SUBJECT: 1 RUN: 0 FOLD: 0 Correctly Classified Instances 1763 52.3301 % Incorrectly Classified Instances 1606 47.6699 % Kappa statistic 0.4435 Mean absolute error 0.1391 Root mean squared error 0.3347 Relative absolute error 56.7842 % Root relative squared error 95.6552 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.331 0.041 0.573 0.331 0.419 0.812 chest 0.344 0.037 0.594 0.344 0.436 0.812 forearm 0.835 0.206 0.405 0.835 0.546 0.895 head 0.448 0.044 0.63 0.448 0.523 0.931 shin 0.638 0.097 0.525 0.638 0.576 0.906 thigh 0.221 0.025 0.601 0.221 0.323 0.854 upperarm 0.837 0.106 0.57 0.837 0.678 0.942 waist Weighted Avg. 0.523 0.08 0.557 0.523 0.501 0.879 === Confusion Matrix === a b c d e f g <-- classified as 160 6 122 22 34 22 118 | a = chest 18 158 195 9 1 15 63 | b = forearm 20 15 405 0 1 18 26 | c = head 8 9 0 218 242 6 4 | d = shin 34 13 6 86 309 6 30 | e = thigh 16 55 232 10 0 107 65 | f = upperarm 23 10 39 1 2 4 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1738 51.588 % Incorrectly Classified Instances 1631 48.412 % Kappa statistic 0.4348 Mean absolute error 0.1398 Root mean squared error 0.3366 Relative absolute error 57.082 % Root relative squared error 96.2082 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.283 0.038 0.555 0.283 0.375 0.816 chest 0.27 0.03 0.585 0.27 0.37 0.792 forearm 0.825 0.213 0.395 0.825 0.534 0.895 head 0.503 0.048 0.64 0.503 0.563 0.938 shin 0.634 0.09 0.542 0.634 0.585 0.914 thigh 0.233 0.025 0.608 0.233 0.337 0.852 upperarm 0.849 0.121 0.541 0.849 0.661 0.945 waist Weighted Avg. 0.516 0.081 0.552 0.516 0.49 0.88 === Confusion Matrix === a b c d e f g <-- classified as 137 2 140 26 30 19 130 | a = chest 30 124 209 10 1 11 74 | b = forearm 13 13 400 0 0 30 29 | c = head 5 5 4 245 223 3 2 | d = shin 27 8 4 93 307 6 39 | e = thigh 17 42 228 8 1 113 76 | f = upperarm 18 18 28 1 4 4 412 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1733 51.4396 % Incorrectly Classified Instances 1636 48.5604 % Kappa statistic 0.4332 Mean absolute error 0.1416 Root mean squared error 0.339 Relative absolute error 57.8382 % Root relative squared error 96.8879 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.275 0.045 0.508 0.275 0.357 0.797 chest 0.301 0.041 0.535 0.301 0.385 0.799 forearm 0.829 0.207 0.402 0.829 0.542 0.893 head 0.447 0.042 0.64 0.447 0.526 0.933 shin 0.634 0.095 0.528 0.634 0.577 0.907 thigh 0.28 0.02 0.701 0.28 0.4 0.863 upperarm 0.825 0.117 0.543 0.825 0.655 0.941 waist Weighted Avg. 0.514 0.081 0.551 0.514 0.492 0.877 === Confusion Matrix === a b c d e f g <-- classified as 133 12 140 23 34 11 131 | a = chest 19 138 208 14 1 13 66 | b = forearm 22 13 401 0 0 22 26 | c = head 8 15 1 217 235 4 6 | d = shin 39 12 1 83 307 3 39 | e = thigh 18 47 215 1 0 136 69 | f = upperarm 23 21 31 1 4 5 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1729 51.3209 % Incorrectly Classified Instances 1640 48.6791 % Kappa statistic 0.4318 Mean absolute error 0.1417 Root mean squared error 0.3402 Relative absolute error 57.8709 % Root relative squared error 97.2188 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.304 0.035 0.595 0.304 0.402 0.802 chest 0.28 0.048 0.48 0.28 0.354 0.792 forearm 0.82 0.21 0.395 0.82 0.534 0.892 head 0.461 0.043 0.642 0.461 0.537 0.93 shin 0.62 0.093 0.529 0.62 0.571 0.908 thigh 0.264 0.03 0.598 0.264 0.366 0.864 upperarm 0.831 0.109 0.562 0.831 0.671 0.941 waist Weighted Avg. 0.513 0.081 0.544 0.513 0.492 0.876 === Confusion Matrix === a b c d e f g <-- classified as 147 12 133 24 35 23 110 | a = chest 17 129 223 11 0 18 62 | b = forearm 9 18 397 0 0 24 36 | c = head 8 13 1 224 229 8 3 | d = shin 34 19 3 85 300 8 35 | e = thigh 13 61 209 5 0 128 69 | f = upperarm 19 17 38 0 3 5 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1721 51.0834 % Incorrectly Classified Instances 1648 48.9166 % Kappa statistic 0.4289 Mean absolute error 0.141 Root mean squared error 0.3386 Relative absolute error 57.593 % Root relative squared error 96.7647 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.301 0.035 0.593 0.301 0.399 0.799 chest 0.261 0.035 0.538 0.261 0.352 0.8 forearm 0.826 0.221 0.385 0.826 0.525 0.889 head 0.49 0.048 0.633 0.49 0.552 0.938 shin 0.634 0.091 0.539 0.634 0.583 0.921 thigh 0.237 0.028 0.584 0.237 0.337 0.863 upperarm 0.813 0.112 0.55 0.813 0.656 0.943 waist Weighted Avg. 0.511 0.082 0.546 0.511 0.487 0.88 === Confusion Matrix === a b c d e f g <-- classified as 146 10 139 28 29 15 118 | a = chest 15 120 220 14 0 26 64 | b = forearm 11 10 400 0 0 33 30 | c = head 7 6 0 238 230 4 1 | d = shin 29 13 2 92 307 1 40 | e = thigh 15 47 235 3 0 115 70 | f = upperarm 23 17 43 1 4 3 395 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1731 51.3802 % Incorrectly Classified Instances 1638 48.6198 % Kappa statistic 0.4324 Mean absolute error 0.1412 Root mean squared error 0.3402 Relative absolute error 57.673 % Root relative squared error 97.2129 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.289 0.037 0.569 0.289 0.384 0.796 chest 0.279 0.04 0.527 0.279 0.365 0.804 forearm 0.824 0.216 0.39 0.824 0.53 0.89 head 0.465 0.049 0.617 0.465 0.531 0.936 shin 0.652 0.097 0.529 0.652 0.584 0.91 thigh 0.245 0.023 0.643 0.245 0.355 0.863 upperarm 0.829 0.106 0.568 0.829 0.674 0.939 waist Weighted Avg. 0.514 0.081 0.549 0.514 0.49 0.877 === Confusion Matrix === a b c d e f g <-- classified as 140 8 134 34 34 20 114 | a = chest 12 128 215 18 2 20 64 | b = forearm 10 22 399 0 1 15 37 | c = head 7 7 0 226 240 4 2 | d = shin 35 15 1 82 316 5 31 | e = thigh 24 41 237 6 0 119 58 | f = upperarm 18 22 37 0 4 2 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1740 51.6474 % Incorrectly Classified Instances 1629 48.3526 % Kappa statistic 0.4355 Mean absolute error 0.1421 Root mean squared error 0.3402 Relative absolute error 58.0187 % Root relative squared error 97.2321 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.32 0.032 0.628 0.32 0.424 0.8 chest 0.301 0.037 0.561 0.301 0.391 0.797 forearm 0.812 0.212 0.391 0.812 0.528 0.885 head 0.5 0.057 0.597 0.5 0.544 0.93 shin 0.586 0.088 0.527 0.586 0.555 0.897 thigh 0.252 0.027 0.613 0.252 0.357 0.842 upperarm 0.833 0.112 0.557 0.833 0.668 0.942 waist Weighted Avg. 0.516 0.081 0.553 0.516 0.496 0.871 === Confusion Matrix === a b c d e f g <-- classified as 155 7 138 29 29 15 111 | a = chest 8 138 203 17 0 22 71 | b = forearm 13 17 393 0 2 28 31 | c = head 4 11 1 243 219 5 3 | d = shin 33 10 4 111 284 7 36 | e = thigh 16 50 217 7 3 122 70 | f = upperarm 18 13 48 0 2 0 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1737 51.5583 % Incorrectly Classified Instances 1632 48.4417 % Kappa statistic 0.4345 Mean absolute error 0.1404 Root mean squared error 0.3389 Relative absolute error 57.3426 % Root relative squared error 96.861 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.304 0.036 0.588 0.304 0.401 0.799 chest 0.275 0.039 0.527 0.275 0.361 0.809 forearm 0.835 0.226 0.383 0.835 0.525 0.891 head 0.469 0.046 0.632 0.469 0.538 0.94 shin 0.623 0.091 0.535 0.623 0.575 0.911 thigh 0.258 0.02 0.683 0.258 0.374 0.86 upperarm 0.833 0.108 0.566 0.833 0.674 0.942 waist Weighted Avg. 0.516 0.081 0.559 0.516 0.494 0.88 === Confusion Matrix === a b c d e f g <-- classified as 147 18 146 19 23 10 121 | a = chest 18 126 223 8 0 23 61 | b = forearm 17 20 404 0 0 18 25 | c = head 4 10 2 228 238 0 4 | d = shin 35 7 3 96 302 3 39 | e = thigh 15 45 229 10 0 125 61 | f = upperarm 14 13 48 0 2 4 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1732 51.4252 % Incorrectly Classified Instances 1636 48.5748 % Kappa statistic 0.433 Mean absolute error 0.1416 Root mean squared error 0.3398 Relative absolute error 57.826 % Root relative squared error 97.1151 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.293 0.034 0.592 0.293 0.392 0.793 chest 0.257 0.042 0.494 0.257 0.338 0.788 forearm 0.855 0.222 0.393 0.855 0.538 0.895 head 0.479 0.046 0.635 0.479 0.546 0.929 shin 0.637 0.095 0.529 0.637 0.578 0.912 thigh 0.245 0.026 0.61 0.245 0.35 0.852 upperarm 0.819 0.101 0.576 0.819 0.676 0.944 waist Weighted Avg. 0.514 0.081 0.547 0.514 0.49 0.874 === Confusion Matrix === a b c d e f g <-- classified as 142 14 120 24 41 28 115 | a = chest 14 118 229 20 2 11 65 | b = forearm 16 14 414 0 0 22 18 | c = head 5 11 1 233 228 5 3 | d = shin 33 11 4 85 309 6 37 | e = thigh 11 56 238 5 2 119 54 | f = upperarm 19 15 48 0 2 4 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1706 50.6532 % Incorrectly Classified Instances 1662 49.3468 % Kappa statistic 0.4239 Mean absolute error 0.143 Root mean squared error 0.3418 Relative absolute error 58.3901 % Root relative squared error 97.6687 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.304 0.033 0.61 0.304 0.406 0.803 chest 0.272 0.045 0.49 0.272 0.35 0.789 forearm 0.829 0.225 0.383 0.829 0.524 0.894 head 0.455 0.046 0.624 0.455 0.526 0.937 shin 0.636 0.097 0.524 0.636 0.575 0.911 thigh 0.227 0.026 0.598 0.227 