SUBJECT: 1 RUN: 0 FOLD: 0 Correctly Classified Instances 5867 97.9302 % Incorrectly Classified Instances 124 2.0698 % Kappa statistic 0.958 Mean absolute error 0.0248 Root mean squared error 0.1326 Relative absolute error 5.0318 % Root relative squared error 26.7305 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.022 0.983 0.98 0.982 0.993 yes 0.978 0.02 0.975 0.978 0.976 0.993 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3303 66 | a = yes 58 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5873 98.0304 % Incorrectly Classified Instances 118 1.9696 % Kappa statistic 0.96 Mean absolute error 0.0229 Root mean squared error 0.129 Relative absolute error 4.6585 % Root relative squared error 26.0032 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.018 0.986 0.979 0.982 0.994 yes 0.982 0.021 0.973 0.982 0.978 0.994 no Weighted Avg. 0.98 0.019 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3297 72 | a = yes 46 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5878 98.1138 % Incorrectly Classified Instances 113 1.8862 % Kappa statistic 0.9617 Mean absolute error 0.0228 Root mean squared error 0.1234 Relative absolute error 4.6337 % Root relative squared error 24.8642 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.014 0.989 0.977 0.983 0.995 yes 0.986 0.023 0.971 0.986 0.979 0.995 no Weighted Avg. 0.981 0.018 0.981 0.981 0.981 0.995 === Confusion Matrix === a b <-- classified as 3292 77 | a = yes 36 2586 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5873 98.0304 % Incorrectly Classified Instances 118 1.9696 % Kappa statistic 0.9601 Mean absolute error 0.0259 Root mean squared error 0.1309 Relative absolute error 5.2595 % Root relative squared error 26.3849 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.015 0.988 0.977 0.982 0.994 yes 0.985 0.023 0.97 0.985 0.978 0.994 no Weighted Avg. 0.98 0.019 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3290 79 | a = yes 39 2583 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5869 97.98 % Incorrectly Classified Instances 121 2.02 % Kappa statistic 0.959 Mean absolute error 0.0234 Root mean squared error 0.1314 Relative absolute error 4.7499 % Root relative squared error 26.4918 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.019 0.985 0.979 0.982 0.994 yes 0.981 0.021 0.973 0.981 0.977 0.994 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3297 72 | a = yes 49 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5860 97.8297 % Incorrectly Classified Instances 130 2.1703 % Kappa statistic 0.956 Mean absolute error 0.0262 Root mean squared error 0.1355 Relative absolute error 5.3282 % Root relative squared error 27.3122 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.017 0.986 0.975 0.981 0.992 yes 0.983 0.025 0.968 0.983 0.975 0.992 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.992 === Confusion Matrix === a b <-- classified as 3284 85 | a = yes 45 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5882 98.197 % Incorrectly Classified Instances 108 1.803 % Kappa statistic 0.9634 Mean absolute error 0.0248 Root mean squared error 0.1258 Relative absolute error 5.043 % Root relative squared error 25.3604 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.017 0.987 0.981 0.984 0.994 yes 0.983 0.019 0.976 0.983 0.979 0.994 no Weighted Avg. 0.982 0.018 0.982 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3306 63 | a = yes 45 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5881 98.1803 % Incorrectly Classified Instances 109 1.8197 % Kappa statistic 0.963 Mean absolute error 0.0227 Root mean squared error 0.1231 Relative absolute error 4.6181 % Root relative squared error 24.806 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.021 0.984 0.984 0.984 0.994 yes 0.979 0.016 0.979 0.979 0.979 0.994 no Weighted Avg. 0.982 0.019 0.982 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3314 55 | a = yes 54 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5874 98.0634 % Incorrectly Classified Instances 116 1.9366 % Kappa statistic 0.9607 Mean absolute error 0.0227 Root mean squared error 0.13 Relative absolute error 4.6164 % Root relative squared error 26.194 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.021 0.983 0.982 0.983 0.993 yes 0.979 0.018 0.977 0.979 0.978 0.993 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.993 === Confusion Matrix === a b <-- classified as 3308 60 | a = yes 56 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5885 98.2471 % Incorrectly Classified Instances 105 1.7529 % Kappa statistic 0.9644 Mean absolute error 0.0248 Root mean squared error 0.1234 Relative absolute error 5.0312 % Root relative squared error 24.8745 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.018 0.986 0.983 0.984 0.992 yes 0.982 0.017 0.978 0.982 0.98 0.992 no Weighted Avg. 0.982 0.018 0.982 0.982 0.982 0.992 === Confusion Matrix === a b <-- classified as 3310 58 | a = yes 47 2575 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5875 98.0638 % Incorrectly Classified Instances 116 1.9362 % Kappa statistic 0.9607 Mean absolute error 0.0276 Root mean squared error 0.1292 Relative absolute error 5.6072 % Root relative squared error 26.0492 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.021 0.984 0.982 0.983 0.993 yes 0.979 0.018 0.977 0.979 0.978 0.993 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.993 === Confusion Matrix === a b <-- classified as 3308 61 | a = yes 55 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5873 98.0304 % Incorrectly Classified Instances 118 1.9696 % Kappa statistic 0.96 Mean absolute error 0.0247 Root mean squared error 0.1322 Relative absolute error 5.0107 % Root relative squared error 26.6421 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.018 0.986 0.979 0.982 0.992 yes 0.982 0.021 0.973 0.982 0.978 0.992 no Weighted Avg. 0.98 0.019 0.98 0.98 0.98 0.992 === Confusion Matrix === a b <-- classified as 3297 72 | a = yes 46 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5880 98.1472 % Incorrectly Classified Instances 111 1.8528 % Kappa statistic 0.9624 Mean absolute error 0.0211 Root mean squared error 0.1294 Relative absolute error 4.2954 % Root relative squared error 26.0737 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.015 0.988 0.979 0.983 0.993 yes 0.985 0.021 0.973 0.985 0.979 0.993 no Weighted Avg. 0.981 0.018 0.982 0.981 0.981 0.993 === Confusion Matrix === a b <-- classified as 3298 71 | a = yes 40 2582 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5889 98.2974 % Incorrectly Classified Instances 102 1.7026 % Kappa statistic 0.9654 Mean absolute error 0.0212 Root mean squared error 0.1204 Relative absolute error 4.3147 % Root relative squared error 24.2667 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.022 0.983 0.987 0.985 0.995 yes 0.978 0.013 0.983 0.978 0.981 0.995 no Weighted Avg. 0.983 0.018 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3324 45 | a = yes 57 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5849 97.6461 % Incorrectly Classified Instances 141 2.3539 % Kappa statistic 0.9523 Mean absolute error 0.0304 Root mean squared error 0.1443 Relative absolute error 6.1673 % Root relative squared error 29.0957 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.018 0.986 0.972 0.979 0.992 yes 0.982 0.028 0.964 0.982 0.973 0.992 no Weighted Avg. 0.976 0.022 0.977 0.976 0.976 0.992 === Confusion Matrix === a b <-- classified as 3273 95 | a = yes 46 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5875 98.0801 % Incorrectly Classified Instances 115 1.9199 % Kappa statistic 0.9611 Mean absolute error 0.0233 Root mean squared error 0.1299 Relative absolute error 4.7403 % Root relative squared error 26.1927 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.014 0.989 0.977 0.983 0.994 yes 0.986 0.023 0.97 0.986 0.978 0.994 no Weighted Avg. 0.981 0.018 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3289 79 | a = yes 36 2586 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5876 98.0968 % Incorrectly Classified Instances 114 1.9032 % Kappa statistic 0.9614 Mean absolute error 0.0256 Root mean squared error 0.1299 Relative absolute error 5.2091 % Root relative squared error 26.1817 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.016 0.987 0.979 0.983 0.994 yes 0.984 0.021 0.973 0.984 0.978 0.994 no Weighted Avg. 0.981 0.018 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3297 72 | a = yes 42 2579 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5871 98.0134 % Incorrectly Classified Instances 119 1.9866 % Kappa statistic 0.9597 Mean absolute error 0.0245 Root mean squared error 0.1315 Relative absolute error 4.9864 % Root relative squared error 26.5004 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.02 0.984 0.98 0.982 0.993 yes 0.98 0.02 0.975 0.98 0.977 0.993 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3303 66 | a = yes 53 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5865 97.9132 % Incorrectly Classified Instances 125 2.0868 % Kappa statistic 0.9577 Mean absolute error 0.0269 Root mean squared error 0.1316 Relative absolute error 5.4682 % Root relative squared error 26.5327 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.019 0.985 0.977 0.981 0.993 yes 0.981 0.023 0.971 0.981 0.976 0.993 no Weighted Avg. 0.979 0.02 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3293 76 | a = yes 49 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5856 97.7629 % Incorrectly Classified Instances 134 2.2371 % Kappa statistic 0.9546 Mean absolute error 0.0284 Root mean squared error 0.1365 Relative absolute error 5.7635 % Root relative squared error 27.5097 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.016 0.987 0.973 0.98 0.993 yes 0.984 0.027 0.966 0.984 0.975 0.993 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3277 92 | a = yes 42 2579 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5874 98.0471 % Incorrectly Classified Instances 117 1.9529 % Kappa statistic 0.9604 Mean absolute error 0.0246 Root mean squared error 0.1286 Relative absolute error 5.0036 % Root relative squared error 25.9214 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.018 0.986 0.98 0.983 0.992 yes 0.982 0.02 0.974 0.982 0.978 0.992 no Weighted Avg. 0.98 0.019 0.981 0.98 0.98 0.992 === Confusion Matrix === a b <-- classified as 3300 69 | a = yes 48 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5857 97.7633 % Incorrectly Classified Instances 134 2.2367 % Kappa statistic 0.9545 Mean absolute error 0.0282 Root mean squared error 0.1342 Relative absolute error 5.7319 % Root relative squared error 27.0492 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.028 0.978 0.982 0.98 0.992 yes 0.972 0.018 0.977 0.972 0.974 0.992 no Weighted Avg. 0.978 0.024 0.978 0.978 0.978 0.992 === Confusion Matrix === a b <-- classified as 3309 60 | a = yes 74 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5864 97.8802 % Incorrectly Classified Instances 127 2.1198 % Kappa statistic 0.957 Mean absolute error 0.0266 Root mean squared error 0.1323 Relative absolute error 5.3958 % Root relative squared error 26.6653 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.019 0.985 0.977 0.981 0.993 yes 0.981 0.023 0.971 0.981 0.976 0.993 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3291 78 | a = yes 49 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5871 97.997 % Incorrectly Classified Instances 120 2.003 % Kappa statistic 0.9593 Mean absolute error 0.026 Root mean squared error 0.1297 Relative absolute error 5.291 % Root relative squared error 26.14 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.019 0.985 0.98 0.982 0.993 yes 0.981 0.02 0.974 0.981 0.977 0.993 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3300 69 | a = yes 51 2571 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5875 98.0801 % Incorrectly Classified Instances 115 1.9199 % Kappa statistic 0.961 Mean absolute error 0.0244 Root mean squared error 0.1268 Relative absolute error 4.9515 % Root relative squared error 25.5538 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.023 0.982 0.984 0.983 0.994 yes 0.977 0.016 0.979 0.977 0.978 0.994 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3314 55 | a = yes 60 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5871 98.0134 % Incorrectly Classified Instances 119 1.9866 % Kappa statistic 0.9597 Mean absolute error 0.0237 Root mean squared error 0.1274 Relative absolute error 4.8216 % Root relative squared error 25.672 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.019 0.985 0.98 0.982 0.995 yes 0.981 0.02 0.974 0.981 0.977 0.995 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.995 === Confusion Matrix === a b <-- classified as 3300 69 | a = yes 50 2571 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5868 97.9633 % Incorrectly Classified Instances 122 2.0367 % Kappa statistic 0.9586 Mean absolute error 0.026 Root mean squared error 0.1322 Relative absolute error 5.2751 % Root relative squared error 26.6558 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.024 0.981 0.982 0.982 0.992 yes 0.976 0.018 0.977 0.976 0.977 0.992 no Weighted Avg. 0.98 0.021 0.98 0.98 0.98 0.992 === Confusion Matrix === a b <-- classified as 3310 59 | a = yes 63 2558 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5839 97.4791 % Incorrectly Classified Instances 151 2.5209 % Kappa statistic 0.949 Mean absolute error 0.0314 Root mean squared error 0.1436 Relative absolute error 6.384 % Root relative squared error 28.9557 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.964 0.012 0.991 0.964 0.977 0.992 yes 0.988 0.036 0.956 0.988 0.972 0.992 no Weighted Avg. 0.975 0.022 0.975 0.975 0.975 0.992 === Confusion Matrix === a b <-- classified as 3249 120 | a = yes 31 2590 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5895 98.414 % Incorrectly Classified Instances 95 1.586 % Kappa statistic 0.9678 Mean absolute error 0.0202 Root mean squared error 0.1153 Relative absolute error 4.0952 % Root relative squared error 23.2421 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.014 0.989 0.982 0.986 0.996 yes 0.986 0.018 0.978 0.986 0.982 0.996 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3309 59 | a = yes 36 2586 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5876 98.0968 % Incorrectly Classified Instances 114 1.9032 % Kappa statistic 0.9613 Mean absolute error 0.0221 Root mean squared error 0.1256 Relative absolute error 4.4852 % Root relative squared error 25.3198 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.022 0.983 0.983 0.983 0.994 yes 0.978 0.017 0.978 0.978 0.978 0.994 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3311 57 | a = yes 57 2565 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5884 98.214 % Incorrectly Classified Instances 107 1.786 % Kappa statistic 0.9637 Mean absolute error 0.0252 Root mean squared error 0.1202 Relative absolute error 5.1208 % Root relative squared error 24.2261 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.021 0.984 0.985 0.984 0.995 yes 0.979 0.015 0.98 0.979 0.98 0.995 no Weighted Avg. 0.982 0.019 0.982 0.982 0.982 0.995 === Confusion Matrix === a b <-- classified as 3317 52 | a = yes 55 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5879 98.1305 % Incorrectly Classified Instances 112 1.8695 % Kappa statistic 0.962 Mean absolute error 0.0214 Root mean squared error 0.1225 Relative absolute error 4.3542 % Root relative squared error 24.6876 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.018 0.986 0.981 0.983 0.995 yes 0.982 0.019 0.975 0.982 0.979 0.995 no Weighted Avg. 0.981 0.019 0.981 0.981 0.981 0.995 === Confusion Matrix === a b <-- classified as 3304 65 | a = yes 47 2575 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5880 98.1472 % Incorrectly Classified Instances 111 1.8528 % Kappa statistic 0.9624 Mean absolute error 0.0238 Root mean squared error 0.1254 Relative absolute error 4.8409 % Root relative squared error 25.2869 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.02 0.984 0.983 0.984 0.994 yes 0.98 0.017 0.978 0.98 0.979 0.994 no Weighted Avg. 0.981 0.019 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3311 58 | a = yes 53 2569 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5877 98.0971 % Incorrectly Classified Instances 114 1.9029 % Kappa statistic 0.9613 Mean absolute error 0.0243 Root mean squared error 0.132 Relative absolute error 4.9439 % Root relative squared error 26.6157 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.021 0.984 0.982 0.983 0.994 yes 0.979 0.018 0.978 0.979 0.978 0.994 no Weighted Avg. 0.981 0.019 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3310 59 | a = yes 55 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5883 98.2137 % Incorrectly Classified Instances 107 1.7863 % Kappa statistic 0.9637 Mean absolute error 0.0214 Root mean squared error 0.1256 Relative absolute error 4.3431 % Root relative squared error 25.3082 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.019 0.985 0.983 0.984 0.994 yes 0.981 0.017 0.978 0.981 0.98 0.994 no Weighted Avg. 0.982 0.018 0.982 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3310 58 | a = yes 49 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5880 98.1636 % Incorrectly Classified Instances 110 1.8364 % Kappa statistic 0.9627 Mean absolute error 0.0224 Root mean squared error 0.1242 Relative absolute error 4.5499 % Root relative squared error 25.0416 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.023 0.982 0.985 0.984 0.992 yes 0.977 0.015 0.981 0.977 0.979 0.992 no Weighted Avg. 0.982 0.019 0.982 0.982 0.982 0.992 === Confusion Matrix === a b <-- classified as 3318 50 | a = yes 60 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5855 97.7462 % Incorrectly Classified Instances 135 2.2538 % Kappa statistic 0.9542 Mean absolute error 0.0248 Root mean squared error 0.1389 Relative absolute error 5.0378 % Root relative squared error 28.0037 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.027 0.979 0.981 0.98 0.994 yes 0.973 0.019 0.976 0.973 0.974 0.994 no Weighted Avg. 0.977 0.024 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3306 63 | a = yes 72 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5854 97.7295 % Incorrectly Classified Instances 136 2.2705 % Kappa statistic 0.9538 Mean absolute error 0.0257 Root mean squared error 0.1399 Relative absolute error 5.215 % Root relative squared error 28.2023 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.029 0.977 0.982 0.98 0.99 yes 0.971 0.018 0.977 0.971 0.974 0.99 no Weighted Avg. 0.977 0.024 0.977 0.977 0.977 0.99 === Confusion Matrix === a b <-- classified as 3310 59 | a = yes 77 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5874 98.0634 % Incorrectly Classified Instances 116 1.9366 % Kappa statistic 0.9607 Mean absolute error 0.0233 Root mean squared error 0.131 Relative absolute error 4.7437 % Root relative squared error 26.3992 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.022 0.983 0.983 0.983 0.992 yes 0.978 0.017 0.978 0.978 0.978 0.992 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.992 === Confusion Matrix === a b <-- classified as 3311 58 | a = yes 58 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5888 98.2972 % Incorrectly Classified Instances 102 1.7028 % Kappa statistic 0.9654 Mean absolute error 0.0204 Root mean squared error 0.1178 Relative absolute error 4.1463 % Root relative squared error 23.752 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.022 0.983 0.987 0.985 0.995 yes 0.978 0.013 0.983 0.978 0.98 0.995 no Weighted Avg. 0.983 0.018 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3325 44 | a = yes 58 2563 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5875 98.0638 % Incorrectly Classified Instances 116 1.9362 % Kappa statistic 0.9607 Mean absolute error 0.0237 Root mean squared error 0.126 Relative absolute error 4.8182 % Root relative squared error 25.4034 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.021 0.984 0.982 0.983 0.993 yes 0.979 0.018 0.976 0.979 0.978 0.993 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.993 === Confusion Matrix === a b <-- classified as 3307 62 | a = yes 54 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5868 97.9469 % Incorrectly Classified Instances 123 2.0531 % Kappa statistic 0.9583 Mean absolute error 0.0269 Root mean squared error 0.1349 Relative absolute error 5.4574 % Root relative squared error 27.1897 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.022 0.983 0.981 0.982 0.99 yes 0.978 0.019 0.975 0.978 0.977 0.99 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.99 === Confusion Matrix === a b <-- classified as 3304 65 | a = yes 58 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5869 97.9636 % Incorrectly Classified Instances 122 2.0364 % Kappa statistic 0.9587 Mean absolute error 0.0283 Root mean squared error 0.1299 Relative absolute error 5.7457 % Root relative squared error 26.1753 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.016 0.987 0.977 0.982 0.993 yes 0.984 0.023 0.97 0.984 0.977 0.993 no Weighted Avg. 0.98 0.019 0.98 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3290 79 | a = yes 43 2579 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5887 98.2641 % Incorrectly Classified Instances 104 1.7359 % Kappa statistic 0.9648 Mean absolute error 0.0248 Root mean squared error 0.12 Relative absolute error 5.0312 % Root relative squared error 24.1898 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.014 0.989 0.98 0.984 0.996 yes 0.986 0.02 0.974 0.986 0.98 0.996 no Weighted Avg. 0.983 0.017 0.983 0.983 0.983 0.996 === Confusion Matrix === a b <-- classified as 3301 68 | a = yes 36 2586 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5873 98.0467 % Incorrectly Classified Instances 117 1.9533 % Kappa statistic 0.9603 Mean absolute error 0.0235 Root mean squared error 0.1277 Relative absolute error 4.7798 % Root relative squared error 25.7358 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.02 0.985 0.981 0.983 0.993 yes 0.98 0.019 0.975 0.98 0.978 0.993 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3303 65 | a = yes 52 2570 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5855 97.7462 % Incorrectly Classified Instances 135 2.2538 % Kappa statistic 0.9542 Mean absolute error 0.0261 Root mean squared error 0.1417 Relative absolute error 5.2975 % Root relative squared error 28.5701 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.027 0.979 0.981 0.98 0.992 yes 0.973 0.019 0.976 0.973 0.974 0.992 no Weighted Avg. 0.977 0.024 0.977 0.977 0.977 0.992 === Confusion Matrix === a b <-- classified as 3305 63 | a = yes 72 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5875 98.0801 % Incorrectly Classified Instances 115 1.9199 % Kappa statistic 0.961 Mean absolute error 0.022 Root mean squared error 0.1267 Relative absolute error 4.4634 % Root relative squared error 25.5392 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.023 0.982 0.984 0.983 0.993 yes 0.977 0.016 0.979 0.977 0.978 0.993 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.993 === Confusion Matrix === a b <-- classified as 3315 54 | a = yes 61 2560 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5881 98.1803 % Incorrectly Classified Instances 109 1.8197 % Kappa statistic 0.9631 Mean absolute error 0.0224 Root mean squared error 0.127 Relative absolute error 4.5418 % Root relative squared error 25.6079 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.017 0.987 0.981 0.984 0.995 yes 0.983 0.019 0.976 0.983 0.979 0.995 no Weighted Avg. 0.982 0.018 0.982 0.982 0.982 0.995 === Confusion Matrix === a b <-- classified as 3305 64 | a = yes 45 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5880 98.1636 % Incorrectly Classified Instances 110 1.8364 % Kappa statistic 0.9627 Mean absolute error 0.0226 Root mean squared error 0.1257 Relative absolute error 4.5937 % Root relative squared error 25.3481 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.021 0.983 0.984 0.984 0.993 yes 0.979 0.016 0.979 0.979 0.979 0.993 no Weighted Avg. 0.982 0.019 0.982 0.982 0.982 0.993 === Confusion Matrix === a b <-- classified as 3315 54 | a = yes 56 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5869 97.98 % Incorrectly Classified Instances 121 2.02 % Kappa statistic 0.959 Mean absolute error 0.0254 Root mean squared error 0.1322 Relative absolute error 5.1607 % Root relative squared error 26.6392 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.021 0.984 0.98 0.982 0.993 yes 0.979 0.02 0.975 0.979 0.977 0.993 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3303 66 | a = yes 55 2566 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5891 98.3308 % Incorrectly Classified Instances 100 1.6692 % Kappa statistic 0.9661 Mean absolute error 0.0217 Root mean squared error 0.1174 Relative absolute error 4.4173 % Root relative squared error 23.6644 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.016 0.987 0.983 0.985 0.996 yes 0.984 0.017 0.978 0.984 0.981 0.996 no Weighted Avg. 0.983 0.017 0.983 0.983 0.983 0.996 === Confusion Matrix === a b <-- classified as 3312 57 | a = yes 43 2579 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5862 97.8468 % Incorrectly Classified Instances 129 2.1532 % Kappa statistic 0.9563 Mean absolute error 0.0263 Root mean squared error 0.1337 Relative absolute error 5.3413 % Root relative squared error 26.9588 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.023 0.982 0.98 0.981 0.992 yes 0.977 0.02 0.974 0.977 0.975 0.992 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.992 === Confusion Matrix === a b <-- classified as 3301 68 | a = yes 61 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5853 97.6965 % Incorrectly Classified Instances 138 2.3035 % Kappa statistic 0.9532 Mean absolute error 0.0265 Root mean squared error 0.1396 Relative absolute error 5.3927 % Root relative squared error 28.132 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.024 0.981 0.978 0.979 0.99 yes 0.976 0.022 0.972 0.976 0.974 0.99 no Weighted Avg. 0.977 0.023 0.977 0.977 0.977 0.99 === Confusion Matrix === a b <-- classified as 3294 75 | a = yes 63 2559 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5891 98.3308 % Incorrectly Classified Instances 100 1.6692 % Kappa statistic 0.9661 Mean absolute error 0.0223 Root mean squared error 0.1189 Relative absolute error 4.5212 % Root relative squared error 23.9733 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.014 0.989 0.981 0.985 0.995 yes 0.986 0.019 0.976 0.986 0.981 0.995 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3306 63 | a = yes 37 2585 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5892 98.3639 % Incorrectly Classified Instances 98 1.6361 % Kappa statistic 0.9668 Mean absolute error 0.0192 Root mean squared error 0.1178 Relative absolute error 3.896 % Root relative squared error 23.7451 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.019 0.985 0.986 0.985 0.994 yes 0.981 0.014 0.982 0.981 0.981 0.994 no Weighted Avg. 0.984 0.017 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3321 47 | a = yes 51 2571 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5885 98.2471 % Incorrectly Classified Instances 105 1.7529 % Kappa statistic 0.9644 Mean absolute error 0.0197 Root mean squared error 0.1231 Relative absolute error 4.0119 % Root relative squared error 24.8135 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.022 0.983 0.986 0.984 0.994 yes 0.978 0.014 0.982 0.978 0.98 0.994 no Weighted Avg. 0.982 0.018 0.982 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3320 48 | a = yes 57 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5858 97.7963 % Incorrectly Classified Instances 132 2.2037 % Kappa statistic 0.9553 Mean absolute error 0.0272 Root mean squared error 0.1388 Relative absolute error 5.5251 % Root relative squared error 27.9843 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.022 0.983 0.978 0.98 0.992 yes 0.978 0.022 0.972 0.978 0.975 0.992 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.992 === Confusion Matrix === a b <-- classified as 3295 74 | a = yes 58 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5876 98.0968 % Incorrectly Classified Instances 114 1.9032 % Kappa statistic 0.9613 Mean absolute error 0.0239 Root mean squared error 0.1279 Relative absolute error 4.8629 % Root relative squared error 25.7883 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.021 0.984 0.982 0.983 0.992 yes 0.979 0.018 0.977 0.979 0.978 0.992 no Weighted Avg. 0.981 0.019 0.981 0.981 0.981 0.992 === Confusion Matrix === a b <-- classified as 3309 60 | a = yes 54 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5868 97.9633 % Incorrectly Classified Instances 122 2.0367 % Kappa statistic 0.9586 Mean absolute error 0.0261 Root mean squared error 0.1331 Relative absolute error 5.3021 % Root relative squared error 26.8323 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.024 0.981 0.982 0.982 0.993 yes 0.976 0.018 0.977 0.976 0.977 0.993 no Weighted Avg. 0.98 0.021 0.98 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3310 59 | a = yes 63 2558 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5865 97.9132 % Incorrectly Classified Instances 125 2.0868 % Kappa statistic 0.9576 Mean absolute error 0.0241 Root mean squared error 0.1335 Relative absolute error 4.9005 % Root relative squared error 26.9041 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.023 0.982 0.98 0.981 0.992 yes 0.977 0.02 0.975 0.977 0.976 0.992 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.992 === Confusion Matrix === a b <-- classified as 3303 66 | a = yes 59 2562 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5892 98.3475 % Incorrectly Classified Instances 99 1.6525 % Kappa statistic 0.9664 Mean absolute error 0.0231 Root mean squared error 0.122 Relative absolute error 4.7006 % Root relative squared error 24.5943 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.02 0.984 0.986 0.985 0.994 yes 0.98 0.014 0.982 0.98 0.981 0.994 no Weighted Avg. 0.983 0.017 0.983 0.983 0.983 0.994 === Confusion Matrix === a b <-- classified as 3323 46 | a = yes 53 2569 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5870 97.9803 % Incorrectly Classified Instances 121 2.0197 % Kappa statistic 0.959 Mean absolute error 0.0239 Root mean squared error 0.1334 Relative absolute error 4.8502 % Root relative squared error 26.893 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.02 0.984 0.98 0.982 0.991 yes 0.98 0.02 0.974 0.98 0.977 0.991 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.991 === Confusion Matrix === a b <-- classified as 3301 68 | a = yes 53 2569 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5858 97.78 % Incorrectly Classified Instances 133 2.22 % Kappa statistic 0.955 Mean absolute error 0.0296 Root mean squared error 0.1371 Relative absolute error 6.0086 % Root relative squared error 27.6279 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.019 0.985 0.975 0.98 0.991 yes 0.981 0.025 0.968 0.981 0.975 0.991 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.991 === Confusion Matrix === a b <-- classified as 3285 84 | a = yes 49 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5870 97.9803 % Incorrectly Classified Instances 121 2.0197 % Kappa statistic 0.959 Mean absolute error 0.026 Root mean squared error 0.1304 Relative absolute error 5.2862 % Root relative squared error 26.2919 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.015 0.988 0.976 0.982 0.994 yes 0.985 0.024 0.969 0.985 0.977 0.994 no Weighted Avg. 0.98 0.019 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3287 82 | a = yes 39 2583 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5881 98.1803 % Incorrectly Classified Instances 109 1.8197 % Kappa statistic 0.963 Mean absolute error 0.025 Root mean squared error 0.1268 Relative absolute error 5.0715 % Root relative squared error 25.5606 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.023 0.983 0.985 0.984 0.992 yes 0.977 0.015 0.981 0.977 0.979 0.992 no Weighted Avg. 0.982 0.019 0.982 0.982 0.982 0.992 === Confusion Matrix === a b <-- classified as 3318 50 | a = yes 59 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5875 98.0801 % Incorrectly Classified Instances 115 1.9199 % Kappa statistic 0.961 Mean absolute error 0.0232 Root mean squared error 0.1264 Relative absolute error 4.7174 % Root relative squared error 25.4868 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.021 0.984 0.982 0.983 0.994 yes 0.979 0.018 0.977 0.979 0.978 0.994 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3307 61 | a = yes 54 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5870 97.9967 % Incorrectly Classified Instances 120 2.0033 % Kappa statistic 0.9593 Mean absolute error 0.0221 Root mean squared error 0.1304 Relative absolute error 4.492 % Root relative squared error 26.282 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.027 0.979 0.986 0.982 0.992 yes 0.973 0.014 0.982 0.973 0.977 0.992 no Weighted Avg. 0.98 0.022 0.98 0.98 0.98 0.992 === Confusion Matrix === a b <-- classified as 3321 48 | a = yes 72 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5891 98.3472 % Incorrectly Classified Instances 99 1.6528 % Kappa statistic 0.9664 Mean absolute error 0.0242 Root mean squared error 0.1184 Relative absolute error 4.9251 % Root relative squared error 23.8711 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.018 0.986 0.985 0.985 0.994 yes 0.982 0.015 0.98 0.982 0.981 0.994 no Weighted Avg. 0.983 0.017 0.983 0.983 0.983 0.994 === Confusion Matrix === a b <-- classified as 3317 52 | a = yes 47 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5861 97.8464 % Incorrectly Classified Instances 129 2.1536 % Kappa statistic 0.9562 Mean absolute error 0.0247 Root mean squared error 0.1336 Relative absolute error 5.0142 % Root relative squared error 26.9294 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.028 0.978 0.983 0.981 0.995 yes 0.972 0.017 0.978 0.972 0.975 0.995 no Weighted Avg. 0.978 0.023 0.978 0.978 0.978 0.995 === Confusion Matrix === a b <-- classified as 3313 56 | a = yes 73 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5873 98.0467 % Incorrectly Classified Instances 117 1.9533 % Kappa statistic 0.9604 Mean absolute error 0.0246 Root mean squared error 0.1299 Relative absolute error 4.9977 % Root relative squared error 26.193 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.017 0.987 0.979 0.983 0.993 yes 0.983 0.021 0.973 0.983 0.978 0.993 no Weighted Avg. 0.98 0.019 0.981 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3297 72 | a = yes 45 2576 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5870 97.9803 % Incorrectly Classified Instances 121 2.0197 % Kappa statistic 0.959 Mean absolute error 0.0281 Root mean squared error 0.1299 Relative absolute error 5.7081 % Root relative squared error 26.1913 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.016 0.988 0.976 0.982 0.994 yes 0.984 0.024 0.97 0.984 0.977 0.994 no Weighted Avg. 0.98 0.019 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3289 80 | a = yes 41 2581 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5884 98.214 % Incorrectly Classified Instances 107 1.786 % Kappa statistic 0.9638 Mean absolute error 0.023 Root mean squared error 0.1228 Relative absolute error 4.6778 % Root relative squared error 24.7626 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.012 0.99 0.978 0.984 0.995 yes 0.988 0.022 0.972 0.988 0.98 0.995 no Weighted Avg. 0.982 0.017 0.982 0.982 0.982 0.995 === Confusion Matrix === a b <-- classified as 3294 75 | a = yes 32 2590 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5867 97.9302 % Incorrectly Classified Instances 124 2.0698 % Kappa statistic 0.958 Mean absolute error 0.0283 Root mean squared error 0.1331 Relative absolute error 5.7478 % Root relative squared error 26.8353 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.021 0.984 0.98 0.982 0.99 yes 0.979 0.02 0.974 0.979 0.976 0.99 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.99 === Confusion Matrix === a b <-- classified as 3300 69 | a = yes 55 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5856 97.7466 % Incorrectly Classified Instances 135 2.2534 % Kappa statistic 0.9543 Mean absolute error 0.0263 Root mean squared error 0.1382 Relative absolute error 5.3425 % Root relative squared error 27.8587 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.017 0.986 0.973 0.98 0.992 yes 0.983 0.027 0.966 0.983 0.974 0.992 no Weighted Avg. 0.977 0.021 0.978 0.977 0.977 0.992 === Confusion Matrix === a b <-- classified as 3279 90 | a = yes 45 2577 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5869 97.98 % Incorrectly Classified Instances 121 2.02 % Kappa statistic 0.959 Mean absolute error 0.0278 Root mean squared error 0.1326 Relative absolute error 5.6397 % Root relative squared error 26.7201 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.018 0.986 0.978 0.982 0.991 yes 0.982 0.022 0.972 0.982 0.977 0.991 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.991 === Confusion Matrix === a b <-- classified as 3295 74 | a = yes 47 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5873 98.0467 % Incorrectly Classified Instances 117 1.9533 % Kappa statistic 0.9604 Mean absolute error 0.0265 Root mean squared error 0.1252 Relative absolute error 5.3824 % Root relative squared error 25.2316 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.018 0.986 0.98 0.983 0.995 yes 0.982 0.02 0.974 0.982 0.978 0.995 no Weighted Avg. 0.98 0.019 0.981 0.98 0.98 0.995 === Confusion Matrix === a b <-- classified as 3300 69 | a = yes 48 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5863 97.8798 % Incorrectly Classified Instances 127 2.1202 % Kappa statistic 0.9569 Mean absolute error 0.0245 Root mean squared error 0.1345 Relative absolute error 4.9676 % Root relative squared error 27.11 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.026 0.98 0.982 0.981 0.993 yes 0.974 0.018 0.977 0.974 0.976 0.993 no Weighted Avg. 0.979 0.022 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3310 59 | a = yes 68 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5869 97.98 % Incorrectly Classified Instances 121 2.02 % Kappa statistic 0.959 Mean absolute error 0.0245 Root mean squared error 0.1321 Relative absolute error 4.9775 % Root relative squared error 26.6263 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.021 0.984 0.98 0.982 0.993 yes 0.979 0.02 0.975 0.979 0.977 0.993 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3303 66 | a = yes 55 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5878 98.1302 % Incorrectly Classified Instances 112 1.8698 % Kappa statistic 0.9621 Mean absolute error 0.0264 Root mean squared error 0.1283 Relative absolute error 5.3602 % Root relative squared error 25.8589 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.017 0.987 0.98 0.983 0.993 yes 0.983 0.02 0.975 0.983 0.979 0.993 no Weighted Avg. 0.981 0.018 0.981 0.981 0.981 0.993 === Confusion Matrix === a b <-- classified as 3301 67 | a = yes 45 2577 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5879 98.1469 % Incorrectly Classified Instances 111 1.8531 % Kappa statistic 0.9624 Mean absolute error 0.025 Root mean squared error 0.127 Relative absolute error 5.078 % Root relative squared error 25.6025 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.018 0.986 0.981 0.983 0.992 yes 0.982 0.019 0.976 0.982 0.979 0.992 no Weighted Avg. 0.981 0.018 0.981 0.981 0.981 0.992 === Confusion Matrix === a b <-- classified as 3304 64 | a = yes 47 2575 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5892 98.3475 % Incorrectly Classified Instances 99 1.6525 % Kappa statistic 0.9664 Mean absolute error 0.0224 Root mean squared error 0.1187 Relative absolute error 4.5534 % Root relative squared error 23.9347 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.016 0.987 0.983 0.985 0.993 yes 0.984 0.017 0.978 0.984 0.981 0.993 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.993 === Confusion Matrix === a b <-- classified as 3312 57 | a = yes 42 2580 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5883 98.1973 % Incorrectly Classified Instances 108 1.8027 % Kappa statistic 0.9634 Mean absolute error 0.0237 Root mean squared error 0.127 Relative absolute error 4.8126 % Root relative squared error 25.6059 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.015 0.988 0.98 0.984 0.994 yes 0.985 0.02 0.974 0.985 0.98 0.994 no Weighted Avg. 0.982 0.017 0.982 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3300 69 | a = yes 39 2583 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5853 97.6965 % Incorrectly Classified Instances 138 2.3035 % Kappa statistic 0.9533 Mean absolute error 0.0264 Root mean squared error 0.1414 Relative absolute error 5.3733 % Root relative squared error 28.4936 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.014 0.989 0.97 0.979 0.993 yes 0.986 0.03 0.962 0.986 0.974 0.993 no Weighted Avg. 0.977 0.021 0.977 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3267 102 | a = yes 36 2586 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5869 97.9636 % Incorrectly Classified Instances 122 2.0364 % Kappa statistic 0.9587 Mean absolute error 0.0256 Root mean squared error 0.1343 Relative absolute error 5.2058 % Root relative squared error 27.0665 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.019 0.985 0.978 0.982 0.991 yes 0.981 0.022 0.972 0.981 0.977 0.991 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.991 === Confusion Matrix === a b <-- classified as 3296 73 | a = yes 49 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5876 98.0968 % Incorrectly Classified Instances 114 1.9032 % Kappa statistic 0.9613 Mean absolute error 0.0236 Root mean squared error 0.1262 Relative absolute error 4.7948 % Root relative squared error 25.4292 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.021 0.983 0.983 0.983 0.995 yes 0.979 0.017 0.978 0.979 0.978 0.995 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.995 === Confusion Matrix === a b <-- classified as 3310 58 | a = yes 56 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5871 98.0134 % Incorrectly Classified Instances 119 1.9866 % Kappa statistic 0.9596 Mean absolute error 0.0227 Root mean squared error 0.1307 Relative absolute error 4.6196 % Root relative squared error 26.3512 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.027 0.979 0.986 0.982 0.994 yes 0.973 0.014 0.982 0.973 0.977 0.994 no Weighted Avg. 0.98 0.021 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3320 48 | a = yes 71 2551 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5867 97.9466 % Incorrectly Classified Instances 123 2.0534 % Kappa statistic 0.9582 Mean absolute error 0.0262 Root mean squared error 0.1326 Relative absolute error 5.3249 % Root relative squared error 26.7209 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.031 0.976 0.988 0.982 0.993 yes 0.969 0.012 0.984 0.969 0.976 0.993 no Weighted Avg. 0.979 0.023 0.98 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3328 41 | a = yes 82 2539 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5873 98.0467 % Incorrectly Classified Instances 117 1.9533 % Kappa statistic 0.9603 Mean absolute error 0.023 Root mean squared error 0.1292 Relative absolute error 4.6727 % Root relative squared error 26.0482 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.022 0.983 0.982 0.983 0.992 yes 0.978 0.018 0.977 0.978 0.978 0.992 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.992 === Confusion Matrix === a b <-- classified as 3310 59 | a = yes 58 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5835 97.4124 % Incorrectly Classified Instances 155 2.5876 % Kappa statistic 0.9473 Mean absolute error 0.0327 Root mean squared error 0.1482 Relative absolute error 6.6439 % Root relative squared error 29.868 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.042 0.968 0.987 0.977 0.993 yes 0.958 0.013 0.982 0.958 0.97 0.993 no Weighted Avg. 0.974 0.029 0.974 0.974 0.974 0.993 === Confusion Matrix === a b <-- classified as 3324 45 | a = yes 110 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5886 98.2638 % Incorrectly Classified Instances 104 1.7362 % Kappa statistic 0.9647 Mean absolute error 0.0199 Root mean squared error 0.1236 Relative absolute error 4.0495 % Root relative squared error 24.9101 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.024 0.982 0.988 0.985 0.995 yes 0.976 0.012 0.984 0.976 0.98 0.995 no Weighted Avg. 0.983 0.019 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3327 42 | a = yes 62 2559 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5871 97.997 % Incorrectly Classified Instances 120 2.003 % Kappa statistic 0.9593 Mean absolute error 0.0241 Root mean squared error 0.1333 Relative absolute error 4.8949 % Root relative squared error 26.8647 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.022 0.983 0.982 0.982 0.992 yes 0.978 0.018 0.976 0.978 0.977 0.992 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.992 === Confusion Matrix === a b <-- classified as 3307 62 | a = yes 58 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5882 98.1806 % Incorrectly Classified Instances 109 1.8194 % Kappa statistic 0.9631 Mean absolute error 0.0224 Root mean squared error 0.1249 Relative absolute error 4.5519 % Root relative squared error 25.1755 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.018 0.986 0.982 0.984 0.995 yes 0.982 0.018 0.977 0.982 0.979 0.995 no Weighted Avg. 0.982 0.018 0.982 0.982 0.982 0.995 === Confusion Matrix === a b <-- classified as 3308 61 | a = yes 48 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5878 98.1138 % Incorrectly Classified Instances 113 1.8862 % Kappa statistic 0.9617 Mean absolute error 0.0227 Root mean squared error 0.1251 Relative absolute error 4.6189 % Root relative squared error 25.2179 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.023 0.982 0.984 0.983 0.994 yes 0.977 0.016 0.98 0.977 0.978 0.994 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3316 53 | a = yes 60 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5879 98.1305 % Incorrectly Classified Instances 112 1.8695 % Kappa statistic 0.9621 Mean absolute error 0.0242 Root mean squared error 0.1264 Relative absolute error 4.9205 % Root relative squared error 25.4755 % Total Number of Instances 5991 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.014 0.989 0.978 0.983 0.993 yes 0.986 0.022 0.972 0.986 0.979 0.993 no Weighted Avg. 0.981 0.018 0.981 0.981 0.981 0.993 === Confusion Matrix === a b <-- classified as 3295 74 | a = yes 38 2584 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5869 97.98 % Incorrectly Classified Instances 121 2.02 % Kappa statistic 0.959 Mean absolute error 0.0255 Root mean squared error 0.1329 Relative absolute error 5.1783 % Root relative squared error 26.7909 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.018 0.986 0.978 0.982 0.991 yes 0.982 0.022 0.972 0.982 0.977 0.991 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.991 === Confusion Matrix === a b <-- classified as 3296 73 | a = yes 48 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5864 97.8965 % Incorrectly Classified Instances 126 2.1035 % Kappa statistic 0.9573 Mean absolute error 0.0244 Root mean squared error 0.1333 Relative absolute error 4.9488 % Root relative squared error 26.8692 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.018 0.986 0.977 0.981 0.99 yes 0.982 0.023 0.971 0.982 0.976 0.99 no Weighted Avg. 0.979 0.02 0.979 0.979 0.979 0.99 === Confusion Matrix === a b <-- classified as 3291 78 | a = yes 48 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5867 97.9466 % Incorrectly Classified Instances 123 2.0534 % Kappa statistic 0.9584 Mean absolute error 0.0277 Root mean squared error 0.1323 Relative absolute error 5.6376 % Root relative squared error 26.6662 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.016 0.988 0.976 0.982 0.992 yes 0.984 0.024 0.969 0.984 0.977 0.992 no Weighted Avg. 0.979 0.019 0.98 0.979 0.979 0.992 === Confusion Matrix === a b <-- classified as 3287 82 | a = yes 41 2580 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5863 97.8798 % Incorrectly Classified Instances 127 2.1202 % Kappa statistic 0.957 Mean absolute error 0.0306 Root mean squared error 0.1339 Relative absolute error 6.2259 % Root relative squared error 26.9972 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.011 0.991 0.971 0.981 0.993 yes 0.989 0.029 0.964 0.989 0.976 0.993 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3272 97 | a = yes 30 2591 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5879 98.1469 % Incorrectly Classified Instances 111 1.8531 % Kappa statistic 0.9624 Mean absolute error 0.0262 Root mean squared error 0.1304 Relative absolute error 5.3253 % Root relative squared error 26.2798 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.016 0.987 0.98 0.983 0.994 yes 0.984 0.02 0.974 0.984 0.979 0.994 no Weighted Avg. 0.981 0.018 0.982 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3299 69 | a = yes 42 2580 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5860 97.8297 % Incorrectly Classified Instances 130 2.1703 % Kappa statistic 0.956 Mean absolute error 0.026 Root mean squared error 0.1338 Relative absolute error 5.2845 % Root relative squared error 26.9789 % Total Number of Instances 5990 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.013 0.989 0.972 0.981 0.994 yes 0.987 0.028 0.965 0.987 0.975 0.994 no Weighted Avg. 0.978 0.02 0.979 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3273 95 | a = yes 35 2587 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 2 RUN: 0 FOLD: 0 Correctly Classified Instances 5466 99.3999 % Incorrectly Classified Instances 33 0.6001 % Kappa statistic 0.9879 Mean absolute error 0.007 Root mean squared error 0.0736 Relative absolute error 1.4024 % Root relative squared error 14.7679 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.003 0.997 0.992 0.994 0.998 yes 0.997 0.008 0.99 0.997 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2956 25 | a = yes 8 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5464 99.3635 % Incorrectly Classified Instances 35 0.6365 % Kappa statistic 0.9872 Mean absolute error 0.0067 Root mean squared error 0.0754 Relative absolute error 1.3474 % Root relative squared error 15.134 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.004 0.997 0.992 0.994 0.998 yes 0.996 0.008 0.99 0.996 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2956 25 | a = yes 10 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5473 99.5272 % Incorrectly Classified Instances 26 0.4728 % Kappa statistic 0.9905 Mean absolute error 0.0052 Root mean squared error 0.0657 Relative absolute error 1.0464 % Root relative squared error 13.1944 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.003 0.997 0.994 0.996 0.999 yes 0.997 0.006 0.993 0.997 0.995 0.999 no Weighted Avg. 0.995 0.004 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2963 18 | a = yes 8 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5475 99.5636 % Incorrectly Classified Instances 24 0.4364 % Kappa statistic 0.9912 Mean absolute error 0.0056 Root mean squared error 0.0665 Relative absolute error 1.1357 % Root relative squared error 13.3511 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.004 0.997 0.995 0.996 0.998 yes 0.996 0.005 0.994 0.996 0.995 0.998 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.998 === Confusion Matrix === a b <-- classified as 2966 15 | a = yes 9 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5471 99.4908 % Incorrectly Classified Instances 28 0.5092 % Kappa statistic 0.9897 Mean absolute error 0.0061 Root mean squared error 0.0671 Relative absolute error 1.221 % Root relative squared error 13.4736 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.006 0.995 0.995 0.995 0.998 yes 0.994 0.005 0.994 0.994 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2967 14 | a = yes 14 2504 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5468 99.4543 % Incorrectly Classified Instances 30 0.5457 % Kappa statistic 0.989 Mean absolute error 0.006 Root mean squared error 0.069 Relative absolute error 1.2019 % Root relative squared error 13.8404 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.003 0.997 0.993 0.995 0.998 yes 0.997 0.007 0.991 0.997 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2959 22 | a = yes 8 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5472 99.5271 % Incorrectly Classified Instances 26 0.4729 % Kappa statistic 0.9905 Mean absolute error 0.005 Root mean squared error 0.0654 Relative absolute error 1.0137 % Root relative squared error 13.1175 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.003 0.997 0.994 0.996 0.998 yes 0.997 0.006 0.993 0.997 0.995 0.998 no Weighted Avg. 0.995 0.004 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2963 18 | a = yes 8 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5466 99.418 % Incorrectly Classified Instances 32 0.582 % Kappa statistic 0.9883 Mean absolute error 0.0065 Root mean squared error 0.0726 Relative absolute error 1.3194 % Root relative squared error 14.5639 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.006 0.995 0.995 0.995 0.997 yes 0.994 0.005 0.994 0.994 0.994 0.997 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.997 === Confusion Matrix === a b <-- classified as 2965 16 | a = yes 16 2501 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5463 99.3634 % Incorrectly Classified Instances 35 0.6366 % Kappa statistic 0.9872 Mean absolute error 0.0068 Root mean squared error 0.0736 Relative absolute error 1.3773 % Root relative squared error 14.7772 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.009 0.992 0.996 0.994 0.999 yes 0.991 0.004 0.995 0.991 0.993 0.999 no Weighted Avg. 0.994 0.007 0.994 0.994 0.994 0.999 === Confusion Matrix === a b <-- classified as 2969 12 | a = yes 23 2494 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5465 99.3998 % Incorrectly Classified Instances 33 0.6002 % Kappa statistic 0.9879 Mean absolute error 0.0065 Root mean squared error 0.0747 Relative absolute error 1.2992 % Root relative squared error 14.9996 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.006 0.995 0.994 0.994 0.998 yes 0.994 0.006 0.993 0.994 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2962 18 | a = yes 15 2503 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5468 99.4363 % Incorrectly Classified Instances 31 0.5637 % Kappa statistic 0.9886 Mean absolute error 0.0065 Root mean squared error 0.0712 Relative absolute error 1.3068 % Root relative squared error 14.2949 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.004 0.997 0.993 0.995 0.998 yes 0.996 0.007 0.991 0.996 0.994 0.998 no Weighted Avg. 0.994 0.005 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2959 22 | a = yes 9 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5469 99.4544 % Incorrectly Classified Instances 30 0.5456 % Kappa statistic 0.989 Mean absolute error 0.0068 Root mean squared error 0.0694 Relative absolute error 1.3662 % Root relative squared error 13.9256 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.005 0.996 0.994 0.995 0.999 yes 0.995 0.006 0.993 0.995 0.994 0.999 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2964 17 | a = yes 13 2505 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5476 99.5817 % Incorrectly Classified Instances 23 0.4183 % Kappa statistic 0.9916 Mean absolute error 0.0048 Root mean squared error 0.062 Relative absolute error 0.9652 % Root relative squared error 12.4425 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.004 0.997 0.995 0.996 0.999 yes 0.996 0.005 0.994 0.996 0.995 0.999 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.999 === Confusion Matrix === a b <-- classified as 2967 14 | a = yes 9 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5468 99.4363 % Incorrectly Classified Instances 31 0.5637 % Kappa statistic 0.9886 Mean absolute error 0.0059 Root mean squared error 0.0704 Relative absolute error 1.1789 % Root relative squared error 14.1345 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.006 0.995 0.995 0.995 0.999 yes 0.994 0.005 0.994 0.994 0.994 0.999 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.999 === Confusion Matrix === a b <-- classified as 2965 16 | a = yes 15 2503 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5465 99.3817 % Incorrectly Classified Instances 34 0.6183 % Kappa statistic 0.9876 Mean absolute error 0.0062 Root mean squared error 0.075 Relative absolute error 1.2569 % Root relative squared error 15.0461 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.004 0.997 0.992 0.994 0.997 yes 0.996 0.008 0.991 0.996 0.993 0.997 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.997 === Confusion Matrix === a b <-- classified as 2957 24 | a = yes 10 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5468 99.4543 % Incorrectly Classified Instances 30 0.5457 % Kappa statistic 0.989 Mean absolute error 0.007 Root mean squared error 0.0697 Relative absolute error 1.4187 % Root relative squared error 13.9969 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.002 0.998 0.992 0.995 0.997 yes 0.998 0.008 0.991 0.998 0.994 0.997 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.997 === Confusion Matrix === a b <-- classified as 2957 24 | a = yes 6 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5471 99.5089 % Incorrectly Classified Instances 27 0.4911 % Kappa statistic 0.9901 Mean absolute error 0.0073 Root mean squared error 0.0681 Relative absolute error 1.4619 % Root relative squared error 13.6687 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.005 0.996 0.995 0.995 0.998 yes 0.995 0.005 0.994 0.995 0.995 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2966 15 | a = yes 12 2505 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5470 99.4907 % Incorrectly Classified Instances 28 0.5093 % Kappa statistic 0.9897 Mean absolute error 0.0057 Root mean squared error 0.0678 Relative absolute error 1.1523 % Root relative squared error 13.6071 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.004 0.996 0.994 0.995 0.999 yes 0.996 0.006 0.993 0.996 0.994 0.999 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2964 17 | a = yes 11 2506 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5462 99.3452 % Incorrectly Classified Instances 36 0.6548 % Kappa statistic 0.9868 Mean absolute error 0.0072 Root mean squared error 0.0766 Relative absolute error 1.4537 % Root relative squared error 15.3676 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.004 0.996 0.992 0.994 0.997 yes 0.996 0.008 0.99 0.996 0.993 0.997 no Weighted Avg. 0.993 0.006 0.993 0.993 0.993 0.997 === Confusion Matrix === a b <-- classified as 2956 25 | a = yes 11 2506 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5465 99.3998 % Incorrectly Classified Instances 33 0.6002 % Kappa statistic 0.9879 Mean absolute error 0.0063 Root mean squared error 0.0721 Relative absolute error 1.2717 % Root relative squared error 14.4777 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.006 0.995 0.994 0.994 0.998 yes 0.994 0.006 0.993 0.994 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2963 17 | a = yes 16 2502 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5474 99.5454 % Incorrectly Classified Instances 25 0.4546 % Kappa statistic 0.9908 Mean absolute error 0.0051 Root mean squared error 0.0633 Relative absolute error 1.0183 % Root relative squared error 12.7125 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.003 0.997 0.994 0.996 0.999 yes 0.997 0.006 0.993 0.997 0.995 0.999 no Weighted Avg. 0.995 0.004 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2964 17 | a = yes 8 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5473 99.5272 % Incorrectly Classified Instances 26 0.4728 % Kappa statistic 0.9905 Mean absolute error 0.0073 Root mean squared error 0.0663 Relative absolute error 1.4768 % Root relative squared error 13.3057 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.002 0.998 0.993 0.996 0.998 yes 0.998 0.007 0.992 0.998 0.995 0.998 no Weighted Avg. 0.995 0.004 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2961 20 | a = yes 6 2512 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5464 99.3635 % Incorrectly Classified Instances 35 0.6365 % Kappa statistic 0.9872 Mean absolute error 0.0067 Root mean squared error 0.0773 Relative absolute error 1.3526 % Root relative squared error 15.5126 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.003 0.997 0.991 0.994 0.998 yes 0.997 0.009 0.989 0.997 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2954 27 | a = yes 8 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5470 99.4726 % Incorrectly Classified Instances 29 0.5274 % Kappa statistic 0.9894 Mean absolute error 0.0056 Root mean squared error 0.0676 Relative absolute error 1.1366 % Root relative squared error 13.5722 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.006 0.995 0.996 0.995 0.999 yes 0.994 0.004 0.995 0.994 0.994 0.999 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2968 13 | a = yes 16 2502 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5468 99.4363 % Incorrectly Classified Instances 31 0.5637 % Kappa statistic 0.9886 Mean absolute error 0.006 Root mean squared error 0.0733 Relative absolute error 1.211 % Root relative squared error 14.7029 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.005 0.996 0.994 0.995 0.998 yes 0.995 0.006 0.993 0.995 0.994 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2963 18 | a = yes 13 2505 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5471 99.5089 % Incorrectly Classified Instances 27 0.4911 % Kappa statistic 0.9901 Mean absolute error 0.0051 Root mean squared error 0.0666 Relative absolute error 1.0328 % Root relative squared error 13.3638 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.006 0.995 0.996 0.995 0.999 yes 0.994 0.004 0.996 0.994 0.995 0.999 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2970 11 | a = yes 16 2501 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5463 99.3634 % Incorrectly Classified Instances 35 0.6366 % Kappa statistic 0.9872 Mean absolute error 0.0066 Root mean squared error 0.0768 Relative absolute error 1.3225 % Root relative squared error 15.4097 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.004 0.996 0.992 0.994 0.998 yes 0.996 0.008 0.991 0.996 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2957 24 | a = yes 11 2506 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5469 99.4725 % Incorrectly Classified Instances 29 0.5275 % Kappa statistic 0.9894 Mean absolute error 0.0059 Root mean squared error 0.0701 Relative absolute error 1.1829 % Root relative squared error 14.0675 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.005 0.996 0.994 0.995 0.999 yes 0.995 0.006 0.993 0.995 0.994 0.999 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2964 17 | a = yes 12 2505 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5474 99.5635 % Incorrectly Classified Instances 24 0.4365 % Kappa statistic 0.9912 Mean absolute error 0.0048 Root mean squared error 0.0639 Relative absolute error 0.9748 % Root relative squared error 12.8191 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.003 0.997 0.995 0.996 0.997 yes 0.997 0.005 0.994 0.997 0.995 0.997 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.997 === Confusion Matrix === a b <-- classified as 2965 16 | a = yes 8 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5469 99.4725 % Incorrectly Classified Instances 29 0.5275 % Kappa statistic 0.9894 Mean absolute error 0.0063 Root mean squared error 0.0697 Relative absolute error 1.2658 % Root relative squared error 13.9972 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.006 0.995 0.995 0.995 0.998 yes 0.994 0.005 0.994 0.994 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2965 15 | a = yes 14 2504 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5470 99.4726 % Incorrectly Classified Instances 29 0.5274 % Kappa statistic 0.9894 Mean absolute error 0.0068 Root mean squared error 0.0699 Relative absolute error 1.3776 % Root relative squared error 14.0323 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.004 0.997 0.994 0.995 0.997 yes 0.996 0.006 0.992 0.996 0.994 0.997 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.997 === Confusion Matrix === a b <-- classified as 2962 19 | a = yes 10 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5480 99.6545 % Incorrectly Classified Instances 19 0.3455 % Kappa statistic 0.993 Mean absolute error 0.0041 Root mean squared error 0.0544 Relative absolute error 0.8265 % Root relative squared error 10.9202 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.002 0.998 0.995 0.997 0.999 yes 0.998 0.005 0.994 0.998 0.996 0.999 no Weighted Avg. 0.997 0.003 0.997 0.997 0.997 0.999 === Confusion Matrix === a b <-- classified as 2967 14 | a = yes 5 2513 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5469 99.4544 % Incorrectly Classified Instances 30 0.5456 % Kappa statistic 0.989 Mean absolute error 0.0055 Root mean squared error 0.0679 Relative absolute error 1.1108 % Root relative squared error 13.6378 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.004 0.996 0.994 0.995 0.998 yes 0.996 0.006 0.992 0.996 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2962 19 | a = yes 11 2507 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5464 99.3635 % Incorrectly Classified Instances 35 0.6365 % Kappa statistic 0.9872 Mean absolute error 0.0064 Root mean squared error 0.0751 Relative absolute error 1.2957 % Root relative squared error 15.0745 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.006 0.995 0.993 0.994 0.998 yes 0.994 0.007 0.992 0.994 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2960 21 | a = yes 14 2504 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5469 99.4544 % Incorrectly Classified Instances 30 0.5456 % Kappa statistic 0.989 Mean absolute error 0.0061 Root mean squared error 0.0702 Relative absolute error 1.222 % Root relative squared error 14.0999 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.005 0.996 0.994 0.995 0.998 yes 0.995 0.006 0.993 0.995 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2964 17 | a = yes 13 2505 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5460 99.3088 % Incorrectly Classified Instances 38 0.6912 % Kappa statistic 0.9861 Mean absolute error 0.007 Root mean squared error 0.0748 Relative absolute error 1.4073 % Root relative squared error 15.0196 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.004 0.997 0.991 0.994 0.998 yes 0.996 0.009 0.989 0.996 0.992 0.998 no Weighted Avg. 0.993 0.006 0.993 0.993 0.993 0.998 === Confusion Matrix === a b <-- classified as 2953 28 | a = yes 10 2507 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5467 99.4362 % Incorrectly Classified Instances 31 0.5638 % Kappa statistic 0.9886 Mean absolute error 0.0054 Root mean squared error 0.069 Relative absolute error 1.0917 % Root relative squared error 13.8482 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.005 0.996 0.994 0.995 0.998 yes 0.995 0.006 0.992 0.995 0.994 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2962 19 | a = yes 12 2505 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5469 99.4725 % Incorrectly Classified Instances 29 0.5275 % Kappa statistic 0.9894 Mean absolute error 0.0058 Root mean squared error 0.0695 Relative absolute error 1.159 % Root relative squared error 13.9501 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.004 0.997 0.993 0.995 0.998 yes 0.996 0.007 0.992 0.996 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2961 20 | a = yes 9 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5480 99.6726 % Incorrectly Classified Instances 18 0.3274 % Kappa statistic 0.9934 Mean absolute error 0.004 Root mean squared error 0.0567 Relative absolute error 0.7969 % Root relative squared error 11.388 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.003 0.998 0.996 0.997 0.998 yes 0.997 0.004 0.996 0.997 0.996 0.998 no Weighted Avg. 0.997 0.003 0.997 0.997 0.997 0.998 === Confusion Matrix === a b <-- classified as 2970 11 | a = yes 7 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5453 99.1815 % Incorrectly Classified Instances 45 0.8185 % Kappa statistic 0.9835 Mean absolute error 0.0081 Root mean squared error 0.0824 Relative absolute error 1.6315 % Root relative squared error 16.5467 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.004 0.997 0.988 0.992 0.997 yes 0.996 0.012 0.986 0.996 0.991 0.997 no Weighted Avg. 0.992 0.007 0.992 0.992 0.992 0.997 === Confusion Matrix === a b <-- classified as 2944 36 | a = yes 9 2509 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5461 99.309 % Incorrectly Classified Instances 38 0.691 % Kappa statistic 0.9861 Mean absolute error 0.0074 Root mean squared error 0.0785 Relative absolute error 1.4887 % Root relative squared error 15.7557 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.004 0.996 0.991 0.994 0.997 yes 0.996 0.009 0.989 0.996 0.992 0.997 no Weighted Avg. 0.993 0.007 0.993 0.993 0.993 0.997 === Confusion Matrix === a b <-- classified as 2954 27 | a = yes 11 2507 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5476 99.5817 % Incorrectly Classified Instances 23 0.4183 % Kappa statistic 0.9916 Mean absolute error 0.0056 Root mean squared error 0.0643 Relative absolute error 1.1269 % Root relative squared error 12.9024 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.002 0.998 0.994 0.996 0.999 yes 0.998 0.006 0.993 0.998 0.995 0.999 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.999 === Confusion Matrix === a b <-- classified as 2964 17 | a = yes 6 2512 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5470 99.4726 % Incorrectly Classified Instances 29 0.5274 % Kappa statistic 0.9894 Mean absolute error 0.0059 Root mean squared error 0.071 Relative absolute error 1.182 % Root relative squared error 14.2599 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.004 0.997 0.993 0.995 0.998 yes 0.996 0.007 0.992 0.996 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2961 20 | a = yes 9 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5465 99.3817 % Incorrectly Classified Instances 34 0.6183 % Kappa statistic 0.9875 Mean absolute error 0.0097 Root mean squared error 0.0743 Relative absolute error 1.954 % Root relative squared error 14.9143 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.006 0.995 0.994 0.994 0.998 yes 0.994 0.006 0.992 0.994 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2962 19 | a = yes 15 2503 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5467 99.4181 % Incorrectly Classified Instances 32 0.5819 % Kappa statistic 0.9883 Mean absolute error 0.0062 Root mean squared error 0.0708 Relative absolute error 1.2558 % Root relative squared error 14.2202 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.004 0.997 0.993 0.995 0.998 yes 0.996 0.007 0.991 0.996 0.994 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2959 22 | a = yes 10 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5466 99.418 % Incorrectly Classified Instances 32 0.582 % Kappa statistic 0.9883 Mean absolute error 0.0067 Root mean squared error 0.0702 Relative absolute error 1.3511 % Root relative squared error 14.0864 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.004 0.997 0.992 0.995 0.997 yes 0.996 0.008 0.991 0.996 0.994 0.997 no Weighted Avg. 0.994 0.005 0.994 0.994 0.994 0.997 === Confusion Matrix === a b <-- classified as 2958 23 | a = yes 9 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5468 99.4543 % Incorrectly Classified Instances 30 0.5457 % Kappa statistic 0.989 Mean absolute error 0.0078 Root mean squared error 0.0703 Relative absolute error 1.581 % Root relative squared error 14.102 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.006 0.995 0.995 0.995 0.998 yes 0.994 0.005 0.994 0.994 0.994 0.998 no Weighted Avg. 0.995 0.006 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2966 15 | a = yes 15 2502 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5475 99.5817 % Incorrectly Classified Instances 23 0.4183 % Kappa statistic 0.9916 Mean absolute error 0.0048 Root mean squared error 0.0601 Relative absolute error 0.9727 % Root relative squared error 12.0625 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.004 0.996 0.996 0.996 0.998 yes 0.996 0.004 0.995 0.996 0.995 0.998 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.998 === Confusion Matrix === a b <-- classified as 2969 12 | a = yes 11 2506 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5472 99.5271 % Incorrectly Classified Instances 26 0.4729 % Kappa statistic 0.9905 Mean absolute error 0.0057 Root mean squared error 0.0647 Relative absolute error 1.1503 % Root relative squared error 12.9786 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.005 0.996 0.996 0.996 0.999 yes 0.995 0.004 0.995 0.995 0.995 0.999 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2968 13 | a = yes 13 2504 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5461 99.327 % Incorrectly Classified Instances 37 0.673 % Kappa statistic 0.9865 Mean absolute error 0.007 Root mean squared error 0.0771 Relative absolute error 1.4022 % Root relative squared error 15.4702 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.002 0.998 0.99 0.994 0.998 yes 0.998 0.01 0.988 0.998 0.993 0.998 no Weighted Avg. 0.993 0.006 0.993 0.993 0.993 0.998 === Confusion Matrix === a b <-- classified as 2949 31 | a = yes 6 2512 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5470 99.4726 % Incorrectly Classified Instances 29 0.5274 % Kappa statistic 0.9894 Mean absolute error 0.0056 Root mean squared error 0.0684 Relative absolute error 1.12 % Root relative squared error 13.7249 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.004 0.997 0.994 0.995 0.999 yes 0.996 0.006 0.992 0.996 0.994 0.999 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2962 19 | a = yes 10 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5466 99.3999 % Incorrectly Classified Instances 33 0.6001 % Kappa statistic 0.9879 Mean absolute error 0.0065 Root mean squared error 0.0698 Relative absolute error 1.3167 % Root relative squared error 14.0049 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.004 0.997 0.992 0.994 0.998 yes 0.996 0.008 0.991 0.996 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2958 23 | a = yes 10 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5470 99.4726 % Incorrectly Classified Instances 29 0.5274 % Kappa statistic 0.9894 Mean absolute error 0.0061 Root mean squared error 0.0717 Relative absolute error 1.2367 % Root relative squared error 14.3947 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.007 0.994 0.996 0.995 0.998 yes 0.993 0.004 0.996 0.993 0.994 0.998 no Weighted Avg. 0.995 0.006 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2970 11 | a = yes 18 2500 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5470 99.4726 % Incorrectly Classified Instances 29 0.5274 % Kappa statistic 0.9894 Mean absolute error 0.0064 Root mean squared error 0.07 Relative absolute error 1.2869 % Root relative squared error 14.058 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.002 0.998 0.992 0.995 0.997 yes 0.998 0.008 0.991 0.998 0.994 0.997 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.997 === Confusion Matrix === a b <-- classified as 2958 23 | a = yes 6 2512 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5465 99.3817 % Incorrectly Classified Instances 34 0.6183 % Kappa statistic 0.9875 Mean absolute error 0.0076 Root mean squared error 0.0727 Relative absolute error 1.527 % Root relative squared error 14.5892 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.009 0.993 0.996 0.994 0.998 yes 0.991 0.004 0.995 0.991 0.993 0.998 no Weighted Avg. 0.994 0.007 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2969 12 | a = yes 22 2496 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5466 99.418 % Incorrectly Classified Instances 32 0.582 % Kappa statistic 0.9883 Mean absolute error 0.0085 Root mean squared error 0.0747 Relative absolute error 1.7096 % Root relative squared error 14.9877 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.004 0.996 0.993 0.995 0.997 yes 0.996 0.007 0.992 0.996 0.994 0.997 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.997 === Confusion Matrix === a b <-- classified as 2960 21 | a = yes 11 2506 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5462 99.3452 % Incorrectly Classified Instances 36 0.6548 % Kappa statistic 0.9868 Mean absolute error 0.0067 Root mean squared error 0.0754 Relative absolute error 1.3496 % Root relative squared error 15.1376 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.006 0.995 0.993 0.994 0.998 yes 0.994 0.007 0.992 0.994 0.993 0.998 no Weighted Avg. 0.993 0.006 0.993 0.993 0.993 0.998 === Confusion Matrix === a b <-- classified as 2960 21 | a = yes 15 2502 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5473 99.5453 % Incorrectly Classified Instances 25 0.4547 % Kappa statistic 0.9908 Mean absolute error 0.007 Root mean squared error 0.063 Relative absolute error 1.4039 % Root relative squared error 12.637 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.004 0.996 0.995 0.996 0.998 yes 0.996 0.005 0.994 0.996 0.995 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2967 14 | a = yes 11 2506 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5467 99.4362 % Incorrectly Classified Instances 31 0.5638 % Kappa statistic 0.9886 Mean absolute error 0.0068 Root mean squared error 0.0699 Relative absolute error 1.3706 % Root relative squared error 14.0383 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.005 0.996 0.994 0.995 0.998 yes 0.995 0.006 0.992 0.995 0.994 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2962 19 | a = yes 12 2505 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5472 99.5271 % Incorrectly Classified Instances 26 0.4729 % Kappa statistic 0.9905 Mean absolute error 0.0054 Root mean squared error 0.0641 Relative absolute error 1.0912 % Root relative squared error 12.8702 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.004 0.997 0.995 0.996 0.998 yes 0.996 0.005 0.994 0.996 0.995 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2964 16 | a = yes 10 2508 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5462 99.3272 % Incorrectly Classified Instances 37 0.6728 % Kappa statistic 0.9864 Mean absolute error 0.0071 Root mean squared error 0.0794 Relative absolute error 1.4388 % Root relative squared error 15.9296 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.006 0.995 0.993 0.994 0.997 yes 0.994 0.007 0.991 0.994 0.993 0.997 no Weighted Avg. 0.993 0.007 0.993 0.993 0.993 0.997 === Confusion Matrix === a b <-- classified as 2959 22 | a = yes 15 2503 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5464 99.3635 % Incorrectly Classified Instances 35 0.6365 % Kappa statistic 0.9872 Mean absolute error 0.0066 Root mean squared error 0.0753 Relative absolute error 1.3316 % Root relative squared error 15.1085 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.007 0.994 0.994 0.994 0.998 yes 0.993 0.006 0.993 0.993 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2963 18 | a = yes 17 2501 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5470 99.4726 % Incorrectly Classified Instances 29 0.5274 % Kappa statistic 0.9894 Mean absolute error 0.0054 Root mean squared error 0.0653 Relative absolute error 1.0877 % Root relative squared error 13.1128 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.002 0.999 0.992 0.995 0.999 yes 0.998 0.008 0.99 0.998 0.994 0.999 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.999 === Confusion Matrix === a b <-- classified as 2956 25 | a = yes 4 2514 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5469 99.4544 % Incorrectly Classified Instances 30 0.5456 % Kappa statistic 0.989 Mean absolute error 0.0057 Root mean squared error 0.0698 Relative absolute error 1.142 % Root relative squared error 14.0143 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.004 0.997 0.993 0.995 0.998 yes 0.996 0.007 0.992 0.996 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2960 21 | a = yes 9 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5476 99.5817 % Incorrectly Classified Instances 23 0.4183 % Kappa statistic 0.9916 Mean absolute error 0.0041 Root mean squared error 0.0572 Relative absolute error 0.8341 % Root relative squared error 11.4824 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.997 0.005 0.996 0.997 0.996 0.998 yes 0.995 0.003 0.996 0.995 0.995 0.998 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.998 === Confusion Matrix === a b <-- classified as 2971 10 | a = yes 13 2505 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5462 99.3452 % Incorrectly Classified Instances 36 0.6548 % Kappa statistic 0.9868 Mean absolute error 0.0077 Root mean squared error 0.0774 Relative absolute error 1.5594 % Root relative squared error 15.5367 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.008 0.993 0.995 0.994 0.997 yes 0.992 0.005 0.994 0.992 0.993 0.997 no Weighted Avg. 0.993 0.007 0.993 0.993 0.993 0.997 === Confusion Matrix === a b <-- classified as 2964 16 | a = yes 20 2498 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5478 99.6362 % Incorrectly Classified Instances 20 0.3638 % Kappa statistic 0.9927 Mean absolute error 0.0044 Root mean squared error 0.0599 Relative absolute error 0.88 % Root relative squared error 12.0167 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.003 0.998 0.996 0.997 0.998 yes 0.997 0.004 0.995 0.997 0.996 0.998 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.998 === Confusion Matrix === a b <-- classified as 2968 13 | a = yes 7 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5472 99.5271 % Incorrectly Classified Instances 26 0.4729 % Kappa statistic 0.9905 Mean absolute error 0.006 Root mean squared error 0.0637 Relative absolute error 1.2009 % Root relative squared error 12.7884 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.003 0.998 0.994 0.996 0.998 yes 0.997 0.006 0.992 0.997 0.995 0.998 no Weighted Avg. 0.995 0.004 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2962 19 | a = yes 7 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5453 99.1815 % Incorrectly Classified Instances 45 0.8185 % Kappa statistic 0.9835 Mean absolute error 0.0084 Root mean squared error 0.0861 Relative absolute error 1.6849 % Root relative squared error 17.2779 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.003 0.998 0.987 0.992 0.997 yes 0.997 0.013 0.985 0.997 0.991 0.997 no Weighted Avg. 0.992 0.007 0.992 0.992 0.992 0.997 === Confusion Matrix === a b <-- classified as 2943 38 | a = yes 7 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5465 99.3998 % Incorrectly Classified Instances 33 0.6002 % Kappa statistic 0.9879 Mean absolute error 0.0065 Root mean squared error 0.0736 Relative absolute error 1.318 % Root relative squared error 14.7787 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.004 0.997 0.992 0.994 0.998 yes 0.996 0.008 0.991 0.996 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2958 23 | a = yes 10 2507 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5466 99.3999 % Incorrectly Classified Instances 33 0.6001 % Kappa statistic 0.9879 Mean absolute error 0.006 Root mean squared error 0.071 Relative absolute error 1.2083 % Root relative squared error 14.2464 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.007 0.994 0.995 0.994 0.998 yes 0.993 0.005 0.994 0.993 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2965 16 | a = yes 17 2501 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5468 99.4363 % Incorrectly Classified Instances 31 0.5637 % Kappa statistic 0.9886 Mean absolute error 0.0066 Root mean squared error 0.0697 Relative absolute error 1.3359 % Root relative squared error 13.9937 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.004 0.997 0.993 0.995 0.999 yes 0.996 0.007 0.992 0.996 0.994 0.999 no Weighted Avg. 0.994 0.005 0.994 0.994 0.994 0.999 === Confusion Matrix === a b <-- classified as 2960 21 | a = yes 10 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5475 99.5636 % Incorrectly Classified Instances 24 0.4364 % Kappa statistic 0.9912 Mean absolute error 0.0052 Root mean squared error 0.0627 Relative absolute error 1.0402 % Root relative squared error 12.5904 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.003 0.997 0.995 0.996 0.999 yes 0.997 0.005 0.994 0.997 0.995 0.999 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.999 === Confusion Matrix === a b <-- classified as 2965 16 | a = yes 8 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5476 99.5817 % Incorrectly Classified Instances 23 0.4183 % Kappa statistic 0.9916 Mean absolute error 0.0044 Root mean squared error 0.0615 Relative absolute error 0.8947 % Root relative squared error 12.3492 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.001 0.999 0.993 0.996 0.997 yes 0.999 0.007 0.992 0.999 0.995 0.997 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.997 === Confusion Matrix === a b <-- classified as 2960 21 | a = yes 2 2516 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5472 99.509 % Incorrectly Classified Instances 27 0.491 % Kappa statistic 0.9901 Mean absolute error 0.005 Root mean squared error 0.0646 Relative absolute error 1.0092 % Root relative squared error 12.9574 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.003 0.998 0.993 0.995 0.998 yes 0.997 0.007 0.992 0.997 0.995 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2961 20 | a = yes 7 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5470 99.4907 % Incorrectly Classified Instances 28 0.5093 % Kappa statistic 0.9897 Mean absolute error 0.0055 Root mean squared error 0.0678 Relative absolute error 1.1003 % Root relative squared error 13.6116 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.003 0.998 0.993 0.995 0.998 yes 0.997 0.007 0.992 0.997 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2959 21 | a = yes 7 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5458 99.2725 % Incorrectly Classified Instances 40 0.7275 % Kappa statistic 0.9854 Mean absolute error 0.0074 Root mean squared error 0.0811 Relative absolute error 1.4997 % Root relative squared error 16.2817 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.005 0.996 0.991 0.993 0.998 yes 0.995 0.009 0.989 0.995 0.992 0.998 no Weighted Avg. 0.993 0.007 0.993 0.993 0.993 0.998 === Confusion Matrix === a b <-- classified as 2953 28 | a = yes 12 2505 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5461 99.327 % Incorrectly Classified Instances 37 0.673 % Kappa statistic 0.9865 Mean absolute error 0.007 Root mean squared error 0.0794 Relative absolute error 1.4181 % Root relative squared error 15.9347 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.004 0.996 0.991 0.994 0.998 yes 0.996 0.009 0.99 0.996 0.993 0.998 no Weighted Avg. 0.993 0.006 0.993 0.993 0.993 0.998 === Confusion Matrix === a b <-- classified as 2955 26 | a = yes 11 2506 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5470 99.4907 % Incorrectly Classified Instances 28 0.5093 % Kappa statistic 0.9897 Mean absolute error 0.0056 Root mean squared error 0.0699 Relative absolute error 1.138 % Root relative squared error 14.0333 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.002 0.999 0.992 0.995 0.998 yes 0.998 0.008 0.991 0.998 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2957 24 | a = yes 4 2513 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5460 99.3088 % Incorrectly Classified Instances 38 0.6912 % Kappa statistic 0.9861 Mean absolute error 0.0067 Root mean squared error 0.0764 Relative absolute error 1.3417 % Root relative squared error 15.3392 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.005 0.996 0.991 0.994 0.997 yes 0.995 0.009 0.99 0.995 0.992 0.997 no Weighted Avg. 0.993 0.007 0.993 0.993 0.993 0.997 === Confusion Matrix === a b <-- classified as 2955 26 | a = yes 12 2505 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5469 99.4544 % Incorrectly Classified Instances 30 0.5456 % Kappa statistic 0.989 Mean absolute error 0.0063 Root mean squared error 0.0687 Relative absolute error 1.2747 % Root relative squared error 13.7855 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.003 0.997 0.993 0.995 0.998 yes 0.997 0.007 0.991 0.997 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2959 22 | a = yes 8 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5462 99.3272 % Incorrectly Classified Instances 37 0.6728 % Kappa statistic 0.9865 Mean absolute error 0.0064 Root mean squared error 0.0749 Relative absolute error 1.2989 % Root relative squared error 15.0328 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.003 0.997 0.99 0.994 0.998 yes 0.997 0.01 0.989 0.997 0.993 0.998 no Weighted Avg. 0.993 0.006 0.993 0.993 0.993 0.998 === Confusion Matrix === a b <-- classified as 2952 29 | a = yes 8 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5457 99.2362 % Incorrectly Classified Instances 42 0.7638 % Kappa statistic 0.9846 Mean absolute error 0.0074 Root mean squared error 0.0809 Relative absolute error 1.4852 % Root relative squared error 16.2442 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.004 0.997 0.989 0.993 0.998 yes 0.996 0.011 0.987 0.996 0.992 0.998 no Weighted Avg. 0.992 0.007 0.992 0.992 0.992 0.998 === Confusion Matrix === a b <-- classified as 2948 33 | a = yes 9 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5454 99.1817 % Incorrectly Classified Instances 45 0.8183 % Kappa statistic 0.9835 Mean absolute error 0.0087 Root mean squared error 0.0865 Relative absolute error 1.75 % Root relative squared error 17.3519 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.003 0.998 0.987 0.992 0.996 yes 0.997 0.013 0.985 0.997 0.991 0.996 no Weighted Avg. 0.992 0.007 0.992 0.992 0.992 0.996 === Confusion Matrix === a b <-- classified as 2943 38 | a = yes 7 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5472 99.509 % Incorrectly Classified Instances 27 0.491 % Kappa statistic 0.9901 Mean absolute error 0.006 Root mean squared error 0.0653 Relative absolute error 1.2041 % Root relative squared error 13.1069 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.002 0.998 0.993 0.995 0.998 yes 0.998 0.007 0.992 0.998 0.995 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2960 21 | a = yes 6 2512 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5461 99.327 % Incorrectly Classified Instances 37 0.673 % Kappa statistic 0.9865 Mean absolute error 0.0069 Root mean squared error 0.077 Relative absolute error 1.3839 % Root relative squared error 15.4476 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.004 0.997 0.991 0.994 0.998 yes 0.996 0.009 0.989 0.996 0.993 0.998 no Weighted Avg. 0.993 0.006 0.993 0.993 0.993 0.998 === Confusion Matrix === a b <-- classified as 2952 28 | a = yes 9 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5482 99.709 % Incorrectly Classified Instances 16 0.291 % Kappa statistic 0.9941 Mean absolute error 0.0038 Root mean squared error 0.0536 Relative absolute error 0.7737 % Root relative squared error 10.7661 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.996 0.002 0.999 0.996 0.997 0.999 yes 0.998 0.004 0.995 0.998 0.997 0.999 no Weighted Avg. 0.997 0.003 0.997 0.997 0.997 0.999 === Confusion Matrix === a b <-- classified as 2969 12 | a = yes 4 2513 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5465 99.3998 % Incorrectly Classified Instances 33 0.6002 % Kappa statistic 0.9879 Mean absolute error 0.0065 Root mean squared error 0.0727 Relative absolute error 1.3069 % Root relative squared error 14.5905 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.004 0.997 0.992 0.994 0.998 yes 0.996 0.008 0.991 0.996 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2957 24 | a = yes 9 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5460 99.3088 % Incorrectly Classified Instances 38 0.6912 % Kappa statistic 0.9861 Mean absolute error 0.0071 Root mean squared error 0.0761 Relative absolute error 1.4226 % Root relative squared error 15.2693 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.006 0.995 0.993 0.994 0.997 yes 0.994 0.007 0.991 0.994 0.992 0.997 no Weighted Avg. 0.993 0.007 0.993 0.993 0.993 0.997 === Confusion Matrix === a b <-- classified as 2959 22 | a = yes 16 2501 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5463 99.3634 % Incorrectly Classified Instances 35 0.6366 % Kappa statistic 0.9872 Mean absolute error 0.0068 Root mean squared error 0.0748 Relative absolute error 1.3685 % Root relative squared error 15.0131 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.008 0.993 0.995 0.994 0.998 yes 0.992 0.005 0.994 0.992 0.993 0.998 no Weighted Avg. 0.994 0.007 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2966 15 | a = yes 20 2497 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5470 