 94.0397 % Incorrectly Classified Instances 9 5.9603 % Kappa statistic 0.9255 Mean absolute error 0.2235 Root mean squared error 0.3124 Relative absolute error 83.6469 % Root relative squared error 85.5554 % Total Number of Instances 151 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,927 0,009 0,974 0,927 0,950 0,933 0,985 0,944 basal 0,967 0,025 0,906 0,967 0,935 0,920 0,981 0,889 HER 1,000 0,000 1,000 1,000 1,000 1,000 1,000 1,000 cell_line 0,857 0,000 1,000 0,857 0,923 0,923 1,000 1,000 normal 0,931 0,025 0,900 0,931 0,915 0,895 0,978 0,870 luminal_A 0,933 0,017 0,933 0,933 0,933 0,917 0,980 0,899 luminal_B Weighted Avg. 0,940 0,015 0,942 0,940 0,941 0,925 0,984 0,918 === Confusion Matrix === a b c d e f <-- classified as 38 3 0 0 0 0 | a = basal 1 29 0 0 0 0 | b = HER 0 0 14 0 0 0 | c = cell_line 0 0 0 6 1 0 | d = normal 0 0 0 0 27 2 | e = luminal_A 0 0 0 0 2 28 | f = luminal_B