0.329 0.861 upperarm 0.81 0.105 0.565 0.81 0.666 0.939 waist Weighted Avg. 0.507 0.083 0.542 0.507 0.483 0.877 === Confusion Matrix === a b c d e f g <-- classified as 147 10 156 26 31 22 92 | a = chest 11 125 211 18 4 17 73 | b = forearm 13 19 402 0 0 24 27 | c = head 2 14 0 221 242 3 4 | d = shin 32 12 7 81 308 6 38 | e = thigh 12 58 230 6 0 110 69 | f = upperarm 24 17 44 2 3 2 393 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1743 51.7364 % Incorrectly Classified Instances 1626 48.2636 % Kappa statistic 0.4366 Mean absolute error 0.1408 Root mean squared error 0.3391 Relative absolute error 57.4987 % Root relative squared error 96.9229 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.309 0.037 0.581 0.309 0.404 0.809 chest 0.296 0.034 0.576 0.296 0.391 0.805 forearm 0.812 0.214 0.39 0.812 0.527 0.886 head 0.5 0.048 0.639 0.5 0.561 0.933 shin 0.599 0.084 0.546 0.599 0.571 0.896 thigh 0.235 0.029 0.579 0.235 0.334 0.854 upperarm 0.858 0.118 0.55 0.858 0.67 0.949 waist Weighted Avg. 0.517 0.081 0.552 0.517 0.495 0.877 === Confusion Matrix === a b c d e f g <-- classified as 150 8 139 18 24 17 129 | a = chest 12 136 209 13 3 21 65 | b = forearm 15 12 394 0 1 30 33 | c = head 5 12 2 243 211 9 4 | d = shin 39 9 6 99 290 5 36 | e = thigh 20 46 224 7 1 114 73 | f = upperarm 17 13 37 0 1 1 416 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1739 51.6177 % Incorrectly Classified Instances 1630 48.3823 % Kappa statistic 0.4352 Mean absolute error 0.1409 Root mean squared error 0.3402 Relative absolute error 57.5452 % Root relative squared error 97.2184 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.312 0.034 0.606 0.312 0.412 0.805 chest 0.264 0.047 0.469 0.264 0.338 0.782 forearm 0.837 0.212 0.399 0.837 0.541 0.898 head 0.502 0.049 0.632 0.502 0.56 0.935 shin 0.624 0.088 0.543 0.624 0.581 0.911 thigh 0.258 0.025 0.638 0.258 0.367 0.858 upperarm 0.802 0.11 0.552 0.802 0.654 0.935 waist Weighted Avg. 0.516 0.081 0.549 0.516 0.494 0.876 === Confusion Matrix === a b c d e f g <-- classified as 151 12 126 26 31 18 120 | a = chest 11 121 217 13 3 17 77 | b = forearm 16 20 406 0 1 16 26 | c = head 7 13 0 244 214 7 1 | d = shin 28 15 0 96 302 8 35 | e = thigh 17 54 224 6 1 125 58 | f = upperarm 19 23 44 1 4 5 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1746 51.8255 % Incorrectly Classified Instances 1623 48.1745 % Kappa statistic 0.4376 Mean absolute error 0.1399 Root mean squared error 0.3371 Relative absolute error 57.1362 % Root relative squared error 96.3436 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.298 0.037 0.571 0.298 0.391 0.782 chest 0.275 0.037 0.541 0.275 0.364 0.803 forearm 0.839 0.22 0.39 0.839 0.533 0.894 head 0.497 0.047 0.642 0.497 0.56 0.941 shin 0.647 0.095 0.534 0.647 0.585 0.915 thigh 0.252 0.021 0.67 0.252 0.366 0.865 upperarm 0.809 0.106 0.562 0.809 0.663 0.938 waist Weighted Avg. 0.518 0.081 0.559 0.518 0.496 0.878 === Confusion Matrix === a b c d e f g <-- classified as 144 9 141 32 38 15 105 | a = chest 14 126 222 18 1 14 64 | b = forearm 11 15 406 0 0 21 31 | c = head 3 9 1 242 230 1 1 | d = shin 35 13 1 78 313 4 40 | e = thigh 18 42 229 7 2 122 65 | f = upperarm 27 19 40 0 2 5 393 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1702 50.5194 % Incorrectly Classified Instances 1667 49.4806 % Kappa statistic 0.4224 Mean absolute error 0.1441 Root mean squared error 0.3426 Relative absolute error 58.8304 % Root relative squared error 97.9213 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.293 0.03 0.62 0.293 0.398 0.809 chest 0.257 0.04 0.502 0.257 0.34 0.798 forearm 0.847 0.212 0.401 0.847 0.544 0.896 head 0.474 0.05 0.614 0.474 0.535 0.938 shin 0.583 0.094 0.509 0.583 0.543 0.894 thigh 0.221 0.023 0.618 0.221 0.325 0.857 upperarm 0.848 0.128 0.528 0.848 0.651 0.935 waist Weighted Avg. 0.505 0.083 0.542 0.505 0.478 0.876 === Confusion Matrix === a b c d e f g <-- classified as 142 9 144 22 27 11 129 | a = chest 18 118 200 15 2 23 83 | b = forearm 12 13 410 0 0 19 30 | c = head 1 8 0 231 237 5 5 | d = shin 30 15 4 105 282 4 44 | e = thigh 14 50 233 3 1 107 77 | f = upperarm 12 22 31 0 5 4 412 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1760 52.241 % Incorrectly Classified Instances 1609 47.759 % Kappa statistic 0.4424 Mean absolute error 0.1387 Root mean squared error 0.3369 Relative absolute error 56.6483 % Root relative squared error 96.2675 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.267 0.035 0.558 0.267 0.361 0.801 chest 0.312 0.029 0.63 0.312 0.417 0.818 forearm 0.812 0.224 0.379 0.812 0.516 0.881 head 0.488 0.046 0.641 0.488 0.554 0.941 shin 0.654 0.091 0.547 0.654 0.595 0.917 thigh 0.27 0.023 0.668 0.27 0.385 0.86 upperarm 0.844 0.11 0.564 0.844 0.676 0.945 waist Weighted Avg. 0.522 0.08 0.569 0.522 0.501 0.881 === Confusion Matrix === a b c d e f g <-- classified as 129 5 160 22 29 17 122 | a = chest 21 143 207 14 0 14 60 | b = forearm 20 11 393 0 0 24 36 | c = head 5 5 2 237 232 3 2 | d = shin 28 8 2 92 317 4 34 | e = thigh 10 42 234 4 1 131 63 | f = upperarm 18 13 40 1 1 3 410 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1715 50.9053 % Incorrectly Classified Instances 1654 49.0947 % Kappa statistic 0.4269 Mean absolute error 0.1424 Root mean squared error 0.3392 Relative absolute error 58.1444 % Root relative squared error 96.9341 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.283 0.033 0.591 0.283 0.383 0.804 chest 0.259 0.037 0.522 0.259 0.346 0.781 forearm 0.843 0.215 0.397 0.843 0.54 0.894 head 0.451 0.046 0.624 0.451 0.523 0.93 shin 0.606 0.097 0.513 0.606 0.556 0.905 thigh 0.266 0.027 0.623 0.266 0.373 0.855 upperarm 0.842 0.118 0.545 0.842 0.662 0.94 waist Weighted Avg. 0.509 0.082 0.545 0.509 0.484 0.874 === Confusion Matrix === a b c d e f g <-- classified as 137 6 128 28 36 24 125 | a = chest 17 119 222 10 2 16 73 | b = forearm 9 7 408 0 0 21 39 | c = head 3 14 0 219 237 6 7 | d = shin 35 16 3 85 294 8 44 | e = thigh 18 48 228 8 1 129 53 | f = upperarm 13 18 39 1 3 3 409 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1702 50.5194 % Incorrectly Classified Instances 1667 49.4806 % Kappa statistic 0.4224 Mean absolute error 0.1429 Root mean squared error 0.3413 Relative absolute error 58.3707 % Root relative squared error 97.5415 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.32 0.045 0.546 0.32 0.404 0.804 chest 0.29 0.048 0.485 0.29 0.363 0.799 forearm 0.802 0.22 0.379 0.802 0.515 0.883 head 0.465 0.048 0.621 0.465 0.532 0.925 shin 0.639 0.094 0.534 0.639 0.582 0.915 thigh 0.212 0.03 0.545 0.212 0.306 0.841 upperarm 0.796 0.093 0.592 0.796 0.679 0.941 waist Weighted Avg. 0.505 0.083 0.529 0.505 0.484 0.873 === Confusion Matrix === a b c d e f g <-- classified as 155 12 134 29 40 25 89 | a = chest 16 133 214 19 1 17 59 | b = forearm 18 21 388 0 0 30 27 | c = head 10 14 0 226 226 4 6 | d = shin 39 12 5 83 310 7 29 | e = thigh 17 69 233 6 0 103 57 | f = upperarm 29 13 49 1 4 3 387 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1727 51.2615 % Incorrectly Classified Instances 1642 48.7385 % Kappa statistic 0.4311 Mean absolute error 0.1417 Root mean squared error 0.3383 Relative absolute error 57.8663 % Root relative squared error 96.6838 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.3 0.037 0.573 0.3 0.393 0.784 chest 0.28 0.046 0.49 0.28 0.357 0.781 forearm 0.843 0.209 0.404 0.843 0.546 0.897 head 0.447 0.044 0.631 0.447 0.523 0.93 shin 0.641 0.096 0.529 0.641 0.58 0.919 thigh 0.247 0.024 0.632 0.247 0.356 0.863 upperarm 0.819 0.112 0.551 0.819 0.659 0.939 waist Weighted Avg. 0.513 0.081 0.545 0.513 0.489 0.874 === Confusion Matrix === a b c d e f g <-- classified as 145 10 141 25 33 12 118 | a = chest 16 129 216 11 0 16 72 | b = forearm 12 19 408 0 0 30 15 | c = head 11 14 0 217 240 2 2 | d = shin 34 14 3 83 311 6 34 | e = thigh 14 57 204 8 0 120 82 | f = upperarm 21 20 39 0 4 4 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1758 52.1971 % Incorrectly Classified Instances 1610 47.8029 % Kappa statistic 0.442 Mean absolute error 0.1386 Root mean squared error 0.3361 Relative absolute error 56.5942 % Root relative squared error 96.0657 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.289 0.035 0.579 0.289 0.386 0.812 chest 0.305 0.039 0.556 0.305 0.394 0.807 forearm 0.826 0.215 0.393 0.826 0.532 0.895 head 0.473 0.049 0.618 0.473 0.536 0.938 shin 0.653 0.094 0.538 0.653 0.59 0.913 thigh 0.259 0.027 0.615 0.259 0.365 0.852 upperarm 0.837 0.099 0.588 0.837 0.69 0.953 waist Weighted Avg. 0.522 0.08 0.555 0.522 0.5 0.882 === Confusion Matrix === a b c d e f g <-- classified as 140 15 140 29 29 22 109 | a = chest 14 140 214 15 0 21 55 | b = forearm 15 21 400 0 1 26 21 | c = head 4 7 0 230 239 5 1 | d = shin 30 9 3 88 316 3 35 | e = thigh 15 46 225 10 0 126 64 | f = upperarm 24 14 37 0 2 2 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1732 51.4252 % Incorrectly Classified Instances 1636 48.5748 % Kappa statistic 