99.4726 % Incorrectly Classified Instances 29 0.5274 % Kappa statistic 0.9894 Mean absolute error 0.007 Root mean squared error 0.0705 Relative absolute error 1.4024 % Root relative squared error 14.1509 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.004 0.997 0.993 0.995 0.998 yes 0.996 0.007 0.992 0.996 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2961 20 | a = yes 9 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5478 99.6181 % Incorrectly Classified Instances 21 0.3819 % Kappa statistic 0.9923 Mean absolute error 0.0042 Root mean squared error 0.0588 Relative absolute error 0.8441 % Root relative squared error 11.8024 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.002 0.998 0.995 0.996 0.998 yes 0.998 0.005 0.994 0.998 0.996 0.998 no Weighted Avg. 0.996 0.004 0.996 0.996 0.996 0.998 === Confusion Matrix === a b <-- classified as 2966 15 | a = yes 6 2512 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5462 99.3272 % Incorrectly Classified Instances 37 0.6728 % Kappa statistic 0.9864 Mean absolute error 0.0078 Root mean squared error 0.0788 Relative absolute error 1.5731 % Root relative squared error 15.8259 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.997 0.011 0.991 0.997 0.994 0.998 yes 0.989 0.003 0.996 0.989 0.993 0.998 no Weighted Avg. 0.993 0.007 0.993 0.993 0.993 0.998 === Confusion Matrix === a b <-- classified as 2972 9 | a = yes 28 2490 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5467 99.4181 % Incorrectly Classified Instances 32 0.5819 % Kappa statistic 0.9883 Mean absolute error 0.0062 Root mean squared error 0.0729 Relative absolute error 1.2574 % Root relative squared error 14.6354 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.004 0.997 0.993 0.995 0.997 yes 0.996 0.007 0.991 0.996 0.994 0.997 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.997 === Confusion Matrix === a b <-- classified as 2959 22 | a = yes 10 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5466 99.3999 % Incorrectly Classified Instances 33 0.6001 % Kappa statistic 0.9879 Mean absolute error 0.006 Root mean squared error 0.0708 Relative absolute error 1.2157 % Root relative squared error 14.211 % Total Number of Instances 5499 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.995 0.007 0.994 0.995 0.994 0.998 yes 0.993 0.005 0.994 0.993 0.993 0.998 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.998 === Confusion Matrix === a b <-- classified as 2966 15 | a = yes 18 2500 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5466 99.418 % Incorrectly Classified Instances 32 0.582 % Kappa statistic 0.9883 Mean absolute error 0.0066 Root mean squared error 0.0725 Relative absolute error 1.3307 % Root relative squared error 14.5469 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.003 0.998 0.992 0.995 0.997 yes 0.997 0.008 0.99 0.997 0.994 0.997 no Weighted Avg. 0.994 0.005 0.994 0.994 0.994 0.997 === Confusion Matrix === a b <-- classified as 2955 25 | a = yes 7 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5470 99.4907 % Incorrectly Classified Instances 28 0.5093 % Kappa statistic 0.9897 Mean absolute error 0.0054 Root mean squared error 0.0686 Relative absolute error 1.0904 % Root relative squared error 13.7735 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.004 0.997 0.994 0.995 0.998 yes 0.996 0.006 0.992 0.996 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2962 19 | a = yes 9 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5467 99.4362 % Incorrectly Classified Instances 31 0.5638 % Kappa statistic 0.9886 Mean absolute error 0.0063 Root mean squared error 0.0716 Relative absolute error 1.2754 % Root relative squared error 14.3668 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.003 0.997 0.992 0.995 0.997 yes 0.997 0.008 0.991 0.997 0.994 0.997 no Weighted Avg. 0.994 0.005 0.994 0.994 0.994 0.997 === Confusion Matrix === a b <-- classified as 2958 23 | a = yes 8 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5469 99.4725 % Incorrectly Classified Instances 29 0.5275 % Kappa statistic 0.9894 Mean absolute error 0.0065 Root mean squared error 0.0671 Relative absolute error 1.307 % Root relative squared error 13.4681 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.003 0.998 0.993 0.995 0.997 yes 0.997 0.007 0.991 0.997 0.994 0.997 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.997 === Confusion Matrix === a b <-- classified as 2959 22 | a = yes 7 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5470 99.4907 % Incorrectly Classified Instances 28 0.5093 % Kappa statistic 0.9897 Mean absolute error 0.0057 Root mean squared error 0.0686 Relative absolute error 1.1433 % Root relative squared error 13.7664 % Total Number of Instances 5498 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.004 0.997 0.994 0.995 0.998 yes 0.996 0.006 0.993 0.996 0.994 0.998 no Weighted Avg. 0.995 0.005 0.995 0.995 0.995 0.998 === Confusion Matrix === a b <-- classified as 2963 18 | a = yes 10 2507 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 3 RUN: 0 FOLD: 0 Correctly Classified Instances 5854 95.5911 % Incorrectly Classified Instances 270 4.4089 % Kappa statistic 0.9103 Mean absolute error 0.0588 Root mean squared error 0.1908 Relative absolute error 12.0864 % Root relative squared error 38.6766 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.018 0.987 0.937 0.961 0.987 yes 0.982 0.063 0.918 0.982 0.949 0.987 no Weighted Avg. 0.956 0.037 0.958 0.956 0.956 0.987 === Confusion Matrix === a b <-- classified as 3336 225 | a = yes 45 2518 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5841 95.3788 % Incorrectly Classified Instances 283 4.6212 % Kappa statistic 0.906 Mean absolute error 0.0604 Root mean squared error 0.1983 Relative absolute error 12.4022 % Root relative squared error 40.1931 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.02 0.985 0.935 0.959 0.985 yes 0.98 0.065 0.915 0.98 0.947 0.985 no Weighted Avg. 0.954 0.039 0.956 0.954 0.954 0.985 === Confusion Matrix === a b <-- classified as 3328 233 | a = yes 50 2513 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5870 95.8524 % Incorrectly Classified Instances 254 4.1476 % Kappa statistic 0.9157 Mean absolute error 0.0521 Root mean squared error 0.1943 Relative absolute error 10.7111 % Root relative squared error 39.3933 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.011 0.992 0.936 0.963 0.985 yes 0.989 0.064 0.918 0.989 0.952 0.985 no Weighted Avg. 0.959 0.033 0.961 0.959 0.959 0.985 === Confusion Matrix === a b <-- classified as 3334 227 | a = yes 27 2536 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5870 95.868 % Incorrectly Classified Instances 253 4.132 % Kappa statistic 0.916 Mean absolute error 0.0748 Root mean squared error 0.1845 Relative absolute error 15.3764 % Root relative squared error 37.4032 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.01 0.992 0.936 0.963 0.988 yes 0.99 0.064 0.918 0.99 0.953 0.988 no Weighted Avg. 0.959 0.033 0.961 0.959 0.959 0.988 === Confusion Matrix === a b <-- classified as 3333 227 | a = yes 26 2537 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5873 95.917 % Incorrectly Classified Instances 250 4.083 % Kappa statistic 0.9169 Mean absolute error 0.0762 Root mean squared error 0.1851 Relative absolute error 15.6542 % Root relative squared error 37.5167 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.942 0.016 0.988 0.942 0.964 0.987 yes 0.984 0.058 0.924 0.984 0.953 0.987 no Weighted Avg. 0.959 0.034 0.961 0.959 0.959 0.987 === Confusion Matrix === a b <-- classified as 3352 208 | a = yes 42 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5859 95.6884 % Incorrectly Classified Instances 264 4.3116 % Kappa statistic 0.9123 Mean absolute error 0.0747 Root mean squared error 0.1917 Relative absolute error 15.3396 % Root relative squared error 38.8572 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.016 0.988 0.937 0.962 0.984 yes 0.984 0.063 0.919 0.984 0.95 0.984 no Weighted Avg. 0.957 0.036 0.959 0.957 0.957 0.984 === Confusion Matrix === a b <-- classified as 3337 223 | a = yes 41 2522 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5816 94.9861 % Incorrectly Classified Instances 307 5.0139 % Kappa statistic 0.8982 Mean absolute error 0.0792 Root mean squared error 0.199 Relative absolute error 16.2774 % Root relative squared error 40.343 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.926 0.018 0.987 0.926 0.956 0.985 yes 0.982 0.074 0.906 0.982 0.943 0.985 no Weighted Avg. 0.95 0.041 0.953 0.95 0.95 0.985 === Confusion Matrix === a b <-- classified as 3298 262 | a = yes 45 2518 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5894 96.26 % Incorrectly Classified Instances 229 3.74 % Kappa statistic 0.9238 Mean absolute error 0.0661 Root mean squared error 0.1754 Relative absolute error 13.5742 % Root relative squared error 35.5544 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.945 0.013 0.99 0.945 0.967 0.989 yes 0.987 0.055 0.928 0.987 0.957 0.989 no Weighted Avg. 0.963 0.031 0.964 0.963 0.963 0.989 === Confusion Matrix === a b <-- classified as 3366 195 | a = yes 34 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5859 95.6884 % Incorrectly Classified Instances 264 4.3116 % Kappa statistic 0.9124 Mean absolute error 0.0714 Root mean squared error 0.1943 Relative absolute error 14.662 % Root relative squared error 39.3828 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.012 0.991 0.935 0.962 0.983 yes 0.988 0.065 0.916 0.988 0.95 0.983 no Weighted Avg. 0.957 0.034 0.959 0.957 0.957 0.983 === Confusion Matrix === a b <-- classified as 3328 233 | a = yes 31 2531 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5850 95.5414 % Incorrectly Classified Instances 273 4.4586 % Kappa statistic 0.9093 Mean absolute error 0.0672 Root mean squared error 0.1906 Relative absolute error 13.8124 % Root relative squared error 38.6399 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.016 0.988 0.935 0.961 0.987 yes 0.984 0.065 0.916 0.984 0.949 0.987 no Weighted Avg. 0.955 0.037 0.958 0.955 0.956 0.987 === Confusion Matrix === a b <-- classified as 3330 231 | a = yes 42 2520 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5848 95.4931 % Incorrectly Classified Instances 276 4.5069 % Kappa statistic 0.9082 Mean absolute error 0.0819 Root mean squared error 0.1927 Relative absolute error 16.8208 % Root relative squared error 39.0579 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.021 0.984 0.938 0.96 0.985 yes 0.979 0.062 0.919 0.979 0.948 0.985 no Weighted Avg. 0.955 0.038 0.957 0.955 0.955 0.985 === Confusion Matrix === a b <-- classified as 3340 221 | a = yes 55 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5868 95.8197 % Incorrectly Classified Instances 256 4.1803 % Kappa statistic 0.915 Mean absolute error 0.0794 Root mean squared error 0.1862 Relative absolute error 16.3214 % Root relative squared error 37.7522 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.012 0.991 0.937 0.963 0.988 yes 0.988 0.063 0.918 0.988 0.952 0.988 no Weighted Avg. 0.958 0.033 0.96 0.958 0.958 0.988 === Confusion Matrix === a b <-- classified as 3336 225 | a = yes 31 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5824 95.1012 % Incorrectly Classified Instances 300 4.8988 % Kappa statistic 0.9004 Mean absolute error 0.0842 Root mean squared error 0.2002 Relative absolute error 17.2987 % Root relative squared error 40.5861 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.021 0.984 0.931 0.957 0.984 yes 0.979 0.069 0.91 0.979 0.944 0.984 no Weighted Avg. 0.951 0.041 0.953 0.951 0.951 0.984 === Confusion Matrix === a b <-- classified as 3314 247 | a = yes 53 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5854 95.6067 % Incorrectly Classified Instances 269 4.3933 % Kappa statistic 0.9107 Mean absolute error 0.0677 Root mean squared error 0.1895 Relative absolute error 13.9076 % Root relative squared error 38.4106 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.015 0.988 0.935 0.961 0.986 yes 0.985 0.065 0.916 0.985 0.949 0.986 no Weighted Avg. 0.956 0.036 0.958 0.956 0.956 0.986 === Confusion Matrix === a b <-- classified as 3330 230 | a = yes 39 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5877 95.9824 % Incorrectly Classified Instances 246 4.0176 % Kappa statistic 0.9183 Mean absolute error 0.066 Root mean squared error 0.1831 Relative absolute error 13.5629 % Root relative squared error 37.1141 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.94 0.013 0.99 0.94 0.965 0.986 yes 0.987 0.06 0.922 0.987 0.954 0.986 no Weighted Avg. 0.96 0.033 0.962 0.96 0.96 0.986 === Confusion Matrix === a b <-- classified as 3347 213 | a = yes 33 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5869 95.8517 % Incorrectly Classified Instances 254 4.1483 % Kappa statistic 0.9156 Mean absolute error 0.0707 Root mean squared error 0.1869 Relative absolute error 14.535 % Root relative squared error 37.8809 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.013 0.99 0.938 0.963 0.985 yes 0.987 0.062 0.92 0.987 0.952 0.985 no Weighted Avg. 0.959 0.033 0.961 0.959 0.959 0.985 === Confusion Matrix === a b <-- classified as 3339 221 | a = yes 33 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5851 95.5577 % Incorrectly Classified Instances 272 4.4423 % Kappa statistic 0.9098 Mean absolute error 0.0815 Root mean squared error 0.191 Relative absolute error 16.735 % Root relative squared error 38.7126 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.013 0.99 0.933 0.961 0.986 yes 0.987 0.067 0.914 0.987 0.949 0.986 no Weighted Avg. 0.956 0.036 0.958 0.956 0.956 0.986 === Confusion Matrix === a b <-- classified as 3321 239 | a = yes 33 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5858 95.6721 % Incorrectly Classified Instances 265 4.3279 % Kappa statistic 0.912 Mean absolute error 0.0811 Root mean squared error 0.1905 Relative absolute error 16.6701 % Root relative squared error 38.6172 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.015 0.989 0.936 0.962 0.985 yes 0.985 0.064 0.917 0.985 0.95 0.985 no Weighted Avg. 0.957 0.035 0.959 0.957 0.957 0.985 === Confusion Matrix === a b <-- classified as 3334 227 | a = yes 38 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5888 96.162 % Incorrectly Classified Instances 235 3.838 % Kappa statistic 0.9218 Mean absolute error 0.0654 Root mean squared error 0.1783 Relative absolute error 13.4401 % Root relative squared error 36.1363 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.944 0.014 0.989 0.944 0.966 0.988 yes 0.986 0.056 0.927 0.986 0.956 0.988 no Weighted Avg. 0.962 0.032 0.963 0.962 0.962 0.988 === Confusion Matrix === a b <-- classified as 3363 198 | a = yes 37 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5833 95.2638 % Incorrectly Classified Instances 290 4.7362 % Kappa statistic 0.9037 Mean absolute error 0.0682 Root mean squared error 0.2045 Relative absolute error 14.0219 % Root relative squared error 41.4626 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.018 0.987 0.931 0.958 0.975 yes 0.982 0.069 0.911 0.982 0.946 0.975 no Weighted Avg. 0.953 0.039 0.955 0.953 0.953 0.975 === Confusion Matrix === a b <-- classified as 3316 245 | a = yes 45 2517 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5872 95.885 % Incorrectly Classified Instances 252 4.115 % Kappa statistic 0.9163 Mean absolute error 0.0743 Root mean squared error 0.1889 Relative absolute error 15.2733 % Root relative squared error 38.2865 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.012 0.991 0.938 0.964 0.981 yes 0.988 0.062 0.919 0.988 0.953 0.981 no Weighted Avg. 0.959 0.033 0.961 0.959 0.959 0.981 === Confusion Matrix === a b <-- classified as 3339 222 | a = yes 30 2533 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5846 95.4605 % Incorrectly Classified Instances 278 4.5395 % Kappa statistic 0.9076 Mean absolute error 0.0822 Root mean squared error 0.1926 Relative absolute error 16.8932 % Root relative squared error 39.0445 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.02 0.985 0.936 0.96 0.985 yes 0.98 0.064 0.917 0.98 0.948 0.985 no Weighted Avg. 0.955 0.038 0.957 0.955 0.955 0.985 === Confusion Matrix === a b <-- classified as 3333 228 | a = yes 50 2513 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5873 95.9014 % Incorrectly Classified Instances 251 4.0986 % Kappa statistic 0.9166 Mean absolute error 0.0705 Root mean squared error 0.1874 Relative absolute error 14.4754 % Root relative squared error 37.9892 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.013 0.99 0.939 0.964 0.987 yes 0.987 0.061 0.921 0.987 0.953 0.987 no Weighted Avg. 0.959 0.033 0.961 0.959 0.959 0.987 === Confusion Matrix === a b <-- classified as 3343 218 | a = yes 33 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5857 95.6557 % Incorrectly Classified Instances 266 4.3443 % Kappa statistic 0.9117 Mean absolute error 0.0621 Root mean squared error 0.1961 Relative absolute error 12.7556 % Root relative squared error 39.7549 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.013 0.99 0.935 0.962 0.983 yes 0.987 0.065 0.916 0.987 0.95 0.983 no Weighted Avg. 0.957 0.035 0.959 0.957 0.957 0.983 === Confusion Matrix === a b <-- classified as 3329 232 | a = yes 34 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5882 96.064 % Incorrectly Classified Instances 241 3.936 % Kappa statistic 0.92 Mean absolute error 0.0593 Root mean squared error 0.1823 Relative absolute error 12.1896 % Root relative squared error 36.9452 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.009 0.993 0.939 0.965 0.988 yes 0.991 0.061 0.921 0.991 0.955 0.988 no Weighted Avg. 0.961 0.031 0.963 0.961 0.961 0.988 === Confusion Matrix === a b <-- classified as 3344 217 | a = yes 24 2538 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5842 95.4107 % Incorrectly Classified Instances 281 4.5893 % Kappa statistic 0.9067 Mean absolute error 0.0662 Root mean squared error 0.1973 Relative absolute error 13.6052 % Root relative squared error 39.9917 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.019 0.986 0.935 0.959 0.984 yes 0.981 0.065 0.915 0.981 0.947 0.984 no Weighted Avg. 0.954 0.038 0.956 0.954 0.954 0.984 === Confusion Matrix === a b <-- classified as 3328 233 | a = yes 48 2514 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5847 95.4924 % Incorrectly Classified Instances 276 4.5076 % Kappa statistic 0.9083 Mean absolute error 0.0622 Root mean squared error 0.1927 Relative absolute error 12.773 % Root relative squared error 39.0707 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.019 0.986 0.936 0.96 0.986 yes 0.981 0.064 0.917 0.981 0.948 0.986 no Weighted Avg. 0.955 0.038 0.957 0.955 0.955 0.986 === Confusion Matrix === a b <-- classified as 3332 228 | a = yes 48 2515 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5854 95.6067 % Incorrectly Classified Instances 269 4.3933 % Kappa statistic 0.9107 Mean absolute error 0.0608 Root mean squared error 0.1917 Relative absolute error 12.4974 % Root relative squared error 38.8646 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.013 0.99 0.934 0.961 0.988 yes 0.987 0.066 0.915 0.987 0.95 0.988 no Weighted Avg. 0.956 0.035 0.959 0.956 0.956 0.988 === Confusion Matrix === a b <-- classified as 3325 235 | a = yes 34 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5836 95.3128 % Incorrectly Classified Instances 287 4.6872 % Kappa statistic 0.9048 Mean absolute error 0.0667 Root mean squared error 0.1959 Relative absolute error 13.6995 % Root relative squared error 39.6999 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.015 0.989 0.93 0.958 0.985 yes 0.985 0.07 0.91 0.985 0.946 0.985 no Weighted Avg. 0.953 0.038 0.956 0.953 0.953 0.985 === Confusion Matrix === a b <-- classified as 3311 249 | a = yes 38 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5881 96.0477 % Incorrectly Classified Instances 242 3.9523 % Kappa statistic 0.9196 Mean absolute error 0.0659 Root mean squared error 0.1821 Relative absolute error 13.5442 % Root relative squared error 36.9067 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.94 0.011 0.991 0.94 0.965 0.987 yes 0.989 0.06 0.922 0.989 0.954 0.987 no Weighted Avg. 0.96 0.032 0.963 0.96 0.961 0.987 === Confusion Matrix === a b <-- classified as 3347 213 | a = yes 29 2534 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5877 95.9667 % Incorrectly Classified Instances 247 4.0333 % Kappa statistic 0.918 Mean absolute error 0.0601 Root mean squared error 0.1856 Relative absolute error 12.3397 % Root relative squared error 37.6223 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.94 0.012 0.991 0.94 0.964 0.986 yes 0.988 0.06 0.922 0.988 0.953 0.986 no Weighted Avg. 0.96 0.033 0.962 0.96 0.96 0.986 === Confusion Matrix === a b <-- classified as 3346 215 | a = yes 32 2531 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5841 95.3788 % Incorrectly Classified Instances 283 4.6212 % Kappa statistic 0.906 Mean absolute error 0.0633 Root mean squared error 0.1951 Relative absolute error 13.0028 % Root relative squared error 39.5447 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.018 0.986 0.933 0.959 0.986 yes 0.982 0.067 0.914 0.982 0.947 0.986 no Weighted Avg. 0.954 0.038 0.956 0.954 0.954 0.986 === Confusion Matrix === a b <-- classified as 3324 237 | a = yes 46 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5837 95.3135 % Incorrectly Classified Instances 287 4.6865 % Kappa statistic 0.9047 Mean absolute error 0.064 Root mean squared error 0.1949 Relative absolute error 13.1492 % Root relative squared error 39.5039 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.018 0.986 0.933 0.959 0.987 yes 0.982 0.067 0.913 0.982 0.946 0.987 no Weighted Avg. 0.953 0.039 0.955 0.953 0.953 0.987 === Confusion Matrix === a b <-- classified as 3321 240 | a = yes 47 2516 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5845 95.4597 % Incorrectly Classified Instances 278 4.5403 % Kappa statistic 0.9077 Mean absolute error 0.0631 Root mean squared error 0.1949 Relative absolute error 12.9712 % Root relative squared error 39.5051 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.017 0.987 0.934 0.96 0.985 yes 0.983 0.066 0.915 0.983 0.948 0.985 no Weighted Avg. 0.955 0.037 0.957 0.955 0.955 0.985 === Confusion Matrix === a b <-- classified as 3326 234 | a = yes 44 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5876 95.966 % Incorrectly Classified Instances 247 4.034 % Kappa statistic 0.918 Mean absolute error 0.0559 Root mean squared error 0.1827 Relative absolute error 11.4921 % Root relative squared error 37.025 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.011 0.992 0.938 0.964 0.989 yes 0.989 0.062 0.92 0.989 0.954 0.989 no Weighted Avg. 0.96 0.032 0.962 0.96 0.96 0.989 === Confusion Matrix === a b <-- classified as 3341 219 | a = yes 28 2535 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5862 95.7374 % Incorrectly Classified Instances 261 4.2626 % Kappa statistic 0.9135 Mean absolute error 0.065 Root mean squared error 0.1882 Relative absolute error 13.359 % Root relative squared error 38.1425 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.009 0.993 0.933 0.962 0.986 yes 0.991 0.067 0.914 0.991 0.951 0.986 no Weighted Avg. 0.957 0.033 0.96 0.957 0.958 0.986 === Confusion Matrix === a b <-- classified as 3321 239 | a = yes 22 2541 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5875 95.9497 % Incorrectly Classified Instances 248 4.0503 % Kappa statistic 0.9177 Mean absolute error 0.0689 Root mean squared error 0.1859 Relative absolute error 14.1554 % Root relative squared error 37.6886 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.01 0.993 0.937 0.964 0.986 yes 0.99 0.063 0.919 0.99 0.953 0.986 no Weighted Avg. 0.959 0.032 0.962 0.959 0.96 0.986 === Confusion Matrix === a b <-- classified as 3337 223 | a = yes 25 2538 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5850 95.5414 % Incorrectly Classified Instances 273 4.4586 % Kappa statistic 0.9095 Mean absolute error 0.0668 Root mean squared error 0.1916 Relative absolute error 13.7257 % Root relative squared error 38.8445 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.011 0.991 0.931 0.96 0.984 yes 0.989 0.069 0.912 0.989 0.949 0.984 no Weighted Avg. 0.955 0.035 0.958 0.955 0.956 0.984 === Confusion Matrix === a b <-- classified as 3317 244 | a = yes 29 2533 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5843 95.4271 % Incorrectly Classified Instances 280 4.5729 % Kappa statistic 0.9071 Mean absolute error 0.0657 Root mean squared error 0.195 Relative absolute error 13.4971 % Root relative squared error 39.5323 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.012 0.99 0.93 0.959 0.985 yes 0.988 0.07 0.911 0.988 0.948 0.985 no Weighted Avg. 0.954 0.036 0.957 0.954 0.954 0.985 === Confusion Matrix === a b <-- classified as 3313 248 | a = yes 32 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5835 95.2964 % Incorrectly Classified Instances 288 4.7036 % Kappa statistic 0.9045 Mean absolute error 0.0665 Root mean squared error 0.1989 Relative absolute error 13.6722 % Root relative squared error 40.3275 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.012 0.991 0.928 0.958 0.985 yes 0.988 0.072 0.908 0.988 0.946 0.985 no Weighted Avg. 0.953 0.037 0.956 0.953 0.953 0.985 === Confusion Matrix === a b <-- classified as 3304 257 | a = yes 31 2531 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5840 95.3625 % Incorrectly Classified Instances 284 4.6375 % Kappa statistic 0.9057 Mean absolute error 0.0733 Root mean squared error 0.1965 Relative absolute error 15.0551 % Root relative squared error 39.8273 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.019 0.985 0.934 0.959 0.984 yes 0.981 0.066 0.915 0.981 0.947 0.984 no Weighted Avg. 0.954 0.039 0.956 0.954 0.954 0.984 === Confusion Matrix === a b <-- classified as 3326 235 | a = yes 49 2514 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5861 95.7054 % Incorrectly Classified Instances 263 4.2946 % Kappa statistic 0.9127 Mean absolute error 0.0682 Root mean squared error 0.1884 Relative absolute error 14.0145 % Root relative squared error 38.1938 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.013 0.99 0.935 0.962 0.987 yes 0.987 0.065 0.917 0.987 0.951 0.987 no Weighted Avg. 0.957 0.035 0.959 0.957 0.957 0.987 === Confusion Matrix === a b <-- classified as 3331 230 | a = yes 33 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5855 95.6074 % Incorrectly Classified Instances 269 4.3926 % Kappa statistic 0.9107 Mean absolute error 0.0747 Root mean squared error 0.19 Relative absolute error 15.3549 % Root relative squared error 38.5106 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.015 0.988 0.935 0.961 0.985 yes 0.985 0.065 0.916 0.985 0.949 0.985 no Weighted Avg. 0.956 0.036 0.958 0.956 0.956 0.985 === Confusion Matrix === a b <-- classified as 3331 230 | a = yes 39 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5867 95.819 % Incorrectly Classified Instances 256 4.181 % Kappa statistic 0.915 Mean absolute error 0.0681 Root mean squared error 0.1869 Relative absolute error 13.9851 % Root relative squared error 37.8908 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.013 0.99 0.938 0.963 0.986 yes 0.987 0.062 0.919 0.987 0.952 0.986 no Weighted Avg. 0.958 0.034 0.96 0.958 0.958 0.986 === Confusion Matrix === a b <-- classified as 3339 222 | a = yes 34 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5854 95.6067 % Incorrectly Classified Instances 269 4.3933 % Kappa statistic 0.9106 Mean absolute error 0.0641 Root mean squared error 0.1929 Relative absolute error 13.1727 % Root relative squared error 39.1024 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.017 0.987 0.937 0.961 0.985 yes 0.983 0.063 0.918 0.983 0.949 0.985 no Weighted Avg. 0.956 0.036 0.958 0.956 0.956 0.985 === Confusion Matrix === a b <-- classified as 3335 226 | a = yes 43 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5875 95.9497 % Incorrectly Classified Instances 248 4.0503 % Kappa statistic 0.9176 Mean absolute error 0.0616 Root mean squared error 0.1854 Relative absolute error 12.6539 % Root relative squared error 37.5883 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.012 0.991 0.939 0.964 0.987 yes 0.988 0.061 0.921 0.988 0.953 0.987 no Weighted Avg. 0.959 0.033 0.962 0.959 0.96 0.987 === Confusion Matrix === a b <-- classified as 3345 216 | a = yes 32 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5853 95.5904 % Incorrectly Classified Instances 270 4.4096 % Kappa statistic 0.9104 Mean absolute error 0.0664 Root mean squared error 0.1894 Relative absolute error 13.637 % Root relative squared error 38.3868 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.012 0.991 0.933 0.961 0.987 yes 0.988 0.067 0.914 0.988 0.949 0.987 no Weighted Avg. 0.956 0.035 0.959 0.956 0.956 0.987 === Confusion Matrix === a b <-- classified as 3321 239 | a = yes 31 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5849 95.5251 % Incorrectly Classified Instances 274 4.4749 % Kappa statistic 0.9091 Mean absolute error 0.062 Root mean squared error 0.1899 Relative absolute error 12.744 % Root relative squared error 38.5018 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.014 0.99 0.933 0.96 0.987 yes 0.986 0.067 0.914 0.986 0.949 0.987 no Weighted Avg. 0.955 0.036 0.958 0.955 0.955 0.987 === Confusion Matrix === a b <-- classified as 3321 239 | a = yes 35 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5870 95.868 % Incorrectly Classified Instances 253 4.132 % Kappa statistic 0.9159 Mean absolute error 0.0629 Root mean squared error 0.1855 Relative absolute error 12.9211 % Root relative squared error 37.6007 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.941 0.017 0.987 0.941 0.964 0.988 yes 0.983 0.059 0.923 0.983 0.952 0.988 no Weighted Avg. 0.959 0.034 0.96 0.959 0.959 0.988 === Confusion Matrix === a b <-- classified as 3350 210 | a = yes 43 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5846 95.4761 % Incorrectly Classified Instances 277 4.5239 % Kappa statistic 0.908 Mean absolute error 0.0648 Root mean squared error 0.1906 Relative absolute error 13.3103 % Root relative squared error 38.6452 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.018 0.987 0.935 0.96 0.987 yes 0.982 0.065 0.916 0.982 0.948 0.987 no Weighted Avg. 0.955 0.037 0.957 0.955 0.955 0.987 === Confusion Matrix === a b <-- classified as 3328 232 | a = yes 45 2518 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5855 95.6074 % Incorrectly Classified Instances 269 4.3926 % Kappa statistic 0.9107 Mean absolute error 0.0593 Root mean squared error 0.1904 Relative absolute error 12.1893 % Root relative squared error 38.5975 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.013 0.99 0.934 0.961 0.987 yes 0.987 0.066 0.915 0.987 0.95 0.987 no Weighted Avg. 0.956 0.035 0.959 0.956 0.956 0.987 === Confusion Matrix === a b <-- classified as 3325 236 | a = yes 33 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5854 95.5911 % Incorrectly Classified Instances 270 4.4089 % Kappa statistic 0.9104 Mean absolute error 0.0613 Root mean squared error 0.1928 Relative absolute error 12.5889 % Root relative squared error 39.0731 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.013 0.99 0.934 0.961 0.985 yes 0.987 0.066 0.915 0.987 0.949 0.985 no Weighted Avg. 0.956 0.035 0.958 0.956 0.956 0.985 === Confusion Matrix === a b <-- classified as 3325 236 | a = yes 34 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5857 95.6401 % Incorrectly Classified Instances 267 4.3599 % Kappa statistic 0.9113 Mean absolute error 0.0568 Root mean squared error 0.1926 Relative absolute error 11.6798 % Root relative squared error 39.0373 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.017 0.987 0.937 0.962 0.986 yes 0.983 0.063 0.919 0.983 0.95 0.986 no Weighted Avg. 0.956 0.036 0.958 0.956 0.957 0.986 === Confusion Matrix === a b <-- classified as 3338 223 | a = yes 44 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5883 96.0804 % Incorrectly Classified Instances 240 3.9196 % Kappa statistic 0.9201 Mean absolute error 0.0738 Root mean squared error 0.1807 Relative absolute error 15.1568 % Root relative squared error 36.6222 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.946 0.018 0.986 0.946 0.966 0.99 yes 0.982 0.054 0.929 0.982 0.954 0.99 no Weighted Avg. 0.961 0.033 0.962 0.961 0.961 0.99 === Confusion Matrix === a b <-- classified as 3367 193 | a = yes 47 2516 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5816 94.9861 % Incorrectly Classified Instances 307 5.0139 % Kappa statistic 0.8981 Mean absolute error 0.0842 Root mean squared error 0.2022 Relative absolute error 17.3024 % Root relative squared error 40.9879 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.929 0.021 0.984 0.929 0.956 0.984 yes 0.979 0.071 0.908 0.979 0.942 0.984 no Weighted Avg. 0.95 0.042 0.952 0.95 0.95 0.984 === Confusion Matrix === a b <-- classified as 3306 254 | a = yes 53 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5845 95.4597 % Incorrectly Classified Instances 278 4.5403 % Kappa statistic 0.9076 Mean absolute error 0.0789 Root mean squared error 0.1949 Relative absolute error 16.2004 % Root relative squared error 39.5115 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.019 0.986 0.935 0.96 0.985 yes 0.981 0.065 0.916 0.981 0.948 0.985 no Weighted Avg. 0.955 0.038 0.957 0.955 0.955 0.985 === Confusion Matrix === a b <-- classified as 3330 230 | a = yes 48 2515 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5881 96.0477 % Incorrectly Classified Instances 242 3.9523 % Kappa statistic 0.9196 Mean absolute error 0.0864 Root mean squared error 0.1885 Relative absolute error 17.7553 % Root relative squared error 38.2003 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.941 0.012 0.991 0.941 0.965 0.984 yes 0.988 0.059 0.923 0.988 0.954 0.984 no Weighted Avg. 0.96 0.032 0.962 0.96 0.961 0.984 === Confusion Matrix === a b <-- classified as 3349 211 | a = yes 31 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5868 95.8354 % Incorrectly Classified Instances 255 4.1646 % Kappa statistic 0.9153 Mean absolute error 0.0823 Root mean squared error 0.1887 Relative absolute error 16.9156 % Root relative squared error 38.2443 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.012 0.991 0.937 0.963 0.985 yes 0.988 0.063 0.919 0.988 0.952 0.985 no Weighted Avg. 0.958 0.033 0.961 0.958 0.959 0.985 === Confusion Matrix === a b <-- classified as 3338 223 | a = yes 32 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5872 95.9007 % Incorrectly Classified Instances 251 4.0993 % Kappa statistic 0.9166 Mean absolute error 0.0804 Root mean squared error 0.1871 Relative absolute error 16.5273 % Root relative squared error 37.9315 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.012 0.991 0.939 0.964 0.985 yes 0.988 0.061 0.92 0.988 0.953 0.985 no Weighted Avg. 0.959 0.033 0.961 0.959 0.959 0.985 === Confusion Matrix === a b <-- classified as 3342 219 | a = yes 32 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5847 95.4924 % Incorrectly Classified Instances 276 4.5076 % Kappa statistic 0.9083 Mean absolute error 0.0796 Root mean squared error 0.1932 Relative absolute error 16.3462 % Root relative squared error 39.1703 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.018 0.986 0.936 0.96 0.986 yes 0.982 0.064 0.917 0.982 0.948 0.986 no Weighted Avg. 0.955 0.038 0.957 0.955 0.955 0.986 === Confusion Matrix === a b <-- classified as 3332 229 | a = yes 47 2515 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5886 96.1137 % Incorrectly Classified Instances 238 3.8863 % Kappa statistic 0.9209 Mean absolute error 0.0593 Root mean squared error 0.179 Relative absolute error 12.178 % Root relative squared error 36.2891 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.942 0.012 0.991 0.942 0.966 0.989 yes 0.988 0.058 0.924 0.988 0.955 0.989 no Weighted Avg. 0.961 0.031 0.963 0.961 0.961 0.989 === Confusion Matrix === a b <-- classified as 3354 207 | a = yes 31 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5867 95.8034 % Incorrectly Classified Instances 257 4.1966 % Kappa statistic 0.9146 Mean absolute error 0.0681 Root mean squared error 0.1863 Relative absolute error 13.9879 % Root relative squared error 37.7723 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.015 0.989 0.939 0.963 0.985 yes 0.985 0.061 0.92 0.985 0.952 0.985 no Weighted Avg. 0.958 0.034 0.96 0.958 0.958 0.985 === Confusion Matrix === a b <-- classified as 3342 219 | a = yes 38 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5829 95.1829 % Incorrectly Classified Instances 295 4.8171 % Kappa statistic 0.9021 Mean absolute error 0.0723 Root mean squared error 0.1994 Relative absolute error 14.8628 % Root relative squared error 40.4182 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.932 0.02 0.985 0.932 0.957 0.984 yes 0.98 0.068 0.912 0.98 0.945 0.984 no Weighted Avg. 0.952 0.04 0.954 0.952 0.952 0.984 === Confusion Matrix === a b <-- classified as 3318 243 | a = yes 52 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5857 95.6557 % Incorrectly Classified Instances 266 4.3443 % Kappa statistic 0.9116 Mean absolute error 0.0802 Root mean squared error 0.188 Relative absolute error 16.4708 % Root relative squared error 38.1006 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.016 0.988 0.937 0.962 0.989 yes 0.984 0.063 0.918 0.984 0.95 0.989 no Weighted Avg. 0.957 0.036 0.959 0.957 0.957 0.989 === Confusion Matrix === a b <-- classified as 3336 224 | a = yes 42 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5866 95.8027 % Incorrectly Classified Instances 257 4.1973 % Kappa statistic 0.9146 Mean absolute error 0.0811 Root mean squared error 0.1877 Relative absolute error 16.6684 % Root relative squared error 38.0519 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.015 0.988 0.939 0.963 0.987 yes 0.985 0.061 0.92 0.985 0.952 0.987 no Weighted Avg. 0.958 0.034 0.96 0.958 0.958 0.987 === Confusion Matrix === a b <-- classified as 3342 218 | a = yes 39 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5845 95.4597 % Incorrectly Classified Instances 278 4.5403 % Kappa statistic 0.9077 Mean absolute error 0.0857 Root mean squared error 0.1968 Relative absolute error 17.6016 % Root relative squared error 39.8948 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.017 0.987 0.934 0.96 0.986 yes 0.983 0.066 0.915 0.983 0.948 0.986 no Weighted Avg. 0.955 0.037 0.957 0.955 0.955 0.986 === Confusion Matrix === a b <-- classified as 3325 235 | a = yes 43 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5810 94.8881 % Incorrectly Classified Instances 313 5.1119 % Kappa statistic 0.8962 Mean absolute error 0.093 Root mean squared error 0.2035 Relative absolute error 19.1078 % Root relative squared error 41.2525 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.926 0.019 0.985 0.926 0.955 0.985 yes 0.981 0.074 0.905 0.981 0.941 0.985 no Weighted Avg. 0.949 0.042 0.952 0.949 0.949 0.985 === Confusion Matrix === a b <-- classified as 3296 264 | a = yes 49 2514 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5839 95.3618 % Incorrectly Classified Instances 284 4.6382 % Kappa statistic 0.9056 Mean absolute error 0.0958 Root mean squared error 0.2017 Relative absolute error 19.6928 % Root relative squared error 40.8965 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.023 0.983 0.937 0.959 0.987 yes 0.977 0.063 0.918 0.977 0.946 0.987 no Weighted Avg. 0.954 0.04 0.955 0.954 0.954 0.987 === Confusion Matrix === a b <-- classified as 3336 225 | a = yes 59 2503 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5891 96.211 % Incorrectly Classified Instances 232 3.789 % Kappa statistic 0.9227 Mean absolute error 0.0963 Root mean squared error 0.1951 Relative absolute error 19.7894 % Root relative squared error 39.5538 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.947 0.018 0.987 0.947 0.967 0.988 yes 0.982 0.053 0.931 0.982 0.956 0.988 no Weighted Avg. 0.962 0.032 0.963 0.962 0.962 0.988 === Confusion Matrix === a b <-- classified as 3374 187 | a = yes 45 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5867 95.819 % Incorrectly Classified Instances 256 4.181 % Kappa statistic 0.9148 Mean absolute error 0.1018 Root mean squared error 0.1983 Relative absolute error 20.9232 % Root relative squared error 40.203 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.943 0.021 0.984 0.943 0.963 0.986 yes 0.979 0.057 0.925 0.979 0.951 0.986 no Weighted Avg. 0.958 0.036 0.96 0.958 0.958 0.986 === Confusion Matrix === a b <-- classified as 3359 202 | a = yes 54 2508 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5842 95.3952 % Incorrectly Classified Instances 282 4.6048 % Kappa statistic 0.9065 Mean absolute error 0.0642 Root mean squared error 0.195 Relative absolute error 13.1809 % Root relative squared error 39.524 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.014 0.99 0.931 0.959 0.987 yes 0.986 0.069 0.911 0.986 0.947 0.987 no Weighted Avg. 0.954 0.037 0.957 0.954 0.954 0.987 === Confusion Matrix === a b <-- classified as 3314 247 | a = yes 35 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5884 96.081 % Incorrectly Classified Instances 240 3.919 % Kappa statistic 0.9202 Mean absolute error 0.0618 Root mean squared error 0.18 Relative absolute error 12.7064 % Root relative squared error 36.4872 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.943 0.015 0.989 0.943 0.966 0.989 yes 0.985 0.057 0.926 0.985 0.955 0.989 no Weighted Avg. 0.961 0.032 0.962 0.961 0.961 0.989 === Confusion Matrix === a b <-- classified as 3359 202 | a = yes 38 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5885 96.0973 % Incorrectly Classified Instances 239 3.9027 % Kappa statistic 0.9205 Mean absolute error 0.056 Root mean squared error 0.1832 Relative absolute error 11.5155 % Root relative squared error 37.128 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.943 0.014 0.989 0.943 0.966 0.987 yes 0.986 0.057 0.926 0.986 0.955 0.987 no Weighted Avg. 0.961 0.032 0.963 0.961 0.961 0.987 === Confusion Matrix === a b <-- classified as 3359 202 | a = yes 37 2526 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5861 95.7211 % Incorrectly Classified Instances 262 4.2789 % Kappa statistic 0.913 Mean absolute error 0.0636 Root mean squared error 0.1902 Relative absolute error 13.0683 % Root relative squared error 38.5624 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.013 0.99 0.936 0.962 0.985 yes 0.987 0.064 0.917 0.987 0.951 0.985 no Weighted Avg. 0.957 0.035 0.96 0.957 0.957 0.985 === Confusion Matrix === a b <-- classified as 3332 228 | a = yes 34 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5872 95.9007 % Incorrectly Classified Instances 251 4.0993 % Kappa statistic 0.9165 Mean absolute error 0.062 Root mean squared error 0.1857 Relative absolute error 12.733 % Root relative squared error 37.6469 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.942 0.017 0.987 0.942 0.964 0.988 yes 0.983 0.058 0.924 0.983 0.953 0.988 no Weighted Avg. 0.959 0.034 0.961 0.959 0.959 0.988 === Confusion Matrix === a b <-- classified as 3352 208 | a = yes 43 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5896 96.2927 % Incorrectly Classified Instances 227 3.7073 % Kappa statistic 0.9245 Mean absolute error 0.0585 Root mean squared error 0.1775 Relative absolute error 12.0109 % Root relative squared error 35.9796 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.945 0.012 0.991 0.945 0.967 0.988 yes 0.988 0.055 0.928 0.988 0.957 0.988 no Weighted Avg. 0.963 0.03 0.965 0.963 0.963 0.988 === Confusion Matrix === a b <-- classified as 3364 196 | a = yes 31 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5837 95.3291 % Incorrectly Classified Instances 286 4.6709 % Kappa statistic 0.9051 Mean absolute error 0.0704 Root mean squared error 0.1966 Relative absolute error 14.4569 % Root relative squared error 39.8613 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.014 0.989 0.93 0.959 0.983 yes 0.986 0.07 0.91 0.986 0.946 0.983 no Weighted Avg. 0.953 0.038 0.956 0.953 0.954 0.983 === Confusion Matrix === a b <-- classified as 3310 250 | a = yes 36 2527 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5841 95.3944 % Incorrectly Classified Instances 282 4.6056 % Kappa statistic 0.9065 Mean absolute error 0.0733 Root mean squared error 0.1941 Relative absolute error 15.0527 % Root relative squared error 39.3567 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.012 0.99 0.93 0.959 0.985 yes 0.988 0.07 0.91 0.988 0.947 0.985 no Weighted Avg. 0.954 0.037 0.957 0.954 0.954 0.985 === Confusion Matrix === a b <-- classified as 3311 250 | a = yes 32 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5833 95.2638 % Incorrectly Classified Instances 290 4.7362 % Kappa statistic 0.9038 Mean absolute error 0.078 Root mean squared error 0.1956 Relative absolute error 16.0327 % Root relative squared error 39.6445 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.929 0.015 0.989 0.929 0.958 0.984 yes 0.985 0.071 0.909 0.985 0.946 0.984 no Weighted Avg. 0.953 0.038 0.955 0.953 0.953 0.984 === Confusion Matrix === a b <-- classified as 3309 252 | a = yes 38 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5844 95.4434 % Incorrectly Classified Instances 279 4.5566 % Kappa statistic 0.9074 Mean absolute error 0.086 Root mean squared error 0.194 Relative absolute error 17.669 % Root relative squared error 39.32 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.016 0.988 0.933 0.96 0.985 yes 0.984 0.067 0.914 0.984 0.948 0.985 no Weighted Avg. 0.954 0.037 0.957 0.954 0.955 0.985 === Confusion Matrix === a b <-- classified as 3324 237 | a = yes 42 2520 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5864 95.7544 % Incorrectly Classified Instances 260 4.2456 % Kappa statistic 0.9136 Mean absolute error 0.0673 Root mean squared error 0.1855 Relative absolute error 13.826 % Root relative squared error 37.6079 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.016 0.988 0.939 0.963 0.988 yes 0.984 0.061 0.92 0.984 0.951 0.988 no Weighted Avg. 0.958 0.035 0.96 0.958 0.958 0.988 === Confusion Matrix === a b <-- classified as 3342 219 | a = yes 41 2522 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5814 94.9379 % Incorrectly Classified Instances 310 5.0621 % Kappa statistic 0.8973 Mean absolute error 0.067 Root mean squared error 0.2034 Relative absolute error 13.7744 % Root relative squared error 41.2265 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.924 0.016 0.988 0.924 0.955 0.984 yes 0.984 0.076 0.903 0.984 0.942 0.984 no Weighted Avg. 0.949 0.041 0.953 0.949 0.95 0.984 === Confusion Matrix === a b <-- classified as 3291 270 | a = yes 40 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5840 95.3625 % Incorrectly Classified Instances 284 4.6375 % Kappa statistic 0.9059 Mean absolute error 0.069 Root mean squared error 0.1928 Relative absolute error 14.1782 % Root relative squared error 39.0732 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.011 0.991 0.928 0.959 0.987 yes 0.989 0.072 0.909 0.989 0.947 0.987 no Weighted Avg. 0.954 0.037 0.957 0.954 0.954 0.987 === Confusion Matrix === a b <-- classified as 3306 255 | a = yes 29 2534 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5886 96.1293 % Incorrectly Classified Instances 237 3.8707 % Kappa statistic 0.9212 Mean absolute error 0.0525 Root mean squared error 0.186 Relative absolute error 10.7906 % Root relative squared error 37.701 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.943 0.014 0.99 0.943 0.966 0.985 yes 0.986 0.057 0.926 0.986 0.955 0.985 no Weighted Avg. 0.961 0.032 0.963 0.961 0.961 0.985 === Confusion Matrix === a b <-- classified as 3358 202 | a = yes 35 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5877 95.9824 % Incorrectly Classified Instances 246 4.0176 % Kappa statistic 0.9183 Mean absolute error 0.0581 Root mean squared error 0.187 Relative absolute error 11.9292 % Root relative squared error 37.9038 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.011 0.992 0.938 0.964 0.986 yes 0.989 0.062 0.921 0.989 0.954 0.986 no Weighted Avg. 0.96 0.032 0.962 0.96 0.96 0.986 === Confusion Matrix === a b <-- classified as 3341 219 | a = yes 27 2536 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5849 95.5251 % Incorrectly Classified Instances 274 4.4749 % Kappa statistic 0.909 Mean absolute error 0.061 Root mean squared error 0.1965 Relative absolute error 12.5407 % Root relative squared error 39.8388 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.018 0.987 0.936 0.96 0.984 yes 0.982 0.064 0.917 0.982 0.948 0.984 no Weighted Avg. 0.955 0.037 0.957 0.955 0.955 0.984 === Confusion Matrix === a b <-- classified as 3331 229 | a = yes 45 2518 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5863 95.7537 % Incorrectly Classified Instances 260 4.2463 % Kappa statistic 0.9136 Mean absolute error 0.0673 Root mean squared error 0.1867 Relative absolute error 13.8351 % Root relative squared error 37.8444 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.016 0.988 0.939 0.963 0.987 yes 0.984 0.061 0.92 0.984 0.951 0.987 no Weighted Avg. 0.958 0.035 0.959 0.958 0.958 0.987 === Confusion Matrix === a b <-- classified as 3342 218 | a = yes 42 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5868 95.8354 % Incorrectly Classified Instances 255 4.1646 % Kappa statistic 0.9152 Mean absolute error 0.0663 Root mean squared error 0.1868 Relative absolute error 13.6206 % Root relative squared error 37.8592 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.941 0.018 0.987 0.941 0.963 0.986 yes 0.982 0.059 0.923 0.982 0.952 0.986 no Weighted Avg. 0.958 0.035 0.96 0.958 0.959 0.986 === Confusion Matrix === a b <-- classified as 3351 210 | a = yes 45 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5872 95.9007 % Incorrectly Classified Instances 251 4.0993 % Kappa statistic 0.9166 Mean absolute error 0.0637 Root mean squared error 0.1826 Relative absolute error 13.0837 % Root relative squared error 37.0226 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.012 0.991 0.938 0.964 0.988 yes 0.988 0.062 0.92 0.988 0.953 0.988 no Weighted Avg. 0.959 0.033 0.961 0.959 0.959 0.988 === Confusion Matrix === a b <-- classified as 3341 220 | a = yes 31 2531 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5838 95.3454 % Incorrectly Classified Instances 285 4.6546 % Kappa statistic 0.9055 Mean absolute error 0.0692 Root mean squared error 0.1931 Relative absolute error 14.2127 % Root relative squared error 39.1377 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.012 0.991 0.928 0.959 0.987 yes 0.988 0.072 0.909 0.988 0.947 0.987 no Weighted Avg. 0.953 0.037 0.956 0.953 0.954 0.987 === Confusion Matrix === a b <-- classified as 3306 255 | a = yes 30 2532 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5861 95.7054 % Incorrectly Classified Instances 263 4.2946 % Kappa statistic 0.9127 Mean absolute error 0.0681 Root mean squared error 0.1871 Relative absolute error 13.9891 % Root relative squared error 37.9323 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.014 0.99 0.936 0.962 0.987 yes 0.986 0.064 0.917 0.986 0.951 0.987 no Weighted Avg. 0.957 0.035 0.959 0.957 0.957 0.987 === Confusion Matrix === a b <-- classified as 3333 228 | a = yes 35 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5880 96.0157 % Incorrectly Classified Instances 244 3.9843 % Kappa statistic 0.9188 Mean absolute error 0.0648 Root mean squared error 0.1816 Relative absolute error 13.3215 % Root relative squared error 36.8064 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.944 0.017 0.987 0.944 0.965 0.989 yes 0.983 0.056 0.926 0.983 0.954 0.989 no Weighted Avg. 0.96 0.033 0.962 0.96 0.96 0.989 === Confusion Matrix === a b <-- classified as 3360 201 | a = yes 43 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5829 95.1829 % Incorrectly Classified Instances 295 4.8171 % Kappa statistic 0.9021 Mean absolute error 0.0743 Root mean squared error 0.1996 Relative absolute error 15.261 % Root relative squared error 40.4705 % Total Number of Instances 6124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.018 0.987 0.93 0.957 0.983 yes 0.982 0.07 0.91 0.982 0.945 0.983 no Weighted Avg. 0.952 0.04 0.954 0.952 0.952 0.983 === Confusion Matrix === a b <-- classified as 3311 250 | a = yes 45 2518 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5867 95.819 % Incorrectly Classified Instances 256 4.181 % Kappa statistic 0.9149 Mean absolute error 0.0576 Root mean squared error 0.1914 Relative absolute error 11.8319 % Root relative squared error 38.802 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.941 0.018 0.986 0.941 0.963 0.986 yes 0.982 0.059 0.923 0.982 0.952 0.986 no Weighted Avg. 0.958 0.035 0.96 0.958 0.958 0.986 === Confusion Matrix === a b <-- classified as 3350 210 | a = yes 46 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5849 95.5251 % Incorrectly Classified Instances 274 4.4749 % Kappa statistic 0.9089 Mean absolute error 0.0594 Root mean squared error 0.1963 Relative absolute error 12.207 % Root relative squared error 39.7943 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.02 0.985 0.937 0.961 0.985 yes 0.98 0.063 0.918 0.98 0.948 0.985 no Weighted Avg. 0.955 0.038 0.957 0.955 0.955 0.985 === Confusion Matrix === a b <-- classified as 3336 224 | a = yes 50 2513 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5861 95.7211 % Incorrectly Classified Instances 262 4.2789 % Kappa statistic 0.913 Mean absolute error 0.0552 Root mean squared error 0.1956 Relative absolute error 11.3343 % Root relative squared error 39.6407 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.013 0.99 0.936 0.962 0.986 yes 0.987 0.064 0.917 0.987 0.951 0.986 no Weighted Avg. 0.957 0.035 0.96 0.957 0.957 0.986 === Confusion Matrix === a b <-- classified as 3332 228 | a = yes 34 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5861 95.7211 % Incorrectly Classified Instances 262 4.2789 % Kappa statistic 0.9129 Mean absolute error 0.0526 Root mean squared error 0.1951 Relative absolute error 10.8106 % Root relative squared error 39.5486 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.941 0.02 0.985 0.941 0.962 0.986 yes 0.98 0.059 0.923 0.98 0.95 0.986 no Weighted Avg. 0.957 0.036 0.959 0.957 0.957 0.986 === Confusion Matrix === a b <-- classified as 3349 211 | a = yes 51 2512 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5854 95.6067 % Incorrectly Classified Instances 269 4.3933 % Kappa statistic 0.9107 Mean absolute error 0.0591 Root mean squared error 0.1953 Relative absolute error 12.141 % Root relative squared error 39.593 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.014 0.989 0.935 0.961 0.984 yes 0.986 0.065 0.916 0.986 0.949 0.984 no Weighted Avg. 0.956 0.036 0.958 0.956 0.956 0.984 === Confusion Matrix === a b <-- classified as 3329 232 | a = yes 37 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5849 95.5251 % Incorrectly Classified Instances 274 4.4749 % Kappa statistic 0.9091 Mean absolute error 0.0589 Root mean squared error 0.1932 Relative absolute error 12.1057 % Root relative squared error 39.1732 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.932 0.013 0.99 0.932 0.96 0.988 yes 0.987 0.068 0.913 0.987 0.949 0.988 no Weighted Avg. 0.955 0.036 0.958 0.955 0.955 0.988 === Confusion Matrix === a b <-- classified as 3320 241 | a = yes 33 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5869 95.8517 % Incorrectly Classified Instances 254 4.1483 % Kappa statistic 0.9156 Mean absolute error 0.0578 Root mean squared error 0.1844 Relative absolute error 11.8705 % Root relative squared error 37.3884 % Total Number of Instances 6123 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.013 0.99 0.938 0.963 0.987 yes 0.987 0.062 0.92 0.987 0.952 0.987 no Weighted Avg. 0.959 0.034 0.961 0.959 0.959 0.987 === Confusion Matrix === a b <-- classified as 3341 220 | a = yes 34 2528 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 4 RUN: 0 FOLD: 0 Correctly Classified Instances 6219 89.2381 % Incorrectly Classified Instances 750 10.7619 % Kappa statistic 0.7765 Mean absolute error 0.1477 Root mean squared error 0.2763 Relative absolute error 31.5268 % Root relative squared error 57.0995 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.872 0.074 0.951 0.872 0.91 0.958 yes 0.926 0.128 0.813 0.926 0.866 0.958 no Weighted Avg. 0.892 0.094 0.9 0.892 0.894 0.958 === Confusion Matrix === a b <-- classified as 3804 556 | a = yes 194 2415 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6242 89.5681 % Incorrectly Classified Instances 727 10.4319 % Kappa statistic 0.7841 Mean absolute error 0.144 Root mean squared error 0.2728 Relative absolute error 30.7345 % Root relative squared error 56.3674 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.061 0.96 0.87 0.913 0.96 yes 0.939 0.13 0.812 0.939 0.871 0.96 no Weighted Avg. 0.896 0.087 0.904 0.896 0.897 0.96 === Confusion Matrix === a b <-- classified as 3792 568 | a = yes 159 2450 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6202 88.9941 % Incorrectly Classified Instances 767 11.0059 % Kappa statistic 0.7724 Mean absolute error 0.1539 Root mean squared error 0.2794 Relative absolute error 32.8486 % Root relative squared error 57.7302 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.864 0.067 0.956 0.864 0.908 0.955 yes 0.933 0.136 0.804 0.933 0.864 0.955 no Weighted Avg. 0.89 0.093 0.899 0.89 0.891 0.955 === Confusion Matrix === a b <-- classified as 3768 592 | a = yes 175 2434 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6220 89.2524 % Incorrectly Classified Instances 749 10.7476 % Kappa statistic 0.7787 Mean absolute error 0.1432 Root mean squared error 0.2773 Relative absolute error 30.5712 % Root relative squared error 57.3081 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.859 0.052 0.965 0.859 0.909 0.958 yes 0.948 0.141 0.801 0.948 0.868 0.958 no Weighted Avg. 0.893 0.085 0.904 0.893 0.894 0.958 === Confusion Matrix === a b <-- classified as 3747 613 | a = yes 136 2473 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6217 89.2094 % Incorrectly Classified Instances 752 10.7906 % Kappa statistic 0.7774 Mean absolute error 0.1399 Root mean squared error 0.2771 Relative absolute error 29.8569 % Root relative squared error 57.255 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.862 0.058 0.961 0.862 0.909 0.959 yes 0.942 0.138 0.804 0.942 0.867 0.959 no Weighted Avg. 0.892 0.088 0.902 0.892 0.893 0.959 === Confusion Matrix === a b <-- classified as 3759 601 | a = yes 151 2458 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6225 89.3241 % Incorrectly Classified Instances 744 10.6759 % Kappa statistic 0.7799 Mean absolute error 0.1416 Root mean squared error 0.2763 Relative absolute error 30.2293 % Root relative squared error 57.0909 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.862 0.054 0.964 0.862 0.91 0.958 yes 0.946 0.138 0.804 0.946 0.869 0.958 no Weighted Avg. 0.893 0.086 0.904 0.893 0.895 0.958 === Confusion Matrix === a b <-- classified as 3757 603 | a = yes 141 2468 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6239 89.525 % Incorrectly Classified Instances 730 10.475 % Kappa statistic 0.7831 Mean absolute error 0.1397 Root mean squared error 0.2733 Relative absolute error 29.8149 % Root relative squared error 56.4739 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.063 0.958 0.87 0.912 0.959 yes 0.937 0.13 0.812 0.937 0.87 0.959 no Weighted Avg. 0.895 0.088 0.904 0.895 0.896 0.959 === Confusion Matrix === a b <-- classified as 3795 565 | a = yes 165 2444 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6235 89.4805 % Incorrectly Classified Instances 733 10.5195 % Kappa statistic 0.7821 Mean absolute error 0.1484 Root mean squared error 0.2725 Relative absolute error 31.6807 % Root relative squared error 56.3164 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.064 0.958 0.87 0.912 0.959 yes 0.936 0.13 0.812 0.936 0.869 0.959 no Weighted Avg. 0.895 0.089 0.903 0.895 0.896 0.959 === Confusion Matrix === a b <-- classified as 3795 565 | a = yes 168 2440 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6224 89.3226 % Incorrectly Classified Instances 744 10.6774 % Kappa statistic 0.7801 Mean absolute error 0.1496 Root mean squared error 0.2748 Relative absolute error 31.9446 % Root relative squared error 56.7781 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.86 0.052 0.965 0.86 0.91 0.959 yes 0.948 0.14 0.802 0.948 0.869 0.959 no Weighted Avg. 0.893 0.085 0.904 0.893 0.895 0.959 === Confusion Matrix === a b <-- classified as 3751 609 | a = yes 135 2473 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6267 89.9397 % Incorrectly Classified Instances 701 10.0603 % Kappa statistic 0.7905 Mean absolute error 0.1476 Root mean squared error 0.2685 Relative absolute error 31.5064 % Root relative squared error 55.4815 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.072 0.953 0.882 0.916 0.961 yes 0.928 0.118 0.825 0.928 0.874 0.961 no Weighted Avg. 0.899 0.089 0.905 0.899 0.9 0.961 === Confusion Matrix === a b <-- classified as 3846 513 | a = yes 188 2421 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 6225 89.3241 % Incorrectly Classified Instances 744 10.6759 % Kappa statistic 0.7792 Mean absolute error 0.1468 Root mean squared error 0.2759 Relative absolute error 31.335 % Root relative squared error 57.0182 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.867 0.062 0.959 0.867 0.91 0.96 yes 0.938 0.133 0.808 0.938 0.868 0.96 no Weighted Avg. 0.893 0.089 0.902 0.893 0.895 0.96 === Confusion Matrix === a b <-- classified as 3779 581 | a = yes 163 2446 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6241 89.5537 % Incorrectly Classified Instances 728 10.4463 % Kappa statistic 0.7822 Mean absolute error 0.1401 Root mean squared error 0.2745 Relative absolute error 29.8997 % Root relative squared error 56.7132 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.08 0.949 0.881 0.913 0.959 yes 0.92 0.119 0.822 0.92 0.868 0.959 no Weighted Avg. 0.896 0.095 0.901 0.896 0.897 0.959 === Confusion Matrix === a b <-- classified as 3840 520 | a = yes 208 2401 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6215 89.1807 % Incorrectly Classified Instances 754 10.8193 % Kappa statistic 0.774 Mean absolute error 0.1431 Root mean squared error 0.2802 Relative absolute error 30.5428 % Root relative squared error 57.8911 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.089 0.943 0.881 0.911 0.957 yes 0.911 0.119 0.82 0.911 0.863 0.957 no Weighted Avg. 0.892 0.101 0.897 0.892 0.893 0.957 === Confusion Matrix === a b <-- classified as 3839 521 | a = yes 233 2376 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6212 89.1376 % Incorrectly Classified Instances 757 10.8624 % Kappa statistic 0.7737 Mean absolute error 0.1563 Root mean squared error 0.2771 Relative absolute error 33.3707 % Root relative squared error 57.2615 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.876 0.083 0.946 0.876 0.91 0.959 yes 0.917 0.124 0.816 0.917 0.863 0.959 no Weighted Avg. 0.891 0.098 0.897 0.891 0.892 0.959 === Confusion Matrix === a b <-- classified as 3820 540 | a = yes 217 2392 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6276 90.056 % Incorrectly Classified Instances 693 9.944 % Kappa statistic 0.7927 Mean absolute error 0.1486 Root mean squared error 0.2684 Relative absolute error 31.7317 % Root relative squared error 55.4618 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.073 0.953 0.885 0.918 0.962 yes 0.927 0.115 0.828 0.927 0.875 0.962 no Weighted Avg. 0.901 0.089 0.906 0.901 0.902 0.962 === Confusion Matrix === a b <-- classified as 3857 503 | a = yes 190 2419 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6248 89.6542 % Incorrectly Classified Instances 721 10.3458 % Kappa statistic 0.7842 Mean absolute error 0.155 Root mean squared error 0.2724 Relative absolute error 33.0937 % Root relative squared error 56.2827 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.883 0.08 0.948 0.883 0.914 0.96 yes 0.92 0.117 0.824 0.92 0.869 0.96 no Weighted Avg. 0.897 0.094 0.902 0.897 0.898 0.96 === Confusion Matrix === a b <-- classified as 3848 512 | a = yes 209 2400 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6210 89.1089 % Incorrectly Classified Instances 759 10.8911 % Kappa statistic 0.776 Mean absolute error 0.1556 Root mean squared error 0.2792 Relative absolute error 33.2095 % Root relative squared error 57.6818 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.856 0.051 0.966 0.856 0.908 0.955 yes 0.949 0.144 0.798 0.949 0.867 0.955 no Weighted Avg. 0.891 0.086 0.903 0.891 0.893 0.955 === Confusion Matrix === a b <-- classified as 3734 626 | a = yes 133 2476 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6178 88.6625 % Incorrectly Classified Instances 790 11.3375 % Kappa statistic 0.7587 Mean absolute error 0.1593 Root mean squared error 0.2832 Relative absolute error 34.0075 % Root relative squared error 58.5121 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.905 0.144 0.913 0.905 0.909 0.958 yes 0.856 0.095 0.843 0.856 0.85 0.958 no Weighted Avg. 0.887 0.126 0.887 0.887 0.887 0.958 === Confusion Matrix === a b <-- classified as 3945 415 | a = yes 375 2233 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6218 89.2365 % Incorrectly Classified Instances 750 10.7635 % Kappa statistic 0.7715 Mean absolute error 0.1556 Root mean squared error 0.2741 Relative absolute error 33.2103 % Root relative squared error 56.6463 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.906 0.13 0.921 0.906 0.913 0.962 yes 0.87 0.094 0.847 0.87 0.858 0.962 no Weighted Avg. 0.892 0.117 0.893 0.892 0.893 0.962 === Confusion Matrix === a b <-- classified as 3949 411 | a = yes 339 2269 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6165 88.4759 % Incorrectly Classified Instances 803 11.5241 % Kappa statistic 0.7569 Mean absolute error 0.1642 Root mean squared error 0.2829 Relative absolute error 35.0572 % Root relative squared error 58.4511 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.124 0.923 0.89 0.906 0.955 yes 0.876 0.11 0.826 0.876 0.851 0.955 no Weighted Avg. 0.885 0.119 0.887 0.885 0.885 0.955 === Confusion Matrix === a b <-- classified as 3879 480 | a = yes 323 2286 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 6229 89.3815 % Incorrectly Classified Instances 740 10.6185 % Kappa statistic 0.7822 Mean absolute error 0.142 Root mean squared error 0.2789 Relative absolute error 30.3173 % Root relative squared error 57.6381 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.855 0.041 0.972 0.855 0.91 0.959 yes 0.959 0.145 0.798 0.959 0.871 0.959 no Weighted Avg. 0.894 0.08 0.907 0.894 0.895 0.959 === Confusion Matrix === a b <-- classified as 3726 634 | a = yes 106 2503 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6145 88.1762 % Incorrectly Classified Instances 824 11.8238 % Kappa statistic 0.7595 Mean absolute error 0.1528 Root mean squared error 0.2874 Relative absolute error 32.6291 % Root relative squared error 59.3846 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.831 0.034 0.976 0.831 0.898 0.957 yes 0.966 0.169 0.774 0.966 0.859 0.957 no Weighted Avg. 0.882 0.084 0.9 0.882 0.884 0.957 === Confusion Matrix === a b <-- classified as 3625 735 | a = yes 89 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6118 87.7888 % Incorrectly Classified Instances 851 12.2112 % Kappa statistic 0.7535 Mean absolute error 0.1545 Root mean squared error 0.2883 Relative absolute error 32.9895 % Root relative squared error 59.5648 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.817 0.02 0.986 0.817 0.893 0.957 yes 0.98 0.183 0.762 0.98 0.857 0.957 no Weighted Avg. 0.878 0.081 0.902 0.878 0.88 0.957 === Confusion Matrix === a b <-- classified as 3561 799 | a = yes 52 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6174 88.5923 % Incorrectly Classified Instances 795 11.4077 % Kappa statistic 0.7663 Mean absolute error 0.1608 Root mean squared error 0.2804 Relative absolute error 34.3297 % Root relative squared error 57.9409 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.846 0.048 0.967 0.846 0.903 0.957 yes 0.952 0.154 0.787 0.952 0.862 0.957 no Weighted Avg. 0.886 0.087 0.9 0.886 0.888 0.957 === Confusion Matrix === a b <-- classified as 3689 671 | a = yes 124 2485 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6218 89.2237 % Incorrectly Classified Instances 751 10.7763 % Kappa statistic 0.7774 Mean absolute error 0.1436 Root mean squared error 0.2788 Relative absolute error 30.6579 % Root relative squared error 57.5977 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.864 0.06 0.96 0.864 0.909 0.956 yes 0.94 0.136 0.805 0.94 0.867 0.956 no Weighted Avg. 0.892 0.089 0.902 0.892 0.894 0.956 === Confusion Matrix === a b <-- classified as 3766 594 | a = yes 157 2452 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6261 89.8407 % Incorrectly Classified Instances 708 10.1593 % Kappa statistic 0.7896 Mean absolute error 0.1388 Root mean squared error 0.2708 Relative absolute error 29.6345 % Root relative squared error 55.9646 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.873 0.059 0.961 0.873 0.915 0.962 yes 0.941 0.127 0.816 0.941 0.874 0.962 no Weighted Avg. 0.898 0.085 0.907 0.898 0.9 0.962 === Confusion Matrix === a b <-- classified as 3807 553 | a = yes 155 2454 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6276 90.056 % Incorrectly Classified Instances 693 9.944 % Kappa statistic 0.791 Mean absolute error 0.1364 Root mean squared error 0.2712 Relative absolute error 29.1089 % Root relative squared error 56.0432 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.897 0.093 0.941 0.897 0.919 0.961 yes 0.907 0.103 0.84 0.907 0.872 0.961 no Weighted Avg. 0.901 0.097 0.904 0.901 0.901 0.961 === Confusion Matrix === a b <-- classified as 3910 450 | a = yes 243 2366 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6244 89.6096 % Incorrectly Classified Instances 724 10.3904 % Kappa statistic 0.7842 Mean absolute error 0.1412 Root mean squared error 0.2703 Relative absolute error 30.1523 % Root relative squared error 55.8609 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.069 0.955 0.875 0.913 0.961 yes 0.931 0.125 0.817 0.931 0.87 0.961 no Weighted Avg. 0.896 0.09 0.903 0.896 0.897 0.961 === Confusion Matrix === a b <-- classified as 3816 544 | a = yes 180 2428 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6228 89.38 % Incorrectly Classified Instances 740 10.62 % Kappa statistic 0.7795 Mean absolute error 0.1474 Root mean squared error 0.2759 Relative absolute error 31.462 % Root relative squared error 57.0073 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.873 0.071 0.953 0.873 0.911 0.958 yes 0.929 0.127 0.814 0.929 0.867 0.958 no Weighted Avg. 0.894 0.092 0.901 0.894 0.895 0.958 === Confusion Matrix === a b <-- classified as 3806 554 | a = yes 186 2422 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6206 89.0643 % Incorrectly Classified Instances 762 10.9357 % Kappa statistic 0.7749 Mean absolute error 0.1436 Root mean squared error 0.281 Relative absolute error 30.6589 % Root relative squared error 58.0545 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.857 0.053 0.964 0.857 0.907 0.958 yes 0.947 0.143 0.799 0.947 0.866 0.958 no Weighted Avg. 0.891 0.087 0.902 0.891 0.892 0.958 === Confusion Matrix === a b <-- classified as 3736 623 | a = yes 139 2470 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 6261 89.8407 % Incorrectly Classified Instances 708 10.1593 % Kappa statistic 0.7855 Mean absolute error 0.1471 Root mean squared error 0.2713 Relative absolute error 31.3996 % Root relative squared error 56.0646 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.902 0.108 0.933 0.902 0.917 0.96 yes 0.892 0.098 0.845 0.892 0.868 0.96 no Weighted Avg. 0.898 0.104 0.9 0.898 0.899 0.96 === Confusion Matrix === a b <-- classified as 3934 426 | a = yes 282 2327 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6239 89.525 % Incorrectly Classified Instances 730 10.475 % Kappa statistic 0.7814 Mean absolute error 0.1455 Root mean squared error 0.2724 Relative absolute error 31.051 % Root relative squared error 56.2896 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.083 0.947 0.882 0.913 0.961 yes 0.917 0.118 0.823 0.917 0.868 0.961 no Weighted Avg. 0.895 0.096 0.9 0.895 0.896 0.961 === Confusion Matrix === a b <-- classified as 3847 513 | a = yes 217 2392 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6265 89.8981 % Incorrectly Classified Instances 704 10.1019 % Kappa statistic 0.7884 Mean absolute error 0.143 Root mean squared error 0.2714 Relative absolute error 30.5235 % Root relative squared error 56.071 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.891 0.087 0.945 0.891 0.917 0.96 yes 0.913 0.109 0.833 0.913 0.871 0.96 no Weighted Avg. 0.899 0.096 0.903 0.899 0.9 0.96 === Confusion Matrix === a b <-- classified as 3884 476 | a = yes 228 2381 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6222 89.2811 % Incorrectly Classified Instances 747 10.7189 % Kappa statistic 0.7769 Mean absolute error 0.1446 Root mean squared error 0.2755 Relative absolute error 30.8738 % Root relative squared error 56.9232 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.876 0.08 0.948 0.876 0.911 0.958 yes 0.92 0.124 0.817 0.92 0.865 0.958 no Weighted Avg. 0.893 0.096 0.899 0.893 0.894 0.958 === Confusion Matrix === a b <-- classified as 3821 539 | a = yes 208 2401 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6216 89.195 % Incorrectly Classified Instances 753 10.805 % Kappa statistic 0.7733 Mean absolute error 0.1509 Root mean squared error 0.2783 Relative absolute error 32.2208 % Root relative squared error 57.5076 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.101 0.936 0.888 0.911 0.957 yes 0.899 0.112 0.827 0.899 0.862 0.957 no Weighted Avg. 0.892 0.105 0.896 0.892 0.893 0.957 === Confusion Matrix === a b <-- classified as 3870 490 | a = yes 263 2346 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6228 89.3672 % Incorrectly Classified Instances 741 10.6328 % Kappa statistic 0.7775 Mean absolute error 0.1495 Root mean squared error 0.2782 Relative absolute error 31.9046 % Root relative squared error 57.4894 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.092 0.941 0.885 0.912 0.956 yes 0.908 0.115 0.825 0.908 0.865 0.956 no Weighted Avg. 0.894 0.101 0.898 0.894 0.895 0.956 === Confusion Matrix === a b <-- classified as 3859 501 | a = yes 240 2369 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6221 89.2668 % Incorrectly Classified Instances 748 10.7332 % Kappa statistic 0.7769 Mean absolute error 0.1526 Root mean squared error 0.2769 Relative absolute error 32.5724 % Root relative squared error 57.2172 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.076 0.951 0.874 0.911 0.957 yes 0.924 0.126 0.814 0.924 0.866 0.957 no Weighted Avg. 0.893 0.095 0.9 0.893 0.894 0.957 === Confusion Matrix === a b <-- classified as 3809 551 | a = yes 197 2412 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6231 89.4231 % Incorrectly Classified Instances 737 10.5769 % Kappa statistic 0.7796 Mean absolute error 0.1492 Root mean squared error 0.2731 Relative absolute error 31.8627 % Root relative squared error 56.4253 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.879 0.08 0.949 0.879 0.912 0.959 yes 0.92 0.121 0.819 0.92 0.867 0.959 no Weighted Avg. 0.894 0.095 0.9 0.894 0.895 0.959 === Confusion Matrix === a b <-- classified as 3831 529 | a = yes 208 2400 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6215 89.1935 % Incorrectly Classified Instances 753 10.8065 % Kappa statistic 0.7759 Mean absolute error 0.1503 Root mean squared error 0.274 Relative absolute error 32.095 % Root relative squared error 56.6228 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.869 0.071 0.954 0.869 0.91 0.959 yes 0.929 0.131 0.81 0.929 0.866 0.959 no Weighted Avg. 0.892 0.093 0.9 0.892 0.893 0.959 === Confusion Matrix === a b <-- classified as 3791 569 | a = yes 184 2424 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6237 89.5092 % Incorrectly Classified Instances 731 10.4908 % Kappa statistic 0.7811 Mean absolute error 0.1494 Root mean squared error 0.2752 Relative absolute error 31.9 % Root relative squared error 56.8607 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.083 0.947 0.882 0.913 0.96 yes 0.917 0.118 0.823 0.917 0.868 0.96 no Weighted Avg. 0.895 0.096 0.9 0.895 0.896 0.96 === Confusion Matrix === a b <-- classified as 3844 515 | a = yes 216 2393 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 6253 89.7259 % Incorrectly Classified Instances 716 10.2741 % Kappa statistic 0.7888 Mean absolute error 0.163 Root mean squared error 0.2746 Relative absolute error 34.8009 % Root relative squared error 56.7442 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.861 0.042 0.972 0.861 0.913 0.961 yes 0.958 0.139 0.805 0.958 0.875 0.961 no Weighted Avg. 0.897 0.078 0.909 0.897 0.899 0.961 === Confusion Matrix === a b <-- classified as 3753 607 | a = yes 109 2500 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6244 89.5968 % Incorrectly Classified Instances 725 10.4032 % Kappa statistic 0.7853 Mean absolute error 0.1717 Root mean squared error 0.2793 Relative absolute error 36.6595 % Root relative squared error 57.709 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.865 0.053 0.965 0.865 0.912 0.96 yes 0.947 0.135 0.808 0.947 0.872 0.96 no Weighted Avg. 0.896 0.083 0.906 0.896 0.897 0.96 === Confusion Matrix === a b <-- classified as 3773 587 | a = yes 138 2471 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6216 89.195 % Incorrectly Classified Instances 753 10.805 % Kappa statistic 0.7763 Mean absolute error 0.1638 Root mean squared error 0.2785 Relative absolute error 34.9744 % Root relative squared error 57.555 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.867 0.066 0.956 0.867 0.909 0.957 yes 0.934 0.133 0.808 0.934 0.866 0.957 no Weighted Avg. 0.892 0.091 0.901 0.892 0.893 0.957 === Confusion Matrix === a b <-- classified as 3780 580 | a = yes 173 2436 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6217 89.2094 % Incorrectly Classified Instances 752 10.7906 % Kappa statistic 0.7773 Mean absolute error 0.1534 Root mean squared error 0.2773 Relative absolute error 32.7395 % Root relative squared error 57.2936 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.862 0.058 0.961 0.862 0.909 0.958 yes 0.942 0.138 0.804 0.942 0.867 0.958 no Weighted Avg. 0.892 0.088 0.902 0.892 0.893 0.958 === Confusion Matrix === a b <-- classified as 3760 600 | a = yes 152 2457 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6266 89.9125 % Incorrectly Classified Instances 703 10.0875 % Kappa statistic 0.79 Mean absolute error 0.146 Root mean squared error 0.2692 Relative absolute error 31.1621 % Root relative squared error 55.6227 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.071 0.954 0.881 0.916 0.961 yes 0.929 0.119 0.824 0.929 0.873 0.961 no Weighted Avg. 0.899 0.089 0.905 0.899 0.9 0.961 === Confusion Matrix === a b <-- classified as 3843 517 | a = yes 186 2423 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6241 89.5537 % Incorrectly Classified Instances 728 10.4463 % Kappa statistic 0.7831 Mean absolute error 0.1508 Root mean squared error 0.2708 Relative absolute error 32.1889 % Root relative squared error 55.9563 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.069 0.955 0.874 0.913 0.961 yes 0.931 0.126 0.816 0.931 0.87 0.961 no Weighted Avg. 0.896 0.09 0.903 0.896 0.897 0.961 === Confusion Matrix === a b <-- classified as 3812 548 | a = yes 180 2429 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6222 89.2811 % Incorrectly Classified Instances 747 10.7189 % Kappa statistic 0.7789 Mean absolute error 0.1511 Root mean squared error 0.2761 Relative absolute error 32.2647 % Root relative squared error 57.0425 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.862 0.056 0.962 0.862 0.91 0.958 yes 0.944 0.138 0.804 0.944 0.868 0.958 no Weighted Avg. 0.893 0.087 0.903 0.893 0.894 0.958 === Confusion Matrix === a b <-- classified as 3760 600 | a = yes 147 2462 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6250 89.6958 % Incorrectly Classified Instances 718 10.3042 % Kappa statistic 0.7851 Mean absolute error 0.1417 Root mean squared error 0.2724 Relative absolute error 30.2418 % Root relative squared error 56.2867 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.883 0.079 0.949 0.883 0.915 0.96 yes 0.921 0.117 0.824 0.921 0.87 0.96 no Weighted Avg. 0.897 0.093 0.902 0.897 0.898 0.96 === Confusion Matrix === a b <-- classified as 3848 512 | a = yes 206 2402 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6197 88.9351 % Incorrectly Classified Instances 771 11.0649 % Kappa statistic 0.7663 Mean absolute error 0.1563 Root mean squared error 0.2787 Relative absolute error 33.3625 % Root relative squared error 57.585 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.895 0.12 0.926 0.895 0.91 0.957 yes 0.88 0.105 0.834 0.88 0.856 0.957 no Weighted Avg. 0.889 0.115 0.891 0.889 0.89 0.957 === Confusion Matrix === a b <-- classified as 3903 457 | a = yes 314 2294 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6164 88.4615 % Incorrectly Classified Instances 804 11.5385 % Kappa statistic 0.7625 Mean absolute error 0.1542 Root mean squared error 0.2863 Relative absolute error 32.9086 % Root relative squared error 59.1626 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.852 0.062 0.958 0.852 0.902 0.952 yes 0.938 0.148 0.792 0.938 0.859 0.952 no Weighted Avg. 0.885 0.094 0.896 0.885 0.886 0.952 === Confusion Matrix === a b <-- classified as 3716 643 | a = yes 161 2448 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 6270 89.9699 % Incorrectly Classified Instances 699 10.0301 % Kappa statistic 0.7916 Mean absolute error 0.1389 Root mean squared error 0.2705 Relative absolute error 29.662 % Root relative squared error 55.9008 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.879 0.066 0.957 0.879 0.916 0.96 yes 0.934 0.121 0.822 0.934 0.875 0.96 no Weighted Avg. 0.9 0.086 0.907 0.9 0.901 0.96 === Confusion Matrix === a b <-- classified as 3832 528 | a = yes 171 2438 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6228 89.3672 % Incorrectly Classified Instances 741 10.6328 % Kappa statistic 0.7792 Mean absolute error 0.1436 Root mean squared error 0.2747 Relative absolute error 30.666 % Root relative squared error 56.7604 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.073 0.952 0.874 0.911 0.96 yes 0.927 0.126 0.814 0.927 0.867 0.96 no Weighted Avg. 0.894 0.093 0.901 0.894 0.895 0.96 === Confusion Matrix === a b <-- classified as 3809 551 | a = yes 190 2419 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6218 89.2237 % Incorrectly Classified Instances 751 10.7763 % Kappa statistic 0.7771 Mean absolute error 0.1467 Root mean squared error 0.2784 Relative absolute error 31.3106 % Root relative squared error 57.5284 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.866 0.064 0.957 0.866 0.91 0.958 yes 0.936 0.134 0.807 0.936 0.867 0.958 no Weighted Avg. 0.892 0.09 0.901 0.892 0.894 0.958 === Confusion Matrix === a b <-- classified as 3777 583 | a = yes 168 2441 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6167 88.4919 % Incorrectly Classified Instances 802 11.5081 % Kappa statistic 0.7574 Mean absolute error 0.1489 Root mean squared error 0.2848 Relative absolute error 31.7823 % Root relative squared error 58.8415 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.123 0.924 0.889 0.906 0.954 yes 0.877 0.111 0.826 0.877 0.851 0.954 no Weighted Avg. 0.885 0.118 0.887 0.885 0.886 0.954 === Confusion Matrix === a b <-- classified as 3878 482 | a = yes 320 2289 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6288 90.2282 % Incorrectly Classified Instances 681 9.7718 % Kappa statistic 0.7967 Mean absolute error 0.1382 Root mean squared error 0.2653 Relative absolute error 29.5124 % Root relative squared error 54.8255 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.883 0.065 0.958 0.883 0.919 0.962 yes 0.935 0.117 0.827 0.935 0.877 0.962 no Weighted Avg. 0.902 0.085 0.909 0.902 0.903 0.962 === Confusion Matrix === a b <-- classified as 3849 511 | a = yes 170 2439 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6217 89.2094 % Incorrectly Classified Instances 752 10.7906 % Kappa statistic 0.7742 Mean absolute error 0.1428 Root mean squared error 0.2751 Relative absolute error 30.4754 % Root relative squared error 56.8492 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.883 0.094 0.94 0.883 0.911 0.959 yes 0.906 0.117 0.823 0.906 0.863 0.959 no Weighted Avg. 0.892 0.102 0.897 0.892 0.893 0.959 === Confusion Matrix === a b <-- classified as 3852 508 | a = yes 244 2365 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6178 88.6497 % Incorrectly Classified Instances 791 11.3503 % Kappa statistic 0.7619 Mean absolute error 0.1478 Root mean squared error 0.2809 Relative absolute error 31.5521 % Root relative squared error 58.0415 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.883 0.108 0.932 0.883 0.907 0.957 yes 0.892 0.117 0.82 0.892 0.855 0.957 no Weighted Avg. 0.886 0.111 0.89 0.886 0.887 0.957 === Confusion Matrix === a b <-- classified as 3850 510 | a = yes 281 2328 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6217 89.2222 % Incorrectly Classified Instances 751 10.7778 % Kappa statistic 0.7762 Mean absolute error 0.1482 Root mean squared error 0.2767 Relative absolute error 31.6274 % Root relative squared error 57.1635 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.872 0.074 0.951 0.872 0.91 0.957 yes 0.926 0.128 0.813 0.926 0.865 0.957 no Weighted Avg. 0.892 0.094 0.899 0.892 0.893 0.957 === Confusion Matrix === a b <-- classified as 3802 557 | a = yes 194 2415 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6245 89.624 % Incorrectly Classified Instances 723 10.376 % Kappa statistic 0.7813 Mean absolute error 0.1415 Root mean squared error 0.2731 Relative absolute error 30.2091 % Root relative squared error 56.4424 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.898 0.107 0.934 0.898 0.915 0.959 yes 0.893 0.102 0.84 0.893 0.866 0.959 no Weighted Avg. 0.896 0.105 0.898 0.896 0.897 0.959 === Confusion Matrix === a b <-- classified as 3915 445 | a = yes 278 2330 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6279 90.1119 % Incorrectly Classified Instances 689 9.8881 % Kappa statistic 0.7945 Mean absolute error 0.1397 Root mean squared error 0.27 Relative absolute error 29.8332 % Root relative squared error 55.7976 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.064 0.958 0.881 0.918 0.96 yes 0.936 0.119 0.824 0.936 0.876 0.96 no Weighted Avg. 0.901 0.085 0.908 0.901 0.902 0.96 === Confusion Matrix === a b <-- classified as 3839 521 | a = yes 168 2440 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 6262 89.8551 % Incorrectly Classified Instances 707 10.1449 % Kappa statistic 0.7899 Mean absolute error 0.1341 Root mean squared error 0.2694 Relative absolute error 28.6312 % Root relative squared error 55.6719 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.873 0.059 0.961 0.873 0.915 0.962 yes 0.941 0.127 0.816 0.941 0.874 0.962 no Weighted Avg. 0.899 0.084 0.907 0.899 0.9 0.962 === Confusion Matrix === a b <-- classified as 3806 554 | a = yes 153 2456 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6173 88.578 % Incorrectly Classified Instances 796 11.422 % Kappa statistic 0.7631 Mean absolute error 0.1467 Root mean squared error 0.2835 Relative absolute error 31.3111 % Root relative squared error 58.5784 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.865 0.079 0.948 0.865 0.905 0.954 yes 0.921 0.135 0.803 0.921 0.858 0.954 no Weighted Avg. 0.886 0.1 0.894 0.886 0.887 0.954 === Confusion Matrix === a b <-- classified as 3771 589 | a = yes 207 2402 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6264 89.8838 % Incorrectly Classified Instances 705 10.1162 % Kappa statistic 0.7896 Mean absolute error 0.1305 Root mean squared error 0.2723 Relative absolute error 27.8564 % Root relative squared error 56.2608 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.069 0.955 0.88 0.916 0.961 yes 0.931 0.12 0.822 0.931 0.873 0.961 no Weighted Avg. 0.899 0.088 0.905 0.899 0.9 0.961 === Confusion Matrix === a b <-- classified as 3835 525 | a = yes 180 2429 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6227 89.3528 % Incorrectly Classified Instances 742 10.6472 % Kappa statistic 0.7793 Mean absolute error 0.1293 Root mean squared error 0.2799 Relative absolute error 27.5987 % Root relative squared error 57.8376 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.067 0.956 0.87 0.911 0.959 yes 0.933 0.13 0.811 0.933 0.868 0.959 no Weighted Avg. 0.894 0.091 0.902 0.894 0.895 0.959 === Confusion Matrix === a b <-- classified as 3794 566 | a = yes 176 2433 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6232 89.4246 % Incorrectly Classified Instances 737 10.5754 % Kappa statistic 0.7789 Mean absolute error 0.1318 Root mean squared error 0.2756 Relative absolute error 28.1422 % Root relative squared error 56.9537 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.089 0.943 0.884 0.913 0.96 yes 0.911 0.116 0.825 0.911 0.866 0.96 no Weighted Avg. 0.894 0.099 0.899 0.894 0.895 0.96 === Confusion Matrix === a b <-- classified as 3855 505 | a = yes 232 2377 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6219 89.2381 % Incorrectly Classified Instances 750 10.7619 % Kappa statistic 0.774 Mean absolute error 0.1344 Root mean squared error 0.2765 Relative absolute error 28.6811 % Root relative squared error 57.1365 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.102 0.936 0.889 0.912 0.96 yes 0.898 0.111 0.829 0.898 0.862 0.96 no Weighted Avg. 0.892 0.105 0.896 0.892 0.893 0.96 === Confusion Matrix === a b <-- classified as 3877 483 | a = yes 267 2342 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6236 89.482 % Incorrectly Classified Instances 733 10.518 % Kappa statistic 0.7819 Mean absolute error 0.1339 Root mean squared error 0.2777 Relative absolute error 28.5742 % Root relative squared error 57.3774 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.872 0.067 0.956 0.872 0.912 0.959 yes 0.933 0.128 0.813 0.933 0.869 0.959 no Weighted Avg. 0.895 0.09 0.903 0.895 0.896 0.959 === Confusion Matrix === a b <-- classified as 3801 559 | a = yes 174 2435 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6244 89.6096 % Incorrectly Classified Instances 724 10.3904 % Kappa statistic 0.7835 Mean absolute error 0.1384 Root mean squared error 0.2747 Relative absolute error 29.5459 % Root relative squared error 56.7696 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.077 0.95 0.88 0.914 0.958 yes 0.923 0.12 0.822 0.923 0.869 0.958 no Weighted Avg. 0.896 0.093 0.902 0.896 0.897 0.958 === Confusion Matrix === a b <-- classified as 3837 523 | a = yes 201 2407 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6227 89.3657 % Incorrectly Classified Instances 741 10.6343 % Kappa statistic 0.7794 Mean absolute error 0.1377 Root mean squared error 0.2765 Relative absolute error 29.3877 % Root relative squared error 57.1333 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.871 0.069 0.955 0.871 0.911 0.959 yes 0.931 0.129 0.812 0.931 0.868 0.959 no Weighted Avg. 0.894 0.091 0.901 0.894 0.895 0.959 === Confusion Matrix === a b <-- classified as 3799 561 | a = yes 180 2428 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6193 88.8777 % Incorrectly Classified Instances 775 11.1223 % Kappa statistic 0.7714 Mean absolute error 0.1474 Root mean squared error 0.2815 Relative absolute error 31.4744 % Root relative squared error 58.1703 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.853 0.052 0.965 0.853 0.906 0.956 yes 0.948 0.147 0.795 0.948 0.865 0.956 no Weighted Avg. 0.889 0.087 0.901 0.889 0.89 0.956 === Confusion Matrix === a b <-- classified as 3720 639 | a = yes 136 2473 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 6219 89.2381 % Incorrectly Classified Instances 750 10.7619 % Kappa statistic 0.7733 Mean absolute error 0.1478 Root mean squared error 0.2763 Relative absolute error 31.5609 % Root relative squared error 57.1007 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.11 0.931 0.894 0.912 0.959 yes 0.89 0.106 0.834 0.89 0.861 0.959 no Weighted Avg. 0.892 0.109 0.895 0.892 0.893 0.959 === Confusion Matrix === a b <-- classified as 3897 463 | a = yes 287 2322 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6210 89.1089 % Incorrectly Classified Instances 759 10.8911 % Kappa statistic 0.7696 Mean absolute error 0.1441 Root mean squared error 0.2766 Relative absolute error 30.7688 % Root relative squared error 57.1621 