0.4329 Mean absolute error 0.1411 Root mean squared error 0.3382 Relative absolute error 57.614 % Root relative squared error 96.6607 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.312 0.038 0.579 0.312 0.405 0.801 chest 0.281 0.035 0.558 0.281 0.374 0.806 forearm 0.839 0.218 0.393 0.839 0.536 0.898 head 0.43 0.043 0.626 0.43 0.51 0.929 shin 0.659 0.101 0.522 0.659 0.583 0.914 thigh 0.243 0.027 0.605 0.243 0.347 0.862 upperarm 0.823 0.105 0.569 0.823 0.673 0.943 waist Weighted Avg. 0.514 0.081 0.55 0.514 0.49 0.88 === Confusion Matrix === a b c d e f g <-- classified as 151 9 120 24 36 27 117 | a = chest 19 129 215 13 0 21 62 | b = forearm 16 14 407 0 1 18 29 | c = head 7 6 3 209 253 5 3 | d = shin 31 14 6 84 319 3 27 | e = thigh 16 47 238 2 0 118 64 | f = upperarm 21 12 46 2 2 3 399 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1727 51.2615 % Incorrectly Classified Instances 1642 48.7385 % Kappa statistic 0.4311 Mean absolute error 0.1416 Root mean squared error 0.3393 Relative absolute error 57.8102 % Root relative squared error 96.9663 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.287 0.036 0.574 0.287 0.383 0.791 chest 0.301 0.034 0.58 0.301 0.396 0.805 forearm 0.829 0.224 0.383 0.829 0.523 0.894 head 0.483 0.053 0.604 0.483 0.537 0.932 shin 0.595 0.092 0.521 0.595 0.555 0.907 thigh 0.249 0.025 0.624 0.249 0.356 0.867 upperarm 0.835 0.104 0.574 0.835 0.681 0.942 waist Weighted Avg. 0.513 0.082 0.551 0.513 0.491 0.878 === Confusion Matrix === a b c d e f g <-- classified as 139 11 149 40 28 16 101 | a = chest 20 138 208 15 1 18 59 | b = forearm 17 11 401 0 0 23 32 | c = head 5 7 1 235 229 7 3 | d = shin 30 11 5 96 288 6 48 | e = thigh 17 47 241 3 0 121 57 | f = upperarm 14 13 43 0 7 3 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1729 51.3209 % Incorrectly Classified Instances 1640 48.6791 % Kappa statistic 0.4318 Mean absolute error 0.141 Root mean squared error 0.3391 Relative absolute error 57.5827 % Root relative squared error 96.9016 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.3 0.046 0.523 0.3 0.381 0.796 chest 0.291 0.041 0.53 0.291 0.376 0.795 forearm 0.806 0.22 0.38 0.806 0.517 0.885 head 0.47 0.049 0.619 0.47 0.534 0.93 shin 0.665 0.095 0.539 0.665 0.596 0.913 thigh 0.245 0.026 0.617 0.245 0.351 0.853 upperarm 0.804 0.092 0.596 0.804 0.685 0.941 waist Weighted Avg. 0.513 0.081 0.544 0.513 0.492 0.874 === Confusion Matrix === a b c d e f g <-- classified as 145 8 164 27 35 20 85 | a = chest 25 134 210 16 2 17 56 | b = forearm 17 19 390 0 1 26 31 | c = head 11 9 1 229 233 3 1 | d = shin 37 11 1 86 322 5 22 | e = thigh 16 60 209 12 0 119 69 | f = upperarm 26 12 50 0 4 3 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1686 50.0445 % Incorrectly Classified Instances 1683 49.9555 % Kappa statistic 0.4168 Mean absolute error 0.1423 Root mean squared error 0.3405 Relative absolute error 58.1239 % Root relative squared error 97.3122 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.285 0.035 0.575 0.285 0.381 0.804 chest 0.264 0.041 0.504 0.264 0.346 0.789 forearm 0.8 0.22 0.378 0.8 0.514 0.884 head 0.465 0.044 0.638 0.465 0.538 0.933 shin 0.647 0.091 0.543 0.647 0.591 0.919 thigh 0.219 0.034 0.522 0.219 0.308 0.854 upperarm 0.813 0.117 0.539 0.813 0.648 0.939 waist Weighted Avg. 0.5 0.084 0.529 0.5 0.476 0.875 === Confusion Matrix === a b c d e f g <-- classified as 138 6 131 28 22 21 139 | a = chest 14 121 227 9 0 29 59 | b = forearm 18 20 387 0 0 30 29 | c = head 4 10 0 226 233 8 5 | d = shin 27 16 3 81 313 7 37 | e = thigh 17 47 237 9 0 106 69 | f = upperarm 22 20 38 1 8 2 395 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1719 51.024 % Incorrectly Classified Instances 1650 48.976 % Kappa statistic 0.4283 Mean absolute error 0.1428 Root mean squared error 0.3421 Relative absolute error 58.3028 % Root relative squared error 97.7598 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.256 0.033 0.569 0.256 0.353 0.81 chest 0.275 0.047 0.477 0.275 0.349 0.796 forearm 0.841 0.213 0.399 0.841 0.541 0.896 head 0.475 0.048 0.624 0.475 0.54 0.929 shin 0.633 0.093 0.534 0.633 0.579 0.905 thigh 0.252 0.02 0.678 0.252 0.367 0.86 upperarm 0.827 0.118 0.543 0.827 0.655 0.937 waist Weighted Avg. 0.51 0.082 0.547 0.51 0.485 0.877 === Confusion Matrix === a b c d e f g <-- classified as 124 12 147 24 34 13 130 | a = chest 10 126 220 17 2 12 72 | b = forearm 13 15 407 0 0 23 26 | c = head 8 9 1 231 231 3 3 | d = shin 31 11 3 93 307 6 34 | e = thigh 7 67 210 5 0 122 74 | f = upperarm 25 24 33 0 1 1 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1720 51.0537 % Incorrectly Classified Instances 1649 48.9463 % Kappa statistic 0.4286 Mean absolute error 0.142 Root mean squared error 0.3404 Relative absolute error 58.0051 % Root relative squared error 97.2924 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.289 0.032 0.603 0.289 0.391 0.8 chest 0.277 0.04 0.525 0.277 0.362 0.795 forearm 0.81 0.22 0.381 0.81 0.519 0.876 head 0.481 0.046 0.636 0.481 0.548 0.939 shin 0.631 0.093 0.534 0.631 0.578 0.909 thigh 0.221 0.026 0.588 0.221 0.321 0.852 upperarm 0.852 0.114 0.556 0.852 0.673 0.943 waist Weighted Avg. 0.511 0.082 0.546 0.511 0.486 0.874 === Confusion Matrix === a b c d e f g <-- classified as 140 8 135 22 32 17 130 | a = chest 17 127 208 17 1 25 64 | b = forearm 15 23 392 0 1 20 33 | c = head 4 11 1 234 228 3 5 | d = shin 33 11 7 87 306 8 33 | e = thigh 12 43 251 7 0 107 65 | f = upperarm 11 19 34 1 5 2 414 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1754 52.0629 % Incorrectly Classified Instances 1615 47.9371 % Kappa statistic 0.4404 Mean absolute error 0.1401 Root mean squared error 0.3373 Relative absolute error 57.2211 % Root relative squared error 96.3959 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.322 0.032 0.632 0.322 0.427 0.82 chest 0.275 0.04 0.521 0.275 0.359 0.805 forearm 0.88 0.219 0.403 0.88 0.553 0.905 head 0.469 0.05 0.615 0.469 0.532 0.926 shin 0.614 0.092 0.528 0.614 0.568 0.912 thigh 0.243 0.019 0.682 0.243 0.359 0.865 upperarm 0.827 0.109 0.562 0.827 0.669 0.943 waist Weighted Avg. 0.521 0.08 0.564 0.521 0.496 0.883 === Confusion Matrix === a b c d e f g <-- classified as 156 11 140 22 32 13 110 | a = chest 12 126 219 17 1 13 71 | b = forearm 8 11 426 0 0 17 22 | c = head 9 11 2 228 229 4 3 | d = shin 30 12 1 99 298 5 40 | e = thigh 15 52 225 5 3 118 67 | f = upperarm 17 19 44 0 1 3 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1761 52.2707 % Incorrectly Classified Instances 1608 47.7293 % Kappa statistic 0.4428 Mean absolute error 0.1394 Root mean squared error 0.3359 Relative absolute error 56.9206 % Root relative squared error 95.9971 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.318 0.038 0.581 0.318 0.411 0.803 chest 0.288 0.038 0.541 0.288 0.376 0.803 forearm 0.826 0.208 0.4 0.826 0.539 0.894 head 0.498 0.04 0.68 0.498 0.575 0.947 shin 0.616 0.095 0.522 0.616 0.565 0.906 thigh 0.272 0.024 0.66 0.272 0.385 0.853 upperarm 0.827 0.114 0.549 0.827 0.66 0.939 waist Weighted Avg. 0.523 0.08 0.562 0.523 0.503 0.879 === Confusion Matrix === a b c d e f g <-- classified as 154 12 121 16 45 23 113 | a = chest 15 132 205 12 0 11 84 | b = forearm 11 16 400 0 0 25 32 | c = head 4 7 1 242 228 2 2 | d = shin 39 18 4 79 299 6 40 | e = thigh 15 48 224 7 0 132 59 | f = upperarm 27 11 44 0 1 1 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1745 51.7958 % Incorrectly Classified Instances 1624 48.2042 % Kappa statistic 0.4372 Mean absolute error 0.1395 Root mean squared error 0.3361 Relative absolute error 56.9799 % Root relative squared error 96.0569 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.31 0.041 0.562 0.31 0.399 0.796 chest 0.298 0.037 0.559 0.298 0.389 0.807 forearm 0.841 0.215 0.397 0.841 0.539 0.899 head 0.481 0.052 0.608 0.481 0.537 0.932 shin 0.636 0.092 0.538 0.636 0.583 0.913 thigh 0.231 0.025 0.612 0.231 0.335 0.852 upperarm 0.815 0.101 0.576 0.815 0.675 0.944 waist Weighted Avg. 0.518 0.081 0.55 0.518 0.495 0.878 === Confusion Matrix === a b c d e f g <-- classified as 150 6 135 34 33 22 104 | a = chest 19 137 212 16 2 15 58 | b = forearm 18 13 408 0 1 23 22 | c = head 4 17 0 234 225 3 3 | d = shin 37 8 4 94 308 2 31 | e = thigh 18 49 227 5 1 112 73 | f = upperarm 21 15 43 2 3 6 396 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1693 50.2672 % Incorrectly Classified Instances 1675 49.7328 % Kappa statistic 0.4194 Mean absolute error 0.1437 Root mean squared error 0.3427 Relative absolute error 58.6665 % Root relative squared error 97.9408 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.3 0.042 0.543 0.3 0.386 0.789 chest 0.24 0.041 0.482 0.24 0.32 0.778 forearm 0.829 0.222 0.386 0.829 0.527 0.888 head 0.444 0.042 0.643 0.444 0.526 0.941 shin 0.64 0.096 0.528 0.64 0.579 0.912 thigh 0.216 0.023 0.614 0.216 0.32 0.875 upperarm 0.835 0.116 0.549 0.835 0.662 0.943 waist Weighted Avg. 0.503 0.083 0.536 0.503 0.476 0.876 === Confusion