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.123 0.925 0.899 0.912 0.958 yes 0.877 0.101 0.839 0.877 0.858 0.958 no Weighted Avg. 0.891 0.114 0.893 0.891 0.892 0.958 === Confusion Matrix === a b <-- classified as 3921 439 | a = yes 320 2289 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6236 89.482 % Incorrectly Classified Instances 733 10.518 % Kappa statistic 0.7786 Mean absolute error 0.1411 Root mean squared error 0.2779 Relative absolute error 30.1173 % Root relative squared error 57.4156 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.895 0.105 0.934 0.895 0.914 0.958 yes 0.895 0.105 0.836 0.895 0.864 0.958 no Weighted Avg. 0.895 0.105 0.897 0.895 0.895 0.958 === Confusion Matrix === a b <-- classified as 3901 459 | a = yes 274 2335 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6225 89.3241 % Incorrectly Classified Instances 744 10.6759 % Kappa statistic 0.7747 Mean absolute error 0.1391 Root mean squared error 0.2801 Relative absolute error 29.6851 % Root relative squared error 57.8692 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.897 0.114 0.929 0.897 0.913 0.958 yes 0.886 0.103 0.838 0.886 0.861 0.958 no Weighted Avg. 0.893 0.11 0.895 0.893 0.894 0.958 === Confusion Matrix === a b <-- classified as 3913 447 | a = yes 297 2312 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6262 89.8551 % Incorrectly Classified Instances 707 10.1449 % Kappa statistic 0.7863 Mean absolute error 0.1391 Root mean squared error 0.2717 Relative absolute error 29.6923 % Root relative squared error 56.1454 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.102 0.936 0.899 0.917 0.961 yes 0.898 0.101 0.842 0.898 0.869 0.961 no Weighted Avg. 0.899 0.102 0.901 0.899 0.899 0.961 === Confusion Matrix === a b <-- classified as 3920 440 | a = yes 267 2342 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6213 89.152 % Incorrectly Classified Instances 756 10.848 % Kappa statistic 0.7717 Mean absolute error 0.1499 Root mean squared error 0.2787 Relative absolute error 32.0058 % Root relative squared error 57.5945 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.109 0.932 0.892 0.911 0.957 yes 0.891 0.108 0.831 0.891 0.86 0.957 no Weighted Avg. 0.892 0.109 0.894 0.892 0.892 0.957 === Confusion Matrix === a b <-- classified as 3889 471 | a = yes 285 2324 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6212 89.1376 % Incorrectly Classified Instances 757 10.8624 % Kappa statistic 0.7714 Mean absolute error 0.1451 Root mean squared error 0.2763 Relative absolute error 30.9678 % Root relative squared error 57.0942 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.109 0.932 0.892 0.911 0.958 yes 0.891 0.108 0.831 0.891 0.86 0.958 no Weighted Avg. 0.891 0.109 0.894 0.891 0.892 0.958 === Confusion Matrix === a b <-- classified as 3887 473 | a = yes 284 2325 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6227 89.3657 % Incorrectly Classified Instances 741 10.6343 % Kappa statistic 0.7763 Mean absolute error 0.1541 Root mean squared error 0.2764 Relative absolute error 32.8993 % Root relative squared error 57.1092 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.105 0.934 0.893 0.913 0.958 yes 0.895 0.107 0.833 0.895 0.863 0.958 no Weighted Avg. 0.894 0.106 0.896 0.894 0.894 0.958 === Confusion Matrix === a b <-- classified as 3892 468 | a = yes 273 2335 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6253 89.7388 % Incorrectly Classified Instances 715 10.2612 % Kappa statistic 0.7853 Mean absolute error 0.1485 Root mean squared error 0.2722 Relative absolute error 31.6966 % Root relative squared error 56.2571 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.086 0.945 0.887 0.915 0.959 yes 0.914 0.113 0.829 0.914 0.87 0.959 no Weighted Avg. 0.897 0.096 0.902 0.897 0.898 0.959 === Confusion Matrix === a b <-- classified as 3869 491 | a = yes 224 2384 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6226 89.3513 % Incorrectly Classified Instances 742 10.6487 % Kappa statistic 0.7785 Mean absolute error 0.1472 Root mean squared error 0.2732 Relative absolute error 31.4158 % Root relative squared error 56.4548 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.876 0.077 0.95 0.876 0.911 0.959 yes 0.923 0.124 0.817 0.923 0.866 0.959 no Weighted Avg. 0.894 0.095 0.9 0.894 0.895 0.959 === Confusion Matrix === a b <-- classified as 3818 541 | a = yes 201 2408 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 6262 89.8551 % Incorrectly Classified Instances 707 10.1449 % Kappa statistic 0.7882 Mean absolute error 0.1466 Root mean squared error 0.2668 Relative absolute error 31.2881 % Root relative squared error 55.1276 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.886 0.08 0.949 0.886 0.916 0.963 yes 0.92 0.114 0.828 0.92 0.872 0.963 no Weighted Avg. 0.899 0.093 0.904 0.899 0.899 0.963 === Confusion Matrix === a b <-- classified as 3861 499 | a = yes 208 2401 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6247 89.6398 % Incorrectly Classified Instances 722 10.3602 % Kappa statistic 0.7855 Mean absolute error 0.1502 Root mean squared error 0.2727 Relative absolute error 32.0747 % Root relative squared error 56.3454 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.871 0.061 0.96 0.871 0.913 0.959 yes 0.939 0.129 0.813 0.939 0.872 0.959 no Weighted Avg. 0.896 0.087 0.905 0.896 0.898 0.959 === Confusion Matrix === a b <-- classified as 3798 562 | a = yes 160 2449 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6211 89.1233 % Incorrectly Classified Instances 758 10.8767 % Kappa statistic 0.7685 Mean absolute error 0.1552 Root mean squared error 0.2767 Relative absolute error 33.1279 % Root relative squared error 57.1699 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.908 0.138 0.917 0.908 0.913 0.959 yes 0.862 0.092 0.849 0.862 0.856 0.959 no Weighted Avg. 0.891 0.12 0.892 0.891 0.891 0.959 === Confusion Matrix === a b <-- classified as 3961 399 | a = yes 359 2250 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6194 88.8793 % Incorrectly Classified Instances 775 11.1207 % Kappa statistic 0.7652 Mean absolute error 0.1531 Root mean squared error 0.2788 Relative absolute error 32.6898 % Root relative squared error 57.6014 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.121 0.925 0.894 0.91 0.957 yes 0.879 0.106 0.833 0.879 0.855 0.957 no Weighted Avg. 0.889 0.115 0.891 0.889 0.889 0.957 === Confusion Matrix === a b <-- classified as 3900 460 | a = yes 315 2294 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6235 89.4676 % Incorrectly Classified Instances 734 10.5324 % Kappa statistic 0.777 Mean absolute error 0.159 Root mean squared error 0.2756 Relative absolute error 33.9481 % Root relative squared error 56.9562 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.903 0.12 0.927 0.903 0.915 0.96 yes 0.88 0.097 0.845 0.88 0.862 0.96 no Weighted Avg. 0.895 0.111 0.896 0.895 0.895 0.96 === Confusion Matrix === a b <-- classified as 3938 422 | a = yes 312 2297 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6190 88.8219 % Incorrectly Classified Instances 779 11.1781 % Kappa statistic 0.7635 Mean absolute error 0.1583 Root mean squared error 0.2789 Relative absolute error 33.7898 % Root relative squared error 57.6302 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.897 0.127 0.922 0.897 0.909 0.958 yes 0.873 0.103 0.836 0.873 0.854 0.958 no Weighted Avg. 0.888 0.118 0.89 0.888 0.889 0.958 === Confusion Matrix === a b <-- classified as 3913 447 | a = yes 332 2277 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6175 88.6067 % Incorrectly Classified Instances 794 11.3933 % Kappa statistic 0.7578 Mean absolute error 0.154 Root mean squared error 0.2778 Relative absolute error 32.8783 % Root relative squared error 57.4003 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.903 0.142 0.914 0.903 0.908 0.958 yes 0.858 0.097 0.841 0.858 0.849 0.958 no Weighted Avg. 0.886 0.125 0.887 0.886 0.886 0.958 === Confusion Matrix === a b <-- classified as 3936 424 | a = yes 370 2239 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6185 88.7629 % Incorrectly Classified Instances 783 11.2371 % Kappa statistic 0.761 Mean absolute error 0.1477 Root mean squared error 0.2806 Relative absolute error 31.54 % Root relative squared error 57.9772 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.905 0.141 0.915 0.905 0.91 0.959 yes 0.859 0.095 0.843 0.859 0.851 0.959 no Weighted Avg. 0.888 0.124 0.888 0.888 0.888 0.959 === Confusion Matrix === a b <-- classified as 3943 416 | a = yes 367 2242 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6241 89.5666 % Incorrectly Classified Instances 727 10.4334 % Kappa statistic 0.7822 Mean absolute error 0.1464 Root mean squared error 0.2759 Relative absolute error 31.2614 % Root relative squared error 57.0027 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.883 0.082 0.947 0.883 0.914 0.959 yes 0.918 0.117 0.824 0.918 0.868 0.959 no Weighted Avg. 0.896 0.096 0.901 0.896 0.897 0.959 === Confusion Matrix === a b <-- classified as 3848 512 | a = yes 215 2393 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6191 88.849 % Incorrectly Classified Instances 777 11.151 % Kappa statistic 0.7671 Mean absolute error 0.1534 Root mean squared error 0.2822 Relative absolute error 32.7528 % Root relative squared error 58.3077 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.094 0.94 0.878 0.908 0.956 yes 0.906 0.122 0.816 0.906 0.859 0.956 no Weighted Avg. 0.888 0.104 0.894 0.888 0.89 0.956 === Confusion Matrix === a b <-- classified as 3828 532 | a = yes 245 2363 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 6259 89.812 % Incorrectly Classified Instances 710 10.188 % Kappa statistic 0.7889 Mean absolute error 0.1419 Root mean squared error 0.2697 Relative absolute error 30.2924 % Root relative squared error 55.7339 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.873 0.06 0.96 0.873 0.915 0.961 yes 0.94 0.127 0.816 0.94 0.874 0.961 no Weighted Avg. 0.898 0.085 0.906 0.898 0.899 0.961 === Confusion Matrix === a b <-- classified as 3807 553 | a = yes 157 2452 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6246 89.6255 % Incorrectly Classified Instances 723 10.3745 % Kappa statistic 0.7848 Mean absolute error 0.1496 Root mean squared error 0.2716 Relative absolute error 31.9294 % Root relative squared error 56.1191 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.066 0.957 0.874 0.913 0.96 yes 0.934 0.126 0.816 0.934 0.871 0.96 no Weighted Avg. 0.896 0.089 0.904 0.896 0.897 0.96 === Confusion Matrix === a b <-- classified as 3809 551 | a = yes 172 2437 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6232 89.4246 % Incorrectly Classified Instances 737 10.5754 % Kappa statistic 0.7812 Mean absolute error 0.149 Root mean squared error 0.2758 Relative absolute error 31.8001 % Root relative squared error 56.9878 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.868 0.062 0.959 0.868 0.911 0.959 yes 0.938 0.132 0.81 0.938 0.869 0.959 no Weighted Avg. 0.894 0.088 0.903 0.894 0.895 0.959 === Confusion Matrix === a b <-- classified as 3786 574 | a = yes 163 2446 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6220 89.2524 % Incorrectly Classified Instances 749 10.7476 % Kappa statistic 0.7763 Mean absolute error 0.149 Root mean squared error 0.2754 Relative absolute error 31.8045 % Root relative squared error 56.9034 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.876 0.079 0.949 0.876 0.911 0.959 yes 0.921 0.124 0.816 0.921 0.865 0.959 no Weighted Avg. 0.893 0.096 0.899 0.893 0.894 0.959 === Confusion Matrix === a b <-- classified as 3818 542 | a = yes 207 2402 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6252 89.7116 % Incorrectly Classified Instances 717 10.2884 % Kappa statistic 0.7863 Mean absolute error 0.1442 Root mean squared error 0.2701 Relative absolute error 30.7876 % Root relative squared error 55.8189 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.876 0.068 0.956 0.876 0.914 0.96 yes 0.932 0.124 0.818 0.932 0.872 0.96 no Weighted Avg. 0.897 0.089 0.904 0.897 0.898 0.96 === Confusion Matrix === a b <-- classified as 3820 540 | a = yes 177 2432 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6197 88.9224 % Incorrectly Classified Instances 772 11.0776 % Kappa statistic 0.769 Mean absolute error 0.1502 Root mean squared error 0.2787 Relative absolute error 32.0666 % Root relative squared error 57.5901 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.876 0.089 0.943 0.876 0.908 0.957 yes 0.911 0.124 0.815 0.911 0.86 0.957 no Weighted Avg. 0.889 0.102 0.895 0.889 0.89 0.957 === Confusion Matrix === a b <-- classified as 3820 540 | a = yes 232 2377 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6235 89.4676 % Incorrectly Classified Instances 734 10.5324 % Kappa statistic 0.7799 Mean absolute error 0.1481 Root mean squared error 0.2731 Relative absolute error 31.6112 % Root relative squared error 56.433 % Total Number of Instances 6969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.087 0.944 0.884 0.913 0.959 yes 0.913 0.116 0.825 0.913 0.866 0.959 no Weighted Avg. 0.895 0.098 0.899 0.895 0.896 0.959 === Confusion Matrix === a b <-- classified as 3853 507 | a = yes 227 2382 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6193 88.8777 % Incorrectly Classified Instances 775 11.1223 % Kappa statistic 0.7701 Mean absolute error 0.1447 Root mean squared error 0.2807 Relative absolute error 30.8799 % Root relative squared error 57.9992 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.863 0.067 0.955 0.863 0.907 0.956 yes 0.933 0.137 0.802 0.933 0.863 0.956 no Weighted Avg. 0.889 0.094 0.898 0.889 0.89 0.956 === Confusion Matrix === a b <-- classified as 3760 599 | a = yes 176 2433 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6210 89.1217 % Incorrectly Classified Instances 758 10.8783 % Kappa statistic 0.7752 Mean absolute error 0.1424 Root mean squared error 0.278 Relative absolute error 30.3989 % Root relative squared error 57.4355 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.864 0.063 0.958 0.864 0.909 0.957 yes 0.937 0.136 0.804 0.937 0.866 0.957 no Weighted Avg. 0.891 0.09 0.901 0.891 0.893 0.957 === Confusion Matrix === a b <-- classified as 3766 594 | a = yes 164 2444 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6228 89.38 % Incorrectly Classified Instances 740 10.62 % Kappa statistic 0.7809 Mean absolute error 0.1465 Root mean squared error 0.2762 Relative absolute error 31.277 % Root relative squared error 57.0649 % Total Number of Instances 6968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.863 0.055 0.963 0.863 0.91 0.956 yes 0.945 0.137 0.805 0.945 0.869 0.956 no Weighted Avg. 0.894 0.086 0.904 0.894 0.895 0.956 === Confusion Matrix === a b <-- classified as 3764 596 | a = yes 144 2464 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 5 RUN: 0 FOLD: 0 Correctly Classified Instances 5989 89.2548 % Incorrectly Classified Instances 721 10.7452 % Kappa statistic 0.7828 Mean absolute error 0.1393 Root mean squared error 0.2758 Relative absolute error 29.3019 % Root relative squared error 56.5685 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.025 0.981 0.84 0.905 0.96 yes 0.975 0.16 0.795 0.975 0.876 0.96 no Weighted Avg. 0.893 0.078 0.909 0.893 0.894 0.96 === Confusion Matrix === a b <-- classified as 3446 655 | a = yes 66 2543 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6000 89.4188 % Incorrectly Classified Instances 710 10.5812 % Kappa statistic 0.7864 Mean absolute error 0.1362 Root mean squared error 0.2727 Relative absolute error 28.6517 % Root relative squared error 55.9489 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.02 0.985 0.84 0.907 0.96 yes 0.98 0.16 0.795 0.98 0.878 0.96 no Weighted Avg. 0.894 0.075 0.911 0.894 0.895 0.96 === Confusion Matrix === a b <-- classified as 3443 658 | a = yes 52 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5961 88.8376 % Incorrectly Classified Instances 749 11.1624 % Kappa statistic 0.7753 Mean absolute error 0.1532 Root mean squared error 0.2766 Relative absolute error 32.2389 % Root relative squared error 56.736 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.019 0.986 0.83 0.901 0.958 yes 0.981 0.17 0.785 0.981 0.872 0.958 no Weighted Avg. 0.888 0.078 0.908 0.888 0.89 0.958 === Confusion Matrix === a b <-- classified as 3402 699 | a = yes 50 2559 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5845 87.1218 % Incorrectly Classified Instances 864 12.8782 % Kappa statistic 0.7268 Mean absolute error 0.1503 Root mean squared error 0.281 Relative absolute error 31.6181 % Root relative squared error 57.6545 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.909 0.188 0.884 0.909 0.896 0.957 yes 0.812 0.091 0.85 0.812 0.831 0.957 no Weighted Avg. 0.871 0.15 0.871 0.871 0.871 0.957 === Confusion Matrix === a b <-- classified as 3727 374 | a = yes 490 2118 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5919 88.2248 % Incorrectly Classified Instances 790 11.7752 % Kappa statistic 0.753 Mean absolute error 0.1443 Root mean squared error 0.2704 Relative absolute error 30.3687 % Root relative squared error 55.4654 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.898 0.143 0.908 0.898 0.903 0.961 yes 0.857 0.102 0.843 0.857 0.85 0.961 no Weighted Avg. 0.882 0.127 0.883 0.882 0.882 0.961 === Confusion Matrix === a b <-- classified as 3684 417 | a = yes 373 2235 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5852 87.2261 % Incorrectly Classified Instances 857 12.7739 % Kappa statistic 0.7336 Mean absolute error 0.152 Root mean squared error 0.2822 Relative absolute error 31.9845 % Root relative squared error 57.8853 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.139 0.909 0.88 0.894 0.954 yes 0.861 0.12 0.82 0.861 0.84 0.954 no Weighted Avg. 0.872 0.132 0.874 0.872 0.873 0.954 === Confusion Matrix === a b <-- classified as 3607 494 | a = yes 363 2245 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5898 87.9118 % Incorrectly Classified Instances 811 12.0882 % Kappa statistic 0.7474 Mean absolute error 0.1501 Root mean squared error 0.2763 Relative absolute error 31.5912 % Root relative squared error 56.6808 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.137 0.911 0.889 0.9 0.959 yes 0.863 0.111 0.832 0.863 0.847 0.959 no Weighted Avg. 0.879 0.127 0.88 0.879 0.88 0.959 === Confusion Matrix === a b <-- classified as 3646 455 | a = yes 356 2252 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5944 88.5974 % Incorrectly Classified Instances 765 11.4026 % Kappa statistic 0.7677 Mean absolute error 0.157 Root mean squared error 0.2774 Relative absolute error 33.0377 % Root relative squared error 56.9071 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.849 0.056 0.96 0.849 0.901 0.957 yes 0.944 0.151 0.799 0.944 0.865 0.957 no Weighted Avg. 0.886 0.093 0.897 0.886 0.887 0.957 === Confusion Matrix === a b <-- classified as 3483 618 | a = yes 147 2461 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5979 89.1191 % Incorrectly Classified Instances 730 10.8809 % Kappa statistic 0.7789 Mean absolute error 0.1479 Root mean squared error 0.2739 Relative absolute error 31.126 % Root relative squared error 56.1945 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.849 0.042 0.969 0.849 0.905 0.959 yes 0.958 0.151 0.801 0.958 0.873 0.959 no Weighted Avg. 0.891 0.085 0.904 0.891 0.892 0.959 === Confusion Matrix === a b <-- classified as 3481 620 | a = yes 110 2498 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6017 89.6855 % Incorrectly Classified Instances 692 10.3145 % Kappa statistic 0.7911 Mean absolute error 0.1453 Root mean squared error 0.2719 Relative absolute error 30.5755 % Root relative squared error 55.7689 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.848 0.026 0.981 0.848 0.909 0.958 yes 0.974 0.152 0.803 0.974 0.88 0.958 no Weighted Avg. 0.897 0.075 0.912 0.897 0.898 0.958 === Confusion Matrix === a b <-- classified as 3475 625 | a = yes 67 2542 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5844 87.0939 % Incorrectly Classified Instances 866 12.9061 % Kappa statistic 0.7259 Mean absolute error 0.1766 Root mean squared error 0.2868 Relative absolute error 37.1581 % Root relative squared error 58.8346 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.911 0.192 0.882 0.911 0.896 0.959 yes 0.808 0.089 0.852 0.808 0.83 0.959 no Weighted Avg. 0.871 0.152 0.87 0.871 0.87 0.959 === Confusion Matrix === a b <-- classified as 3735 366 | a = yes 500 2109 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5911 88.0924 % Incorrectly Classified Instances 799 11.9076 % Kappa statistic 0.7494 Mean absolute error 0.1612 Root mean squared error 0.2771 Relative absolute error 33.913 % Root relative squared error 56.8401 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.903 0.154 0.902 0.903 0.903 0.96 yes 0.846 0.097 0.847 0.846 0.847 0.96 no Weighted Avg. 0.881 0.132 0.881 0.881 0.881 0.96 === Confusion Matrix === a b <-- classified as 3703 398 | a = yes 401 2208 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5963 88.8674 % Incorrectly Classified Instances 747 11.1326 % Kappa statistic 0.7724 Mean absolute error 0.1519 Root mean squared error 0.275 Relative absolute error 31.9551 % Root relative squared error 56.4103 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.858 0.063 0.955 0.858 0.904 0.958 yes 0.937 0.142 0.808 0.937 0.867 0.958 no Weighted Avg. 0.889 0.094 0.898 0.889 0.89 0.958 === Confusion Matrix === a b <-- classified as 3519 582 | a = yes 165 2444 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5908 88.0608 % Incorrectly Classified Instances 801 11.9392 % Kappa statistic 0.7502 Mean absolute error 0.1679 Root mean squared error 0.2793 Relative absolute error 35.3318 % Root relative squared error 57.306 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.138 0.91 0.893 0.901 0.961 yes 0.862 0.107 0.836 0.862 0.849 0.961 no Weighted Avg. 0.881 0.126 0.881 0.881 0.881 0.961 === Confusion Matrix === a b <-- classified as 3661 440 | a = yes 361 2247 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5964 88.8955 % Incorrectly Classified Instances 745 11.1045 % Kappa statistic 0.7725 Mean absolute error 0.1556 Root mean squared error 0.274 Relative absolute error 32.7351 % Root relative squared error 56.2083 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.862 0.069 0.952 0.862 0.905 0.959 yes 0.931 0.138 0.811 0.931 0.867 0.959 no Weighted Avg. 0.889 0.096 0.897 0.889 0.89 0.959 === Confusion Matrix === a b <-- classified as 3536 565 | a = yes 180 2428 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6002 89.4619 % Incorrectly Classified Instances 707 10.5381 % Kappa statistic 0.7851 Mean absolute error 0.1469 Root mean squared error 0.2687 Relative absolute error 30.9082 % Root relative squared error 55.1231 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.859 0.049 0.965 0.859 0.909 0.962 yes 0.951 0.141 0.811 0.951 0.875 0.962 no Weighted Avg. 0.895 0.085 0.905 0.895 0.896 0.962 === Confusion Matrix === a b <-- classified as 3521 580 | a = yes 127 2481 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5977 89.0893 % Incorrectly Classified Instances 732 10.9107 % Kappa statistic 0.7778 Mean absolute error 0.1482 Root mean squared error 0.2722 Relative absolute error 31.1937 % Root relative squared error 55.8445 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.853 0.049 0.964 0.853 0.905 0.959 yes 0.951 0.147 0.804 0.951 0.871 0.959 no Weighted Avg. 0.891 0.087 0.902 0.891 0.892 0.959 === Confusion Matrix === a b <-- classified as 3498 603 | a = yes 129 2479 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5962 88.8657 % Incorrectly Classified Instances 747 11.1343 % Kappa statistic 0.7722 Mean absolute error 0.1506 Root mean squared error 0.2751 Relative absolute error 31.6942 % Root relative squared error 56.4324 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.859 0.064 0.954 0.859 0.904 0.958 yes 0.936 0.141 0.808 0.936 0.867 0.958 no Weighted Avg. 0.889 0.094 0.898 0.889 0.89 0.958 === Confusion Matrix === a b <-- classified as 3522 579 | a = yes 168 2440 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5937 88.4931 % Incorrectly Classified Instances 772 11.5069 % Kappa statistic 0.7662 Mean absolute error 0.1554 Root mean squared error 0.2801 Relative absolute error 32.69 % Root relative squared error 57.4651 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.844 0.051 0.963 0.844 0.9 0.955 yes 0.949 0.156 0.795 0.949 0.865 0.955 no Weighted Avg. 0.885 0.092 0.898 0.885 0.886 0.955 === Confusion Matrix === a b <-- classified as 3461 640 | a = yes 132 2476 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5931 88.4036 % Incorrectly Classified Instances 778 11.5964 % Kappa statistic 0.7644 Mean absolute error 0.1509 Root mean squared error 0.2812 Relative absolute error 31.7595 % Root relative squared error 57.6839 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.843 0.051 0.963 0.843 0.899 0.955 yes 0.949 0.157 0.794 0.949 0.864 0.955 no Weighted Avg. 0.884 0.092 0.897 0.884 0.885 0.955 === Confusion Matrix === a b <-- classified as 3456 644 | a = yes 134 2475 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5986 89.2101 % Incorrectly Classified Instances 724 10.7899 % Kappa statistic 0.7815 Mean absolute error 0.1286 Root mean squared error 0.2795 Relative absolute error 27.0625 % Root relative squared error 57.3438 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.844 0.032 0.977 0.844 0.905 0.958 yes 0.968 0.156 0.798 0.968 0.875 0.958 no Weighted Avg. 0.892 0.08 0.907 0.892 0.893 0.958 === Confusion Matrix === a b <-- classified as 3460 641 | a = yes 83 2526 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5947 88.6289 % Incorrectly Classified Instances 763 11.3711 % Kappa statistic 0.7695 Mean absolute error 0.1535 Root mean squared error 0.278 Relative absolute error 32.2923 % Root relative squared error 57.0262 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.841 0.042 0.969 0.841 0.9 0.958 yes 0.958 0.159 0.793 0.958 0.868 0.958 no Weighted Avg. 0.886 0.088 0.901 0.886 0.888 0.958 === Confusion Matrix === a b <-- classified as 3447 654 | a = yes 109 2500 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5975 89.0462 % Incorrectly Classified Instances 735 10.9538 % Kappa statistic 0.7771 Mean absolute error 0.1555 Root mean squared error 0.2734 Relative absolute error 32.7166 % Root relative squared error 56.0931 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.048 0.966 0.851 0.905 0.96 yes 0.952 0.149 0.803 0.952 0.871 0.96 no Weighted Avg. 0.89 0.087 0.902 0.89 0.892 0.96 === Confusion Matrix === a b <-- classified as 3490 611 | a = yes 124 2485 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5955 88.7614 % Incorrectly Classified Instances 754 11.2386 % Kappa statistic 0.7686 Mean absolute error 0.1492 Root mean squared error 0.2728 Relative absolute error 31.3853 % Root relative squared error 55.9561 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.084 0.942 0.87 0.904 0.959 yes 0.916 0.13 0.817 0.916 0.864 0.959 no Weighted Avg. 0.888 0.102 0.893 0.888 0.889 0.959 === Confusion Matrix === a b <-- classified as 3567 534 | a = yes 220 2388 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5971 88.9999 % Incorrectly Classified Instances 738 11.0001 % Kappa statistic 0.7758 Mean absolute error 0.1625 Root mean squared error 0.2779 Relative absolute error 34.1925 % Root relative squared error 57.0195 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.854 0.053 0.962 0.854 0.905 0.955 yes 0.947 0.146 0.805 0.947 0.87 0.955 no Weighted Avg. 0.89 0.089 0.901 0.89 0.891 0.955 === Confusion Matrix === a b <-- classified as 3501 600 | a = yes 138 2470 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5963 88.8806 % Incorrectly Classified Instances 746 11.1194 % Kappa statistic 0.7755 Mean absolute error 0.1646 Root mean squared error 0.2776 Relative absolute error 34.6398 % Root relative squared error 56.9532 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.027 0.98 0.835 0.902 0.957 yes 0.973 0.165 0.79 0.973 0.872 0.957 no Weighted Avg. 0.889 0.08 0.906 0.889 0.89 0.957 === Confusion Matrix === a b <-- classified as 3425 676 | a = yes 70 2538 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5978 89.1042 % Incorrectly Classified Instances 731 10.8958 % Kappa statistic 0.7795 Mean absolute error 0.1558 Root mean squared error 0.2755 Relative absolute error 32.7742 % Root relative squared error 56.5212 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.031 0.977 0.842 0.904 0.957 yes 0.969 0.158 0.795 0.969 0.874 0.957 no Weighted Avg. 0.891 0.081 0.906 0.891 0.892 0.957 === Confusion Matrix === a b <-- classified as 3451 650 | a = yes 81 2527 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5974 89.0446 % Incorrectly Classified Instances 735 10.9554 % Kappa statistic 0.7786 Mean absolute error 0.156 Root mean squared error 0.2743 Relative absolute error 32.8273 % Root relative squared error 56.2761 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.839 0.028 0.979 0.839 0.903 0.96 yes 0.972 0.161 0.793 0.972 0.873 0.96 no Weighted Avg. 0.89 0.08 0.907 0.89 0.892 0.96 === Confusion Matrix === a b <-- classified as 3439 662 | a = yes 73 2535 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5953 88.7316 % Incorrectly Classified Instances 756 11.2684 % Kappa statistic 0.7726 Mean absolute error 0.157 Root mean squared error 0.2783 Relative absolute error 33.0403 % Root relative squared error 57.0994 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.028 0.979 0.833 0.9 0.958 yes 0.972 0.167 0.788 0.972 0.87 0.958 no Weighted Avg. 0.887 0.082 0.905 0.887 0.889 0.958 === Confusion Matrix === a b <-- classified as 3418 683 | a = yes 73 2535 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5935 88.4633 % Incorrectly Classified Instances 774 11.5367 % Kappa statistic 0.7673 Mean absolute error 0.155 Root mean squared error 0.2808 Relative absolute error 32.6114 % Root relative squared error 57.5966 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.83 0.03 0.978 0.83 0.898 0.957 yes 0.97 0.17 0.784 0.97 0.867 0.957 no Weighted Avg. 0.885 0.084 0.902 0.885 0.886 0.957 === Confusion Matrix === a b <-- classified as 3404 696 | a = yes 78 2531 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5909 88.0626 % Incorrectly Classified Instances 801 11.9374 % Kappa statistic 0.7593 Mean absolute error 0.179 Root mean squared error 0.288 Relative absolute error 37.6576 % Root relative squared error 59.073 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.827 0.034 0.974 0.827 0.894 0.953 yes 0.966 0.173 0.78 0.966 0.863 0.953 no Weighted Avg. 0.881 0.088 0.899 0.881 0.882 0.953 === Confusion Matrix === a b <-- classified as 3390 711 | a = yes 90 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5961 88.8376 % Incorrectly Classified Instances 749 11.1624 % Kappa statistic 0.7672 Mean absolute error 0.1623 Root mean squared error 0.273 Relative absolute error 34.1473 % Root relative squared error 55.9967 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.119 0.922 0.893 0.907 0.962 yes 0.881 0.107 0.84 0.881 0.86 0.962 no Weighted Avg. 0.888 0.114 0.89 0.888 0.889 0.962 === Confusion Matrix === a b <-- classified as 3663 438 | a = yes 311 2298 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5892 87.8092 % Incorrectly Classified Instances 818 12.1908 % Kappa statistic 0.7487 Mean absolute error 0.1714 Root mean squared error 0.286 Relative absolute error 36.0702 % Root relative squared error 58.6592 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.864 0.1 0.931 0.864 0.897 0.951 yes 0.9 0.136 0.808 0.9 0.852 0.951 no Weighted Avg. 0.878 0.114 0.883 0.878 0.879 0.951 === Confusion Matrix === a b <-- classified as 3545 556 | a = yes 262 2347 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5903 87.9863 % Incorrectly Classified Instances 806 12.0137 % Kappa statistic 0.7508 Mean absolute error 0.1605 Root mean squared error 0.2788 Relative absolute error 33.781 % Root relative squared error 57.1972 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.877 0.115 0.923 0.877 0.899 0.957 yes 0.885 0.123 0.82 0.885 0.851 0.957 no Weighted Avg. 0.88 0.118 0.883 0.88 0.881 0.957 === Confusion Matrix === a b <-- classified as 3596 505 | a = yes 301 2307 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5971 88.9999 % Incorrectly Classified Instances 738 11.0001 % Kappa statistic 0.7745 Mean absolute error 0.1618 Root mean squared error 0.2754 Relative absolute error 34.0465 % Root relative squared error 56.4964 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.863 0.068 0.952 0.863 0.906 0.959 yes 0.932 0.137 0.813 0.932 0.868 0.959 no Weighted Avg. 0.89 0.095 0.898 0.89 0.891 0.959 === Confusion Matrix === a b <-- classified as 3541 560 | a = yes 178 2430 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5943 88.5825 % Incorrectly Classified Instances 766 11.4175 % Kappa statistic 0.7683 Mean absolute error 0.1498 Root mean squared error 0.2765 Relative absolute error 31.517 % Root relative squared error 56.7127 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.842 0.046 0.967 0.842 0.9 0.958 yes 0.954 0.158 0.794 0.954 0.867 0.958 no Weighted Avg. 0.886 0.089 0.899 0.886 0.887 0.958 === Confusion Matrix === a b <-- classified as 3454 647 | a = yes 119 2489 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5997 89.3874 % Incorrectly Classified Instances 712 10.6126 % Kappa statistic 0.784 Mean absolute error 0.1527 Root mean squared error 0.2748 Relative absolute error 32.1288 % Root relative squared error 56.3691 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.854 0.043 0.969 0.854 0.908 0.958 yes 0.957 0.146 0.806 0.957 0.875 0.958 no Weighted Avg. 0.894 0.083 0.906 0.894 0.895 0.958 === Confusion Matrix === a b <-- classified as 3501 600 | a = yes 112 2496 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5945 88.6123 % Incorrectly Classified Instances 764 11.3877 % Kappa statistic 0.7702 Mean absolute error 0.1405 Root mean squared error 0.2837 Relative absolute error 29.5674 % Root relative squared error 58.1907 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.029 0.978 0.832 0.899 0.955 yes 0.971 0.168 0.786 0.971 0.869 0.955 no Weighted Avg. 0.886 0.083 0.904 0.886 0.888 0.955 === Confusion Matrix === a b <-- classified as 3412 689 | a = yes 75 2533 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5995 89.3576 % Incorrectly Classified Instances 714 10.6424 % Kappa statistic 0.7842 Mean absolute error 0.1319 Root mean squared error 0.2744 Relative absolute error 27.7455 % Root relative squared error 56.2884 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.847 0.034 0.975 0.847 0.907 0.959 yes 0.966 0.153 0.801 0.966 0.876 0.959 no Weighted Avg. 0.894 0.08 0.908 0.894 0.895 0.959 === Confusion Matrix === a b <-- classified as 3475 626 | a = yes 88 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5998 89.4023 % Incorrectly Classified Instances 711 10.5977 % Kappa statistic 0.7859 Mean absolute error 0.1361 Root mean squared error 0.2727 Relative absolute error 28.6368 % Root relative squared error 55.9484 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.022 0.984 0.84 0.906 0.961 yes 0.978 0.16 0.796 0.978 0.878 0.961 no Weighted Avg. 0.894 0.075 0.911 0.894 0.895 0.961 === Confusion Matrix === a b <-- classified as 3446 654 | a = yes 57 2552 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5956 88.763 % Incorrectly Classified Instances 754 11.237 % Kappa statistic 0.7724 Mean absolute error 0.1421 Root mean squared error 0.2714 Relative absolute error 29.9035 % Root relative squared error 55.6782 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.038 0.972 0.84 0.901 0.961 yes 0.962 0.16 0.793 0.962 0.869 0.961 no Weighted Avg. 0.888 0.085 0.902 0.888 0.889 0.961 === Confusion Matrix === a b <-- classified as 3446 655 | a = yes 99 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5956 88.763 % Incorrectly Classified Instances 754 11.237 % Kappa statistic 0.7686 Mean absolute error 0.1495 Root mean squared error 0.277 Relative absolute error 31.4614 % Root relative squared error 56.8293 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.085 0.942 0.87 0.904 0.957 yes 0.915 0.13 0.818 0.915 0.864 0.957 no Weighted Avg. 0.888 0.102 0.893 0.888 0.889 0.957 === Confusion Matrix === a b <-- classified as 3568 533 | a = yes 221 2388 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5908 88.0477 % Incorrectly Classified Instances 802 11.9523 % Kappa statistic 0.7547 Mean absolute error 0.1565 Root mean squared error 0.2806 Relative absolute error 32.9183 % Root relative squared error 57.5647 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.858 0.084 0.941 0.858 0.898 0.956 yes 0.916 0.142 0.804 0.916 0.856 0.956 no Weighted Avg. 0.88 0.107 0.888 0.88 0.882 0.956 === Confusion Matrix === a b <-- classified as 3519 582 | a = yes 220 2389 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5973 89.0297 % Incorrectly Classified Instances 736 10.9703 % Kappa statistic 0.7781 Mean absolute error 0.157 Root mean squared error 0.2738 Relative absolute error 33.0456 % Root relative squared error 56.1583 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.031 0.977 0.84 0.904 0.958 yes 0.969 0.16 0.794 0.969 0.873 0.958 no Weighted Avg. 0.89 0.081 0.906 0.89 0.892 0.958 === Confusion Matrix === a b <-- classified as 3446 655 | a = yes 81 2527 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5983 89.1787 % Incorrectly Classified Instances 726 10.8213 % Kappa statistic 0.7817 Mean absolute error 0.1511 Root mean squared error 0.2724 Relative absolute error 31.7978 % Root relative squared error 55.8896 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.836 0.021 0.984 0.836 0.904 0.959 yes 0.979 0.164 0.792 0.979 0.876 0.959 no Weighted Avg. 0.892 0.076 0.909 0.892 0.893 0.959 === Confusion Matrix === a b <-- classified as 3430 671 | a = yes 55 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5953 88.7316 % Incorrectly Classified Instances 756 11.2684 % Kappa statistic 0.7723 Mean absolute error 0.1527 Root mean squared error 0.2762 Relative absolute error 32.1384 % Root relative squared error 56.6563 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.836 0.032 0.976 0.836 0.901 0.958 yes 0.968 0.164 0.79 0.968 0.87 0.958 no Weighted Avg. 0.887 0.083 0.904 0.887 0.889 0.958 === Confusion Matrix === a b <-- classified as 3428 673 | a = yes 83 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5975 89.0595 % Incorrectly Classified Instances 734 10.9405 % Kappa statistic 0.7787 Mean absolute error 0.1477 Root mean squared error 0.2724 Relative absolute error 31.0697 % Root relative squared error 55.8826 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.841 0.031 0.977 0.841 0.904 0.959 yes 0.969 0.159 0.794 0.969 0.873 0.959 no Weighted Avg. 0.891 0.081 0.906 0.891 0.892 0.959 === Confusion Matrix === a b <-- classified as 3447 654 | a = yes 80 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5940 88.5378 % Incorrectly Classified Instances 769 11.4622 % Kappa statistic 0.769 Mean absolute error 0.1434 Root mean squared error 0.2797 Relative absolute error 30.1716 % Root relative squared error 57.3806 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.829 0.026 0.981 0.829 0.898 0.959 yes 0.974 0.171 0.784 0.974 0.869 0.959 no Weighted Avg. 0.885 0.082 0.904 0.885 0.887 0.959 === Confusion Matrix === a b <-- classified as 3399 702 | a = yes 67 2541 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5965 88.9104 % Incorrectly Classified Instances 744 11.0896 % Kappa statistic 0.7766 Mean absolute error 0.1476 Root mean squared error 0.2802 Relative absolute error 31.0625 % Root relative squared error 57.4877 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.831 0.02 0.985 0.831 0.902 0.954 yes 0.98 0.169 0.787 0.98 0.873 0.954 no Weighted Avg. 0.889 0.078 0.908 0.889 0.89 0.954 === Confusion Matrix === a b <-- classified as 3409 692 | a = yes 52 2556 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6007 89.5364 % Incorrectly Classified Instances 702 10.4636 % Kappa statistic 0.7876 Mean absolute error 0.1365 Root mean squared error 0.2692 Relative absolute error 28.7276 % Root relative squared error 55.2203 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.034 0.975 0.85 0.909 0.961 yes 0.966 0.15 0.804 0.966 0.878 0.961 no Weighted Avg. 0.895 0.079 0.909 0.895 0.897 0.961 === Confusion Matrix === a b <-- classified as 3487 613 | a = yes 89 2520 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5923 88.2712 % Incorrectly Classified Instances 787 11.7288 % Kappa statistic 0.7627 Mean absolute error 0.1537 Root mean squared error 0.2816 Relative absolute error 32.337 % Root relative squared error 57.7763 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.834 0.041 0.969 0.834 0.897 0.953 yes 0.959 0.166 0.786 0.959 0.864 0.953 no Weighted Avg. 0.883 0.09 0.898 0.883 0.884 0.953 === Confusion Matrix === a b <-- classified as 3422 679 | a = yes 108 2501 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6006 89.5082 % Incorrectly Classified Instances 704 10.4918 % Kappa statistic 0.787 Mean absolute error 0.1507 Root mean squared error 0.2691 Relative absolute error 31.7169 % Root relative squared error 55.1986 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.851 0.035 0.975 0.851 0.908 0.962 yes 0.965 0.149 0.804 0.965 0.877 0.962 no Weighted Avg. 0.895 0.079 0.908 0.895 0.896 0.962 === Confusion Matrix === a b <-- classified as 3488 613 | a = yes 91 2518 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5970 88.9717 % Incorrectly Classified Instances 740 11.0283 % Kappa statistic 0.7771 Mean absolute error 0.1501 Root mean squared error 0.2787 Relative absolute error 31.5901 % Root relative squared error 57.1813 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.838 0.029 0.978 0.838 0.903 0.956 yes 0.971 0.162 0.792 0.971 0.873 0.956 no Weighted Avg. 0.89 0.081 0.906 0.89 0.891 0.956 === Confusion Matrix === a b <-- classified as 3437 664 | a = yes 76 2533 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5968 88.9551 % Incorrectly Classified Instances 741 11.0449 % Kappa statistic 0.7739 Mean absolute error 0.1661 Root mean squared error 0.2782 Relative absolute error 34.9441 % Root relative squared error 57.067 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.861 0.066 0.954 0.861 0.905 0.96 yes 0.934 0.139 0.811 0.934 0.868 0.96 no Weighted Avg. 0.89 0.094 0.898 0.89 0.891 0.96 === Confusion Matrix === a b <-- classified as 3532 569 | a = yes 172 2436 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5986 89.2234 % Incorrectly Classified Instances 723 10.7766 % Kappa statistic 0.7784 Mean absolute error 0.1661 Root mean squared error 0.2762 Relative absolute error 34.9449 % Root relative squared error 56.6548 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.871 0.075 0.948 0.871 0.908 0.962 yes 0.925 0.129 0.821 0.925 0.87 0.962 no Weighted Avg. 0.892 0.096 0.899 0.892 0.893 0.962 === Confusion Matrix === a b <-- classified as 3574 527 | a = yes 196 2412 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5962 88.8657 % Incorrectly Classified Instances 747 11.1343 % Kappa statistic 0.7699 Mean absolute error 0.1675 Root mean squared error 0.2794 Relative absolute error 35.2481 % Root relative squared error 57.3264 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.877 0.093 0.937 0.877 0.906 0.959 yes 0.907 0.123 0.824 0.907 0.864 0.959 no Weighted Avg. 0.889 0.105 0.893 0.889 0.889 0.959 === Confusion Matrix === a b <-- classified as 3597 504 | a = yes 243 2365 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5922 88.2695 % Incorrectly Classified Instances 787 11.7305 % Kappa statistic 0.7595 Mean absolute error 0.1775 Root mean squared error 0.2858 Relative absolute error 37.3525 % Root relative squared error 58.6372 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.858 0.079 0.945 0.858 0.899 0.956 yes 0.921 0.142 0.805 0.921 0.859 0.956 no Weighted Avg. 0.883 0.103 0.89 0.883 0.884 0.956 === Confusion Matrix === a b <-- classified as 3520 581 | a = yes 206 2402 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5942 88.5676 % Incorrectly Classified Instances 767 11.4324 % Kappa statistic 0.766 Mean absolute error 0.176 Root mean squared error 0.2832 Relative absolute error 37.0417 % Root relative squared error 58.1056 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.858 0.071 0.95 0.858 0.902 0.958 yes 0.929 0.142 0.806 0.929 0.863 0.958 no Weighted Avg. 0.886 0.098 0.894 0.886 0.887 0.958 === Confusion Matrix === a b <-- classified as 3518 583 | a = yes 184 2424 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6024 89.7898 % Incorrectly Classified Instances 685 10.2102 % Kappa statistic 0.7931 Mean absolute error 0.18 Root mean squared error 0.2808 Relative absolute error 37.8677 % Root relative squared error 57.6025 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.849 0.026 0.981 0.849 0.91 0.962 yes 0.974 0.151 0.804 0.974 0.881 0.962 no Weighted Avg. 0.898 0.074 0.912 0.898 0.899 0.962 === Confusion Matrix === a b <-- classified as 3483 618 | a = yes 67 2541 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5944 88.5974 % Incorrectly Classified Instances 765 11.4026 % Kappa statistic 0.7688 Mean absolute error 0.1616 Root mean squared error 0.2773 Relative absolute error 34.0078 % Root relative squared error 56.8831 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.841 0.043 0.968 0.841 0.9 0.957 yes 0.957 0.159 0.793 0.957 0.867 0.957 no Weighted Avg. 0.886 0.088 0.9 0.886 0.887 0.957 === Confusion Matrix === a b <-- classified as 3448 652 | a = yes 113 2496 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5953 88.7183 % Incorrectly Classified Instances 757 11.2817 % Kappa statistic 0.7682 Mean absolute error 0.1466 Root mean squared error 0.2747 Relative absolute error 30.8461 % Root relative squared error 56.3496 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.866 0.079 0.945 0.866 0.904 0.957 yes 0.921 0.134 0.813 0.921 0.864 0.957 no Weighted Avg. 0.887 0.1 0.894 0.887 0.888 0.957 === Confusion Matrix === a b <-- classified as 3550 551 | a = yes 206 2403 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5961 88.8376 % Incorrectly Classified Instances 749 11.1624 % Kappa statistic 0.774 Mean absolute error 0.1389 Root mean squared error 0.2803 Relative absolute error 29.2341 % Root relative squared error 57.4999 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.84 0.035 0.974 0.84 0.902 0.956 yes 0.965 0.16 0.793 0.965 0.87 0.956 no Weighted Avg. 0.888 0.084 0.904 0.888 0.89 0.956 === Confusion Matrix === a b <-- classified as 3444 657 | a = yes 92 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5965 88.8972 % Incorrectly Classified Instances 745 11.1028 % Kappa statistic 0.7749 Mean absolute error 0.1391 Root mean squared error 0.2791 Relative absolute error 29.269 % Root relative squared error 57.255 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.843 0.039 0.971 0.843 0.903 0.957 yes 0.961 0.157 0.796 0.961 0.871 0.957 no Weighted Avg. 0.889 0.085 0.903 0.889 0.89 0.957 === Confusion Matrix === a b <-- classified as 3459 642 | a = yes 103 2506 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6016 89.6706 % Incorrectly Classified Instances 693 10.3294 % Kappa statistic 0.7903 Mean absolute error 0.1394 Root mean squared error 0.2685 Relative absolute error 29.3272 % Root relative squared error 55.0865 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.852 0.033 0.976 0.852 0.91 0.96 yes 0.967 0.148 0.806 0.967 0.879 0.96 no Weighted Avg. 0.897 0.078 0.91 0.897 0.898 0.96 === Confusion Matrix === a b <-- classified as 3494 606 | a = yes 87 2522 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5980 89.134 % Incorrectly Classified Instances 729 10.866 % Kappa statistic 0.7798 Mean absolute error 0.14 Root mean squared error 0.273 Relative absolute error 29.4603 % Root relative squared error 56.011 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.844 0.035 0.974 0.844 0.905 0.959 yes 0.965 0.156 0.798 0.965 0.874 0.959 no Weighted Avg. 0.891 0.082 0.906 0.891 0.893 0.959 === Confusion Matrix === a b <-- classified as 3463 638 | a = yes 91 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5945 88.6123 % Incorrectly Classified Instances 764 11.3877 % Kappa statistic 0.7695 Mean absolute error 0.1489 Root mean squared error 0.2773 Relative absolute error 31.3297 % Root relative squared error 56.881 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.838 0.038 0.972 0.838 0.9 0.958 yes 0.962 0.162 0.79 0.962 0.868 0.958 no Weighted Avg. 0.886 0.086 0.902 0.886 0.887 0.958 === Confusion Matrix === a b <-- classified as 3435 666 | a = yes 98 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5937 88.4931 % Incorrectly Classified Instances 772 11.5069 % Kappa statistic 0.7677 Mean absolute error 0.1407 Root mean squared error 0.2802 Relative absolute error 29.5991 % Root relative squared error 57.4874 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.832 0.032 0.976 0.832 0.898 0.957 yes 0.968 0.168 0.786 0.968 0.867 0.957 no Weighted Avg. 0.885 0.085 0.902 0.885 0.886 0.957 === Confusion Matrix === a b <-- classified as 3412 689 | a = yes 83 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5980 89.134 % Incorrectly Classified Instances 729 10.866 % Kappa statistic 0.7784 Mean absolute error 0.1417 Root mean squared error 0.275 Relative absolute error 29.8166 % Root relative squared error 56.4239 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.856 0.053 0.962 0.856 0.906 0.957 yes 0.947 0.144 0.807 0.947 0.871 0.957 no Weighted Avg. 0.891 0.088 0.902 0.891 0.893 0.957 === Confusion Matrix === a b <-- classified as 3509 592 | a = yes 137 2471 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5942 88.5676 % Incorrectly Classified Instances 767 11.4324 % Kappa statistic 0.7697 Mean absolute error 0.1415 Root mean squared error 0.2756 Relative absolute error 29.7671 % Root relative squared error 56.542 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.828 0.024 0.982 0.828 0.899 0.96 yes 0.976 0.172 0.783 0.976 0.869 0.96 no Weighted Avg. 0.886 0.081 0.905 0.886 0.887 0.96 === Confusion Matrix === a b <-- classified as 3397 704 | a = yes 63 2545 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5998 89.4023 % Incorrectly Classified Instances 711 10.5977 % Kappa statistic 0.7859 Mean absolute error 0.1368 Root mean squared error 0.2724 Relative absolute error 28.7803 % Root relative squared error 55.8857 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.841 0.022 0.984 0.841 0.907 0.961 yes 0.978 0.159 0.796 0.978 0.878 0.961 no Weighted Avg. 0.894 0.075 0.911 0.894 0.895 0.961 === Confusion Matrix === a b <-- classified as 3447 654 | a = yes 57 2551 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5953 88.7183 % Incorrectly Classified Instances 757 11.2817 % Kappa statistic 0.7735 Mean absolute error 0.1381 Root mean squared error 0.2783 Relative absolute error 29.0628 % Root relative squared error 57.0925 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.013 0.99 0.824 0.899 0.96 yes 0.987 0.176 0.781 0.987 0.872 0.96 no Weighted Avg. 0.887 0.077 0.909 0.887 0.889 0.96 === Confusion Matrix === a b <-- classified as 3379 722 | a = yes 35 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5974 89.0313 % Incorrectly Classified Instances 736 10.9687 % Kappa statistic 0.7797 Mean absolute error 0.1414 Root mean squared error 0.2774 Relative absolute error 29.7535 % Root relative squared error 56.9131 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.827 0.01 0.992 0.827 0.902 0.959 yes 0.99 0.173 0.785 0.99 0.875 0.959 no Weighted Avg. 0.89 0.074 0.911 0.89 0.892 0.959 === Confusion Matrix === a b <-- classified as 3392 709 | a = yes 27 2582 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5971 88.9866 % Incorrectly Classified Instances 739 11.0134 % Kappa statistic 0.7787 Mean absolute error 0.1395 Root mean squared error 0.2801 Relative absolute error 29.3417 % Root relative squared error 57.4599 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.828 0.012 0.991 0.828 0.902 0.961 yes 0.988 0.172 0.785 0.988 0.875 0.961 no Weighted Avg. 0.89 0.075 0.911 0.89 0.891 0.961 === Confusion Matrix === a b <-- classified as 3394 707 | a = yes 32 2577 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5963 88.8806 % Incorrectly Classified Instances 746 11.1194 % Kappa statistic 0.7758 Mean absolute error 0.1427 Root mean squared error 0.2781 Relative absolute error 30.0233 % Root relative squared error 57.0471 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.023 0.982 0.833 0.902 0.957 yes 0.977 0.167 0.788 0.977 0.872 0.957 no Weighted Avg. 0.889 0.079 0.907 0.889 0.89 0.957 === Confusion Matrix === a b <-- classified as 3415 685 | a = yes 61 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5982 89.1638 % Incorrectly Classified Instances 727 10.8362 % Kappa statistic 0.78 Mean absolute error 0.1393 Root mean squared error 0.277 Relative absolute error 29.3083 % Root relative squared error 56.8287 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.848 0.04 0.971 0.848 0.905 0.957 yes 0.96 0.152 0.801 0.96 0.873 0.957 no Weighted Avg. 0.892 0.083 0.905 0.892 0.893 0.957 === Confusion Matrix === a b <-- classified as 3478 623 | a = yes 104 2504 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5983 89.1787 % Incorrectly Classified Instances 726 10.8213 % Kappa statistic 0.7796 Mean absolute error 0.1364 Root mean squared error 0.2746 Relative absolute error 28.7106 % Root relative squared error 56.3322 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.854 0.048 0.965 0.854 0.906 0.958 yes 0.952 0.146 0.805 0.952 0.872 0.958 no Weighted Avg. 0.892 0.086 0.903 0.892 0.893 0.958 === Confusion Matrix === a b <-- classified as 3501 600 | a = yes 126 2482 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5970 88.9849 % Incorrectly Classified Instances 739 11.0151 % Kappa statistic 0.7775 Mean absolute error 0.1374 Root mean squared error 0.2761 Relative absolute error 28.9064 % Root relative squared error 56.64 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.027 0.98 0.837 0.903 0.959 yes 0.973 0.163 0.792 0.973 0.873 0.959 no Weighted Avg. 0.89 0.08 0.907 0.89 0.891 0.959 === Confusion Matrix === a b <-- classified as 3433 668 | a = yes 71 2537 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5956 88.7763 % Incorrectly Classified Instances 753 11.2237 % Kappa statistic 0.7731 Mean absolute error 0.1349 Root mean squared error 0.283 Relative absolute error 28.3844 % Root relative squared error 58.0588 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.837 0.033 0.976 0.837 0.901 0.956 yes 0.967 0.163 0.791 0.967 0.87 0.956 no Weighted Avg. 0.888 0.083 0.904 0.888 0.889 0.956 === Confusion Matrix === a b <-- classified as 3433 668 | a = yes 85 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5971 88.9999 % Incorrectly Classified Instances 738 11.0001 % Kappa statistic 0.7769 Mean absolute error 0.1334 Root mean squared error 0.278 Relative absolute error 28.0759 % Root relative squared error 57.0241 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.845 0.039 0.971 0.845 0.904 0.959 yes 0.961 0.155 0.798 0.961 0.872 0.959 no Weighted Avg. 0.89 0.084 0.904 0.89 0.891 0.959 === Confusion Matrix === a b <-- classified as 3465 636 | a = yes 102 2506 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5944 88.5974 % Incorrectly Classified Instances 765 11.4026 % Kappa statistic 0.7691 Mean absolute error 0.1416 Root mean squared error 0.2833 Relative absolute error 29.7927 % Root relative squared error 58.119 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.839 0.039 0.971 0.839 0.9 0.954 yes 0.961 0.161 0.791 0.961 0.868 0.954 no Weighted Avg. 0.886 0.087 0.901 0.886 0.887 0.954 === Confusion Matrix === a b <-- classified as 3439 662 | a = yes 103 2505 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5946 88.614 % Incorrectly Classified Instances 764 11.386 % Kappa statistic 0.7714 Mean absolute error 0.1393 Root mean squared error 0.2849 Relative absolute error 29.3077 % Root relative squared error 58.4454 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.823 0.014 0.989 0.823 0.898 0.959 yes 0.986 0.177 0.78 0.986 0.871 0.959 no Weighted Avg. 0.886 0.078 0.908 0.886 0.888 0.959 === Confusion Matrix === a b <-- classified as 3374 727 | a = yes 37 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5929 88.3607 % Incorrectly Classified Instances 781 11.6393 % Kappa statistic 0.7666 Mean absolute error 0.1425 Root mean squared error 0.2883 Relative absolute error 29.9887 % Root relative squared error 59.1381 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.819 0.014 0.989 0.819 0.896 0.957 yes 0.986 0.181 0.776 0.986 0.868 0.957 no Weighted Avg. 0.884 0.079 0.906 0.884 0.885 0.957 === Confusion Matrix === a b <-- classified as 3357 744 | a = yes 37 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5952 88.7034 % Incorrectly Classified Instances 758 11.2966 % Kappa statistic 0.7732 Mean absolute error 0.14 Root mean squared error 0.2871 Relative absolute error 29.4537 % Root relative squared error 58.9007 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.824 0.014 0.989 0.824 0.899 0.959 yes 0.986 0.176 0.781 0.986 0.872 0.959 no Weighted Avg. 0.887 0.077 0.908 0.887 0.888 0.959 === Confusion Matrix === a b <-- classified as 3379 722 | a = yes 36 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6000 89.4321 % Incorrectly Classified Instances 709 10.5679 % Kappa statistic 0.7856 Mean absolute error 0.1324 Root mean squared error 0.2726 Relative absolute error 27.8523 % Root relative squared error 55.9171 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.849 0.034 0.975 0.849 0.908 0.96 yes 0.966 0.151 0.802 0.966 0.877 0.96 no Weighted Avg. 0.894 0.08 0.908 0.894 0.896 0.96 === Confusion Matrix === a b <-- classified as 3479 621 | a = yes 88 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5983 89.1787 % Incorrectly Classified Instances 726 10.8213 % Kappa statistic 0.7811 Mean absolute error 0.1373 Root mean squared error 0.2767 Relative absolute error 28.8843 % Root relative squared error 56.758 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.841 0.029 0.979 0.841 0.905 0.957 yes 0.971 0.159 0.796 0.971 0.875 0.957 no Weighted Avg. 0.892 0.079 0.908 0.892 0.893 0.957 === Confusion Matrix === a b <-- classified as 3450 651 | a = yes 75 2533 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5997 89.3874 % Incorrectly Classified Instances 712 10.6126 % Kappa statistic 0.7851 Mean absolute error 0.1369 Root mean squared error 0.2695 Relative absolute error 28.7985 % Root relative squared error 55.2834 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.845 0.029 0.979 0.845 0.907 0.962 yes 0.971 0.155 0.799 0.971 0.877 0.962 no Weighted Avg. 0.894 0.078 0.909 0.894 0.895 0.962 === Confusion Matrix === a b <-- classified as 3465 636 | a = yes 76 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5973 89.0297 % Incorrectly Classified Instances 736 10.9703 % Kappa statistic 0.7789 Mean absolute error 0.1433 Root mean squared error 0.2763 Relative absolute error 30.1482 % Root relative squared error 56.6737 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.833 0.02 0.985 0.833 0.903 0.957 yes 0.98 0.167 0.789 0.98 0.874 0.957 no Weighted Avg. 0.89 0.077 0.909 0.89 0.892 0.957 === Confusion Matrix === a b <-- classified as 3416 685 | a = yes 51 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5985 89.2085 % Incorrectly Classified Instances 724 10.7915 % Kappa statistic 0.7807 Mean absolute error 0.1408 Root mean squared error 0.2708 Relative absolute error 29.6346 % Root relative squared error 55.5487 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.85 0.041 0.97 0.85 0.906 0.96 yes 0.959 0.15 0.802 0.959 0.874 0.96 no Weighted Avg. 0.892 0.084 0.905 0.892 0.893 0.96 === Confusion Matrix === a b <-- classified as 3485 616 | a = yes 108 2500 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5938 88.508 % Incorrectly Classified Instances 771 11.492 % Kappa statistic 0.7672 Mean absolute error 0.145 Root mean squared error 0.2838 Relative absolute error 30.5076 % Root relative squared error 58.213 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.838 0.041 0.97 0.838 0.899 0.953 yes 0.959 0.162 0.79 0.959 0.866 0.953 no Weighted Avg. 0.885 0.088 0.9 0.885 0.886 0.953 === Confusion Matrix === a b <-- classified as 3437 664 | a = yes 107 2501 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5957 88.7912 % Incorrectly Classified Instances 752 11.2088 % Kappa statistic 0.7736 Mean absolute error 0.1425 Root mean squared error 0.2767 Relative absolute error 29.9743 % Root relative squared error 56.7692 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.835 0.03 0.978 0.835 0.901 0.958 yes 0.97 0.165 0.789 0.97 0.871 0.958 no Weighted Avg. 0.888 0.082 0.905 0.888 0.889 0.958 === Confusion Matrix === a b <-- classified as 3426 675 | a = yes 77 2531 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5708 85.0671 % Incorrectly Classified Instances 1002 14.9329 % Kappa statistic 0.6781 Mean absolute error 0.1764 Root mean squared error 0.2924 Relative absolute error 37.1112 % Root relative squared error 59.9864 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.92 0.258 0.849 0.92 0.883 0.953 yes 0.742 0.08 0.855 0.742 0.794 0.953 no Weighted Avg. 0.851 0.189 0.851 0.851 0.848 0.953 === Confusion Matrix === a b <-- classified as 3772 329 | a = yes 673 1936 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5883 87.6751 % Incorrectly Classified Instances 827 12.3249 % Kappa statistic 0.7384 Mean absolute error 0.1611 Root mean squared error 0.28 Relative absolute error 33.8883 % Root relative squared error 57.4296 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.183 0.887 0.915 0.901 0.961 yes 0.817 0.085 0.859 0.817 0.838 0.961 no Weighted Avg. 0.877 0.145 0.876 0.877 0.876 0.961 === Confusion Matrix === a b <-- classified as 3751 350 | a = yes 477 2132 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5767 85.9463 % Incorrectly Classified Instances 943 14.0537 % Kappa statistic 0.6964 Mean absolute error 0.17 Root mean squared error 0.2904 Relative absolute error 35.7763 % Root relative squared error 59.5641 % Total Number of Instances 6710 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.252 0.853 0.931 0.89 0.958 yes 0.748 0.069 0.873 0.748 0.805 0.958 no Weighted Avg. 0.859 0.181 0.861 0.859 0.857 0.958 === Confusion Matrix === a b <-- classified as 3816 285 | a = yes 658 1951 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5852 87.2261 % Incorrectly Classified Instances 857 12.7739 % Kappa statistic 0.7295 Mean absolute error 0.1654 Root mean squared error 0.2847 Relative absolute error 34.7936 % Root relative squared error 58.4117 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.906 0.181 0.887 0.906 0.897 0.96 yes 0.819 0.094 0.848 0.819 0.833 0.96 no Weighted Avg. 0.872 0.147 0.872 0.872 0.872 0.96 === Confusion Matrix === a b <-- classified as 3717 384 | a = yes 473 2135 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5827 86.8535 % Incorrectly Classified Instances 882 13.1465 % Kappa statistic 0.7197 Mean absolute error 0.1673 Root mean squared error 0.2901 Relative absolute error 35.2051 % Root relative squared error 59.5112 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.916 0.206 0.875 0.916 0.895 0.958 yes 0.794 0.084 0.857 0.794 0.825 0.958 no Weighted Avg. 0.869 0.158 0.868 0.869 0.868 0.958 === Confusion Matrix === a b <-- classified as 3755 346 | a = yes 536 2072 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5777 86.1082 % Incorrectly Classified Instances 932 13.8918 % Kappa statistic 0.6989 Mean absolute error 0.1651 Root mean squared error 0.2856 Relative absolute error 34.7466 % Root relative squared error 58.5942 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.259 0.851 0.937 0.892 0.959 yes 0.741 0.063 0.883 0.741 0.806 0.959 no Weighted Avg. 0.861 0.183 0.863 0.861 0.858 0.959 === Confusion Matrix === a b <-- classified as 3844 257 | a = yes 675 1933 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5829 86.8833 % Incorrectly Classified Instances 880 13.1167 % Kappa statistic 0.7179 Mean absolute error 0.1608 Root mean squared error 0.2791 Relative absolute error 33.8406 % Root relative squared error 57.2512 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.229 0.865 0.931 0.897 0.96 yes 0.771 0.069 0.876 0.771 0.821 0.96 no Weighted Avg. 0.869 0.167 0.869 0.869 0.867 0.96 === Confusion Matrix === a b <-- classified as 3817 284 | a = yes 596 2012 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5814 86.6597 % Incorrectly Classified Instances 895 13.3403 % Kappa statistic 0.7122 Mean absolute error 0.1668 Root mean squared error 0.2819 Relative absolute error 35.0956 % Root relative squared error 57.8381 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.239 0.86 0.934 0.895 0.961 yes 0.761 0.066 0.88 0.761 0.816 0.961 no Weighted Avg. 0.867 0.172 0.868 0.867 0.865 0.961 === Confusion Matrix === a b <-- classified as 3830 271 | a = yes 624 1984 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5850 87.1963 % Incorrectly Classified Instances 859 12.8037 % Kappa statistic 0.7295 Mean absolute error 0.1654 Root mean squared error 0.2825 Relative absolute error 34.793 % Root relative squared error 57.9447 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.902 0.176 0.89 0.902 0.896 0.956 yes 0.824 0.098 0.843 0.824 0.833 0.956 no Weighted Avg. 0.872 0.145 0.872 0.872 0.872 0.956 === Confusion Matrix === a b <-- classified as 3701 400 | a = yes 459 2149 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5852 87.2261 % Incorrectly Classified Instances 857 12.7739 % Kappa statistic 0.7282 Mean absolute error 0.1589 Root mean squared error 0.2791 Relative absolute error 33.423 % Root relative squared error 57.2533 % Total Number of Instances 6709 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.195 0.88 0.915 0.898 0.959 yes 0.805 0.085 0.858 0.805 0.83 0.959 no Weighted Avg. 0.872 0.152 0.872 0.872 0.871 0.959 === Confusion Matrix === a b <-- classified as 3753 347 | a = yes 510 2099 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 6 RUN: 0 FOLD: 0 Correctly Classified Instances 5784 98.5685 % Incorrectly Classified Instances 84 1.4315 % Kappa statistic 0.9711 Mean absolute error 0.0194 Root mean squared error 0.112 Relative absolute error 3.9213 % Root relative squared error 22.5132 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.009 0.992 0.981 0.987 0.994 yes 0.991 0.019 0.978 0.991 0.984 0.994 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3170 60 | a = yes 24 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5780 98.5003 % Incorrectly Classified Instances 88 1.4997 % Kappa statistic 0.9698 Mean absolute error 0.0184 Root mean squared error 0.1158 Relative absolute error 3.7242 % Root relative squared error 23.2878 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.006 0.995 0.978 0.986 0.994 yes 0.994 0.022 0.974 0.994 0.983 0.994 no Weighted Avg. 0.985 0.013 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3159 71 | a = yes 17 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5792 98.7048 % Incorrectly Classified Instances 76 1.2952 % Kappa statistic 0.9739 Mean absolute error 0.0184 Root mean squared error 0.1084 Relative absolute error 3.7173 % Root relative squared error 21.7935 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.005 0.996 0.98 0.988 0.995 yes 0.995 0.02 0.977 0.995 0.986 0.995 no Weighted Avg. 0.987 0.011 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3167 63 | a = yes 13 2625 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5785 98.6024 % Incorrectly Classified Instances 82 1.3976 % Kappa statistic 0.9718 Mean absolute error 0.0226 Root mean squared error 0.1108 Relative absolute error 4.5713 % Root relative squared error 22.2787 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.011 0.991 0.984 0.987 0.995 yes 0.989 0.016 0.98 0.989 0.985 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3178 52 | a = yes 30 2607 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5781 98.5342 % Incorrectly Classified Instances 86 1.4658 % Kappa statistic 0.9704 Mean absolute error 0.0206 Root mean squared error 0.1151 Relative absolute error 4.1588 % Root relative squared error 23.145 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.011 0.991 0.982 0.987 0.995 yes 0.989 0.018 0.978 0.989 0.984 0.995 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3172 58 | a = yes 28 2609 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5763 98.2274 % Incorrectly Classified Instances 104 1.7726 % Kappa statistic 0.9643 Mean absolute error 0.0218 Root mean squared error 0.1212 Relative absolute error 4.4088 % Root relative squared error 24.3604 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.006 0.995 0.973 0.984 0.993 yes 0.994 0.027 0.968 0.994 0.981 0.993 no Weighted Avg. 0.982 0.016 0.983 0.982 0.982 0.993 === Confusion Matrix === a b <-- classified as 3142 88 | a = yes 16 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5772 98.3808 % Incorrectly Classified Instances 95 1.6192 % Kappa statistic 0.9673 Mean absolute error 0.0205 Root mean squared error 0.1166 Relative absolute error 4.1415 % Root relative squared error 23.442 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.007 0.994 0.976 0.985 0.994 yes 0.993 0.024 0.971 0.993 0.982 0.994 no Weighted Avg. 0.984 0.014 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3153 77 | a = yes 18 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5782 98.5512 % Incorrectly Classified Instances 85 1.4488 % Kappa statistic 0.9708 Mean absolute error 0.0199 Root mean squared error 0.1136 Relative absolute error 4.0228 % Root relative squared error 22.8395 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.007 0.994 0.979 0.987 0.994 yes 0.993 0.021 0.975 0.993 0.984 0.994 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3163 67 | a = yes 18 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5770 98.3467 % Incorrectly Classified Instances 97 1.6533 % Kappa statistic 0.9667 Mean absolute error 0.0213 Root mean squared error 0.1169 Relative absolute error 4.3071 % Root relative squared error 23.5087 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.005 0.996 0.974 0.985 0.995 yes 0.995 0.026 0.969 0.995 0.982 0.995 no Weighted Avg. 0.983 0.014 0.984 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3145 85 | a = yes 12 2625 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5769 98.3296 % Incorrectly Classified Instances 98 1.6704 % Kappa statistic 0.9663 Mean absolute error 0.0237 Root mean squared error 0.1173 Relative absolute error 4.7861 % Root relative squared error 23.5894 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.011 0.991 0.978 0.985 0.994 yes 0.989 0.022 0.974 0.989 0.982 0.994 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.994 === Confusion Matrix === a b <-- classified as 3160 70 | a = yes 28 2609 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5765 98.2447 % Incorrectly Classified Instances 103 1.7553 % Kappa statistic 0.9646 Mean absolute error 0.0225 Root mean squared error 0.1264 Relative absolute error 4.5506 % Root relative squared error 25.4136 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.007 0.994 0.974 0.984 0.994 yes 0.993 0.026 0.969 0.993 0.981 0.994 no Weighted Avg. 0.982 0.016 0.983 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3146 84 | a = yes 19 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5796 98.773 % Incorrectly Classified Instances 72 1.227 % Kappa statistic 0.9752 Mean absolute error 0.0208 Root mean squared error 0.1026 Relative absolute error 4.2084 % Root relative squared error 20.6333 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.013 0.99 0.988 0.989 0.996 yes 0.987 0.012 0.985 0.987 0.986 0.996 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3191 39 | a = yes 33 2605 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5785 98.5855 % Incorrectly Classified Instances 83 1.4145 % Kappa statistic 0.9715 Mean absolute error 0.0205 Root mean squared error 0.1128 Relative absolute error 4.1406 % Root relative squared error 22.6825 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.008 0.993 0.981 0.987 0.994 yes 0.992 0.019 0.977 0.992 0.984 0.994 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3168 62 | a = yes 21 2617 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5782 98.5512 % Incorrectly Classified Instances 85 1.4488 % Kappa statistic 0.9708 Mean absolute error 0.0194 Root mean squared error 0.1114 Relative absolute error 3.9205 % Root relative squared error 22.3907 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.005 0.996 0.978 0.987 0.995 yes 0.995 0.022 0.974 0.995 0.984 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3159 71 | a = yes 14 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5776 98.449 % Incorrectly Classified Instances 91 1.551 % Kappa statistic 0.9687 Mean absolute error 0.0216 Root mean squared error 0.118 Relative absolute error 4.3658 % Root relative squared error 23.7181 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.009 0.993 0.979 0.986 0.995 yes 0.991 0.021 0.975 0.991 0.983 0.995 no Weighted Avg. 0.984 0.014 0.985 0.984 0.985 0.995 === Confusion Matrix === a b <-- classified as 3162 68 | a = yes 23 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5774 98.4149 % Incorrectly Classified Instances 93 1.5851 % Kappa statistic 0.968 Mean absolute error 0.023 Root mean squared error 0.1188 Relative absolute error 4.6482 % Root relative squared error 23.8917 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.008 0.993 0.978 0.985 0.994 yes 0.992 0.022 0.974 0.992 0.983 0.994 no Weighted Avg. 0.984 0.014 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3159 71 | a = yes 22 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5794 98.7558 % Incorrectly Classified Instances 73 1.2442 % Kappa statistic 0.9749 Mean absolute error 0.0197 Root mean squared error 0.1051 Relative absolute error 3.9767 % Root relative squared error 21.1244 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.007 0.994 0.983 0.989 0.997 yes 0.993 0.017 0.98 0.993 0.986 0.997 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3176 54 | a = yes 19 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5771 98.3637 % Incorrectly Classified Instances 96 1.6363 % Kappa statistic 0.967 Mean absolute error 0.0245 Root mean squared error 0.1195 Relative absolute error 4.9472 % Root relative squared error 24.0243 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.01 0.992 0.978 0.985 0.995 yes 0.99 0.022 0.974 0.99 0.982 0.995 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3160 70 | a = yes 26 2611 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5784 98.5853 % Incorrectly Classified Instances 83 1.4147 % Kappa statistic 0.9715 Mean absolute error 0.0216 Root mean squared error 0.1112 Relative absolute error 4.3559 % Root relative squared error 22.3596 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.009 0.993 0.981 0.987 0.995 yes 0.991 0.019 0.978 0.991 0.984 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3170 60 | a = yes 23 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5779 98.5001 % Incorrectly Classified Instances 88 1.4999 % Kappa statistic 0.9697 Mean absolute error 0.0201 Root mean squared error 0.1122 Relative absolute error 4.0527 % Root relative squared error 22.5515 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.008 0.993 0.979 0.986 0.995 yes 0.992 0.021 0.975 0.992 0.983 0.995 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3163 67 | a = yes 21 2616 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5776 98.4322 % Incorrectly Classified Instances 92 1.5678 % Kappa statistic 0.9684 Mean absolute error 0.0257 Root mean squared error 0.1186 Relative absolute error 5.1831 % Root relative squared error 23.8405 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.009 0.993 0.979 0.986 0.994 yes 0.991 0.021 0.974 0.991 0.983 0.994 no Weighted Avg. 0.984 0.014 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3161 69 | a = yes 23 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5780 98.5003 % Incorrectly Classified Instances 88 1.4997 % Kappa statistic 0.9697 Mean absolute error 0.0235 Root mean squared error 0.111 Relative absolute error 4.7483 % Root relative squared error 22.3212 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.011 0.991 0.982 0.986 0.995 yes 0.989 0.018 0.978 0.989 0.983 0.995 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3172 58 | a = yes 30 2608 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5788 98.6367 % Incorrectly Classified Instances 80 1.3633 % Kappa statistic 0.9725 Mean absolute error 0.0205 Root mean squared error 0.1104 Relative absolute error 4.1373 % Root relative squared error 22.202 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.008 0.994 0.981 0.988 0.996 yes 0.992 0.019 0.978 0.992 0.985 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3170 60 | a = yes 20 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5789 98.6705 % Incorrectly Classified Instances 78 1.3295 % Kappa statistic 0.9732 Mean absolute error 0.0223 Root mean squared error 0.1103 Relative absolute error 4.508 % Root relative squared error 22.1744 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.008 0.994 0.982 0.988 0.995 yes 0.992 0.018 0.978 0.992 0.985 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3172 58 | a = yes 20 2617 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5792 98.7217 % Incorrectly Classified Instances 75 1.2783 % Kappa statistic 0.9742 Mean absolute error 0.0183 Root mean squared error 0.1071 Relative absolute error 3.7065 % Root relative squared error 21.5256 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.008 0.993 0.984 0.988 0.995 yes 0.992 0.016 0.98 0.992 0.986 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3177 53 | a = yes 22 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5774 98.4149 % Incorrectly Classified Instances 93 1.5851 % Kappa statistic 0.968 Mean absolute error 0.0231 Root mean squared error 0.1167 Relative absolute error 4.6667 % Root relative squared error 23.4685 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.01 0.992 0.98 0.986 0.994 yes 0.99 0.02 0.975 0.99 0.982 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3164 66 | a = yes 27 2610 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5767 98.2956 % Incorrectly Classified Instances 100 1.7044 % Kappa statistic 0.9656 Mean absolute error 0.0229 Root mean squared error 0.1199 Relative absolute error 4.6278 % Root relative squared error 24.099 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.013 0.989 0.98 0.984 0.994 yes 0.987 0.02 0.976 0.987 0.981 0.994 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.994 === Confusion Matrix === a b <-- classified as 3165 65 | a = yes 35 2602 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5792 98.7217 % Incorrectly Classified Instances 75 1.2783 % Kappa statistic 0.9742 Mean absolute error 0.0222 Root mean squared error 0.1058 Relative absolute error 4.4868 % Root relative squared error 21.2661 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.008 0.994 0.983 0.988 0.996 yes 0.992 0.017 0.979 0.992 0.986 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3175 55 | a = yes 20 2617 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5787 98.6364 % Incorrectly Classified Instances 80 1.3636 % Kappa statistic 0.9725 Mean absolute error 0.0175 Root mean squared error 0.1099 Relative absolute error 3.5263 % Root relative squared error 22.0982 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.009 0.992 0.983 0.988 0.996 yes 0.991 0.017 0.979 0.991 0.985 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3174 56 | a = yes 24 2613 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5763 98.2274 % Incorrectly Classified Instances 104 1.7726 % Kappa statistic 0.9642 Mean absolute error 0.0249 Root mean squared error 0.1239 Relative absolute error 5.0268 % Root relative squared error 24.9048 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.01 0.992 0.976 0.984 0.995 yes 0.99 0.024 0.971 0.99 0.98 0.995 no Weighted Avg. 0.982 0.016 0.982 0.982 0.982 0.995 === Confusion Matrix === a b <-- classified as 3153 77 | a = yes 27 2610 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5772 98.364 % Incorrectly Classified Instances 96 1.636 % Kappa statistic 0.967 Mean absolute error 0.0234 Root mean squared error 0.1175 Relative absolute error 4.7328 % Root relative squared error 23.6241 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.012 0.99 0.98 0.985 0.996 yes 0.988 0.02 0.976 0.988 0.982 0.996 no Weighted Avg. 0.984 0.016 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3166 64 | a = yes 32 2606 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5799 98.8241 % Incorrectly Classified Instances 69 1.1759 % Kappa statistic 0.9763 Mean absolute error 0.0204 Root mean squared error 0.1035 Relative absolute error 4.1229 % Root relative squared error 20.8095 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.008 0.993 0.985 0.989 0.996 yes 0.992 0.015 0.982 0.992 0.987 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3183 47 | a = yes 22 2616 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5790 98.6708 % Incorrectly Classified Instances 78 1.3292 % Kappa statistic 0.9732 Mean absolute error 0.0208 Root mean squared error 0.108 Relative absolute error 4.2054 % Root relative squared error 21.7146 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.008 0.993 0.983 0.988 0.996 yes 0.992 0.017 0.979 0.992 0.985 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3174 56 | a = yes 22 2616 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5756 98.1081 % Incorrectly Classified Instances 111 1.8919 % Kappa statistic 0.9619 Mean absolute error 0.0237 Root mean squared error 0.126 Relative absolute error 4.7966 % Root relative squared error 25.3217 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.006 0.995 0.971 0.983 0.993 yes 0.994 0.029 0.965 0.994 0.979 0.993 no Weighted Avg. 0.981 0.017 0.981 0.981 0.981 0.993 === Confusion Matrix === a b <-- classified as 3136 94 | a = yes 17 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5767 98.2956 % Incorrectly Classified Instances 100 1.7044 % Kappa statistic 0.9656 Mean absolute error 0.0233 Root mean squared error 0.1196 Relative absolute error 4.7141 % Root relative squared error 24.0403 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.006 0.995 0.974 0.984 0.995 yes 0.994 0.026 0.969 0.994 0.981 0.995 no Weighted Avg. 0.983 0.015 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3146 84 | a = yes 16 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5782 98.5512 % Incorrectly Classified Instances 85 1.4488 % Kappa statistic 0.9708 Mean absolute error 0.0202 Root mean squared error 0.1124 Relative absolute error 4.0847 % Root relative squared error 22.592 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.009 0.993 0.981 0.987 0.996 yes 0.991 0.019 0.977 0.991 0.984 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3168 62 | a = yes 23 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5771 98.3637 % Incorrectly Classified Instances 96 1.6363 % Kappa statistic 0.967 Mean absolute error 0.0207 Root mean squared error 0.1179 Relative absolute error 4.1774 % Root relative squared error 23.6934 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.007 0.994 0.976 0.985 0.994 yes 0.993 0.024 0.971 0.993 0.982 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3153 77 | a = yes 19 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5791 98.7046 % Incorrectly Classified Instances 76 1.2954 % Kappa statistic 0.9739 Mean absolute error 0.0201 Root mean squared error 0.1082 Relative absolute error 4.0655 % Root relative squared error 21.7574 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.007 0.994 0.982 0.988 0.995 yes 0.993 0.018 0.979 0.993 0.986 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3173 57 | a = yes 19 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5780 98.5171 % Incorrectly Classified Instances 87 1.4829 % Kappa statistic 0.9701 Mean absolute error 0.0226 Root mean squared error 0.1147 Relative absolute error 4.5767 % Root relative squared error 23.0605 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.009 0.993 0.98 0.986 0.996 yes 0.991 0.02 0.976 0.991 0.984 0.996 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3166 64 | a = yes 23 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5776 98.449 % Incorrectly Classified Instances 91 1.551 % Kappa statistic 0.9687 Mean absolute error 0.022 Root mean squared error 0.1131 Relative absolute error 4.444 % Root relative squared error 22.7385 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.009 0.992 0.98 0.986 0.995 yes 0.991 0.02 0.975 0.991 0.983 0.995 no Weighted Avg. 0.984 0.014 0.985 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3164 66 | a = yes 25 2612 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5791 98.6878 % Incorrectly Classified Instances 77 1.3122 % Kappa statistic 0.9735 Mean absolute error 0.0227 Root mean squared error 0.1063 Relative absolute error 4.5792 % Root relative squared error 21.3664 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.009 0.993 0.983 0.988 0.995 yes 0.991 0.017 0.98 0.991 0.985 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3176 54 | a = yes 23 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5788 98.6367 % Incorrectly Classified Instances 80 1.3633 % Kappa statistic 0.9725 Mean absolute error 0.0231 Root mean squared error 0.1121 Relative absolute error 4.6709 % Root relative squared error 22.5399 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.005 0.996 0.98 0.988 0.993 yes 0.995 0.02 0.975 0.995 0.985 0.993 no Weighted Avg. 0.986 0.012 0.987 0.986 0.986 0.993 === Confusion Matrix === a b <-- classified as 3164 66 | a = yes 14 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5772 98.364 % Incorrectly Classified Instances 96 1.636 % Kappa statistic 0.967 Mean absolute error 0.0253 Root mean squared error 0.1202 Relative absolute error 5.1066 % Root relative squared error 24.1705 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.007 0.994 0.976 0.985 0.993 yes 0.993 0.024 0.971 0.993 0.982 0.993 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.993 === Confusion Matrix === a b <-- classified as 3153 77 | a = yes 19 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5783 98.5683 % Incorrectly Classified Instances 84 1.4317 % Kappa statistic 0.9711 Mean absolute error 0.0206 Root mean squared error 0.1133 Relative absolute error 4.1598 % Root relative squared error 22.778 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.006 0.995 0.979 0.987 0.994 yes 0.994 0.021 0.975 0.994 0.984 0.994 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3163 67 | a = yes 17 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5780 98.5171 % Incorrectly Classified Instances 87 1.4829 % Kappa statistic 0.9701 Mean absolute error 0.0207 Root mean squared error 0.1142 Relative absolute error 4.1787 % Root relative squared error 22.9603 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.005 0.996 0.977 0.986 0.996 yes 0.995 0.023 0.972 0.995 0.984 0.996 no Weighted Avg. 0.985 0.013 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3155 75 | a = yes 12 2625 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5783 98.5683 % Incorrectly Classified Instances 84 1.4317 % Kappa statistic 0.9711 Mean absolute error 0.0191 Root mean squared error 0.1106 Relative absolute error 3.8548 % Root relative squared error 22.2354 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.01 0.992 0.982 0.987 0.995 yes 0.99 0.018 0.979 0.99 0.984 0.995 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3173 57 | a = yes 27 2610 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5797 98.8069 % Incorrectly Classified Instances 70 1.1931 % Kappa statistic 0.9759 Mean absolute error 0.0205 Root mean squared error 0.102 Relative absolute error 4.133 % Root relative squared error 20.5118 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.008 0.994 0.985 0.989 0.996 yes 0.992 0.015 0.981 0.992 0.987 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3180 50 | a = yes 20 2617 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5764 98.2444 % Incorrectly Classified Instances 103 1.7556 % Kappa statistic 0.9646 Mean absolute error 0.0251 Root mean squared error 0.122 Relative absolute error 5.0709 % Root relative squared error 24.5224 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.006 0.995 0.973 0.984 0.995 yes 0.994 0.027 0.968 0.994 0.981 0.995 no Weighted Avg. 0.982 0.016 0.983 0.982 0.982 0.995 === Confusion Matrix === a b <-- classified as 3144 86 | a = yes 17 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5778 98.483 % Incorrectly Classified Instances 89 1.517 % Kappa statistic 0.9694 Mean absolute error 0.0226 Root mean squared error 0.1135 Relative absolute error 4.5702 % Root relative squared error 22.808 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.009 0.992 0.98 0.986 0.996 yes 0.991 0.02 0.976 0.991 0.983 0.996 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3165 65 | a = yes 24 2613 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5771 98.3637 % Incorrectly Classified Instances 96 1.6363 % Kappa statistic 0.967 Mean absolute error 0.0235 Root mean squared error 0.12 Relative absolute error 4.7424 % Root relative squared error 24.1212 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.011 0.991 0.979 0.985 0.993 yes 0.989 0.021 0.975 0.989 0.982 0.993 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.993 === Confusion Matrix === a b <-- classified as 3163 67 | a = yes 29 2608 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5794 98.7389 % Incorrectly Classified Instances 74 1.2611 % Kappa statistic 0.9746 Mean absolute error 0.0189 Root mean squared error 0.107 Relative absolute error 3.8206 % Root relative squared error 21.5027 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.006 0.995 0.982 0.988 0.996 yes 0.994 0.018 0.978 0.994 0.986 0.996 no Weighted Avg. 0.987 0.011 0.988 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3171 59 | a = yes 15 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5786 98.6026 % Incorrectly Classified Instances 82 1.3974 % Kappa statistic 0.9718 Mean absolute error 0.0181 Root mean squared error 0.1101 Relative absolute error 3.6638 % Root relative squared error 22.1312 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.007 0.994 0.98 0.987 0.995 yes 0.993 0.02 0.976 0.993 0.985 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3166 64 | a = yes 18 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5763 98.2106 % Incorrectly Classified Instances 105 1.7894 % Kappa statistic 0.9639 Mean absolute error 0.0223 Root mean squared error 0.1202 Relative absolute error 4.5076 % Root relative squared error 24.1603 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.016 0.987 0.98 0.984 0.994 yes 0.984 0.02 0.976 0.984 0.98 0.994 no Weighted Avg. 0.982 0.018 0.982 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3167 63 | a = yes 42 2596 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5769 98.3296 % Incorrectly Classified Instances 98 1.6704 % Kappa statistic 0.9663 Mean absolute error 0.0249 Root mean squared error 0.1191 Relative absolute error 5.0215 % Root relative squared error 23.9327 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.009 0.992 0.977 0.985 0.995 yes 0.991 0.023 0.972 0.991 0.982 0.995 no Weighted Avg. 0.983 0.015 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3156 74 | a = yes 24 2613 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5790 98.6876 % Incorrectly Classified Instances 77 1.3124 % Kappa statistic 0.9735 Mean absolute error 0.021 Root mean squared error 0.1089 Relative absolute error 4.249 % Root relative squared error 21.8914 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.008 0.993 0.983 0.988 0.996 yes 0.992 0.017 0.979 0.992 0.985 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3175 55 | a = yes 22 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5769 98.3296 % Incorrectly Classified Instances 98 1.6704 % Kappa statistic 0.9663 Mean absolute error 0.0223 Root mean squared error 0.115 Relative absolute error 4.4975 % Root relative squared error 23.1145 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.011 0.991 0.979 0.985 0.996 yes 0.989 0.021 0.974 0.989 0.982 0.996 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.996 === Confusion Matrix === a b <-- classified as 3161 69 | a = yes 