Matrix === a b c d e f g <-- classified as 145 14 124 22 32 19 128 | a = chest 14 110 236 12 0 13 74 | b = forearm 13 15 402 0 1 23 31 | c = head 7 12 0 216 244 4 3 | d = shin 39 12 4 83 310 3 33 | e = thigh 23 48 244 1 0 105 64 | f = upperarm 26 17 31 2 0 4 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1764 52.3753 % Incorrectly Classified Instances 1604 47.6247 % Kappa statistic 0.444 Mean absolute error 0.1393 Root mean squared error 0.3366 Relative absolute error 56.8939 % Root relative squared error 96.1872 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.322 0.03 0.645 0.322 0.43 0.812 chest 0.307 0.041 0.542 0.307 0.392 0.805 forearm 0.847 0.202 0.413 0.847 0.556 0.9 head 0.469 0.049 0.618 0.469 0.533 0.931 shin 0.607 0.091 0.529 0.607 0.565 0.903 thigh 0.262 0.028 0.611 0.262 0.367 0.847 upperarm 0.839 0.115 0.551 0.839 0.665 0.945 waist Weighted Avg. 0.524 0.08 0.558 0.524 0.502 0.878 === Confusion Matrix === a b c d e f g <-- classified as 156 11 126 23 25 23 120 | a = chest 16 141 202 11 0 22 67 | b = forearm 11 14 411 0 0 20 29 | c = head 1 10 1 228 235 7 4 | d = shin 31 12 4 98 294 1 44 | e = thigh 18 59 203 8 2 127 68 | f = upperarm 9 13 47 1 0 8 407 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1763 52.3301 % Incorrectly Classified Instances 1606 47.6699 % Kappa statistic 0.4435 Mean absolute error 0.1386 Root mean squared error 0.335 Relative absolute error 56.5849 % Root relative squared error 95.7509 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.337 0.035 0.62 0.337 0.436 0.817 chest 0.27 0.04 0.519 0.27 0.355 0.789 forearm 0.841 0.219 0.392 0.841 0.535 0.894 head 0.477 0.044 0.646 0.477 0.549 0.938 shin 0.643 0.092 0.54 0.643 0.587 0.915 thigh 0.253 0.023 0.651 0.253 0.364 0.862 upperarm 0.829 0.105 0.572 0.829 0.677 0.944 waist Weighted Avg. 0.523 0.08 0.563 0.523 0.502 0.881 === Confusion Matrix === a b c d e f g <-- classified as 163 13 141 15 30 16 106 | a = chest 17 124 211 15 2 16 74 | b = forearm 12 17 407 0 1 17 30 | c = head 11 6 0 232 229 7 1 | d = shin 31 11 5 89 311 6 31 | e = thigh 15 52 226 8 2 123 60 | f = upperarm 14 16 48 0 1 4 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1714 50.8756 % Incorrectly Classified Instances 1655 49.1244 % Kappa statistic 0.4265 Mean absolute error 0.1414 Root mean squared error 0.3402 Relative absolute error 57.7553 % Root relative squared error 97.2295 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.275 0.035 0.568 0.275 0.37 0.803 chest 0.283 0.033 0.575 0.283 0.379 0.802 forearm 0.822 0.23 0.375 0.822 0.515 0.884 head 0.473 0.045 0.639 0.473 0.544 0.94 shin 0.628 0.092 0.533 0.628 0.577 0.907 thigh 0.227 0.03 0.561 0.227 0.323 0.844 upperarm 0.842 0.108 0.567 0.842 0.678 0.946 waist Weighted Avg. 0.509 0.082 0.545 0.509 0.485 0.876 === Confusion Matrix === a b c d e f g <-- classified as 133 6 152 18 28 28 119 | a = chest 11 130 231 12 0 20 56 | b = forearm 8 12 398 0 0 28 38 | c = head 6 8 1 230 233 5 3 | d = shin 44 9 3 92 304 2 30 | e = thigh 15 47 237 8 2 110 66 | f = upperarm 17 14 40 0 3 3 409 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1688 50.1039 % Incorrectly Classified Instances 1681 49.8961 % Kappa statistic 0.4175 Mean absolute error 0.1448 Root mean squared error 0.3448 Relative absolute error 59.1254 % Root relative squared error 98.5454 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.277 0.032 0.59 0.277 0.377 0.791 chest 0.248 0.047 0.454 0.248 0.321 0.787 forearm 0.829 0.215 0.393 0.829 0.533 0.885 head 0.444 0.048 0.608 0.444 0.513 0.927 shin 0.612 0.101 0.504 0.612 0.553 0.894 thigh 0.235 0.027 0.597 0.235 0.337 0.854 upperarm 0.85 0.113 0.56 0.85 0.675 0.949 waist Weighted Avg. 0.501 0.083 0.53 0.501 0.474 0.87 === Confusion Matrix === a b c d e f g <-- classified as 134 14 122 26 40 25 123 | a = chest 15 114 231 14 3 14 68 | b = forearm 12 25 401 0 0 22 24 | c = head 5 14 0 216 242 6 4 | d = shin 28 18 2 94 296 5 41 | e = thigh 15 54 229 5 3 114 65 | f = upperarm 18 12 35 0 3 5 413 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1726 51.2318 % Incorrectly Classified Instances 1643 48.7682 % Kappa statistic 0.4307 Mean absolute error 0.1411 Root mean squared error 0.339 Relative absolute error 57.6191 % Root relative squared error 96.8694 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.037 0.577 0.302 0.396 0.801 chest 0.283 0.043 0.51 0.283 0.364 0.796 forearm 0.855 0.216 0.4 0.855 0.545 0.902 head 0.487 0.052 0.611 0.487 0.542 0.93 shin 0.623 0.091 0.535 0.623 0.575 0.908 thigh 0.212 0.021 0.624 0.212 0.317 0.85 upperarm 0.812 0.109 0.557 0.812 0.661 0.94 waist Weighted Avg. 0.512 0.082 0.545 0.512 0.487 0.876 === Confusion Matrix === a b c d e f g <-- classified as 146 12 136 30 33 17 110 | a = chest 16 130 204 21 0 15 73 | b = forearm 12 15 414 0 0 23 20 | c = head 6 11 1 237 226 4 2 | d = shin 29 15 3 89 302 2 45 | e = thigh 19 55 236 9 0 103 63 | f = upperarm 25 17 42 2 4 1 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1749 51.9145 % Incorrectly Classified Instances 1620 48.0855 % Kappa statistic 0.4387 Mean absolute error 0.1396 Root mean squared error 0.3366 Relative absolute error 57.0009 % Root relative squared error 96.1961 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.295 0.039 0.559 0.295 0.386 0.804 chest 0.336 0.039 0.575 0.336 0.424 0.821 forearm 0.849 0.208 0.407 0.849 0.55 0.897 head 0.494 0.055 0.6 0.494 0.542 0.926 shin 0.602 0.09 0.53 0.602 0.564 0.916 thigh 0.243 0.025 0.621 0.243 0.35 0.85 upperarm 0.804 0.104 0.564 0.804 0.663 0.933 waist Weighted Avg. 0.519 0.081 0.551 0.519 0.498 0.879 === Confusion Matrix === a b c d e f g <-- classified as 143 6 143 34 39 12 107 | a = chest 15 154 185 15 2 31 57 | b = forearm 10 13 412 0 0 20 30 | c = head 9 15 1 240 215 2 4 | d = shin 39 12 1 100 292 4 37 | e = thigh 11 48 233 9 0 118 66 | f = upperarm 29 20 38 2 3 3 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1763 52.3301 % Incorrectly Classified Instances 1606 47.6699 % Kappa statistic 0.4435 Mean absolute error 0.1396 Root mean squared error 0.3367 Relative absolute error 57.0115 % Root relative squared error 96.2198 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.314 0.034 0.606 0.314 0.414 0.803 chest 0.283 0.038 0.537 0.283 0.371 0.798 forearm 0.827 0.213 0.395 0.827 0.535 0.896 head 0.484 0.042 0.662 0.484 0.559 0.938 shin 0.652 0.093 0.54 0.652 0.591 0.914 thigh 0.272 0.027 0.629 0.272 0.38 0.871 upperarm 0.819 0.109 0.558 0.819 0.664 0.944 waist Weighted Avg. 0.523 0.08 0.561 0.523 0.503 0.881 === Confusion Matrix === a b c d e f g <-- classified as 152 13 121 18 39 19 122 | a = chest 13 130 229 11 0 17 59 | b = forearm 16 9 401 0 0 28 31 | c = head 4 14 2 235 225 4 2 | d = shin 33 9 2 87 316 6 32 | e = thigh 13 51 218 3 0 132 68 | f = upperarm 20 16 42 1 5 4 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1719 51.024 % Incorrectly Classified Instances 1650 48.976 % Kappa statistic 0.4283 Mean absolute error 0.1432 Root mean squared error 0.3399 Relative absolute error 58.4763 % Root relative squared error 97.1354 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.038 0.57 0.302 0.395 0.789 chest 0.29 0.04 0.534 0.29 0.376 0.796 forearm 0.812 0.202 0.403 0.812 0.539 0.894 head 0.459 0.052 0.596 0.459 0.519 0.93 shin 0.606 0.098 0.51 0.606 0.554 0.9 thigh 0.268 0.028 0.619 0.268 0.374 0.852 upperarm 0.823 0.113 0.55 0.823 0.66 0.939 waist Weighted Avg. 0.51 0.082 0.54 0.51 0.489 0.872 === Confusion Matrix === a b c d e f g <-- classified as 146 9 133 36 34 16 110 | a = chest 20 133 192 13 1 23 77 | b = forearm 13 21 394 0 2 23 32 | c = head 7 5 0 223 241 5 5 | d = shin 32 11 3 95 294 9 41 | e = thigh 18 52 218 6 0 130 61 | f = upperarm 20 18 38 1 5 4 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1719 51.024 % Incorrectly Classified Instances 1650 48.976 % Kappa statistic 0.4283 Mean absolute error 0.1416 Root mean squared error 0.34 Relative absolute error 57.824 % Root relative squared error 97.1692 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.307 0.036 0.587 0.307 0.403 0.815 chest 0.285 0.039 0.535 0.285 0.372 0.793 forearm 0.802 0.218 0.382 0.802 0.517 0.889 head 0.459 0.049 0.611 0.459 0.524 0.931 shin 0.63 0.097 0.52 0.63 0.57 0.909 thigh 0.256 0.029 0.599 0.256 0.358 0.862 upperarm 0.821 0.103 0.574 0.821 0.676 0.946 waist Weighted Avg. 0.51 0.082 0.544 0.51 0.49 0.878 === Confusion Matrix === a b c d e f g <-- classified as 149 4 139 30 35 22 106 | a = chest 15 131 229 15 1 16 52 | b = forearm 18 16 388 0 1 33 28 | c = head 4 12 3 223 240 2 2 | d = shin 33 10 4 92 305 6 34 | e = thigh 14 57 210 5 1 124 74 | f = upperarm 21 15 44 0 3 4 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1729 51.3361 % Incorrectly Classified Instances 1639 48.6639 % Kappa statistic 0.4319 Mean absolute error 0.1411 Root mean squared error 0.3388 Relative absolute error 57.6085 % Root relative squared error 96.828 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.291 0.035 0.583 0.291 0.388 0.799 chest 0.27 0.038 0.53 0.27 0.358 0.799 forearm 0.835 0.228 0.38 0.835 0.523 0.888 head 0.479 0.042 0.656 0.479 0.554 0.942 shin 0.665 0.09 0.554 0.665 0.605 0.912 thigh 0.212 0.025 0.592 0.212 0.313 0.862 upperarm 0.827 0.11 0.558 0.827 0.667 0.939 waist Weighted Avg. 0.513 0.081 0.551 0.513 0.488 0.878 === Confusion Matrix === a b c d e f g <-- classified as 141 9 148 25 22 18 121 | a = chest 20 124 210 12 2 18 73 | b = forearm 19 16 404 0 0 21 24 | c = head 3 12 0 233 233 4 1 | d = shin 27 11 6 80 322 7 31 | e = thigh 17 42 250 5 0 103 68 | f = upperarm 15 20 44 0 2 3 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1728 51.3064 % Incorrectly Classified Instances 1640 48.6936 % Kappa statistic 0.4316 Mean absolute error 0.1409 Root mean squared error 0.3391 Relative absolute error 57.5327 % Root relative squared error 96.9054 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.287 0.037 0.563 0.287 0.38 0.798 chest 0.268 0.041 0.508 0.268 0.351 0.798 forearm 0.822 0.216 0.39 0.822 0.529 0.888 head 0.475 0.041 0.66 0.475 0.553 0.943 shin 0.64 0.089 0.546 0.64 0.589 0.919 thigh 0.239 0.019 0.674 0.239 0.353 0.866 upperarm 0.846 0.124 0.534 0.846 0.655 0.941 waist Weighted Avg. 0.513 0.081 0.554 0.513 0.488 0.88 === Confusion Matrix === a b c d e f g <-- classified as 139 10 143 22 24 14 132 | a = chest 15 123 222 14 1 11 73 | b = forearm 20 16 398 0 0 19 31 | c = head 5 7 0 231 231 5 7 | d = shin 28 16 5 78 310 5 42 | e = thigh 19 53 219 5 0 116 73 | f = upperarm 21 17 33 0 2 2 411 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1715 50.9053 % Incorrectly Classified Instances 1654 49.0947 % Kappa statistic 0.4269 Mean absolute error 0.1421 Root mean squared error 0.3393 Relative absolute error 58.0077 % Root relative squared error 96.9545 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.295 0.041 0.548 0.295 0.384 0.797 chest 0.251 0.041 0.489 0.251 0.331 0.784 forearm 0.814 0.212 0.392 0.814 0.529 0.891 head 0.485 0.053 0.605 0.485 0.538 0.929 shin 0.621 0.09 0.537 0.621 0.576 0.902 thigh 0.272 0.031 0.597 0.272 0.374 0.85 upperarm 0.812 0.104 0.567 0.812 0.668 0.94 waist Weighted Avg. 0.509 0.082 0.534 0.509 0.487 0.871 === Confusion Matrix === a b c d e f g <-- classified as 143 14 128 34 31 25 109 | a = chest 15 115 235 11 1 22 60 | b = forearm 13 17 394 0 1 29 30 | c = head 7 14 0 236 222 5 3 | d = shin 34 13 2 98 301 5 32 | e = thigh 23 45 208 9 1 132 67 | f = upperarm 26 17 39 2 4 3 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1724 51.1725 % Incorrectly Classified Instances 1645 48.8275 % Kappa statistic 0.43 Mean absolute error 0.1419 Root mean squared error 0.339 Relative absolute error 57.9501 % Root relative squared error 96.8839 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.295 0.032 0.606 0.295 0.397 0.802 chest 0.285 0.041 0.522 0.285 0.369 0.796 forearm 0.835 0.211 0.398 0.835 0.539 0.895 head 0.489 0.052 0.612 0.489 0.543 0.925 shin 0.623 0.091 0.535 0.623 0.575 0.914 thigh 0.225 0.026 0.596 0.225 0.326 0.842 upperarm 0.819 0.116 0.543 0.819 0.653 0.935 waist Weighted Avg. 0.512 0.082 0.545 0.512 0.487 0.873 === Confusion Matrix === a b c d e f g <-- classified as 143 10 133 31 26 23 118 | a = chest 20 131 202 13 1 21 71 | b = forearm 18 15 404 0 0 16 31 | c = head 5 8 1 238 232 2 1 | d = shin 25 12 3 93 302 8 42 | e = thigh 10 56 226 13 0 109 71 | f = upperarm 15 19 45 1 4 4 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1712 50.8163 % Incorrectly Classified Instances 1657 49.1837 % Kappa statistic 0.4258 Mean absolute error 0.1438 Root mean squared error 0.3434 Relative absolute error 58.714 % Root relative squared error 98.1307 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.293 0.04 0.55 0.293 0.383 0.794 chest 0.255 0.044 0.48 0.255 0.333 0.791 forearm 0.81 0.213 0.39 0.81 0.526 0.887 head 0.455 0.042 0.644 0.455 0.533 0.936 shin 0.641 0.097 0.527 0.641 0.579 0.907 thigh 0.239 0.027 0.595 0.239 0.341 0.847 upperarm 0.85 0.111 0.563 0.85 0.678 0.946 waist Weighted Avg. 0.508 0.082 0.536 0.508 0.483 0.873 === Confusion Matrix === a b c d e f g <-- classified as 142 12 129 22 34 23 122 | a = chest 17 117 217 14 1 18 75 | b = forearm 17 23 392 0 0 25 27 | c = head 4 16 0 221 239 5 1 | d = shin 36 16 2 77 311 8 35 | e = thigh 15 49 237 8 0 116 60 | f = upperarm 27 11 29 1 5 0 413 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1752 52.0036 % Incorrectly Classified Instances 1617 47.9964 % Kappa statistic 0.4397 Mean absolute error 0.14 Root mean squared error 0.3377 Relative absolute error 57.1873 % Root relative squared error 96.5043 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.318 0.032 0.626 0.318 0.422 0.801 chest 0.27 0.038 0.53 0.27 0.358 0.787 forearm 0.847 0.217 0.395 0.847 0.539 0.897 head 0.457 0.044 0.638 0.457 0.532 0.937 shin 0.66 0.094 0.541 0.66 0.594 0.918 thigh 0.243 0.026 0.615 0.243 0.349 0.867 upperarm 0.831 0.11 0.561 0.831 0.67 0.943 waist Weighted Avg. 0.52 0.08 0.558 0.52 0.496 0.879 === Confusion Matrix === a b c d e f g <-- classified as 154 13 135 26 29 16 111 | a = chest 16 124 217 16 0 14 72 | b = forearm 9 9 410 0 0 31 25 | c = head 7 13 0 222 237 5 2 | d = shin 28 12 3 82 320 6 34 | e = thigh 14 49 229 1 2 118 72 | f = upperarm 18 14 43 1 4 2 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1772 52.5972 % Incorrectly Classified Instances 1597 47.4028 % Kappa statistic 0.4467 Mean absolute error 0.1373 Root mean squared error 0.3335 Relative absolute error 56.0617 % Root relative squared error 95.3039 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.297 0.033 0.605 0.297 0.398 0.801 chest 0.272 0.044 0.492 0.272 0.351 0.805 forearm 0.849 0.222 0.391 0.849 0.535 0.895 head 0.484 0.041 0.666 0.484 0.56 0.94 shin 0.688 0.092 0.558 0.688 0.616 0.924 thigh 0.249 0.018 0.699 0.249 0.368 0.88 upperarm 0.829 0.104 0.574 0.829 0.678 0.944 waist Weighted Avg. 0.526 0.079 0.57 0.526 0.502 0.885 === Confusion Matrix === a b c d e f g <-- classified as 144 4 157 23 40 12 105 | a = chest 19 125 221 9 1 19 65 | b = forearm 12 20 411 0 2 14 25 | c = head 8 11 2 235 221 4 5 | d = shin 27 6 3 81 333 1 33 | e = thigh 10 63 220 5 0 121 66 | f = upperarm 18 25 38 0 0 2 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1775 52.6863 % Incorrectly Classified Instances 1594 47.3137 % Kappa statistic 0.4477 Mean absolute error 0.1384 Root mean squared error 0.3352 Relative absolute error 56.5329 % Root relative squared error 95.785 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.31 0.04 0.568 0.31 0.401 0.801 chest 0.303 0.038 0.554 0.303 0.392 0.794 forearm 0.816 0.219 0.385 0.816 0.523 0.888 head 0.514 0.043 0.667 0.514 0.581 0.93 shin 0.626 0.086 0.55 0.626 0.586 0.913 thigh 0.258 0.024 0.644 0.258 0.368 0.868 upperarm 0.848 0.102 0.584 0.848 0.691 0.95 waist Weighted Avg. 0.527 0.079 0.565 0.527 0.507 0.878 === Confusion Matrix === a b c d e f g <-- classified as 150 7 155 16 29 18 109 | a = chest 17 139 218 15 2 16 52 | b = forearm 17 16 396 0 0 25 31 | c = head 3 10 1 250 212 5 5 | d = shin 38 12 7 90 303 3 31 | e = thigh 19 52 218 4 1 125 66 | f = upperarm 20 15 33 0 4 2 412 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1715 50.9053 % Incorrectly Classified Instances 1654 49.0947 % Kappa statistic 0.4269 Mean absolute error 0.1419 Root mean squared error 0.3396 Relative absolute error 57.9544 % Root relative squared error 97.0469 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.31 0.04 0.564 0.31 0.4 0.807 chest 0.314 0.036 0.576 0.314 0.406 0.814 forearm 0.808 0.216 0.386 0.808 0.523 0.885 head 0.459 0.047 0.623 0.459 0.528 0.935 shin 0.616 0.095 0.521 0.616 0.564 0.903 thigh 0.237 0.024 0.628 0.237 0.344 0.855 upperarm 0.809 0.115 0.542 0.809 0.649 0.939 waist Weighted Avg. 0.509 0.082 0.548 0.509 0.489 0.877 === Confusion Matrix === a b c d e f g <-- classified as 150 7 139 27 32 16 113 | a = chest 20 144 200 17 3 12 63 | b = forearm 19 13 392 0 2 24 35 | c = head 10 11 0 223 234 5 3 | d = shin 31 14 6 84 298 6 45 | e = thigh 14 47 228 7 1 115 73 | f = upperarm 22 14 50 0 2 5 393 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1730 51.3505 % Incorrectly Classified Instances 1639 48.6495 % Kappa statistic 0.4321 Mean absolute error 0.1418 Root mean squared error 0.3394 Relative absolute error 57.9063 % Root relative squared error 96.9988 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.304 0.033 0.61 0.304 0.406 0.804 chest 0.29 0.04 0.536 0.29 0.376 0.8 forearm 0.839 0.216 0.396 0.839 0.538 0.893 head 0.463 0.048 0.618 0.463 0.529 0.936 shin 0.64 0.096 0.528 0.64 0.579 0.906 thigh 0.235 0.024 0.623 0.235 0.341 0.852 upperarm 0.811 0.112 0.55 0.811 0.655 0.934 waist Weighted Avg. 0.514 0.081 0.552 0.514 0.49 0.876 === Confusion Matrix === a b c d e f g <-- classified as 147 10 139 30 29 13 116 | a = chest 9 133 195 17 0 18 87 | b = forearm 13 20 407 0 0 21 24 | c = head 5 5 1 225 242 5 