29 2608 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5758 98.1422 % Incorrectly Classified Instances 109 1.8578 % Kappa statistic 0.9625 Mean absolute error 0.0243 Root mean squared error 0.1248 Relative absolute error 4.9167 % Root relative squared error 25.0901 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.015 0.988 0.979 0.983 0.995 yes 0.985 0.021 0.974 0.985 0.979 0.995 no Weighted Avg. 0.981 0.018 0.981 0.981 0.981 0.995 === Confusion Matrix === a b <-- classified as 3161 69 | a = yes 40 2597 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5791 98.7046 % Incorrectly Classified Instances 76 1.2954 % Kappa statistic 0.9739 Mean absolute error 0.0226 Root mean squared error 0.108 Relative absolute error 4.5676 % Root relative squared error 21.7019 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.007 0.994 0.982 0.988 0.993 yes 0.993 0.018 0.979 0.993 0.986 0.993 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.993 === Confusion Matrix === a b <-- classified as 3173 57 | a = yes 19 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5776 98.449 % Incorrectly Classified Instances 91 1.551 % Kappa statistic 0.9687 Mean absolute error 0.0237 Root mean squared error 0.1178 Relative absolute error 4.7791 % Root relative squared error 23.6764 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.013 0.99 0.982 0.986 0.994 yes 0.987 0.018 0.978 0.987 0.983 0.994 no Weighted Avg. 0.984 0.015 0.985 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3172 58 | a = yes 33 2604 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5773 98.3978 % Incorrectly Classified Instances 94 1.6022 % Kappa statistic 0.9677 Mean absolute error 0.0253 Root mean squared error 0.1171 Relative absolute error 5.1154 % Root relative squared error 23.5441 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.01 0.992 0.979 0.985 0.995 yes 0.99 0.021 0.975 0.99 0.982 0.995 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3162 68 | a = yes 26 2611 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5782 98.5344 % Incorrectly Classified Instances 86 1.4656 % Kappa statistic 0.9704 Mean absolute error 0.0235 Root mean squared error 0.1119 Relative absolute error 4.7447 % Root relative squared error 22.4899 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.009 0.992 0.981 0.987 0.996 yes 0.991 0.019 0.977 0.991 0.984 0.996 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3168 62 | a = yes 24 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5784 98.5685 % Incorrectly Classified Instances 84 1.4315 % Kappa statistic 0.9711 Mean absolute error 0.0234 Root mean squared error 0.1102 Relative absolute error 4.7314 % Root relative squared error 22.1612 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.008 0.994 0.98 0.987 0.996 yes 0.992 0.02 0.976 0.992 0.984 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3166 64 | a = yes 20 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5786 98.6026 % Incorrectly Classified Instances 82 1.3974 % Kappa statistic 0.9718 Mean absolute error 0.0192 Root mean squared error 0.1113 Relative absolute error 3.8782 % Root relative squared error 22.3683 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.005 0.996 0.979 0.987 0.994 yes 0.995 0.021 0.975 0.995 0.985 0.994 no Weighted Avg. 0.986 0.012 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3162 68 | a = yes 14 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5789 98.6705 % Incorrectly Classified Instances 78 1.3295 % Kappa statistic 0.9732 Mean absolute error 0.018 Root mean squared error 0.1087 Relative absolute error 3.6448 % Root relative squared error 21.8477 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.006 0.995 0.98 0.988 0.995 yes 0.994 0.02 0.977 0.994 0.985 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3167 63 | a = yes 15 2622 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5778 98.483 % Incorrectly Classified Instances 89 1.517 % Kappa statistic 0.9694 Mean absolute error 0.0192 Root mean squared error 0.1159 Relative absolute error 3.8701 % Root relative squared error 23.3061 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.005 0.996 0.977 0.986 0.993 yes 0.995 0.023 0.972 0.995 0.983 0.993 no Weighted Avg. 0.985 0.013 0.985 0.985 0.985 0.993 === Confusion Matrix === a b <-- classified as 3155 75 | a = yes 14 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5793 98.7387 % Incorrectly Classified Instances 74 1.2613 % Kappa statistic 0.9746 Mean absolute error 0.018 Root mean squared error 0.1046 Relative absolute error 3.6456 % Root relative squared error 21.0309 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.005 0.996 0.981 0.988 0.997 yes 0.995 0.019 0.977 0.995 0.986 0.997 no Weighted Avg. 0.987 0.011 0.988 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3168 62 | a = yes 12 2625 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5777 98.466 % Incorrectly Classified Instances 90 1.534 % Kappa statistic 0.9691 Mean absolute error 0.0212 Root mean squared error 0.118 Relative absolute error 4.2875 % Root relative squared error 23.7164 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.006 0.995 0.977 0.986 0.992 yes 0.994 0.023 0.972 0.994 0.983 0.992 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.992 === Confusion Matrix === a b <-- classified as 3155 75 | a = yes 15 2622 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5770 98.3467 % Incorrectly Classified Instances 97 1.6533 % Kappa statistic 0.9666 Mean absolute error 0.0225 Root mean squared error 0.1195 Relative absolute error 4.5429 % Root relative squared error 24.029 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.011 0.991 0.979 0.985 0.995 yes 0.989 0.021 0.975 0.989 0.982 0.995 no Weighted Avg. 0.983 0.016 0.984 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3162 68 | a = yes 29 2608 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5769 98.3296 % Incorrectly Classified Instances 98 1.6704 % Kappa statistic 0.9663 Mean absolute error 0.0217 Root mean squared error 0.1224 Relative absolute error 4.3907 % Root relative squared error 24.6071 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.009 0.992 0.977 0.985 0.992 yes 0.991 0.023 0.972 0.991 0.982 0.992 no Weighted Avg. 0.983 0.015 0.983 0.983 0.983 0.992 === Confusion Matrix === a b <-- classified as 3156 74 | a = yes 24 2613 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5781 98.5342 % Incorrectly Classified Instances 86 1.4658 % Kappa statistic 0.9704 Mean absolute error 0.0206 Root mean squared error 0.1125 Relative absolute error 4.168 % Root relative squared error 22.6143 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.008 0.993 0.98 0.987 0.995 yes 0.992 0.02 0.976 0.992 0.984 0.995 no Weighted Avg. 0.985 0.013 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3166 64 | a = yes 22 2615 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5789 98.6537 % Incorrectly Classified Instances 79 1.3463 % Kappa statistic 0.9728 Mean absolute error 0.0221 Root mean squared error 0.1087 Relative absolute error 4.4576 % Root relative squared error 21.8598 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.006 0.995 0.981 0.988 0.994 yes 0.994 0.019 0.977 0.994 0.985 0.994 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 3168 62 | a = yes 17 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5800 98.8412 % Incorrectly Classified Instances 68 1.1588 % Kappa statistic 0.9766 Mean absolute error 0.0197 Root mean squared error 0.0959 Relative absolute error 3.9758 % Root relative squared error 19.2688 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.007 0.994 0.985 0.989 0.996 yes 0.993 0.015 0.981 0.993 0.987 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3180 50 | a = yes 18 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5776 98.4322 % Incorrectly Classified Instances 92 1.5678 % Kappa statistic 0.9684 Mean absolute error 0.0217 Root mean squared error 0.1164 Relative absolute error 4.3916 % Root relative squared error 23.3942 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.008 0.993 0.978 0.986 0.993 yes 0.992 0.022 0.974 0.992 0.983 0.993 no Weighted Avg. 0.984 0.014 0.984 0.984 0.984 0.993 === Confusion Matrix === a b <-- classified as 3159 71 | a = yes 21 2617 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5776 98.449 % Incorrectly Classified Instances 91 1.551 % Kappa statistic 0.9687 Mean absolute error 0.0243 Root mean squared error 0.1165 Relative absolute error 4.9032 % Root relative squared error 23.4184 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.011 0.991 0.981 0.986 0.995 yes 0.989 0.019 0.977 0.989 0.983 0.995 no Weighted Avg. 0.984 0.015 0.985 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3168 62 | a = yes 29 2608 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5779 98.5001 % Incorrectly Classified Instances 88 1.4999 % Kappa statistic 0.9697 Mean absolute error 0.0299 Root mean squared error 0.1162 Relative absolute error 6.0403 % Root relative squared error 23.3669 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.012 0.99 0.982 0.986 0.995 yes 0.988 0.018 0.979 0.988 0.983 0.995 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3173 57 | a = yes 31 2606 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5760 98.1762 % Incorrectly Classified Instances 107 1.8238 % Kappa statistic 0.9632 Mean absolute error 0.0273 Root mean squared error 0.1247 Relative absolute error 5.5262 % Root relative squared error 25.0667 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.013 0.99 0.977 0.983 0.994 yes 0.987 0.023 0.972 0.987 0.98 0.994 no Weighted Avg. 0.982 0.017 0.982 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3156 74 | a = yes 33 2604 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5772 98.3808 % Incorrectly Classified Instances 95 1.6192 % Kappa statistic 0.9673 Mean absolute error 0.0233 Root mean squared error 0.1195 Relative absolute error 4.7018 % Root relative squared error 24.0133 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.007 0.994 0.976 0.985 0.992 yes 0.993 0.024 0.972 0.993 0.982 0.992 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.992 === Confusion Matrix === a b <-- classified as 3154 76 | a = yes 19 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5796 98.7898 % Incorrectly Classified Instances 71 1.2102 % Kappa statistic 0.9756 Mean absolute error 0.0186 Root mean squared error 0.1015 Relative absolute error 3.7651 % Root relative squared error 20.4064 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.005 0.996 0.982 0.989 0.997 yes 0.995 0.018 0.978 0.995 0.987 0.997 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3172 58 | a = yes 13 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5776 98.449 % Incorrectly Classified Instances 91 1.551 % Kappa statistic 0.9687 Mean absolute error 0.0226 Root mean squared error 0.1174 Relative absolute error 4.5731 % Root relative squared error 23.6044 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.008 0.993 0.978 0.986 0.995 yes 0.992 0.022 0.974 0.992 0.983 0.995 no Weighted Avg. 0.984 0.014 0.985 0.984 0.985 0.995 === Confusion Matrix === a b <-- classified as 3160 70 | a = yes 21 2616 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5776 98.449 % Incorrectly Classified Instances 91 1.551 % Kappa statistic 0.9687 Mean absolute error 0.0205 Root mean squared error 0.1193 Relative absolute error 4.1445 % Root relative squared error 23.984 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.005 0.996 0.976 0.986 0.994 yes 0.995 0.024 0.971 0.995 0.983 0.994 no Weighted Avg. 0.984 0.014 0.985 0.984 0.985 0.994 === Confusion Matrix === a b <-- classified as 3153 77 | a = yes 14 2623 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5788 98.6367 % Incorrectly Classified Instances 80 1.3633 % Kappa statistic 0.9725 Mean absolute error 0.0186 Root mean squared error 0.1117 Relative absolute error 3.7676 % Root relative squared error 22.4639 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.007 0.994 0.981 0.988 0.996 yes 0.993 0.019 0.977 0.993 0.985 0.996 no Weighted Avg. 0.986 0.012 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3168 62 | a = yes 18 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5784 98.5685 % Incorrectly Classified Instances 84 1.4315 % Kappa statistic 0.9711 Mean absolute error 0.0237 Root mean squared error 0.11 Relative absolute error 4.795 % Root relative squared error 22.1186 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.013 0.989 0.985 0.987 0.995 yes 0.987 0.015 0.981 0.987 0.984 0.995 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3180 50 | a = yes 34 2604 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5774 98.3981 % Incorrectly Classified Instances 94 1.6019 % Kappa statistic 0.9677 Mean absolute error 0.0254 Root mean squared error 0.1179 Relative absolute error 5.1355 % Root relative squared error 23.7054 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.012 0.99 0.981 0.985 0.995 yes 0.988 0.019 0.977 0.988 0.982 0.995 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3168 62 | a = yes 32 2606 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5777 98.466 % Incorrectly Classified Instances 90 1.534 % Kappa statistic 0.969 Mean absolute error 0.0237 Root mean squared error 0.1136 Relative absolute error 4.7826 % Root relative squared error 22.8334 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.012 0.99 0.982 0.986 0.995 yes 0.988 0.018 0.978 0.988 0.983 0.995 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3172 58 | a = yes 32 2605 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5779 98.5001 % Incorrectly Classified Instances 88 1.4999 % Kappa statistic 0.9697 Mean absolute error 0.0202 Root mean squared error 0.1111 Relative absolute error 4.0737 % Root relative squared error 22.3284 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.011 0.991 0.982 0.986 0.994 yes 0.989 0.018 0.978 0.989 0.983 0.994 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3171 59 | a = yes 29 2608 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5770 98.3467 % Incorrectly Classified Instances 97 1.6533 % Kappa statistic 0.9666 Mean absolute error 0.0245 Root mean squared error 0.1218 Relative absolute error 4.9541 % Root relative squared error 24.486 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.011 0.991 0.979 0.985 0.995 yes 0.989 0.021 0.975 0.989 0.982 0.995 no Weighted Avg. 0.983 0.016 0.984 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3163 67 | a = yes 30 2607 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5777 98.466 % Incorrectly Classified Instances 90 1.534 % Kappa statistic 0.969 Mean absolute error 0.0212 Root mean squared error 0.1152 Relative absolute error 4.2779 % Root relative squared error 23.1503 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.011 0.991 0.981 0.986 0.994 yes 0.989 0.019 0.977 0.989 0.983 0.994 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3168 62 | a = yes 28 2609 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5771 98.3637 % Incorrectly Classified Instances 96 1.6363 % Kappa statistic 0.967 Mean absolute error 0.0242 Root mean squared error 0.1203 Relative absolute error 4.8922 % Root relative squared error 24.1913 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.014 0.989 0.981 0.985 0.994 yes 0.986 0.019 0.977 0.986 0.982 0.994 no Weighted Avg. 0.984 0.016 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3170 60 | a = yes 36 2601 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5777 98.466 % Incorrectly Classified Instances 90 1.534 % Kappa statistic 0.969 Mean absolute error 0.025 Root mean squared error 0.1156 Relative absolute error 5.05 % Root relative squared error 23.2406 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.01 0.992 0.98 0.986 0.995 yes 0.99 0.02 0.976 0.99 0.983 0.995 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3167 63 | a = yes 27 2610 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5797 98.8069 % Incorrectly Classified Instances 70 1.1931 % Kappa statistic 0.9759 Mean absolute error 0.0188 Root mean squared error 0.0991 Relative absolute error 3.7899 % Root relative squared error 19.9267 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.007 0.994 0.984 0.989 0.997 yes 0.993 0.016 0.981 0.993 0.987 0.997 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3179 51 | a = yes 19 2618 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5775 98.4151 % Incorrectly Classified Instances 93 1.5849 % Kappa statistic 0.968 Mean absolute error 0.0241 Root mean squared error 0.1188 Relative absolute error 4.8718 % Root relative squared error 23.8824 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.009 0.992 0.979 0.986 0.994 yes 0.991 0.021 0.974 0.991 0.983 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3161 69 | a = yes 24 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5773 98.381 % Incorrectly Classified Instances 95 1.619 % Kappa statistic 0.9673 Mean absolute error 0.0229 Root mean squared error 0.1197 Relative absolute error 4.6252 % Root relative squared error 24.0698 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.01 0.992 0.979 0.985 0.992 yes 0.99 0.021 0.974 0.99 0.982 0.992 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.992 === Confusion Matrix === a b <-- classified as 3161 69 | a = yes 26 2612 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5774 98.3981 % Incorrectly Classified Instances 94 1.6019 % Kappa statistic 0.9677 Mean absolute error 0.0235 Root mean squared error 0.1201 Relative absolute error 4.7385 % Root relative squared error 24.1407 % Total Number of Instances 5868 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.005 0.996 0.975 0.985 0.993 yes 0.995 0.025 0.97 0.995 0.982 0.993 no Weighted Avg. 0.984 0.014 0.984 0.984 0.984 0.993 === Confusion Matrix === a b <-- classified as 3150 80 | a = yes 14 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5768 98.3126 % Incorrectly Classified Instances 99 1.6874 % Kappa statistic 0.966 Mean absolute error 0.0244 Root mean squared error 0.119 Relative absolute error 4.929 % Root relative squared error 23.9289 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.008 0.993 0.976 0.985 0.996 yes 0.992 0.024 0.971 0.992 0.981 0.996 no Weighted Avg. 0.983 0.015 0.983 0.983 0.983 0.996 === Confusion Matrix === a b <-- classified as 3153 77 | a = yes 22 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5775 98.4319 % Incorrectly Classified Instances 92 1.5681 % Kappa statistic 0.9684 Mean absolute error 0.0225 Root mean squared error 0.1126 Relative absolute error 4.5422 % Root relative squared error 22.6347 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.008 0.994 0.978 0.986 0.996 yes 0.992 0.022 0.973 0.992 0.983 0.996 no Weighted Avg. 0.984 0.014 0.985 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3158 72 | a = yes 20 2617 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5784 98.5853 % Incorrectly Classified Instances 83 1.4147 % Kappa statistic 0.9715 Mean absolute error 0.023 Root mean squared error 0.1098 Relative absolute error 4.6522 % Root relative squared error 22.0682 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.006 0.995 0.98 0.987 0.996 yes 0.994 0.02 0.975 0.994 0.984 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3164 66 | a = yes 17 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5779 98.5001 % Incorrectly Classified Instances 88 1.4999 % Kappa statistic 0.9697 Mean absolute error 0.0239 Root mean squared error 0.1149 Relative absolute error 4.8316 % Root relative squared error 23.0967 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.01 0.992 0.981 0.986 0.996 yes 0.99 0.019 0.977 0.99 0.983 0.996 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3169 61 | a = yes 27 2610 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5783 98.5683 % Incorrectly Classified Instances 84 1.4317 % Kappa statistic 0.9711 Mean absolute error 0.023 Root mean squared error 0.1099 Relative absolute error 4.6424 % Root relative squared error 22.0917 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.01 0.992 0.982 0.987 0.996 yes 0.99 0.018 0.979 0.99 0.984 0.996 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3173 57 | a = yes 27 2610 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5777 98.466 % Incorrectly Classified Instances 90 1.534 % Kappa statistic 0.969 Mean absolute error 0.0282 Root mean squared error 0.118 Relative absolute error 5.6966 % Root relative squared error 23.7147 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.016 0.987 0.985 0.986 0.994 yes 0.984 0.015 0.982 0.984 0.983 0.994 no Weighted Avg. 0.985 0.016 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3183 47 | a = yes 43 2594 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5781 98.5342 % Incorrectly Classified Instances 86 1.4658 % Kappa statistic 0.9704 Mean absolute error 0.0244 Root mean squared error 0.1117 Relative absolute error 4.9244 % Root relative squared error 22.4568 % Total Number of Instances 5867 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.011 0.991 0.983 0.987 0.995 yes 0.989 0.017 0.979 0.989 0.984 0.995 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3174 56 | a = yes 30 2607 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 7 RUN: 0 FOLD: 0 Correctly Classified Instances 6101 98.008 % Incorrectly Classified Instances 124 1.992 % Kappa statistic 0.9595 Mean absolute error 0.0333 Root mean squared error 0.1349 Relative absolute error 6.8018 % Root relative squared error 27.266 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.008 0.994 0.971 0.982 0.989 yes 0.992 0.029 0.963 0.992 0.977 0.989 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.989 === Confusion Matrix === a b <-- classified as 3453 102 | a = yes 22 2648 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6096 97.9277 % Incorrectly Classified Instances 129 2.0723 % Kappa statistic 0.9579 Mean absolute error 0.0348 Root mean squared error 0.1365 Relative absolute error 7.1067 % Root relative squared error 27.5759 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.008 0.994 0.97 0.982 0.989 yes 0.992 0.03 0.961 0.992 0.976 0.989 no Weighted Avg. 0.979 0.018 0.98 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 21 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6083 97.7189 % Incorrectly Classified Instances 142 2.2811 % Kappa statistic 0.9537 Mean absolute error 0.0362 Root mean squared error 0.1449 Relative absolute error 7.3944 % Root relative squared error 29.2798 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.007 0.995 0.965 0.98 0.989 yes 0.993 0.035 0.955 0.993 0.974 0.989 no Weighted Avg. 0.977 0.019 0.978 0.977 0.977 0.989 === Confusion Matrix === a b <-- classified as 3431 124 | a = yes 18 2652 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6103 98.0402 % Incorrectly Classified Instances 122 1.9598 % Kappa statistic 0.9601 Mean absolute error 0.0337 Root mean squared error 0.1338 Relative absolute error 6.8696 % Root relative squared error 27.0265 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.009 0.993 0.972 0.983 0.99 yes 0.991 0.028 0.964 0.991 0.977 0.99 no Weighted Avg. 0.98 0.017 0.981 0.98 0.98 0.99 === Confusion Matrix === a b <-- classified as 3456 99 | a = yes 23 2647 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6081 97.7024 % Incorrectly Classified Instances 143 2.2976 % Kappa statistic 0.9533 Mean absolute error 0.0386 Root mean squared error 0.1446 Relative absolute error 7.8742 % Root relative squared error 29.224 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.012 0.991 0.968 0.98 0.987 yes 0.988 0.032 0.959 0.988 0.974 0.987 no Weighted Avg. 0.977 0.02 0.977 0.977 0.977 0.987 === Confusion Matrix === a b <-- classified as 3442 112 | a = yes 31 2639 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6107 98.1202 % Incorrectly Classified Instances 117 1.8798 % Kappa statistic 0.9618 Mean absolute error 0.0338 Root mean squared error 0.1326 Relative absolute error 6.9026 % Root relative squared error 26.8004 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.009 0.993 0.974 0.983 0.99 yes 0.991 0.026 0.966 0.991 0.978 0.99 no Weighted Avg. 0.981 0.016 0.982 0.981 0.981 0.99 === Confusion Matrix === a b <-- classified as 3461 93 | a = yes 24 2646 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6105 98.088 % Incorrectly Classified Instances 119 1.912 % Kappa statistic 0.9611 Mean absolute error 0.0333 Root mean squared error 0.1338 Relative absolute error 6.7965 % Root relative squared error 27.0364 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.006 0.995 0.971 0.983 0.988 yes 0.994 0.029 0.963 0.994 0.978 0.988 no Weighted Avg. 0.981 0.016 0.981 0.981 0.981 0.988 === Confusion Matrix === a b <-- classified as 3452 103 | a = yes 16 2653 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6103 98.0559 % Incorrectly Classified Instances 121 1.9441 % Kappa statistic 0.9605 Mean absolute error 0.0353 Root mean squared error 0.1348 Relative absolute error 7.2028 % Root relative squared error 27.2315 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.008 0.994 0.972 0.983 0.99 yes 0.992 0.028 0.964 0.992 0.978 0.99 no Weighted Avg. 0.981 0.017 0.981 0.981 0.981 0.99 === Confusion Matrix === a b <-- classified as 3455 100 | a = yes 21 2648 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6069 97.5096 % Incorrectly Classified Instances 155 2.4904 % Kappa statistic 0.9494 Mean absolute error 0.0361 Root mean squared error 0.1513 Relative absolute error 7.3756 % Root relative squared error 30.5729 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.961 0.007 0.995 0.961 0.978 0.985 yes 0.993 0.039 0.951 0.993 0.972 0.985 no Weighted Avg. 0.975 0.02 0.976 0.975 0.975 0.985 === Confusion Matrix === a b <-- classified as 3418 137 | a = yes 18 2651 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6106 98.1041 % Incorrectly Classified Instances 118 1.8959 % Kappa statistic 0.9614 Mean absolute error 0.0358 Root mean squared error 0.1335 Relative absolute error 7.3005 % Root relative squared error 26.9783 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.007 0.994 0.972 0.983 0.988 yes 0.993 0.028 0.964 0.993 0.978 0.988 no Weighted Avg. 0.981 0.016 0.981 0.981 0.981 0.988 === Confusion Matrix === a b <-- classified as 3457 98 | a = yes 20 2649 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 6098 97.9598 % Incorrectly Classified Instances 127 2.0402 % Kappa statistic 0.9585 Mean absolute error 0.0334 Root mean squared error 0.1372 Relative absolute error 6.8196 % Root relative squared error 27.724 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.007 0.994 0.97 0.982 0.99 yes 0.993 0.03 0.961 0.993 0.977 0.99 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.99 === Confusion Matrix === a b <-- classified as 3448 107 | a = yes 20 2650 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6107 98.1044 % Incorrectly Classified Instances 118 1.8956 % Kappa statistic 0.9614 Mean absolute error 0.0318 Root mean squared error 0.1321 Relative absolute error 6.4924 % Root relative squared error 26.6989 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.01 0.993 0.974 0.983 0.99 yes 0.99 0.026 0.966 0.99 0.978 0.99 no Weighted Avg. 0.981 0.017 0.981 0.981 0.981 0.99 === Confusion Matrix === a b <-- classified as 3463 92 | a = yes 26 2644 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6094 97.8956 % Incorrectly Classified Instances 131 2.1044 % Kappa statistic 0.9573 Mean absolute error 0.0343 Root mean squared error 0.1384 Relative absolute error 7.0054 % Root relative squared error 27.9555 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.005 0.996 0.967 0.981 0.987 yes 0.995 0.033 0.957 0.995 0.976 0.987 no Weighted Avg. 0.979 0.017 0.98 0.979 0.979 0.987 === Confusion Matrix === a b <-- classified as 3437 118 | a = yes 13 2657 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6094 97.8956 % Incorrectly Classified Instances 131 2.1044 % Kappa statistic 0.9572 Mean absolute error 0.0312 Root mean squared error 0.1375 Relative absolute error 6.3586 % Root relative squared error 27.7919 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.01 0.993 0.97 0.981 0.989 yes 0.99 0.03 0.962 0.99 0.976 0.989 no Weighted Avg. 0.979 0.018 0.979 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3450 105 | a = yes 26 2644 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6100 98.0077 % Incorrectly Classified Instances 124 1.9923 % Kappa statistic 0.9594 Mean absolute error 0.0397 Root mean squared error 0.1351 Relative absolute error 8.1077 % Root relative squared error 27.3036 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.012 0.991 0.974 0.982 0.991 yes 0.988 0.026 0.967 0.988 0.977 0.991 no Weighted Avg. 0.98 0.018 0.98 0.98 0.98 0.991 === Confusion Matrix === a b <-- classified as 3464 91 | a = yes 33 2636 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6077 97.6382 % Incorrectly Classified Instances 147 2.3618 % Kappa statistic 0.952 Mean absolute error 0.0393 Root mean squared error 0.1489 Relative absolute error 8.0212 % Root relative squared error 30.0925 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.009 0.993 0.965 0.979 0.985 yes 0.991 0.035 0.956 0.991 0.973 0.985 no Weighted Avg. 0.976 0.02 0.977 0.976 0.976 0.985 === Confusion Matrix === a b <-- classified as 3432 123 | a = yes 24 2645 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6094 97.9113 % Incorrectly Classified Instances 130 2.0887 % Kappa statistic 0.9575 Mean absolute error 0.0347 Root mean squared error 0.1393 Relative absolute error 7.0927 % Root relative squared error 28.1448 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.009 0.993 0.97 0.982 0.988 yes 0.991 0.03 0.961 0.991 0.976 0.988 no Weighted Avg. 0.979 0.018 0.98 0.979 0.979 0.988 === Confusion Matrix === a b <-- classified as 3449 106 | a = yes 24 2645 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6077 97.6382 % Incorrectly Classified Instances 147 2.3618 % Kappa statistic 0.952 Mean absolute error 0.0405 Root mean squared error 0.1487 Relative absolute error 8.2743 % Root relative squared error 30.0548 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.964 0.007 0.994 0.964 0.979 0.985 yes 0.993 0.036 0.954 0.993 0.973 0.985 no Weighted Avg. 0.976 0.02 0.977 0.976 0.976 0.985 === Confusion Matrix === a b <-- classified as 3428 127 | a = yes 20 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6106 98.1041 % Incorrectly Classified Instances 118 1.8959 % Kappa statistic 0.9614 Mean absolute error 0.0311 Root mean squared error 0.134 Relative absolute error 6.354 % Root relative squared error 27.0796 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.008 0.994 0.973 0.983 0.991 yes 0.992 0.027 0.965 0.992 0.978 0.991 no Weighted Avg. 0.981 0.016 0.981 0.981 0.981 0.991 === Confusion Matrix === a b <-- classified as 3457 97 | a = yes 21 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6101 98.0238 % Incorrectly Classified Instances 123 1.9762 % Kappa statistic 0.9598 Mean absolute error 0.0343 Root mean squared error 0.1344 Relative absolute error 6.9984 % Root relative squared error 27.146 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.011 0.992 0.974 0.983 0.99 yes 0.989 0.026 0.966 0.989 0.977 0.99 no Weighted Avg. 0.98 0.018 0.981 0.98 0.98 0.99 === Confusion Matrix === a b <-- classified as 3460 94 | a = yes 29 2641 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 6106 98.0884 % Incorrectly Classified Instances 119 1.9116 % Kappa statistic 0.9611 Mean absolute error 0.0324 Root mean squared error 0.1307 Relative absolute error 6.6151 % Root relative squared error 26.4003 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.01 0.992 0.974 0.983 0.991 yes 0.99 0.026 0.967 0.99 0.978 0.991 no Weighted Avg. 0.981 0.017 0.981 0.981 0.981 0.991 === Confusion Matrix === a b <-- classified as 3464 91 | a = yes 28 2642 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6088 97.7992 % Incorrectly Classified Instances 137 2.2008 % Kappa statistic 0.9553 Mean absolute error 0.0323 Root mean squared error 0.143 Relative absolute error 6.5907 % Root relative squared error 28.8874 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.008 0.994 0.968 0.98 0.988 yes 0.992 0.032 0.958 0.992 0.975 0.988 no Weighted Avg. 0.978 0.019 0.979 0.978 0.978 0.988 === Confusion Matrix === a b <-- classified as 3440 115 | a = yes 22 2648 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6080 97.6707 % Incorrectly Classified Instances 145 2.3293 % Kappa statistic 0.9526 Mean absolute error 0.0378 Root mean squared error 0.1432 Relative absolute error 7.7173 % Root relative squared error 28.9336 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.014 0.989 0.97 0.979 0.988 yes 0.986 0.03 0.961 0.986 0.973 0.988 no Weighted Avg. 0.977 0.021 0.977 0.977 0.977 0.988 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 37 2633 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6085 97.751 % Incorrectly Classified Instances 140 2.249 % Kappa statistic 0.9542 Mean absolute error 0.0347 Root mean squared error 0.1421 Relative absolute error 7.0785 % Root relative squared error 28.7176 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.016 0.988 0.973 0.98 0.989 yes 0.984 0.027 0.964 0.984 0.974 0.989 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.989 === Confusion Matrix === a b <-- classified as 3458 97 | a = yes 43 2627 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6085 97.7667 % Incorrectly Classified Instances 139 2.2333 % Kappa statistic 0.9546 Mean absolute error 0.0357 Root mean squared error 0.1426 Relative absolute error 7.2884 % Root relative squared error 28.805 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.013 0.99 0.971 0.98 0.989 yes 0.987 0.029 0.962 0.987 0.974 0.989 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.989 === Confusion Matrix === a b <-- classified as 3451 104 | a = yes 35 2634 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6081 97.7024 % Incorrectly Classified Instances 143 2.2976 % Kappa statistic 0.9533 Mean absolute error 0.0327 Root mean squared error 0.142 Relative absolute error 6.6708 % Root relative squared error 28.7022 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.009 0.993 0.966 0.98 0.987 yes 0.991 0.034 0.957 0.991 0.974 0.987 no Weighted Avg. 0.977 0.019 0.978 0.977 0.977 0.987 === Confusion Matrix === a b <-- classified as 3435 120 | a = yes 23 2646 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6098 97.9756 % Incorrectly Classified Instances 126 2.0244 % Kappa statistic 0.9588 Mean absolute error 0.0334 Root mean squared error 0.1371 Relative absolute error 6.8157 % Root relative squared error 27.6984 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.007 0.995 0.97 0.982 0.989 yes 0.993 0.03 0.961 0.993 0.977 0.989 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.989 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 18 2651 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6115 98.2487 % Incorrectly Classified Instances 109 1.7513 % Kappa statistic 0.9644 Mean absolute error 0.032 Root mean squared error 0.129 Relative absolute error 6.5223 % Root relative squared error 26.07 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.004 0.997 0.973 0.984 0.989 yes 0.996 0.027 0.965 0.996 0.98 0.989 no Weighted Avg. 0.982 0.014 0.983 0.982 0.983 0.989 === Confusion Matrix === a b <-- classified as 3458 97 | a = yes 12 2657 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6102 98.0398 % Incorrectly Classified Instances 122 1.9602 % Kappa statistic 0.9601 Mean absolute error 0.0336 Root mean squared error 0.1331 Relative absolute error 6.8641 % Root relative squared error 26.8856 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.008 0.994 0.972 0.983 0.99 yes 0.992 0.028 0.963 0.992 0.977 0.99 no Weighted Avg. 0.98 0.017 0.981 0.98 0.98 0.99 === Confusion Matrix === a b <-- classified as 3453 101 | a = yes 21 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6081 97.7024 % Incorrectly Classified Instances 143 2.2976 % Kappa statistic 0.9533 Mean absolute error 0.0363 Root mean squared error 0.1475 Relative absolute error 7.4096 % Root relative squared error 29.8036 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.011 0.992 0.968 0.98 0.986 yes 0.989 0.032 0.959 0.989 0.974 0.986 no Weighted Avg. 0.977 0.02 0.977 0.977 0.977 0.986 === Confusion Matrix === a b <-- classified as 3440 114 | a = yes 29 2641 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 6110 98.1526 % Incorrectly Classified Instances 115 1.8474 % Kappa statistic 0.9624 Mean absolute error 0.0258 Root mean squared error 0.1324 Relative absolute error 5.2766 % Root relative squared error 26.7466 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.007 0.995 0.973 0.984 0.991 yes 0.993 0.027 0.965 0.993 0.979 0.991 no Weighted Avg. 0.982 0.016 0.982 0.982 0.982 0.991 === Confusion Matrix === a b <-- classified as 3459 96 | a = yes 19 2651 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6085 97.751 % Incorrectly Classified Instances 140 2.249 % Kappa statistic 0.9543 Mean absolute error 0.0328 Root mean squared error 0.144 Relative absolute error 6.7039 % Root relative squared error 29.0921 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.007 0.994 0.966 0.98 0.987 yes 0.993 0.034 0.956 0.993 0.974 0.987 no Weighted Avg. 0.978 0.019 0.978 0.978 0.978 0.987 === Confusion Matrix === a b <-- classified as 3434 121 | a = yes 19 2651 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6058 97.3173 % Incorrectly Classified Instances 167 2.6827 % Kappa statistic 0.9456 Mean absolute error 0.036 Root mean squared error 0.1578 Relative absolute error 7.3475 % Root relative squared error 31.8908 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.956 0.004 0.997 0.956 0.976 0.984 yes 0.996 0.044 0.945 0.996 0.97 0.984 no Weighted Avg. 0.973 0.021 0.974 0.973 0.973 0.984 === Confusion Matrix === a b <-- classified as 3399 156 | a = yes 11 2659 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6097 97.9438 % Incorrectly Classified Instances 128 2.0562 % Kappa statistic 0.9582 Mean absolute error 0.0305 Root mean squared error 0.1358 Relative absolute error 6.2204 % Root relative squared error 27.4435 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.009 0.993 0.97 0.982 0.99 yes 0.991 0.03 0.962 0.991 0.976 0.99 no Weighted Avg. 0.979 0.018 0.98 0.979 0.979 0.99 === Confusion Matrix === a b <-- classified as 3450 105 | a = yes 23 2647 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6078 97.6542 % Incorrectly Classified Instances 146 2.3458 % Kappa statistic 0.9523 Mean absolute error 0.038 Root mean squared error 0.1456 Relative absolute error 7.7491 % Root relative squared error 29.4191 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.011 0.991 0.967 0.979 0.988 yes 0.989 0.033 0.958 0.989 0.973 0.988 no Weighted Avg. 0.977 0.02 0.977 0.977 0.977 0.988 === Confusion Matrix === a b <-- classified as 3439 116 | a = yes 30 2639 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6094 97.9113 % Incorrectly Classified Instances 130 2.0887 % Kappa statistic 0.9575 Mean absolute error 0.0375 Root mean squared error 0.1377 Relative absolute error 7.6647 % Root relative squared error 27.8306 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.013 0.99 0.973 0.982 0.989 yes 0.987 0.027 0.965 0.987 0.976 0.989 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3460 95 | a = yes 35 2634 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6104 98.072 % Incorrectly Classified Instances 120 1.928 % Kappa statistic 0.9608 Mean absolute error 0.0331 Root mean squared error 0.1348 Relative absolute error 6.7612 % Root relative squared error 27.2297 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.008 0.994 0.972 0.983 0.989 yes 0.992 0.028 0.964 0.992 0.978 0.989 no Weighted Avg. 0.981 0.017 0.981 0.981 0.981 0.989 === Confusion Matrix === a b <-- classified as 3457 98 | a = yes 22 2647 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6083 97.7346 % Incorrectly Classified Instances 141 2.2654 % Kappa statistic 0.9539 Mean absolute error 0.0378 Root mean squared error 0.1445 Relative absolute error 7.7179 % Root relative squared error 29.1945 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.018 0.986 0.974 0.98 0.989 yes 0.982 0.026 0.966 0.982 0.974 0.989 no Weighted Avg. 0.977 0.021 0.977 0.977 0.977 0.989 === Confusion Matrix === a b <-- classified as 3462 93 | a = yes 48 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6112 98.2005 % Incorrectly Classified Instances 112 1.7995 % Kappa statistic 0.9634 Mean absolute error 0.0353 Root mean squared error 0.1267 Relative absolute error 7.2125 % Root relative squared error 25.5964 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.011 0.991 0.977 0.984 0.992 yes 0.989 0.023 0.97 0.989 0.979 0.992 no Weighted Avg. 0.982 0.016 0.982 0.982 0.982 0.992 === Confusion Matrix === a b <-- classified as 3472 82 | a = yes 30 2640 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6088 97.8149 % Incorrectly Classified Instances 136 2.1851 % Kappa statistic 0.9555 Mean absolute error 0.0401 Root mean squared error 0.1393 Relative absolute error 8.1757 % Root relative squared error 28.1503 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.013 0.99 0.971 0.981 0.988 yes 0.987 0.029 0.963 0.987 0.975 0.988 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.988 === Confusion Matrix === a b <-- classified as 3452 102 | a = yes 34 2636 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 6085 97.751 % Incorrectly Classified Instances 140 2.249 % Kappa statistic 0.9543 Mean absolute error 0.0341 Root mean squared error 0.1434 Relative absolute error 6.9627 % Root relative squared error 28.9758 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.008 0.994 0.967 0.98 0.989 yes 0.992 0.033 0.957 0.992 0.974 0.989 no Weighted Avg. 0.978 0.019 0.978 0.978 0.978 0.989 === Confusion Matrix === a b <-- classified as 3437 118 | a = yes 22 2648 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6069 97.494 % Incorrectly Classified Instances 156 2.506 % Kappa statistic 0.9491 Mean absolute error 0.0371 Root mean squared error 0.1506 Relative absolute error 7.5769 % Root relative squared error 30.4358 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.013 0.99 0.966 0.978 0.987 yes 0.987 0.034 0.956 0.987 0.971 0.987 no Weighted Avg. 0.975 0.022 0.975 0.975 0.975 0.987 === Confusion Matrix === a b <-- classified as 3433 122 | a = yes 34 2636 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6098 97.9598 % Incorrectly Classified Instances 127 2.0402 % Kappa statistic 0.9585 Mean absolute error 0.0322 Root mean squared error 0.1343 Relative absolute error 6.5771 % Root relative squared error 27.1272 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.011 0.991 0.973 0.982 0.99 yes 0.989 0.027 0.965 0.989 0.977 0.99 no Weighted Avg. 0.98 0.018 0.98 0.98 0.98 0.99 === Confusion Matrix === a b <-- classified as 3458 97 | a = yes 30 2640 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6095 97.9116 % Incorrectly Classified Instances 130 2.0884 % Kappa statistic 0.9575 Mean absolute error 0.0334 Root mean squared error 0.1362 Relative absolute error 6.8208 % Root relative squared error 27.5163 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.008 0.994 0.97 0.981 0.989 yes 0.992 0.03 0.961 0.992 0.976 0.989 no Weighted Avg. 0.979 0.018 0.98 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 22 2648 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6110 98.1684 % Incorrectly Classified Instances 114 1.8316 % Kappa statistic 0.9628 Mean absolute error 0.0264 Root mean squared error 0.1296 Relative absolute error 5.3815 % Root relative squared error 26.1959 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.005 0.996 0.972 0.984 0.989 yes 0.995 0.028 0.964 0.995 0.979 0.989 no Weighted Avg. 0.982 0.015 0.982 0.982 0.982 0.989 === Confusion Matrix === a b <-- classified as 3455 100 | a = yes 14 2655 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6082 97.7185 % Incorrectly Classified Instances 142 2.2815 % Kappa statistic 0.9537 Mean absolute error 0.0322 Root mean squared error 0.1452 Relative absolute error 6.5795 % Root relative squared error 29.3386 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.963 0.004 0.997 0.963 0.98 0.988 yes 0.996 0.037 0.953 0.996 0.974 0.988 no Weighted Avg. 0.977 0.018 0.978 0.977 0.977 0.988 === Confusion Matrix === a b <-- classified as 3424 131 | a = yes 11 2658 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6097 97.9595 % Incorrectly Classified Instances 127 2.0405 % Kappa statistic 0.9585 Mean absolute error 0.031 Root mean squared error 0.1388 Relative absolute error 6.319 % Root relative squared error 28.0554 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.005 0.996 0.968 0.982 0.988 yes 0.995 0.032 0.959 0.995 0.977 0.988 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.988 === Confusion Matrix === a b <-- classified as 3441 114 | a = yes 13 2656 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6107 98.1202 % Incorrectly Classified Instances 117 1.8798 % Kappa statistic 0.9618 Mean absolute error 0.0297 Root mean squared error 0.1331 Relative absolute error 6.0615 % Root relative squared error 26.889 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.004 0.997 0.97 0.983 0.989 yes 0.996 0.03 0.962 0.996 0.978 0.989 no Weighted Avg. 0.981 0.015 0.982 0.981 0.981 0.989 === Confusion Matrix === a b <-- classified as 3449 106 | a = yes 11 2658 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6090 97.847 % Incorrectly Classified Instances 134 2.153 % Kappa statistic 0.9563 Mean absolute error 0.0315 Root mean squared error 0.1421 Relative absolute error 6.4361 % Root relative squared error 28.7126 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.003 0.997 0.965 0.981 0.988 yes 0.997 0.035 0.955 0.997 0.975 0.988 no Weighted Avg. 0.978 0.017 0.979 0.978 0.979 0.988 === Confusion Matrix === a b <-- classified as 3429 125 | a = yes 9 2661 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6105 98.088 % Incorrectly Classified Instances 119 1.912 % Kappa statistic 0.9611 Mean absolute error 0.0273 Root mean squared error 0.1329 Relative absolute error 5.571 % Root relative squared error 26.8615 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.005 0.996 0.97 0.983 0.99 yes 0.995 0.03 0.962 0.995 0.978 0.99 no Weighted Avg. 0.981 0.016 0.981 0.981 0.981 0.99 === Confusion Matrix === a b <-- classified as 3448 106 | a = yes 13 2657 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 6097 97.9438 % Incorrectly Classified Instances 128 2.0562 % Kappa statistic 0.9582 Mean absolute error 0.035 Root mean squared error 0.1383 Relative absolute error 7.1429 % Root relative squared error 27.9469 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.006 0.995 0.969 0.982 0.989 yes 0.994 0.031 0.96 0.994 0.976 0.989 no Weighted Avg. 0.979 0.017 0.98 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3444 111 | a = yes 17 2653 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6097 97.9438 % Incorrectly Classified Instances 128 2.0562 % Kappa statistic 0.9582 Mean absolute error 0.0395 Root mean squared error 0.1376 Relative absolute error 8.0576 % Root relative squared error 27.7933 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.009 0.993 0.971 0.982 0.988 yes 0.991 0.029 0.963 0.991 0.976 0.988 no Weighted Avg. 0.979 0.018 0.98 0.979 0.979 0.988 === Confusion Matrix === a b <-- classified as 3452 103 | a = yes 25 2645 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6095 97.9116 % Incorrectly Classified Instances 130 2.0884 % Kappa statistic 0.9576 Mean absolute error 0.0364 Root mean squared error 0.1379 Relative absolute error 7.4254 % Root relative squared error 27.8606 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.004 0.997 0.967 0.981 0.988 yes 0.996 0.033 0.957 0.996 0.976 0.988 no Weighted Avg. 0.979 0.017 0.98 0.979 0.979 0.988 === Confusion Matrix === a b <-- classified as 3436 119 | a = yes 11 2659 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6110 98.1526 % Incorrectly Classified Instances 115 1.8474 % Kappa statistic 0.9624 Mean absolute error 0.0381 Root mean squared error 0.1309 Relative absolute error 7.7764 % Root relative squared error 26.4461 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.009 0.993 0.974 0.984 0.991 yes 0.991 0.026 0.966 0.991 0.979 0.991 no Weighted Avg. 0.982 0.016 0.982 0.982 0.982 0.991 === Confusion Matrix === a b <-- classified as 3463 92 | a = yes 23 2647 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6093 97.8952 % Incorrectly Classified Instances 131 2.1048 % Kappa statistic 0.9572 Mean absolute error 0.0309 Root mean squared error 0.1366 Relative absolute error 6.3002 % Root relative squared error 27.6089 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.006 0.996 0.967 0.981 0.989 yes 0.994 0.033 0.958 0.994 0.976 0.989 no Weighted Avg. 0.979 0.017 0.98 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3439 116 | a = yes 15 2654 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6087 97.7988 % Incorrectly Classified Instances 137 2.2012 % Kappa statistic 0.9553 Mean absolute error 0.0312 Root mean squared error 0.1442 Relative absolute error 6.3748 % Root relative squared error 29.1464 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.007 0.994 0.967 0.98 0.987 yes 0.993 0.033 0.958 0.993 0.975 0.987 no Weighted Avg. 0.978 0.018 0.979 0.978 0.978 0.987 === Confusion Matrix === a b <-- classified as 3438 117 | a = yes 20 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6086 97.7828 % Incorrectly Classified Instances 138 2.2172 % Kappa statistic 0.9549 Mean absolute error 0.0354 Root mean squared error 0.1403 Relative absolute error 7.2167 % Root relative squared error 28.3396 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.012 0.991 0.97 0.98 0.989 yes 0.988 0.03 0.961 0.988 0.975 0.989 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.989 === Confusion Matrix === a b <-- classified as 3449 106 | a = yes 32 2637 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6092 97.8792 % Incorrectly Classified Instances 132 2.1208 % Kappa statistic 0.9569 Mean absolute error 0.0351 Root mean squared error 0.1372 Relative absolute error 7.1573 % Root relative squared error 27.7246 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.009 0.993 0.97 0.981 0.989 yes 0.991 0.03 0.961 0.991 0.976 0.989 no Weighted Avg. 0.979 0.018 0.979 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 24 2645 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6092 97.8792 % Incorrectly Classified Instances 132 2.1208 % Kappa statistic 0.9568 Mean absolute error 0.0365 Root mean squared error 0.1393 Relative absolute error 7.4403 % Root relative squared error 28.1424 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.014 0.989 0.974 0.981 0.989 yes 0.986 0.026 0.966 0.986 0.976 0.989 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3460 94 | a = yes 38 2632 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6091 97.8631 % Incorrectly Classified Instances 133 2.1369 % Kappa statistic 0.9565 Mean absolute error 0.0344 Root mean squared error 0.1391 Relative absolute error 7.0243 % Root relative squared error 28.1118 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.01 0.992 0.97 0.981 0.99 yes 0.99 0.03 0.961 0.99 0.975 0.99 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.99 === Confusion Matrix === a b <-- classified as 3448 106 | a = yes 27 2643 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 6100 97.992 % Incorrectly Classified Instances 125 2.008 % Kappa statistic 0.9592 Mean absolute error 0.0305 Root mean squared error 0.1348 Relative absolute error 6.2208 % Root relative squared error 27.2416 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.003 0.997 0.967 0.982 0.99 yes 0.997 0.033 0.958 0.997 0.977 0.99 no Weighted Avg. 0.98 0.016 0.981 0.98 0.98 0.99 === Confusion Matrix === a b <-- classified as 3439 116 | a = yes 9 2661 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6096 97.9277 % Incorrectly Classified Instances 129 2.0723 % Kappa statistic 0.9579 Mean absolute error 0.0304 Root mean squared error 0.1381 Relative absolute error 6.1991 % Root relative squared error 27.912 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.008 0.994 0.97 0.982 0.989 yes 0.992 0.03 0.961 0.992 0.976 0.989 no Weighted Avg. 0.979 0.018 0.98 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 21 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6097 97.9438 % Incorrectly Classified Instances 128 2.0562 % Kappa statistic 0.9582 Mean absolute error 0.0306 Root mean squared error 0.14 Relative absolute error 6.2551 % Root relative squared error 28.2786 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.007 0.995 0.969 0.982 0.988 yes 0.993 0.031 0.96 0.993 0.976 0.988 no Weighted Avg. 0.979 0.017 0.98 0.979 0.979 0.988 === Confusion Matrix === a b <-- classified as 3445 110 | a = yes 18 2652 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6099 97.9759 % Incorrectly Classified Instances 126 2.0241 % Kappa statistic 0.9588 Mean absolute error 0.0314 Root mean squared error 0.1342 Relative absolute error 6.4011 % Root relative squared error 27.1067 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.009 0.993 0.971 0.982 0.99 yes 0.991 0.029 0.963 0.991 0.977 0.99 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.99 === Confusion Matrix === a b <-- classified as 3452 103 | a = yes 23 2647 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6079 97.6703 % Incorrectly Classified Instances 145 2.3297 % Kappa statistic 0.9527 Mean absolute error 0.0394 Root mean squared error 0.146 Relative absolute error 8.0498 % Root relative squared error 29.5008 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.964 0.006 0.995 0.964 0.979 0.986 yes 0.994 0.036 0.954 0.994 0.973 0.986 no Weighted Avg. 0.977 0.019 0.977 0.977 0.977 0.986 === Confusion Matrix === a b <-- classified as 3427 128 | a = yes 17 2652 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6094 97.9113 % Incorrectly Classified Instances 130 2.0887 % Kappa statistic 0.9576 Mean absolute error 0.0347 Root mean squared error 0.1411 Relative absolute error 7.0796 % Root relative squared error 28.5005 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.006 0.995 0.968 0.981 0.987 yes 0.994 0.032 0.959 0.994 0.976 0.987 no Weighted Avg. 0.979 0.017 0.98 0.979 0.979 0.987 === Confusion Matrix === a b <-- classified as 3442 113 | a = yes 17 2652 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6090 97.847 % Incorrectly Classified Instances 134 2.153 % Kappa statistic 0.9563 Mean absolute error 0.0335 Root mean squared error 0.1418 Relative absolute error 6.8391 % Root relative squared error 28.6596 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.006 0.995 0.967 0.981 0.987 yes 0.994 0.033 0.958 0.994 0.975 0.987 no Weighted Avg. 0.978 0.018 0.979 0.978 0.979 0.987 === Confusion Matrix === a b <-- classified as 3438 117 | a = yes 17 2652 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6086 97.7828 % Incorrectly Classified Instances 138 2.2172 % Kappa statistic 0.9549 Mean absolute error 0.0353 Root mean squared error 0.1424 Relative absolute error 7.208 % Root relative squared error 28.7798 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.01 0.993 0.968 0.98 0.987 yes 0.99 0.032 0.959 0.99 0.975 0.987 no Weighted Avg. 0.978 0.019 0.978 0.978 0.978 0.987 === Confusion Matrix === a b <-- classified as 3443 112 | a = yes 26 2643 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6100 98.0077 % Incorrectly Classified Instances 124 1.9923 % Kappa statistic 0.9595 Mean absolute error 0.0326 Root mean squared error 0.135 Relative absolute error 6.6597 % Root relative squared error 27.267 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.007 0.995 0.97 0.982 0.99 yes 0.993 0.03 0.962 0.993 0.977 0.99 no Weighted Avg. 0.98 0.017 0.981 0.98 0.98 0.99 === Confusion Matrix === a b <-- classified as 3448 106 | a = yes 18 2652 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6112 98.2005 % Incorrectly Classified Instances 112 1.7995 % Kappa statistic 0.9634 Mean absolute error 0.0315 Root mean squared error 0.1294 Relative absolute error 6.4208 % Root relative squared error 26.1459 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.006 0.995 0.973 0.984 0.991 yes 0.994 0.027 0.965 0.994 0.979 0.991 no Weighted Avg. 0.982 0.015 0.982 0.982 0.982 0.991 === Confusion Matrix === a b <-- classified as 3458 96 | a = yes 16 2654 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 6107 98.1044 % Incorrectly Classified Instances 118 1.8956 % Kappa statistic 0.9615 Mean absolute error 0.0292 Root mean squared error 0.1301 Relative absolute error 5.9616 % Root relative squared error 26.2882 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.006 0.995 0.971 0.983 0.99 yes 0.994 0.029 0.963 0.994 0.978 0.99 no Weighted Avg. 0.981 0.016 0.981 0.981 0.981 0.99 === Confusion Matrix === a b <-- classified as 3453 102 | a = yes 16 2654 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6081 97.6867 % Incorrectly Classified Instances 144 2.3133 % Kappa statistic 0.953 Mean absolute error 0.0356 Root mean squared error 0.1453 Relative absolute error 7.2636 % Root relative squared error 29.351 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.008 0.994 0.965 0.979 0.987 yes 0.992 0.035 0.956 0.992 0.974 0.987 no Weighted Avg. 0.977 0.019 0.977 0.977 0.977 0.987 === Confusion Matrix === a b <-- classified as 3432 123 | a = yes 21 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6084 97.7349 % Incorrectly Classified Instances 141 2.2651 % Kappa statistic 0.954 Mean absolute error 0.0356 Root mean squared error 0.1444 Relative absolute error 7.2578 % Root relative squared error 29.1681 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.01 0.992 0.968 0.98 0.988 yes 0.99 0.032 0.959 0.99 0.974 0.988 no Weighted Avg. 0.977 0.02 0.978 0.977 0.977 0.988 === Confusion Matrix === a b <-- classified as 3441 114 | a = yes 27 2643 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6077 97.6225 % Incorrectly Classified Instances 148 2.3775 % Kappa statistic 0.9517 Mean absolute error 0.0369 Root mean squared error 0.1464 Relative absolute error 7.5258 % Root relative squared error 29.572 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.01 0.992 0.966 0.979 0.987 yes 0.99 0.034 0.956 0.99 0.973 0.987 no Weighted Avg. 0.976 0.02 0.977 0.976 0.976 0.987 === Confusion Matrix === a b <-- classified as 3433 122 | a = yes 26 2644 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6113 98.2166 % Incorrectly Classified Instances 111 1.7834 % Kappa statistic 0.9637 Mean absolute error 0.0328 Root mean squared error 0.13 Relative absolute error 6.6902 % Root relative squared error 26.2715 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.008 0.994 0.975 0.984 0.991 yes 0.992 0.025 0.967 0.992 0.979 0.991 no Weighted Avg. 0.982 0.015 0.982 0.982 0.982 0.991 === Confusion Matrix === a b <-- classified as 3465 89 | a = yes 22 2648 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6090 97.847 % Incorrectly Classified Instances 134 2.153 % Kappa statistic 0.9563 Mean absolute error 0.0356 Root mean squared error 0.1409 Relative absolute error 7.2679 % Root relative squared error 28.4783 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.007 0.995 0.968 0.981 0.988 yes 0.993 0.032 0.958 0.993 0.975 0.988 no Weighted Avg. 0.978 0.018 0.979 0.978 0.979 0.988 === Confusion Matrix === a b <-- classified as 3439 115 | a = yes 19 2651 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6101 98.0238 % Incorrectly Classified Instances 123 1.9762 % Kappa statistic 0.9598 Mean absolute error 0.0362 Root mean squared error 0.1369 Relative absolute error 7.3996 % Root relative squared error 27.666 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.008 0.994 0.971 0.983 0.988 yes 0.992 0.029 0.963 0.992 0.977 0.988 no Weighted Avg. 0.98 0.017 0.981 0.98 0.98 0.988 === Confusion Matrix === a b <-- classified as 3453 102 | a = yes 21 2648 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6096 97.9434 % Incorrectly Classified Instances 128 2.0566 % Kappa statistic 0.9582 Mean absolute error 0.0321 Root mean squared error 0.1383 Relative absolute error 6.5475 % Root relative squared error 27.9476 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.007 0.994 0.97 0.982 0.989 yes 0.993 0.03 0.961 0.993 0.976 0.989 no Weighted Avg. 0.979 0.017 0.98 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 20 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6094 97.9113 % Incorrectly Classified Instances 130 2.0887 % Kappa statistic 0.9575 Mean absolute error 0.03 Root mean squared error 0.1385 Relative absolute error 6.1264 % Root relative squared error 27.9811 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.008 0.994 0.97 0.981 0.988 yes 0.992 0.03 0.961 0.992 0.976 0.988 no Weighted Avg. 0.979 0.018 0.98 0.979 0.979 0.988 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 22 2647 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6105 98.088 % Incorrectly Classified Instances 119 1.912 % Kappa statistic 0.9611 Mean absolute error 0.0309 Root mean squared error 0.1339 Relative absolute error 6.3164 % Root relative squared error 27.057 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.006 0.996 0.971 0.983 0.988 yes 0.994 0.029 0.962 0.994 0.978 0.988 no Weighted Avg. 0.981 0.016 0.981 0.981 0.981 0.988 === Confusion Matrix === a b <-- classified as 3451 104 | a = yes 15 2654 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 6081 97.6867 % Incorrectly Classified Instances 144 2.3133 % Kappa statistic 0.953 Mean absolute error 0.0403 Root mean squared error 0.147 Relative absolute error 8.22 % Root relative squared error 29.697 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.01 0.992 0.967 0.979 0.986 yes 0.99 0.033 0.957 0.99 0.973 0.986 no Weighted Avg. 0.977 0.02 0.977 0.977 0.977 0.986 === Confusion Matrix === a b <-- classified as 3437 118 | a = yes 26 2644 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6089 97.8153 % Incorrectly Classified Instances 136 2.1847 % Kappa statistic 0.9556 Mean absolute error 0.041 Root mean squared error 0.1432 Relative absolute error 8.3674 % Root relative squared error 28.936 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.008 0.994 0.968 0.981 0.987 yes 0.992 0.032 0.959 0.992 0.975 0.987 no Weighted Avg. 0.978 0.018 0.979 0.978 0.978 0.987 === Confusion Matrix === a b <-- classified as 3441 114 | a = yes 22 2648 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6097 97.9438 % Incorrectly Classified Instances 128 2.0562 % Kappa statistic 0.9582 Mean absolute error 0.0387 Root mean squared error 0.138 Relative absolute error 7.8942 % Root relative squared error 27.8878 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.007 0.994 0.97 0.982 0.989 yes 0.993 0.03 0.961 0.993 0.976 0.989 no Weighted Avg. 0.979 0.017 0.98 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 20 2650 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6094 97.8956 % Incorrectly Classified Instances 131 2.1044 % Kappa statistic 0.9572 Mean absolute error 0.0391 Root mean squared error 0.1401 Relative absolute error 7.9792 % Root relative squared error 28.3135 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.007 0.995 0.968 0.981 0.988 yes 0.993 0.032 0.959 0.993 0.976 0.988 no Weighted Avg. 0.979 0.018 0.979 0.979 0.979 0.988 === Confusion Matrix === a b <-- classified as 3443 112 | a = yes 19 2651 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6115 98.2487 % Incorrectly Classified Instances 109 1.7513 % Kappa statistic 0.9644 Mean absolute error 0.0274 Root mean squared error 0.126 Relative absolute error 5.5888 % Root relative squared error 25.4607 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.006 0.995 0.974 0.985 0.991 yes 0.994 0.026 0.966 0.994 0.98 0.991 no Weighted Avg. 0.982 0.015 0.983 0.982 0.983 0.991 === Confusion Matrix === a b <-- classified as 3463 92 | a = yes 17 2652 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6114 98.2326 % Incorrectly Classified Instances 110 1.7674 % Kappa statistic 0.964 Mean absolute error 0.0302 Root mean squared error 0.1277 Relative absolute error 6.1554 % Root relative squared error 25.8067 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.006 0.995 0.974 0.984 0.991 yes 0.994 0.026 0.966 0.994 0.98 0.991 no Weighted Avg. 0.982 0.015 0.983 0.982 0.982 0.991 === Confusion Matrix === a b <-- classified as 3462 93 | a = yes 17 2652 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6088 97.8149 % Incorrectly Classified Instances 136 2.1851 % Kappa statistic 0.9556 Mean absolute error 0.0355 Root mean squared error 0.1431 Relative absolute error 7.2526 % Root relative squared error 28.9118 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.009 0.993 0.968 0.981 0.988 yes 0.991 0.032 0.959 0.991 0.975 0.988 no Weighted Avg. 0.978 0.019 0.979 0.978 0.978 0.988 === Confusion Matrix === a b <-- classified as 3442 113 | a = yes 23 2646 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6097 97.9595 % Incorrectly Classified Instances 127 2.0405 % Kappa statistic 0.9585 Mean absolute error 0.0304 Root mean squared error 0.1372 Relative absolute error 6.1983 % Root relative squared error 27.7213 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.006 0.996 0.968 0.982 0.988 yes 0.994 0.032 0.96 0.994 0.977 0.988 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.988 === Confusion Matrix === a b <-- classified as 3443 112 | a = yes 15 2654 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6098 97.9756 % Incorrectly Classified Instances 126 2.0244 % Kappa statistic 0.9589 Mean absolute error 0.0284 Root mean squared error 0.1369 Relative absolute error 5.7903 % Root relative squared error 27.6569 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.006 0.995 0.969 0.982 0.989 yes 0.994 0.031 0.961 0.994 0.977 0.989 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.989 === Confusion Matrix === a b <-- classified as 3445 109 | a = yes 17 2653 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6090 97.847 % Incorrectly Classified Instances 134 2.153 % Kappa statistic 0.9562 Mean absolute error 0.0303 Root mean squared error 0.1385 Relative absolute error 6.1937 % Root relative squared error 27.9928 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.008 0.994 0.968 0.981 0.99 yes 0.992 0.032 0.959 0.992 0.975 0.99 no Weighted Avg. 0.978 0.018 0.979 0.978 0.979 0.99 === Confusion Matrix === a b <-- classified as 3441 113 | a = yes 21 2649 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 6096 97.9277 % Incorrectly Classified Instances 129 2.0723 % Kappa statistic 0.9579 Mean absolute error 0.033 Root mean squared error 0.138 Relative absolute error 6.7432 % Root relative squared error 27.8826 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.006 0.995 0.968 0.982 0.987 yes 0.994 0.032 0.959 0.994 0.976 0.987 no Weighted Avg. 0.979 0.017 0.98 0.979 0.979 0.987 === Confusion Matrix === a b <-- classified as 3443 112 | a = yes 17 2653 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6081 97.6867 % Incorrectly Classified Instances 144 2.3133 % Kappa statistic 0.953 Mean absolute error 0.0356 Root mean squared error 0.1457 Relative absolute error 7.2766 % Root relative squared error 29.4302 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.008 0.994 0.965 0.979 0.988 yes 0.992 0.035 0.956 0.992 0.974 0.988 no Weighted Avg. 0.977 0.019 0.977 0.977 0.977 0.988 === Confusion Matrix === a b <-- classified as 3432 123 | a = yes 21 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6093 97.8795 % Incorrectly Classified Instances 132 2.1205 % Kappa statistic 0.9569 Mean absolute error 0.0331 Root mean squared error 0.1382 Relative absolute error 6.7643 % Root relative squared error 27.9304 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.008 0.994 0.969 0.981 0.988 yes 0.992 0.031 0.96 0.992 0.976 0.988 no Weighted Avg. 0.979 0.018 0.979 0.979 0.979 0.988 === Confusion Matrix === a b <-- classified as 3445 110 | a = yes 22 2648 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6093 97.8795 % Incorrectly Classified Instances 132 2.1205 % Kappa statistic 0.9569 Mean absolute error 0.0311 Root mean squared error 0.14 Relative absolute error 6.3438 % Root relative squared error 28.2775 % Total Number of Instances 6225 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.009 0.993 0.97 0.981 0.989 yes 0.991 0.03 0.961 0.991 0.976 0.989 no Weighted Avg. 0.979 0.018 0.979 0.979 0.979 0.989 === Confusion Matrix === a b <-- classified as 3447 108 | a = yes 24 2646 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6115 98.2487 % Incorrectly Classified Instances 109 1.7513 % Kappa statistic 0.9644 Mean absolute error 0.0283 Root mean squared error 0.1281 Relative absolute error 5.7719 % Root relative squared error 25.8775 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.006 0.996 0.974 0.984 0.991 yes 0.994 0.026 0.966 0.994 0.98 0.991 no Weighted Avg. 0.982 0.015 0.983 0.982 0.983 0.991 === Confusion Matrix === a b <-- classified as 3461 94 | a = yes 15 2654 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6099 97.9916 % Incorrectly Classified Instances 125 2.0084 % Kappa statistic 0.9592 Mean absolute error 0.03 Root mean squared error 0.1347 Relative absolute error 6.118 % Root relative squared error 27.2177 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.006 0.995 0.969 0.982 0.991 yes 0.994 0.031 0.961 0.994 0.977 0.991 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.991 === Confusion Matrix === a b <-- classified as 3446 109 | a = yes 16 2653 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6080 97.6864 % Incorrectly Classified Instances 144 2.3136 % Kappa statistic 0.953 Mean absolute error 0.0346 Root mean squared error 0.1462 Relative absolute error 7.0621 % Root relative squared error 29.5326 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.007 0.994 0.965 0.979 0.987 yes 0.993 0.035 0.955 0.993 0.974 0.987 no Weighted Avg. 0.977 0.019 0.978 0.977 0.977 0.987 === Confusion Matrix === a b <-- classified as 3431 124 | a = yes 20 2649 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6100 98.0077 % Incorrectly Classified Instances 124 1.9923 % Kappa statistic 0.9595 Mean absolute error 0.0306 Root mean squared error 0.1348 Relative absolute error 6.2413 % Root relative squared error 27.2408 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.009 0.993 0.972 0.982 0.99 yes 0.991 0.028 0.963 0.991 0.977 0.99 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.99 === Confusion Matrix === a b <-- classified as 3454 101 | a = yes 23 2646 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6109 98.1523 % Incorrectly Classified Instances 115 1.8477 % Kappa statistic 0.9624 Mean absolute error 0.0336 Root mean squared error 0.1332 Relative absolute error 6.8563 % Root relative squared error 26.9033 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.006 0.995 0.972 0.984 0.989 yes 0.994 0.028 0.964 0.994 0.979 0.989 no Weighted Avg. 0.982 0.015 0.982 0.982 0.982 0.989 === Confusion Matrix === a b <-- classified as 3456 98 | a = yes 17 2653 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6087 97.7988 % Incorrectly Classified Instances 137 2.2012 % Kappa statistic 0.9553 Mean absolute error 0.034 Root mean squared error 0.143 Relative absolute error 6.9394 % Root relative squared error 28.8933 % Total Number of Instances 6224 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.006 0.995 0.966 0.98 0.986 yes 0.994 0.034 0.957 0.994 0.975 0.986 no Weighted Avg. 0.978 0.018 0.979 0.978 0.978 0.986 === Confusion Matrix === a b <-- classified as 3434 120 | a = yes 17 2653 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 8 RUN: 0 FOLD: 0 Correctly Classified Instances 6099 91.5216 % Incorrectly Classified Instances 565 8.4784 % Kappa statistic 0.8279 Mean absolute error 0.1193 Root mean squared error 0.2601 Relative absolute error 24.9726 % Root relative squared error 53.2215 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.872 0.018 0.987 0.872 0.926 0.955 yes 0.982 0.128 0.833 0.982 0.901 0.955 no Weighted Avg. 0.915 0.062 0.926 0.915 0.916 0.955 === Confusion Matrix === a b <-- classified as 3520 517 | a = yes 48 2579 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6109 91.6717 % Incorrectly Classified Instances 555 8.3283 % Kappa statistic 0.8306 Mean absolute error 0.115 Root mean squared error 0.2577 Relative absolute error 24.0873 % Root relative squared error 52.7261 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.877 0.022 0.984 0.877 0.927 0.958 yes 0.978 0.123 0.838 0.978 0.903 0.958 no Weighted Avg. 0.917 0.062 0.926 0.917 0.918 0.958 === Confusion Matrix === a b <-- classified as 3539 498 | a = yes 57 2570 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6096 91.4766 % Incorrectly Classified Instances 568 8.5234 % Kappa statistic 0.8265 Mean absolute error 0.1149 Root mean squared error 0.262 Relative absolute error 24.0615 % Root relative squared error 53.6049 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.877 0.027 0.98 0.877 0.926 0.955 yes 0.973 0.123 0.837 0.973 0.9 0.955 no Weighted Avg. 0.915 0.065 0.924 0.915 0.916 0.955 === Confusion Matrix === a b <-- classified as 3540 497 | a = yes 71 2556 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6134 92.0468 % Incorrectly Classified Instances 530 7.9532 % Kappa statistic 0.8379 Mean absolute error 0.1156 Root mean squared error 0.2535 Relative absolute error 24.1973 % Root relative squared error 51.8822 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.023 0.983 0.884 0.931 0.96 yes 0.977 0.116 0.845 0.977 0.906 0.96 no Weighted Avg. 0.92 0.06 0.929 0.92 0.921 0.96 === Confusion Matrix === a b <-- classified as 3567 470 | a = yes 60 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6134 92.0468 % Incorrectly Classified Instances 530 7.9532 % Kappa statistic 0.8376 Mean absolute error 0.1086 Root mean squared error 0.2545 Relative absolute error 22.7404 % Root relative squared error 52.0745 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.028 0.98 0.887 0.931 0.956 yes 0.972 0.113 0.848 0.972 0.906 0.956 no Weighted Avg. 0.92 0.062 0.928 0.92 0.921 0.956 === Confusion Matrix === a b <-- classified as 3581 456 | a = yes 74 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6129 91.9718 % Incorrectly Classified Instances 535 8.0282 % Kappa statistic 0.8358 Mean absolute error 0.1131 Root mean squared error 0.2524 Relative absolute error 23.6898 % Root relative squared error 51.6567 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.034 0.976 0.89 0.931 0.957 yes 0.966 0.11 0.851 0.966 0.905 0.957 no Weighted Avg. 0.92 0.064 0.926 0.92 0.92 0.957 === Confusion Matrix === a b <-- classified as 3591 446 | a = yes 89 2538 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6133 92.0318 % Incorrectly Classified Instances 531 7.9682 % Kappa statistic 0.8372 Mean absolute error 0.1157 Root mean squared error 0.2514 Relative absolute error 24.2221 % Root relative squared error 51.4459 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.03 0.979 0.888 0.931 0.958 yes 0.97 0.112 0.849 0.97 0.906 0.958 no Weighted Avg. 0.92 0.062 0.928 0.92 0.921 0.958 === Confusion Matrix === a b <-- classified as 3583 453 | a = yes 78 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6133 92.0318 % Incorrectly Classified Instances 531 7.9682 % Kappa statistic 0.8371 Mean absolute error 0.1119 Root mean squared error 0.2524 Relative absolute error 23.4366 % Root relative squared error 51.6378 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.032 0.977 0.889 0.931 0.959 yes 0.968 0.111 0.851 0.968 0.905 0.959 no Weighted Avg. 0.92 0.063 0.927 0.92 0.921 0.959 === Confusion Matrix === a b <-- classified as 3589 447 | a = yes 84 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6153 92.3319 % Incorrectly Classified Instances 511 7.6681 % Kappa statistic 0.8433 Mean absolute error 0.1078 Root mean squared error 0.2475 Relative absolute error 22.5604 % Root relative squared error 50.6449 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.891 0.027 0.98 0.891 0.934 0.96 yes 0.973 0.109 0.853 0.973 0.909 0.96 no Weighted Avg. 0.923 0.059 0.93 0.923 0.924 0.96 === Confusion Matrix === a b <-- classified as 3597 439 | a = yes 72 2556 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6086 91.3402 % Incorrectly Classified Instances 577 8.6598 % Kappa statistic 0.8235 Mean absolute error 0.1297 Root mean squared error 0.2596 Relative absolute error 27.1484 % Root relative squared error 53.1282 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.032 0.977 0.878 0.925 0.958 yes 0.968 0.122 0.838 0.968 0.898 0.958 no Weighted Avg. 0.913 0.068 0.922 0.913 0.914 0.958 === Confusion Matrix === a b <-- classified as 3543 493 | a = yes 84 2543 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 6125 91.9118 % Incorrectly Classified Instances 539 8.0882 % Kappa statistic 0.8345 Mean absolute error 0.1186 Root mean squared error 0.2557 Relative absolute error 24.8273 % Root relative squared error 52.3239 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.037 0.974 0.89 0.93 0.957 yes 0.963 0.11 0.851 0.963 0.904 0.957 no Weighted Avg. 0.919 0.066 0.925 0.919 0.92 0.957 === Confusion Matrix === a b <-- classified as 3594 442 | a = yes 97 2531 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6099 91.5216 % Incorrectly Classified Instances 565 8.4784 % Kappa statistic 0.8261 Mean absolute error 0.1239 Root mean squared error 0.2596 Relative absolute error 25.9451 % Root relative squared error 53.1198 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.049 0.965 0.892 0.927 0.955 yes 0.951 0.108 0.851 0.951 0.898 0.955 no Weighted Avg. 0.915 0.072 0.92 0.915 0.916 0.955 === Confusion Matrix === a b <-- classified as 3600 436 | a = yes 129 2499 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6095 91.4616 % Incorrectly Classified Instances 569 8.5384 % Kappa statistic 0.8254 Mean absolute error 0.1217 Root mean squared error 0.2623 Relative absolute error 25.4688 % Root relative squared error 53.6625 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.04 0.971 0.885 0.926 0.954 yes 0.96 0.115 0.845 0.96 0.899 0.954 no Weighted Avg. 0.915 0.07 0.921 0.915 0.915 0.954 === Confusion Matrix === a b <-- classified as 3573 463 | a = yes 106 2522 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6076 91.1765 % Incorrectly Classified Instances 588 8.8235 % Kappa statistic 0.82 Mean absolute error 0.1296 Root mean squared error 0.259 Relative absolute error 27.1258 % Root relative squared error 53 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.036 0.974 0.878 0.923 0.959 yes 0.964 0.122 0.837 0.964 0.896 0.959 no Weighted Avg. 0.912 0.07 0.92 0.912 0.913 0.959 === Confusion Matrix === a b <-- classified as 3544 493 | a = yes 95 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6132 92.0168 % Incorrectly Classified Instances 532 7.9832 % Kappa statistic 0.8368 Mean absolute error 0.1239 Root mean squared error 0.253 Relative absolute error 25.9426 % Root relative squared error 51.7695 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.032 0.977 0.889 0.931 0.955 yes 0.968 0.111 0.85 0.968 0.905 0.955 no Weighted Avg. 0.92 0.063 0.927 0.92 0.921 0.955 === Confusion Matrix === a b <-- classified as 3589 448 | a = yes 84 2543 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6140 92.1369 % Incorrectly Classified Instances 524 7.8631 % Kappa statistic 0.8393 Mean absolute error 0.1163 Root mean squared error 0.254 Relative absolute error 24.351 % Root relative squared error 51.9731 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.029 0.979 0.889 0.932 0.955 yes 0.971 0.111 0.851 0.971 0.907 0.955 no Weighted Avg. 0.921 0.061 0.928 0.921 0.922 0.955 === Confusion Matrix === a b <-- classified as 3590 447 | a = yes 77 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6113 91.7317 % Incorrectly Classified Instances 551 8.2683 % Kappa statistic 0.8311 Mean absolute error 0.1183 Root mean squared error 0.2548 Relative absolute error 24.76 % Root relative squared error 52.1502 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.033 0.976 0.885 0.928 0.956 yes 0.967 0.115 0.846 0.967 0.902 0.956 no Weighted Avg. 0.917 0.066 0.925 0.917 0.918 0.956 === Confusion Matrix === a b <-- classified as 3574 463 | a = yes 88 2539 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6146 92.2269 % Incorrectly Classified Instances 518 7.7731 % Kappa statistic 0.8411 Mean absolute error 0.1089 Root mean squared error 0.2491 Relative absolute error 22.8032 % Root relative squared error 50.9832 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.029 0.98 0.89 0.933 0.958 yes 0.971 0.11 0.852 0.971 0.908 0.958 no Weighted Avg. 0.922 0.061 0.929 0.922 0.923 0.958 === Confusion Matrix === a b <-- classified as 3594 443 | a = yes 75 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6149 92.2719 % Incorrectly Classified Instances 515 7.7281 % Kappa statistic 0.8418 Mean absolute error 0.1087 Root mean squared error 0.2494 Relative absolute error 22.7563 % Root relative squared error 51.0286 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.032 0.977 0.893 0.933 0.96 yes 0.968 0.107 0.855 0.968 0.908 0.96 no Weighted Avg. 0.923 0.062 0.929 0.923 0.923 0.96 === Confusion Matrix === a b <-- classified as 3607 430 | a = yes 85 2542 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6129 91.9856 % Incorrectly Classified Instances 534 8.0144 % Kappa statistic 0.8361 Mean absolute error 0.1186 Root mean squared error 0.2511 Relative absolute error 24.8246 % Root relative squared error 51.3769 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.034 0.976 0.89 0.931 0.96 yes 0.966 0.11 0.851 0.966 0.905 0.96 no Weighted Avg. 0.92 0.064 0.927 0.92 0.921 0.96 === Confusion Matrix === a b <-- classified as 3591 445 | a = yes 89 2538 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 6136 92.0768 % Incorrectly Classified Instances 528 7.9232 % Kappa statistic 0.838 Mean absolute error 0.1097 Root mean squared error 0.2517 Relative absolute error 22.9657 % Root relative squared error 51.5066 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.032 0.977 0.89 0.932 0.964 yes 0.968 0.11 0.851 0.968 0.906 0.964 no Weighted Avg. 0.921 0.063 0.928 0.921 0.921 0.964 === Confusion Matrix === a b <-- classified as 3591 445 | a = yes 83 2545 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6131 92.0018 % Incorrectly Classified Instances 533 7.9982 % Kappa statistic 0.8365 Mean absolute error 0.1177 Root mean squared error 0.2545 Relative absolute error 24.632 % Root relative squared error 52.0786 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.032 0.977 0.889 0.931 0.956 yes 0.968 0.111 0.85 0.968 0.905 0.956 no Weighted Avg. 0.92 0.063 0.927 0.92 0.921 0.956 === Confusion Matrix === a b <-- classified as 3587 449 | a = yes 84 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6089 91.3715 % Incorrectly Classified Instances 575 8.6285 % Kappa statistic 0.8244 Mean absolute error 0.1247 Root mean squared error 0.2608 Relative absolute error 26.1059 % Root relative squared error 53.3637 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.027 0.981 0.875 0.925 0.952 yes 0.973 0.125 0.835 0.973 0.899 0.952 no Weighted Avg. 0.914 0.065 0.923 0.914 0.915 0.952 === Confusion Matrix === a b <-- classified as 3531 505 | a = yes 70 2558 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6116 91.7767 % Incorrectly Classified Instances 548 8.2233 % Kappa statistic 0.8321 Mean absolute error 0.1216 Root mean squared error 0.2573 Relative absolute error 25.4487 % Root relative squared error 52.6589 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.031 0.978 0.884 0.929 0.957 yes 0.969 0.116 0.845 0.969 0.903 0.957 no Weighted Avg. 0.918 0.064 0.925 0.918 0.919 0.957 === Confusion Matrix === a b <-- classified as 3570 467 | a = yes 81 2546 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6147 92.2419 % Incorrectly Classified Instances 517 7.7581 % Kappa statistic 0.8412 Mean absolute error 0.1147 Root mean squared error 0.251 Relative absolute error 24.0223 % Root relative squared error 51.3596 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.033 0.977 0.893 0.933 0.956 yes 0.967 0.107 0.855 0.967 0.908 0.956 no Weighted Avg. 0.922 0.062 0.929 0.922 0.923 0.956 === Confusion Matrix === a b <-- classified as 3606 431 | a = yes 86 2541 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6080 91.2365 % Incorrectly Classified Instances 584 8.7635 % Kappa statistic 0.8212 Mean absolute error 0.123 Root mean squared error 0.2622 Relative absolute error 25.7611 % Root relative squared error 53.6455 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.879 0.037 0.973 0.879 0.924 0.955 yes 0.963 0.121 0.839 0.963 0.897 0.955 no Weighted Avg. 0.912 0.07 0.92 0.912 0.913 0.955 === Confusion Matrix === a b <-- classified as 3550 487 | a = yes 97 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6125 91.9118 % Incorrectly Classified Instances 539 8.0882 % Kappa statistic 0.8347 Mean absolute error 0.1212 Root mean squared error 0.255 Relative absolute error 25.3677 % Root relative squared error 52.1713 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.032 0.977 0.887 0.93 0.954 yes 0.968 0.113 0.848 0.968 0.904 0.954 no Weighted Avg. 0.919 0.064 0.926 0.919 0.92 0.954 === Confusion Matrix === a b <-- classified as 3582 455 | a = yes 84 2543 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6137 92.0918 % Incorrectly Classified Instances 527 7.9082 % Kappa statistic 0.8377 Mean absolute error 0.1258 Root mean squared error 0.2532 Relative absolute error 26.3453 % Root relative squared error 51.8073 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.897 0.043 0.97 0.897 0.932 0.955 yes 0.957 0.103 0.858 0.957 0.905 0.955 no Weighted Avg. 0.921 0.066 0.926 0.921 0.922 0.955 === Confusion Matrix === a b <-- classified as 3622 415 | a = yes 112 2515 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6139 92.1218 % Incorrectly Classified Instances 525 7.8782 % Kappa statistic 0.8385 Mean absolute error 0.1286 Root mean squared error 0.2514 Relative absolute error 26.9218 % Root relative squared error 51.4472 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.895 0.039 0.973 0.895 0.932 0.956 yes 0.961 0.105 0.857 0.961 0.906 0.956 no Weighted Avg. 0.921 0.065 0.927 0.921 0.922 0.956 === Confusion Matrix === a b <-- classified as 3614 423 | a = yes 102 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6162 92.4809 % Incorrectly Classified Instances 501 7.5191 % Kappa statistic 0.8463 Mean absolute error 0.1175 Root mean squared error 0.2453 Relative absolute error 24.5923 % Root relative squared error 50.2014 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.893 0.026 0.981 0.893 0.935 0.96 yes 0.974 0.107 0.856 0.974 0.911 0.96 no Weighted Avg. 0.925 0.058 0.932 0.925 0.925 0.96 === Confusion Matrix === a b <-- classified as 3604 432 | a = yes 69 2558 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 6115 91.7617 % Incorrectly Classified Instances 549 8.2383 % Kappa statistic 0.8309 Mean absolute error 0.1284 Root mean squared error 0.2545 Relative absolute error 26.8768 % Root relative squared error 52.0704 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.895 0.047 0.967 0.895 0.929 0.96 yes 0.953 0.105 0.855 0.953 0.901 0.96 no Weighted Avg. 0.918 0.07 0.923 0.918 0.918 0.96 === Confusion Matrix === a b <-- classified as 3612 425 | a = yes 124 2503 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6122 91.8667 % Incorrectly Classified Instances 542 8.1333 % Kappa statistic 0.8334 Mean absolute error 0.1308 Root mean squared error 0.2559 Relative absolute error 27.3891 % Root relative squared error 52.361 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.04 0.972 0.892 0.93 0.956 yes 0.96 0.108 0.852 0.96 0.903 0.956 no Weighted Avg. 0.919 0.067 0.925 0.919 0.919 0.956 === Confusion Matrix === a b <-- classified as 3600 437 | a = yes 105 2522 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6149 92.2719 % Incorrectly Classified Instances 515 7.7281 % Kappa statistic 0.8421 Mean absolute error 0.1188 Root mean squared error 0.2476 Relative absolute error 24.866 % Root relative squared error 50.6756 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.891 0.028 0.98 0.891 0.933 0.962 yes 0.972 0.109 0.852 0.972 0.908 0.962 no Weighted Avg. 0.923 0.06 0.93 0.923 0.923 0.962 === Confusion Matrix === a b <-- classified as 3595 442 | a = yes 73 2554 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6127 91.9418 % Incorrectly Classified Instances 537 8.0582 % Kappa statistic 0.8355 Mean absolute error 0.1235 Root mean squared error 0.2529 Relative absolute error 25.8626 % Root relative squared error 51.7613 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.028 0.98 0.885 0.93 0.957 yes 0.972 0.115 0.846 0.972 0.905 0.957 no Weighted Avg. 0.919 0.062 0.927 0.919 0.92 0.957 === Confusion Matrix === a b <-- classified as 3574 463 | a = yes 74 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6128 91.9568 % Incorrectly Classified Instances 536 8.0432 % Kappa statistic 0.8357 Mean absolute error 0.1253 Root mean squared error 0.2531 Relative absolute error 26.2404 % Root relative squared error 51.7856 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.03 0.978 0.887 0.93 0.96 yes 0.97 0.113 0.848 0.97 0.905 0.96 no Weighted Avg. 0.92 0.063 0.927 0.92 0.92 0.96 === Confusion Matrix === a b <-- classified as 3581 456 | a = yes 80 2547 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6061 90.9514 % Incorrectly Classified Instances 603 9.0486 % Kappa statistic 0.8156 Mean absolute error 0.1289 Root mean squared error 0.2632 Relative absolute error 26.9791 % Root relative squared error 53.8645 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.874 0.036 0.974 0.874 0.921 0.957 yes 0.964 0.126 0.833 0.964 0.894 0.957 no Weighted Avg. 0.91 0.071 0.918 0.91 0.91 0.957 === Confusion Matrix === a b <-- classified as 3528 509 | a = yes 94 2533 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6096 91.4766 % Incorrectly Classified Instances 568 8.5234 % Kappa statistic 0.8264 Mean absolute error 0.1222 Root mean squared error 0.2572 Relative absolute error 25.576 % Root relative squared error 52.6336 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.029 0.979 0.878 0.926 0.959 yes 0.971 0.122 0.838 0.971 0.9 0.959 no Weighted Avg. 0.915 0.065 0.924 0.915 0.916 0.959 === Confusion Matrix === a b <-- classified as 3543 493 | a = yes 75 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6115 91.7617 % Incorrectly Classified Instances 549 8.2383 % Kappa statistic 0.8315 Mean absolute error 0.1318 Root mean squared error 0.2559 Relative absolute error 27.5995 % Root relative squared error 52.3558 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.037 0.974 0.888 0.929 0.956 yes 0.963 0.112 0.848 0.963 0.902 0.956 no Weighted Avg. 0.918 0.066 0.924 0.918 0.918 0.956 === Confusion Matrix === a b <-- classified as 3583 453 | a = yes 96 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6163 92.482 % Incorrectly Classified Instances 501 7.518 % Kappa statistic 0.8461 Mean absolute error 0.1162 Root mean squared error 0.2487 Relative absolute error 24.331 % Root relative squared error 50.8909 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.03 0.978 0.896 0.935 0.956 yes 0.97 0.104 0.858 0.97 0.91 0.956 no Weighted Avg. 0.925 0.06 0.931 0.925 0.925 0.956 === Confusion Matrix === a b <-- classified as 3615 421 | a = yes 80 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6125 91.9256 % Incorrectly Classified Instances 538 8.0744 % Kappa statistic 0.8338 Mean absolute error 0.1215 Root mean squared error 0.2545 Relative absolute error 25.4386 % Root relative squared error 52.0733 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.053 0.963 0.901 0.931 0.957 yes 0.947 0.099 0.862 0.947 0.902 0.957 no Weighted Avg. 0.919 0.071 0.923 0.919 0.92 0.957 === Confusion Matrix === a b <-- classified as 3638 398 | a = yes 140 2487 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 6128 91.9568 % Incorrectly Classified Instances 536 8.0432 % Kappa statistic 0.8348 Mean absolute error 0.1126 Root mean squared error 0.2556 Relative absolute error 23.5665 % Root relative squared error 52.2972 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.898 0.047 0.967 0.898 0.931 0.954 yes 0.953 0.102 0.859 0.953 0.903 0.954 no Weighted Avg. 0.92 0.069 0.924 0.92 0.92 0.954 === Confusion Matrix === a b <-- classified as 3625 412 | a = yes 124 2503 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6116 91.7767 % Incorrectly