3 | d = shin 31 12 6 88 310 5 32 | e = thigh 17 46 241 4 2 114 61 | f = upperarm 19 22 40 0 4 7 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1727 51.2767 % Incorrectly Classified Instances 1641 48.7233 % Kappa statistic 0.4313 Mean absolute error 0.1416 Root mean squared error 0.3417 Relative absolute error 57.8425 % Root relative squared error 97.6556 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.295 0.045 0.526 0.295 0.378 0.795 chest 0.307 0.036 0.571 0.307 0.399 0.811 forearm 0.831 0.208 0.402 0.831 0.541 0.892 head 0.473 0.05 0.615 0.473 0.535 0.934 shin 0.572 0.093 0.508 0.572 0.538 0.899 thigh 0.263 0.024 0.646 0.263 0.374 0.865 upperarm 0.837 0.113 0.555 0.837 0.668 0.945 waist Weighted Avg. 0.513 0.082 0.546 0.513 0.491 0.878 === Confusion Matrix === a b c d e f g <-- classified as 143 12 121 22 35 18 133 | a = chest 11 141 211 13 1 18 64 | b = forearm 17 16 402 0 0 21 28 | c = head 8 9 2 230 230 4 3 | d = shin 47 13 2 102 277 6 37 | e = thigh 18 42 232 6 0 128 60 | f = upperarm 28 14 31 1 2 3 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1703 50.5641 % Incorrectly Classified Instances 1665 49.4359 % Kappa statistic 0.4229 Mean absolute error 0.143 Root mean squared error 0.3411 Relative absolute error 58.3817 % Root relative squared error 97.4768 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.298 0.026 0.658 0.298 0.41 0.818 chest 0.276 0.036 0.55 0.276 0.368 0.798 forearm 0.831 0.224 0.384 0.831 0.525 0.894 head 0.444 0.051 0.595 0.444 0.509 0.934 shin 0.62 0.099 0.512 0.62 0.561 0.904 thigh 0.223 0.027 0.578 0.223 0.321 0.847 upperarm 0.837 0.114 0.553 0.837 0.666 0.944 waist Weighted Avg. 0.506 0.083 0.547 0.506 0.481 0.877 === Confusion Matrix === a b c d e f g <-- classified as 144 7 134 25 34 16 124 | a = chest 14 127 224 16 0 21 58 | b = forearm 9 8 402 0 1 29 35 | c = head 2 8 0 216 248 6 6 | d = shin 26 15 3 99 300 3 38 | e = thigh 13 54 235 7 1 108 67 | f = upperarm 11 12 50 0 2 4 406 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1731 51.3802 % Incorrectly Classified Instances 1638 48.6198 % Kappa statistic 0.4324 Mean absolute error 0.142 Root mean squared error 0.3406 Relative absolute error 57.9922 % Root relative squared error 97.3508 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.283 0.035 0.573 0.283 0.379 0.795 chest 0.281 0.036 0.551 0.281 0.372 0.793 forearm 0.841 0.217 0.395 0.841 0.537 0.894 head 0.486 0.048 0.629 0.486 0.548 0.934 shin 0.61 0.09 0.531 0.61 0.568 0.913 thigh 0.262 0.02 0.686 0.262 0.379 0.854 upperarm 0.821 0.12 0.534 0.821 0.647 0.936 waist Weighted Avg. 0.514 0.081 0.557 0.514 0.491 0.875 === Confusion Matrix === a b c d e f g <-- classified as 137 7 152 19 30 12 127 | a = chest 14 129 203 12 1 12 88 | b = forearm 10 15 408 0 1 21 30 | c = head 6 10 1 236 227 5 1 | d = shin 31 13 6 101 296 5 33 | e = thigh 20 46 216 7 1 127 68 | f = upperarm 21 14 48 0 1 3 398 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1716 50.935 % Incorrectly Classified Instances 1653 49.065 % Kappa statistic 0.4272 Mean absolute error 0.1429 Root mean squared error 0.342 Relative absolute error 58.3634 % Root relative squared error 97.7473 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.285 0.036 0.568 0.285 0.38 0.812 chest 0.29 0.044 0.512 0.29 0.37 0.805 forearm 0.806 0.214 0.388 0.806 0.524 0.881 head 0.484 0.052 0.609 0.484 0.539 0.933 shin 0.631 0.092 0.537 0.631 0.58 0.906 thigh 0.256 0.028 0.608 0.256 0.36 0.851 upperarm 0.802 0.107 0.557 0.802 0.658 0.936 waist Weighted Avg. 0.509 0.082 0.54 0.509 0.488 0.876 === Confusion Matrix === a b c d e f g <-- classified as 138 7 139 28 32 24 116 | a = chest 15 133 210 18 1 14 68 | b = forearm 14 27 391 0 1 27 25 | c = head 3 11 0 235 227 6 4 | d = shin 28 12 4 97 306 5 33 | e = thigh 19 50 222 6 1 124 63 | f = upperarm 26 20 42 2 2 4 389 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1751 51.9739 % Incorrectly Classified Instances 1618 48.0261 % Kappa statistic 0.4393 Mean absolute error 0.1397 Root mean squared error 0.3355 Relative absolute error 57.0491 % Root relative squared error 95.8779 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.316 0.033 0.617 0.316 0.418 0.807 chest 0.288 0.04 0.532 0.288 0.373 0.797 forearm 0.835 0.215 0.396 0.835 0.537 0.896 head 0.467 0.048 0.62 0.467 0.533 0.932 shin 0.625 0.09 0.537 0.625 0.578 0.912 thigh 0.27 0.026 0.636 0.27 0.379 0.846 upperarm 0.825 0.109 0.561 0.825 0.668 0.945 waist Weighted Avg. 0.52 0.08 0.557 0.52 0.499 0.877 === Confusion Matrix === a b c d e f g <-- classified as 153 15 142 21 18 22 113 | a = chest 16 132 215 12 0 23 61 | b = forearm 16 12 405 0 0 24 28 | c = head 5 10 1 227 236 4 3 | d = shin 26 9 2 99 303 2 44 | e = thigh 12 52 219 6 1 131 64 | f = upperarm 20 18 40 1 6 0 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1700 50.4601 % Incorrectly Classified Instances 1669 49.5399 % Kappa statistic 0.4217 Mean absolute error 0.1438 Root mean squared error 0.3429 Relative absolute error 58.7209 % Root relative squared error 97.9864 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.339 0.04 0.588 0.339 0.43 0.822 chest 0.27 0.039 0.523 0.27 0.356 0.793 forearm 0.829 0.223 0.384 0.829 0.525 0.888 head 0.439 0.047 0.611 0.439 0.511 0.935 shin 0.606 0.097 0.513 0.606 0.556 0.904 thigh 0.212 0.023 0.609 0.212 0.315 0.851 upperarm 0.825 0.11 0.559 0.825 0.666 0.942 waist Weighted Avg. 0.505 0.083 0.541 0.505 0.481 0.877 === Confusion Matrix === a b c d e f g <-- classified as 164 5 137 19 30 13 116 | a = chest 24 124 221 14 1 18 57 | b = forearm 16 14 401 0 0 22 31 | c = head 4 14 1 214 247 4 3 | d = shin 37 10 4 96 294 5 39 | e = thigh 18 59 228 7 0 103 70 | f = upperarm 16 11 53 0 1 4 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1715 50.9053 % Incorrectly Classified Instances 1654 49.0947 % Kappa statistic 0.4269 Mean absolute error 0.1418 Root mean squared error 0.3393 Relative absolute error 57.8981 % Root relative squared error 96.9738 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.279 0.041 0.531 0.279 0.366 0.805 chest 0.283 0.041 0.524 0.283 0.368 0.803 forearm 0.833 0.207 0.403 0.833 0.543 0.895 head 0.47 0.052 0.606 0.47 0.529 0.923 shin 0.61 0.097 0.514 0.61 0.558 0.899 thigh 0.252 0.028 0.604 0.252 0.355 0.862 upperarm 0.825 0.108 0.563 0.825 0.669 0.94 waist Weighted Avg. 0.509 0.082 0.535 0.509 0.485 0.876 === Confusion Matrix === a b c d e f g <-- classified as 135 15 129 26 48 12 119 | a = chest 23 130 201 21 2 22 60 | b = forearm 17 13 403 0 0 25 26 | c = head 10 13 0 229 224 5 6 | d = shin 32 15 2 95 295 10 35 | e = thigh 18 46 227 7 0 122 65 | f = upperarm 19 16 39 0 5 6 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1751 51.9739 % Incorrectly Classified Instances 1618 48.0261 % Kappa statistic 0.4394 Mean absolute error 0.1398 Root mean squared error 0.3371 Relative absolute error 57.0772 % Root relative squared error 96.3477 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.291 0.04 0.551 0.291 0.381 0.783 chest 0.29 0.044 0.51 0.29 0.369 0.792 forearm 0.824 0.202 0.406 0.824 0.544 0.897 head 0.486 0.045 0.645 0.486 0.554 0.939 shin 0.638 0.093 0.536 0.638 0.583 0.909 thigh 0.264 0.031 0.59 0.264 0.365 0.859 upperarm 0.833 0.106 0.57 0.833 0.677 0.946 waist Weighted Avg. 0.52 0.08 0.544 0.52 0.497 0.876 === Confusion Matrix === a b c d e f g <-- classified as 141 12 113 25 38 32 124 | a = chest 11 133 208 14 1 24 68 | b = forearm 15 19 399 0 0 29 22 | c = head 11 7 1 236 228 1 2 | d = shin 38 18 5 81 309 2 31 | e = thigh 22 50 219 8 0 128 58 | f = upperarm 18 22 38 2 0 1 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1734 51.4693 % Incorrectly Classified Instances 1635 48.5307 % Kappa statistic 0.4335 Mean absolute error 0.1411 Root mean squared error 0.3386 Relative absolute error 57.6396 % Root relative squared error 96.7768 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.283 0.035 0.576 0.283 0.38 0.796 chest 0.312 0.044 0.528 0.312 0.392 0.798 forearm 0.814 0.207 0.397 0.814 0.534 0.895 head 0.467 0.051 0.607 0.467 0.528 0.929 shin 0.63 0.097 0.522 0.63 0.571 0.906 thigh 0.249 0.025 0.627 0.249 0.356 0.864 upperarm 0.837 0.108 0.568 0.837 0.677 0.945 waist Weighted Avg. 0.515 0.081 0.547 0.515 0.492 0.877 === Confusion Matrix === a b c d e f g <-- classified as 137 9 135 35 31 21 116 | a = chest 17 143 203 13 0 17 66 | b = forearm 17 15 394 0 1 19 38 | c = head 5 7 0 227 241 5 1 | d = shin 37 10 4 91 305 7 30 | e = thigh 11 63 224 7 1 121 59 | f = upperarm 14 24 32 1 5 3 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1731 51.3802 % Incorrectly Classified Instances 1638 48.6198 % Kappa statistic 0.4324 Mean absolute error 0.142 Root mean squared error 0.34 Relative absolute error 57.9667 % Root relative squared error 97.179 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.32 0.033 0.618 0.32 0.422 0.788 chest 0.257 0.034 0.541 0.257 0.348 0.792 forearm 0.849 0.221 0.392 0.849 0.536 0.889 head 0.465 0.046 0.628 0.465 0.534 0.93 shin 0.618 0.094 0.525 0.618 0.568 0.91 thigh 0.252 0.024 0.635 0.252 0.36 0.859 upperarm 0.823 0.114 0.548 0.823 0.658 0.939 waist Weighted Avg. 0.514 0.081 0.555 0.514 0.491 0.873 === Confusion Matrix === a b c d e f g <-- classified as 155 9 123 34 31 14 118 | a = chest 17 118 222 14 1 17 71 | b = forearm 7 15 411 0 1 23 27 | c = head 5 12 1 226 232 7 3 | d = shin 38 16 3 81 299 5 42 | e = thigh 7 35 247 5 0 122 69 | f = upperarm 22 13 42 0 5 4 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1744 51.7815 % Incorrectly Classified Instances 1624 48.2185 % Kappa statistic 0.4371 Mean absolute error 0.1397 Root mean squared error 0.3379 Relative absolute error 57.0295 % Root relative squared error 96.5709 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.314 0.033 0.613 0.314 0.415 0.805 chest 0.27 0.037 0.532 0.27 0.358 0.797 forearm 0.831 0.227 0.38 0.831 0.522 0.89 head 0.498 0.042 0.667 0.498 0.57 0.947 shin 0.671 0.088 0.561 0.671 0.611 0.925 thigh 0.214 0.023 0.612 0.214 0.318 0.858 upperarm 0.813 0.112 0.55 0.813 0.656 0.932 waist Weighted Avg. 0.518 0.081 0.56 0.518 0.494 0.88 === Confusion Matrix === a b c d e f g <-- classified as 152 8 147 24 29 21 103 | a = chest 13 124 230 10 2 13 67 | b = forearm 12 15 402 0 0 21 34 | c = head 5 12 0 242 217 5 5 | d = shin 31 8 2 83 325 3 32 | e = thigh 16 44 234 4 1 104 82 | f = upperarm 19 22 42 0 5 3 395 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1761 52.2862 % Incorrectly Classified Instances 1607 47.7138 % Kappa statistic 0.443 Mean absolute error 0.139 Root mean squared error 0.3365 Relative absolute error 56.7723 % Root relative squared error 96.1792 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.298 0.037 0.574 0.298 0.392 0.8 chest 0.279 0.036 0.552 0.279 0.37 0.801 forearm 0.849 0.218 0.395 0.849 0.539 0.895 head 0.457 0.041 0.655 0.457 0.538 0.932 shin 0.661 0.097 0.534 0.661 0.591 0.912 thigh 0.233 0.022 0.646 0.233 0.342 0.866 upperarm 0.87 0.107 0.579 0.87 0.695 0.957 waist Weighted Avg. 0.523 0.08 0.562 0.523 0.496 0.881 === Confusion Matrix === a b c d e f g <-- classified as 144 8 148 27 34 12 111 | a = chest 17 128 216 12 2 19 65 | b = forearm 16 13 411 0 0 19 25 | c = head 4 8 2 222 242 4 4 | d = shin 31 10 2 73 320 6 42 | e = thigh 21 56 228 5 1 113 61 | f = upperarm 18 9 34 0 0 2 423 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1745 51.7958 % Incorrectly Classified Instances 1624 48.2042 % Kappa statistic 0.4373 Mean absolute error 0.1407 Root mean squared error 0.3386 Relative absolute error 57.4589 % Root relative squared error 96.7658 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.308 0.032 0.618 0.308 0.411 0.823 chest 0.292 0.041 0.528 0.292 0.376 0.801 forearm 0.814 0.212 0.391 0.814 0.529 0.884 head 0.479 0.05 0.616 0.479 0.539 0.933 shin 0.623 0.087 0.545 0.623 0.581 0.913 thigh 0.263 0.026 0.634 0.263 0.372 0.851 upperarm 0.835 0.114 0.553 0.835 0.665 0.941 waist Weighted Avg. 0.518 0.081 0.555 0.518 0.497 0.878 === Confusion Matrix === a b c d e f g <-- classified as 149 5 145 25 22 17 121 | a = chest 12 134 204 10 0 21 78 | b = forearm 15 21 394 0 0 24 30 | c = head 6 11 1 233 228 5 2 | d = shin 30 11 3 101 302 4 34 | e = thigh 14 50 221 9 1 128 63 | f = upperarm 15 22 39 0 1 3 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1712 50.8163 % Incorrectly Classified Instances 1657 49.1837 % Kappa statistic 0.4259 Mean absolute error 0.1418 Root mean squared error 0.3407 Relative absolute error 57.9188 % Root relative squared error 97.3769 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.271 0.033 0.58 0.271 0.369 0.799 chest 0.276 0.041 0.514 0.276 0.359 0.794 forearm 0.824 0.22 0.386 0.824 0.526 0.893 head 0.453 0.046 0.623 0.453 0.524 0.933 shin 0.637 0.093 0.536 0.637 0.582 0.911 thigh 0.221 0.031 0.543 0.221 0.314 0.852 upperarm 0.864 0.11 0.57 0.864 0.687 0.95 waist Weighted Avg. 0.508 0.082 0.536 0.508 0.481 0.877 === Confusion Matrix === a b c d e f g <-- classified as 131 11 146 24 25 31 116 | a = chest 15 127 215 15 0 14 74 | b = forearm 11 8 399 0 1 33 32 | c = head 5 13 0 220 239 6 3 | d = shin 31 15 7 88 309 6 29 | e = thigh 17 65 229 5 0 107 62 | f = upperarm 16 8 38 1 3 0 419 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1737 51.5583 % Incorrectly Classified Instances 1632 48.4417 % Kappa statistic 0.4345 Mean absolute error 0.1399 Root mean squared error 0.3369 Relative absolute error 57.119 % Root relative squared error 96.2722 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.304 0.04 0.563 0.304 0.395 0.801 chest 0.268 0.032 0.567 0.268 0.364 0.813 forearm 0.862 0.197 0.423 0.862 0.567 0.913 head 0.449 0.045 0.626 0.449 0.523 0.932 shin 0.619 0.1 0.51 0.619 0.559 0.914 thigh 0.247 0.03 0.583 0.247 0.347 0.86 upperarm 0.848 0.122 0.54 0.848 0.66 0.944 waist Weighted Avg. 0.516 0.081 0.544 0.516 0.489 0.883 === Confusion Matrix === a b c d e f g <-- classified as 147 7 128 23 37 20 122 | a = chest 19 123 193 8 3 33 80 | b = forearm 10 12 417 0 1 19 25 | c = head 6 9 0 218 244 7 2 | d = shin 39 8 3 93 300 5 37 | e = thigh 19 38 218 4 1 120 85 | f = upperarm 21 20 27 2 2 2 412 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1747 51.8551 % Incorrectly Classified Instances 1622 48.1449 % Kappa statistic 0.438 Mean absolute error 0.14 Root mean squared error 0.3367 Relative absolute error 57.1643 % Root relative squared error 96.2178 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.038 0.57 0.302 0.395 0.804 chest 0.285 0.043 0.514 0.285 0.367 0.799 forearm 0.849 0.207 0.409 0.849 0.552 0.901 head 0.486 0.05 0.621 0.486 0.545 0.933 shin 0.628 0.092 0.535 0.628 0.578 0.909 thigh 0.245 0.019 0.684 0.245 0.361 0.865 upperarm 0.821 0.114 0.548 0.821 0.657 0.943 waist Weighted Avg. 0.519 0.081 0.555 0.519 0.495 0.88 === Confusion Matrix === a b c d e f g <-- classified as 146 13 134 30 30 13 118 | a = chest 14 131 207 14 1 15 77 | b = forearm 11 12 412 0 0 19 31 | c = head 11 12 1 236 225 0 1 | d = shin 36 13 0 89 304 6 36 | e = thigh 18 59 212 9 2 119 66 | f = upperarm 20 15 42 2 6 2 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1704 50.5788 % Incorrectly Classified Instances 1665 49.4212 % Kappa statistic 0.4231 Mean absolute error 0.1426 Root mean squared error 0.3419 Relative absolute error 58.2257 % Root relative squared error 97.715 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.3 0.036 0.585 0.3 0.396 0.801 chest 0.294 0.047 0.496 0.294 0.369 0.804 forearm 0.794 0.219 0.378 0.794 0.512 0.88 head 0.44 0.045 0.62 0.44 0.515 0.935 shin 0.647 0.097 0.529 0.647 0.582 0.91 thigh 0.243 0.025 0.621 0.243 0.35 0.856 upperarm 0.811 0.108 0.56 0.811 0.662 0.935 waist Weighted Avg. 0.506 0.083 0.542 0.506 0.485 0.875 === Confusion Matrix === a b c d e f g <-- classified as 145 10 145 21 35 15 113 | a = chest 19 135 210 11 2 20 62 | b = forearm 18 21 385 0 0 22 39 | c = head 9 13 1 214 240 6 3 | d = shin 22 16 2 93 313 5 33 | e = thigh 11 52 238 6 0 118 60 | f = upperarm 24 25 37 0 2 4 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1763 52.3301 % Incorrectly Classified Instances 1606 47.6699 % Kappa statistic 0.4435 Mean absolute error 0.1391 Root mean squared error 0.3356 Relative absolute error 56.8113 % Root relative squared error 95.9166 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.308 0.033 0.611 0.308 0.409 0.804 chest 0.296 0.033 0.589 0.296 0.394 0.809 forearm 0.858 0.223 0.392 0.858 0.539 0.895 head 0.508 0.044 0.662 0.508 0.575 0.937 shin 0.651 0.086 0.56 0.651 0.602 0.917 thigh 0.227 0.03 0.558 0.227 0.323 0.847 upperarm 0.802 0.108 0.556 0.802 0.657 0.935 waist Weighted Avg. 0.523 0.08 0.561 0.523 0.501 0.878 === Confusion Matrix === a b c d e f g <-- classified as 149 5 133 18 32 25 122 | a = chest 14 136 203 22 1 20 63 | b = forearm 16 15 416 0 0 20 18 | c = head 5 8 1 247 212 8 5 | d = shin 30 12 3 82 315 8 34 | e = thigh 10 39 254 3 0 110 69 | f = upperarm 20 16 50 1 3 6 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1738 51.588 % Incorrectly Classified Instances 1631 48.412 % Kappa statistic 0.4348 Mean absolute error 0.1414 Root mean squared error 0.3393 Relative absolute error 57.759 % Root relative squared error 96.9763 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.285 0.04 0.543 0.285 0.374 0.79 chest 0.27 0.036 0.539 0.27 0.36 0.778 forearm 0.843 0.217 0.395 0.843 0.538 0.891 head 0.495 0.053 0.61 0.495 0.546 0.926 shin 0.605 0.092 0.526 0.605 0.563 0.901 thigh 0.274 0.019 0.704 0.274 0.395 0.857 upperarm 0.825 0.108 0.564 0.825 0.67 0.945 waist Weighted Avg. 0.516 0.081 0.555 0.516 0.493 0.871 === Confusion Matrix === a b c d e f g <-- classified as 138 9 131 33 34 15 124 | a = chest 16 124 239 16 1 10 53 | b = forearm 11 18 408 0 0 18 29 | c = head 3 8 0 241 225 5 5 | d = shin 35 13 5 97 293 5 36 | e = thigh 28 42 210 8 1 133 63 | f = upperarm 23 16 40 0 3 3 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1675 