Classified Instances 548 8.2233 % Kappa statistic 0.8319 Mean absolute error 0.1191 Root mean squared error 0.2582 Relative absolute error 24.94 % Root relative squared error 52.8276 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.036 0.974 0.888 0.929 0.951 yes 0.964 0.112 0.848 0.964 0.902 0.951 no Weighted Avg. 0.918 0.066 0.925 0.918 0.918 0.951 === Confusion Matrix === a b <-- classified as 3583 454 | a = yes 94 2533 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6139 92.1218 % Incorrectly Classified Instances 525 7.8782 % Kappa statistic 0.8382 Mean absolute error 0.1159 Root mean squared error 0.2527 Relative absolute error 24.2736 % Root relative squared error 51.7007 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.044 0.969 0.899 0.933 0.958 yes 0.956 0.101 0.86 0.956 0.905 0.958 no Weighted Avg. 0.921 0.067 0.926 0.921 0.922 0.958 === Confusion Matrix === a b <-- classified as 3628 409 | a = yes 116 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6128 91.9568 % Incorrectly Classified Instances 536 8.0432 % Kappa statistic 0.8359 Mean absolute error 0.108 Root mean squared error 0.2518 Relative absolute error 22.6025 % Root relative squared error 51.531 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.028 0.98 0.885 0.93 0.961 yes 0.972 0.115 0.847 0.972 0.905 0.961 no Weighted Avg. 0.92 0.062 0.927 0.92 0.92 0.961 === Confusion Matrix === a b <-- classified as 3574 463 | a = yes 73 2554 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6144 92.1969 % Incorrectly Classified Instances 520 7.8031 % Kappa statistic 0.8403 Mean absolute error 0.1146 Root mean squared error 0.2498 Relative absolute error 23.9925 % Root relative squared error 51.1078 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.033 0.977 0.892 0.933 0.959 yes 0.967 0.108 0.854 0.967 0.907 0.959 no Weighted Avg. 0.922 0.062 0.928 0.922 0.923 0.959 === Confusion Matrix === a b <-- classified as 3603 434 | a = yes 86 2541 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6095 91.4616 % Incorrectly Classified Instances 569 8.5384 % Kappa statistic 0.8248 Mean absolute error 0.1183 Root mean squared error 0.2585 Relative absolute error 24.7783 % Root relative squared error 52.8998 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.05 0.965 0.892 0.927 0.957 yes 0.95 0.108 0.851 0.95 0.898 0.957 no Weighted Avg. 0.915 0.073 0.92 0.915 0.915 0.957 === Confusion Matrix === a b <-- classified as 3599 438 | a = yes 131 2496 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6127 91.9418 % Incorrectly Classified Instances 537 8.0582 % Kappa statistic 0.8353 Mean absolute error 0.1172 Root mean squared error 0.2541 Relative absolute error 24.5376 % Root relative squared error 51.9901 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.032 0.977 0.888 0.93 0.958 yes 0.968 0.112 0.849 0.968 0.905 0.958 no Weighted Avg. 0.919 0.064 0.927 0.919 0.92 0.958 === Confusion Matrix === a b <-- classified as 3583 453 | a = yes 84 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6105 91.6116 % Incorrectly Classified Instances 559 8.3884 % Kappa statistic 0.8286 Mean absolute error 0.114 Root mean squared error 0.2585 Relative absolute error 23.8689 % Root relative squared error 52.9001 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.037 0.974 0.885 0.927 0.959 yes 0.963 0.115 0.845 0.963 0.901 0.959 no Weighted Avg. 0.916 0.067 0.923 0.916 0.917 0.959 === Confusion Matrix === a b <-- classified as 3573 463 | a = yes 96 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6111 91.7017 % Incorrectly Classified Instances 553 8.2983 % Kappa statistic 0.8287 Mean absolute error 0.1213 Root mean squared error 0.2518 Relative absolute error 25.4003 % Root relative squared error 51.5309 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.905 0.064 0.956 0.905 0.93 0.96 yes 0.936 0.095 0.865 0.936 0.899 0.96 no Weighted Avg. 0.917 0.076 0.92 0.917 0.918 0.96 === Confusion Matrix === a b <-- classified as 3652 384 | a = yes 169 2459 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6159 92.4358 % Incorrectly Classified Instances 504 7.5642 % Kappa statistic 0.8455 Mean absolute error 0.107 Root mean squared error 0.2485 Relative absolute error 22.3994 % Root relative squared error 50.8499 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.891 0.025 0.982 0.891 0.935 0.961 yes 0.975 0.109 0.854 0.975 0.91 0.961 no Weighted Avg. 0.924 0.058 0.932 0.924 0.925 0.961 === Confusion Matrix === a b <-- classified as 3598 438 | a = yes 66 2561 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 6100 91.5366 % Incorrectly Classified Instances 564 8.4634 % Kappa statistic 0.8278 Mean absolute error 0.133 Root mean squared error 0.2573 Relative absolute error 27.8405 % Root relative squared error 52.6546 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.876 0.025 0.982 0.876 0.926 0.961 yes 0.975 0.124 0.837 0.975 0.901 0.961 no Weighted Avg. 0.915 0.064 0.925 0.915 0.916 0.961 === Confusion Matrix === a b <-- classified as 3538 499 | a = yes 65 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6133 92.0318 % Incorrectly Classified Instances 531 7.9682 % Kappa statistic 0.837 Mean absolute error 0.1343 Root mean squared error 0.2521 Relative absolute error 28.1159 % Root relative squared error 51.5819 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.891 0.034 0.976 0.891 0.931 0.959 yes 0.966 0.109 0.852 0.966 0.905 0.959 no Weighted Avg. 0.92 0.064 0.927 0.92 0.921 0.959 === Confusion Matrix === a b <-- classified as 3596 441 | a = yes 90 2537 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6117 91.7917 % Incorrectly Classified Instances 547 8.2083 % Kappa statistic 0.8323 Mean absolute error 0.1414 Root mean squared error 0.2578 Relative absolute error 29.6143 % Root relative squared error 52.758 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.034 0.976 0.887 0.929 0.957 yes 0.966 0.113 0.847 0.966 0.903 0.957 no Weighted Avg. 0.918 0.065 0.925 0.918 0.919 0.957 === Confusion Matrix === a b <-- classified as 3579 458 | a = yes 89 2538 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6132 92.0168 % Incorrectly Classified Instances 532 7.9832 % Kappa statistic 0.8375 Mean absolute error 0.1315 Root mean squared error 0.2506 Relative absolute error 27.5277 % Root relative squared error 51.2747 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.019 0.986 0.881 0.93 0.96 yes 0.981 0.119 0.843 0.981 0.906 0.96 no Weighted Avg. 0.92 0.059 0.929 0.92 0.921 0.96 === Confusion Matrix === a b <-- classified as 3556 481 | a = yes 51 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6156 92.377 % Incorrectly Classified Instances 508 7.623 % Kappa statistic 0.8443 Mean absolute error 0.1328 Root mean squared error 0.2492 Relative absolute error 27.8055 % Root relative squared error 50.9923 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.024 0.983 0.89 0.934 0.96 yes 0.976 0.11 0.852 0.976 0.91 0.96 no Weighted Avg. 0.924 0.058 0.931 0.924 0.924 0.96 === Confusion Matrix === a b <-- classified as 3592 445 | a = yes 63 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6112 91.7167 % Incorrectly Classified Instances 552 8.2833 % Kappa statistic 0.8308 Mean absolute error 0.1289 Root mean squared error 0.2569 Relative absolute error 26.9886 % Root relative squared error 52.5792 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.033 0.976 0.885 0.928 0.955 yes 0.967 0.115 0.845 0.967 0.902 0.955 no Weighted Avg. 0.917 0.066 0.925 0.917 0.918 0.955 === Confusion Matrix === a b <-- classified as 3573 464 | a = yes 88 2539 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6130 91.9868 % Incorrectly Classified Instances 534 8.0132 % Kappa statistic 0.8363 Mean absolute error 0.1116 Root mean squared error 0.2548 Relative absolute error 23.359 % Root relative squared error 52.1393 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.03 0.978 0.888 0.931 0.958 yes 0.97 0.112 0.849 0.97 0.905 0.958 no Weighted Avg. 0.92 0.063 0.927 0.92 0.921 0.958 === Confusion Matrix === a b <-- classified as 3582 454 | a = yes 80 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6097 91.4916 % Incorrectly Classified Instances 567 8.5084 % Kappa statistic 0.8265 Mean absolute error 0.1206 Root mean squared error 0.2603 Relative absolute error 25.2496 % Root relative squared error 53.2721 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.032 0.977 0.88 0.926 0.951 yes 0.968 0.12 0.84 0.968 0.9 0.951 no Weighted Avg. 0.915 0.067 0.923 0.915 0.916 0.951 === Confusion Matrix === a b <-- classified as 3553 483 | a = yes 84 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6120 91.8367 % Incorrectly Classified Instances 544 8.1633 % Kappa statistic 0.8333 Mean absolute error 0.1266 Root mean squared error 0.2528 Relative absolute error 26.5091 % Root relative squared error 51.7273 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.886 0.032 0.977 0.886 0.929 0.956 yes 0.968 0.114 0.847 0.968 0.903 0.956 no Weighted Avg. 0.918 0.064 0.926 0.918 0.919 0.956 === Confusion Matrix === a b <-- classified as 3576 460 | a = yes 84 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6155 92.3758 % Incorrectly Classified Instances 508 7.6242 % Kappa statistic 0.8434 Mean absolute error 0.1159 Root mean squared error 0.2498 Relative absolute error 24.2745 % Root relative squared error 51.1128 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.041 0.971 0.901 0.935 0.961 yes 0.959 0.099 0.863 0.959 0.908 0.961 no Weighted Avg. 0.924 0.064 0.929 0.924 0.924 0.961 === Confusion Matrix === a b <-- classified as 3635 401 | a = yes 107 2520 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 6138 92.1068 % Incorrectly Classified Instances 526 7.8932 % Kappa statistic 0.8379 Mean absolute error 0.1323 Root mean squared error 0.2552 Relative absolute error 27.6899 % Root relative squared error 52.2237 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.045 0.969 0.899 0.932 0.954 yes 0.955 0.101 0.86 0.955 0.905 0.954 no Weighted Avg. 0.921 0.067 0.926 0.921 0.922 0.954 === Confusion Matrix === a b <-- classified as 3629 408 | a = yes 118 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6086 91.3265 % Incorrectly Classified Instances 578 8.6735 % Kappa statistic 0.8216 Mean absolute error 0.1394 Root mean squared error 0.2634 Relative absolute error 29.1941 % Root relative squared error 53.8919 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.895 0.059 0.959 0.895 0.926 0.954 yes 0.941 0.105 0.854 0.941 0.895 0.954 no Weighted Avg. 0.913 0.077 0.918 0.913 0.914 0.954 === Confusion Matrix === a b <-- classified as 3613 424 | a = yes 154 2473 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6112 91.7167 % Incorrectly Classified Instances 552 8.2833 % Kappa statistic 0.8292 Mean absolute error 0.1331 Root mean squared error 0.2574 Relative absolute error 27.866 % Root relative squared error 52.6686 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.903 0.061 0.958 0.903 0.93 0.952 yes 0.939 0.097 0.863 0.939 0.899 0.952 no Weighted Avg. 0.917 0.075 0.92 0.917 0.918 0.952 === Confusion Matrix === a b <-- classified as 3645 392 | a = yes 160 2467 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6117 91.7917 % Incorrectly Classified Instances 547 8.2083 % Kappa statistic 0.8304 Mean absolute error 0.1328 Root mean squared error 0.2549 Relative absolute error 27.8128 % Root relative squared error 52.169 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.908 0.067 0.954 0.908 0.931 0.961 yes 0.933 0.092 0.868 0.933 0.9 0.961 no Weighted Avg. 0.918 0.077 0.92 0.918 0.918 0.961 === Confusion Matrix === a b <-- classified as 3665 372 | a = yes 175 2452 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6128 91.9568 % Incorrectly Classified Instances 536 8.0432 % Kappa statistic 0.8339 Mean absolute error 0.1336 Root mean squared error 0.2563 Relative absolute error 27.9812 % Root relative squared error 52.4465 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.908 0.062 0.957 0.908 0.932 0.958 yes 0.938 0.092 0.869 0.938 0.902 0.958 no Weighted Avg. 0.92 0.074 0.922 0.92 0.92 0.958 === Confusion Matrix === a b <-- classified as 3665 372 | a = yes 164 2463 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6084 91.2965 % Incorrectly Classified Instances 580 8.7035 % Kappa statistic 0.8213 Mean absolute error 0.1303 Root mean squared error 0.2614 Relative absolute error 27.2769 % Root relative squared error 53.5003 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.891 0.054 0.962 0.891 0.925 0.956 yes 0.946 0.109 0.85 0.946 0.896 0.956 no Weighted Avg. 0.913 0.075 0.918 0.913 0.914 0.956 === Confusion Matrix === a b <-- classified as 3598 439 | a = yes 141 2486 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6118 91.8067 % Incorrectly Classified Instances 546 8.1933 % Kappa statistic 0.8315 Mean absolute error 0.1185 Root mean squared error 0.2529 Relative absolute error 24.8041 % Root relative squared error 51.7477 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.053 0.963 0.899 0.93 0.959 yes 0.947 0.101 0.86 0.947 0.901 0.959 no Weighted Avg. 0.918 0.072 0.922 0.918 0.919 0.959 === Confusion Matrix === a b <-- classified as 3630 406 | a = yes 140 2488 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6119 91.8217 % Incorrectly Classified Instances 545 8.1783 % Kappa statistic 0.8327 Mean absolute error 0.1156 Root mean squared error 0.2584 Relative absolute error 24.2113 % Root relative squared error 52.8799 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.036 0.974 0.889 0.929 0.953 yes 0.964 0.111 0.849 0.964 0.903 0.953 no Weighted Avg. 0.918 0.066 0.925 0.918 0.919 0.953 === Confusion Matrix === a b <-- classified as 3586 450 | a = yes 95 2533 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6136 92.0768 % Incorrectly Classified Instances 528 7.9232 % Kappa statistic 0.838 Mean absolute error 0.1098 Root mean squared error 0.2514 Relative absolute error 22.9835 % Root relative squared error 51.4326 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.032 0.977 0.89 0.932 0.958 yes 0.968 0.11 0.851 0.968 0.906 0.958 no Weighted Avg. 0.921 0.063 0.928 0.921 0.921 0.958 === Confusion Matrix === a b <-- classified as 3592 444 | a = yes 84 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6160 92.4508 % Incorrectly Classified Instances 503 7.5492 % Kappa statistic 0.8454 Mean absolute error 0.1315 Root mean squared error 0.2465 Relative absolute error 27.539 % Root relative squared error 50.4446 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.032 0.977 0.896 0.935 0.962 yes 0.968 0.104 0.859 0.968 0.91 0.962 no Weighted Avg. 0.925 0.06 0.93 0.925 0.925 0.962 === Confusion Matrix === a b <-- classified as 3617 419 | a = yes 84 2543 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 6111 91.7017 % Incorrectly Classified Instances 553 8.2983 % Kappa statistic 0.8297 Mean absolute error 0.131 Root mean squared error 0.2537 Relative absolute error 27.423 % Root relative squared error 51.9058 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.048 0.967 0.894 0.929 0.96 yes 0.952 0.106 0.854 0.952 0.9 0.96 no Weighted Avg. 0.917 0.071 0.922 0.917 0.918 0.96 === Confusion Matrix === a b <-- classified as 3609 428 | a = yes 125 2502 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6094 91.4466 % Incorrectly Classified Instances 570 8.5534 % Kappa statistic 0.8248 Mean absolute error 0.1278 Root mean squared error 0.2577 Relative absolute error 26.75 % Root relative squared error 52.7419 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.045 0.968 0.888 0.926 0.956 yes 0.955 0.112 0.848 0.955 0.898 0.956 no Weighted Avg. 0.914 0.071 0.92 0.914 0.915 0.956 === Confusion Matrix === a b <-- classified as 3586 451 | a = yes 119 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6128 91.9568 % Incorrectly Classified Instances 536 8.0432 % Kappa statistic 0.8356 Mean absolute error 0.1277 Root mean squared error 0.2529 Relative absolute error 26.7335 % Root relative squared error 51.7456 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.033 0.977 0.889 0.93 0.958 yes 0.967 0.111 0.85 0.967 0.905 0.958 no Weighted Avg. 0.92 0.064 0.927 0.92 0.92 0.958 === Confusion Matrix === a b <-- classified as 3587 450 | a = yes 86 2541 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6111 91.7017 % Incorrectly Classified Instances 553 8.2983 % Kappa statistic 0.8309 Mean absolute error 0.1237 Root mean squared error 0.256 Relative absolute error 25.8982 % Root relative squared error 52.3864 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.027 0.98 0.881 0.928 0.959 yes 0.973 0.119 0.841 0.973 0.902 0.959 no Weighted Avg. 0.917 0.063 0.926 0.917 0.918 0.959 === Confusion Matrix === a b <-- classified as 3555 482 | a = yes 71 2556 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6127 91.9418 % Incorrectly Classified Instances 537 8.0582 % Kappa statistic 0.8356 Mean absolute error 0.1251 Root mean squared error 0.2527 Relative absolute error 26.2 % Root relative squared error 51.7195 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.027 0.981 0.884 0.93 0.96 yes 0.973 0.116 0.846 0.973 0.905 0.96 no Weighted Avg. 0.919 0.062 0.927 0.919 0.92 0.96 === Confusion Matrix === a b <-- classified as 3570 467 | a = yes 70 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6120 91.8367 % Incorrectly Classified Instances 544 8.1633 % Kappa statistic 0.8335 Mean absolute error 0.1157 Root mean squared error 0.2536 Relative absolute error 24.2249 % Root relative squared error 51.8977 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.028 0.98 0.884 0.929 0.961 yes 0.972 0.116 0.845 0.972 0.904 0.961 no Weighted Avg. 0.918 0.063 0.926 0.918 0.919 0.961 === Confusion Matrix === a b <-- classified as 3567 470 | a = yes 74 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6114 91.7467 % Incorrectly Classified Instances 550 8.2533 % Kappa statistic 0.8312 Mean absolute error 0.1154 Root mean squared error 0.2574 Relative absolute error 24.1496 % Root relative squared error 52.6782 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.888 0.037 0.974 0.888 0.929 0.953 yes 0.963 0.112 0.848 0.963 0.902 0.953 no Weighted Avg. 0.917 0.067 0.924 0.917 0.918 0.953 === Confusion Matrix === a b <-- classified as 3583 453 | a = yes 97 2531 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6121 91.8517 % Incorrectly Classified Instances 543 8.1483 % Kappa statistic 0.8338 Mean absolute error 0.1173 Root mean squared error 0.2543 Relative absolute error 24.5609 % Root relative squared error 52.0361 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.883 0.027 0.98 0.883 0.929 0.955 yes 0.973 0.117 0.844 0.973 0.904 0.955 no Weighted Avg. 0.919 0.062 0.927 0.919 0.919 0.955 === Confusion Matrix === a b <-- classified as 3564 472 | a = yes 71 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6153 92.3319 % Incorrectly Classified Instances 511 7.6681 % Kappa statistic 0.8429 Mean absolute error 0.1143 Root mean squared error 0.249 Relative absolute error 23.9255 % Root relative squared error 50.9409 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.035 0.975 0.896 0.934 0.959 yes 0.965 0.104 0.858 0.965 0.908 0.959 no Weighted Avg. 0.923 0.062 0.929 0.923 0.924 0.959 === Confusion Matrix === a b <-- classified as 3618 418 | a = yes 93 2535 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6097 91.5053 % Incorrectly Classified Instances 566 8.4947 % Kappa statistic 0.8267 Mean absolute error 0.1209 Root mean squared error 0.2576 Relative absolute error 25.3154 % Root relative squared error 52.7213 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.033 0.976 0.881 0.926 0.955 yes 0.967 0.119 0.841 0.967 0.9 0.955 no Weighted Avg. 0.915 0.067 0.923 0.915 0.916 0.955 === Confusion Matrix === a b <-- classified as 3557 479 | a = yes 87 2540 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 6091 91.4016 % Incorrectly Classified Instances 573 8.5984 % Kappa statistic 0.8228 Mean absolute error 0.1132 Root mean squared error 0.2612 Relative absolute error 23.7095 % Root relative squared error 53.4574 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.064 0.956 0.899 0.927 0.956 yes 0.936 0.101 0.858 0.936 0.896 0.956 no Weighted Avg. 0.914 0.078 0.918 0.914 0.915 0.956 === Confusion Matrix === a b <-- classified as 3631 406 | a = yes 167 2460 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6115 91.7617 % Incorrectly Classified Instances 549 8.2383 % Kappa statistic 0.8306 Mean absolute error 0.1127 Root mean squared error 0.2567 Relative absolute error 23.6008 % Root relative squared error 52.5335 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.898 0.052 0.964 0.898 0.93 0.958 yes 0.948 0.102 0.858 0.948 0.901 0.958 no Weighted Avg. 0.918 0.072 0.922 0.918 0.918 0.958 === Confusion Matrix === a b <-- classified as 3625 412 | a = yes 137 2490 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6121 91.8517 % Incorrectly Classified Instances 543 8.1483 % Kappa statistic 0.8326 Mean absolute error 0.1128 Root mean squared error 0.2574 Relative absolute error 23.6087 % Root relative squared error 52.6636 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.897 0.048 0.966 0.897 0.93 0.954 yes 0.952 0.103 0.857 0.952 0.902 0.954 no Weighted Avg. 0.919 0.07 0.923 0.919 0.919 0.954 === Confusion Matrix === a b <-- classified as 3620 417 | a = yes 126 2501 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6132 92.0168 % Incorrectly Classified Instances 532 7.9832 % Kappa statistic 0.8357 Mean absolute error 0.1113 Root mean squared error 0.256 Relative absolute error 23.3123 % Root relative squared error 52.3777 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.902 0.053 0.964 0.902 0.932 0.96 yes 0.947 0.098 0.863 0.947 0.903 0.96 no Weighted Avg. 0.92 0.07 0.924 0.92 0.921 0.96 === Confusion Matrix === a b <-- classified as 3643 394 | a = yes 138 2489 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6119 91.8217 % Incorrectly Classified Instances 545 8.1783 % Kappa statistic 0.8317 Mean absolute error 0.1123 Root mean squared error 0.2589 Relative absolute error 23.5191 % Root relative squared error 52.9774 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.9 0.054 0.963 0.9 0.93 0.955 yes 0.946 0.1 0.86 0.946 0.901 0.955 no Weighted Avg. 0.918 0.072 0.922 0.918 0.919 0.955 === Confusion Matrix === a b <-- classified as 3633 404 | a = yes 141 2486 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6172 92.617 % Incorrectly Classified Instances 492 7.383 % Kappa statistic 0.848 Mean absolute error 0.1069 Root mean squared error 0.2439 Relative absolute error 22.3794 % Root relative squared error 49.92 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.907 0.044 0.969 0.907 0.937 0.963 yes 0.956 0.093 0.87 0.956 0.911 0.963 no Weighted Avg. 0.926 0.063 0.93 0.926 0.927 0.963 === Confusion Matrix === a b <-- classified as 3661 376 | a = yes 116 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6100 91.5366 % Incorrectly Classified Instances 564 8.4634 % Kappa statistic 0.8259 Mean absolute error 0.1144 Root mean squared error 0.2565 Relative absolute error 23.9481 % Root relative squared error 52.4816 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.897 0.056 0.961 0.897 0.928 0.959 yes 0.944 0.103 0.856 0.944 0.898 0.959 no Weighted Avg. 0.915 0.075 0.92 0.915 0.916 0.959 === Confusion Matrix === a b <-- classified as 3619 417 | a = yes 147 2481 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6092 91.4166 % Incorrectly Classified Instances 572 8.5834 % Kappa statistic 0.8238 Mean absolute error 0.1152 Root mean squared error 0.2582 Relative absolute error 24.1125 % Root relative squared error 52.8238 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.052 0.964 0.892 0.926 0.957 yes 0.948 0.108 0.851 0.948 0.897 0.957 no Weighted Avg. 0.914 0.074 0.919 0.914 0.915 0.957 === Confusion Matrix === a b <-- classified as 3600 436 | a = yes 136 2492 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6109 91.6717 % Incorrectly Classified Instances 555 8.3283 % Kappa statistic 0.8297 Mean absolute error 0.1216 Root mean squared error 0.2551 Relative absolute error 25.4657 % Root relative squared error 52.2085 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.038 0.973 0.887 0.928 0.96 yes 0.962 0.113 0.847 0.962 0.901 0.96 no Weighted Avg. 0.917 0.067 0.923 0.917 0.917 0.96 === Confusion Matrix === a b <-- classified as 3580 456 | a = yes 99 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6143 92.1957 % Incorrectly Classified Instances 520 7.8043 % Kappa statistic 0.8405 Mean absolute error 0.1185 Root mean squared error 0.2511 Relative absolute error 24.8157 % Root relative squared error 51.3839 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.89 0.029 0.979 0.89 0.933 0.96 yes 0.971 0.11 0.852 0.971 0.908 0.96 no Weighted Avg. 0.922 0.061 0.929 0.922 0.923 0.96 === Confusion Matrix === a b <-- classified as 3592 444 | a = yes 76 2551 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 6121 91.8517 % Incorrectly Classified Instances 543 8.1483 % Kappa statistic 0.8339 Mean absolute error 0.1201 Root mean squared error 0.2504 Relative absolute error 25.1428 % Root relative squared error 51.2353 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.025 0.982 0.882 0.929 0.962 yes 0.975 0.118 0.843 0.975 0.904 0.962 no Weighted Avg. 0.919 0.062 0.927 0.919 0.919 0.962 === Confusion Matrix === a b <-- classified as 3559 477 | a = yes 66 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 6147 92.2419 % Incorrectly Classified Instances 517 7.7581 % Kappa statistic 0.841 Mean absolute error 0.1317 Root mean squared error 0.2498 Relative absolute error 27.5698 % Root relative squared error 51.106 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.895 0.036 0.974 0.895 0.933 0.961 yes 0.964 0.105 0.857 0.964 0.907 0.961 no Weighted Avg. 0.922 0.063 0.928 0.922 0.923 0.961 === Confusion Matrix === a b <-- classified as 3614 422 | a = yes 95 2533 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 6089 91.3715 % Incorrectly Classified Instances 575 8.6285 % Kappa statistic 0.8239 Mean absolute error 0.144 Root mean squared error 0.2628 Relative absolute error 30.148 % Root relative squared error 53.7751 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.036 0.974 0.881 0.925 0.953 yes 0.964 0.119 0.84 0.964 0.898 0.953 no Weighted Avg. 0.914 0.069 0.921 0.914 0.915 0.953 === Confusion Matrix === a b <-- classified as 3555 481 | a = yes 94 2534 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 6123 91.8818 % Incorrectly Classified Instances 541 8.1182 % Kappa statistic 0.8343 Mean absolute error 0.1371 Root mean squared error 0.2551 Relative absolute error 28.7116 % Root relative squared error 52.2006 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.03 0.979 0.885 0.93 0.956 yes 0.97 0.115 0.846 0.97 0.904 0.956 no Weighted Avg. 0.919 0.063 0.926 0.919 0.92 0.956 === Confusion Matrix === a b <-- classified as 3574 463 | a = yes 78 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 6146 92.2269 % Incorrectly Classified Instances 518 7.7731 % Kappa statistic 0.8412 Mean absolute error 0.1216 Root mean squared error 0.2501 Relative absolute error 25.4528 % Root relative squared error 51.1762 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.027 0.981 0.889 0.933 0.96 yes 0.973 0.111 0.851 0.973 0.908 0.96 no Weighted Avg. 0.922 0.06 0.93 0.922 0.923 0.96 === Confusion Matrix === a b <-- classified as 3589 448 | a = yes 70 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 6140 92.1369 % Incorrectly Classified Instances 524 7.8631 % Kappa statistic 0.8395 Mean absolute error 0.1185 Root mean squared error 0.2495 Relative absolute error 24.812 % Root relative squared error 51.0651 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.025 0.982 0.887 0.932 0.96 yes 0.975 0.113 0.848 0.975 0.907 0.96 no Weighted Avg. 0.921 0.06 0.929 0.921 0.922 0.96 === Confusion Matrix === a b <-- classified as 3579 458 | a = yes 66 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 6121 91.8517 % Incorrectly Classified Instances 543 8.1483 % Kappa statistic 0.8332 Mean absolute error 0.1157 Root mean squared error 0.2545 Relative absolute error 24.2152 % Root relative squared error 52.0865 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.891 0.039 0.972 0.891 0.93 0.961 yes 0.961 0.109 0.851 0.961 0.903 0.961 no Weighted Avg. 0.919 0.067 0.925 0.919 0.919 0.961 === Confusion Matrix === a b <-- classified as 3596 441 | a = yes 102 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 6131 92.0018 % Incorrectly Classified Instances 533 7.9982 % Kappa statistic 0.8363 Mean absolute error 0.1262 Root mean squared error 0.2541 Relative absolute error 26.4289 % Root relative squared error 51.9932 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.036 0.974 0.892 0.931 0.952 yes 0.964 0.108 0.853 0.964 0.905 0.952 no Weighted Avg. 0.92 0.065 0.926 0.92 0.921 0.952 === Confusion Matrix === a b <-- classified as 3599 438 | a = yes 95 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 6092 91.4166 % Incorrectly Classified Instances 572 8.5834 % Kappa statistic 0.8248 Mean absolute error 0.1276 Root mean squared error 0.2578 Relative absolute error 26.7175 % Root relative squared error 52.7631 % Total Number of Instances 6664 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.881 0.035 0.975 0.881 0.926 0.954 yes 0.965 0.119 0.841 0.965 0.899 0.954 no Weighted Avg. 0.914 0.068 0.922 0.914 0.915 0.954 === Confusion Matrix === a b <-- classified as 3557 480 | a = yes 92 2535 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 6095 91.4753 % Incorrectly Classified Instances 568 8.5247 % Kappa statistic 0.8246 Mean absolute error 0.133 Root mean squared error 0.2596 Relative absolute error 27.8379 % Root relative squared error 53.1289 % Total Number of Instances 6663 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.897 0.057 0.96 0.897 0.927 0.955 yes 0.943 0.103 0.856 0.943 0.897 0.955 no Weighted Avg. 0.915 0.076 0.919 0.915 0.915 0.955 === Confusion Matrix === a b <-- classified as 3619 417 | a = yes 151 2476 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 9 RUN: 0 FOLD: 0 Correctly Classified Instances 5820 95.0204 % Incorrectly Classified Instances 305 4.9796 % Kappa statistic 0.8993 Mean absolute error 0.0684 Root mean squared error 0.2038 Relative absolute error 13.9793 % Root relative squared error 41.2146 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.016 0.987 0.925 0.955 0.977 yes 0.984 0.075 0.907 0.984 0.944 0.977 no Weighted Avg. 0.95 0.041 0.953 0.95 0.95 0.977 === Confusion Matrix === a b <-- classified as 3250 262 | a = yes 43 2570 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5849 95.4939 % Incorrectly Classified Instances 276 4.5061 % Kappa statistic 0.9088 Mean absolute error 0.0704 Root mean squared error 0.1937 Relative absolute error 14.3988 % Root relative squared error 39.1636 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.012 0.99 0.931 0.959 0.982 yes 0.988 0.069 0.914 0.988 0.949 0.982 no Weighted Avg. 0.955 0.037 0.958 0.955 0.955 0.982 === Confusion Matrix === a b <-- classified as 3268 244 | a = yes 32 2581 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5848 95.4776 % Incorrectly Classified Instances 277 4.5224 % Kappa statistic 0.9085 Mean absolute error 0.0691 Root mean squared error 0.1942 Relative absolute error 14.1287 % Root relative squared error 39.2678 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.013 0.989 0.931 0.959 0.982 yes 0.987 0.069 0.914 0.987 0.949 0.982 no Weighted Avg. 0.955 0.037 0.957 0.955 0.955 0.982 === Confusion Matrix === a b <-- classified as 3270 242 | a = yes 35 2578 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5821 95.0367 % Incorrectly Classified Instances 304 4.9633 % Kappa statistic 0.8996 Mean absolute error 0.0734 Root mean squared error 0.2006 Relative absolute error 14.9952 % Root relative squared error 40.5694 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.926 0.017 0.986 0.926 0.955 0.979 yes 0.983 0.074 0.908 0.983 0.944 0.979 no Weighted Avg. 0.95 0.041 0.953 0.95 0.951 0.979 === Confusion Matrix === a b <-- classified as 3253 259 | a = yes 45 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5824 95.0857 % Incorrectly Classified Instances 301 4.9143 % Kappa statistic 0.9007 Mean absolute error 0.075 Root mean squared error 0.2028 Relative absolute error 15.3245 % Root relative squared error 40.9968 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.923 0.012 0.99 0.923 0.956 0.979 yes 0.988 0.077 0.906 0.988 0.945 0.979 no Weighted Avg. 0.951 0.04 0.954 0.951 0.951 0.979 === Confusion Matrix === a b <-- classified as 3243 269 | a = yes 32 2581 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5829 95.1673 % Incorrectly Classified Instances 296 4.8327 % Kappa statistic 0.9022 Mean absolute error 0.0739 Root mean squared error 0.2003 Relative absolute error 15.1068 % Root relative squared error 40.5043 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.017 0.987 0.928 0.957 0.979 yes 0.983 0.072 0.911 0.983 0.946 0.979 no Weighted Avg. 0.952 0.04 0.954 0.952 0.952 0.979 === Confusion Matrix === a b <-- classified as 3260 252 | a = yes 44 2569 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5797 94.6449 % Incorrectly Classified Instances 328 5.3551 % Kappa statistic 0.8918 Mean absolute error 0.0802 Root mean squared error 0.2065 Relative absolute error 16.3905 % Root relative squared error 41.7607 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.921 0.019 0.985 0.921 0.952 0.979 yes 0.981 0.079 0.902 0.981 0.94 0.979 no Weighted Avg. 0.946 0.045 0.95 0.946 0.947 0.979 === Confusion Matrix === a b <-- classified as 3233 279 | a = yes 49 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5835 95.2653 % Incorrectly Classified Instances 290 4.7347 % Kappa statistic 0.9043 Mean absolute error 0.0773 Root mean squared error 0.1993 Relative absolute error 15.8054 % Root relative squared error 40.2942 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.926 0.012 0.991 0.926 0.957 0.977 yes 0.988 0.074 0.909 0.988 0.947 0.977 no Weighted Avg. 0.953 0.038 0.956 0.953 0.953 0.977 === Confusion Matrix === a b <-- classified as 3253 259 | a = yes 31 2582 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5826 95.1184 % Incorrectly Classified Instances 299 4.8816 % Kappa statistic 0.9012 Mean absolute error 0.0797 Root mean squared error 0.1974 Relative absolute error 16.2896 % Root relative squared error 39.9074 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.927 0.017 0.987 0.927 0.956 0.98 yes 0.983 0.073 0.91 0.983 0.945 0.98 no Weighted Avg. 0.951 0.041 0.954 0.951 0.951 0.98 === Confusion Matrix === a b <-- classified as 3257 255 | a = yes 44 2569 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5797 94.6449 % Incorrectly Classified Instances 328 5.3551 % Kappa statistic 0.892 Mean absolute error 0.0746 Root mean squared error 0.2103 Relative absolute error 15.2434 % Root relative squared error 42.5161 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.012 0.99 0.915 0.951 0.976 yes 0.988 0.085 0.897 0.988 0.94 0.976 no Weighted Avg. 0.946 0.043 0.951 0.946 0.947 0.976 === Confusion Matrix === a b <-- classified as 3214 297 | a = yes 31 2583 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5809 94.8408 % Incorrectly Classified Instances 316 5.1592 % Kappa statistic 0.8954 Mean absolute error 0.0733 Root mean squared error 0.2068 Relative absolute error 14.9741 % Root relative squared error 41.8191 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.932 0.03 0.977 0.932 0.954 0.976 yes 0.97 0.068 0.914 0.97 0.941 0.976 no Weighted Avg. 0.948 0.046 0.95 0.948 0.949 0.976 === Confusion Matrix === a b <-- classified as 3273 238 | a = yes 78 2536 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5813 94.9061 % Incorrectly Classified Instances 312 5.0939 % Kappa statistic 0.897 Mean absolute error 0.0733 Root mean squared error 0.2071 Relative absolute error 14.974 % Root relative squared error 41.8785 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.018 0.986 0.925 0.954 0.976 yes 0.982 0.075 0.906 0.982 0.943 0.976 no Weighted Avg. 0.949 0.043 0.952 0.949 0.949 0.976 === Confusion Matrix === a b <-- classified as 3247 265 | a = yes 47 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5823 95.0694 % Incorrectly Classified Instances 302 4.9306 % Kappa statistic 0.9001 Mean absolute error 0.0701 Root mean squared error 0.2027 Relative absolute error 14.3338 % Root relative squared error 40.9793 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.021 0.983 0.93 0.956 0.978 yes 0.979 0.07 0.912 0.979 0.944 0.978 no Weighted Avg. 0.951 0.042 0.953 0.951 0.951 0.978 === Confusion Matrix === a b <-- classified as 3266 246 | a = yes 56 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5833 95.2327 % Incorrectly Classified Instances 292 4.7673 % Kappa statistic 0.9034 Mean absolute error 0.0718 Root mean squared error 0.2022 Relative absolute error 14.6795 % Root relative squared error 40.8817 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.932 0.02 0.984 0.932 0.957 0.975 yes 0.98 0.068 0.914 0.98 0.946 0.975 no Weighted Avg. 0.952 0.041 0.954 0.952 0.952 0.975 === Confusion Matrix === a b <-- classified as 3272 240 | a = yes 52 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5819 95.0041 % Incorrectly Classified Instances 306 4.9959 % Kappa statistic 0.8987 Mean absolute error 0.0699 Root mean squared error 0.2031 Relative absolute error 14.285 % Root relative squared error 41.0723 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.027 0.979 0.933 0.955 0.977 yes 0.973 0.067 0.915 0.973 0.943 0.977 no Weighted Avg. 0.95 0.044 0.952 0.95 0.95 0.977 === Confusion Matrix === a b <-- classified as 3277 235 | a = yes 71 2542 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5823 95.0694 % Incorrectly Classified Instances 302 4.9306 % Kappa statistic 0.9004 Mean absolute error 0.0698 Root mean squared error 0.2002 Relative absolute error 14.2581 % Root relative squared error 40.4693 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.923 0.013 0.99 0.923 0.956 0.98 yes 0.987 0.077 0.906 0.987 0.945 0.98 no Weighted Avg. 0.951 0.04 0.954 0.951 0.951 0.98 === Confusion Matrix === a b <-- classified as 3243 269 | a = yes 33 2580 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5814 94.9224 % Incorrectly Classified Instances 311 5.0776 % Kappa statistic 0.8972 Mean absolute error 0.0749 Root mean squared error 0.2067 Relative absolute error 15.3188 % Root relative squared error 41.7869 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.929 0.023 0.982 0.929 0.954 0.977 yes 0.977 0.071 0.911 0.977 0.943 0.977 no Weighted Avg. 0.949 0.044 0.951 0.949 0.949 0.977 === Confusion Matrix === a b <-- classified as 3262 250 | a = yes 61 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5856 95.6082 % Incorrectly Classified Instances 269 4.3918 % Kappa statistic 0.9109 Mean absolute error 0.0731 Root mean squared error 0.1925 Relative absolute error 14.9459 % Root relative squared error 38.9227 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.02 0.984 0.938 0.961 0.98 yes 0.98 0.062 0.922 0.98 0.95 0.98 no Weighted Avg. 0.956 0.038 0.958 0.956 0.956 0.98 === Confusion Matrix === a b <-- classified as 3295 217 | a = yes 52 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5832 95.2163 % Incorrectly Classified Instances 293 4.7837 % Kappa statistic 0.9031 Mean absolute error 0.0729 Root mean squared error 0.198 Relative absolute error 14.8998 % Root relative squared error 40.0417 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.019 0.985 0.931 0.957 0.979 yes 0.981 0.069 0.913 0.981 0.946 0.979 no Weighted Avg. 0.952 0.04 0.954 0.952 0.952 0.979 === Confusion Matrix === a b <-- classified as 3268 244 | a = yes 49 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5859 95.6571 % Incorrectly Classified Instances 266 4.3429 % Kappa statistic 0.9121 Mean absolute error 0.0675 Root mean squared error 0.1925 Relative absolute error 13.7975 % Root relative squared error 38.9163 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.013 0.99 0.934 0.961 0.981 yes 0.987 0.066 0.917 0.987 0.951 0.981 no Weighted Avg. 0.957 0.036 0.959 0.957 0.957 0.981 === Confusion Matrix === a b <-- classified as 3279 233 | a = yes 33 2580 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5841 95.3633 % Incorrectly Classified Instances 284 4.6367 % Kappa statistic 0.9063 Mean absolute error 0.064 Root mean squared error 0.2009 Relative absolute error 13.0879 % Root relative squared error 40.6116 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.008 0.994 0.925 0.958 0.979 yes 0.992 0.075 0.908 0.992 0.948 0.979 no Weighted Avg. 0.954 0.037 0.957 0.954 0.954 0.979 === Confusion Matrix === a b <-- classified as 3249 263 | a = yes 21 2592 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5804 94.7592 % Incorrectly Classified Instances 321 5.2408 % Kappa statistic 0.8942 Mean absolute error 0.0679 Root mean squared error 0.2093 Relative absolute error 13.8748 % Root relative squared error 42.3189 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.917 0.012 0.99 0.917 0.953 0.977 yes 0.988 0.083 0.899 0.988 0.941 0.977 no Weighted Avg. 0.948 0.042 0.951 0.948 0.948 0.977 === Confusion Matrix === a b <-- classified as 3222 290 | a = yes 31 2582 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5828 95.151 % Incorrectly Classified Instances 297 4.849 % Kappa statistic 0.9021 Mean absolute error 0.0653 Root mean squared error 0.204 Relative absolute error 13.3465 % Root relative squared error 41.2508 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.921 0.007 0.994 0.921 0.956 0.978 yes 0.993 0.079 0.903 0.993 0.946 0.978 no Weighted Avg. 0.952 0.038 0.955 0.952 0.952 0.978 === Confusion Matrix === a b <-- classified as 3234 278 | a = yes 19 2594 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5802 94.7265 % Incorrectly Classified Instances 323 5.2735 % Kappa statistic 0.8936 Mean absolute error 0.0644 Root mean squared error 0.2116 Relative absolute error 13.173 % Root relative squared error 42.7767 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.01 0.992 0.915 0.952 0.975 yes 0.99 0.085 0.897 0.99 0.941 0.975 no Weighted Avg. 0.947 0.042 0.952 0.947 0.948 0.975 === Confusion Matrix === a b <-- classified as 3214 298 | a = yes 25 2588 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5837 95.298 % Incorrectly Classified Instances 288 4.702 % Kappa statistic 0.905 Mean absolute error 0.0636 Root mean squared error 0.1984 Relative absolute error 13.0031 % Root relative squared error 40.1243 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.926 0.011 0.991 0.926 0.958 0.979 yes 0.989 0.074 0.909 0.989 0.947 0.979 no Weighted Avg. 0.953 0.038 0.956 0.953 0.953 0.979 === Confusion Matrix === a b <-- classified as 3253 259 | a = yes 29 2584 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5834 95.249 % Incorrectly Classified Instances 291 4.751 % Kappa statistic 0.904 Mean absolute error 0.074 Root mean squared error 0.2031 Relative absolute error 15.1335 % Root relative squared error 41.0697 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.011 0.991 0.925 0.957 0.976 yes 0.989 0.075 0.908 0.989 0.947 0.976 no Weighted Avg. 0.952 0.038 0.956 0.952 0.953 0.976 === Confusion Matrix === a b <-- classified as 3249 263 | a = yes 28 2585 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5841 95.3633 % Incorrectly Classified Instances 284 4.6367 % Kappa statistic 0.9063 Mean absolute error 0.0663 Root mean squared error 0.1984 Relative absolute error 13.5483 % Root relative squared error 40.1079 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.926 0.009 0.993 0.926 0.958 0.979 yes 0.991 0.074 0.908 0.991 0.948 0.979 no Weighted Avg. 0.954 0.037 0.957 0.954 0.954 0.979 === Confusion Matrix === a b <-- classified as 3251 261 | a = yes 23 2590 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5846 95.4449 % Incorrectly Classified Instances 279 4.5551 % Kappa statistic 0.9078 Mean absolute error 0.0687 Root mean squared error 0.1933 Relative absolute error 14.0374 % Root relative squared error 39.093 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.014 0.989 0.931 0.959 0.984 yes 0.986 0.069 0.914 0.986 0.949 0.984 no Weighted Avg. 0.954 0.038 0.957 0.954 0.955 0.984 === Confusion Matrix === a b <-- classified as 3270 242 | a = yes 37 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5766 94.1388 % Incorrectly Classified Instances 359 5.8612 % Kappa statistic 0.8814 Mean absolute error 0.0897 Root mean squared error 0.2181 Relative absolute error 18.3287 % Root relative squared error 44.1043 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.92 0.03 0.976 0.92 0.947 0.972 yes 0.97 0.08 0.9 0.97 0.934 0.972 no Weighted Avg. 0.941 0.051 0.944 0.941 0.942 0.972 === Confusion Matrix === a b <-- classified as 3232 280 | a = yes 79 2534 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5793 94.5796 % Incorrectly Classified Instances 332 5.4204 % Kappa statistic 0.89 Mean absolute error 0.0876 Root mean squared error 0.2055 Relative absolute error 17.9013 % Root relative squared error 41.5484 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.034 0.973 0.931 0.952 0.978 yes 0.966 0.069 0.913 0.966 0.938 0.978 no Weighted Avg. 0.946 0.049 0.947 0.946 0.946 0.978 === Confusion Matrix === a b <-- classified as 3269 242 | a = yes 90 2524 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5813 94.9061 % Incorrectly Classified Instances 312 5.0939 % Kappa statistic 0.8971 Mean absolute error 0.0717 Root mean squared error 0.2082 Relative absolute error 14.6484 % Root relative squared error 42.1053 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.92 0.012 0.99 0.92 0.954 0.977 yes 0.988 0.08 0.902 0.988 0.943 0.977 no Weighted Avg. 0.949 0.041 0.953 0.949 0.949 0.977 === Confusion Matrix === a b <-- classified as 3232 280 | a = yes 32 2581 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5867 95.7878 % Incorrectly Classified Instances 258 4.2122 % Kappa statistic 0.9147 Mean absolute error 0.0674 Root mean squared error 0.1879 Relative absolute error 13.7745 % Root relative squared error 37.9824 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.014 0.989 0.937 0.962 0.981 yes 0.986 0.063 0.921 0.986 0.952 0.981 no Weighted Avg. 0.958 0.035 0.96 0.958 0.958 0.981 === Confusion Matrix === a b <-- classified as 3291 221 | a = yes 37 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5843 95.3959 % Incorrectly Classified Instances 282 4.6041 % Kappa statistic 0.9069 Mean absolute error 0.0694 Root mean squared error 0.1954 Relative absolute error 14.1856 % Root relative squared error 39.5118 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.011 0.991 0.928 0.959 0.982 yes 0.989 0.072 0.911 0.989 0.948 0.982 no Weighted Avg. 0.954 0.037 0.957 0.954 0.954 0.982 === Confusion Matrix === a b <-- classified as 3260 252 | a = yes 30 2583 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5820 95.0204 % Incorrectly Classified Instances 305 4.9796 % Kappa statistic 0.8992 Mean absolute error 0.0754 Root mean squared error 0.2036 Relative absolute error 15.4188 % Root relative squared error 41.169 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.02 0.985 0.928 0.955 0.977 yes 0.98 0.072 0.91 0.98 0.944 0.977 no Weighted Avg. 0.95 0.042 0.953 0.95 0.95 0.977 === Confusion Matrix === a b <-- classified as 3258 254 | a = yes 51 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5802 94.7265 % Incorrectly Classified Instances 323 5.2735 % Kappa statistic 0.8934 Mean absolute error 0.0813 Root mean squared error 0.2056 Relative absolute error 16.6217 % Root relative squared error 41.5644 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.922 0.018 0.985 0.922 0.952 0.979 yes 0.982 0.078 0.903 0.982 0.941 0.979 no Weighted Avg. 0.947 0.044 0.95 0.947 0.947 0.979 === Confusion Matrix === a b <-- classified as 3237 275 | a = yes 48 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5818 94.9878 % Incorrectly Classified Instances 307 5.0122 % Kappa statistic 0.8983 Mean absolute error 0.0738 Root mean squared error 0.202 Relative absolute error 15.0792 % Root relative squared error 40.8522 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.032 0.975 0.936 0.955 0.978 yes 0.968 0.064 0.919 0.968 0.943 0.978 no Weighted Avg. 0.95 0.045 0.951 0.95 0.95 0.978 === Confusion Matrix === a b <-- classified as 3288 224 | a = yes 83 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5815 94.9388 % Incorrectly Classified Instances 310 5.0612 % Kappa statistic 0.8974 Mean absolute error 0.0976 Root mean squared error 0.2057 Relative absolute error 19.9418 % Root relative squared error 41.589 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.026 0.979 0.931 0.955 0.981 yes 0.974 0.069 0.913 0.974 0.943 0.981 no Weighted Avg. 0.949 0.044 0.951 0.949 0.95 0.981 === Confusion Matrix === a b <-- classified as 3271 241 | a = yes 69 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5826 95.1184 % Incorrectly Classified Instances 299 4.8816 % Kappa statistic 0.9009 Mean absolute error 0.0872 Root mean squared error 0.2035 Relative absolute error 17.8217 % Root relative squared error 41.1425 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.937 0.03 0.977 0.937 0.957 0.98 yes 0.97 0.063 0.92 0.97 0.944 0.98 no Weighted Avg. 0.951 0.044 0.953 0.951 0.951 0.98 === Confusion Matrix === a b <-- classified as 3291 221 | a = yes 78 2535 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5816 94.9551 % Incorrectly Classified Instances 309 5.0449 % Kappa statistic 0.8974 Mean absolute error 0.1033 Root mean squared error 0.2079 Relative absolute error 21.1078 % Root relative squared error 42.0336 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.942 0.041 0.969 0.942 0.955 0.98 yes 0.959 0.058 0.925 0.959 0.942 0.98 no Weighted Avg. 0.95 0.048 0.95 0.95 0.95 0.98 === Confusion Matrix === a b <-- classified as 3309 203 | a = yes 106 2507 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5792 94.5633 % Incorrectly Classified Instances 333 5.4367 % Kappa statistic 0.8897 Mean absolute error 0.0929 Root mean squared error 0.2077 Relative absolute error 18.9886 % Root relative squared error 41.9967 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.932 0.036 0.972 0.932 0.952 0.976 yes 0.964 0.068 0.913 0.964 0.938 0.976 no Weighted Avg. 0.946 0.05 0.947 0.946 0.946 0.976 === Confusion Matrix === a b <-- classified as 3271 240 | a = yes 93 2521 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5816 94.9551 % Incorrectly Classified Instances 309 5.0449 % Kappa statistic 0.8981 Mean absolute error 0.0727 Root mean squared error 0.206 Relative absolute error 14.8585 % Root relative squared error 41.6471 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.922 0.014 0.989 0.922 0.954 0.976 yes 0.986 0.078 0.904 0.986 0.943 0.976 no Weighted Avg. 0.95 0.041 0.953 0.95 0.95 0.976 === Confusion Matrix === a b <-- classified as 3239 273 | a = yes 36 2577 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5836 95.2816 % Incorrectly Classified Instances 289 4.7184 % Kappa statistic 0.9045 Mean absolute error 0.0708 Root mean squared error 0.1999 Relative absolute error 14.4698 % Root relative squared error 40.4113 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.929 0.016 0.988 0.929 0.958 0.977 yes 0.984 0.071 0.912 0.984 0.947 0.977 no Weighted Avg. 0.953 0.039 0.955 0.953 0.953 0.977 === Confusion Matrix === a b <-- classified as 3264 248 | a = yes 41 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5827 95.1347 % Incorrectly Classified Instances 298 4.8653 % Kappa statistic 0.9016 Mean absolute error 0.072 Root mean squared error 0.2011 Relative absolute error 14.7078 % Root relative squared error 40.6681 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.017 0.986 0.928 0.956 0.979 yes 0.983 0.072 0.91 0.983 0.945 0.979 no Weighted Avg. 0.951 0.041 0.954 0.951 0.952 0.979 === Confusion Matrix === a b <-- classified as 3259 253 | a = yes 45 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5838 95.3143 % Incorrectly Classified Instances 287 4.6857 % Kappa statistic 0.9051 Mean absolute error 0.072 Root mean squared error 0.1983 Relative absolute error 14.7223 % Root relative squared error 40.0919 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.019 0.985 0.933 0.958 0.979 yes 0.981 0.067 0.915 0.981 0.947 0.979 no Weighted Avg. 0.953 0.04 0.955 0.953 0.953 0.979 === Confusion Matrix === a b <-- classified as 3275 237 | a = yes 50 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5829 95.1673 % Incorrectly Classified Instances 296 4.8327 % Kappa statistic 0.9023 Mean absolute error 0.0732 Root mean squared error 0.2027 Relative absolute error 14.9551 % Root relative squared error 40.992 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.927 0.015 0.988 0.927 0.957 0.978 yes 0.985 0.073 0.91 0.985 0.946 0.978 no Weighted Avg. 0.952 0.04 0.954 0.952 0.952 0.978 === Confusion Matrix === a b <-- classified as 3256 256 | a = yes 40 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5813 94.9061 % Incorrectly Classified Instances 312 5.0939 % Kappa statistic 0.8971 Mean absolute error 0.0688 Root mean squared error 0.206 Relative absolute error 14.0704 % Root relative squared error 41.647 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.921 0.014 0.989 0.921 0.954 0.976 yes 0.986 0.079 0.903 0.986 0.943 0.976 no Weighted Avg. 0.949 0.041 0.952 0.949 0.949 0.976 === Confusion Matrix === a b <-- classified as 3236 276 | a = yes 36 2577 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5809 94.8408 % Incorrectly Classified Instances 316 5.1592 % Kappa statistic 0.8957 Mean absolute error 0.0736 Root mean squared error 0.2068 Relative absolute error 15.0452 % Root relative squared error 41.8046 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.923 0.017 0.987 0.923 0.954 0.976 yes 0.983 0.077 0.904 0.983 0.942 0.976 no Weighted Avg. 0.948 0.043 0.951 0.948 0.949 0.976 === Confusion Matrix === a b <-- classified as 3240 272 | a = yes 44 2569 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5832 95.2163 % Incorrectly Classified Instances 293 4.7837 % Kappa statistic 0.9032 Mean absolute error 0.07 Root mean squared error 0.1977 Relative absolute error 14.3167 % Root relative squared error 39.9664 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.016 0.988 0.928 0.957 0.98 yes 0.984 0.072 0.911 0.984 0.946 0.98 no Weighted Avg. 0.952 0.04 0.955 0.952 0.952 0.98 === Confusion Matrix === a b <-- classified as 3260 252 | a = yes 41 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5837 95.298 % Incorrectly Classified Instances 288 4.702 % Kappa statistic 0.9049 Mean absolute error 0.073 Root mean squared error 0.2 Relative absolute error 14.9187 % Root relative squared error 40.4289 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.927 0.013 0.99 0.927 0.958 0.98 yes 0.987 0.073 0.91 0.987 0.947 0.98 no Weighted Avg. 0.953 0.038 0.956 0.953 0.953 0.98 === Confusion Matrix === a b <-- classified as 3257 255 | a = yes 33 2580 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5846 95.4449 % Incorrectly Classified Instances 279 4.5551 % Kappa statistic 0.9079 Mean absolute error 0.0665 Root mean squared error 0.1956 Relative absolute error 13.5987 % Root relative squared error 39.5378 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.013 0.99 0.93 0.959 0.98 yes 0.987 0.07 0.913 0.987 0.949 0.98 no Weighted Avg. 0.954 0.037 0.957 0.954 0.955 0.98 === Confusion Matrix === a b <-- classified as 3265 246 | a = yes 33 2581 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5818 94.9878 % Incorrectly Classified Instances 307 5.0122 % Kappa statistic 0.8984 Mean absolute error 0.0849 Root mean squared error 0.2018 Relative absolute error 17.354 % Root relative squared error 40.806 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.931 0.025 0.98 0.931 0.955 0.978 yes 0.975 0.069 0.914 0.975 0.943 0.978 no Weighted Avg. 0.95 0.044 0.952 0.95 0.95 0.978 === Confusion Matrix === a b <-- classified as 3271 241 | a = yes 66 2547 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5817 94.9714 % Incorrectly Classified Instances 308 5.0286 % Kappa statistic 0.8982 Mean absolute error 0.0746 Root mean squared error 0.2044 Relative absolute error 15.2487 % Root relative squared error 41.3203 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.021 0.984 0.928 0.955 0.975 yes 0.979 0.072 0.91 0.979 0.943 0.975 no Weighted Avg. 0.95 0.043 0.952 0.95 0.95 0.975 === Confusion Matrix === a b <-- classified as 3258 254 | a = yes 54 2559 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5827 95.1347 % Incorrectly Classified Instances 298 4.8653 % Kappa statistic 0.9015 Mean absolute error 0.0725 Root mean squared error 0.2033 Relative absolute error 14.8121 % Root relative squared error 41.0999 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.929 0.018 0.986 0.929 0.956 0.976 yes 0.982 0.071 0.911 0.982 0.945 0.976 no Weighted Avg. 0.951 0.041 0.954 0.951 0.952 0.976 === Confusion Matrix === a b <-- classified as 3261 251 | a = yes 47 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5819 95.0041 % Incorrectly Classified Instances 306 4.9959 % Kappa statistic 0.8989 Mean absolute error 0.0771 Root mean squared error 0.202 Relative absolute error 15.7588 % Root relative squared error 40.8491 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.927 0.02 0.985 0.927 0.955 0.978 yes 0.98 0.073 0.909 0.98 0.944 0.978 no Weighted Avg. 0.95 0.042 0.953 0.95 0.95 0.978 === Confusion Matrix === a b <-- classified as 3257 255 | a = yes 51 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5801 94.7102 % Incorrectly Classified Instances 324 5.2898 % Kappa statistic 0.8931 Mean absolute error 0.0725 Root mean squared error 0.2055 Relative absolute error 14.822 % Root relative squared error 41.5516 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.92 0.016 0.987 0.92 0.952 0.978 yes 0.984 0.08 0.901 0.984 0.941 0.978 no Weighted Avg. 0.947 0.044 0.95 0.947 0.947 0.978 === Confusion Matrix === a b <-- classified as 3231 281 | a = yes 43 2570 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5839 95.3306 % Incorrectly Classified Instances 286 4.6694 % Kappa statistic 0.9056 Mean absolute error 0.0685 Root mean squared error 0.1951 Relative absolute error 14.004 % Root relative squared error 39.442 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.013 0.99 0.928 0.958 0.98 yes 0.987 0.072 0.911 0.987 0.947 0.98 no Weighted Avg. 0.953 0.038 0.956 0.953 0.953 0.98 === Confusion Matrix === a b <-- classified as 3259 253 | a = yes 33 2580 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5858 95.6408 % Incorrectly Classified Instances 267 4.3592 % Kappa statistic 0.9118 Mean absolute error 0.0748 Root mean squared error 0.1902 Relative absolute error 15.2968 % Root relative squared error 38.4647 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.013 0.99 0.934 0.961 0.982 yes 0.987 0.066 0.917 0.987 0.951 0.982 no Weighted Avg. 0.956 0.036 0.959 0.956 0.957 0.982 === Confusion Matrix === a b <-- classified as 3279 233 | a = yes 34 2579 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5817 94.9714 % Incorrectly Classified Instances 308 5.0286 % Kappa statistic 0.8981 Mean absolute error 0.0825 Root mean squared error 0.2019 Relative absolute error 16.8708 % Root relative squared error 40.8267 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.024 0.981 0.93 0.955 0.978 yes 0.976 0.07 0.912 0.976 0.943 0.978 no Weighted Avg. 0.95 0.043 0.952 0.95 0.95 0.978 === Confusion Matrix === a b <-- classified as 3266 246 | a = yes 62 2551 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5786 94.4653 % Incorrectly Classified Instances 339 5.5347 % Kappa statistic 0.8883 Mean absolute error 0.0905 Root mean squared error 0.2108 Relative absolute error 18.489 % Root relative squared error 42.6218 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.016 0.987 0.915 0.95 0.978 yes 0.984 0.085 0.896 0.984 0.938 0.978 no Weighted Avg. 0.945 0.045 0.948 0.945 0.945 0.978 === Confusion Matrix === a b <-- classified as 3215 297 | a = yes 42 2571 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5830 95.1837 % Incorrectly Classified Instances 295 4.8163 % Kappa statistic 0.9027 Mean absolute error 0.0865 Root mean squared error 0.2002 Relative absolute error 17.6799 % Root relative squared error 40.4727 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.012 0.99 0.925 0.957 0.978 yes 0.988 0.075 0.908 0.988 0.946 0.978 no Weighted Avg. 0.952 0.039 0.955 0.952 0.952 0.978 === Confusion Matrix === a b <-- classified as 3248 263 | a = yes 32 2582 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5831 95.2 % Incorrectly Classified Instances 294 4.8 % Kappa statistic 0.9027 Mean absolute error 0.0892 Root mean squared error 0.2003 Relative absolute error 18.2365 % Root relative squared error 40.5047 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.022 0.983 0.933 0.957 0.977 yes 0.978 0.067 0.915 0.978 0.946 0.977 no Weighted Avg. 0.952 0.041 0.954 0.952 0.952 0.977 === Confusion Matrix === a b <-- classified as 3276 236 | a = yes 58 2555 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5823 95.0694 % Incorrectly Classified Instances 302 4.9306 % Kappa statistic 0.9001 Mean absolute error 0.0792 Root mean squared error 0.2017 Relative absolute error 16.1872 % Root relative squared error 40.7872 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.932 0.024 0.981 0.932 0.956 0.98 yes 0.976 0.068 0.915 0.976 0.944 0.98 no Weighted Avg. 0.951 0.043 0.953 0.951 0.951 0.98 === Confusion Matrix === a b <-- classified as 3274 238 | a = yes 64 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5808 94.8245 % Incorrectly Classified Instances 317 5.1755 % Kappa statistic 0.8952 Mean absolute error 0.0891 Root mean squared error 0.208 Relative absolute error 18.2058 % Root relative squared error 42.0594 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.927 0.024 0.981 0.927 0.954 0.976 yes 0.976 0.073 0.909 0.976 0.942 0.976 no Weighted Avg. 0.948 0.045 0.951 0.948 0.948 0.976 === Confusion Matrix === a b <-- classified as 3257 255 | a = yes 62 2551 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5826 95.1184 % Incorrectly Classified Instances 299 4.8816 % Kappa statistic 0.9012 Mean absolute error 0.0755 Root mean squared error 0.1993 Relative absolute error 15.4293 % Root relative squared error 40.2884 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.017 0.986 0.928 0.956 0.981 yes 0.983 0.072 0.91 0.983 0.945 0.981 no Weighted Avg. 0.951 0.041 0.954 0.951 0.951 0.981 === Confusion Matrix === a b <-- classified as 3258 254 | a = yes 45 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5822 95.0531 % Incorrectly Classified Instances 303 4.9469 % Kappa statistic 0.9 Mean absolute error 0.0753 Root mean squared error 0.2027 Relative absolute error 15.3993 % Root relative squared error 40.9873 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.926 0.016 0.987 0.926 0.955 0.978 yes 0.984 0.074 0.908 0.984 0.944 0.978 no Weighted Avg. 0.951 0.041 0.953 0.951 0.951 0.978 === Confusion Matrix === a b <-- classified as 3251 261 | a = yes 42 2571 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5823 95.0694 % Incorrectly Classified Instances 302 4.9306 % Kappa statistic 0.9004 Mean absolute error 0.0739 Root mean squared error 0.2026 Relative absolute error 15.1153 % Root relative squared error 40.9707 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.922 0.011 0.991 0.922 0.955 0.977 yes 0.989 0.078 0.904 0.989 0.945 0.977 no Weighted Avg. 0.951 0.04 0.954 0.951 0.951 0.977 === Confusion Matrix === a b <-- classified as 3239 273 | a = yes 29 2584 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5836 95.2816 % Incorrectly Classified Instances 289 4.7184 % Kappa statistic 0.9045 Mean absolute error 0.0678 Root mean squared error 0.2008 Relative absolute error 13.8582 % Root relative squared error 40.6092 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.929 0.015 0.988 0.929 0.958 0.977 yes 0.985 0.071 0.912 0.985 0.947 0.977 no Weighted Avg. 0.953 0.039 0.955 0.953 0.953 0.977 === Confusion Matrix === a b <-- classified as 3263 249 | a = yes 40 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5825 95.102 % Incorrectly Classified Instances 300 4.898 % Kappa statistic 0.9008 Mean absolute error 0.072 Root mean squared error 0.2031 Relative absolute error 14.7211 % Root relative squared error 41.0595 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.929 0.02 0.984 0.929 0.956 0.98 yes 0.98 0.071 0.912 0.98 0.945 0.98 no Weighted Avg. 0.951 0.042 0.953 0.951 0.951 0.98 === Confusion Matrix === a b <-- classified as 3264 248 | a = yes 52 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5822 95.0531 % Incorrectly Classified Instances 303 4.9469 % Kappa statistic 0.9001 Mean absolute error 0.0677 Root mean squared error 0.2051 Relative absolute error 13.8422 % Root relative squared error 41.4712 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.921 0.01 0.992 0.921 0.955 0.978 yes 0.99 0.079 0.904 0.99 0.945 0.978 no Weighted Avg. 0.951 0.039 0.954 0.951 0.951 0.978 === Confusion Matrix === a b <-- classified as 3236 276 | a = yes 27 2586 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5874 95.902 % Incorrectly Classified Instances 251 4.098 % Kappa statistic 0.917 Mean absolute error 0.0626 Root mean squared error 0.1848 Relative absolute error 12.789 % Root relative squared error 37.3683 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.014 0.989 0.939 0.963 0.982 yes 0.986 0.061 0.923 0.986 0.954 0.982 no Weighted Avg. 0.959 0.034 0.961 0.959 0.959 0.982 === Confusion Matrix === a b <-- classified as 3297 214 | a = yes 37 2577 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5817 94.9714 % Incorrectly Classified Instances 308 5.0286 % Kappa statistic 0.8981 Mean absolute error 0.0782 Root mean squared error 0.2028 Relative absolute error 15.9879 % Root relative squared error 41.0027 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.93 0.024 0.981 0.93 0.955 0.978 yes 0.976 0.07 0.912 0.976 0.943 0.978 no Weighted Avg. 0.95 0.044 0.952 0.95 0.95 0.978 === Confusion Matrix === a b <-- classified as 3267 245 | a = yes 63 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5834 95.249 % Incorrectly Classified Instances 291 4.751 % Kappa statistic 0.904 Mean absolute error 0.0718 Root mean squared error 0.2012 Relative absolute error 14.6694 % Root relative squared error 40.6741 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.926 0.012 0.99 0.926 0.957 0.976 yes 0.988 0.074 0.909 0.988 0.947 0.976 no Weighted Avg. 0.952 0.038 0.956 0.952 0.953 0.976 === Confusion Matrix === a b <-- classified as 3253 259 | a = yes 32 2581 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5822 95.0531 % Incorrectly Classified Instances 303 4.9469 % Kappa statistic 0.8999 Mean absolute error 0.0734 Root mean squared error 0.1998 Relative absolute error 14.9937 % Root relative squared error 40.4028 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.019 0.985 0.928 0.956 0.979 yes 0.981 0.072 0.91 0.981 0.944 0.979 no Weighted Avg. 0.951 0.042 0.953 0.951 0.951 0.979 === Confusion Matrix === a b <-- classified as 3258 254 | a = yes 49 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5832 95.2163 % Incorrectly Classified Instances 293 4.7837 % Kappa statistic 0.9033 Mean absolute error 0.0704 Root mean squared error 0.1994 Relative absolute error 14.3812 % Root relative squared error 40.3102 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.011 0.991 0.925 0.957 0.978 yes 0.989 0.075 0.908 0.989 0.946 0.978 no Weighted Avg. 0.952 0.039 0.955 0.952 0.952 0.978 === Confusion Matrix === a b <-- classified as 3249 263 | a = yes 30 2583 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5820 95.0204 % Incorrectly Classified Instances 305 4.9796 % Kappa statistic 0.8994 Mean absolute error 0.0804 Root mean squared error 0.2029 Relative absolute error 16.4338 % Root relative squared error 41.0264 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.923 0.014 0.989 0.923 0.955 0.978 yes 0.986 0.077 0.905 0.986 0.944 0.978 no Weighted Avg. 0.95 0.041 0.953 0.95 0.95 0.978 === Confusion Matrix === a b <-- classified as 3243 269 | a = yes 36 2577 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5806 94.7918 % Incorrectly Classified Instances 319 5.2082 % Kappa statistic 0.8947 Mean absolute error 0.0735 Root mean squared error 0.208 Relative absolute error 15.018 % Root relative squared error 42.057 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.923 0.018 0.986 0.923 0.953 0.976 yes 0.982 0.077 0.904 0.982 0.941 0.976 no Weighted Avg. 0.948 0.043 0.951 0.948 0.948 0.976 === Confusion Matrix === a b <-- classified as 3240 272 | a = yes 47 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5832 95.2163 % Incorrectly Classified Instances 293 4.7837 % Kappa statistic 0.9032 Mean absolute error 0.0636 Root mean squared error 0.2008 Relative absolute error 13.0044 % Root relative squared error 40.5947 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.927 0.015 0.988 0.927 0.957 0.978 yes 0.985 0.073 0.91 0.985 0.946 0.978 no Weighted Avg. 0.952 0.039 0.955 0.952 0.952 0.978 === Confusion Matrix === a b <-- classified as 3257 255 | a = yes 38 2575 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5823 95.0694 % Incorrectly Classified Instances 302 4.9306 % Kappa statistic 0.9004 Mean absolute error 0.0688 Root mean squared error 0.2056 Relative absolute error 14.0553 % Root relative squared error 41.5642 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.921 0.01 0.992 0.921 0.955 0.976 yes 0.99 0.079 0.904 0.99 0.945 0.976 no Weighted Avg. 0.951 0.039 0.954 0.951 0.951 0.976 === Confusion Matrix === a b <-- classified as 3236 276 | a = yes 26 2587 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5815 94.9388 % Incorrectly Classified Instances 310 5.0612 % Kappa statistic 0.8979 Mean absolute error 0.0609 Root mean squared error 0.2041 Relative absolute error 12.4569 % Root relative squared error 41.2585 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.916 0.006 0.995 0.916 0.954 0.978 yes 0.994 0.084 0.898 0.994 0.944 0.978 no Weighted Avg. 0.949 0.039 0.954 0.949 0.95 0.978 === Confusion Matrix === a b <-- classified as 3217 295 | a = yes 15 2598 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5837 95.298 % Incorrectly Classified Instances 288 4.702 % Kappa statistic 0.905 Mean absolute error 0.0659 Root mean squared error 0.2004 Relative absolute error 13.4797 % Root relative squared error 40.5111 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.01 0.992 0.925 0.958 0.98 yes 0.99 0.075 0.908 0.99 0.947 0.98 no Weighted Avg. 0.953 0.037 0.956 0.953 0.953 0.98 === Confusion Matrix === a b <-- classified as 3248 263 | a = yes 25 2589 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5826 95.1184 % Incorrectly Classified Instances 299 4.8816 % Kappa statistic 0.901 Mean absolute error 0.0871 Root mean squared error 0.1969 Relative absolute error 17.7965 % Root relative squared error 39.8182 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.936 0.028 0.978 0.936 0.956 0.982 yes 0.972 0.064 0.919 0.972 0.944 0.982 no Weighted Avg. 0.951 0.044 0.953 0.951 0.951 0.982 === Confusion Matrix === a b <-- classified as 3287 225 | a = yes 74 2539 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5824 95.0857 % Incorrectly Classified Instances 301 4.9143 % Kappa statistic 0.9004 Mean absolute error 0.0846 Root mean squared error 0.2024 Relative absolute error 17.2998 % Root relative squared error 40.9293 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.932 0.023 0.982 0.932 0.956 0.979 yes 0.977 0.068 0.914 0.977 0.944 0.979 no Weighted Avg. 0.951 0.043 0.953 0.951 0.951 0.979 === Confusion Matrix === a b <-- classified as 3272 240 | a = yes 61 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5825 95.102 % Incorrectly Classified Instances 300 4.898 % Kappa statistic 0.9005 Mean absolute error 0.0987 Root mean squared error 0.2033 Relative absolute error 20.1699 % Root relative squared error 41.1008 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.938 0.032 0.975 0.938 0.956 0.98 yes 0.968 0.062 0.921 0.968 0.944 0.98 no Weighted Avg. 0.951 0.045 0.952 0.951 0.951 0.98 === Confusion Matrix === a b <-- classified as 3295 217 | a = yes 83 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5828 95.151 % Incorrectly Classified Instances 297 4.849 % Kappa statistic 0.9015 Mean absolute error 0.0952 Root mean squared error 0.2015 Relative absolute error 19.4685 % Root relative squared error 40.75 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.032 0.975 0.939 0.957 0.981 yes 0.968 0.061 0.922 0.968 0.945 0.981 no Weighted Avg. 0.952 0.044 0.953 0.952 0.952 0.981 === Confusion Matrix === a b <-- classified as 3298 214 | a = yes 83 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5827 95.1347 % Incorrectly Classified Instances 298 4.8653 % Kappa statistic 0.9013 Mean absolute error 0.0972 Root mean squared error 0.2043 Relative absolute error 19.8655 % Root relative squared error 41.3139 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.026 0.979 0.935 0.957 0.978 yes 0.974 0.065 0.917 0.974 0.945 0.978 no Weighted Avg. 0.951 0.043 0.953 0.951 0.952 0.978 === Confusion Matrix === a b <-- classified as 3283 229 | a = yes 69 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5832 95.2163 % Incorrectly Classified Instances 293 4.7837 % Kappa statistic 0.9031 Mean absolute error 0.0815 Root mean squared error 0.1987 Relative absolute error 16.6599 % Root relative squared error 40.1731 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.932 0.02 0.984 0.932 0.957 0.979 yes 0.98 0.068 0.914 0.98 0.946 0.979 no Weighted Avg. 0.952 0.041 0.954 0.952 0.952 0.979 === Confusion Matrix === a b <-- classified as 3272 240 | a = yes 53 2560 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5835 95.2653 % Incorrectly Classified Instances 290 4.7347 % Kappa statistic 0.904 Mean absolute error 0.0785 Root mean squared error 0.1991 Relative absolute error 16.0463 % Root relative squared error 40.265 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.934 0.023 0.982 0.934 0.958 0.981 yes 0.977 0.066 0.917 0.977 0.946 0.981 no Weighted Avg. 0.953 0.041 0.954 0.953 0.953 0.981 === Confusion Matrix === a b <-- classified as 3281 231 | a = yes 59 2554 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5811 94.8735 % Incorrectly Classified Instances 314 5.1265 % Kappa statistic 0.8965 Mean absolute error 0.0733 Root mean squared error 0.2022 Relative absolute error 14.9851 % Root relative squared error 40.8864 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.92 0.012 0.99 0.92 0.954 0.979 yes 0.988 0.08 0.902 0.988 0.943 0.979 no Weighted Avg. 0.949 0.041 0.952 0.949 0.949 0.979 === Confusion Matrix === a b <-- classified as 3230 282 | a = yes 32 2581 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5828 95.151 % Incorrectly Classified Instances 297 4.849 % Kappa statistic 0.9022 Mean absolute error 0.0917 Root mean squared error 0.2006 Relative absolute error 18.7464 % Root relative squared error 40.5688 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.919 0.005 0.996 0.919 0.956 0.981 yes 0.995 0.081 0.902 0.995 0.946 0.981 no Weighted Avg. 0.952 0.037 0.956 0.952 0.952 0.981 === Confusion Matrix === a b <-- classified as 3228 284 | a = yes 13 2600 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5809 94.8408 % Incorrectly Classified Instances 316 5.1592 % Kappa statistic 0.8958 Mean absolute error 0.0755 Root mean squared error 0.2064 Relative absolute error 15.4296 % Root relative squared error 41.72 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.919 0.012 0.99 0.919 0.953 0.975 yes 0.988 0.081 0.901 0.988 0.942 0.975 no Weighted Avg. 0.948 0.042 0.952 0.948 0.949 0.975 === Confusion Matrix === a b <-- classified as 3227 284 | a = yes 32 2582 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5814 94.9224 % Incorrectly Classified Instances 311 5.0776 % Kappa statistic 0.8967 Mean absolute error 0.1021 Root mean squared error 0.2072 Relative absolute error 20.8634 % Root relative squared error 41.8937 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.942 0.041 0.969 0.942 0.955 0.981 yes 0.959 0.058 0.924 0.959 0.942 0.981 no Weighted Avg. 0.949 0.048 0.95 0.949 0.949 0.981 === Confusion Matrix === a b <-- classified as 3306 205 | a = yes 106 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5822 95.0531 % Incorrectly Classified Instances 303 4.9469 % Kappa statistic 0.8995 Mean absolute error 0.1046 Root mean squared error 0.2058 Relative absolute error 21.3815 % Root relative squared error 41.601 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.034 0.974 0.939 0.956 0.98 yes 0.966 0.061 0.922 0.966 0.943 0.98 no Weighted Avg. 0.951 0.046 0.952 0.951 0.951 0.98 === Confusion Matrix === a b <-- classified as 3298 214 | a = yes 89 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5806 94.7918 % Incorrectly Classified Instances 319 5.2082 % Kappa statistic 0.8941 Mean absolute error 0.1096 Root mean squared error 0.2132 Relative absolute error 22.4013 % Root relative squared error 43.1113 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.939 0.041 0.969 0.939 0.954 0.981 yes 0.959 0.061 0.922 0.959 0.94 0.981 no Weighted Avg. 0.948 0.049 0.949 0.948 0.948 0.981 === Confusion Matrix === a b <-- classified as 3299 213 | a = yes 106 2507 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5813 94.9061 % Incorrectly Classified Instances 312 5.0939 % Kappa statistic 0.8966 Mean absolute error 0.0966 Root mean squared error 0.2048 Relative absolute error 19.7378 % Root relative squared error 41.4107 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.935 0.032 0.975 0.935 0.955 0.981 yes 0.968 0.065 0.917 0.968 0.942 0.981 no Weighted Avg. 0.949 0.046 0.95 0.949 0.949 0.981 === Confusion Matrix === a b <-- classified as 3283 229 | a = yes 83 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5801 94.7102 % Incorrectly Classified Instances 324 5.2898 % Kappa statistic 0.8923 Mean absolute error 0.1037 Root mean squared error 0.2145 Relative absolute error 21.1897 % Root relative squared error 43.361 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.941 0.045 0.966 0.941 0.953 0.979 yes 0.955 0.059 0.924 0.955 0.939 0.979 no Weighted Avg. 0.947 0.051 0.948 0.947 0.947 0.979 === Confusion Matrix === a b <-- classified as 3306 206 | a = yes 118 2495 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5823 95.0694 % Incorrectly Classified Instances 302 4.9306 % Kappa statistic 0.8998 Mean absolute error 0.0817 Root mean squared error 0.1984 Relative absolute error 16.7034 % Root relative squared error 40.1048 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.941 0.037 0.972 0.941 0.956 0.981 yes 0.963 0.059 0.924 0.963 0.943 0.981 no Weighted Avg. 0.951 0.046 0.952 0.951 0.951 0.981 === Confusion Matrix === a b <-- classified as 3306 206 | a = yes 96 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5793 94.5796 % Incorrectly Classified Instances 332 5.4204 % Kappa statistic 0.89 Mean absolute error 0.0888 Root mean squared error 0.2079 Relative absolute error 18.1534 % Root relative squared error 42.0326 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.932 0.036 0.972 0.932 0.952 0.978 yes 0.964 0.068 0.914 0.964 0.938 0.978 no Weighted Avg. 0.946 0.05 0.947 0.946 0.946 0.978 === Confusion Matrix === a b <-- classified as 3274 238 | a = yes 94 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5810 94.8571 % Incorrectly Classified Instances 315 5.1429 % Kappa statistic 0.8953 Mean absolute error 0.0949 Root mean squared error 0.2038 Relative absolute error 19.3905 % Root relative squared error 41.2076 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.942 0.043 0.967 0.942 0.955 0.979 yes 0.957 0.058 0.925 0.957 0.941 0.979 no Weighted Avg. 0.949 0.049 0.949 0.949 0.949 0.979 === Confusion Matrix === a b <-- classified as 3309 203 | a = yes 112 2501 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5824 95.0857 % Incorrectly Classified Instances 301 4.9143 % Kappa statistic 0.9004 Mean absolute error 0.0773 Root mean squared error 0.2003 Relative absolute error 15.8085 % Root relative squared error 40.5018 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.933 0.026 0.98 0.933 0.956 0.978 yes 0.974 0.067 0.916 0.974 0.944 0.978 no Weighted Avg. 0.951 0.043 0.953 0.951 0.951 0.978 === Confusion Matrix === a b <-- classified as 3278 234 | a = yes 67 2546 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5807 94.8082 % Incorrectly Classified Instances 318 5.1918 % Kappa statistic 0.8949 Mean absolute error 0.0838 Root mean squared error 0.2055 Relative absolute error 17.1246 % Root relative squared error 41.5488 % Total Number of Instances 6125 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.928 0.024 0.981 0.928 0.953 0.977 yes 0.976 0.072 0.909 0.976 0.941 0.977 no Weighted Avg. 0.948 0.045 0.95 0.948 0.948 0.977 === Confusion Matrix === a b <-- classified as 3258 254 | a = yes 64 2549 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 10 RUN: 0 FOLD: 0 Correctly Classified Instances 5649 98.6725 % Incorrectly Classified Instances 76 1.3275 % Kappa statistic 0.9733 Mean absolute error 0.0208 Root mean squared error 0.1084 Relative absolute error 4.1919 % Root relative squared error 21.7517 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.008 0.993 0.982 0.988 0.996 yes 0.992 0.018 0.98 0.992 0.986 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3025 54 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5635 98.4279 % Incorrectly Classified Instances 90 1.5721 % Kappa statistic 0.9684 Mean absolute error 0.0206 Root mean squared error 0.1166 Relative absolute error 4.147 % Root relative squared error 23.3864 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.008 0.993 0.977 0.985 0.993 yes 0.992 0.023 0.974 0.992 0.983 0.993 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.993 === Confusion Matrix === a b <-- classified as 3009 70 | a = yes 20 2626 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5646 98.6201 % Incorrectly Classified Instances 79 1.3799 % Kappa statistic 0.9723 Mean absolute error 0.019 Root mean squared error 0.1103 Relative absolute error 3.8124 % Root relative squared error 22.1223 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.006 0.995 0.979 0.987 0.995 yes 0.994 0.021 0.976 0.994 0.985 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3015 64 | a = yes 15 2631 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5633 98.393 % Incorrectly Classified Instances 92 1.607 % Kappa statistic 0.9677 Mean absolute error 0.0212 Root mean squared error 0.1164 Relative absolute error 4.2737 % Root relative squared error 23.3466 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.009 0.992 0.978 0.985 0.995 yes 0.991 0.022 0.975 0.991 0.983 0.995 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3011 68 | a = yes 24 2622 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5626 98.2879 % Incorrectly Classified Instances 98 1.7121 % Kappa statistic 0.9656 Mean absolute error 0.0237 Root mean squared error 0.1187 Relative absolute error 4.7622 % Root relative squared error 23.8005 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.012 0.989 0.979 0.984 0.995 yes 0.988 0.021 0.976 0.988 0.982 0.995 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3014 65 | a = yes 33 2612 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5623 98.2355 % Incorrectly Classified Instances 101 1.7645 % Kappa statistic 0.9645 Mean absolute error 0.0209 Root mean squared error 0.1209 Relative absolute error 4.2041 % Root relative squared error 24.2492 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.011 0.99 0.977 0.983 0.996 yes 0.989 0.023 0.973 0.989 0.981 0.996 no Weighted Avg. 0.982 0.017 0.982 0.982 0.982 0.996 === Confusion Matrix === a b <-- classified as 3007 72 | a = yes 29 2616 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5644 98.6024 % Incorrectly Classified Instances 80 1.3976 % Kappa statistic 0.9719 Mean absolute error 0.0204 Root mean squared error 0.1079 Relative absolute error 4.1013 % Root relative squared error 21.6428 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.01 0.991 0.982 0.987 0.995 yes 0.99 0.018 0.98 0.99 0.985 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3025 54 | a = yes 26 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5650 98.7072 % Incorrectly Classified Instances 74 1.2928 % Kappa statistic 0.974 Mean absolute error 0.0198 Root mean squared error 0.1065 Relative absolute error 3.9893 % Root relative squared error 21.3674 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.008 0.993 0.983 0.988 0.995 yes 0.992 0.017 0.98 0.992 0.986 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3025 53 | a = yes 21 2625 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5632 98.3927 % Incorrectly Classified Instances 92 1.6073 % Kappa statistic 0.9677 Mean absolute error 0.0202 Root mean squared error 0.1168 Relative absolute error 4.059 % Root relative squared error 23.4185 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.006 0.995 0.975 0.985 0.995 yes 0.994 0.025 0.972 0.994 0.983 0.995 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3002 76 | a = yes 16 2630 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5631 98.3753 % Incorrectly Classified Instances 93 1.6247 % Kappa statistic 0.9674 Mean absolute error 0.0211 Root mean squared error 0.117 Relative absolute error 4.2384 % Root relative squared error 23.4749 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.01 0.991 0.978 0.985 0.994 yes 0.99 0.022 0.975 0.99 0.983 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3011 67 | a = yes 26 2620 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5644 98.5852 % Incorrectly Classified Instances 81 1.4148 % Kappa statistic 0.9716 Mean absolute error 0.0203 Root mean squared error 0.1102 Relative absolute error 4.0857 % Root relative squared error 22.1091 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.009 0.992 0.981 0.987 0.995 yes 0.991 0.019 0.978 0.991 0.985 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3021 58 | a = yes 23 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5651 98.7074 % Incorrectly Classified Instances 74 1.2926 % Kappa statistic 0.974 Mean absolute error 0.0171 Root mean squared error 0.1048 Relative absolute error 3.4369 % Root relative squared error 21.0277 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.007 0.994 0.982 0.988 0.996 yes 0.993 0.018 0.979 0.993 0.986 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3024 55 | a = yes 19 2627 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5634 98.4105 % Incorrectly Classified Instances 91 1.5895 % Kappa statistic 0.9681 Mean absolute error 0.021 Root mean squared error 0.1202 Relative absolute error 4.219 % Root relative squared error 24.1155 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.006 0.994 0.976 0.985 0.993 yes 0.994 0.024 0.973 0.994 0.983 0.993 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.993 === Confusion Matrix === a b <-- classified as 3005 74 | a = yes 17 2629 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5641 98.5328 % Incorrectly Classified Instances 84 1.4672 % Kappa statistic 0.9705 Mean absolute error 0.0185 Root mean squared error 0.1134 Relative absolute error 3.7233 % Root relative squared error 22.7543 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.008 0.993 0.979 0.986 0.994 yes 0.992 0.021 0.976 0.992 0.984 0.994 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3015 64 | a = yes 20 2626 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5649 98.6897 % Incorrectly Classified Instances 75 1.3103 % Kappa statistic 0.9737 Mean absolute error 0.0188 Root mean squared error 0.1065 Relative absolute error 3.7806 % Root relative squared error 21.3623 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.011 0.991 0.985 0.988 0.993 yes 0.989 0.015 0.982 0.989 0.986 0.993 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.993 === Confusion Matrix === a b <-- classified as 3031 47 | a = yes 28 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5624 98.253 % Incorrectly Classified Instances 100 1.747 % Kappa statistic 0.9649 Mean absolute error 0.0219 Root mean squared error 0.1226 Relative absolute error 4.3991 % Root relative squared error 24.5869 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.01 0.991 0.976 0.984 0.992 yes 0.99 0.024 0.973 0.99 0.981 0.992 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.992 === Confusion Matrix === a b <-- classified as 3005 73 | a = yes 27 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5626 98.2879 % Incorrectly Classified Instances 98 1.7121 % Kappa statistic 0.9656 Mean absolute error 0.0261 Root mean squared error 0.1172 Relative absolute error 5.254 % Root relative squared error 23.5156 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.012 0.989 0.979 0.984 0.995 yes 0.988 0.021 0.976 0.988 0.982 0.995 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3013 65 | a = yes 33 2613 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5626 98.2879 % Incorrectly Classified Instances 98 1.7121 % Kappa statistic 0.9656 Mean absolute error 0.0195 Root mean squared error 0.1196 Relative absolute error 3.9137 % Root relative squared error 23.997 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.012 0.989 0.979 0.984 0.995 yes 0.988 0.021 0.975 0.988 0.982 0.995 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3013 66 | a = yes 32 2613 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5637 98.4801 % Incorrectly Classified Instances 87 1.5199 % Kappa statistic 0.9695 Mean absolute error 0.0206 Root mean squared error 0.1148 Relative absolute error 4.137 % Root relative squared error 23.032 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.008 0.993 0.979 0.986 0.997 yes 0.992 0.021 0.975 0.992 0.984 0.997 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.997 === Confusion Matrix === a b <-- classified as 3013 66 | a = yes 21 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5628 98.3229 % Incorrectly Classified Instances 96 1.6771 % Kappa statistic 0.9663 Mean absolute error 0.0209 Root mean squared error 0.1221 Relative absolute error 4.1972 % Root relative squared error 24.4978 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.006 0.995 0.974 0.984 0.992 yes 0.994 0.026 0.97 0.994 0.982 0.992 no Weighted Avg. 0.983 0.015 0.983 0.983 0.983 0.992 === Confusion Matrix === a b <-- classified as 2999 80 | a = yes 16 2629 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5654 98.7598 % Incorrectly Classified Instances 71 1.2402 % Kappa statistic 0.9751 Mean absolute error 0.0189 Root mean squared error 0.1016 Relative absolute error 3.8067 % Root relative squared error 20.3687 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.01 0.992 0.985 0.988 0.997 yes 0.99 0.015 0.983 0.99 0.987 0.997 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3034 45 | a = yes 26 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5631 98.3581 % Incorrectly Classified Instances 94 1.6419 % Kappa statistic 0.967 Mean absolute error 0.0214 Root mean squared error 0.1162 Relative absolute error 4.296 % Root relative squared error 23.3048 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.006 0.994 0.975 0.985 0.994 yes 0.994 0.025 0.972 0.994 0.982 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3002 77 | a = yes 17 2629 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5640 98.5153 % Incorrectly Classified Instances 85 1.4847 % Kappa statistic 0.9702 Mean absolute error 0.0215 Root mean squared error 0.1142 Relative absolute error 4.3195 % Root relative squared error 22.8982 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.007 0.994 0.978 0.986 0.994 yes 0.993 0.022 0.975 0.993 0.984 0.994 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3012 67 | a = yes 18 2628 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5631 98.3581 % Incorrectly Classified Instances 94 1.6419 % Kappa statistic 0.967 Mean absolute error 0.0221 Root mean squared error 0.1161 Relative absolute error 4.4363 % Root relative squared error 23.2967 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.008 0.993 0.976 0.985 0.996 yes 0.992 0.024 0.973 0.992 0.982 0.996 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3005 74 | a = yes 20 2626 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5649 98.6897 % Incorrectly Classified Instances 75 1.3103 % Kappa statistic 0.9737 Mean absolute error 0.022 Root mean squared error 0.1061 Relative absolute error 4.4161 % Root relative squared error 21.2777 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.009 0.992 0.983 0.988 0.995 yes 0.991 0.017 0.981 0.991 0.986 0.995 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3028 51 | a = yes 24 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5640 98.5325 % Incorrectly Classified Instances 84 1.4675 % Kappa statistic 0.9705 Mean absolute error 0.0198 Root mean squared error 0.1118 Relative absolute error 3.9784 % Root relative squared error 22.4259 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.006 0.994 0.978 0.986 0.994 yes 0.994 0.022 0.975 0.994 0.984 0.994 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3012 67 | a = yes 17 2628 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5636 98.4626 % Incorrectly Classified Instances 88 1.5374 % Kappa statistic 0.9691 Mean absolute error 0.0202 Root mean squared error 0.1133 Relative absolute error 4.0651 % Root relative squared error 22.7335 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.009 0.992 0.979 0.986 0.996 yes 0.991 0.021 0.976 0.991 0.983 0.996 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3015 64 | a = yes 24 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5618 98.1481 % Incorrectly Classified Instances 106 1.8519 % Kappa statistic 0.9628 Mean absolute error 0.0266 Root mean squared error 0.128 Relative absolute error 5.3537 % Root relative squared error 25.6763 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.009 0.992 0.973 0.983 0.99 yes 0.991 0.027 0.97 0.991 0.98 0.99 no Weighted Avg. 0.981 0.017 0.982 0.981 0.981 0.99 === Confusion Matrix === a b <-- classified as 2996 82 | a = yes 24 2622 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5647 98.6548 % Incorrectly Classified Instances 77 1.3452 % Kappa statistic 0.973 Mean absolute error 0.0173 Root mean squared error 0.1064 Relative absolute error 3.4748 % Root relative squared error 21.3429 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.006 0.994 0.981 0.987 0.996 yes 0.994 0.019 0.978 0.994 0.986 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3018 60 | a = yes 17 2629 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5634 98.4277 % Incorrectly Classified Instances 90 1.5723 % Kappa statistic 0.9684 Mean absolute error 0.021 Root mean squared error 0.114 Relative absolute error 4.2168 % Root relative squared error 22.8629 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.008 0.993 0.978 0.985 0.996 yes 0.992 0.022 0.975 0.992 0.983 0.996 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3010 68 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5653 98.7424 % Incorrectly Classified Instances 72 1.2576 % Kappa statistic 0.9747 Mean absolute error 0.0231 Root mean squared error 0.1015 Relative absolute error 4.6413 % Root relative squared error 20.3548 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.011 0.991 0.986 0.988 0.996 yes 0.989 0.014 0.983 0.989 0.986 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3035 44 | a = yes 28 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5635 98.4279 % Incorrectly Classified Instances 90 1.5721 % Kappa statistic 0.9684 Mean absolute error 0.0245 Root mean squared error 0.1132 Relative absolute error 4.9372 % Root relative squared error 22.7118 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.016 0.986 0.985 0.985 0.995 yes 0.984 0.015 0.982 0.984 0.983 0.995 no Weighted Avg. 0.984 0.016 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3032 47 | a = yes 43 2603 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5646 98.6201 % Incorrectly Classified Instances 79 1.3799 % Kappa statistic 0.9723 Mean absolute error 0.0211 Root mean squared error 0.1087 Relative absolute error 4.2357 % Root relative squared error 21.81 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.006 0.994 0.98 0.987 0.995 yes 0.994 0.02 0.977 0.994 0.985 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3017 62 | a = yes 17 2629 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5631 98.3581 % Incorrectly Classified Instances 94 1.6419 % Kappa statistic 0.967 Mean absolute error 0.0238 Root mean squared error 0.1169 Relative absolute error 4.7892 % Root relative squared error 23.4408 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.008 0.993 0.977 0.985 0.994 yes 0.992 0.023 0.973 0.992 0.982 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3007 72 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5631 98.3753 % Incorrectly Classified Instances 93 1.6247 % Kappa statistic 0.9674 Mean absolute error 0.0208 Root mean squared error 0.1212 Relative absolute error 4.1803 % Root relative squared error 24.3163 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.006 0.995 0.975 0.985 0.994 yes 0.994 0.025 0.972 0.994 0.983 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3002 77 | a = yes 16 2629 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5631 98.3753 % Incorrectly Classified Instances 93 1.6247 % Kappa statistic 0.9673 Mean absolute error 0.0246 Root mean squared error 0.116 Relative absolute error 4.9473 % Root relative squared error 23.2755 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.011 0.99 0.98 0.985 0.997 yes 0.989 0.02 0.976 0.989 0.983 0.997 no Weighted Avg. 0.984 0.016 0.984 0.984 0.984 0.997 === Confusion Matrix === a b <-- classified as 3016 63 | a = yes 30 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5634 98.4277 % Incorrectly Classified Instances 90 1.5723 % Kappa statistic 0.9684 Mean absolute error 0.0223 Root mean squared error 0.1178 Relative absolute error 4.486 % Root relative squared error 23.6198 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.011 0.99 0.981 0.985 0.995 yes 0.989 0.019 0.978 0.989 0.983 0.995 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3019 60 | a = yes 30 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5643 98.5849 % Incorrectly Classified Instances 81 1.4151 % Kappa statistic 0.9716 Mean absolute error 0.0182 Root mean squared error 0.1085 Relative absolute error 3.6618 % Root relative squared error 21.7591 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.011 0.99 0.983 0.987 0.996 yes 0.989 0.017 0.981 0.989 0.985 0.996 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3027 51 | a = yes 30 2616 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5629 98.3403 % Incorrectly Classified Instances 95 1.6597 % Kappa statistic 0.9666 Mean absolute error 0.0225 Root mean squared error 0.1213 Relative absolute error 4.5298 % Root relative squared error 24.3297 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.011 0.99 0.979 0.984 0.994 yes 0.989 0.021 0.976 0.989 0.982 0.994 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.994 === Confusion Matrix === a b <-- classified as 3013 65 | a = yes 30 2616 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5641 98.55 % Incorrectly Classified Instances 83 1.45 % Kappa statistic 0.9708 Mean absolute error 0.0185 Root mean squared error 0.1105 Relative absolute error 3.7159 % Root relative squared error 22.1539 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.012 0.99 0.983 0.986 0.995 yes 0.988 0.017 0.981 0.988 0.984 0.995 no Weighted Avg. 0.985 0.014 0.986 0.985 0.986 0.995 === Confusion Matrix === a b <-- classified as 3026 52 | a = yes 31 2615 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5638 98.4803 % Incorrectly Classified Instances 87 1.5197 % Kappa statistic 0.9695 Mean absolute error 0.018 Root mean squared error 0.114 Relative absolute error 3.6245 % Root relative squared error 22.8711 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.004 0.996 0.975 0.986 0.994 yes 0.996 0.025 0.972 0.996 0.984 0.994 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3003 76 | a = yes 11 2635 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5631 98.3581 % Incorrectly Classified Instances 94 1.6419 % Kappa statistic 0.967 Mean absolute error 0.022 Root mean squared error 0.1202 Relative absolute error 4.4245 % Root relative squared error 24.1063 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.008 0.993 0.976 0.985 0.993 yes 0.992 0.024 0.973 0.992 0.982 0.993 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.993 === Confusion Matrix === a b <-- classified as 3006 73 | a = yes 21 2625 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5664 98.9345 % Incorrectly Classified Instances 61 1.0655 % Kappa statistic 0.9786 Mean absolute error 0.0162 Root mean squared error 0.0997 Relative absolute error 3.2569 % Root relative squared error 20.0052 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.006 0.995 0.985 0.99 0.996 yes 0.994 0.015 0.983 0.994 0.989 0.996 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3033 46 | a = yes 15 2631 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5652 98.7249 % Incorrectly Classified Instances 73 1.2751 % Kappa statistic 0.9744 Mean absolute error 0.0169 Root mean squared error 0.1014 Relative absolute error 3.4043 % Root relative squared error 20.3426 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.006 0.995 0.981 0.988 0.996 yes 0.994 0.019 0.979 0.994 0.986 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3022 57 | a = yes 16 2630 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5649 98.6897 % Incorrectly Classified Instances 75 1.3103 % Kappa statistic 0.9737 Mean absolute error 0.017 Root mean squared error 0.1041 Relative absolute error 3.4201 % Root relative squared error 20.8733 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.008 0.993 0.982 0.988 0.996 yes 0.992 0.018 0.98 0.992 0.986 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3024 54 | a = yes 21 2625 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5613 98.0608 % Incorrectly Classified Instances 111 1.9392 % Kappa statistic 0.9611 Mean absolute error 0.0214 Root mean squared error 0.1291 Relative absolute error 4.3055 % Root relative squared error 25.8967 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.008 0.993 0.971 0.982 0.993 yes 0.992 0.029 0.967 0.992 0.979 0.993 no Weighted Avg. 0.981 0.018 0.981 0.981 0.981 0.993 === Confusion Matrix === a b <-- classified as 2989 89 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5622 98.218 % Incorrectly Classified Instances 102 1.782 % Kappa statistic 0.9642 Mean absolute error 0.0223 Root mean squared error 0.123 Relative absolute error 4.4933 % Root relative squared error 24.6652 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.009 0.992 0.975 0.983 0.993 yes 0.991 0.025 0.971 0.991 0.981 0.993 no Weighted Avg. 0.982 0.017 0.982 0.982 0.982 0.993 === Confusion Matrix === a b <-- classified as 3001 77 | a = yes 25 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5639 98.515 % Incorrectly Classified Instances 85 1.485 % Kappa statistic 0.9702 Mean absolute error 0.021 Root mean squared error 0.1126 Relative absolute error 4.2194 % Root relative squared error 22.5775 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.007 0.994 0.978 0.986 0.994 yes 0.993 0.022 0.975 0.993 0.984 0.994 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3012 67 | a = yes 18 2627 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5620 98.1831 % Incorrectly Classified Instances 104 1.8169 % Kappa statistic 0.9635 Mean absolute error 0.0235 Root mean squared error 0.1235 Relative absolute error 4.7258 % Root relative squared error 24.7808 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.006 0.994 0.972 0.983 0.993 yes 0.994 0.028 0.968 0.994 0.981 0.993 no Weighted Avg. 0.982 0.017 0.982 0.982 0.982 0.993 === Confusion Matrix === a b <-- classified as 2992 87 | a = yes 17 2628 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5635 98.4451 % Incorrectly Classified Instances 89 1.5549 % Kappa statistic 0.9687 Mean absolute error 0.0215 Root mean squared error 0.115 Relative absolute error 4.3221 % Root relative squared error 23.0692 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.012 0.99 0.981 0.985 0.994 yes 0.988 0.019 0.978 0.988 0.983 0.994 no Weighted Avg. 0.984 0.015 0.985 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3021 58 | a = yes 31 2614 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5630 98.3406 % Incorrectly Classified Instances 95 1.6594 % Kappa statistic 0.9667 Mean absolute error 0.0228 Root mean squared error 0.1198 Relative absolute error 4.5945 % Root relative squared error 24.0301 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.01 0.991 0.978 0.984 0.993 yes 0.99 0.022 0.975 0.99 0.982 0.993 no Weighted Avg. 0.983 0.016 0.984 0.983 0.983 0.993 === Confusion Matrix === a b <-- classified as 3011 68 | a = yes 27 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5641 98.5328 % Incorrectly Classified Instances 84 1.4672 % Kappa statistic 0.9705 Mean absolute error 0.0208 Root mean squared error 0.1144 Relative absolute error 4.1827 % Root relative squared error 22.9395 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.006 0.995 0.978 0.986 0.994 yes 0.994 0.022 0.974 0.994 0.984 0.994 no Weighted Avg. 0.985 0.013 0.986 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3010 69 | a = yes 15 2631 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5634 98.4105 % Incorrectly Classified Instances 91 1.5895 % Kappa statistic 0.9681 Mean absolute error 0.0202 Root mean squared error 0.1163 Relative absolute error 4.0702 % Root relative squared error 23.3187 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.011 0.991 0.98 0.985 0.995 yes 0.989 0.02 0.977 0.989 0.983 0.995 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3016 63 | a = yes 28 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5633 98.393 % Incorrectly Classified Instances 92 1.607 % Kappa statistic 0.9677 Mean absolute error 0.0224 Root mean squared error 0.1152 Relative absolute error 4.5095 % Root relative squared error 23.1022 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.008 0.993 0.977 0.985 0.992 yes 0.992 0.023 0.974 0.992 0.983 0.992 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.992 === Confusion Matrix === a b <-- classified as 3009 70 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5635 98.4451 % Incorrectly Classified Instances 89 1.5549 % Kappa statistic 0.9688 Mean absolute error 0.0199 Root mean squared error 0.1144 Relative absolute error 4.0077 % Root relative squared error 22.9433 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.01 0.991 0.98 0.985 0.992 yes 0.99 0.02 0.977 0.99 0.983 0.992 no Weighted Avg. 0.984 0.015 0.985 0.984 0.984 0.992 === Confusion Matrix === a b <-- classified as 3016 63 | a = yes 26 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5632 98.3927 % Incorrectly Classified Instances 92 1.6073 % Kappa statistic 0.9677 Mean absolute error 0.0237 Root mean squared error 0.1169 Relative absolute error 4.7718 % Root relative squared error 23.447 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.014 0.988 0.982 0.985 0.996 yes 0.986 0.018 0.979 0.986 0.983 0.996 no Weighted Avg. 0.984 0.016 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3024 55 | a = yes 37 2608 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5637 98.4801 % Incorrectly Classified Instances 87 1.5199 % Kappa statistic 0.9694 Mean absolute error 0.022 Root mean squared error 0.1098 Relative absolute error 4.4192 % Root relative squared error 22.0244 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.012 0.989 0.982 0.986 0.995 yes 0.988 0.018 0.98 0.988 0.984 0.995 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3025 54 | a = yes 33 2612 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5644 98.6024 % Incorrectly Classified Instances 80 1.3976 % Kappa statistic 0.9719 Mean absolute error 0.0263 Root mean squared error 0.1128 Relative absolute error 5.2837 % Root relative squared error 22.6245 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.012 0.99 0.984 0.987 0.994 yes 0.988 0.016 0.982 0.988 0.985 0.994 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3029 49 | a = yes 31 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5625 98.2704 % Incorrectly Classified Instances 99 1.7296 % Kappa statistic 0.9653 Mean absolute error 0.0236 Root mean squared error 0.1193 Relative absolute error 4.7568 % Root relative squared error 23.9226 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.01 0.991 0.976 0.984 0.993 yes 0.99 0.024 0.973 0.99 0.981 0.993 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.993 === Confusion Matrix === a b <-- classified as 3005 73 | a = yes 26 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5632 98.3927 % Incorrectly Classified Instances 92 1.6073 % Kappa statistic 0.9677 Mean absolute error 0.0235 Root mean squared error 0.1141 Relative absolute error 4.7308 % Root relative squared error 22.8853 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.011 0.99 0.98 0.985 0.996 yes 0.989 0.02 0.977 0.989 0.983 0.996 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3016 62 | a = yes 30 2616 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5618 98.131 % Incorrectly Classified Instances 107 1.869 % Kappa statistic 0.9624 Mean absolute error 0.0316 Root mean squared error 0.1212 Relative absolute error 6.3565 % Root relative squared error 24.3102 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.025 0.979 0.987 0.983 0.996 yes 0.975 0.013 0.984 0.975 0.98 0.996 no Weighted Avg. 0.981 0.02 0.981 0.981 0.981 0.996 === Confusion Matrix === a b <-- classified as 3038 41 | a = yes 66 2580 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5648 98.655 % Incorrectly Classified Instances 77 1.345 % Kappa statistic 0.973 Mean absolute error 0.0227 Root mean squared error 0.1047 Relative absolute error 4.5732 % Root relative squared error 20.9982 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.012 0.99 0.985 0.987 0.996 yes 0.988 0.015 0.983 0.988 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3034 45 | a = yes 32 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5633 98.393 % Incorrectly Classified Instances 92 1.607 % Kappa statistic 0.9677 Mean absolute error 0.0307 Root mean squared error 0.118 Relative absolute error 6.1672 % Root relative squared error 23.6579 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.016 0.986 0.984 0.985 0.994 yes 0.984 0.016 0.981 0.984 0.983 0.994 no Weighted Avg. 0.984 0.016 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3029 50 | a = yes 42 2604 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5628 98.3057 % Incorrectly Classified Instances 97 1.6943 % Kappa statistic 0.9659 Mean absolute error 0.0251 Root mean squared error 0.1203 Relative absolute error 5.0411 % Root relative squared error 24.1295 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.012 0.989 0.979 0.984 0.994 yes 0.988 0.021 0.976 0.988 0.982 0.994 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.994 === Confusion Matrix === a b <-- classified as 3014 65 | a = yes 32 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5641 98.55 % Incorrectly Classified Instances 83 1.45 % Kappa statistic 0.9709 Mean absolute error 0.0203 Root mean squared error 0.1118 Relative absolute error 4.0923 % Root relative squared error 22.428 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.009 0.992 0.981 0.986 0.995 yes 0.991 0.019 0.978 0.991 0.984 0.995 no Weighted Avg. 0.985 0.014 0.986 0.985 0.986 0.995 === Confusion Matrix === a b <-- classified as 3020 59 | a = yes 24 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5633 98.4102 % Incorrectly Classified Instances 91 1.5898 % Kappa statistic 0.9681 Mean absolute error 0.0214 Root mean squared error 0.1185 Relative absolute error 4.3035 % Root relative squared error 23.7605 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.008 0.993 0.978 0.985 0.994 yes 0.992 0.022 0.974 0.992 0.983 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3010 69 | a = yes 22 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5623 98.2355 % Incorrectly Classified Instances 101 1.7645 % Kappa statistic 0.9646 Mean absolute error 0.0214 Root mean squared error 0.1251 Relative absolute error 4.311 % Root relative squared error 25.0957 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.01 0.991 0.976 0.983 0.993 yes 0.99 0.024 0.972 0.99 0.981 0.993 no Weighted Avg. 0.982 0.017 0.983 0.982 0.982 0.993 === Confusion Matrix === a b <-- classified as 3004 75 | a = yes 26 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5645 98.6198 % Incorrectly Classified Instances 79 1.3802 % Kappa statistic 0.9723 Mean absolute error 0.0182 Root mean squared error 0.1096 Relative absolute error 3.6578 % Root relative squared error 21.9779 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.006 0.994 0.98 0.987 0.995 yes 0.994 0.02 0.977 0.994 0.985 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3016 62 | a = yes 17 2629 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5646 98.6373 % Incorrectly Classified Instances 78 1.3627 % Kappa statistic 0.9726 Mean absolute error 0.0187 Root mean squared error 0.1094 Relative absolute error 3.7572 % Root relative squared error 21.9436 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.008 0.993 0.982 0.987 0.995 yes 0.992 0.018 0.979 0.992 0.985 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3022 56 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5635 98.4451 % Incorrectly Classified Instances 89 1.5549 % Kappa statistic 0.9688 Mean absolute error 0.0206 Root mean squared error 0.1132 Relative absolute error 4.149 % Root relative squared error 22.7019 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.01 0.991 0.98 0.985 0.995 yes 0.99 0.02 0.977 0.99 0.983 0.995 no Weighted Avg. 0.984 0.015 0.985 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3016 62 | a = yes 27 2619 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5639 98.4978 % Incorrectly Classified Instances 86 1.5022 % Kappa statistic 0.9698 Mean absolute error 0.02 Root mean squared error 0.1147 Relative absolute error 4.0137 % Root relative squared error 23.0076 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.008 0.993 0.979 0.986 0.993 yes 0.992 0.021 0.976 0.992 0.984 0.993 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.993 === Confusion Matrix === a b <-- classified as 3015 64 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5639 98.4978 % Incorrectly Classified Instances 86 1.5022 % Kappa statistic 0.9698 Mean absolute error 0.0198 Root mean squared error 0.118 Relative absolute error 3.9793 % Root relative squared error 23.6638 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.008 0.993 0.979 0.986 0.992 yes 0.992 0.021 0.976 0.992 0.984 0.992 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.992 === Confusion Matrix === a b <-- classified as 3015 64 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5651 98.7074 % Incorrectly Classified Instances 74 1.2926 % Kappa statistic 0.974 Mean absolute error 0.0171 Root mean squared error 0.1092 Relative absolute error 3.4451 % Root relative squared error 21.9085 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.009 0.992 0.983 0.988 0.995 yes 0.991 0.017 0.981 0.991 0.986 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3028 51 | a = yes 23 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5637 98.4629 % Incorrectly Classified Instances 88 1.5371 % Kappa statistic 0.9691 Mean absolute error 0.0219 Root mean squared error 0.1125 Relative absolute error 4.4082 % Root relative squared error 22.5617 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.011 0.99 0.981 0.986 0.996 yes 0.989 0.019 0.978 0.989 0.983 0.996 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3021 58 | a = yes 30 2616 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5638 98.4976 % Incorrectly Classified Instances 86 1.5024 % Kappa statistic 0.9698 Mean absolute error 0.0204 Root mean squared error 0.1144 Relative absolute error 4.108 % Root relative squared error 22.9365 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.007 0.994 0.978 0.986 0.995 yes 0.993 0.022 0.975 0.993 0.984 0.995 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3011 67 | a = yes 19 2627 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5630 98.3578 % Incorrectly Classified Instances 94 1.6422 % Kappa statistic 0.967 Mean absolute error 0.021 Root mean squared error 0.1164 Relative absolute error 4.2209 % Root relative squared error 23.3455 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.008 0.993 0.977 0.985 0.995 yes 0.992 0.023 0.973 0.992 0.982 0.995 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3006 72 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5629 98.3403 % Incorrectly Classified Instances 95 1.6597 % Kappa statistic 0.9666 Mean absolute error 0.0227 Root mean squared error 0.1212 Relative absolute error 4.5674 % Root relative squared error 24.3011 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.011 0.99 0.979 0.984 0.995 yes 0.989 0.021 0.975 0.989 0.982 0.995 no Weighted Avg. 0.983 0.016 0.984 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3012 66 | a = yes 29 2617 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5635 98.4451 % Incorrectly Classified Instances 89 1.5549 % Kappa statistic 0.9687 Mean absolute error 0.0246 Root mean squared error 0.114 Relative absolute error 4.9461 % Root relative squared error 22.859 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.014 0.988 0.983 0.986 0.996 yes 0.986 0.017 0.981 0.986 0.983 0.996 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3028 51 | a = yes 38 2607 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5634 98.4277 % Incorrectly Classified Instances 90 1.5723 % Kappa statistic 0.9684 Mean absolute error 0.0206 Root mean squared error 0.1117 Relative absolute error 4.1494 % Root relative squared error 22.3969 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.014 0.988 0.982 0.985 0.996 yes 0.986 0.018 0.98 0.986 0.983 0.996 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3025 54 | a = yes 36 2609 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5637 98.4801 % Incorrectly Classified Instances 87 1.5199 % Kappa statistic 0.9694 Mean absolute error 0.0222 Root mean squared error 0.1124 Relative absolute error 4.4749 % Root relative squared error 22.5392 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.012 0.989 0.982 0.986 0.996 yes 0.988 0.018 0.98 0.988 0.984 0.996 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3025 54 | a = yes 33 2612 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5626 98.2707 % Incorrectly Classified Instances 99 1.7293 % Kappa statistic 0.9653 Mean absolute error 0.0263 Root mean squared error 0.1217 Relative absolute error 5.283 % Root relative squared error 24.4067 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.01 0.991 0.977 0.984 0.994 yes 0.99 0.023 0.973 0.99 0.981 0.994 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.994 === Confusion Matrix === a b <-- classified as 3007 72 | a = yes 27 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5631 98.3581 % Incorrectly Classified Instances 94 1.6419 % Kappa statistic 0.967 Mean absolute error 0.0207 Root mean squared error 0.1166 Relative absolute error 4.165 % Root relative squared error 23.3861 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.013 0.989 0.981 0.985 0.997 yes 0.987 0.019 0.978 0.987 0.982 0.997 no Weighted Avg. 0.984 0.016 0.984 0.984 0.984 0.997 === Confusion Matrix === a b <-- classified as 3019 60 | a = yes 34 2612 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5639 98.4978 % Incorrectly Classified Instances 86 1.5022 % Kappa statistic 0.9698 Mean absolute error 0.0218 Root mean squared error 0.1135 Relative absolute error 4.3806 % Root relative squared error 22.7723 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.004 0.997 0.975 0.986 0.995 yes 0.996 0.025 0.972 0.996 0.984 0.995 no Weighted Avg. 0.985 0.013 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3003 76 | a = yes 10 2636 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5633 98.393 % Incorrectly Classified Instances 92 1.607 % Kappa statistic 0.9677 Mean absolute error 0.0231 Root mean squared error 0.1175 Relative absolute error 4.6518 % Root relative squared error 23.5631 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.01 0.991 0.979 0.985 0.994 yes 0.99 0.021 0.976 0.99 0.983 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3014 65 | a = yes 27 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5640 98.5325 % Incorrectly Classified Instances 84 1.4675 % Kappa statistic 0.9705 Mean absolute error 0.0202 Root mean squared error 0.1113 Relative absolute error 4.0653 % Root relative squared error 22.3321 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.008 0.993 0.979 0.986 0.996 yes 0.992 0.021 0.976 0.992 0.984 0.996 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3014 64 | a = yes 20 2626 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5636 98.4626 % Incorrectly Classified Instances 88 1.5374 % Kappa statistic 0.9691 Mean absolute error 0.0233 Root mean squared error 0.1145 Relative absolute error 4.6817 % Root relative squared error 22.9649 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.009 0.992 0.979 0.986 0.996 yes 0.991 0.021 0.976 0.991 0.983 0.996 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3014 64 | a = yes 24 2622 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5656 98.812 % Incorrectly Classified Instances 68 1.188 % Kappa statistic 0.9761 Mean absolute error 0.0182 Root mean squared error 0.1017 Relative absolute error 3.6628 % Root relative squared error 20.4029 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.009 0.992 0.986 0.989 0.997 yes 0.991 0.014 0.984 0.991 0.987 0.997 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3035 43 | a = yes 25 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5641 98.55 % Incorrectly Classified Instances 83 1.45 % Kappa statistic 0.9709 Mean absolute error 0.0169 Root mean squared error 0.1126 Relative absolute error 3.3962 % Root relative squared error 22.589 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.008 0.993 0.98 0.986 0.996 yes 0.992 0.02 0.977 0.992 0.984 0.996 no Weighted Avg. 0.985 0.014 0.986 0.985 0.986 0.996 === Confusion Matrix === a b <-- classified as 3017 62 | a = yes 21 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5644 98.6024 % Incorrectly Classified Instances 80 1.3976 % Kappa statistic 0.9719 Mean absolute error 0.0179 Root mean squared error 0.1111 Relative absolute error 3.5996 % Root relative squared error 22.2767 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.007 0.994 0.98 0.987 0.994 yes 0.993 0.02 0.977 0.993 0.985 0.994 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3018 61 | a = yes 19 2626 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5649 98.6897 % Incorrectly Classified Instances 75 1.3103 % Kappa statistic 0.9737 Mean absolute error 0.0174 Root mean squared error 0.1076 Relative absolute error 3.5028 % Root relative squared error 21.5824 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.005 0.995 0.98 0.988 0.995 yes 0.995 0.02 0.977 0.995 0.986 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3018 61 | a = yes 14 2631 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5636 98.4454 % Incorrectly Classified Instances 89 1.5546 % Kappa statistic 0.9688 Mean absolute error 0.0201 Root mean squared error 0.1105 Relative absolute error 4.0503 % Root relative squared error 22.159 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.005 0.996 0.975 0.985 0.997 yes 0.995 0.025 0.972 0.995 0.983 0.997 no Weighted Avg. 0.984 0.014 0.985 0.984 0.984 0.997 === Confusion Matrix === a b <-- classified as 3002 77 | a = yes 12 2634 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5636 98.4454 % Incorrectly Classified Instances 89 1.5546 % Kappa statistic 0.9688 Mean absolute error 0.0204 Root mean squared error 0.1172 Relative absolute error 4.094 % Root relative squared error 23.5121 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.008 0.993 0.978 0.985 0.993 yes 0.992 0.022 0.975 0.992 0.983 0.993 no Weighted Avg. 0.984 0.015 0.985 0.984 0.984 0.993 === Confusion Matrix === a b <-- classified as 3012 67 | a = yes 22 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5637 98.4629 % Incorrectly Classified Instances 88 1.5371 % Kappa statistic 0.9691 Mean absolute error 0.0197 Root mean squared error 0.1131 Relative absolute error 3.959 % Root relative squared error 22.6778 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.01 0.991 0.98 0.986 0.996 yes 0.99 0.02 0.977 0.99 0.983 0.996 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3018 61 | a = yes 27 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5649 98.6725 % Incorrectly Classified Instances 76 1.3275 % Kappa statistic 0.9733 Mean absolute error 0.0161 Root mean squared error 0.1086 Relative absolute error 3.2466 % Root relative squared error 21.788 % Total Number of Instances 5725 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.006 0.994 0.981 0.988 0.995 yes 0.994 0.019 0.978 0.994 0.986 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3020 59 | a = yes 17 2629 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5644 98.6024 % Incorrectly Classified Instances 80 1.3976 % Kappa statistic 0.9719 Mean absolute error 0.0199 Root mean squared error 0.1097 Relative absolute error 3.9973 % Root relative squared error 21.9986 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.007 0.994 0.98 0.987 0.994 yes 0.993 0.02 0.977 0.993 0.985 0.994 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3017 62 | a = yes 18 2627 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5642 98.5674 % Incorrectly Classified Instances 82 1.4326 % Kappa statistic 0.9712 Mean absolute error 0.02 Root mean squared error 0.1127 Relative absolute error 4.0203 % Root relative squared error 22.609 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.006 0.995 0.978 0.987 0.996 yes 0.994 0.022 0.975 0.994 0.985 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3012 67 | a = yes 15 2630 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5627 98.3054 % Incorrectly Classified Instances 97 1.6946 % Kappa statistic 0.966 Mean absolute error 0.0211 Root mean squared error 0.1206 Relative absolute error 4.246 % Root relative squared error 24.1961 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.009 0.992 0.976 0.984 0.993 yes 0.991 0.024 0.973 0.991 0.982 0.993 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.993 === Confusion Matrix === a b <-- classified as 3005 74 | a = yes 23 2622 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5628 98.3229 % Incorrectly Classified Instances 96 1.6771 % Kappa statistic 0.9663 Mean absolute error 0.0213 Root mean squared error 0.1194 Relative absolute error 4.282 % Root relative squared error 23.941 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.009 0.992 0.977 0.984 0.995 yes 0.991 0.023 0.974 0.991 0.982 0.995 no Weighted Avg. 0.983 0.016 0.983 0.983 0.983 0.995 === Confusion Matrix === a b <-- classified as 3007 71 | a = yes 25 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5639 98.515 % Incorrectly Classified Instances 85 1.485 % Kappa statistic 0.9702 Mean absolute error 0.0202 Root mean squared error 0.1128 Relative absolute error 4.0689 % Root relative squared error 22.6177 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.01 0.991 0.981 0.986 0.995 yes 0.99 0.019 0.978 0.99 0.984 0.995 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3020 58 | a = yes 27 2619 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5644 98.6024 % Incorrectly Classified Instances 80 1.3976 % Kappa statistic 0.9719 Mean absolute error 0.0242 Root mean squared error 0.1098 Relative absolute error 4.8586 % Root relative squared error 22.0228 % Total Number of Instances 5724 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.008 0.993 0.981 0.987 0.995 yes 0.992 0.019 0.978 0.992 0.985 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3018 60 | a = yes 20 2626 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 11 RUN: 0 FOLD: 0 Correctly Classified Instances 5912 98.5826 % Incorrectly Classified Instances 85 1.4174 % Kappa statistic 0.9712 Mean absolute error 0.0178 Root mean squared error 0.1071 Relative absolute error 3.6187 % Root relative squared error 21.6236 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.014 0.989 0.986 0.987 0.996 yes 0.986 0.014 0.981 0.986 0.984 0.996 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3351 49 | a = yes 36 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5914 98.616 % Incorrectly Classified Instances 83 1.384 % Kappa statistic 0.9719 Mean absolute error 0.017 Root mean squared error 0.1094 Relative absolute error 3.4612 % Root relative squared error 22.071 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.008 0.993 0.982 0.988 0.995 yes 0.992 0.018 0.977 0.992 0.984 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3339 61 | a = yes 22 2575 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5911 98.5659 % Incorrectly Classified Instances 86 1.4341 % Kappa statistic 0.9708 Mean absolute error 0.0188 Root mean squared error 0.1096 Relative absolute error 3.8191 % Root relative squared error 22.1203 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.015 0.989 0.986 0.987 0.997 yes 0.985 0.014 0.982 0.985 0.983 0.997 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.997 === Confusion Matrix === a b <-- classified as 3351 48 | a = yes 38 2560 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5910 98.5493 % Incorrectly Classified Instances 87 1.4507 % Kappa statistic 0.9705 Mean absolute error 0.0185 Root mean squared error 0.1141 Relative absolute error 3.7737 % Root relative squared error 23.0238 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.013 0.99 0.985 0.987 0.996 yes 0.987 0.015 0.98 0.987 0.983 0.996 no Weighted Avg. 0.985 0.014 0.986 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3347 52 | a = yes 35 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5915 98.6326 % Incorrectly Classified Instances 82 1.3674 % Kappa statistic 0.9721 Mean absolute error 0.0164 Root mean squared error 0.112 Relative absolute error 3.332 % Root relative squared error 22.5945 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.017 0.987 0.989 0.988 0.995 yes 0.983 0.011 0.986 0.983 0.984 0.995 no Weighted Avg. 0.986 0.015 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3362 37 | a = yes 45 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5920 98.716 % Incorrectly Classified Instances 77 1.284 % Kappa statistic 0.9739 Mean absolute error 0.0166 Root mean squared error 0.1067 Relative absolute error 3.3776 % Root relative squared error 21.5292 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.012 0.991 0.986 0.989 0.996 yes 0.988 0.014 0.982 0.988 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3353 46 | a = yes 31 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5916 98.6493 % Incorrectly Classified Instances 81 1.3507 % Kappa statistic 0.9725 Mean absolute error 0.0147 Root mean squared error 0.1089 Relative absolute error 2.9921 % Root relative squared error 21.9691 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.013 0.99 0.986 0.988 0.996 yes 0.987 0.014 0.982 0.987 0.984 0.996 no Weighted Avg. 0.986 0.013 0.987 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3353 46 | a = yes 35 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5923 98.766 % Incorrectly Classified Instances 74 1.234 % Kappa statistic 0.9749 Mean absolute error 0.0138 Root mean squared error 0.1039 Relative absolute error 2.8176 % Root relative squared error 20.9616 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.013 0.99 0.988 0.989 0.997 yes 0.987 0.012 0.985 0.987 0.986 0.997 no Weighted Avg. 0.988 0.013 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3359 40 | a = yes 34 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5917 98.666 % Incorrectly Classified Instances 80 1.334 % Kappa statistic 0.9729 Mean absolute error 0.0166 Root mean squared error 0.105 Relative absolute error 3.3728 % Root relative squared error 21.1818 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.012 0.991 0.986 0.988 0.996 yes 0.988 0.014 0.982 0.988 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3351 48 | a = yes 32 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5935 98.9827 % Incorrectly Classified Instances 61 1.0173 % Kappa statistic 0.9793 Mean absolute error 0.0142 Root mean squared error 0.0954 Relative absolute error 2.8875 % Root relative squared error 19.2573 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.015 0.989 0.993 0.991 0.997 yes 0.985 0.007 0.991 0.985 0.988 0.997 no Weighted Avg. 0.99 0.011 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 3376 23 | a = yes 38 2559 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5913 98.5993 % Incorrectly Classified Instances 84 1.4007 % Kappa statistic 0.9715 Mean absolute error 0.0195 Root mean squared error 0.1083 Relative absolute error 3.9631 % Root relative squared error 21.8548 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.009 0.993 0.982 0.988 0.996 yes 0.991 0.018 0.977 0.991 0.984 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3339 61 | a = yes 23 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5925 98.7994 % Incorrectly Classified Instances 72 1.2006 % Kappa statistic 0.9756 Mean absolute error 0.0149 Root mean squared error 0.1021 Relative absolute error 3.0242 % Root relative squared error 20.5984 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.012 0.991 0.988 0.989 0.996 yes 0.988 0.012 0.984 0.988 0.986 0.996 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3359 41 | a = yes 31 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5918 98.6827 % Incorrectly Classified Instances 79 1.3173 % Kappa statistic 0.9732 Mean absolute error 0.0184 Root mean squared error 0.1064 Relative absolute error 3.7505 % Root relative squared error 21.4759 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.009 0.993 0.984 0.988 0.996 yes 0.991 0.016 0.979 0.991 0.985 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3344 55 | a = yes 24 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5919 98.6993 % Incorrectly Classified Instances 78 1.3007 % Kappa statistic 0.9735 Mean absolute error 0.016 Root mean squared error 0.1088 Relative absolute error 3.2495 % Root relative squared error 21.9581 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.012 0.991 0.986 0.988 0.995 yes 0.988 0.014 0.982 0.988 0.985 0.995 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3351 48 | a = yes 30 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5911 98.5659 % Incorrectly Classified Instances 86 1.4341 % Kappa statistic 0.9708 Mean absolute error 0.0161 Root mean squared error 0.1125 Relative absolute error 3.2734 % Root relative squared error 22.6934 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.013 0.99 0.985 0.987 0.995 yes 0.987 0.015 0.98 0.987 0.983 0.995 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3348 51 | a = yes 35 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5916 98.6493 % Incorrectly Classified Instances 81 1.3507 % Kappa statistic 0.9725 Mean absolute error 0.017 Root mean squared error 0.1077 Relative absolute error 3.457 % Root relative squared error 21.7411 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.017 0.987 0.989 0.988 0.997 yes 0.983 0.011 0.986 0.983 0.984 0.997 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.997 === Confusion Matrix === a b <-- classified as 3363 36 | a = yes 45 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5917 98.666 % Incorrectly Classified Instances 80 1.334 % Kappa statistic 0.9728 Mean absolute error 0.0155 Root mean squared error 0.1079 Relative absolute error 3.1491 % Root relative squared error 21.7837 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.014 0.989 0.987 0.988 0.997 yes 0.986 0.013 0.983 0.986 0.985 0.997 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3355 44 | a = yes 36 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5928 98.8494 % Incorrectly Classified Instances 69 1.1506 % Kappa statistic 0.9766 Mean absolute error 0.0132 Root mean squared error 0.099 Relative absolute error 2.6848 % Root relative squared error 19.9811 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.012 0.991 0.989 0.99 0.996 yes 0.988 0.011 0.985 0.988 0.987 0.996 no Weighted Avg. 0.988 0.012 0.989 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3361 38 | a = yes 31 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5925 98.7994 % Incorrectly Classified Instances 72 1.2006 % Kappa statistic 0.9756 Mean absolute error 0.0152 Root mean squared error 0.1039 Relative absolute error 3.0995 % Root relative squared error 20.9761 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.013 0.99 0.989 0.989 0.996 yes 0.987 0.011 0.985 0.987 0.986 0.996 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3360 39 | a = yes 33 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5897 98.3489 % Incorrectly Classified Instances 99 1.6511 % Kappa statistic 0.9664 Mean absolute error 0.019 Root mean squared error 0.1147 Relative absolute error 3.8756 % Root relative squared error 23.1512 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.013 0.99 0.981 0.985 0.996 yes 0.987 0.019 0.976 0.987 0.981 0.996 no Weighted Avg. 0.983 0.016 0.984 0.983 0.983 0.996 === Confusion Matrix === a b <-- classified as 3335 64 | a = yes 35 2562 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5921 98.7327 % Incorrectly Classified Instances 76 1.2673 % Kappa statistic 0.9742 Mean absolute error 0.0159 Root mean squared error 0.1056 Relative absolute error 3.2369 % Root relative squared error 21.3121 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.014 0.989 0.989 0.989 0.996 yes 0.986 0.011 0.985 0.986 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3361 39 | a = yes 37 2560 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5920 98.716 % Incorrectly Classified Instances 77 1.284 % Kappa statistic 0.9739 Mean absolute error 0.0168 Root mean squared error 0.107 Relative absolute error 3.4312 % Root relative squared error 21.5857 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.012 0.991 0.986 0.989 0.996 yes 0.988 0.014 0.982 0.988 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3354 46 | a = yes 31 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5915 98.6326 % Incorrectly Classified Instances 82 1.3674 % Kappa statistic 0.9722 Mean absolute error 0.0154 Root mean squared error 0.1098 Relative absolute error 3.1341 % Root relative squared error 22.1555 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.01 0.992 0.984 0.988 0.994 yes 0.99 0.016 0.979 0.99 0.984 0.994 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3344 55 | a = yes 27 2571 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5916 98.6493 % Incorrectly Classified Instances 81 1.3507 % Kappa statistic 0.9725 Mean absolute error 0.0177 Root mean squared error 0.1052 Relative absolute error 3.5983 % Root relative squared error 21.2222 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.019 0.986 0.991 0.988 0.997 yes 0.981 0.009 0.988 0.981 0.984 0.997 no Weighted Avg. 0.986 0.015 0.986 0.986 0.986 0.997 === Confusion Matrix === a b <-- classified as 3367 32 | a = yes 49 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5920 98.716 % Incorrectly Classified Instances 77 1.284 % Kappa statistic 0.9739 Mean absolute error 0.0142 Root mean squared error 0.1044 Relative absolute error 2.883 % Root relative squared error 21.0784 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.014 0.989 0.988 0.989 0.997 yes 0.986 0.012 0.985 0.986 0.985 0.997 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3359 40 | a = yes 37 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5907 98.4992 % Incorrectly Classified Instances 90 1.5008 % Kappa statistic 0.9694 Mean absolute error 0.0201 Root mean squared error 0.1132 Relative absolute error 4.0867 % Root relative squared error 22.8476 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.02 0.985 0.989 0.987 0.996 yes 0.98 0.011 0.985 0.98 0.983 0.996 no Weighted Avg. 0.985 0.016 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3361 38 | a = yes 52 2546 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5919 98.6993 % Incorrectly Classified Instances 78 1.3007 % Kappa statistic 0.9735 Mean absolute error 0.0162 Root mean squared error 0.1059 Relative absolute error 3.3044 % Root relative squared error 21.3756 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.017 0.987 0.99 0.989 0.996 yes 0.983 0.01 0.986 0.983 0.985 0.996 no Weighted Avg. 0.987 0.014 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3364 35 | a = yes 43 2555 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5904 98.4492 % Incorrectly Classified Instances 93 1.5508 % Kappa statistic 0.9684 Mean absolute error 0.0193 Root mean squared error 0.1169 Relative absolute error 3.9217 % Root relative squared error 23.5895 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.016 0.988 0.985 0.986 0.995 yes 0.984 0.015 0.98 0.984 0.982 0.995 no Weighted Avg. 0.984 0.016 0.985 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3347 52 | a = yes 41 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5894 98.2825 % Incorrectly Classified Instances 103 1.7175 % Kappa statistic 0.965 Mean absolute error 0.0197 Root mean squared error 0.1248 Relative absolute error 4.0064 % Root relative squared error 25.1862 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.024 0.982 0.988 0.985 0.994 yes 0.976 0.012 0.984 0.976 0.98 0.994 no Weighted Avg. 0.983 0.019 0.983 0.983 0.983 0.994 === Confusion Matrix === a b <-- classified as 3358 41 | a = yes 62 2536 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5912 98.5991 % Incorrectly Classified Instances 84 1.4009 % Kappa statistic 0.9715 Mean absolute error 0.0173 Root mean squared error 0.1105 Relative absolute error 3.5139 % Root relative squared error 22.2952 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.007 0.994 0.981 0.988 0.994 yes 0.993 0.019 0.975 0.993 0.984 0.994 no Weighted Avg. 0.986 0.012 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3334 65 | a = yes 19 2578 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5888 98.1824 % Incorrectly Classified Instances 109 1.8176 % Kappa statistic 0.963 Mean absolute error 0.0196 Root mean squared error 0.1276 Relative absolute error 3.9992 % Root relative squared error 25.7518 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.015 0.988 0.979 0.984 0.994 yes 0.985 0.021 0.973 0.985 0.979 0.994 no Weighted Avg. 0.982 0.017 0.982 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3330 70 | a = yes 39 2558 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5901 98.3992 % Incorrectly Classified Instances 96 1.6008 % Kappa statistic 0.9674 Mean absolute error 0.0185 Root mean squared error 0.1178 Relative absolute error 3.7758 % Root relative squared error 23.7696 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.019 0.986 0.986 0.986 0.996 yes 0.981 0.014 0.982 0.981 0.982 0.996 no Weighted Avg. 0.984 0.017 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3353 47 | a = yes 49 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5922 98.7494 % Incorrectly Classified Instances 75 1.2506 % Kappa statistic 0.9745 Mean absolute error 0.0148 Root mean squared error 0.1023 Relative absolute error 3.0152 % Root relative squared error 20.6352 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.012 0.991 0.987 0.989 0.997 yes 0.988 0.013 0.983 0.988 0.986 0.997 no Weighted Avg. 0.987 0.012 0.988 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3355 44 | a = yes 31 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5922 98.7494 % Incorrectly Classified Instances 75 1.2506 % Kappa statistic 0.9745 Mean absolute error 0.0143 Root mean squared error 0.105 Relative absolute error 2.9018 % Root relative squared error 21.1925 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.012 0.991 0.987 0.989 0.996 yes 0.988 0.013 0.984 0.988 0.986 0.996 no Weighted Avg. 0.987 0.012 0.988 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3356 43 | a = yes 32 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5906 98.4826 % Incorrectly Classified Instances 91 1.5174 % Kappa statistic 0.9691 Mean absolute error 0.0166 Root mean squared error 0.1132 Relative absolute error 3.3844 % Root relative squared error 22.8531 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.021 0.984 0.989 0.987 0.995 yes 0.979 0.011 0.986 0.979 0.982 0.995 no Weighted Avg. 0.985 0.016 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3362 37 | a = yes 54 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5913 98.5993 % Incorrectly Classified Instances 84 1.4007 % Kappa statistic 0.9715 Mean absolute error 0.0165 Root mean squared error 0.1093 Relative absolute error 3.359 % Root relative squared error 22.0625 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.012 0.991 0.985 0.988 0.996 yes 0.988 0.015 0.98 0.988 0.984 0.996 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3347 52 | a = yes 32 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5919 98.6993 % Incorrectly Classified Instances 78 1.3007 % Kappa statistic 0.9736 Mean absolute error 0.0166 Root mean squared error 0.1047 Relative absolute error 3.3814 % Root relative squared error 21.1354 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.009 0.993 0.984 0.988 0.997 yes 0.991 0.016 0.979 0.991 0.985 0.997 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3345 54 | a = yes 24 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5916 98.6493 % Incorrectly Classified Instances 81 1.3507 % Kappa statistic 0.9725 Mean absolute error 0.015 Root mean squared error 0.1043 Relative absolute error 3.0509 % Root relative squared error 21.0513 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.018 0.987 0.99 0.988 0.997 yes 0.982 0.01 0.986 0.982 0.984 0.997 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.997 === Confusion Matrix === a b <-- classified as 3364 35 | a = yes 46 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5920 98.716 % Incorrectly Classified Instances 77 1.284 % Kappa statistic 0.9739 Mean absolute error 0.0159 Root mean squared error 0.1057 Relative absolute error 3.2347 % Root relative squared error 21.3343 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.013 0.99 0.988 0.989 0.996 yes 0.987 0.012 0.984 0.987 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3357 42 | a = yes 35 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5923 98.7825 % Incorrectly Classified Instances 73 1.2175 % Kappa statistic 0.9752 Mean absolute error 0.0184 Root mean squared error 0.1044 Relative absolute error 3.7543 % Root relative squared error 21.0767 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.007 0.995 0.984 0.989 0.996 yes 0.993 0.016 0.979 0.993 0.986 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3344 55 | a = yes 18 2579 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5909 98.5326 % Incorrectly Classified Instances 88 1.4674 % Kappa statistic 0.9701 Mean absolute error 0.0175 Root mean squared error 0.1082 Relative absolute error 3.5661 % Root relative squared error 21.8303 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.014 0.989 0.985 0.987 0.997 yes 0.986 0.015 0.98 0.986 0.983 0.997 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.997 === Confusion Matrix === a b <-- classified as 3349 51 | a = yes 37 2560 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5902 98.4159 % Incorrectly Classified Instances 95 1.5841 % Kappa statistic 0.9678 Mean absolute error 0.0184 Root mean squared error 0.1175 Relative absolute error 3.7495 % Root relative squared error 23.7123 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.015 0.989 0.983 0.986 0.993 yes 0.985 0.017 0.978 0.985 0.982 0.993 no Weighted Avg. 0.984 0.016 0.984 0.984 0.984 0.993 === Confusion Matrix === a b <-- classified as 3343 57 | a = yes 38 2559 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5923 98.766 % Incorrectly Classified Instances 74 1.234 % Kappa statistic 0.9749 Mean absolute error 0.0166 Root mean squared error 0.105 Relative absolute error 3.3826 % Root relative squared error 21.186 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.013 0.99 0.989 0.989 0.997 yes 0.987 0.011 0.985 0.987 0.986 0.997 no Weighted Avg. 0.988 0.013 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3360 39 | a = yes 35 2563 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5926 98.8161 % Incorrectly Classified Instances 71 1.1839 % Kappa statistic 0.9759 Mean absolute error 0.015 Root mean squared error 0.1015 Relative absolute error 3.0524 % Root relative squared error 20.4811 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.009 0.993 0.986 0.99 0.997 yes 0.991 0.014 0.982 0.991 0.986 0.997 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3352 47 | a = yes 24 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5927 98.8327 % Incorrectly Classified Instances 70 1.1673 % Kappa statistic 0.9762 Mean absolute error 0.0143 Root mean squared error 0.1015 Relative absolute error 2.9142 % Root relative squared error 20.4794 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.013 0.99 0.989 0.99 0.996 yes 0.987 0.011 0.986 0.987 0.987 0.996 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3363 36 | a = yes 34 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5911 98.5659 % Incorrectly Classified Instances 86 1.4341 % Kappa statistic 0.9708 Mean absolute error 0.0172 Root mean squared error 0.1091 Relative absolute error 3.4924 % Root relative squared error 22.01 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.015 0.988 0.986 0.987 0.996 yes 0.985 0.014 0.982 0.985 0.983 0.996 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3352 47 | a = yes 39 2559 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5928 98.8494 % Incorrectly Classified Instances 69 1.1506 % Kappa statistic 0.9766 Mean absolute error 0.0134 Root mean squared error 0.0977 Relative absolute error 2.7253 % Root relative squared error 19.7129 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.013 0.99 0.989 0.99 0.997 yes 0.987 0.011 0.986 0.987 0.987 0.997 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3363 36 | a = yes 33 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5905 98.4659 % Incorrectly Classified Instances 92 1.5341 % Kappa statistic 0.9688 Mean absolute error 0.0193 Root mean squared error 0.1157 Relative absolute error 3.9367 % Root relative squared error 23.3468 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.017 0.987 0.986 0.986 0.995 yes 0.983 0.014 0.981 0.983 0.982 0.995 no Weighted Avg. 0.985 0.016 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3350 49 | a = yes 43 2555 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5922 98.7494 % Incorrectly Classified Instances 75 1.2506 % Kappa statistic 0.9745 Mean absolute error 0.0153 Root mean squared error 0.1057 Relative absolute error 3.1142 % Root relative squared error 21.3242 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.014 0.989 0.989 0.989 0.995 yes 0.986 0.011 0.985 0.986 0.986 0.995 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3360 39 | a = yes 36 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5917 98.6825 % Incorrectly Classified Instances 79 1.3175 % Kappa statistic 0.9732 Mean absolute error 0.0157 Root mean squared error 0.1067 Relative absolute error 3.193 % Root relative squared error 21.5291 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.013 0.99 0.987 0.988 0.997 yes 0.987 0.013 0.983 0.987 0.985 0.997 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3354 45 | a = yes 34 2563 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5908 98.5159 % Incorrectly Classified Instances 89 1.4841 % Kappa statistic 0.9698 Mean absolute error 0.0188 Root mean squared error 0.112 Relative absolute error 3.8351 % Root relative squared error 22.5949 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.01 0.993 0.981 0.987 0.994 yes 0.99 0.019 0.976 0.99 0.983 0.994 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3336 64 | a = yes 25 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5910 98.5493 % Incorrectly Classified Instances 87 1.4507 % Kappa statistic 0.9705 Mean absolute error 0.0176 Root mean squared error 0.1114 Relative absolute error 3.5937 % Root relative squared error 22.4751 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.01 0.992 0.982 0.987 0.995 yes 0.99 0.018 0.977 0.99 0.983 0.995 no Weighted Avg. 0.985 0.014 0.986 0.985 0.986 0.995 === Confusion Matrix === a b <-- classified as 3340 60 | a = yes 27 2570 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5918 98.6827 % Incorrectly Classified Instances 79 1.3173 % Kappa statistic 0.9732 Mean absolute error 0.0166 Root mean squared error 0.1101 Relative absolute error 3.3727 % Root relative squared error 22.2199 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.012 0.991 0.986 0.988 0.996 yes 0.988 0.014 0.982 0.988 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3352 47 | a = yes 32 2566 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5925 98.7994 % Incorrectly Classified Instances 72 1.2006 % Kappa statistic 0.9756 Mean absolute error 0.0155 Root mean squared error 0.102 Relative absolute error 3.1516 % Root relative squared error 20.5939 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.007 0.995 0.984 0.989 0.997 yes 0.993 0.016 0.979 0.993 0.986 0.997 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3345 54 | a = yes 18 2580 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5914 98.616 % Incorrectly Classified Instances 83 1.384 % Kappa statistic 0.9718 Mean absolute error 0.0188 Root mean squared error 0.105 Relative absolute error 3.8183 % Root relative squared error 21.1821 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.012 0.991 0.985 0.988 0.996 yes 0.988 0.015 0.98 0.988 0.984 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3347 52 | a = yes 31 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5913 98.5993 % Incorrectly Classified Instances 84 1.4007 % Kappa statistic 0.9715 Mean absolute error 0.0161 Root mean squared error 0.1087 Relative absolute error 3.2857 % Root relative squared error 21.943 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.01 0.992 0.983 0.988 0.996 yes 0.99 0.017 0.978 0.99 0.984 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3341 58 | a = yes 26 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5917 98.666 % Incorrectly Classified Instances 80 1.334 % Kappa statistic 0.9729 Mean absolute error 0.0176 Root mean squared error 0.107 Relative absolute error 3.5933 % Root relative squared error 21.5934 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.013 0.99 0.986 0.988 0.996 yes 0.987 0.014 0.982 0.987 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3353 46 | a = yes 34 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5914 98.616 % Incorrectly Classified Instances 83 1.384 % Kappa statistic 0.9719 Mean absolute error 0.0167 Root mean squared error 0.1063 Relative absolute error 3.4035 % Root relative squared error 21.4445 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.011 0.992 0.984 0.988 0.996 yes 0.989 0.016 0.979 0.989 0.984 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3344 55 | a = yes 28 2570 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5919 98.6993 % Incorrectly Classified Instances 78 1.3007 % Kappa statistic 0.9735 Mean absolute error 0.0178 Root mean squared error 0.107 Relative absolute error 3.6347 % Root relative squared error 21.5998 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.01 0.992 0.985 0.988 0.996 yes 0.99 0.015 0.98 0.99 0.985 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3347 52 | a = yes 26 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5899 98.3823 % Incorrectly Classified Instances 97 1.6177 % Kappa statistic 0.9671 Mean absolute error 0.0204 Root mean squared error 0.1178 Relative absolute error 4.1478 % Root relative squared error 23.7743 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.019 0.985 0.986 0.986 0.996 yes 0.981 0.014 0.982 0.981 0.981 0.996 no Weighted Avg. 0.984 0.017 0.984 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3352 47 | a = yes 50 2547 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5907 98.4992 % Incorrectly Classified Instances 90 1.5008 % Kappa statistic 0.9694 Mean absolute error 0.0198 Root mean squared error 0.1159 Relative absolute error 4.0381 % Root relative squared error 23.3956 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.022 0.984 0.99 0.987 0.996 yes 0.978 0.01 0.987 0.978 0.983 0.996 no Weighted Avg. 0.985 0.017 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3366 34 | a = yes 56 2541 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5916 98.6493 % Incorrectly Classified Instances 81 1.3507 % Kappa statistic 0.9725 Mean absolute error 0.017 Root mean squared error 0.1097 Relative absolute error 3.454 % Root relative squared error 22.1393 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.016 0.988 0.989 0.988 0.996 yes 0.984 0.011 0.985 0.984 0.984 0.996 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3361 39 | a = yes 42 2555 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5920 98.716 % Incorrectly Classified Instances 77 1.284 % Kappa statistic 0.9739 Mean absolute error 0.0177 Root mean squared error 0.1055 Relative absolute error 3.6136 % Root relative squared error 21.2966 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.013 0.99 0.987 0.989 0.997 yes 0.987 0.013 0.983 0.987 0.985 0.997 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3355 44 | a = yes 33 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5922 98.7494 % Incorrectly Classified Instances 75 1.2506 % Kappa statistic 0.9745 Mean absolute error 0.0153 Root mean squared error 0.1008 Relative absolute error 3.1194 % Root relative squared error 20.3367 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.013 0.99 0.988 0.989 0.997 yes 0.987 0.012 0.984 0.987 0.986 0.997 no Weighted Avg. 0.987 0.013 0.988 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3357 42 | a = yes 33 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5909 98.5326 % Incorrectly Classified Instances 88 1.4674 % Kappa statistic 0.9701 Mean absolute error 0.016 Root mean squared error 0.1156 Relative absolute error 3.2658 % Root relative squared error 23.3204 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.014 0.989 0.985 0.987 0.995 yes 0.986 0.015 0.98 0.986 0.983 0.995 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3347 52 | a = yes 36 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5917 98.666 % Incorrectly Classified Instances 80 1.334 % Kappa statistic 0.9729 Mean absolute error 0.0154 Root mean squared error 0.1081 Relative absolute error 3.1372 % Root relative squared error 21.8121 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.013 0.99 0.986 0.988 0.997 yes 0.987 0.014 0.982 0.987 0.985 0.997 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3352 47 | a = yes 33 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5911 98.5659 % Incorrectly Classified Instances 86 1.4341 % Kappa statistic 0.9708 Mean absolute error 0.0162 Root mean squared error 0.1109 Relative absolute error 3.3042 % Root relative squared error 22.383 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.018 0.986 0.989 0.987 0.996 yes 0.982 0.011 0.985 0.982 0.983 0.996 no Weighted Avg. 0.986 0.015 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3361 38 | a = yes 48 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5920 98.716 % Incorrectly Classified Instances 77 1.284 % Kappa statistic 0.9738 Mean absolute error 0.0153 Root mean squared error 0.1008 Relative absolute error 3.1206 % Root relative squared error 20.3407 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.016 0.988 0.989 0.989 0.997 yes 0.984 0.011 0.986 0.984 0.985 0.997 no Weighted Avg. 0.987 0.014 0.987 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3363 36 | a = yes 41 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5911 98.5659 % Incorrectly Classified Instances 86 1.4341 % Kappa statistic 0.9708 Mean absolute error 0.0172 Root mean squared error 0.1096 Relative absolute error 3.4978 % Root relative squared error 22.117 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.017 0.987 0.988 0.987 0.996 yes 0.983 0.012 0.984 0.983 0.983 0.996 no Weighted Avg. 0.986 0.015 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3358 41 | a = yes 45 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5903 98.449 % Incorrectly Classified Instances 93 1.551 % Kappa statistic 0.9684 Mean absolute error 0.0179 Root mean squared error 0.1139 Relative absolute error 3.6526 % Root relative squared error 22.9806 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.013 0.99 0.983 0.986 0.996 yes 0.987 0.017 0.978 0.987 0.982 0.996 no Weighted Avg. 0.984 0.015 0.985 0.984 0.984 0.996 === Confusion Matrix === a b <-- classified as 3341 58 | a = yes 35 2562 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5918 98.6827 % Incorrectly Classified Instances 79 1.3173 % Kappa statistic 0.9732 Mean absolute error 0.0163 Root mean squared error 0.1048 Relative absolute error 3.312 % Root relative squared error 21.1534 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.012 0.991 0.986 0.988 0.996 yes 0.988 0.014 0.981 0.988 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3350 49 | a = yes 30 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5887 98.1657 % Incorrectly Classified Instances 110 1.8343 % Kappa statistic 0.9626 Mean absolute error 0.0206 Root mean squared error 0.1228 Relative absolute error 4.2041 % Root relative squared error 24.7885 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.025 0.981 0.987 0.984 0.994 yes 0.975 0.013 0.983 0.975 0.979 0.994 no Weighted Avg. 0.982 0.02 0.982 0.982 0.982 0.994 === Confusion Matrix === a b <-- classified as 3355 44 | a = yes 66 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5916 98.6493 % Incorrectly Classified Instances 81 1.3507 % Kappa statistic 0.9724 Mean absolute error 0.0157 Root mean squared error 0.1052 Relative absolute error 3.1967 % Root relative squared error 21.2223 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.023 0.982 0.994 0.988 0.998 yes 0.977 0.006 0.992 0.977 0.984 0.998 no Weighted Avg. 0.986 0.016 0.987 0.986 0.986 0.998 === Confusion Matrix === a b <-- classified as 3379 20 | a = yes 61 2537 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5900 98.3825 % Incorrectly Classified Instances 97 1.6175 % Kappa statistic 0.967 Mean absolute error 0.0183 Root mean squared error 0.1188 Relative absolute error 3.7289 % Root relative squared error 23.98 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.021 0.984 0.988 0.986 0.995 yes 0.979 0.012 0.984 0.979 0.981 0.995 no Weighted Avg. 0.984 0.017 0.984 0.984 0.984 0.995 === Confusion Matrix === a b <-- classified as 3357 42 | a = yes 55 2543 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5915 98.6326 % Incorrectly Classified Instances 82 1.3674 % Kappa statistic 0.9721 Mean absolute error 0.017 Root mean squared error 0.1076 Relative absolute error 3.4684 % Root relative squared error 21.7173 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.017 0.987 0.989 0.988 0.996 yes 0.983 0.011 0.985 0.983 0.984 0.996 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3361 38 | a = yes 44 2554 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5918 98.6827 % Incorrectly Classified Instances 79 1.3173 % Kappa statistic 0.9732 Mean absolute error 0.0159 Root mean squared error 0.1097 Relative absolute error 3.2282 % Root relative squared error 22.1343 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.014 0.989 0.988 0.988 0.997 yes 0.986 0.012 0.984 0.986 0.985 0.997 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3357 42 | a = yes 37 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5910 98.5493 % Incorrectly Classified Instances 87 1.4507 % Kappa statistic 0.9704 Mean absolute error 0.0173 Root mean squared error 0.1095 Relative absolute error 3.5232 % Root relative squared error 22.1052 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.018 0.986 0.988 0.987 0.996 yes 0.982 0.012 0.985 0.982 0.983 0.996 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3359 40 | a = yes 47 2551 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5922 98.7494 % Incorrectly Classified Instances 75 1.2506 % Kappa statistic 0.9746 Mean absolute error 0.016 Root mean squared error 0.1021 Relative absolute error 3.2515 % Root relative squared error 20.6022 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.009 0.993 0.985 0.989 0.997 yes 0.991 0.015 0.98 0.991 0.986 0.997 no Weighted Avg. 0.987 0.012 0.988 0.987 0.988 0.997 === Confusion Matrix === a b <-- classified as 3348 52 | a = yes 23 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5907 98.4992 % Incorrectly Classified Instances 90 1.5008 % Kappa statistic 0.9694 Mean absolute error 0.018 Root mean squared error 0.1156 Relative absolute error 3.6672 % Root relative squared error 23.3232 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.019 0.985 0.988 0.987 0.995 yes 0.981 0.012 0.985 0.981 0.983 0.995 no Weighted Avg. 0.985 0.016 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3360 40 | a = yes 50 2547 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5929 98.8826 % Incorrectly Classified Instances 67 1.1174 % Kappa statistic 0.9773 Mean absolute error 0.0142 Root mean squared error 0.0983 Relative absolute error 2.8943 % Root relative squared error 19.8459 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.01 0.992 0.988 0.99 0.996 yes 0.99 0.012 0.984 0.99 0.987 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3358 41 | a = yes 26 2571 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5885 98.1324 % Incorrectly Classified Instances 112 1.8676 % Kappa statistic 0.9619 Mean absolute error 0.0202 Root mean squared error 0.1227 Relative absolute error 4.1077 % Root relative squared error 24.7605 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.029 0.978 0.989 0.984 0.995 yes 0.971 0.011 0.986 0.971 0.978 0.995 no Weighted Avg. 0.981 0.021 0.981 0.981 0.981 0.995 === Confusion Matrix === a b <-- classified as 3364 36 | a = yes 76 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5916 98.6493 % Incorrectly Classified Instances 81 1.3507 % Kappa statistic 0.9725 Mean absolute error 0.0172 Root mean squared error 0.1079 Relative absolute error 3.5114 % Root relative squared error 21.7828 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.018 0.986 0.99 0.988 0.997 yes 0.982 0.01 0.987 0.982 0.984 0.997 no Weighted Avg. 0.986 0.015 0.986 0.986 0.986 0.997 === Confusion Matrix === a b <-- classified as 3366 34 | a = yes 47 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5915 98.6326 % Incorrectly Classified Instances 82 1.3674 % Kappa statistic 0.9721 Mean absolute error 0.0176 Root mean squared error 0.107 Relative absolute error 3.5814 % Root relative squared error 21.5917 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.018 0.987 0.989 0.988 0.997 yes 0.982 0.011 0.986 0.982 0.984 0.997 no Weighted Avg. 0.986 0.015 0.986 0.986 0.986 0.997 === Confusion Matrix === a b <-- classified as 3363 36 | a = yes 46 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5920 98.716 % Incorrectly Classified Instances 77 1.284 % Kappa statistic 0.9738 Mean absolute error 0.0161 Root mean squared error 0.1078 Relative absolute error 3.2822 % Root relative squared error 21.7496 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.016 0.988 0.989 0.989 0.997 yes 0.984 0.011 0.986 0.984 0.985 0.997 no Weighted Avg. 0.987 0.014 0.987 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3363 36 | a = yes 41 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5908 98.5159 % Incorrectly Classified Instances 89 1.4841 % Kappa statistic 0.9698 Mean absolute error 0.0173 Root mean squared error 0.1122 Relative absolute error 3.5263 % Root relative squared error 22.6424 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.017 0.987 0.987 0.987 0.997 yes 0.983 0.013 0.983 0.983 0.983 0.997 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.997 === Confusion Matrix === a b <-- classified as 3355 44 | a = yes 45 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5921 98.7327 % Incorrectly Classified Instances 76 1.2673 % Kappa statistic 0.9742 Mean absolute error 0.0155 Root mean squared error 0.1041 Relative absolute error 3.1563 % Root relative squared error 21.0089 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.006 0.995 0.982 0.989 0.996 yes 0.994 0.018 0.977 0.994 0.985 0.996 no Weighted Avg. 0.987 0.011 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3339 60 | a = yes 16 2582 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5918 98.6827 % Incorrectly Classified Instances 79 1.3173 % Kappa statistic 0.9732 Mean absolute error 0.0168 Root mean squared error 0.1053 Relative absolute error 3.4135 % Root relative squared error 21.2596 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.016 0.988 0.989 0.988 0.996 yes 0.984 0.011 0.986 0.984 0.985 0.996 no Weighted Avg. 0.987 0.014 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3362 37 | a = yes 42 2556 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5916 98.6493 % Incorrectly Classified Instances 81 1.3507 % Kappa statistic 0.9725 Mean absolute error 0.0166 Root mean squared error 0.1105 Relative absolute error 3.373 % Root relative squared error 22.3047 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.014 0.989 0.987 0.988 0.995 yes 0.986 0.013 0.983 0.986 0.984 0.995 no Weighted Avg. 0.986 0.014 0.987 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3355 44 | a = yes 37 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5933 98.9328 % Incorrectly Classified Instances 64 1.0672 % Kappa statistic 0.9783 Mean absolute error 0.013 Root mean squared error 0.0964 Relative absolute error 2.6405 % Root relative squared error 19.4571 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.008 0.993 0.988 0.991 0.997 yes 0.992 0.012 0.984 0.992 0.988 0.997 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.997 === Confusion Matrix === a b <-- classified as 3357 42 | a = yes 22 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5905 98.4823 % Incorrectly Classified Instances 91 1.5177 % Kappa statistic 0.9691 Mean absolute error 0.0171 Root mean squared error 0.114 Relative absolute error 3.4728 % Root relative squared error 23.0112 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.013 0.99 0.983 0.987 0.996 yes 0.987 0.017 0.978 0.987 0.983 0.996 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.996 === Confusion Matrix === a b <-- classified as 3342 57 | a = yes 34 2563 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5918 98.6827 % Incorrectly Classified Instances 79 1.3173 % Kappa statistic 0.9732 Mean absolute error 0.0144 Root mean squared error 0.1101 Relative absolute error 2.9421 % Root relative squared error 22.2242 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.013 0.99 0.987 0.988 0.996 yes 0.987 0.013 0.983 0.987 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3354 45 | a = yes 34 2564 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5929 98.8661 % Incorrectly Classified Instances 68 1.1339 % Kappa statistic 0.9769 Mean absolute error 0.0145 Root mean squared error 0.1013 Relative absolute error 2.952 % Root relative squared error 20.4391 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.012 0.991 0.989 0.99 0.996 yes 0.988 0.011 0.985 0.988 0.987 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3361 38 | a = yes 30 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5902 98.4159 % Incorrectly Classified Instances 95 1.5841 % Kappa statistic 0.9678 Mean absolute error 0.019 Root mean squared error 0.1155 Relative absolute error 3.8738 % Root relative squared error 23.3133 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.014 0.989 0.983 0.986 0.994 yes 0.986 0.017 0.977 0.986 0.982 0.994 no Weighted Avg. 0.984 0.015 0.984 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3340 59 | a = yes 36 2562 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5911 98.5659 % Incorrectly Classified Instances 86 1.4341 % Kappa statistic 0.9708 Mean absolute error 0.0167 Root mean squared error 0.11 Relative absolute error 3.3913 % Root relative squared error 22.2058 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.009 0.993 0.982 0.987 0.996 yes 0.991 0.018 0.976 0.991 0.984 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3337 62 | a = yes 24 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5920 98.716 % Incorrectly Classified Instances 77 1.284 % Kappa statistic 0.9739 Mean absolute error 0.0153 Root mean squared error 0.1051 Relative absolute error 3.1239 % Root relative squared error 21.2074 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.006 0.995 0.982 0.989 0.998 yes 0.994 0.018 0.977 0.994 0.985 0.998 no Weighted Avg. 0.987 0.011 0.987 0.987 0.987 0.998 === Confusion Matrix === a b <-- classified as 3338 61 | a = yes 16 2582 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5915 98.6326 % Incorrectly Classified Instances 82 1.3674 % Kappa statistic 0.9722 Mean absolute error 0.0173 Root mean squared error 0.1077 Relative absolute error 3.523 % Root relative squared error 21.7256 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.012 0.991 0.985 0.988 0.996 yes 0.988 0.015 0.98 0.988 0.984 0.996 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3347 52 | a = yes 30 2568 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5904 98.4492 % Incorrectly Classified Instances 93 1.5508 % Kappa statistic 0.9685 Mean absolute error 0.0186 Root mean squared error 0.1122 Relative absolute error 3.7822 % Root relative squared error 22.6349 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.01 0.992 0.981 0.986 0.995 yes 0.99 0.019 0.975 0.99 0.982 0.995 no Weighted Avg. 0.984 0.014 0.985 0.984 0.985 0.995 === Confusion Matrix === a b <-- classified as 3333 66 | a = yes 27 2571 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5918 98.6827 % Incorrectly Classified Instances 79 1.3173 % Kappa statistic 0.9732 Mean absolute error 0.0147 Root mean squared error 0.1088 Relative absolute error 3.0027 % Root relative squared error 21.9609 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.007 0.995 0.982 0.988 0.996 yes 0.993 0.018 0.977 0.993 0.985 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3339 61 | a = yes 18 2579 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5919 98.6993 % Incorrectly Classified Instances 78 1.3007 % Kappa statistic 0.9735 Mean absolute error 0.0169 Root mean squared error 0.1065 Relative absolute error 3.4468 % Root relative squared error 21.4947 % Total Number of Instances 5997 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.012 0.991 0.986 0.988 0.996 yes 0.988 0.014 0.982 0.988 0.985 0.996 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3352 48 | a = yes 30 2567 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5921 98.7492 % Incorrectly Classified Instances 75 1.2508 % Kappa statistic 0.9746 Mean absolute error 0.0146 Root mean squared error 0.1035 Relative absolute error 2.9679 % Root relative squared error 20.8975 % Total Number of Instances 5996 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.01 0.992 0.986 0.989 0.997 yes 0.99 0.014 0.982 0.99 0.986 0.997 no Weighted Avg. 0.987 0.012 0.988 0.987 0.987 0.997 === Confusion Matrix === a b <-- classified as 3351 48 | a = yes 27 2570 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 12 RUN: 0 FOLD: 0 Correctly Classified Instances 5731 98.9468 % Incorrectly Classified Instances 61 1.0532 % Kappa statistic 0.9786 Mean absolute error 0.0142 Root mean squared error 0.0992 Relative absolute error 2.884 % Root relative squared error 19.9924 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.006 0.995 0.986 0.991 0.995 yes 0.994 0.014 0.982 0.994 0.988 0.995 no Weighted Avg. 0.989 0.01 0.99 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3206 45 | a = yes 16 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5729 98.9123 % Incorrectly Classified Instances 63 1.0877 % Kappa statistic 0.9779 Mean absolute error 0.0123 Root mean squared error 0.0982 Relative absolute error 2.4943 % Root relative squared error 19.7833 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.007 0.995 0.986 0.99 0.997 yes 0.993 0.014 0.982 0.993 0.988 0.997 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.997 === Confusion Matrix === a b <-- classified as 3205 46 | a = yes 17 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5714 98.6533 % Incorrectly Classified Instances 78 1.3467 % Kappa statistic 0.9727 Mean absolute error 0.0173 Root mean squared error 0.11 Relative absolute error 3.5077 % Root relative squared error 22.1602 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.011 0.991 0.985 0.988 0.994 yes 0.989 0.015 0.98 0.989 0.985 0.994 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 3201 50 | a = yes 28 2513 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5717 98.7051 % Incorrectly Classified Instances 75 1.2949 % Kappa statistic 0.9737 Mean absolute error 0.0171 Root mean squared error 0.107 Relative absolute error 3.4758 % Root relative squared error 21.5715 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.01 0.992 0.985 0.988 0.995 yes 0.99 0.015 0.981 0.99 0.985 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3201 50 | a = yes 25 2516 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5725 98.8432 % Incorrectly Classified Instances 67 1.1568 % Kappa statistic 0.9765 Mean absolute error 0.0159 Root mean squared error 0.1024 Relative absolute error 3.2386 % Root relative squared error 20.6402 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.009 0.993 0.987 0.99 0.996 yes 0.991 0.013 0.983 0.991 0.987 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3208 43 | a = yes 24 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5726 98.8776 % Incorrectly Classified Instances 65 1.1224 % Kappa statistic 0.9772 Mean absolute error 0.0151 Root mean squared error 0.1002 Relative absolute error 3.0694 % Root relative squared error 20.1904 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.009 0.993 0.987 0.99 0.995 yes 0.991 0.013 0.984 0.991 0.987 0.995 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3209 41 | a = yes 24 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5736 99.0503 % Incorrectly Classified Instances 55 0.9497 % Kappa statistic 0.9807 Mean absolute error 0.016 Root mean squared error 0.0936 Relative absolute error 3.2543 % Root relative squared error 18.872 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.005 0.996 0.987 0.991 0.994 yes 0.995 0.013 0.983 0.995 0.989 0.994 no Weighted Avg. 0.991 0.008 0.991 0.991 0.991 0.994 === Confusion Matrix === a b <-- classified as 3207 43 | a = yes 12 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5711 98.6185 % Incorrectly Classified Instances 80 1.3815 % Kappa statistic 0.972 Mean absolute error 0.0156 Root mean squared error 0.1111 Relative absolute error 3.165 % Root relative squared error 22.3934 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.009 0.993 0.982 0.988 0.995 yes 0.991 0.018 0.977 0.991 0.984 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3192 58 | a = yes 22 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5725 98.8603 % Incorrectly Classified Instances 66 1.1397 % Kappa statistic 0.9769 Mean absolute error 0.017 Root mean squared error 0.1014 Relative absolute error 3.4617 % Root relative squared error 20.4374 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.006 0.996 0.984 0.99 0.995 yes 0.994 0.016 0.98 0.994 0.987 0.995 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3198 52 | a = yes 14 2527 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5737 99.0675 % Incorrectly Classified Instances 54 0.9325 % Kappa statistic 0.9811 Mean absolute error 0.0128 Root mean squared error 0.0923 Relative absolute error 2.5955 % Root relative squared error 18.5939 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.005 0.996 0.987 0.992 0.996 yes 0.995 0.013 0.984 0.995 0.989 0.996 no Weighted Avg. 0.991 0.008 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 3209 41 | a = yes 13 2528 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5709 98.567 % Incorrectly Classified Instances 83 1.433 % Kappa statistic 0.9709 Mean absolute error 0.0186 Root mean squared error 0.1151 Relative absolute error 3.7702 % Root relative squared error 23.2038 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.011 0.991 0.983 0.987 0.994 yes 0.989 0.017 0.979 0.989 0.984 0.994 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3197 54 | a = yes 29 2512 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5726 98.8605 % Incorrectly Classified Instances 66 1.1395 % Kappa statistic 0.9769 Mean absolute error 0.0161 Root mean squared error 0.0997 Relative absolute error 3.279 % Root relative squared error 20.0815 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.009 0.993 0.987 0.99 0.996 yes 0.991 0.013 0.983 0.991 0.987 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3208 43 | a = yes 23 2518 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5722 98.7914 % Incorrectly Classified Instances 70 1.2086 % Kappa statistic 0.9755 Mean absolute error 0.0173 Root mean squared error 0.1023 Relative absolute error 3.5068 % Root relative squared error 20.6086 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.013 0.99 0.988 0.989 0.996 yes 0.987 0.012 0.985 0.987 0.986 0.996 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3213 38 | a = yes 32 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5720 98.7569 % Incorrectly Classified Instances 72 1.2431 % Kappa statistic 0.9748 Mean absolute error 0.0163 Root mean squared error 0.0993 Relative absolute error 3.3195 % Root relative squared error 20.0033 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.013 0.99 0.988 0.989 0.997 yes 0.987 0.012 0.985 0.987 0.986 0.997 no Weighted Avg. 0.988 0.013 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3212 39 | a = yes 33 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5717 98.7051 % Incorrectly Classified Instances 75 1.2949 % Kappa statistic 0.9737 Mean absolute error 0.0183 Root mean squared error 0.1073 Relative absolute error 3.7193 % Root relative squared error 21.6158 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.008 0.993 0.983 0.988 0.995 yes 0.992 0.017 0.979 0.992 0.985 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3197 54 | a = yes 21 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5734 99.0157 % Incorrectly Classified Instances 57 0.9843 % Kappa statistic 0.98 Mean absolute error 0.013 Root mean squared error 0.0944 Relative absolute error 2.6476 % Root relative squared error 19.0194 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.004 0.997 0.985 0.991 0.997 yes 0.996 0.015 0.981 0.996 0.989 0.997 no Weighted Avg. 0.99 0.008 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 3202 48 | a = yes 9 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5728 98.9121 % Incorrectly Classified Instances 63 1.0879 % Kappa statistic 0.9779 Mean absolute error 0.0124 Root mean squared error 0.099 Relative absolute error 2.5233 % Root relative squared error 19.9495 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.007 0.994 0.986 0.99 0.995 yes 0.993 0.014 0.982 0.993 0.988 0.995 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3205 45 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5723 98.8258 % Incorrectly Classified Instances 68 1.1742 % Kappa statistic 0.9762 Mean absolute error 0.0152 Root mean squared error 0.1035 Relative absolute error 3.0904 % Root relative squared error 20.8516 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.006 0.995 0.984 0.989 0.996 yes 0.994 0.016 0.979 0.994 0.987 0.996 no Weighted Avg. 0.988 0.01 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3197 53 | a = yes 15 2526 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5725 98.8603 % Incorrectly Classified Instances 66 1.1397 % Kappa statistic 0.9769 Mean absolute error 0.0136 Root mean squared error 0.1011 Relative absolute error 2.7599 % Root relative squared error 20.3682 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.005 0.996 0.984 0.99 0.996 yes 0.995 0.016 0.979 0.995 0.987 0.996 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3197 53 | a = yes 13 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5724 98.843 % Incorrectly Classified Instances 67 1.157 % Kappa statistic 0.9765 Mean absolute error 0.0189 Root mean squared error 0.1055 Relative absolute error 3.8414 % Root relative squared error 21.2508 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.008 0.993 0.986 0.99 0.995 yes 0.992 0.014 0.982 0.992 0.987 0.995 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3204 46 | a = yes 21 2520 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5726 98.8605 % Incorrectly Classified Instances 66 1.1395 % Kappa statistic 0.9769 Mean absolute error 0.0157 Root mean squared error 0.0995 Relative absolute error 3.1917 % Root relative squared error 20.0463 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.01 0.992 0.988 0.99 0.995 yes 0.99 0.012 0.984 0.99 0.987 0.995 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3211 40 | a = yes 26 2515 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5726 98.8605 % Incorrectly Classified Instances 66 1.1395 % Kappa statistic 0.9769 Mean absolute error 0.018 Root mean squared error 0.098 Relative absolute error 3.655 % Root relative squared error 19.7419 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.009 0.993 0.987 0.99 0.996 yes 0.991 0.013 0.983 0.991 0.987 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3208 43 | a = yes 23 2518 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5739 99.0849 % Incorrectly Classified Instances 53 0.9151 % Kappa statistic 0.9814 Mean absolute error 0.0109 Root mean squared error 0.0899 Relative absolute error 2.2174 % Root relative squared error 18.1212 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.009 0.993 0.99 0.992 0.997 yes 0.991 0.01 0.988 0.991 0.99 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 3220 31 | a = yes 22 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5739 99.0849 % Incorrectly Classified Instances 53 0.9151 % Kappa statistic 0.9814 Mean absolute error 0.0101 Root mean squared error 0.0894 Relative absolute error 2.0515 % Root relative squared error 18.0125 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.01 0.992 0.991 0.992 0.997 yes 0.99 0.009 0.989 0.99 0.99 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 3223 28 | a = yes 25 2516 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5704 98.4807 % Incorrectly Classified Instances 88 1.5193 % Kappa statistic 0.9692 Mean absolute error 0.0171 Root mean squared error 0.1164 Relative absolute error 3.4692 % Root relative squared error 23.4586 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.01 0.992 0.981 0.986 0.994 yes 0.99 0.019 0.976 0.99 0.983 0.994 no Weighted Avg. 0.985 0.014 0.985 0.985 0.985 0.994 === Confusion Matrix === a b <-- classified as 3189 62 | a = yes 26 2515 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5716 98.7049 % Incorrectly Classified Instances 75 1.2951 % Kappa statistic 0.9738 Mean absolute error 0.0197 Root mean squared error 0.1063 Relative absolute error 3.9904 % Root relative squared error 21.4167 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.006 0.996 0.981 0.988 0.994 yes 0.994 0.019 0.976 0.994 0.985 0.994 no Weighted Avg. 0.987 0.011 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 3189 61 | a = yes 14 2527 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5720 98.774 % Incorrectly Classified Instances 71 1.226 % Kappa statistic 0.9751 Mean absolute error 0.0171 Root mean squared error 0.1062 Relative absolute error 3.4757 % Root relative squared error 21.4097 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.009 0.993 0.986 0.989 0.994 yes 0.991 0.014 0.982 0.991 0.986 0.994 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.994 === Confusion Matrix === a b <-- classified as 3203 47 | a = yes 24 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5711 98.6185 % Incorrectly Classified Instances 80 1.3815 % Kappa statistic 0.972 Mean absolute error 0.0175 Root mean squared error 0.1134 Relative absolute error 3.551 % Root relative squared error 22.8485 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.01 0.992 0.983 0.988 0.995 yes 0.99 0.017 0.979 0.99 0.984 0.995 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3196 54 | a = yes 26 2515 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5713 98.6531 % Incorrectly Classified Instances 78 1.3469 % Kappa statistic 0.9727 Mean absolute error 0.0148 Root mean squared error 0.11 Relative absolute error 3.0092 % Root relative squared error 22.1723 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.006 0.995 0.981 0.988 0.993 yes 0.994 0.019 0.976 0.994 0.985 0.993 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.993 === Confusion Matrix === a b <-- classified as 3187 63 | a = yes 15 2526 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5729 98.9294 % Incorrectly Classified Instances 62 1.0706 % Kappa statistic 0.9783 Mean absolute error 0.0154 Root mean squared error 0.0993 Relative absolute error 3.1254 % Root relative squared error 20.0073 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.005 0.996 0.985 0.99 0.994 yes 0.995 0.015 0.981 0.995 0.988 0.994 no Weighted Avg. 0.989 0.009 0.989 0.989 0.989 0.994 === Confusion Matrix === a b <-- classified as 3200 50 | a = yes 12 2529 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5719 98.7396 % Incorrectly Classified Instances 73 1.2604 % Kappa statistic 0.9744 Mean absolute error 0.0204 Root mean squared error 0.1081 Relative absolute error 4.1485 % Root relative squared error 21.7819 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.008 0.993 0.984 0.989 0.994 yes 0.992 0.016 0.98 0.992 0.986 0.994 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 3199 52 | a = yes 21 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5723 98.8087 % Incorrectly Classified Instances 69 1.1913 % Kappa statistic 0.9758 Mean absolute error 0.0158 Root mean squared error 0.1013 Relative absolute error 3.2058 % Root relative squared error 20.4226 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.007 0.994 0.984 0.989 0.995 yes 0.993 0.016 0.98 0.993 0.987 0.995 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3200 51 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5726 98.8605 % Incorrectly Classified Instances 66 1.1395 % Kappa statistic 0.9769 Mean absolute error 0.0145 Root mean squared error 0.1024 Relative absolute error 2.9538 % Root relative squared error 20.6302 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.009 0.993 0.986 0.99 0.996 yes 0.991 0.014 0.983 0.991 0.987 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3207 44 | a = yes 22 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5716 98.6878 % Incorrectly Classified Instances 76 1.3122 % Kappa statistic 0.9734 Mean absolute error 0.0187 Root mean squared error 0.1088 Relative absolute error 3.7975 % Root relative squared error 21.934 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.008 0.993 0.983 0.988 0.994 yes 0.992 0.017 0.979 0.992 0.985 0.994 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 3196 55 | a = yes 21 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5729 98.9123 % Incorrectly Classified Instances 63 1.0877 % Kappa statistic 0.9779 Mean absolute error 0.0156 Root mean squared error 0.0997 Relative absolute error 3.1645 % Root relative squared error 20.095 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.006 0.995 0.986 0.99 0.995 yes 0.994 0.014 0.982 0.994 0.988 0.995 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3204 47 | a = yes 16 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5719 98.7567 % Incorrectly Classified Instances 72 1.2433 % Kappa statistic 0.9748 Mean absolute error 0.0169 Root mean squared error 0.1028 Relative absolute error 3.4304 % Root relative squared error 20.7258 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.006 0.995 0.983 0.989 0.995 yes 0.994 0.017 0.978 0.994 0.986 0.995 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3194 56 | a = yes 16 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5726 98.8776 % Incorrectly Classified Instances 65 1.1224 % Kappa statistic 0.9772 Mean absolute error 0.0149 Root mean squared error 0.0973 Relative absolute error 3.0354 % Root relative squared error 19.6161 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.008 0.993 0.986 0.99 0.997 yes 0.992 0.014 0.983 0.992 0.987 0.997 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.997 === Confusion Matrix === a b <-- classified as 3206 44 | a = yes 21 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5734 99.0157 % Incorrectly Classified Instances 57 0.9843 % Kappa statistic 0.98 Mean absolute error 0.013 Root mean squared error 0.0953 Relative absolute error 2.6296 % Root relative squared error 19.2117 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.006 0.995 0.987 0.991 0.995 yes 0.994 0.013 0.984 0.994 0.989 0.995 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 3209 41 | a = yes 16 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5726 98.8776 % Incorrectly Classified Instances 65 1.1224 % Kappa statistic 0.9772 Mean absolute error 0.0147 Root mean squared error 0.0976 Relative absolute error 2.9779 % Root relative squared error 19.666 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.007 0.995 0.985 0.99 0.997 yes 0.993 0.015 0.981 0.993 0.987 0.997 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.997 === Confusion Matrix === a b <-- classified as 3202 48 | a = yes 17 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5723 98.8258 % Incorrectly Classified Instances 68 1.1742 % Kappa statistic 0.9762 Mean absolute error 0.0144 Root mean squared error 0.0993 Relative absolute error 2.931 % Root relative squared error 20.0083 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.006 0.995 0.984 0.989 0.995 yes 0.994 0.016 0.979 0.994 0.987 0.995 no Weighted Avg. 0.988 0.01 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3197 53 | a = yes 15 2526 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5728 98.895 % Incorrectly Classified Instances 64 1.105 % Kappa statistic 0.9776 Mean absolute error 0.0127 Root mean squared error 0.1026 Relative absolute error 2.5871 % Root relative squared error 20.6719 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.005 0.996 0.984 0.99 0.995 yes 0.995 0.016 0.98 0.995 0.988 0.995 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3199 52 | a = yes 12 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5733 98.9814 % Incorrectly Classified Instances 59 1.0186 % Kappa statistic 0.9794 Mean absolute error 0.0133 Root mean squared error 0.0972 Relative absolute error 2.6994 % Root relative squared error 19.5883 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.004 0.997 0.985 0.991 0.996 yes 0.996 0.015 0.981 0.996 0.988 0.996 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 3201 50 | a = yes 9 2532 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5723 98.8087 % Incorrectly Classified Instances 69 1.1913 % Kappa statistic 0.9758 Mean absolute error 0.0132 Root mean squared error 0.1022 Relative absolute error 2.6848 % Root relative squared error 20.5862 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.007 0.994 0.985 0.989 0.996 yes 0.993 0.015 0.981 0.993 0.987 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3201 50 | a = yes 19 2522 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5720 98.7569 % Incorrectly Classified Instances 72 1.2431 % Kappa statistic 0.9748 Mean absolute error 0.0152 Root mean squared error 0.105 Relative absolute error 3.0792 % Root relative squared error 21.1531 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.005 0.996 0.982 0.989 0.996 yes 0.995 0.018 0.977 0.995 0.986 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3192 59 | a = yes 13 2528 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5733 98.9814 % Incorrectly Classified Instances 59 1.0186 % Kappa statistic 0.9793 Mean absolute error 0.0129 Root mean squared error 0.0956 Relative absolute error 2.6246 % Root relative squared error 19.2605 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.004 0.997 0.985 0.991 0.996 yes 0.996 0.015 0.981 0.996 0.988 0.996 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 3203 48 | a = yes 11 2530 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5720 98.774 % Incorrectly Classified Instances 71 1.226 % Kappa statistic 0.9751 Mean absolute error 0.0135 Root mean squared error 0.1024 Relative absolute error 2.7415 % Root relative squared error 20.635 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.006 0.995 0.983 0.989 0.997 yes 0.994 0.017 0.978 0.994 0.986 0.997 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 3194 56 | a = yes 15 2526 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5715 98.6876 % Incorrectly Classified Instances 76 1.3124 % Kappa statistic 0.9734 Mean absolute error 0.0149 Root mean squared error 0.1093 Relative absolute error 3.0354 % Root relative squared error 22.0307 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.008 0.994 0.983 0.988 0.995 yes 0.992 0.017 0.978 0.992 0.985 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3194 56 | a = yes 20 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5717 98.7222 % Incorrectly Classified Instances 74 1.2778 % Kappa statistic 0.9741 Mean absolute error 0.0158 Root mean squared error 0.1101 Relative absolute error 3.2106 % Root relative squared error 22.1885 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.007 0.994 0.983 0.989 0.993 yes 0.993 0.017 0.978 0.993 0.986 0.993 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.993 === Confusion Matrix === a b <-- classified as 3194 56 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5733 98.9984 % Incorrectly Classified Instances 58 1.0016 % Kappa statistic 0.9797 Mean absolute error 0.013 Root mean squared error 0.0953 Relative absolute error 2.646 % Root relative squared error 19.2087 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.008 0.994 0.988 0.991 0.995 yes 0.992 0.012 0.985 0.992 0.989 0.995 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 3212 38 | a = yes 20 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5720 98.774 % Incorrectly Classified Instances 71 1.226 % Kappa statistic 0.9752 Mean absolute error 0.0153 Root mean squared error 0.1052 Relative absolute error 3.1135 % Root relative squared error 21.1955 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.005 0.996 0.982 0.989 0.996 yes 0.995 0.018 0.978 0.995 0.986 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3192 58 | a = yes 13 2528 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5724 98.826 % Incorrectly Classified Instances 68 1.174 % Kappa statistic 0.9762 Mean absolute error 0.0173 Root mean squared error 0.1012 Relative absolute error 3.5104 % Root relative squared error 20.3864 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.01 0.992 0.987 0.99 0.996 yes 0.99 0.013 0.983 0.99 0.987 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3208 43 | a = yes 25 2516 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5735 99.0159 % Incorrectly Classified Instances 57 0.9841 % Kappa statistic 0.98 Mean absolute error 0.0155 Root mean squared error 0.0962 Relative absolute error 3.152 % Root relative squared error 19.3959 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.007 0.994 0.988 0.991 0.997 yes 0.993 0.012 0.985 0.993 0.989 0.997 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 3213 38 | a = yes 19 2522 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5717 98.7051 % Incorrectly Classified Instances 75 1.2949 % Kappa statistic 0.9737 Mean absolute error 0.0164 Root mean squared error 0.1067 Relative absolute error 3.3326 % Root relative squared error 21.5099 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.011 0.992 0.985 0.988 0.995 yes 0.989 0.015 0.981 0.989 0.985 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3203 48 | a = yes 27 2514 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5729 98.9123 % Incorrectly Classified Instances 63 1.0877 % Kappa statistic 0.9779 Mean absolute error 0.0125 Root mean squared error 0.0975 Relative absolute error 2.5373 % Root relative squared error 19.639 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.006 0.995 0.986 0.99 0.997 yes 0.994 0.014 0.982 0.994 0.988 0.997 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.997 === Confusion Matrix === a b <-- classified as 3204 47 | a = yes 16 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5734 98.9986 % Incorrectly Classified Instances 58 1.0014 % Kappa statistic 0.9797 Mean absolute error 0.0142 Root mean squared error 0.0967 Relative absolute error 2.8865 % Root relative squared error 19.4879 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.007 0.994 0.988 0.991 0.995 yes 0.993 0.012 0.984 0.993 0.989 0.995 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 3211 40 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5701 98.4459 % Incorrectly Classified Instances 90 1.5541 % Kappa statistic 0.9685 Mean absolute error 0.0222 Root mean squared error 0.1201 Relative absolute error 4.5105 % Root relative squared error 24.1986 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.013 0.99 0.982 0.986 0.994 yes 0.987 0.018 0.978 0.987 0.982 0.994 no Weighted Avg. 0.984 0.015 0.985 0.984 0.984 0.994 === Confusion Matrix === a b <-- classified as 3193 57 | a = yes 33 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5726 98.8776 % Incorrectly Classified Instances 65 1.1224 % Kappa statistic 0.9772 Mean absolute error 0.018 Root mean squared error 0.0981 Relative absolute error 3.6545 % Root relative squared error 19.778 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.009 0.993 0.987 0.99 0.995 yes 0.991 0.013 0.984 0.991 0.987 0.995 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3209 41 | a = yes 24 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5724 98.843 % Incorrectly Classified Instances 67 1.157 % Kappa statistic 0.9765 Mean absolute error 0.0141 Root mean squared error 0.1013 Relative absolute error 2.8673 % Root relative squared error 20.4089 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.007 0.995 0.985 0.99 0.996 yes 0.993 0.015 0.981 0.993 0.987 0.996 no Weighted Avg. 0.988 0.011 0.989 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3200 50 | a = yes 17 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5721 98.7912 % Incorrectly Classified Instances 70 1.2088 % Kappa statistic 0.9755 Mean absolute error 0.0141 Root mean squared error 0.1048 Relative absolute error 2.8657 % Root relative squared error 21.1198 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.007 0.994 0.984 0.989 0.995 yes 0.993 0.016 0.98 0.993 0.986 0.995 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3199 51 | a = yes 19 2522 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5725 98.8603 % Incorrectly Classified Instances 66 1.1397 % Kappa statistic 0.9769 Mean absolute error 0.0138 Root mean squared error 0.0973 Relative absolute error 2.8105 % Root relative squared error 19.6034 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.008 0.994 0.986 0.99 0.996 yes 0.992 0.014 0.982 0.992 0.987 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3204 46 | a = yes 20 2521 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5729 98.9123 % Incorrectly Classified Instances 63 1.0877 % Kappa statistic 0.9779 Mean absolute error 0.0144 Root mean squared error 0.0996 Relative absolute error 2.9176 % Root relative squared error 20.081 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.006 0.995 0.985 0.99 0.995 yes 0.994 0.015 0.981 0.994 0.988 0.995 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3203 48 | a = yes 15 2526 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5727 98.8778 % Incorrectly Classified Instances 65 1.1222 % Kappa statistic 0.9772 Mean absolute error 0.0133 Root mean squared error 0.0988 Relative absolute error 2.6956 % Root relative squared error 19.9128 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.009 0.993 0.987 0.99 0.995 yes 0.991 0.013 0.984 0.991 0.987 0.995 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3209 42 | a = yes 23 2518 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5728 98.895 % Incorrectly Classified Instances 64 1.105 % Kappa statistic 0.9776 Mean absolute error 0.013 Root mean squared error 0.0994 Relative absolute error 2.6336 % Root relative squared error 20.0362 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.007 0.994 0.986 0.99 0.996 yes 0.993 0.014 0.982 0.993 0.987 0.996 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3205 46 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5724 98.826 % Incorrectly Classified Instances 68 1.174 % Kappa statistic 0.9762 Mean absolute error 0.0162 Root mean squared error 0.0997 Relative absolute error 3.2897 % Root relative squared error 20.0874 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.009 0.993 0.986 0.99 0.996 yes 0.991 0.014 0.982 0.991 0.987 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3205 46 | a = yes 22 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5729 98.9123 % Incorrectly Classified Instances 63 1.0877 % Kappa statistic 0.9779 Mean absolute error 0.0147 Root mean squared error 0.0984 Relative absolute error 2.9888 % Root relative squared error 19.8265 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.007 0.994 0.986 0.99 0.995 yes 0.993 0.014 0.983 0.993 0.988 0.995 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3207 44 | a = yes 19 2522 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5710 98.6013 % Incorrectly Classified Instances 81 1.3987 % Kappa statistic 0.9716 Mean absolute error 0.0177 Root mean squared error 0.1099 Relative absolute error 3.604 % Root relative squared error 22.1444 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.012 0.991 0.984 0.987 0.996 yes 0.988 0.016 0.98 0.988 0.984 0.996 no Weighted Avg. 0.986 0.014 0.986 0.986 0.986 0.996 === Confusion Matrix === a b <-- classified as 3199 51 | a = yes 30 2511 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5716 98.7049 % Incorrectly Classified Instances 75 1.2951 % Kappa statistic 0.9737 Mean absolute error 0.0163 Root mean squared error 0.1054 Relative absolute error 3.3151 % Root relative squared error 21.242 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.007 0.994 0.982 0.988 0.996 yes 0.993 0.018 0.978 0.993 0.985 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3193 57 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5716 98.7049 % Incorrectly Classified Instances 75 1.2951 % Kappa statistic 0.9738 Mean absolute error 0.0175 Root mean squared error 0.1078 Relative absolute error 3.5494 % Root relative squared error 21.723 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.005 0.996 0.981 0.988 0.995 yes 0.995 0.019 0.976 0.995 0.985 0.995 no Weighted Avg. 0.987 0.011 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3187 63 | a = yes 12 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5719 98.7567 % Incorrectly Classified Instances 72 1.2433 % Kappa statistic 0.9748 Mean absolute error 0.017 Root mean squared error 0.1035 Relative absolute error 3.4603 % Root relative squared error 20.8501 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.009 0.993 0.985 0.989 0.995 yes 0.991 0.015 0.981 0.991 0.986 0.995 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3202 48 | a = yes 24 2517 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5731 98.9639 % Incorrectly Classified Instances 60 1.0361 % Kappa statistic 0.979 Mean absolute error 0.0115 Root mean squared error 0.0933 Relative absolute error 2.3437 % Root relative squared error 18.8063 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.007 0.994 0.987 0.991 0.997 yes 0.993 0.013 0.984 0.993 0.988 0.997 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 3209 41 | a = yes 19 2522 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5722 98.7914 % Incorrectly Classified Instances 70 1.2086 % Kappa statistic 0.9755 Mean absolute error 0.0152 Root mean squared error 0.1037 Relative absolute error 3.0769 % Root relative squared error 20.8962 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.011 0.991 0.987 0.989 0.995 yes 0.989 0.013 0.984 0.989 0.986 0.995 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3209 42 | a = yes 28 2513 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5724 98.826 % Incorrectly Classified Instances 68 1.174 % Kappa statistic 0.9762 Mean absolute error 0.0171 Root mean squared error 0.1026 Relative absolute error 3.4675 % Root relative squared error 20.6728 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.012 0.99 0.989 0.99 0.996 yes 0.988 0.011 0.985 0.988 0.987 0.996 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3214 37 | a = yes 31 2510 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5726 98.8605 % Incorrectly Classified Instances 66 1.1395 % Kappa statistic 0.9769 Mean absolute error 0.0179 Root mean squared error 0.1004 Relative absolute error 3.6342 % Root relative squared error 20.2279 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.008 0.993 0.986 0.99 0.995 yes 0.992 0.014 0.982 0.992 0.987 0.995 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 3206 45 | a = yes 21 2520 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5704 98.4807 % Incorrectly Classified Instances 88 1.5193 % Kappa statistic 0.9692 Mean absolute error 0.0219 Root mean squared error 0.1133 Relative absolute error 4.4487 % Root relative squared error 22.8249 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.015 0.988 0.985 0.986 0.995 yes 0.985 0.015 0.981 0.985 0.983 0.995 no Weighted Avg. 0.985 0.015 0.985 0.985 0.985 0.995 === Confusion Matrix === a b <-- classified as 3202 49 | a = yes 39 2502 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5723 98.8087 % Incorrectly Classified Instances 69 1.1913 % Kappa statistic 0.9758 Mean absolute error 0.0154 Root mean squared error 0.1023 Relative absolute error 3.1182 % Root relative squared error 20.6216 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.01 0.992 0.987 0.989 0.995 yes 0.99 0.013 0.983 0.99 0.986 0.995 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3208 43 | a = yes 26 2515 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5725 98.8603 % Incorrectly Classified Instances 66 1.1397 % Kappa statistic 0.9769 Mean absolute error 0.0138 Root mean squared error 0.1041 Relative absolute error 2.8076 % Root relative squared error 20.979 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.007 0.995 0.985 0.99 0.994 yes 0.993 0.015 0.981 0.993 0.987 0.994 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.994 === Confusion Matrix === a b <-- classified as 3201 49 | a = yes 17 2524 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5714 98.6704 % Incorrectly Classified Instances 77 1.3296 % Kappa statistic 0.973 Mean absolute error 0.0154 Root mean squared error 0.107 Relative absolute error 3.1279 % Root relative squared error 21.5692 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.009 0.993 0.983 0.988 0.996 yes 0.991 0.017 0.979 0.991 0.985 0.996 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.996 === Confusion Matrix === a b <-- classified as 3195 55 | a = yes 22 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5723 98.8258 % Incorrectly Classified Instances 68 1.1742 % Kappa statistic 0.9762 Mean absolute error 0.0136 Root mean squared error 0.1032 Relative absolute error 2.7571 % Root relative squared error 20.7889 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.006 0.996 0.983 0.989 0.994 yes 0.994 0.017 0.979 0.994 0.987 0.994 no Weighted Avg. 0.988 0.01 0.988 0.988 0.988 0.994 === Confusion Matrix === a b <-- classified as 3196 54 | a = yes 14 2527 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5728 98.9121 % Incorrectly Classified Instances 63 1.0879 % Kappa statistic 0.9779 Mean absolute error 0.0132 Root mean squared error 0.0992 Relative absolute error 2.6745 % Root relative squared error 19.9927 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.005 0.996 0.984 0.99 0.996 yes 0.995 0.016 0.98 0.995 0.988 0.996 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3199 51 | a = yes 12 2529 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5737 99.0675 % Incorrectly Classified Instances 54 0.9325 % Kappa statistic 0.9811 Mean absolute error 0.0128 Root mean squared error 0.0909 Relative absolute error 2.6061 % Root relative squared error 18.3229 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.007 0.994 0.989 0.992 0.996 yes 0.993 0.011 0.986 0.993 0.989 0.996 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 3214 36 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5711 98.6015 % Incorrectly Classified Instances 81 1.3985 % Kappa statistic 0.9717 Mean absolute error 0.0177 Root mean squared error 0.1126 Relative absolute error 3.5998 % Root relative squared error 22.6934 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.007 0.994 0.981 0.987 0.995 yes 0.993 0.019 0.976 0.993 0.984 0.995 no Weighted Avg. 0.986 0.012 0.986 0.986 0.986 0.995 === Confusion Matrix === a b <-- classified as 3188 63 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5732 98.9641 % Incorrectly Classified Instances 60 1.0359 % Kappa statistic 0.979 Mean absolute error 0.0141 Root mean squared error 0.0968 Relative absolute error 2.869 % Root relative squared error 19.5146 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.008 0.994 0.988 0.991 0.997 yes 0.992 0.012 0.984 0.992 0.988 0.997 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 3211 40 | a = yes 20 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5721 98.7742 % Incorrectly Classified Instances 71 1.2258 % Kappa statistic 0.9752 Mean absolute error 0.0168 Root mean squared error 0.1042 Relative absolute error 3.4084 % Root relative squared error 20.9951 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.006 0.995 0.983 0.989 0.996 yes 0.994 0.017 0.978 0.994 0.986 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3195 56 | a = yes 15 2526 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5716 98.6878 % Incorrectly Classified Instances 76 1.3122 % Kappa statistic 0.9734 Mean absolute error 0.0148 Root mean squared error 0.1118 Relative absolute error 3 % Root relative squared error 22.5256 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.009 0.993 0.983 0.988 0.994 yes 0.991 0.017 0.979 0.991 0.985 0.994 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 3197 54 | a = yes 22 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5736 99.0331 % Incorrectly Classified Instances 56 0.9669 % Kappa statistic 0.9804 Mean absolute error 0.0152 Root mean squared error 0.0877 Relative absolute error 3.0766 % Root relative squared error 17.6718 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.008 0.994 0.989 0.991 0.997 yes 0.992 0.011 0.986 0.992 0.989 0.997 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 3215 36 | a = yes 20 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5726 98.8776 % Incorrectly Classified Instances 65 1.1224 % Kappa statistic 0.9772 Mean absolute error 0.0153 Root mean squared error 0.101 Relative absolute error 3.107 % Root relative squared error 20.3502 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.008 0.994 0.986 0.99 0.996 yes 0.992 0.014 0.982 0.992 0.987 0.996 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3205 45 | a = yes 20 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5738 99.0848 % Incorrectly Classified Instances 53 0.9152 % Kappa statistic 0.9814 Mean absolute error 0.013 Root mean squared error 0.0908 Relative absolute error 2.6443 % Root relative squared error 18.297 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.007 0.994 0.989 0.992 0.996 yes 0.993 0.011 0.986 0.993 0.99 0.996 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 3215 35 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5716 98.7049 % Incorrectly Classified Instances 75 1.2951 % Kappa statistic 0.9737 Mean absolute error 0.0182 Root mean squared error 0.1055 Relative absolute error 3.6913 % Root relative squared error 21.2698 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.01 0.992 0.985 0.988 0.995 yes 0.99 0.015 0.981 0.99 0.985 0.995 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.995 === Confusion Matrix === a b <-- classified as 3201 49 | a = yes 26 2515 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5714 98.6704 % Incorrectly Classified Instances 77 1.3296 % Kappa statistic 0.973 Mean absolute error 0.0153 Root mean squared error 0.1112 Relative absolute error 3.1003 % Root relative squared error 22.4118 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.011 0.991 0.985 0.988 0.994 yes 0.989 0.015 0.981 0.989 0.985 0.994 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 3202 48 | a = yes 29 2512 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5721 98.7912 % Incorrectly Classified Instances 70 1.2088 % Kappa statistic 0.9755 Mean absolute error 0.0185 Root mean squared error 0.1031 Relative absolute error 3.7465 % Root relative squared error 20.7721 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.011 0.991 0.987 0.989 0.995 yes 0.989 0.013 0.984 0.989 0.986 0.995 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3208 42 | a = yes 28 2513 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5711 98.6015 % Incorrectly Classified Instances 81 1.3985 % Kappa statistic 0.9717 Mean absolute error 0.0177 Root mean squared error 0.113 Relative absolute error 3.5859 % Root relative squared error 22.7681 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.006 0.995 0.98 0.987 0.992 yes 0.994 0.02 0.975 0.994 0.984 0.992 no Weighted Avg. 0.986 0.012 0.986 0.986 0.986 0.992 === Confusion Matrix === a b <-- classified as 3186 65 | a = yes 16 2525 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5719 98.7396 % Incorrectly Classified Instances 73 1.2604 % Kappa statistic 0.9744 Mean absolute error 0.0175 Root mean squared error 0.1048 Relative absolute error 3.5511 % Root relative squared error 21.1218 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.007 0.994 0.983 0.989 0.994 yes 0.993 0.017 0.979 0.993 0.986 0.994 no Weighted Avg. 0.987 0.011 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 3196 55 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5710 98.5843 % Incorrectly Classified Instances 82 1.4157 % Kappa statistic 0.9713 Mean absolute error 0.0211 Root mean squared error 0.113 Relative absolute error 4.2886 % Root relative squared error 22.7648 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.009 0.993 0.982 0.987 0.994 yes 0.991 0.018 0.977 0.991 0.984 0.994 no Weighted Avg. 0.986 0.013 0.986 0.986 0.986 0.994 === Confusion Matrix === a b <-- classified as 3191 60 | a = yes 22 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5724 98.826 % Incorrectly Classified Instances 68 1.174 % Kappa statistic 0.9762 Mean absolute error 0.0179 Root mean squared error 0.0998 Relative absolute error 3.63 % Root relative squared error 20.1083 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.007 0.994 0.985 0.989 0.995 yes 0.993 0.015 0.981 0.993 0.987 0.995 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3201 50 | a = yes 18 2523 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5732 98.9641 % Incorrectly Classified Instances 60 1.0359 % Kappa statistic 0.979 Mean absolute error 0.0133 Root mean squared error 0.0958 Relative absolute error 2.7085 % Root relative squared error 19.3053 % Total Number of Instances 5792 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.008 0.994 0.988 0.991 0.996 yes 0.992 0.012 0.984 0.992 0.988 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 3211 40 | a = yes 20 2521 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5729 98.9294 % Incorrectly Classified Instances 62 1.0706 % Kappa statistic 0.9783 Mean absolute error 0.0149 Root mean squared error 0.0968 Relative absolute error 3.0219 % Root relative squared error 19.5006 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.01 0.992 0.989 0.99 0.996 yes 0.99 0.011 0.986 0.99 0.988 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 3214 36 | a = yes 26 2515 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5721 98.7912 % Incorrectly Classified Instances 70 1.2088 % Kappa statistic 0.9755 Mean absolute error 0.0183 Root mean squared error 0.103 Relative absolute error 3.7238 % Root relative squared error 20.7608 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.013 0.99 0.988 0.989 0.995 yes 0.987 0.012 0.985 0.987 0.986 0.995 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3212 38 | a = yes 32 2509 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5715 98.6876 % Incorrectly Classified Instances 76 1.3124 % Kappa statistic 0.9734 Mean absolute error 0.0181 Root mean squared error 0.1061 Relative absolute error 3.666 % Root relative squared error 21.3775 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.013 0.99 0.987 0.988 0.994 yes 0.987 0.013 0.983 0.987 0.985 0.994 no Weighted Avg. 0.987 0.013 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 3207 43 | a = yes 33 2508 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5722 98.8085 % Incorrectly Classified Instances 69 1.1915 % Kappa statistic 0.9758 Mean absolute error 0.0156 Root mean squared error 0.1021 Relative absolute error 3.1718 % Root relative squared error 20.5773 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.009 0.993 0.986 0.989 0.995 yes 0.991 0.014 0.982 0.991 0.986 0.995 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 3203 47 | a = yes 22 2519 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5720 98.774 % Incorrectly Classified Instances 71 1.226 % Kappa statistic 0.9751 Mean absolute error 0.0221 Root mean squared error 0.1043 Relative absolute error 4.4805 % Root relative squared error 21.0178 % Total Number of Instances 5791 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.011 0.991 0.987 0.989 0.996 yes 0.989 0.013 0.984 0.989 0.986 0.996 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 3208 42 | a = yes 29 2512 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 13 RUN: 0 FOLD: 0 Correctly Classified Instances 5833 97.7216 % Incorrectly Classified Instances 136 2.2784 % Kappa statistic 0.954 Mean absolute error 0.0283 Root mean squared error 0.1363 Relative absolute error 5.7111 % Root relative squared error 27.3995 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.018 0.985 0.973 0.979 0.995 yes 0.982 0.027 0.968 0.982 0.975 0.995 no Weighted Avg. 0.977 0.022 0.977 0.977 0.977 0.995 === Confusion Matrix === a b <-- classified as 3193 87 | a = yes 49 2640 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5835 97.7714 % Incorrectly Classified Instances 133 2.2286 % Kappa statistic 0.955 Mean absolute error 0.0286 Root mean squared error 0.1338 Relative absolute error 5.7715 % Root relative squared error 26.8949 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.026 0.979 0.981 0.98 0.995 yes 0.974 0.019 0.977 0.974 0.975 0.995 no Weighted Avg. 0.978 0.023 0.978 0.978 0.978 0.995 === Confusion Matrix === a b <-- classified as 3217 63 | a = yes 70 2618 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5847 97.9725 % Incorrectly Classified Instances 121 2.0275 % Kappa statistic 0.9591 Mean absolute error 0.0256 Root mean squared error 0.1316 Relative absolute error 5.1802 % Root relative squared error 26.4565 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.019 0.984 0.979 0.982 0.994 yes 0.981 0.021 0.974 0.981 0.978 0.994 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3211 69 | a = yes 52 2636 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5828 97.6542 % Incorrectly Classified Instances 140 2.3458 % Kappa statistic 0.9526 Mean absolute error 0.0287 Root mean squared error 0.1372 Relative absolute error 5.7932 % Root relative squared error 27.586 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.027 0.978 0.98 0.979 0.992 yes 0.973 0.02 0.975 0.973 0.974 0.992 no Weighted Avg. 0.977 0.024 0.977 0.977 0.977 0.992 === Confusion Matrix === a b <-- classified as 3213 67 | a = yes 73 2615 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5840 97.8552 % Incorrectly Classified Instances 128 2.1448 % Kappa statistic 0.9567 Mean absolute error 0.0263 Root mean squared error 0.1328 Relative absolute error 5.3032 % Root relative squared error 26.6986 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.024 0.98 0.981 0.98 0.994 yes 0.976 0.019 0.977 0.976 0.976 0.994 no Weighted Avg. 0.979 0.022 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3217 63 | a = yes 65 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5828 97.6542 % Incorrectly Classified Instances 140 2.3458 % Kappa statistic 0.9527 Mean absolute error 0.0302 Root mean squared error 0.1399 Relative absolute error 6.1066 % Root relative squared error 28.1206 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.02 0.983 0.974 0.979 0.993 yes 0.98 0.026 0.968 0.98 0.974 0.993 no Weighted Avg. 0.977 0.023 0.977 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3194 86 | a = yes 54 2634 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5824 97.5871 % Incorrectly Classified Instances 144 2.4129 % Kappa statistic 0.9513 Mean absolute error 0.0314 Root mean squared error 0.144 Relative absolute error 6.336 % Root relative squared error 28.9439 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.027 0.978 0.978 0.978 0.991 yes 0.973 0.022 0.974 0.973 0.973 0.991 no Weighted Avg. 0.976 0.025 0.976 0.976 0.976 0.991 === Confusion Matrix === a b <-- classified as 3208 71 | a = yes 73 2616 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5836 97.7882 % Incorrectly Classified Instances 132 2.2118 % Kappa statistic 0.9553 Mean absolute error 0.0288 Root mean squared error 0.135 Relative absolute error 5.8262 % Root relative squared error 27.136 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.032 0.974 0.986 0.98 0.995 yes 0.968 0.014 0.982 0.968 0.975 0.995 no Weighted Avg. 0.978 0.024 0.978 0.978 0.978 0.995 === Confusion Matrix === a b <-- classified as 3232 47 | a = yes 85 2604 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5827 97.6374 % Incorrectly Classified Instances 141 2.3626 % Kappa statistic 0.9522 Mean absolute error 0.0314 Root mean squared error 0.1368 Relative absolute error 6.3409 % Root relative squared error 27.5021 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.032 0.974 0.984 0.979 0.994 yes 0.968 0.016 0.98 0.968 0.974 0.994 no Weighted Avg. 0.976 0.025 0.976 0.976 0.976 0.994 === Confusion Matrix === a b <-- classified as 3225 54 | a = yes 87 2602 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5814 97.4196 % Incorrectly Classified Instances 154 2.5804 % Kappa statistic 0.9479 Mean absolute error 0.0327 Root mean squared error 0.1438 Relative absolute error 6.6073 % Root relative squared error 28.9008 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.032 0.974 0.979 0.977 0.992 yes 0.968 0.021 0.974 0.968 0.971 0.992 no Weighted Avg. 0.974 0.027 0.974 0.974 0.974 0.992 === Confusion Matrix === a b <-- classified as 3210 69 | a = yes 85 2604 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5825 97.5875 % Incorrectly Classified Instances 144 2.4125 % Kappa statistic 0.9514 Mean absolute error 0.0317 Root mean squared error 0.1439 Relative absolute error 6.4034 % Root relative squared error 28.9226 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.016 0.986 0.97 0.978 0.992 yes 0.984 0.03 0.964 0.984 0.974 0.992 no Weighted Avg. 0.976 0.023 0.976 0.976 0.976 0.992 === Confusion Matrix === a b <-- classified as 3180 100 | a = yes 44 2645 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5819 97.5034 % Incorrectly Classified Instances 149 2.4966 % Kappa statistic 0.9497 Mean absolute error 0.0311 Root mean squared error 0.1449 Relative absolute error 6.2846 % Root relative squared error 29.1201 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.018 0.985 0.97 0.977 0.992 yes 0.982 0.03 0.963 0.982 0.973 0.992 no Weighted Avg. 0.975 0.024 0.975 0.975 0.975 0.992 === Confusion Matrix === a b <-- classified as 3180 100 | a = yes 49 2639 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5850 98.0228 % Incorrectly Classified Instances 118 1.9772 % Kappa statistic 0.9601 Mean absolute error 0.0281 Root mean squared error 0.1271 Relative absolute error 5.682 % Root relative squared error 25.5466 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.021 0.983 0.981 0.982 0.995 yes 0.979 0.019 0.977 0.979 0.978 0.995 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.995 === Confusion Matrix === a b <-- classified as 3219 61 | a = yes 57 2631 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5836 97.7882 % Incorrectly Classified Instances 132 2.2118 % Kappa statistic 0.9553 Mean absolute error 0.0271 Root mean squared error 0.1394 Relative absolute error 5.4696 % Root relative squared error 28.0176 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.033 0.974 0.987 0.98 0.993 yes 0.967 0.013 0.983 0.967 0.975 0.993 no Weighted Avg. 0.978 0.024 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3236 44 | a = yes 88 2600 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5825 97.6039 % Incorrectly Classified Instances 143 2.3961 % Kappa statistic 0.9516 Mean absolute error 0.0304 Root mean squared error 0.141 Relative absolute error 6.1313 % Root relative squared error 28.3335 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.031 0.975 0.982 0.978 0.993 yes 0.969 0.018 0.977 0.969 0.973 0.993 no Weighted Avg. 0.976 0.025 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3220 60 | a = yes 83 2605 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5828 97.6542 % Incorrectly Classified Instances 140 2.3458 % Kappa statistic 0.9527 Mean absolute error 0.028 Root mean squared error 0.14 Relative absolute error 5.6561 % Root relative squared error 28.1325 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.02 0.983 0.974 0.979 0.994 yes 0.98 0.026 0.968 0.98 0.974 0.994 no Weighted Avg. 0.977 0.023 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3194 86 | a = yes 54 2634 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5817 97.4698 % Incorrectly Classified Instances 151 2.5302 % Kappa statistic 0.9489 Mean absolute error 0.0309 Root mean squared error 0.1436 Relative absolute error 6.2421 % Root relative squared error 28.8655 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.031 0.975 0.98 0.977 0.994 yes 0.969 0.02 0.975 0.969 0.972 0.994 no Weighted Avg. 0.975 0.026 0.975 0.975 0.975 0.994 === Confusion Matrix === a b <-- classified as 3212 67 | a = yes 84 2605 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5830 97.6877 % Incorrectly Classified Instances 138 2.3123 % Kappa statistic 0.9532 Mean absolute error 0.0292 Root mean squared error 0.1358 Relative absolute error 5.8946 % Root relative squared error 27.3023 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.033 0.973 0.985 0.979 0.993 yes 0.967 0.015 0.981 0.967 0.974 0.993 no Weighted Avg. 0.977 0.025 0.977 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3229 50 | a = yes 88 2601 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5847 97.9725 % Incorrectly Classified Instances 121 2.0275 % Kappa statistic 0.959 Mean absolute error 0.0255 Root mean squared error 0.1295 Relative absolute error 5.1538 % Root relative squared error 26.0374 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.028 0.977 0.986 0.982 0.995 yes 0.972 0.014 0.983 0.972 0.977 0.995 no Weighted Avg. 0.98 0.022 0.98 0.98 0.98 0.995 === Confusion Matrix === a b <-- classified as 3233 46 | a = yes 75 2614 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5817 97.4698 % Incorrectly Classified Instances 151 2.5302 % Kappa statistic 0.9489 Mean absolute error 0.0315 Root mean squared error 0.1399 Relative absolute error 6.3677 % Root relative squared error 28.1125 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.032 0.974 0.98 0.977 0.993 yes 0.968 0.02 0.975 0.968 0.972 0.993 no Weighted Avg. 0.975 0.026 0.975 0.975 0.975 0.993 === Confusion Matrix === a b <-- classified as 3213 66 | a = yes 85 2604 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5838 97.8053 % Incorrectly Classified Instances 131 2.1947 % Kappa statistic 0.9557 Mean absolute error 0.0312 Root mean squared error 0.1355 Relative absolute error 6.3005 % Root relative squared error 27.2383 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.023 0.981 0.979 0.98 0.995 yes 0.977 0.021 0.974 0.977 0.976 0.995 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.995 === Confusion Matrix === a b <-- classified as 3210 70 | a = yes 61 2628 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5836 97.7882 % Incorrectly Classified Instances 132 2.2118 % Kappa statistic 0.9553 Mean absolute error 0.0313 Root mean squared error 0.1347 Relative absolute error 6.3303 % Root relative squared error 27.0718 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.022 0.982 0.977 0.98 0.994 yes 0.978 0.023 0.973 0.978 0.976 0.994 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3206 74 | a = yes 58 2630 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5818 97.4866 % Incorrectly Classified Instances 150 2.5134 % Kappa statistic 0.9493 Mean absolute error 0.0318 Root mean squared error 0.1432 Relative absolute error 6.4133 % Root relative squared error 28.7851 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.023 0.981 0.973 0.977 0.994 yes 0.977 0.027 0.967 0.977 0.972 0.994 no Weighted Avg. 0.975 0.025 0.975 0.975 0.975 0.994 === Confusion Matrix === a b <-- classified as 3191 89 | a = yes 61 2627 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5832 97.7212 % Incorrectly Classified Instances 136 2.2788 % Kappa statistic 0.954 Mean absolute error 0.0294 Root mean squared error 0.1412 Relative absolute error 5.9355 % Root relative squared error 28.3797 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.019 0.985 0.974 0.979 0.991 yes 0.981 0.026 0.968 0.981 0.975 0.991 no Weighted Avg. 0.977 0.022 0.977 0.977 0.977 0.991 === Confusion Matrix === a b <-- classified as 3194 86 | a = yes 50 2638 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5836 97.7882 % Incorrectly Classified Instances 132 2.2118 % Kappa statistic 0.9554 Mean absolute error 0.0292 Root mean squared error 0.1369 Relative absolute error 5.9072 % Root relative squared error 27.5204 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.01 0.991 0.968 0.98 0.995 yes 0.99 0.032 0.962 0.99 0.976 0.995 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.995 === Confusion Matrix === a b <-- classified as 3176 104 | a = yes 28 2660 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5830 97.6877 % Incorrectly Classified Instances 138 2.3123 % Kappa statistic 0.9533 Mean absolute error 0.031 Root mean squared error 0.1377 Relative absolute error 6.2708 % Root relative squared error 27.6665 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.025 0.979 0.979 0.979 0.994 yes 0.975 0.021 0.974 0.975 0.974 0.994 no Weighted Avg. 0.977 0.024 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3210 70 | a = yes 68 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5841 97.872 % Incorrectly Classified Instances 127 2.128 % Kappa statistic 0.957 Mean absolute error 0.0268 Root mean squared error 0.1346 Relative absolute error 5.4073 % Root relative squared error 27.0514 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.02 0.984 0.977 0.981 0.992 yes 0.98 0.023 0.973 0.98 0.976 0.992 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.992 === Confusion Matrix === a b <-- classified as 3205 74 | a = yes 53 2636 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5849 98.006 % Incorrectly Classified Instances 119 1.994 % Kappa statistic 0.9598 Mean absolute error 0.0291 Root mean squared error 0.1286 Relative absolute error 5.8754 % Root relative squared error 25.8516 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.019 0.985 0.979 0.982 0.994 yes 0.981 0.021 0.975 0.981 0.978 0.994 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3210 69 | a = yes 50 2639 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5840 97.8552 % Incorrectly Classified Instances 128 2.1448 % Kappa statistic 0.9567 Mean absolute error 0.0277 Root mean squared error 0.1323 Relative absolute error 5.5881 % Root relative squared error 26.5972 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.021 0.983 0.978 0.98 0.996 yes 0.979 0.022 0.974 0.979 0.976 0.996 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.996 === Confusion Matrix === a b <-- classified as 3208 71 | a = yes 57 2632 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5813 97.4028 % Incorrectly Classified Instances 155 2.5972 % Kappa statistic 0.9476 Mean absolute error 0.0374 Root mean squared error 0.1478 Relative absolute error 7.5471 % Root relative squared error 29.7121 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.021 0.982 0.97 0.976 0.992 yes 0.979 0.03 0.964 0.979 0.971 0.992 no Weighted Avg. 0.974 0.025 0.974 0.974 0.974 0.992 === Confusion Matrix === a b <-- classified as 3181 98 | a = yes 57 2632 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5838 97.8053 % Incorrectly Classified Instances 131 2.1947 % Kappa statistic 0.9557 Mean absolute error 0.0313 Root mean squared error 0.1348 Relative absolute error 6.3133 % Root relative squared error 27.0992 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.025 0.979 0.981 0.98 0.992 yes 0.975 0.019 0.977 0.975 0.976 0.992 no Weighted Avg. 0.978 0.023 0.978 0.978 0.978 0.992 === Confusion Matrix === a b <-- classified as 3217 63 | a = yes 68 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5825 97.6039 % Incorrectly Classified Instances 143 2.3961 % Kappa statistic 0.9516 Mean absolute error 0.0295 Root mean squared error 0.1408 Relative absolute error 5.9657 % Root relative squared error 28.2983 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.024 0.98 0.976 0.978 0.994 yes 0.976 0.024 0.971 0.976 0.973 0.994 no Weighted Avg. 0.976 0.024 0.976 0.976 0.976 0.994 === Confusion Matrix === a b <-- classified as 3201 79 | a = yes 64 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5823 97.5704 % Incorrectly Classified Instances 145 2.4296 % Kappa statistic 0.951 Mean absolute error 0.0285 Root mean squared error 0.1444 Relative absolute error 5.756 % Root relative squared error 29.0312 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.023 0.981 0.975 0.978 0.993 yes 0.977 0.025 0.97 0.977 0.973 0.993 no Weighted Avg. 0.976 0.024 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3198 82 | a = yes 63 2625 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5833 97.7379 % Incorrectly Classified Instances 135 2.2621 % Kappa statistic 0.9543 Mean absolute error 0.0274 Root mean squared error 0.1364 Relative absolute error 5.5315 % Root relative squared error 27.4066 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.024 0.98 0.979 0.979 0.993 yes 0.976 0.021 0.974 0.976 0.975 0.993 no Weighted Avg. 0.977 0.023 0.977 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3210 70 | a = yes 65 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5845 97.939 % Incorrectly Classified Instances 123 2.061 % Kappa statistic 0.9584 Mean absolute error 0.0253 Root mean squared error 0.1308 Relative absolute error 5.1179 % Root relative squared error 26.2907 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.017 0.986 0.977 0.981 0.994 yes 0.983 0.023 0.972 0.983 0.977 0.994 no Weighted Avg. 0.979 0.02 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3203 77 | a = yes 46 2642 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5834 97.7547 % Incorrectly Classified Instances 134 2.2453 % Kappa statistic 0.9547 Mean absolute error 0.0267 Root mean squared error 0.1367 Relative absolute error 5.3829 % Root relative squared error 27.4666 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.021 0.983 0.977 0.98 0.993 yes 0.979 0.023 0.972 0.979 0.975 0.993 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3203 77 | a = yes 57 2631 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5824 97.5871 % Incorrectly Classified Instances 144 2.4129 % Kappa statistic 0.9513 Mean absolute error 0.0311 Root mean squared error 0.1407 Relative absolute error 6.2778 % Root relative squared error 28.2845 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.028 0.977 0.979 0.978 0.994 yes 0.972 0.021 0.975 0.972 0.973 0.994 no Weighted Avg. 0.976 0.025 0.976 0.976 0.976 0.994 === Confusion Matrix === a b <-- classified as 3211 68 | a = yes 76 2613 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5842 97.8887 % Incorrectly Classified Instances 126 2.1113 % Kappa statistic 0.9574 Mean absolute error 0.0262 Root mean squared error 0.1329 Relative absolute error 5.2841 % Root relative squared error 26.7199 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.021 0.983 0.979 0.981 0.994 yes 0.979 0.021 0.974 0.979 0.977 0.994 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3210 69 | a = yes 57 2632 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5841 97.872 % Incorrectly Classified Instances 127 2.128 % Kappa statistic 0.957 Mean absolute error 0.0262 Root mean squared error 0.1329 Relative absolute error 5.2916 % Root relative squared error 26.7111 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.025 0.98 0.982 0.981 0.993 yes 0.975 0.018 0.978 0.975 0.976 0.993 no Weighted Avg. 0.979 0.022 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3219 60 | a = yes 67 2622 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5798 97.1515 % Incorrectly Classified Instances 170 2.8485 % Kappa statistic 0.9424 Mean absolute error 0.0358 Root mean squared error 0.1481 Relative absolute error 7.2283 % Root relative squared error 29.7736 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.038 0.969 0.979 0.974 0.993 yes 0.962 0.021 0.974 0.962 0.968 0.993 no Weighted Avg. 0.972 0.03 0.972 0.972 0.971 0.993 === Confusion Matrix === a b <-- classified as 3211 68 | a = yes 102 2587 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5838 97.8053 % Incorrectly Classified Instances 131 2.1947 % Kappa statistic 0.9557 Mean absolute error 0.0303 Root mean squared error 0.1358 Relative absolute error 6.1107 % Root relative squared error 27.3006 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.025 0.98 0.98 0.98 0.994 yes 0.975 0.02 0.976 0.975 0.976 0.994 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3215 65 | a = yes 66 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5794 97.0845 % Incorrectly Classified Instances 174 2.9155 % Kappa statistic 0.9411 Mean absolute error 0.0388 Root mean squared error 0.1533 Relative absolute error 7.8315 % Root relative squared error 30.8146 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.032 0.973 0.973 0.973 0.993 yes 0.968 0.027 0.968 0.968 0.968 0.993 no Weighted Avg. 0.971 0.03 0.971 0.971 0.971 0.993 === Confusion Matrix === a b <-- classified as 3192 87 | a = yes 87 2602 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5827 97.6374 % Incorrectly Classified Instances 141 2.3626 % Kappa statistic 0.9523 Mean absolute error 0.0293 Root mean squared error 0.1364 Relative absolute error 5.9163 % Root relative squared error 27.4101 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.023 0.981 0.976 0.978 0.993 yes 0.977 0.024 0.971 0.977 0.974 0.993 no Weighted Avg. 0.976 0.024 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3200 79 | a = yes 62 2627 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5832 97.7212 % Incorrectly Classified Instances 136 2.2788 % Kappa statistic 0.954 Mean absolute error 0.0304 Root mean squared error 0.1353 Relative absolute error 6.1426 % Root relative squared error 27.1882 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.025 0.979 0.979 0.979 0.994 yes 0.975 0.021 0.975 0.975 0.975 0.994 no Weighted Avg. 0.977 0.023 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3211 68 | a = yes 68 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5839 97.8385 % Incorrectly Classified Instances 129 2.1615 % Kappa statistic 0.9564 Mean absolute error 0.0293 Root mean squared error 0.1354 Relative absolute error 5.9169 % Root relative squared error 27.2213 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.022 0.982 0.979 0.98 0.992 yes 0.978 0.021 0.974 0.978 0.976 0.992 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.992 === Confusion Matrix === a b <-- classified as 3209 70 | a = yes 59 2630 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5833 97.7379 % Incorrectly Classified Instances 135 2.2621 % Kappa statistic 0.9543 Mean absolute error 0.0291 Root mean squared error 0.1362 Relative absolute error 5.8682 % Root relative squared error 27.3797 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.025 0.98 0.979 0.979 0.994 yes 0.975 0.021 0.974 0.975 0.975 0.994 no Weighted Avg. 0.977 0.023 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3211 69 | a = yes 66 2622 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5834 97.7547 % Incorrectly Classified Instances 134 2.2453 % Kappa statistic 0.9546 Mean absolute error 0.0291 Root mean squared error 0.1327 Relative absolute error 5.8873 % Root relative squared error 26.6675 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.029 0.977 0.983 0.98 0.995 yes 0.971 0.017 0.979 0.971 0.975 0.995 no Weighted Avg. 0.978 0.024 0.978 0.978 0.978 0.995 === Confusion Matrix === a b <-- classified as 3223 57 | a = yes 77 2611 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5828 97.6542 % Incorrectly Classified Instances 140 2.3458 % Kappa statistic 0.9526 Mean absolute error 0.0289 Root mean squared error 0.1397 Relative absolute error 5.8448 % Root relative squared error 28.0831 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.025 0.98 0.978 0.979 0.994 yes 0.975 0.022 0.973 0.975 0.974 0.994 no Weighted Avg. 0.977 0.024 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3207 73 | a = yes 67 2621 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5836 97.7882 % Incorrectly Classified Instances 132 2.2118 % Kappa statistic 0.9553 Mean absolute error 0.0283 Root mean squared error 0.136 Relative absolute error 5.7186 % Root relative squared error 27.3263 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.026 0.978 0.981 0.98 0.994 yes 0.974 0.019 0.977 0.974 0.975 0.994 no Weighted Avg. 0.978 0.023 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3219 61 | a = yes 71 2617 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5844 97.9223 % Incorrectly Classified Instances 124 2.0777 % Kappa statistic 0.958 Mean absolute error 0.0263 Root mean squared error 0.1304 Relative absolute error 5.3039 % Root relative squared error 26.2038 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.023 0.981 0.981 0.981 0.995 yes 0.977 0.019 0.977 0.977 0.977 0.995 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.995 === Confusion Matrix === a b <-- classified as 3219 61 | a = yes 63 2625 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5826 97.6043 % Incorrectly Classified Instances 143 2.3957 % Kappa statistic 0.9516 Mean absolute error 0.032 Root mean squared error 0.1399 Relative absolute error 6.463 % Root relative squared error 28.123 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.032 0.974 0.983 0.978 0.993 yes 0.968 0.017 0.979 0.968 0.973 0.993 no Weighted Avg. 0.976 0.025 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3224 56 | a = yes 87 2602 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5845 97.939 % Incorrectly Classified Instances 123 2.061 % Kappa statistic 0.9583 Mean absolute error 0.0301 Root mean squared error 0.133 Relative absolute error 6.0801 % Root relative squared error 26.7256 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.028 0.977 0.985 0.981 0.994 yes 0.972 0.015 0.982 0.972 0.977 0.994 no Weighted Avg. 0.979 0.022 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3232 48 | a = yes 75 2613 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5811 97.3693 % Incorrectly Classified Instances 157 2.6307 % Kappa statistic 0.9468 Mean absolute error 0.032 Root mean squared error 0.1415 Relative absolute error 6.4681 % Root relative squared error 28.448 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.033 0.973 0.979 0.976 0.993 yes 0.967 0.021 0.974 0.967 0.971 0.993 no Weighted Avg. 0.974 0.027 0.974 0.974 0.974 0.993 === Confusion Matrix === a b <-- classified as 3211 69 | a = yes 88 2600 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5830 97.6877 % Incorrectly Classified Instances 138 2.3123 % Kappa statistic 0.9533 Mean absolute error 0.0291 Root mean squared error 0.1406 Relative absolute error 5.874 % Root relative squared error 28.2496 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.029 0.976 0.982 0.979 0.994 yes 0.971 0.018 0.978 0.971 0.974 0.994 no Weighted Avg. 0.977 0.024 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3221 59 | a = yes 79 2609 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5842 97.8887 % Incorrectly Classified Instances 126 2.1113 % Kappa statistic 0.9574 Mean absolute error 0.0295 Root mean squared error 0.1347 Relative absolute error 5.9576 % Root relative squared error 27.0809 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.019 0.985 0.977 0.981 0.993 yes 0.981 0.023 0.972 0.981 0.977 0.993 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3204 76 | a = yes 50 2638 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5839 97.8385 % Incorrectly Classified Instances 129 2.1615 % Kappa statistic 0.9564 Mean absolute error 0.0273 Root mean squared error 0.135 Relative absolute error 5.5176 % Root relative squared error 27.1393 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.02 0.984 0.977 0.98 0.994 yes 0.98 0.023 0.972 0.98 0.976 0.994 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3204 76 | a = yes 53 2635 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5848 97.9893 % Incorrectly Classified Instances 120 2.0107 % Kappa statistic 0.9594 Mean absolute error 0.0268 Root mean squared error 0.1277 Relative absolute error 5.4123 % Root relative squared error 25.6649 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.02 0.983 0.98 0.982 0.995 yes 0.98 0.02 0.976 0.98 0.978 0.995 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.995 === Confusion Matrix === a b <-- classified as 3214 65 | a = yes 55 2634 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5804 97.252 % Incorrectly Classified Instances 164 2.748 % Kappa statistic 0.9445 Mean absolute error 0.0323 Root mean squared error 0.1499 Relative absolute error 6.5169 % Root relative squared error 30.1316 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.03 0.975 0.975 0.975 0.994 yes 0.97 0.025 0.97 0.97 0.97 0.994 no Weighted Avg. 0.973 0.028 0.973 0.973 0.973 0.994 === Confusion Matrix === a b <-- classified as 3197 82 | a = yes 82 2607 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5816 97.4531 % Incorrectly Classified Instances 152 2.5469 % Kappa statistic 0.9485 Mean absolute error 0.032 Root mean squared error 0.1409 Relative absolute error 6.4676 % Root relative squared error 28.3205 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.036 0.971 0.983 0.977 0.993 yes 0.964 0.017 0.979 0.964 0.972 0.993 no Weighted Avg. 0.975 0.027 0.975 0.975 0.975 0.993 === Confusion Matrix === a b <-- classified as 3223 56 | a = yes 96 2593 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5844 97.9223 % Incorrectly Classified Instances 124 2.0777 % Kappa statistic 0.958 Mean absolute error 0.0269 Root mean squared error 0.13 Relative absolute error 5.4339 % Root relative squared error 26.1238 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.022 0.982 0.98 0.981 0.995 yes 0.978 0.02 0.976 0.978 0.977 0.995 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.995 === Confusion Matrix === a b <-- classified as 3213 66 | a = yes 58 2631 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5869 98.3247 % Incorrectly Classified Instances 100 1.6753 % Kappa statistic 0.9662 Mean absolute error 0.0336 Root mean squared error 0.1233 Relative absolute error 6.777 % Root relative squared error 24.7738 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.016 0.987 0.983 0.985 0.996 yes 0.984 0.017 0.979 0.984 0.981 0.996 no Weighted Avg. 0.983 0.017 0.983 0.983 0.983 0.996 === Confusion Matrix === a b <-- classified as 3223 57 | a = yes 43 2646 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5841 97.872 % Incorrectly Classified Instances 127 2.128 % Kappa statistic 0.9571 Mean absolute error 0.0293 Root mean squared error 0.1302 Relative absolute error 5.9172 % Root relative squared error 26.1665 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.017 0.986 0.976 0.981 0.994 yes 0.983 0.024 0.971 0.983 0.977 0.994 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3200 80 | a = yes 47 2641 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5813 97.4028 % Incorrectly Classified Instances 155 2.5972 % Kappa statistic 0.9476 Mean absolute error 0.0319 Root mean squared error 0.148 Relative absolute error 6.4345 % Root relative squared error 29.7392 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.018 0.985 0.968 0.976 0.992 yes 0.982 0.032 0.961 0.982 0.971 0.992 no Weighted Avg. 0.974 0.025 0.974 0.974 0.974 0.992 === Confusion Matrix === a b <-- classified as 3174 106 | a = yes 49 2639 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5826 97.6206 % Incorrectly Classified Instances 142 2.3794 % Kappa statistic 0.952 Mean absolute error 0.0313 Root mean squared error 0.1333 Relative absolute error 6.3291 % Root relative squared error 26.7887 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.024 0.98 0.976 0.978 0.996 yes 0.976 0.024 0.971 0.976 0.974 0.996 no Weighted Avg. 0.976 0.024 0.976 0.976 0.976 0.996 === Confusion Matrix === a b <-- classified as 3202 78 | a = yes 64 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5792 97.0509 % Incorrectly Classified Instances 176 2.9491 % Kappa statistic 0.9406 Mean absolute error 0.0367 Root mean squared error 0.1552 Relative absolute error 7.41 % Root relative squared error 31.1912 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.962 0.019 0.984 0.962 0.973 0.992 yes 0.981 0.038 0.955 0.981 0.968 0.992 no Weighted Avg. 0.971 0.028 0.971 0.971 0.971 0.992 === Confusion Matrix === a b <-- classified as 3155 125 | a = yes 51 2637 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5817 97.4698 % Incorrectly Classified Instances 151 2.5302 % Kappa statistic 0.949 Mean absolute error 0.034 Root mean squared error 0.1448 Relative absolute error 6.8717 % Root relative squared error 29.1028 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.02 0.983 0.971 0.977 0.991 yes 0.98 0.029 0.965 0.98 0.972 0.991 no Weighted Avg. 0.975 0.024 0.975 0.975 0.975 0.991 === Confusion Matrix === a b <-- classified as 3184 96 | a = yes 55 2633 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5836 97.7882 % Incorrectly Classified Instances 132 2.2118 % Kappa statistic 0.9554 Mean absolute error 0.0301 Root mean squared error 0.1383 Relative absolute error 6.0866 % Root relative squared error 27.7969 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.02 0.983 0.977 0.98 0.993 yes 0.98 0.023 0.972 0.98 0.976 0.993 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3202 77 | a = yes 55 2634 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5841 97.872 % Incorrectly Classified Instances 127 2.128 % Kappa statistic 0.957 Mean absolute error 0.0277 Root mean squared error 0.1343 Relative absolute error 5.5965 % Root relative squared error 26.9991 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.022 0.982 0.979 0.981 0.994 yes 0.978 0.021 0.974 0.978 0.976 0.994 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3210 69 | a = yes 58 2631 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5825 97.6039 % Incorrectly Classified Instances 143 2.3961 % Kappa statistic 0.9516 Mean absolute error 0.0307 Root mean squared error 0.1442 Relative absolute error 6.2015 % Root relative squared error 28.9862 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.029 0.976 0.98 0.978 0.992 yes 0.971 0.02 0.976 0.971 0.973 0.992 no Weighted Avg. 0.976 0.025 0.976 0.976 0.976 0.992 === Confusion Matrix === a b <-- classified as 3214 65 | a = yes 78 2611 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5842 97.8887 % Incorrectly Classified Instances 126 2.1113 % Kappa statistic 0.9573 Mean absolute error 0.0257 Root mean squared error 0.1358 Relative absolute error 5.1872 % Root relative squared error 27.2938 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.025 0.979 0.982 0.981 0.993 yes 0.975 0.018 0.978 0.975 0.977 0.993 no Weighted Avg. 0.979 0.022 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3221 58 | a = yes 68 2621 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5846 97.9394 % Incorrectly Classified Instances 123 2.0606 % Kappa statistic 0.9584 Mean absolute error 0.0275 Root mean squared error 0.1297 Relative absolute error 5.5521 % Root relative squared error 26.0609 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.019 0.985 0.978 0.981 0.995 yes 0.981 0.022 0.973 0.981 0.977 0.995 no Weighted Avg. 0.979 0.02 0.979 0.979 0.979 0.995 === Confusion Matrix === a b <-- classified as 3207 73 | a = yes 50 2639 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5841 97.872 % Incorrectly Classified Instances 127 2.128 % Kappa statistic 0.957 Mean absolute error 0.0268 Root mean squared error 0.1328 Relative absolute error 5.4116 % Root relative squared error 26.6952 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.021 0.983 0.978 0.981 0.992 yes 0.979 0.022 0.974 0.979 0.976 0.992 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.992 === Confusion Matrix === a b <-- classified as 3209 71 | a = yes 56 2632 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5827 97.6374 % Incorrectly Classified Instances 141 2.3626 % Kappa statistic 0.9523 Mean absolute error 0.0285 Root mean squared error 0.1383 Relative absolute error 5.7572 % Root relative squared error 27.7929 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.02 0.983 0.974 0.978 0.993 yes 0.98 0.026 0.968 0.98 0.974 0.993 no Weighted Avg. 0.976 0.023 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3194 86 | a = yes 55 2633 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5837 97.805 % Incorrectly Classified Instances 131 2.195 % Kappa statistic 0.9557 Mean absolute error 0.0277 Root mean squared error 0.1337 Relative absolute error 5.5895 % Root relative squared error 26.863 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.981 0.025 0.979 0.981 0.98 0.994 yes 0.975 0.019 0.977 0.975 0.976 0.994 no Weighted Avg. 0.978 0.023 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3217 63 | a = yes 68 2620 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5834 97.7547 % Incorrectly Classified Instances 134 2.2453 % Kappa statistic 0.9547 Mean absolute error 0.0297 Root mean squared error 0.1362 Relative absolute error 6.0053 % Root relative squared error 27.3651 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.016 0.987 0.972 0.979 0.993 yes 0.984 0.028 0.966 0.984 0.975 0.993 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3188 92 | a = yes 42 2646 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5817 97.4698 % Incorrectly Classified Instances 151 2.5302 % Kappa statistic 0.9488 Mean absolute error 0.0307 Root mean squared error 0.1447 Relative absolute error 6.2044 % Root relative squared error 29.0821 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.034 0.972 0.982 0.977 0.994 yes 0.966 0.018 0.978 0.966 0.972 0.994 no Weighted Avg. 0.975 0.027 0.975 0.975 0.975 0.994 === Confusion Matrix === a b <-- classified as 3221 59 | a = yes 92 2596 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5807 97.3023 % Incorrectly Classified Instances 161 2.6977 % Kappa statistic 0.9456 Mean absolute error 0.0323 Root mean squared error 0.1472 Relative absolute error 6.5331 % Root relative squared error 29.5893 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.025 0.98 0.971 0.975 0.995 yes 0.975 0.029 0.965 0.975 0.97 0.995 no Weighted Avg. 0.973 0.027 0.973 0.973 0.973 0.995 === Confusion Matrix === a b <-- classified as 3184 95 | a = yes 66 2623 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5813 97.4028 % Incorrectly Classified Instances 155 2.5972 % Kappa statistic 0.9475 Mean absolute error 0.0311 Root mean squared error 0.1445 Relative absolute error 6.2722 % Root relative squared error 29.0476 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.037 0.97 0.983 0.977 0.993 yes 0.963 0.017 0.979 0.963 0.971 0.993 no Weighted Avg. 0.974 0.028 0.974 0.974 0.974 0.993 === Confusion Matrix === a b <-- classified as 3224 55 | a = yes 100 2589 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5830 97.6877 % Incorrectly Classified Instances 138 2.3123 % Kappa statistic 0.9532 Mean absolute error 0.0275 Root mean squared error 0.1395 Relative absolute error 5.5462 % Root relative squared error 28.0424 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.035 0.971 0.987 0.979 0.995 yes 0.965 0.013 0.984 0.965 0.974 0.995 no Weighted Avg. 0.977 0.025 0.977 0.977 0.977 0.995 === Confusion Matrix === a b <-- classified as 3236 43 | a = yes 95 2594 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5838 97.8217 % Incorrectly Classified Instances 130 2.1783 % Kappa statistic 0.956 Mean absolute error 0.0255 Root mean squared error 0.1368 Relative absolute error 5.1411 % Root relative squared error 27.493 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.029 0.976 0.984 0.98 0.994 yes 0.971 0.016 0.981 0.971 0.976 0.994 no Weighted Avg. 0.978 0.023 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3228 51 | a = yes 79 2610 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5843 97.8891 % Incorrectly Classified Instances 126 2.1109 % Kappa statistic 0.9573 Mean absolute error 0.0278 Root mean squared error 0.1324 Relative absolute error 5.607 % Root relative squared error 26.6128 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.029 0.976 0.986 0.981 0.995 yes 0.971 0.014 0.982 0.971 0.976 0.995 no Weighted Avg. 0.979 0.023 0.979 0.979 0.979 0.995 === Confusion Matrix === a b <-- classified as 3233 47 | a = yes 79 2610 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5822 97.5536 % Incorrectly Classified Instances 146 2.4464 % Kappa statistic 0.9506 Mean absolute error 0.0301 Root mean squared error 0.1419 Relative absolute error 6.0735 % Root relative squared error 28.5252 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.022 0.982 0.974 0.978 0.992 yes 0.978 0.026 0.968 0.978 0.973 0.992 no Weighted Avg. 0.976 0.024 0.976 0.976 0.976 0.992 === Confusion Matrix === a b <-- classified as 3194 86 | a = yes 60 2628 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5843 97.9055 % Incorrectly Classified Instances 125 2.0945 % Kappa statistic 0.9577 Mean absolute error 0.0291 Root mean squared error 0.1323 Relative absolute error 5.8685 % Root relative squared error 26.5861 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.022 0.982 0.98 0.981 0.994 yes 0.978 0.02 0.975 0.978 0.977 0.994 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3213 67 | a = yes 58 2630 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5836 97.7882 % Incorrectly Classified Instances 132 2.2118 % Kappa statistic 0.9553 Mean absolute error 0.0284 Root mean squared error 0.1341 Relative absolute error 5.7307 % Root relative squared error 26.9437 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.024 0.98 0.979 0.98 0.994 yes 0.976 0.021 0.975 0.976 0.975 0.994 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3212 68 | a = yes 64 2624 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5830 97.6877 % Incorrectly Classified Instances 138 2.3123 % Kappa statistic 0.9533 Mean absolute error 0.028 Root mean squared error 0.1401 Relative absolute error 5.6613 % Root relative squared error 28.152 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.022 0.982 0.976 0.979 0.994 yes 0.978 0.024 0.971 0.978 0.974 0.994 no Weighted Avg. 0.977 0.023 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3202 78 | a = yes 60 2628 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5838 97.8217 % Incorrectly Classified Instances 130 2.1783 % Kappa statistic 0.9561 Mean absolute error 0.0266 Root mean squared error 0.137 Relative absolute error 5.37 % Root relative squared error 27.5335 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.017 0.986 0.974 0.98 0.993 yes 0.983 0.026 0.969 0.983 0.976 0.993 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3196 84 | a = yes 46 2642 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5842 97.8887 % Incorrectly Classified Instances 126 2.1113 % Kappa statistic 0.9574 Mean absolute error 0.0302 Root mean squared error 0.1336 Relative absolute error 6.1018 % Root relative squared error 26.8546 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.021 0.983 0.979 0.981 0.994 yes 0.979 0.021 0.974 0.979 0.977 0.994 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3210 69 | a = yes 57 2632 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5798 97.1515 % Incorrectly Classified Instances 170 2.8485 % Kappa statistic 0.9426 Mean absolute error 0.0347 Root mean squared error 0.1538 Relative absolute error 7.0068 % Root relative squared error 30.9115 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.962 0.017 0.986 0.962 0.974 0.991 yes 0.983 0.038 0.955 0.983 0.969 0.991 no Weighted Avg. 0.972 0.026 0.972 0.972 0.972 0.991 === Confusion Matrix === a b <-- classified as 3155 124 | a = yes 46 2643 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5842 97.8887 % Incorrectly Classified Instances 126 2.1113 % Kappa statistic 0.9574 Mean absolute error 0.0272 Root mean squared error 0.1332 Relative absolute error 5.4908 % Root relative squared error 26.7707 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.019 0.984 0.977 0.981 0.994 yes 0.981 0.023 0.972 0.981 0.977 0.994 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3204 75 | a = yes 51 2638 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5848 97.9893 % Incorrectly Classified Instances 120 2.0107 % Kappa statistic 0.9594 Mean absolute error 0.0289 Root mean squared error 0.1336 Relative absolute error 5.8443 % Root relative squared error 26.8506 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.019 0.985 0.979 0.982 0.994 yes 0.981 0.021 0.974 0.981 0.978 0.994 no Weighted Avg. 0.98 0.02 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3209 70 | a = yes 50 2639 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5846 97.9394 % Incorrectly Classified Instances 123 2.0606 % Kappa statistic 0.9584 Mean absolute error 0.0284 Root mean squared error 0.1329 Relative absolute error 5.7306 % Root relative squared error 26.7082 % Total Number of Instances 5969 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.98 0.021 0.983 0.98 0.981 0.994 yes 0.979 0.02 0.976 0.979 0.977 0.994 no Weighted Avg. 0.979 0.021 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3214 66 | a = yes 57 2632 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5838 97.8217 % Incorrectly Classified Instances 130 2.1783 % Kappa statistic 0.956 Mean absolute error 0.0273 Root mean squared error 0.1369 Relative absolute error 5.5208 % Root relative squared error 27.5106 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.02 0.983 0.977 0.98 0.992 yes 0.98 0.023 0.972 0.98 0.976 0.992 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.992 === Confusion Matrix === a b <-- classified as 3204 76 | a = yes 54 2634 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5805 97.2688 % Incorrectly Classified Instances 163 2.7312 % Kappa statistic 0.945 Mean absolute error 0.0325 Root mean squared error 0.1487 Relative absolute error 6.5605 % Root relative squared error 29.8968 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.017 0.985 0.965 0.975 0.993 yes 0.983 0.035 0.958 0.983 0.97 0.993 no Weighted Avg. 0.973 0.026 0.973 0.973 0.973 0.993 === Confusion Matrix === a b <-- classified as 3164 116 | a = yes 47 2641 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5823 97.5704 % Incorrectly Classified Instances 145 2.4296 % Kappa statistic 0.951 Mean absolute error 0.0307 Root mean squared error 0.1435 Relative absolute error 6.1941 % Root relative squared error 28.8358 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.017 0.985 0.97 0.978 0.993 yes 0.983 0.03 0.964 0.983 0.973 0.993 no Weighted Avg. 0.976 0.023 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3182 98 | a = yes 47 2641 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5815 97.4363 % Incorrectly Classified Instances 153 2.5637 % Kappa statistic 0.9484 Mean absolute error 0.0326 Root mean squared error 0.1459 Relative absolute error 6.5777 % Root relative squared error 29.329 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.964 0.013 0.989 0.964 0.976 0.993 yes 0.987 0.036 0.958 0.987 0.972 0.993 no Weighted Avg. 0.974 0.023 0.975 0.974 0.974 0.993 === Confusion Matrix === a b <-- classified as 3163 117 | a = yes 36 2652 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5811 97.3693 % Incorrectly Classified Instances 157 2.6307 % Kappa statistic 0.947 Mean absolute error 0.0451 Root mean squared error 0.1511 Relative absolute error 9.1065 % Root relative squared error 30.378 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.017 0.986 0.966 0.976 0.994 yes 0.983 0.034 0.959 0.983 0.971 0.994 no Weighted Avg. 0.974 0.025 0.974 0.974 0.974 0.994 === Confusion Matrix === a b <-- classified as 3168 112 | a = yes 45 2643 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5804 97.252 % Incorrectly Classified Instances 164 2.748 % Kappa statistic 0.9446 Mean absolute error 0.0334 Root mean squared error 0.1501 Relative absolute error 6.7373 % Root relative squared error 30.1603 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.963 0.016 0.986 0.963 0.975 0.993 yes 0.984 0.037 0.957 0.984 0.97 0.993 no Weighted Avg. 0.973 0.025 0.973 0.973 0.973 0.993 === Confusion Matrix === a b <-- classified as 3159 120 | a = yes 44 2645 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5820 97.5201 % Incorrectly Classified Instances 148 2.4799 % Kappa statistic 0.95 Mean absolute error 0.0319 Root mean squared error 0.1449 Relative absolute error 6.4409 % Root relative squared error 29.1258 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.019 0.984 0.97 0.977 0.992 yes 0.981 0.03 0.965 0.981 0.973 0.992 no Weighted Avg. 0.975 0.024 0.975 0.975 0.975 0.992 === Confusion Matrix === a b <-- classified as 3182 97 | a = yes 51 2638 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5831 97.7044 % Incorrectly Classified Instances 137 2.2956 % Kappa statistic 0.9537 Mean absolute error 0.0305 Root mean squared error 0.1358 Relative absolute error 6.1539 % Root relative squared error 27.2981 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.019 0.985 0.973 0.979 0.993 yes 0.981 0.027 0.968 0.981 0.975 0.993 no Weighted Avg. 0.977 0.022 0.977 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3192 87 | a = yes 50 2639 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5837 97.805 % Incorrectly Classified Instances 131 2.195 % Kappa statistic 0.9557 Mean absolute error 0.031 Root mean squared error 0.1338 Relative absolute error 6.2592 % Root relative squared error 26.8838 % Total Number of Instances 5968 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.02 0.983 0.977 0.98 0.995 yes 0.98 0.023 0.972 0.98 0.976 0.995 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.995 === Confusion Matrix === a b <-- classified as 3202 77 | a = yes 54 2635 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 14 RUN: 0 FOLD: 0 Correctly Classified Instances 5485 98.9536 % Incorrectly Classified Instances 58 1.0464 % Kappa statistic 0.979 Mean absolute error 0.0116 Root mean squared error 0.0953 Relative absolute error 2.3429 % Root relative squared error 19.1042 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.006 0.995 0.986 0.99 0.995 yes 0.994 0.014 0.984 0.994 0.989 0.995 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2936 42 | a = yes 16 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5496 99.1521 % Incorrectly Classified Instances 47 0.8479 % Kappa statistic 0.983 Mean absolute error 0.0113 Root mean squared error 0.09 Relative absolute error 2.2772 % Root relative squared error 18.0436 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.004 0.997 0.988 0.992 0.996 yes 0.996 0.012 0.986 0.996 0.991 0.996 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.996 === Confusion Matrix === a b <-- classified as 2941 37 | a = yes 10 2555 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5486 98.9717 % Incorrectly Classified Instances 57 1.0283 % Kappa statistic 0.9793 Mean absolute error 0.0126 Root mean squared error 0.0971 Relative absolute error 2.5419 % Root relative squared error 19.4678 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.006 0.995 0.986 0.99 0.995 yes 0.994 0.014 0.984 0.994 0.989 0.995 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2936 42 | a = yes 15 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5496 99.17 % Incorrectly Classified Instances 46 0.83 % Kappa statistic 0.9833 Mean absolute error 0.011 Root mean squared error 0.0878 Relative absolute error 2.2218 % Root relative squared error 17.6099 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.005 0.996 0.989 0.992 0.996 yes 0.995 0.011 0.987 0.995 0.991 0.996 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.996 === Confusion Matrix === a b <-- classified as 2944 33 | a = yes 13 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5481 98.8993 % Incorrectly Classified Instances 61 1.1007 % Kappa statistic 0.9779 Mean absolute error 0.0132 Root mean squared error 0.0941 Relative absolute error 2.6498 % Root relative squared error 18.8744 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.008 0.993 0.987 0.99 0.996 yes 0.992 0.013 0.985 0.992 0.988 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 2937 40 | a = yes 21 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5489 99.0437 % Incorrectly Classified Instances 53 0.9563 % Kappa statistic 0.9808 Mean absolute error 0.0109 Root mean squared error 0.0898 Relative absolute error 2.1877 % Root relative squared error 18.0007 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.004 0.996 0.986 0.991 0.996 yes 0.996 0.014 0.984 0.996 0.99 0.996 no Weighted Avg. 0.99 0.009 0.991 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2935 42 | a = yes 11 2554 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5490 99.0617 % Incorrectly Classified Instances 52 0.9383 % Kappa statistic 0.9811 Mean absolute error 0.0115 Root mean squared error 0.0931 Relative absolute error 2.316 % Root relative squared error 18.6667 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.009 0.992 0.99 0.991 0.996 yes 0.991 0.01 0.989 0.991 0.99 0.996 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 2948 29 | a = yes 23 2542 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5492 99.0978 % Incorrectly Classified Instances 50 0.9022 % Kappa statistic 0.9819 Mean absolute error 0.0118 Root mean squared error 0.0907 Relative absolute error 2.3752 % Root relative squared error 18.2 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.006 0.995 0.989 0.992 0.994 yes 0.994 0.011 0.987 0.994 0.99 0.994 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.994 === Confusion Matrix === a b <-- classified as 2943 34 | a = yes 16 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.0116 Root mean squared error 0.0925 Relative absolute error 2.3395 % Root relative squared error 18.546 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.004 0.997 0.985 0.991 0.996 yes 0.996 0.015 0.982 0.996 0.989 0.996 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2932 46 | a = yes 10 2554 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5487 99.0076 % Incorrectly Classified Instances 55 0.9924 % Kappa statistic 0.9801 Mean absolute error 0.0126 Root mean squared error 0.0956 Relative absolute error 2.5384 % Root relative squared error 19.1697 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.005 0.996 0.986 0.991 0.994 yes 0.995 0.014 0.984 0.995 0.989 0.994 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.994 === Confusion Matrix === a b <-- classified as 2936 42 | a = yes 13 2551 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5483 98.9176 % Incorrectly Classified Instances 60 1.0824 % Kappa statistic 0.9783 Mean absolute error 0.0121 Root mean squared error 0.1019 Relative absolute error 2.441 % Root relative squared error 20.4284 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.005 0.996 0.984 0.99 0.994 yes 0.995 0.016 0.982 0.995 0.988 0.994 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.994 === Confusion Matrix === a b <-- classified as 2931 47 | a = yes 13 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5493 99.098 % Incorrectly Classified Instances 50 0.902 % Kappa statistic 0.9819 Mean absolute error 0.0104 Root mean squared error 0.09 Relative absolute error 2.092 % Root relative squared error 18.0409 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.004 0.996 0.987 0.992 0.996 yes 0.996 0.013 0.985 0.996 0.99 0.996 no Weighted Avg. 0.991 0.008 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 2939 39 | a = yes 11 2554 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5490 99.0438 % Incorrectly Classified Instances 53 0.9562 % Kappa statistic 0.9808 Mean absolute error 0.0113 Root mean squared error 0.0919 Relative absolute error 2.2816 % Root relative squared error 18.4384 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.007 0.994 0.988 0.991 0.996 yes 0.993 0.012 0.986 0.993 0.99 0.996 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2943 35 | a = yes 18 2547 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5482 98.9174 % Incorrectly Classified Instances 60 1.0826 % Kappa statistic 0.9782 Mean absolute error 0.015 Root mean squared error 0.0977 Relative absolute error 3.0151 % Root relative squared error 19.5868 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.008 0.993 0.987 0.99 0.995 yes 0.992 0.013 0.985 0.992 0.988 0.995 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 2938 39 | a = yes 21 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5485 98.9715 % Incorrectly Classified Instances 57 1.0285 % Kappa statistic 0.9793 Mean absolute error 0.0111 Root mean squared error 0.0965 Relative absolute error 2.2354 % Root relative squared error 19.3607 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.006 0.995 0.986 0.99 0.996 yes 0.994 0.014 0.984 0.994 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2935 42 | a = yes 15 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5485 98.9715 % Incorrectly Classified Instances 57 1.0285 % Kappa statistic 0.9793 Mean absolute error 0.013 Root mean squared error 0.0968 Relative absolute error 2.6129 % Root relative squared error 19.4218 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.005 0.996 0.985 0.99 0.995 yes 0.995 0.015 0.983 0.995 0.989 0.995 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2933 44 | a = yes 13 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5482 98.9174 % Incorrectly Classified Instances 60 1.0826 % Kappa statistic 0.9782 Mean absolute error 0.016 Root mean squared error 0.0957 Relative absolute error 3.2092 % Root relative squared error 19.1846 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.008 0.993 0.987 0.99 0.996 yes 0.992 0.013 0.985 0.992 0.988 0.996 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 2938 39 | a = yes 21 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5497 99.188 % Incorrectly Classified Instances 45 0.812 % Kappa statistic 0.9837 Mean absolute error 0.0119 Root mean squared error 0.0879 Relative absolute error 2.3838 % Root relative squared error 17.6203 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.006 0.995 0.99 0.992 0.996 yes 0.994 0.01 0.988 0.994 0.991 0.996 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.996 === Confusion Matrix === a b <-- classified as 2947 30 | a = yes 15 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5498 99.2061 % Incorrectly Classified Instances 44 0.7939 % Kappa statistic 0.984 Mean absolute error 0.0127 Root mean squared error 0.083 Relative absolute error 2.5606 % Root relative squared error 16.6523 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.007 0.994 0.991 0.993 0.997 yes 0.993 0.009 0.99 0.993 0.991 0.997 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.997 === Confusion Matrix === a b <-- classified as 2951 27 | a = yes 17 2547 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5489 99.0437 % Incorrectly Classified Instances 53 0.9563 % Kappa statistic 0.9808 Mean absolute error 0.0139 Root mean squared error 0.092 Relative absolute error 2.8046 % Root relative squared error 18.4482 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.01 0.991 0.991 0.991 0.995 yes 0.99 0.009 0.989 0.99 0.99 0.995 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2951 27 | a = yes 26 2538 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5489 99.0258 % Incorrectly Classified Instances 54 0.9742 % Kappa statistic 0.9804 Mean absolute error 0.012 Root mean squared error 0.0909 Relative absolute error 2.4207 % Root relative squared error 18.2334 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.005 0.996 0.986 0.991 0.997 yes 0.995 0.014 0.984 0.995 0.99 0.997 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 2936 42 | a = yes 12 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5492 99.0799 % Incorrectly Classified Instances 51 0.9201 % Kappa statistic 0.9815 Mean absolute error 0.0131 Root mean squared error 0.0925 Relative absolute error 2.6345 % Root relative squared error 18.55 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.007 0.994 0.989 0.991 0.996 yes 0.993 0.011 0.988 0.993 0.99 0.996 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 2946 32 | a = yes 19 2546 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5498 99.1882 % Incorrectly Classified Instances 45 0.8118 % Kappa statistic 0.9837 Mean absolute error 0.0122 Root mean squared error 0.0829 Relative absolute error 2.45 % Root relative squared error 16.6288 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.006 0.995 0.99 0.992 0.997 yes 0.994 0.01 0.989 0.994 0.991 0.997 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.997 === Confusion Matrix === a b <-- classified as 2949 29 | a = yes 16 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.012 Root mean squared error 0.0959 Relative absolute error 2.4058 % Root relative squared error 19.2393 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.008 0.993 0.988 0.991 0.995 yes 0.992 0.012 0.986 0.992 0.989 0.995 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2941 36 | a = yes 20 2545 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5480 98.8813 % Incorrectly Classified Instances 62 1.1187 % Kappa statistic 0.9775 Mean absolute error 0.0128 Root mean squared error 0.1009 Relative absolute error 2.5734 % Root relative squared error 20.2357 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.008 0.993 0.986 0.99 0.996 yes 0.992 0.014 0.984 0.992 0.988 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 2935 42 | a = yes 20 2545 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5483 98.9354 % Incorrectly Classified Instances 59 1.0646 % Kappa statistic 0.9786 Mean absolute error 0.0112 Root mean squared error 0.0947 Relative absolute error 2.2488 % Root relative squared error 18.9865 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.008 0.993 0.987 0.99 0.996 yes 0.992 0.013 0.985 0.992 0.989 0.996 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 2939 38 | a = yes 21 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5497 99.188 % Incorrectly Classified Instances 45 0.812 % Kappa statistic 0.9837 Mean absolute error 0.009 Root mean squared error 0.0856 Relative absolute error 1.8188 % Root relative squared error 17.1661 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.007 0.994 0.991 0.992 0.998 yes 0.993 0.009 0.989 0.993 0.991 0.998 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.998 === Confusion Matrix === a b <-- classified as 2949 28 | a = yes 17 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5490 99.0617 % Incorrectly Classified Instances 52 0.9383 % Kappa statistic 0.9811 Mean absolute error 0.0108 Root mean squared error 0.0923 Relative absolute error 2.1758 % Root relative squared error 18.5041 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.004 0.997 0.986 0.991 0.994 yes 0.996 0.014 0.983 0.996 0.99 0.994 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.994 === Confusion Matrix === a b <-- classified as 2934 43 | a = yes 9 2556 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5483 98.9354 % Incorrectly Classified Instances 59 1.0646 % Kappa statistic 0.9786 Mean absolute error 0.0146 Root mean squared error 0.0972 Relative absolute error 2.9377 % Root relative squared error 19.4915 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.009 0.993 0.988 0.99 0.997 yes 0.991 0.012 0.986 0.991 0.989 0.997 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.997 === Confusion Matrix === a b <-- classified as 2941 37 | a = yes 22 2542 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5492 99.0978 % Incorrectly Classified Instances 50 0.9022 % Kappa statistic 0.9819 Mean absolute error 0.012 Root mean squared error 0.0887 Relative absolute error 2.4141 % Root relative squared error 17.7901 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.008 0.993 0.99 0.992 0.996 yes 0.992 0.01 0.989 0.992 0.99 0.996 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 2949 29 | a = yes 21 2543 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5493 99.098 % Incorrectly Classified Instances 50 0.902 % Kappa statistic 0.9819 Mean absolute error 0.0119 Root mean squared error 0.0883 Relative absolute error 2.3869 % Root relative squared error 17.7112 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.007 0.994 0.989 0.992 0.996 yes 0.993 0.011 0.987 0.993 0.99 0.996 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 2945 33 | a = yes 17 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5489 99.0258 % Incorrectly Classified Instances 54 0.9742 % Kappa statistic 0.9804 Mean absolute error 0.0149 Root mean squared error 0.0942 Relative absolute error 2.9942 % Root relative squared error 18.8858 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.008 0.993 0.989 0.991 0.995 yes 0.992 0.011 0.987 0.992 0.989 0.995 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2945 33 | a = yes 21 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5494 99.116 % Incorrectly Classified Instances 49 0.884 % Kappa statistic 0.9822 Mean absolute error 0.0121 Root mean squared error 0.0895 Relative absolute error 2.4388 % Root relative squared error 17.9589 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.003 0.997 0.986 0.992 0.996 yes 0.997 0.014 0.984 0.997 0.991 0.996 no Weighted Avg. 0.991 0.008 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 2937 41 | a = yes 8 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5497 99.188 % Incorrectly Classified Instances 45 0.812 % Kappa statistic 0.9837 Mean absolute error 0.0112 Root mean squared error 0.0847 Relative absolute error 2.2568 % Root relative squared error 16.9947 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.005 0.995 0.99 0.992 0.996 yes 0.995 0.01 0.988 0.995 0.991 0.996 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.996 === Confusion Matrix === a b <-- classified as 2946 31 | a = yes 14 2551 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.0121 Root mean squared error 0.0947 Relative absolute error 2.4318 % Root relative squared error 18.9985 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.008 0.993 0.988 0.991 0.996 yes 0.992 0.012 0.986 0.992 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2941 36 | a = yes 20 2545 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5487 99.0076 % Incorrectly Classified Instances 55 0.9924 % Kappa statistic 0.98 Mean absolute error 0.0124 Root mean squared error 0.0908 Relative absolute error 2.5012 % Root relative squared error 18.2151 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.011 0.991 0.991 0.991 0.996 yes 0.989 0.009 0.989 0.989 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2950 27 | a = yes 28 2537 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5487 99.0076 % Incorrectly Classified Instances 55 0.9924 % Kappa statistic 0.9801 Mean absolute error 0.0121 Root mean squared error 0.0961 Relative absolute error 2.4391 % Root relative squared error 19.2669 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.005 0.996 0.986 0.991 0.993 yes 0.995 0.014 0.984 0.995 0.989 0.993 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.993 === Confusion Matrix === a b <-- classified as 2935 42 | a = yes 13 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5494 99.1339 % Incorrectly Classified Instances 48 0.8661 % Kappa statistic 0.9826 Mean absolute error 0.0095 Root mean squared error 0.0852 Relative absolute error 1.9078 % Root relative squared error 17.0863 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.006 0.995 0.989 0.992 0.998 yes 0.994 0.011 0.987 0.994 0.991 0.998 no Weighted Avg. 0.991 0.008 0.991 0.991 0.991 0.998 === Confusion Matrix === a b <-- classified as 2944 33 | a = yes 15 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5487 99.0076 % Incorrectly Classified Instances 55 0.9924 % Kappa statistic 0.98 Mean absolute error 0.0139 Root mean squared error 0.0938 Relative absolute error 2.7895 % Root relative squared error 18.8171 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.007 0.994 0.988 0.991 0.996 yes 0.993 0.012 0.986 0.993 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2942 36 | a = yes 19 2545 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.0147 Root mean squared error 0.0939 Relative absolute error 2.9538 % Root relative squared error 18.8421 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.01 0.991 0.99 0.991 0.996 yes 0.99 0.01 0.988 0.99 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2948 30 | a = yes 26 2538 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5487 98.9897 % Incorrectly Classified Instances 56 1.0103 % Kappa statistic 0.9797 Mean absolute error 0.014 Root mean squared error 0.0975 Relative absolute error 2.8111 % Root relative squared error 19.5597 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.003 0.998 0.984 0.991 0.994 yes 0.997 0.016 0.981 0.997 0.989 0.994 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.994 === Confusion Matrix === a b <-- classified as 2929 49 | a = yes 7 2558 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5488 99.0078 % Incorrectly Classified Instances 55 0.9922 % Kappa statistic 0.9801 Mean absolute error 0.0134 Root mean squared error 0.0937 Relative absolute error 2.7043 % Root relative squared error 18.7856 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.984 0.003 0.998 0.984 0.991 0.995 yes 0.997 0.016 0.982 0.997 0.989 0.995 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2930 48 | a = yes 7 2558 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5488 99.0078 % Incorrectly Classified Instances 55 0.9922 % Kappa statistic 0.98 Mean absolute error 0.0124 Root mean squared error 0.0914 Relative absolute error 2.4997 % Root relative squared error 18.3241 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.009 0.992 0.99 0.991 0.996 yes 0.991 0.01 0.988 0.991 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2947 31 | a = yes 24 2541 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5496 99.17 % Incorrectly Classified Instances 46 0.83 % Kappa statistic 0.9833 Mean absolute error 0.0109 Root mean squared error 0.0862 Relative absolute error 2.1999 % Root relative squared error 17.2898 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.005 0.995 0.989 0.992 0.997 yes 0.995 0.011 0.988 0.995 0.991 0.997 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.997 === Confusion Matrix === a b <-- classified as 2946 32 | a = yes 14 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5488 99.0256 % Incorrectly Classified Instances 54 0.9744 % Kappa statistic 0.9804 Mean absolute error 0.0125 Root mean squared error 0.0938 Relative absolute error 2.5176 % Root relative squared error 18.8207 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.008 0.993 0.989 0.991 0.996 yes 0.992 0.011 0.987 0.992 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2945 33 | a = yes 21 2543 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5483 98.9354 % Incorrectly Classified Instances 59 1.0646 % Kappa statistic 0.9786 Mean absolute error 0.0136 Root mean squared error 0.0978 Relative absolute error 2.7358 % Root relative squared error 19.6199 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.006 0.995 0.985 0.99 0.994 yes 0.994 0.015 0.983 0.994 0.989 0.994 no Weighted Avg. 0.989 0.01 0.989 0.989 0.989 0.994 === Confusion Matrix === a b <-- classified as 2933 44 | a = yes 15 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5494 99.1339 % Incorrectly Classified Instances 48 0.8661 % Kappa statistic 0.9826 Mean absolute error 0.0116 Root mean squared error 0.0852 Relative absolute error 2.334 % Root relative squared error 17.0782 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.009 0.992 0.992 0.992 0.997 yes 0.991 0.008 0.991 0.991 0.991 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 2953 24 | a = yes 24 2541 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5495 99.1519 % Incorrectly Classified Instances 47 0.8481 % Kappa statistic 0.9829 Mean absolute error 0.0109 Root mean squared error 0.0873 Relative absolute error 2.1983 % Root relative squared error 17.5032 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.007 0.994 0.991 0.992 0.997 yes 0.993 0.009 0.989 0.993 0.991 0.997 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.997 === Confusion Matrix === a b <-- classified as 2949 28 | a = yes 19 2546 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5478 98.8452 % Incorrectly Classified Instances 64 1.1548 % Kappa statistic 0.9768 Mean absolute error 0.0134 Root mean squared error 0.102 Relative absolute error 2.6912 % Root relative squared error 20.4565 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.011 0.99 0.988 0.989 0.994 yes 0.989 0.012 0.986 0.989 0.988 0.994 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.994 === Confusion Matrix === a b <-- classified as 2942 35 | a = yes 29 2536 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.0137 Root mean squared error 0.0954 Relative absolute error 2.7646 % Root relative squared error 19.1261 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.007 0.994 0.987 0.991 0.995 yes 0.993 0.013 0.985 0.993 0.989 0.995 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2938 39 | a = yes 17 2548 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5498 99.1882 % Incorrectly Classified Instances 45 0.8118 % Kappa statistic 0.9837 Mean absolute error 0.0122 Root mean squared error 0.0875 Relative absolute error 2.4576 % Root relative squared error 17.5445 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.004 0.996 0.989 0.992 0.994 yes 0.996 0.011 0.987 0.996 0.991 0.994 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.994 === Confusion Matrix === a b <-- classified as 2944 34 | a = yes 11 2554 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5491 99.0619 % Incorrectly Classified Instances 52 0.9381 % Kappa statistic 0.9811 Mean absolute error 0.0117 Root mean squared error 0.0904 Relative absolute error 2.3513 % Root relative squared error 18.1394 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.006 0.995 0.988 0.991 0.995 yes 0.994 0.012 0.986 0.994 0.99 0.995 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.995 === Confusion Matrix === a b <-- classified as 2942 36 | a = yes 16 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5476 98.7913 % Incorrectly Classified Instances 67 1.2087 % Kappa statistic 0.9757 Mean absolute error 0.0128 Root mean squared error 0.1044 Relative absolute error 2.5652 % Root relative squared error 20.9311 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.005 0.996 0.982 0.989 0.993 yes 0.995 0.018 0.979 0.995 0.987 0.993 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.993 === Confusion Matrix === a b <-- classified as 2924 54 | a = yes 13 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5492 99.0978 % Incorrectly Classified Instances 50 0.9022 % Kappa statistic 0.9819 Mean absolute error 0.0108 Root mean squared error 0.0881 Relative absolute error 2.1785 % Root relative squared error 17.6794 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.006 0.995 0.989 0.992 0.997 yes 0.994 0.011 0.987 0.994 0.99 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 2944 34 | a = yes 16 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5491 99.0798 % Incorrectly Classified Instances 51 0.9202 % Kappa statistic 0.9815 Mean absolute error 0.0113 Root mean squared error 0.0902 Relative absolute error 2.2824 % Root relative squared error 18.0951 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.01 0.992 0.991 0.991 0.997 yes 0.99 0.009 0.99 0.99 0.99 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 2952 26 | a = yes 25 2539 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5489 99.0437 % Incorrectly Classified Instances 53 0.9563 % Kappa statistic 0.9808 Mean absolute error 0.0129 Root mean squared error 0.0917 Relative absolute error 2.5931 % Root relative squared error 18.3967 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.01 0.992 0.991 0.991 0.998 yes 0.99 0.009 0.989 0.99 0.99 0.998 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.998 === Confusion Matrix === a b <-- classified as 2949 28 | a = yes 25 2540 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5488 99.0256 % Incorrectly Classified Instances 54 0.9744 % Kappa statistic 0.9804 Mean absolute error 0.0119 Root mean squared error 0.0928 Relative absolute error 2.3945 % Root relative squared error 18.6142 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.009 0.992 0.99 0.991 0.996 yes 0.991 0.01 0.988 0.991 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2946 31 | a = yes 23 2542 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5495 99.1519 % Incorrectly Classified Instances 47 0.8481 % Kappa statistic 0.9829 Mean absolute error 0.0131 Root mean squared error 0.0882 Relative absolute error 2.6268 % Root relative squared error 17.6909 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.007 0.994 0.99 0.992 0.995 yes 0.993 0.01 0.989 0.993 0.991 0.995 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.995 === Confusion Matrix === a b <-- classified as 2948 29 | a = yes 18 2547 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5487 99.0076 % Incorrectly Classified Instances 55 0.9924 % Kappa statistic 0.9801 Mean absolute error 0.0139 Root mean squared error 0.0917 Relative absolute error 2.8053 % Root relative squared error 18.3852 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.007 0.994 0.988 0.991 0.996 yes 0.993 0.012 0.986 0.993 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2941 36 | a = yes 19 2546 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5495 99.1519 % Incorrectly Classified Instances 47 0.8481 % Kappa statistic 0.983 Mean absolute error 0.0092 Root mean squared error 0.0868 Relative absolute error 1.8564 % Root relative squared error 17.4171 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.006 0.995 0.99 0.992 0.996 yes 0.994 0.01 0.988 0.994 0.991 0.996 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.996 === Confusion Matrix === a b <-- classified as 2946 31 | a = yes 16 2549 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5491 99.0619 % Incorrectly Classified Instances 52 0.9381 % Kappa statistic 0.9811 Mean absolute error 0.0151 Root mean squared error 0.0933 Relative absolute error 3.046 % Root relative squared error 18.7081 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.004 0.997 0.986 0.991 0.996 yes 0.996 0.014 0.984 0.996 0.99 0.996 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 2936 42 | a = yes 10 2555 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5487 98.9897 % Incorrectly Classified Instances 56 1.0103 % Kappa statistic 0.9797 Mean absolute error 0.0134 Root mean squared error 0.093 Relative absolute error 2.699 % Root relative squared error 18.651 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.006 0.995 0.987 0.991 0.996 yes 0.994 0.013 0.985 0.994 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2938 40 | a = yes 16 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5500 99.2242 % Incorrectly Classified Instances 43 0.7758 % Kappa statistic 0.9844 Mean absolute error 0.0118 Root mean squared error 0.0799 Relative absolute error 2.377 % Root relative squared error 16.0154 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.994 0.01 0.992 0.994 0.993 0.997 yes 0.99 0.006 0.993 0.99 0.992 0.997 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.997 === Confusion Matrix === a b <-- classified as 2960 18 | a = yes 25 2540 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.0132 Root mean squared error 0.0939 Relative absolute error 2.6629 % Root relative squared error 18.8383 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.006 0.995 0.987 0.991 0.995 yes 0.994 0.013 0.985 0.994 0.989 0.995 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2938 40 | a = yes 16 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5475 98.7911 % Incorrectly Classified Instances 67 1.2089 % Kappa statistic 0.9757 Mean absolute error 0.0138 Root mean squared error 0.0999 Relative absolute error 2.7774 % Root relative squared error 20.04 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.005 0.996 0.982 0.989 0.996 yes 0.995 0.018 0.979 0.995 0.987 0.996 no Weighted Avg. 0.988 0.011 0.988 0.988 0.988 0.996 === Confusion Matrix === a b <-- classified as 2923 55 | a = yes 12 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5484 98.9534 % Incorrectly Classified Instances 58 1.0466 % Kappa statistic 0.979 Mean absolute error 0.0145 Root mean squared error 0.094 Relative absolute error 2.9231 % Root relative squared error 18.8574 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.011 0.99 0.99 0.99 0.997 yes 0.989 0.01 0.989 0.989 0.989 0.997 no Weighted Avg. 0.99 0.011 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 2948 29 | a = yes 29 2536 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5500 99.2422 % Incorrectly Classified Instances 42 0.7578 % Kappa statistic 0.9848 Mean absolute error 0.0101 Root mean squared error 0.0837 Relative absolute error 2.0397 % Root relative squared error 16.7907 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.989 0.004 0.997 0.989 0.993 0.996 yes 0.996 0.011 0.987 0.996 0.992 0.996 no Weighted Avg. 0.992 0.007 0.992 0.992 0.992 0.996 === Confusion Matrix === a b <-- classified as 2944 33 | a = yes 9 2556 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5491 99.0798 % Incorrectly Classified Instances 51 0.9202 % Kappa statistic 0.9815 Mean absolute error 0.0126 Root mean squared error 0.0889 Relative absolute error 2.5438 % Root relative squared error 17.8207 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.01 0.992 0.991 0.991 0.997 yes 0.99 0.009 0.99 0.99 0.99 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 2951 26 | a = yes 25 2540 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5479 98.8632 % Incorrectly Classified Instances 63 1.1368 % Kappa statistic 0.9772 Mean absolute error 0.0136 Root mean squared error 0.1 Relative absolute error 2.7345 % Root relative squared error 20.046 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.008 0.993 0.986 0.989 0.995 yes 0.992 0.014 0.983 0.992 0.988 0.995 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 2934 43 | a = yes 20 2545 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.0144 Root mean squared error 0.0964 Relative absolute error 2.9004 % Root relative squared error 19.3388 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.985 0.004 0.997 0.985 0.991 0.996 yes 0.996 0.015 0.982 0.996 0.989 0.996 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2931 46 | a = yes 10 2555 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5476 98.7913 % Incorrectly Classified Instances 67 1.2087 % Kappa statistic 0.9757 Mean absolute error 0.0148 Root mean squared error 0.1004 Relative absolute error 2.9739 % Root relative squared error 20.1313 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.011 0.991 0.987 0.989 0.995 yes 0.989 0.013 0.984 0.989 0.987 0.995 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 2938 40 | a = yes 27 2538 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5495 99.134 % Incorrectly Classified Instances 48 0.866 % Kappa statistic 0.9826 Mean absolute error 0.0107 Root mean squared error 0.0888 Relative absolute error 2.1507 % Root relative squared error 17.8024 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.005 0.996 0.988 0.992 0.996 yes 0.995 0.012 0.986 0.995 0.991 0.996 no Weighted Avg. 0.991 0.008 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 2942 36 | a = yes 12 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5472 98.7191 % Incorrectly Classified Instances 71 1.2809 % Kappa statistic 0.9743 Mean absolute error 0.0158 Root mean squared error 0.1049 Relative absolute error 3.1835 % Root relative squared error 21.0438 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.008 0.993 0.983 0.988 0.994 yes 0.992 0.017 0.981 0.992 0.986 0.994 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 2928 50 | a = yes 21 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5497 99.188 % Incorrectly Classified Instances 45 0.812 % Kappa statistic 0.9837 Mean absolute error 0.0093 Root mean squared error 0.0831 Relative absolute error 1.8759 % Root relative squared error 16.6591 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.004 0.997 0.988 0.992 0.997 yes 0.996 0.012 0.986 0.996 0.991 0.997 no Weighted Avg. 0.992 0.007 0.992 0.992 0.992 0.997 === Confusion Matrix === a b <-- classified as 2941 36 | a = yes 9 2556 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5493 99.1158 % Incorrectly Classified Instances 49 0.8842 % Kappa statistic 0.9822 Mean absolute error 0.0109 Root mean squared error 0.0865 Relative absolute error 2.1947 % Root relative squared error 17.3487 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.005 0.996 0.988 0.992 0.997 yes 0.995 0.012 0.986 0.995 0.99 0.997 no Weighted Avg. 0.991 0.008 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 2940 37 | a = yes 12 2553 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5497 99.188 % Incorrectly Classified Instances 45 0.812 % Kappa statistic 0.9837 Mean absolute error 0.0103 Root mean squared error 0.0871 Relative absolute error 2.064 % Root relative squared error 17.4768 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.007 0.994 0.991 0.992 0.997 yes 0.993 0.009 0.99 0.993 0.991 0.997 no Weighted Avg. 0.992 0.008 0.992 0.992 0.992 0.997 === Confusion Matrix === a b <-- classified as 2951 26 | a = yes 19 2546 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5477 98.8271 % Incorrectly Classified Instances 65 1.1729 % Kappa statistic 0.9764 Mean absolute error 0.015 Root mean squared error 0.0985 Relative absolute error 3.0134 % Root relative squared error 19.7563 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.012 0.99 0.988 0.989 0.997 yes 0.988 0.012 0.986 0.988 0.987 0.997 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.997 === Confusion Matrix === a b <-- classified as 2942 35 | a = yes 30 2535 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.0121 Root mean squared error 0.0935 Relative absolute error 2.4263 % Root relative squared error 18.7515 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.007 0.994 0.987 0.991 0.997 yes 0.993 0.013 0.985 0.993 0.989 0.997 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 2938 39 | a = yes 17 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5491 99.0798 % Incorrectly Classified Instances 51 0.9202 % Kappa statistic 0.9815 Mean absolute error 0.0123 Root mean squared error 0.0938 Relative absolute error 2.482 % Root relative squared error 18.8105 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.005 0.995 0.988 0.991 0.995 yes 0.995 0.012 0.986 0.995 0.99 0.995 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.995 === Confusion Matrix === a b <-- classified as 2941 37 | a = yes 14 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.0132 Root mean squared error 0.094 Relative absolute error 2.6608 % Root relative squared error 18.8539 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.007 0.994 0.988 0.991 0.996 yes 0.993 0.012 0.986 0.993 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2941 37 | a = yes 19 2545 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5494 99.116 % Incorrectly Classified Instances 49 0.884 % Kappa statistic 0.9822 Mean absolute error 0.0099 Root mean squared error 0.0849 Relative absolute error 1.9981 % Root relative squared error 17.0249 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.008 0.993 0.99 0.992 0.997 yes 0.992 0.01 0.989 0.992 0.99 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 2949 29 | a = yes 20 2545 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5491 99.0619 % Incorrectly Classified Instances 52 0.9381 % Kappa statistic 0.9811 Mean absolute error 0.0122 Root mean squared error 0.0892 Relative absolute error 2.4486 % Root relative squared error 17.8952 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.005 0.996 0.987 0.991 0.996 yes 0.995 0.013 0.985 0.995 0.99 0.996 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.996 === Confusion Matrix === a b <-- classified as 2939 39 | a = yes 13 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5490 99.0438 % Incorrectly Classified Instances 53 0.9562 % Kappa statistic 0.9808 Mean absolute error 0.0125 Root mean squared error 0.0926 Relative absolute error 2.5173 % Root relative squared error 18.5719 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.006 0.995 0.987 0.991 0.995 yes 0.994 0.013 0.985 0.994 0.99 0.995 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2940 38 | a = yes 15 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5480 98.8813 % Incorrectly Classified Instances 62 1.1187 % Kappa statistic 0.9775 Mean absolute error 0.0156 Root mean squared error 0.0993 Relative absolute error 3.1392 % Root relative squared error 19.9096 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.009 0.992 0.987 0.99 0.995 yes 0.991 0.013 0.985 0.991 0.988 0.995 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 2938 39 | a = yes 23 2542 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5481 98.8993 % Incorrectly Classified Instances 61 1.1007 % Kappa statistic 0.9779 Mean absolute error 0.0139 Root mean squared error 0.0941 Relative absolute error 2.7924 % Root relative squared error 18.8809 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.008 0.993 0.986 0.99 0.995 yes 0.992 0.014 0.984 0.992 0.988 0.995 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 2936 41 | a = yes 20 2545 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5489 99.0437 % Incorrectly Classified Instances 53 0.9563 % Kappa statistic 0.9808 Mean absolute error 0.0114 Root mean squared error 0.0909 Relative absolute error 2.2947 % Root relative squared error 18.2389 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.006 0.995 0.988 0.991 0.996 yes 0.994 0.012 0.986 0.994 0.99 0.996 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2940 37 | a = yes 16 2549 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5485 98.9715 % Incorrectly Classified Instances 57 1.0285 % Kappa statistic 0.9793 Mean absolute error 0.0122 Root mean squared error 0.0929 Relative absolute error 2.4574 % Root relative squared error 18.6357 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.012 0.99 0.991 0.99 0.997 yes 0.988 0.009 0.989 0.988 0.989 0.997 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.997 === Confusion Matrix === a b <-- classified as 2950 27 | a = yes 30 2535 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5480 98.8813 % Incorrectly Classified Instances 62 1.1187 % Kappa statistic 0.9775 Mean absolute error 0.0134 Root mean squared error 0.0986 Relative absolute error 2.6856 % Root relative squared error 19.777 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.009 0.992 0.987 0.99 0.995 yes 0.991 0.013 0.985 0.991 0.988 0.995 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.995 === Confusion Matrix === a b <-- classified as 2938 39 | a = yes 23 2542 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5491 99.0798 % Incorrectly Classified Instances 51 0.9202 % Kappa statistic 0.9815 Mean absolute error 0.0118 Root mean squared error 0.0905 Relative absolute error 2.3799 % Root relative squared error 18.1517 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.01 0.992 0.991 0.991 0.997 yes 0.99 0.009 0.99 0.99 0.99 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 2952 26 | a = yes 25 2539 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5491 99.0798 % Incorrectly Classified Instances 51 0.9202 % Kappa statistic 0.9815 Mean absolute error 0.0129 Root mean squared error 0.0865 Relative absolute error 2.5899 % Root relative squared error 17.3541 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.991 0.01 0.992 0.991 0.991 0.997 yes 0.99 0.009 0.99 0.99 0.99 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 2952 26 | a = yes 25 2539 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5482 98.8995 % Incorrectly Classified Instances 61 1.1005 % Kappa statistic 0.9779 Mean absolute error 0.013 Root mean squared error 0.0985 Relative absolute error 2.6237 % Root relative squared error 19.7642 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.987 0.008 0.993 0.987 0.99 0.996 yes 0.992 0.013 0.985 0.992 0.988 0.996 no Weighted Avg. 0.989 0.011 0.989 0.989 0.989 0.996 === Confusion Matrix === a b <-- classified as 2938 40 | a = yes 21 2544 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5473 98.7371 % Incorrectly Classified Instances 70 1.2629 % Kappa statistic 0.9746 Mean absolute error 0.0153 Root mean squared error 0.1062 Relative absolute error 3.068 % Root relative squared error 21.3006 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.983 0.007 0.994 0.983 0.988 0.994 yes 0.993 0.017 0.98 0.993 0.986 0.994 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.994 === Confusion Matrix === a b <-- classified as 2926 52 | a = yes 18 2547 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5509 99.3866 % Incorrectly Classified Instances 34 0.6134 % Kappa statistic 0.9877 Mean absolute error 0.0117 Root mean squared error 0.0749 Relative absolute error 2.3552 % Root relative squared error 15.0272 % Total Number of Instances 5543 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.993 0.005 0.996 0.993 0.994 0.997 yes 0.995 0.007 0.992 0.995 0.993 0.997 no Weighted Avg. 0.994 0.006 0.994 0.994 0.994 0.997 === Confusion Matrix === a b <-- classified as 2957 21 | a = yes 13 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5486 98.9895 % Incorrectly Classified Instances 56 1.0105 % Kappa statistic 0.9797 Mean absolute error 0.0107 Root mean squared error 0.0956 Relative absolute error 2.153 % Root relative squared error 19.1673 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.006 0.995 0.986 0.991 0.996 yes 0.994 0.014 0.984 0.994 0.989 0.996 no Weighted Avg. 0.99 0.01 0.99 0.99 0.99 0.996 === Confusion Matrix === a b <-- classified as 2936 41 | a = yes 15 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5490 99.0617 % Incorrectly Classified Instances 52 0.9383 % Kappa statistic 0.9811 Mean absolute error 0.0117 Root mean squared error 0.0921 Relative absolute error 2.347 % Root relative squared error 18.4633 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.006 0.995 0.988 0.991 0.997 yes 0.994 0.012 0.986 0.994 0.99 0.997 no Weighted Avg. 0.991 0.009 0.991 0.991 0.991 0.997 === Confusion Matrix === a b <-- classified as 2940 37 | a = yes 15 2550 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5470 98.7008 % Incorrectly Classified Instances 72 1.2992 % Kappa statistic 0.9739 Mean absolute error 0.0162 Root mean squared error 0.1073 Relative absolute error 3.2542 % Root relative squared error 21.5294 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.982 0.007 0.994 0.982 0.988 0.993 yes 0.993 0.018 0.979 0.993 0.986 0.993 no Weighted Avg. 0.987 0.012 0.987 0.987 0.987 0.993 === Confusion Matrix === a b <-- classified as 2922 55 | a = yes 17 2548 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5503 99.2963 % Incorrectly Classified Instances 39 0.7037 % Kappa statistic 0.9859 Mean absolute error 0.0101 Root mean squared error 0.0807 Relative absolute error 2.0309 % Root relative squared error 16.1798 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.992 0.005 0.995 0.992 0.993 0.997 yes 0.995 0.008 0.99 0.995 0.992 0.997 no Weighted Avg. 0.993 0.007 0.993 0.993 0.993 0.997 === Confusion Matrix === a b <-- classified as 2952 25 | a = yes 14 2551 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5502 99.2782 % Incorrectly Classified Instances 40 0.7218 % Kappa statistic 0.9855 Mean absolute error 0.0104 Root mean squared error 0.0811 Relative absolute error 2.082 % Root relative squared error 16.257 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.99 0.004 0.996 0.99 0.993 0.997 yes 0.996 0.01 0.989 0.996 0.992 0.997 no Weighted Avg. 0.993 0.007 0.993 0.993 0.993 0.997 === Confusion Matrix === a b <-- classified as 2948 29 | a = yes 11 2554 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5478 98.8452 % Incorrectly Classified Instances 64 1.1548 % Kappa statistic 0.9768 Mean absolute error 0.0125 Root mean squared error 0.0987 Relative absolute error 2.5215 % Root relative squared error 19.8036 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.988 0.011 0.99 0.988 0.989 0.995 yes 0.989 0.012 0.986 0.989 0.988 0.995 no Weighted Avg. 0.988 0.012 0.988 0.988 0.988 0.995 === Confusion Matrix === a b <-- classified as 2943 35 | a = yes 29 2535 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5487 99.0076 % Incorrectly Classified Instances 55 0.9924 % Kappa statistic 0.9801 Mean absolute error 0.0129 Root mean squared error 0.0946 Relative absolute error 2.6023 % Root relative squared error 18.9745 % Total Number of Instances 5542 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.986 0.005 0.995 0.986 0.991 0.995 yes 0.995 0.014 0.984 0.995 0.989 0.995 no Weighted Avg. 0.99 0.009 0.99 0.99 0.99 0.995 === Confusion Matrix === a b <-- classified as 2937 41 | a = yes 14 2550 | b = no ------------------------------------------------------------------------------------------------------ SUBJECT: 15 RUN: 0 FOLD: 0 Correctly Classified Instances 5910 97.6537 % Incorrectly Classified Instances 142 2.3463 % Kappa statistic 0.9524 Mean absolute error 0.04 Root mean squared error 0.1372 Relative absolute error 8.1335 % Root relative squared error 27.6843 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.011 0.991 0.967 0.979 0.995 yes 0.989 0.033 0.959 0.989 0.973 0.995 no Weighted Avg. 0.977 0.021 0.977 0.977 0.977 0.995 === Confusion Matrix === a b <-- classified as 3309 112 | a = yes 30 2601 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5895 97.4058 % Incorrectly Classified Instances 157 2.5942 % Kappa statistic 0.9474 Mean absolute error 0.0385 Root mean squared error 0.1453 Relative absolute error 7.8369 % Root relative squared error 29.312 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.016 0.987 0.966 0.977 0.993 yes 0.984 0.034 0.957 0.984 0.971 0.993 no Weighted Avg. 0.974 0.024 0.974 0.974 0.974 0.993 === Confusion Matrix === a b <-- classified as 3306 115 | a = yes 42 2589 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5909 97.6371 % Incorrectly Classified Instances 143 2.3629 % Kappa statistic 0.9521 Mean absolute error 0.0368 Root mean squared error 0.1374 Relative absolute error 7.4779 % Root relative squared error 27.7091 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.013 0.99 0.968 0.979 0.995 yes 0.987 0.032 0.96 0.987 0.973 0.995 no Weighted Avg. 0.976 0.021 0.977 0.976 0.976 0.995 === Confusion Matrix === a b <-- classified as 3313 108 | a = yes 35 2596 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5906 97.5876 % Incorrectly Classified Instances 146 2.4124 % Kappa statistic 0.9511 Mean absolute error 0.0362 Root mean squared error 0.1413 Relative absolute error 7.3654 % Root relative squared error 28.4964 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.01 0.992 0.965 0.978 0.993 yes 0.99 0.035 0.956 0.99 0.973 0.993 no Weighted Avg. 0.976 0.021 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3302 119 | a = yes 27 2604 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5904 97.5706 % Incorrectly Classified Instances 147 2.4294 % Kappa statistic 0.9507 Mean absolute error 0.0322 Root mean squared error 0.1428 Relative absolute error 6.547 % Root relative squared error 28.8099 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.014 0.989 0.968 0.978 0.992 yes 0.986 0.032 0.959 0.986 0.972 0.992 no Weighted Avg. 0.976 0.022 0.976 0.976 0.976 0.992 === Confusion Matrix === a b <-- classified as 3311 110 | a = yes 37 2593 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5921 97.8516 % Incorrectly Classified Instances 130 2.1484 % Kappa statistic 0.9564 Mean absolute error 0.0343 Root mean squared error 0.1362 Relative absolute error 6.987 % Root relative squared error 27.4692 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.012 0.99 0.971 0.981 0.992 yes 0.988 0.029 0.964 0.988 0.976 0.992 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.992 === Confusion Matrix === a b <-- classified as 3323 98 | a = yes 32 2598 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5905 97.5872 % Incorrectly Classified Instances 146 2.4128 % Kappa statistic 0.9511 Mean absolute error 0.0336 Root mean squared error 0.1416 Relative absolute error 6.8283 % Root relative squared error 28.5679 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.014 0.989 0.968 0.978 0.992 yes 0.986 0.032 0.959 0.986 0.973 0.992 no Weighted Avg. 0.976 0.022 0.976 0.976 0.976 0.992 === Confusion Matrix === a b <-- classified as 3311 110 | a = yes 36 2594 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5938 98.1325 % Incorrectly Classified Instances 113 1.8675 % Kappa statistic 0.9621 Mean absolute error 0.0292 Root mean squared error 0.1254 Relative absolute error 5.9329 % Root relative squared error 25.3041 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.013 0.99 0.977 0.983 0.994 yes 0.987 0.023 0.971 0.987 0.979 0.994 no Weighted Avg. 0.981 0.017 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3343 78 | a = yes 35 2595 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5891 97.3558 % Incorrectly Classified Instances 160 2.6442 % Kappa statistic 0.9462 Mean absolute error 0.0385 Root mean squared error 0.1475 Relative absolute error 7.8365 % Root relative squared error 29.7529 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.026 0.98 0.973 0.977 0.991 yes 0.974 0.027 0.966 0.974 0.97 0.991 no Weighted Avg. 0.974 0.026 0.974 0.974 0.974 0.991 === Confusion Matrix === a b <-- classified as 3330 91 | a = yes 69 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5902 97.5376 % Incorrectly Classified Instances 149 2.4624 % Kappa statistic 0.95 Mean absolute error 0.0378 Root mean squared error 0.1388 Relative absolute error 7.6929 % Root relative squared error 27.9919 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.02 0.985 0.972 0.978 0.994 yes 0.98 0.028 0.964 0.98 0.972 0.994 no Weighted Avg. 0.975 0.024 0.976 0.975 0.975 0.994 === Confusion Matrix === a b <-- classified as 3323 97 | a = yes 52 2579 | b = no ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 5897 97.4389 % Incorrectly Classified Instances 155 2.5611 % Kappa statistic 0.9481 Mean absolute error 0.0355 Root mean squared error 0.1478 Relative absolute error 7.2309 % Root relative squared error 29.8147 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.962 0.01 0.992 0.962 0.977 0.993 yes 0.99 0.038 0.953 0.99 0.971 0.993 no Weighted Avg. 0.974 0.022 0.975 0.974 0.974 0.993 === Confusion Matrix === a b <-- classified as 3292 129 | a = yes 26 2605 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5902 97.5215 % Incorrectly Classified Instances 150 2.4785 % Kappa statistic 0.9498 Mean absolute error 0.0356 Root mean squared error 0.143 Relative absolute error 7.248 % Root relative squared error 28.8534 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.011 0.991 0.965 0.978 0.993 yes 0.989 0.035 0.956 0.989 0.972 0.993 no Weighted Avg. 0.975 0.022 0.976 0.975 0.975 0.993 === Confusion Matrix === a b <-- classified as 3301 120 | a = yes 30 2601 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5931 98.0007 % Incorrectly Classified Instances 121 1.9993 % Kappa statistic 0.9595 Mean absolute error 0.0301 Root mean squared error 0.1329 Relative absolute error 6.1228 % Root relative squared error 26.8154 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.008 0.993 0.971 0.982 0.993 yes 0.992 0.029 0.963 0.992 0.977 0.993 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3322 99 | a = yes 22 2609 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5911 97.6702 % Incorrectly Classified Instances 141 2.3298 % Kappa statistic 0.9527 Mean absolute error 0.0306 Root mean squared error 0.1426 Relative absolute error 6.2286 % Root relative squared error 28.7662 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.013 0.99 0.969 0.979 0.991 yes 0.987 0.031 0.96 0.987 0.974 0.991 no Weighted Avg. 0.977 0.021 0.977 0.977 0.977 0.991 === Confusion Matrix === a b <-- classified as 3314 107 | a = yes 34 2597 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5899 97.488 % Incorrectly Classified Instances 152 2.512 % Kappa statistic 0.949 Mean absolute error 0.0424 Root mean squared error 0.144 Relative absolute error 8.6225 % Root relative squared error 29.046 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.015 0.988 0.967 0.978 0.993 yes 0.985 0.033 0.959 0.985 0.971 0.993 no Weighted Avg. 0.975 0.023 0.975 0.975 0.975 0.993 === Confusion Matrix === a b <-- classified as 3309 112 | a = yes 40 2590 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5934 98.0664 % Incorrectly Classified Instances 117 1.9336 % Kappa statistic 0.9608 Mean absolute error 0.0364 Root mean squared error 0.1284 Relative absolute error 7.4136 % Root relative squared error 25.906 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.009 0.993 0.973 0.983 0.994 yes 0.991 0.027 0.965 0.991 0.978 0.994 no Weighted Avg. 0.981 0.017 0.981 0.981 0.981 0.994 === Confusion Matrix === a b <-- classified as 3327 94 | a = yes 23 2607 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5894 97.4054 % Incorrectly Classified Instances 157 2.5946 % Kappa statistic 0.9474 Mean absolute error 0.0344 Root mean squared error 0.1468 Relative absolute error 7.0039 % Root relative squared error 29.6173 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.014 0.989 0.965 0.977 0.992 yes 0.986 0.035 0.956 0.986 0.971 0.992 no Weighted Avg. 0.974 0.023 0.975 0.974 0.974 0.992 === Confusion Matrix === a b <-- classified as 3301 120 | a = yes 37 2593 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5925 97.9177 % Incorrectly Classified Instances 126 2.0823 % Kappa statistic 0.9578 Mean absolute error 0.0333 Root mean squared error 0.1326 Relative absolute error 6.7697 % Root relative squared error 26.7526 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.011 0.991 0.972 0.981 0.992 yes 0.989 0.028 0.964 0.989 0.976 0.992 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.992 === Confusion Matrix === a b <-- classified as 3324 97 | a = yes 29 2601 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5923 97.8846 % Incorrectly Classified Instances 128 2.1154 % Kappa statistic 0.9571 Mean absolute error 0.0342 Root mean squared error 0.1329 Relative absolute error 6.9631 % Root relative squared error 26.806 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.013 0.99 0.973 0.981 0.994 yes 0.987 0.027 0.965 0.987 0.976 0.994 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3328 93 | a = yes 35 2595 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5896 97.4384 % Incorrectly Classified Instances 155 2.5616 % Kappa statistic 0.9481 Mean absolute error 0.0352 Root mean squared error 0.1483 Relative absolute error 7.1522 % Root relative squared error 29.9158 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.964 0.012 0.991 0.964 0.977 0.991 yes 0.988 0.036 0.954 0.988 0.971 0.991 no Weighted Avg. 0.974 0.022 0.975 0.974 0.974 0.991 === Confusion Matrix === a b <-- classified as 3296 124 | a = yes 31 2600 | b = no ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 5906 97.5876 % Incorrectly Classified Instances 146 2.4124 % Kappa statistic 0.951 Mean absolute error 0.0364 Root mean squared error 0.1399 Relative absolute error 7.4141 % Root relative squared error 28.2239 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.016 0.987 0.97 0.978 0.993 yes 0.984 0.03 0.961 0.984 0.973 0.993 no Weighted Avg. 0.976 0.022 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3317 104 | a = yes 42 2589 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5885 97.2406 % Incorrectly Classified Instances 167 2.7594 % Kappa statistic 0.944 Mean absolute error 0.0401 Root mean squared error 0.1506 Relative absolute error 8.1578 % Root relative squared error 30.3896 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.022 0.983 0.968 0.975 0.992 yes 0.978 0.032 0.959 0.978 0.969 0.992 no Weighted Avg. 0.972 0.026 0.973 0.972 0.972 0.992 === Confusion Matrix === a b <-- classified as 3312 109 | a = yes 58 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5912 97.6867 % Incorrectly Classified Instances 140 2.3133 % Kappa statistic 0.9531 Mean absolute error 0.0367 Root mean squared error 0.1404 Relative absolute error 7.4665 % Root relative squared error 28.3256 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.014 0.989 0.97 0.979 0.993 yes 0.986 0.03 0.961 0.986 0.974 0.993 no Weighted Avg. 0.977 0.021 0.977 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3317 104 | a = yes 36 2595 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5925 97.9015 % Incorrectly Classified Instances 127 2.0985 % Kappa statistic 0.9574 Mean absolute error 0.0315 Root mean squared error 0.1316 Relative absolute error 6.4148 % Root relative squared error 26.5552 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.01 0.992 0.971 0.981 0.995 yes 0.99 0.029 0.963 0.99 0.976 0.995 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.995 === Confusion Matrix === a b <-- classified as 3321 100 | a = yes 27 2604 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5916 97.769 % Incorrectly Classified Instances 135 2.231 % Kappa statistic 0.9546 Mean absolute error 0.0364 Root mean squared error 0.1328 Relative absolute error 7.4139 % Root relative squared error 26.7895 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.978 0.022 0.983 0.978 0.98 0.993 yes 0.978 0.022 0.971 0.978 0.974 0.993 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3344 76 | a = yes 59 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5922 97.8681 % Incorrectly Classified Instances 129 2.1319 % Kappa statistic 0.9567 Mean absolute error 0.0333 Root mean squared error 0.1333 Relative absolute error 6.7854 % Root relative squared error 26.8854 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.013 0.99 0.973 0.981 0.993 yes 0.987 0.027 0.965 0.987 0.976 0.993 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3327 94 | a = yes 35 2595 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5895 97.4219 % Incorrectly Classified Instances 156 2.5781 % Kappa statistic 0.9476 Mean absolute error 0.0421 Root mean squared error 0.1444 Relative absolute error 8.5668 % Root relative squared error 29.1253 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.021 0.983 0.971 0.977 0.992 yes 0.979 0.029 0.963 0.979 0.971 0.992 no Weighted Avg. 0.974 0.025 0.974 0.974 0.974 0.992 === Confusion Matrix === a b <-- classified as 3321 100 | a = yes 56 2574 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5902 97.5376 % Incorrectly Classified Instances 149 2.4624 % Kappa statistic 0.9501 Mean absolute error 0.044 Root mean squared error 0.1428 Relative absolute error 8.9558 % Root relative squared error 28.8061 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.013 0.99 0.967 0.978 0.992 yes 0.987 0.033 0.958 0.987 0.972 0.992 no Weighted Avg. 0.975 0.022 0.976 0.975 0.975 0.992 === Confusion Matrix === a b <-- classified as 3307 114 | a = yes 35 2595 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5903 97.5541 % Incorrectly Classified Instances 148 2.4459 % Kappa statistic 0.9504 Mean absolute error 0.0369 Root mean squared error 0.1398 Relative absolute error 7.5105 % Root relative squared error 28.2115 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.014 0.989 0.967 0.978 0.994 yes 0.986 0.033 0.959 0.986 0.972 0.994 no Weighted Avg. 0.976 0.022 0.976 0.976 0.976 0.994 === Confusion Matrix === a b <-- classified as 3309 112 | a = yes 36 2594 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5921 97.8516 % Incorrectly Classified Instances 130 2.1484 % Kappa statistic 0.9564 Mean absolute error 0.0348 Root mean squared error 0.1338 Relative absolute error 7.081 % Root relative squared error 26.9937 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.011 0.991 0.97 0.981 0.995 yes 0.989 0.03 0.963 0.989 0.976 0.995 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.995 === Confusion Matrix === a b <-- classified as 3320 101 | a = yes 29 2601 | b = no ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 5922 97.8519 % Incorrectly Classified Instances 130 2.1481 % Kappa statistic 0.9564 Mean absolute error 0.0307 Root mean squared error 0.1314 Relative absolute error 6.2379 % Root relative squared error 26.516 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.012 0.99 0.971 0.981 0.994 yes 0.988 0.029 0.964 0.988 0.976 0.994 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3323 98 | a = yes 32 2599 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5919 97.8024 % Incorrectly Classified Instances 133 2.1976 % Kappa statistic 0.9554 Mean absolute error 0.0341 Root mean squared error 0.1372 Relative absolute error 6.9432 % Root relative squared error 27.6789 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.013 0.99 0.971 0.98 0.993 yes 0.987 0.029 0.963 0.987 0.975 0.993 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3321 100 | a = yes 33 2598 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5911 97.6702 % Incorrectly Classified Instances 141 2.3298 % Kappa statistic 0.9527 Mean absolute error 0.0364 Root mean squared error 0.1385 Relative absolute error 7.4152 % Root relative squared error 27.9378 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.016 0.987 0.971 0.979 0.992 yes 0.984 0.029 0.964 0.984 0.973 0.992 no Weighted Avg. 0.977 0.022 0.977 0.977 0.977 0.992 === Confusion Matrix === a b <-- classified as 3323 98 | a = yes 43 2588 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5917 97.7693 % Incorrectly Classified Instances 135 2.2307 % Kappa statistic 0.9547 Mean absolute error 0.0373 Root mean squared error 0.1373 Relative absolute error 7.5957 % Root relative squared error 27.6912 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.014 0.989 0.972 0.98 0.993 yes 0.986 0.028 0.964 0.986 0.975 0.993 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3324 97 | a = yes 38 2593 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5901 97.5211 % Incorrectly Classified Instances 150 2.4789 % Kappa statistic 0.9496 Mean absolute error 0.0375 Root mean squared error 0.1399 Relative absolute error 7.6333 % Root relative squared error 28.2302 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.022 0.983 0.973 0.978 0.993 yes 0.978 0.027 0.966 0.978 0.972 0.993 no Weighted Avg. 0.975 0.024 0.975 0.975 0.975 0.993 === Confusion Matrix === a b <-- classified as 3330 91 | a = yes 59 2571 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5879 97.1575 % Incorrectly Classified Instances 172 2.8425 % Kappa statistic 0.9422 Mean absolute error 0.0425 Root mean squared error 0.1472 Relative absolute error 8.6394 % Root relative squared error 29.6894 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.028 0.978 0.971 0.975 0.992 yes 0.972 0.029 0.963 0.972 0.967 0.992 no Weighted Avg. 0.972 0.028 0.972 0.972 0.972 0.992 === Confusion Matrix === a b <-- classified as 3322 99 | a = yes 73 2557 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5903 97.5541 % Incorrectly Classified Instances 148 2.4459 % Kappa statistic 0.9504 Mean absolute error 0.0398 Root mean squared error 0.1439 Relative absolute error 8.1021 % Root relative squared error 29.0285 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.016 0.988 0.969 0.978 0.991 yes 0.984 0.031 0.96 0.984 0.972 0.991 no Weighted Avg. 0.976 0.022 0.976 0.976 0.976 0.991 === Confusion Matrix === a b <-- classified as 3314 107 | a = yes 41 2589 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5900 97.5045 % Incorrectly Classified Instances 151 2.4955 % Kappa statistic 0.9493 Mean absolute error 0.0403 Root mean squared error 0.1467 Relative absolute error 8.1908 % Root relative squared error 29.5976 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.022 0.983 0.973 0.978 0.993 yes 0.978 0.027 0.965 0.978 0.971 0.993 no Weighted Avg. 0.975 0.024 0.975 0.975 0.975 0.993 === Confusion Matrix === a b <-- classified as 3328 93 | a = yes 58 2572 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5916 97.769 % Incorrectly Classified Instances 135 2.231 % Kappa statistic 0.9547 Mean absolute error 0.0347 Root mean squared error 0.1388 Relative absolute error 7.0687 % Root relative squared error 28.0077 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.013 0.99 0.971 0.98 0.992 yes 0.987 0.029 0.963 0.987 0.975 0.992 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.992 === Confusion Matrix === a b <-- classified as 3321 100 | a = yes 35 2595 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5904 97.5706 % Incorrectly Classified Instances 147 2.4294 % Kappa statistic 0.9506 Mean absolute error 0.0389 Root mean squared error 0.1403 Relative absolute error 7.9104 % Root relative squared error 28.3007 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.977 0.026 0.98 0.977 0.978 0.995 yes 0.974 0.023 0.97 0.974 0.972 0.995 no Weighted Avg. 0.976 0.025 0.976 0.976 0.976 0.995 === Confusion Matrix === a b <-- classified as 3342 78 | a = yes 69 2562 | b = no ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 5892 97.3562 % Incorrectly Classified Instances 160 2.6438 % Kappa statistic 0.9464 Mean absolute error 0.0325 Root mean squared error 0.1555 Relative absolute error 6.6152 % Root relative squared error 31.361 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.962 0.011 0.991 0.962 0.976 0.986 yes 0.989 0.038 0.952 0.989 0.97 0.986 no Weighted Avg. 0.974 0.023 0.974 0.974 0.974 0.986 === Confusion Matrix === a b <-- classified as 3290 131 | a = yes 29 2602 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5913 97.7032 % Incorrectly Classified Instances 139 2.2968 % Kappa statistic 0.9534 Mean absolute error 0.0309 Root mean squared error 0.1392 Relative absolute error 6.2946 % Root relative squared error 28.0798 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.015 0.988 0.971 0.98 0.992 yes 0.985 0.029 0.963 0.985 0.974 0.992 no Weighted Avg. 0.977 0.021 0.977 0.977 0.977 0.992 === Confusion Matrix === a b <-- classified as 3321 100 | a = yes 39 2592 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5927 97.9346 % Incorrectly Classified Instances 125 2.0654 % Kappa statistic 0.9581 Mean absolute error 0.0296 Root mean squared error 0.13 Relative absolute error 6.0192 % Root relative squared error 26.2177 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.013 0.99 0.973 0.982 0.995 yes 0.987 0.027 0.966 0.987 0.976 0.995 no Weighted Avg. 0.979 0.019 0.98 0.979 0.979 0.995 === Confusion Matrix === a b <-- classified as 3330 91 | a = yes 34 2597 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5923 97.8685 % Incorrectly Classified Instances 129 2.1315 % Kappa statistic 0.9567 Mean absolute error 0.0327 Root mean squared error 0.1324 Relative absolute error 6.6533 % Root relative squared error 26.702 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.013 0.99 0.972 0.981 0.995 yes 0.987 0.028 0.965 0.987 0.976 0.995 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.995 === Confusion Matrix === a b <-- classified as 3326 95 | a = yes 34 2597 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5914 97.7359 % Incorrectly Classified Instances 137 2.2641 % Kappa statistic 0.954 Mean absolute error 0.035 Root mean squared error 0.1377 Relative absolute error 7.1169 % Root relative squared error 27.7771 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.015 0.988 0.972 0.98 0.993 yes 0.985 0.028 0.964 0.985 0.974 0.993 no Weighted Avg. 0.977 0.021 0.978 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3324 97 | a = yes 40 2590 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5886 97.2732 % Incorrectly Classified Instances 165 2.7268 % Kappa statistic 0.9448 Mean absolute error 0.0377 Root mean squared error 0.1501 Relative absolute error 7.6683 % Root relative squared error 30.2886 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.961 0.011 0.991 0.961 0.976 0.993 yes 0.989 0.039 0.951 0.989 0.969 0.993 no Weighted Avg. 0.973 0.024 0.973 0.973 0.973 0.993 === Confusion Matrix === a b <-- classified as 3286 135 | a = yes 30 2600 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5915 97.7524 % Incorrectly Classified Instances 136 2.2476 % Kappa statistic 0.9544 Mean absolute error 0.034 Root mean squared error 0.1367 Relative absolute error 6.9239 % Root relative squared error 27.5712 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.011 0.991 0.969 0.98 0.993 yes 0.989 0.031 0.96 0.989 0.975 0.993 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3314 107 | a = yes 29 2601 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5905 97.5872 % Incorrectly Classified Instances 146 2.4128 % Kappa statistic 0.951 Mean absolute error 0.0372 Root mean squared error 0.1378 Relative absolute error 7.56 % Root relative squared error 27.8086 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.02 0.984 0.973 0.979 0.994 yes 0.98 0.027 0.965 0.98 0.972 0.994 no Weighted Avg. 0.976 0.023 0.976 0.976 0.976 0.994 === Confusion Matrix === a b <-- classified as 3328 93 | a = yes 53 2577 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5895 97.4219 % Incorrectly Classified Instances 156 2.5781 % Kappa statistic 0.9477 Mean absolute error 0.0392 Root mean squared error 0.1439 Relative absolute error 7.9774 % Root relative squared error 29.0358 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.016 0.987 0.967 0.977 0.992 yes 0.984 0.033 0.958 0.984 0.971 0.992 no Weighted Avg. 0.974 0.024 0.975 0.974 0.974 0.992 === Confusion Matrix === a b <-- classified as 3308 113 | a = yes 43 2587 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5919 97.8185 % Incorrectly Classified Instances 132 2.1815 % Kappa statistic 0.9557 Mean absolute error 0.0316 Root mean squared error 0.131 Relative absolute error 6.4305 % Root relative squared error 26.4277 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.017 0.986 0.975 0.981 0.995 yes 0.983 0.025 0.968 0.983 0.975 0.995 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.995 === Confusion Matrix === a b <-- classified as 3334 86 | a = yes 46 2585 | b = no ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 5894 97.3893 % Incorrectly Classified Instances 158 2.6107 % Kappa statistic 0.9472 Mean absolute error 0.0345 Root mean squared error 0.1443 Relative absolute error 7.0127 % Root relative squared error 29.104 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.96 0.008 0.994 0.96 0.977 0.994 yes 0.992 0.04 0.95 0.992 0.971 0.994 no Weighted Avg. 0.974 0.022 0.975 0.974 0.974 0.994 === Confusion Matrix === a b <-- classified as 3283 138 | a = yes 20 2611 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5918 97.7859 % Incorrectly Classified Instances 134 2.2141 % Kappa statistic 0.9551 Mean absolute error 0.0367 Root mean squared error 0.1377 Relative absolute error 7.474 % Root relative squared error 27.7765 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.009 0.993 0.968 0.98 0.994 yes 0.991 0.032 0.96 0.991 0.975 0.994 no Weighted Avg. 0.978 0.019 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3311 110 | a = yes 24 2607 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5901 97.505 % Incorrectly Classified Instances 151 2.495 % Kappa statistic 0.9495 Mean absolute error 0.0391 Root mean squared error 0.1427 Relative absolute error 7.9521 % Root relative squared error 28.7822 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.963 0.01 0.992 0.963 0.978 0.991 yes 0.99 0.037 0.954 0.99 0.972 0.991 no Weighted Avg. 0.975 0.021 0.976 0.975 0.975 0.991 === Confusion Matrix === a b <-- classified as 3295 126 | a = yes 25 2606 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5911 97.6702 % Incorrectly Classified Instances 141 2.3298 % Kappa statistic 0.9527 Mean absolute error 0.0325 Root mean squared error 0.1409 Relative absolute error 6.6211 % Root relative squared error 28.4332 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.013 0.99 0.969 0.979 0.992 yes 0.987 0.031 0.961 0.987 0.974 0.992 no Weighted Avg. 0.977 0.021 0.977 0.977 0.977 0.992 === Confusion Matrix === a b <-- classified as 3315 106 | a = yes 35 2596 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5930 98.0003 % Incorrectly Classified Instances 121 1.9997 % Kappa statistic 0.9594 Mean absolute error 0.0308 Root mean squared error 0.1314 Relative absolute error 6.2603 % Root relative squared error 26.5052 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.009 0.993 0.972 0.982 0.993 yes 0.991 0.028 0.964 0.991 0.977 0.993 no Weighted Avg. 0.98 0.017 0.98 0.98 0.98 0.993 === Confusion Matrix === a b <-- classified as 3323 97 | a = yes 24 2607 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5904 97.5706 % Incorrectly Classified Instances 147 2.4294 % Kappa statistic 0.9507 Mean absolute error 0.0338 Root mean squared error 0.1368 Relative absolute error 6.8802 % Root relative squared error 27.5971 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.017 0.986 0.97 0.978 0.995 yes 0.983 0.03 0.962 0.983 0.972 0.995 no Weighted Avg. 0.976 0.023 0.976 0.976 0.976 0.995 === Confusion Matrix === a b <-- classified as 3320 101 | a = yes 46 2584 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5899 97.488 % Incorrectly Classified Instances 152 2.512 % Kappa statistic 0.9491 Mean absolute error 0.0382 Root mean squared error 0.1407 Relative absolute error 7.7815 % Root relative squared error 28.38 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.013 0.99 0.966 0.978 0.994 yes 0.987 0.034 0.957 0.987 0.972 0.994 no Weighted Avg. 0.975 0.022 0.975 0.975 0.975 0.994 === Confusion Matrix === a b <-- classified as 3304 117 | a = yes 35 2595 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5898 97.4715 % Incorrectly Classified Instances 153 2.5285 % Kappa statistic 0.9488 Mean absolute error 0.0361 Root mean squared error 0.1429 Relative absolute error 7.3371 % Root relative squared error 28.8357 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.012 0.99 0.965 0.977 0.993 yes 0.988 0.035 0.955 0.988 0.971 0.993 no Weighted Avg. 0.975 0.022 0.975 0.975 0.975 0.993 === Confusion Matrix === a b <-- classified as 3300 121 | a = yes 32 2598 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5901 97.5211 % Incorrectly Classified Instances 150 2.4789 % Kappa statistic 0.9497 Mean absolute error 0.0374 Root mean squared error 0.1433 Relative absolute error 7.6029 % Root relative squared error 28.901 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.014 0.989 0.967 0.978 0.993 yes 0.986 0.033 0.958 0.986 0.972 0.993 no Weighted Avg. 0.975 0.022 0.976 0.975 0.975 0.993 === Confusion Matrix === a b <-- classified as 3307 114 | a = yes 36 2594 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5927 97.9508 % Incorrectly Classified Instances 124 2.0492 % Kappa statistic 0.9585 Mean absolute error 0.0351 Root mean squared error 0.1319 Relative absolute error 7.1416 % Root relative squared error 26.6109 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.008 0.994 0.97 0.982 0.995 yes 0.992 0.03 0.962 0.992 0.977 0.995 no Weighted Avg. 0.98 0.018 0.98 0.98 0.98 0.995 === Confusion Matrix === a b <-- classified as 3317 104 | a = yes 20 2610 | b = no ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 5895 97.4058 % Incorrectly Classified Instances 157 2.5942 % Kappa statistic 0.9474 Mean absolute error 0.0428 Root mean squared error 0.1416 Relative absolute error 8.706 % Root relative squared error 28.556 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.017 0.987 0.967 0.977 0.992 yes 0.983 0.033 0.958 0.983 0.971 0.992 no Weighted Avg. 0.974 0.024 0.974 0.974 0.974 0.992 === Confusion Matrix === a b <-- classified as 3309 112 | a = yes 45 2586 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5892 97.3562 % Incorrectly Classified Instances 160 2.6438 % Kappa statistic 0.9463 Mean absolute error 0.0475 Root mean squared error 0.1443 Relative absolute error 9.6741 % Root relative squared error 29.1019 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.027 0.979 0.974 0.977 0.992 yes 0.973 0.026 0.966 0.973 0.97 0.992 no Weighted Avg. 0.974 0.026 0.974 0.974 0.974 0.992 === Confusion Matrix === a b <-- classified as 3331 90 | a = yes 70 2561 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5919 97.8024 % Incorrectly Classified Instances 133 2.1976 % Kappa statistic 0.9555 Mean absolute error 0.0411 Root mean squared error 0.1358 Relative absolute error 8.3562 % Root relative squared error 27.3905 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.009 0.993 0.968 0.98 0.994 yes 0.991 0.032 0.96 0.991 0.975 0.994 no Weighted Avg. 0.978 0.019 0.979 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3311 110 | a = yes 23 2608 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5908 97.6206 % Incorrectly Classified Instances 144 2.3794 % Kappa statistic 0.9517 Mean absolute error 0.0414 Root mean squared error 0.1378 Relative absolute error 8.4243 % Root relative squared error 27.8068 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.013 0.99 0.968 0.979 0.994 yes 0.987 0.032 0.959 0.987 0.973 0.994 no Weighted Avg. 0.976 0.021 0.977 0.976 0.976 0.994 === Confusion Matrix === a b <-- classified as 3311 110 | a = yes 34 2597 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5898 97.4715 % Incorrectly Classified Instances 153 2.5285 % Kappa statistic 0.9487 Mean absolute error 0.0372 Root mean squared error 0.1453 Relative absolute error 7.5736 % Root relative squared error 29.3101 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.018 0.986 0.969 0.977 0.994 yes 0.982 0.031 0.961 0.982 0.971 0.994 no Weighted Avg. 0.975 0.024 0.975 0.975 0.975 0.994 === Confusion Matrix === a b <-- classified as 3314 106 | a = yes 47 2584 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5901 97.5211 % Incorrectly Classified Instances 150 2.4789 % Kappa statistic 0.9497 Mean absolute error 0.0366 Root mean squared error 0.1417 Relative absolute error 7.4435 % Root relative squared error 28.5884 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.014 0.989 0.967 0.978 0.991 yes 0.986 0.033 0.958 0.986 0.972 0.991 no Weighted Avg. 0.975 0.022 0.976 0.975 0.975 0.991 === Confusion Matrix === a b <-- classified as 3307 114 | a = yes 36 2594 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5917 97.7855 % Incorrectly Classified Instances 134 2.2145 % Kappa statistic 0.955 Mean absolute error 0.0317 Root mean squared error 0.1398 Relative absolute error 6.457 % Root relative squared error 28.1926 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.016 0.988 0.973 0.98 0.991 yes 0.984 0.027 0.966 0.984 0.975 0.991 no Weighted Avg. 0.978 0.021 0.978 0.978 0.978 0.991 === Confusion Matrix === a b <-- classified as 3329 92 | a = yes 42 2588 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5918 97.802 % Incorrectly Classified Instances 133 2.198 % Kappa statistic 0.9554 Mean absolute error 0.0348 Root mean squared error 0.1396 Relative absolute error 7.0784 % Root relative squared error 28.165 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.015 0.988 0.973 0.98 0.991 yes 0.985 0.027 0.965 0.985 0.975 0.991 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.991 === Confusion Matrix === a b <-- classified as 3328 93 | a = yes 40 2590 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5908 97.6368 % Incorrectly Classified Instances 143 2.3632 % Kappa statistic 0.952 Mean absolute error 0.0366 Root mean squared error 0.1425 Relative absolute error 7.4412 % Root relative squared error 28.7531 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.976 0.023 0.982 0.976 0.979 0.992 yes 0.977 0.024 0.969 0.977 0.973 0.992 no Weighted Avg. 0.976 0.024 0.976 0.976 0.976 0.992 === Confusion Matrix === a b <-- classified as 3339 82 | a = yes 61 2569 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5925 97.9177 % Incorrectly Classified Instances 126 2.0823 % Kappa statistic 0.9577 Mean absolute error 0.0351 Root mean squared error 0.1319 Relative absolute error 7.1412 % Root relative squared error 26.6068 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.014 0.989 0.974 0.981 0.993 yes 0.986 0.026 0.967 0.986 0.976 0.993 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3333 88 | a = yes 38 2592 | b = no ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 5916 97.7528 % Incorrectly Classified Instances 136 2.2472 % Kappa statistic 0.9544 Mean absolute error 0.0322 Root mean squared error 0.1385 Relative absolute error 6.5548 % Root relative squared error 27.9374 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.011 0.992 0.968 0.98 0.993 yes 0.989 0.032 0.96 0.989 0.975 0.993 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3313 108 | a = yes 28 2603 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5905 97.5711 % Incorrectly Classified Instances 147 2.4289 % Kappa statistic 0.9508 Mean absolute error 0.0348 Root mean squared error 0.1426 Relative absolute error 7.0773 % Root relative squared error 28.7674 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.012 0.991 0.966 0.978 0.993 yes 0.988 0.034 0.957 0.988 0.973 0.993 no Weighted Avg. 0.976 0.021 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3305 116 | a = yes 31 2600 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5922 97.8519 % Incorrectly Classified Instances 130 2.1481 % Kappa statistic 0.9564 Mean absolute error 0.0293 Root mean squared error 0.1347 Relative absolute error 5.9524 % Root relative squared error 27.1714 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.012 0.991 0.971 0.981 0.995 yes 0.988 0.029 0.963 0.988 0.976 0.995 no Weighted Avg. 0.979 0.019 0.979 0.979 0.979 0.995 === Confusion Matrix === a b <-- classified as 3322 99 | a = yes 31 2600 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5895 97.4058 % Incorrectly Classified Instances 157 2.5942 % Kappa statistic 0.9473 Mean absolute error 0.0417 Root mean squared error 0.1431 Relative absolute error 8.4808 % Root relative squared error 28.8695 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.02 0.984 0.97 0.977 0.993 yes 0.98 0.03 0.961 0.98 0.97 0.993 no Weighted Avg. 0.974 0.025 0.974 0.974 0.974 0.993 === Confusion Matrix === a b <-- classified as 3317 104 | a = yes 53 2578 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5918 97.802 % Incorrectly Classified Instances 133 2.198 % Kappa statistic 0.9554 Mean absolute error 0.0317 Root mean squared error 0.1354 Relative absolute error 6.4486 % Root relative squared error 27.3226 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.015 0.988 0.973 0.98 0.993 yes 0.985 0.027 0.965 0.985 0.975 0.993 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3327 94 | a = yes 39 2591 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5912 97.7029 % Incorrectly Classified Instances 139 2.2971 % Kappa statistic 0.9534 Mean absolute error 0.0377 Root mean squared error 0.1372 Relative absolute error 7.6731 % Root relative squared error 27.6717 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.016 0.988 0.972 0.98 0.993 yes 0.984 0.028 0.964 0.984 0.974 0.993 no Weighted Avg. 0.977 0.021 0.977 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3324 97 | a = yes 42 2588 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5898 97.4715 % Incorrectly Classified Instances 153 2.5285 % Kappa statistic 0.9487 Mean absolute error 0.0379 Root mean squared error 0.1452 Relative absolute error 7.7141 % Root relative squared error 29.2965 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.971 0.021 0.984 0.971 0.977 0.99 yes 0.979 0.029 0.963 0.979 0.971 0.99 no Weighted Avg. 0.975 0.024 0.975 0.975 0.975 0.99 === Confusion Matrix === a b <-- classified as 3322 99 | a = yes 54 2576 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5913 97.7194 % Incorrectly Classified Instances 138 2.2806 % Kappa statistic 0.9537 Mean absolute error 0.0351 Root mean squared error 0.1383 Relative absolute error 7.1513 % Root relative squared error 27.9075 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.018 0.986 0.973 0.98 0.993 yes 0.982 0.027 0.966 0.982 0.974 0.993 no Weighted Avg. 0.977 0.022 0.977 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3330 91 | a = yes 47 2583 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5902 97.5376 % Incorrectly Classified Instances 149 2.4624 % Kappa statistic 0.9499 Mean absolute error 0.0463 Root mean squared error 0.1416 Relative absolute error 9.4279 % Root relative squared error 28.5643 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.025 0.981 0.975 0.978 0.994 yes 0.975 0.025 0.968 0.975 0.972 0.994 no Weighted Avg. 0.975 0.025 0.975 0.975 0.975 0.994 === Confusion Matrix === a b <-- classified as 3337 84 | a = yes 65 2565 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5905 97.5872 % Incorrectly Classified Instances 146 2.4128 % Kappa statistic 0.951 Mean absolute error 0.0395 Root mean squared error 0.1401 Relative absolute error 8.0363 % Root relative squared error 28.2617 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.975 0.024 0.982 0.975 0.979 0.993 yes 0.976 0.025 0.968 0.976 0.972 0.993 no Weighted Avg. 0.976 0.024 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3336 84 | a = yes 62 2569 | b = no ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 5905 97.5711 % Incorrectly Classified Instances 147 2.4289 % Kappa statistic 0.9508 Mean absolute error 0.0353 Root mean squared error 0.1422 Relative absolute error 7.1838 % Root relative squared error 28.6925 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.965 0.01 0.992 0.965 0.978 0.992 yes 0.99 0.035 0.956 0.99 0.973 0.992 no Weighted Avg. 0.976 0.021 0.976 0.976 0.976 0.992 === Confusion Matrix === a b <-- classified as 3300 121 | a = yes 26 2605 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5883 97.2075 % Incorrectly Classified Instances 169 2.7925 % Kappa statistic 0.9435 Mean absolute error 0.0391 Root mean squared error 0.1533 Relative absolute error 7.958 % Root relative squared error 30.9228 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.957 0.008 0.994 0.957 0.975 0.992 yes 0.992 0.043 0.946 0.992 0.969 0.992 no Weighted Avg. 0.972 0.023 0.973 0.972 0.972 0.992 === Confusion Matrix === a b <-- classified as 3273 148 | a = yes 21 2610 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5927 97.9346 % Incorrectly Classified Instances 125 2.0654 % Kappa statistic 0.9581 Mean absolute error 0.0342 Root mean squared error 0.1341 Relative absolute error 6.9597 % Root relative squared error 27.0503 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.008 0.993 0.97 0.982 0.994 yes 0.992 0.03 0.962 0.992 0.977 0.994 no Weighted Avg. 0.979 0.018 0.98 0.979 0.979 0.994 === Confusion Matrix === a b <-- classified as 3318 103 | a = yes 22 2609 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5920 97.8189 % Incorrectly Classified Instances 132 2.1811 % Kappa statistic 0.9558 Mean absolute error 0.0338 Root mean squared error 0.1402 Relative absolute error 6.8778 % Root relative squared error 28.2796 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.006 0.995 0.966 0.98 0.991 yes 0.994 0.034 0.957 0.994 0.975 0.991 no Weighted Avg. 0.978 0.018 0.979 0.978 0.978 0.991 === Confusion Matrix === a b <-- classified as 3304 117 | a = yes 15 2616 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5914 97.7359 % Incorrectly Classified Instances 137 2.2641 % Kappa statistic 0.9541 Mean absolute error 0.0444 Root mean squared error 0.1402 Relative absolute error 9.0341 % Root relative squared error 28.2793 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.01 0.992 0.968 0.98 0.993 yes 0.99 0.032 0.959 0.99 0.974 0.993 no Weighted Avg. 0.977 0.02 0.978 0.977 0.977 0.993 === Confusion Matrix === a b <-- classified as 3309 111 | a = yes 26 2605 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5909 97.6533 % Incorrectly Classified Instances 142 2.3467 % Kappa statistic 0.9524 Mean absolute error 0.0366 Root mean squared error 0.1393 Relative absolute error 7.444 % Root relative squared error 28.0953 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.972 0.017 0.987 0.972 0.979 0.994 yes 0.983 0.028 0.964 0.983 0.973 0.994 no Weighted Avg. 0.977 0.022 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3324 97 | a = yes 45 2585 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5905 97.5872 % Incorrectly Classified Instances 146 2.4128 % Kappa statistic 0.951 Mean absolute error 0.0392 Root mean squared error 0.1393 Relative absolute error 7.9791 % Root relative squared error 28.1082 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.969 0.015 0.988 0.969 0.978 0.993 yes 0.985 0.031 0.961 0.985 0.973 0.993 no Weighted Avg. 0.976 0.022 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3315 106 | a = yes 40 2590 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5922 97.8681 % Incorrectly Classified Instances 129 2.1319 % Kappa statistic 0.9567 Mean absolute error 0.0327 Root mean squared error 0.1341 Relative absolute error 6.6584 % Root relative squared error 27.06 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.014 0.989 0.973 0.981 0.993 yes 0.986 0.027 0.966 0.986 0.976 0.993 no Weighted Avg. 0.979 0.02 0.979 0.979 0.979 0.993 === Confusion Matrix === a b <-- classified as 3330 91 | a = yes 38 2592 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5905 97.5872 % Incorrectly Classified Instances 146 2.4128 % Kappa statistic 0.9511 Mean absolute error 0.0367 Root mean squared error 0.1421 Relative absolute error 7.4771 % Root relative squared error 28.6609 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.013 0.99 0.967 0.978 0.993 yes 0.987 0.033 0.959 0.987 0.973 0.993 no Weighted Avg. 0.976 0.022 0.976 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3309 112 | a = yes 34 2596 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5906 97.6037 % Incorrectly Classified Instances 145 2.3963 % Kappa statistic 0.9514 Mean absolute error 0.0366 Root mean squared error 0.1377 Relative absolute error 7.4483 % Root relative squared error 27.7725 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.967 0.012 0.99 0.967 0.979 0.994 yes 0.988 0.033 0.958 0.988 0.973 0.994 no Weighted Avg. 0.976 0.021 0.976 0.976 0.976 0.994 === Confusion Matrix === a b <-- classified as 3308 113 | a = yes 32 2598 | b = no ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 5884 97.2241 % Incorrectly Classified Instances 168 2.7759 % Kappa statistic 0.9435 Mean absolute error 0.0393 Root mean squared error 0.1488 Relative absolute error 8.0003 % Root relative squared error 30.0073 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.974 0.03 0.977 0.974 0.975 0.991 yes 0.97 0.026 0.966 0.97 0.968 0.991 no Weighted Avg. 0.972 0.028 0.972 0.972 0.972 0.991 === Confusion Matrix === a b <-- classified as 3332 89 | a = yes 79 2552 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 5901 97.505 % Incorrectly Classified Instances 151 2.495 % Kappa statistic 0.9493 Mean absolute error 0.0379 Root mean squared error 0.1415 Relative absolute error 7.7019 % Root relative squared error 28.541 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.019 0.985 0.97 0.978 0.994 yes 0.981 0.03 0.962 0.981 0.972 0.994 no Weighted Avg. 0.975 0.024 0.975 0.975 0.975 0.994 === Confusion Matrix === a b <-- classified as 3320 101 | a = yes 50 2581 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 5921 97.8354 % Incorrectly Classified Instances 131 2.1646 % Kappa statistic 0.956 Mean absolute error 0.0314 Root mean squared error 0.1359 Relative absolute error 6.3882 % Root relative squared error 27.4174 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.979 0.022 0.983 0.979 0.981 0.994 yes 0.978 0.021 0.972 0.978 0.975 0.994 no Weighted Avg. 0.978 0.022 0.978 0.978 0.978 0.994 === Confusion Matrix === a b <-- classified as 3348 73 | a = yes 58 2573 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 5899 97.4719 % Incorrectly Classified Instances 153 2.5281 % Kappa statistic 0.9487 Mean absolute error 0.0328 Root mean squared error 0.1435 Relative absolute error 6.6776 % Root relative squared error 28.9534 % Total Number of Instances 6052 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.968 0.016 0.987 0.968 0.977 0.992 yes 0.984 0.032 0.959 0.984 0.971 0.992 no Weighted Avg. 0.975 0.023 0.975 0.975 0.975 0.992 === Confusion Matrix === a b <-- classified as 3310 111 | a = yes 42 2589 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 5906 97.6037 % Incorrectly Classified Instances 145 2.3963 % Kappa statistic 0.9514 Mean absolute error 0.0391 Root mean squared error 0.1431 Relative absolute error 7.9462 % Root relative squared error 28.8659 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.017 0.987 0.97 0.979 0.992 yes 0.983 0.03 0.962 0.983 0.973 0.992 no Weighted Avg. 0.976 0.022 0.976 0.976 0.976 0.992 === Confusion Matrix === a b <-- classified as 3320 101 | a = yes 44 2586 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 5894 97.4054 % Incorrectly Classified Instances 157 2.5946 % Kappa statistic 0.9474 Mean absolute error 0.0429 Root mean squared error 0.1427 Relative absolute error 8.7215 % Root relative squared error 28.7924 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.015 0.988 0.966 0.977 0.994 yes 0.985 0.034 0.956 0.985 0.971 0.994 no Weighted Avg. 0.974 0.023 0.974 0.974 0.974 0.994 === Confusion Matrix === a b <-- classified as 3303 118 | a = yes 39 2591 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 5911 97.6863 % Incorrectly Classified Instances 140 2.3137 % Kappa statistic 0.953 Mean absolute error 0.0379 Root mean squared error 0.1382 Relative absolute error 7.7163 % Root relative squared error 27.8838 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.017 0.986 0.973 0.979 0.994 yes 0.983 0.027 0.965 0.983 0.974 0.994 no Weighted Avg. 0.977 0.022 0.977 0.977 0.977 0.994 === Confusion Matrix === a b <-- classified as 3327 94 | a = yes 46 2584 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 5931 98.0169 % Incorrectly Classified Instances 120 1.9831 % Kappa statistic 0.9598 Mean absolute error 0.0326 Root mean squared error 0.1293 Relative absolute error 6.6322 % Root relative squared error 26.0833 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.973 0.01 0.992 0.973 0.982 0.994 yes 0.99 0.027 0.965 0.99 0.977 0.994 no Weighted Avg. 0.98 0.018 0.98 0.98 0.98 0.994 === Confusion Matrix === a b <-- classified as 3327 94 | a = yes 26 2604 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 5908 97.6368 % Incorrectly Classified Instances 143 2.3632 % Kappa statistic 0.9521 Mean absolute error 0.0378 Root mean squared error 0.1357 Relative absolute error 7.6908 % Root relative squared error 27.3801 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.966 0.01 0.992 0.966 0.979 0.993 yes 0.99 0.034 0.957 0.99 0.973 0.993 no Weighted Avg. 0.976 0.02 0.977 0.976 0.976 0.993 === Confusion Matrix === a b <-- classified as 3304 117 | a = yes 26 2604 | b = no ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 5918 97.802 % Incorrectly Classified Instances 133 2.198 % Kappa statistic 0.9554 Mean absolute error 0.0458 Root mean squared error 0.1394 Relative absolute error 9.3221 % Root relative squared error 28.1295 % Total Number of Instances 6051 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.97 0.012 0.99 0.97 0.98 0.993 yes 0.988 0.03 0.963 0.988 0.975 0.993 no Weighted Avg. 0.978 0.02 0.978 0.978 0.978 0.993 === Confusion Matrix === a b <-- classified as 3319 101 | a = yes 32 2599 | b = no ------------------------------------------------------------------------------------------------------