49.718 % Incorrectly Classified Instances 1694 50.282 % Kappa statistic 0.413 Mean absolute error 0.1456 Root mean squared error 0.3449 Relative absolute error 59.4499 % Root relative squared error 98.5623 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.289 0.04 0.547 0.289 0.378 0.788 chest 0.261 0.044 0.486 0.261 0.34 0.78 forearm 0.798 0.229 0.369 0.798 0.505 0.88 head 0.468 0.049 0.616 0.468 0.532 0.935 shin 0.607 0.1 0.505 0.607 0.552 0.901 thigh 0.229 0.022 0.638 0.229 0.337 0.856 upperarm 0.815 0.103 0.571 0.815 0.671 0.94 waist Weighted Avg. 0.497 0.084 0.534 0.497 0.475 0.869 === Confusion Matrix === a b c d e f g <-- classified as 140 12 137 33 41 16 105 | a = chest 14 120 233 17 1 14 60 | b = forearm 17 24 386 0 1 25 31 | c = head 8 2 1 228 243 2 3 | d = shin 37 19 4 84 294 6 40 | e = thigh 16 54 237 8 0 111 59 | f = upperarm 24 16 48 0 2 0 396 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1756 52.1378 % Incorrectly Classified Instances 1612 47.8622 % Kappa statistic 0.4413 Mean absolute error 0.1398 Root mean squared error 0.3378 Relative absolute error 57.0985 % Root relative squared error 96.528 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.34 0.036 0.616 0.34 0.438 0.808 chest 0.288 0.035 0.562 0.288 0.38 0.805 forearm 0.841 0.221 0.39 0.841 0.533 0.894 head 0.471 0.049 0.619 0.471 0.535 0.938 shin 0.63 0.092 0.534 0.63 0.578 0.907 thigh 0.227 0.022 0.636 0.227 0.334 0.868 upperarm 0.841 0.104 0.576 0.841 0.684 0.947 waist Weighted Avg. 0.521 0.08 0.562 0.521 0.498 0.882 === Confusion Matrix === a b c d e f g <-- classified as 165 11 126 26 26 19 112 | a = chest 22 132 218 19 1 12 55 | b = forearm 13 16 407 0 0 22 26 | c = head 4 13 1 229 236 0 3 | d = shin 30 6 4 90 305 5 44 | e = thigh 12 50 246 6 1 110 60 | f = upperarm 22 7 41 0 2 5 408 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1736 51.5439 % Incorrectly Classified Instances 1632 48.4561 % Kappa statistic 0.4344 Mean absolute error 0.1407 Root mean squared error 0.338 Relative absolute error 57.4707 % Root relative squared error 96.6054 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.291 0.039 0.555 0.291 0.382 0.795 chest 0.275 0.044 0.498 0.275 0.354 0.791 forearm 0.812 0.209 0.394 0.812 0.531 0.889 head 0.477 0.04 0.667 0.477 0.556 0.938 shin 0.647 0.093 0.54 0.647 0.589 0.913 thigh 0.264 0.029 0.607 0.264 0.368 0.858 upperarm 0.829 0.111 0.556 0.829 0.666 0.938 waist Weighted Avg. 0.515 0.081 0.546 0.515 0.493 0.875 === Confusion Matrix === a b c d e f g <-- classified as 141 11 147 25 39 15 106 | a = chest 17 126 215 12 0 24 65 | b = forearm 17 14 393 0 1 32 27 | c = head 3 14 2 232 225 5 5 | d = shin 40 9 5 75 314 2 40 | e = thigh 17 59 198 4 1 128 78 | f = upperarm 19 20 37 0 2 5 402 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1723 51.1428 % Incorrectly Classified Instances 1646 48.8572 % Kappa statistic 0.4297 Mean absolute error 0.1425 Root mean squared error 0.3415 Relative absolute error 58.1932 % Root relative squared error 97.5879 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.313 0.038 0.582 0.313 0.408 0.797 chest 0.331 0.043 0.551 0.331 0.414 0.817 forearm 0.808 0.214 0.388 0.808 0.524 0.881 head 0.421 0.042 0.629 0.421 0.504 0.934 shin 0.64 0.105 0.506 0.64 0.565 0.903 thigh 0.229 0.02 0.657 0.229 0.339 0.847 upperarm 0.829 0.109 0.561 0.829 0.669 0.94 waist Weighted Avg. 0.511 0.082 0.554 0.511 0.49 0.875 === Confusion Matrix === a b c d e f g <-- classified as 152 11 130 25 41 15 111 | a = chest 13 152 205 14 1 12 62 | b = forearm 23 19 391 0 0 24 27 | c = head 9 10 2 205 256 2 3 | d = shin 31 17 4 71 310 4 47 | e = thigh 15 51 235 8 1 111 64 | f = upperarm 18 16 41 3 4 1 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1736 51.5286 % Incorrectly Classified Instances 1633 48.4714 % Kappa statistic 0.4342 Mean absolute error 0.1418 Root mean squared error 0.339 Relative absolute error 57.8879 % Root relative squared error 96.8884 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.283 0.035 0.573 0.283 0.379 0.798 chest 0.259 0.037 0.527 0.259 0.347 0.782 forearm 0.829 0.217 0.39 0.829 0.531 0.894 head 0.498 0.045 0.649 0.498 0.563 0.938 shin 0.633 0.09 0.54 0.633 0.583 0.909 thigh 0.266 0.028 0.617 0.266 0.372 0.856 upperarm 0.827 0.113 0.552 0.827 0.662 0.94 waist Weighted Avg. 0.515 0.081 0.55 0.515 0.492 0.874 === Confusion Matrix === a b c d e f g <-- classified as 137 11 125 30 38 20 123 | a = chest 18 119 230 12 2 21 58 | b = forearm 12 14 401 0 1 25 31 | c = head 5 14 0 242 218 6 1 | d = shin 36 8 4 82 307 5 43 | e = thigh 14 39 226 6 1 129 70 | f = upperarm 17 21 41 1 1 3 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1741 51.6771 % Incorrectly Classified Instances 1628 48.3229 % Kappa statistic 0.4359 Mean absolute error 0.1409 Root mean squared error 0.339 Relative absolute error 57.5205 % Root relative squared error 96.8902 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.306 0.037 0.578 0.306 0.4 0.793 chest 0.264 0.04 0.508 0.264 0.347 0.787 forearm 0.829 0.217 0.39 0.829 0.531 0.893 head 0.473 0.052 0.605 0.473 0.531 0.932 shin 0.621 0.088 0.541 0.621 0.578 0.909 thigh 0.261 0.024 0.648 0.261 0.372 0.865 upperarm 0.852 0.105 0.577 0.852 0.688 0.945 waist Weighted Avg. 0.517 0.081 0.55 0.517 0.494 0.875 === Confusion Matrix === a b c d e f g <-- classified as 148 6 138 31 26 20 115 | a = chest 19 121 225 23 0 12 59 | b = forearm 11 20 401 0 0 22 30 | c = head 6 12 1 230 227 4 6 | d = shin 38 10 8 91 301 7 30 | e = thigh 22 52 218 4 0 127 63 | f = upperarm 12 17 36 1 2 4 413 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1739 51.6177 % Incorrectly Classified Instances 1630 48.3823 % Kappa statistic 0.4352 Mean absolute error 0.1401 Root mean squared error 0.3372 Relative absolute error 57.215 % Root relative squared error 96.3741 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.291 0.032 0.603 0.291 0.393 0.802 chest 0.272 0.041 0.51 0.272 0.355 0.8 forearm 0.826 0.22 0.387 0.826 0.527 0.888 head 0.479 0.046 0.635 0.479 0.546 0.936 shin 0.687 0.093 0.554 0.687 0.613 0.918 thigh 0.247 0.025 0.625 0.247 0.355 0.863 upperarm 0.796 0.107 0.556 0.796 0.655 0.932 waist Weighted Avg. 0.516 0.081 0.553 0.516 0.493 0.878 === Confusion Matrix === a b c d e f g <-- classified as 141 10 134 21 31 15 132 | a = chest 21 125 217 16 1 14 65 | b = forearm 16 18 400 0 0 24 26 | c = head 5 7 0 233 233 6 2 | d = shin 17 11 3 87 333 4 30 | e = thigh 15 59 228 9 0 120 54 | f = upperarm 19 15 52 1 3 9 387 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1760 52.241 % Incorrectly Classified Instances 1609 47.759 % Kappa statistic 0.4425 Mean absolute error 0.138 Root mean squared error 0.3347 Relative absolute error 56.338 % Root relative squared error 95.6622 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.324 0.044 0.553 0.324 0.409 0.822 chest 0.305 0.035 0.576 0.305 0.399 0.809 forearm 0.862 0.211 0.406 0.862 0.552 0.905 head 0.475 0.041 0.66 0.475 0.553 0.943 shin 0.629 0.094 0.53 0.629 0.575 0.915 thigh 0.221 0.018 0.669 0.221 0.332 0.863 upperarm 0.829 0.113 0.553 0.829 0.663 0.944 waist Weighted Avg. 0.522 0.08 0.564 0.522 0.498 0.886 === Confusion Matrix === a b c d e f g <-- classified as 157 7 139 19 31 15 116 | a = chest 26 140 189 8 3 19 74 | b = forearm 14 17 417 0 0 13 23 | c = head 8 7 0 231 233 2 5 | d = shin 42 9 1 85 305 2 41 | e = thigh 17 52 235 7 0 107 67 | f = upperarm 20 11 46 0 4 2 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1782 52.894 % Incorrectly Classified Instances 1587 47.106 % Kappa statistic 0.4501 Mean absolute error 0.1366 Root mean squared error 0.3326 Relative absolute error 55.7784 % Root relative squared error 95.0638 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.326 0.031 0.64 0.326 0.432 0.813 chest 0.303 0.037 0.563 0.303 0.394 0.818 forearm 0.854 0.211 0.405 0.854 0.549 0.902 head 0.521 0.053 0.625 0.521 0.568 0.926 shin 0.599 0.089 0.531 0.599 0.563 0.911 thigh 0.258 0.026 0.628 0.258 0.365 0.869 upperarm 0.829 0.104 0.573 0.829 0.678 0.944 waist Weighted Avg. 0.529 0.079 0.566 0.529 0.508 0.884 === Confusion Matrix === a b c d e f g <-- classified as 158 10 124 27 37 20 108 | a = chest 13 139 220 10 2 18 57 | b = forearm 14 12 414 0 0 22 23 | c = head 3 10 0 253 213 5 2 | d = shin 27 8 3 107 290 5 44 | e = thigh 12 58 215 8 1 125 66 | f = upperarm 20 10 46 0 3 4 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1716 50.935 % Incorrectly Classified Instances 1653 49.065 % Kappa statistic 0.4272 Mean absolute error 0.1425 Root mean squared error 0.3406 Relative absolute error 58.1957 % Root relative squared error 97.3284 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.306 0.043 0.544 0.306 0.392 0.783 chest 0.257 0.043 0.484 0.257 0.336 0.78 forearm 0.831 0.209 0.401 0.831 0.541 0.893 head 0.486 0.055 0.599 0.486 0.536 0.934 shin 0.57 0.089 0.518 0.57 0.543 0.903 thigh 0.278 0.026 0.64 0.278 0.388 0.867 upperarm 0.823 0.107 0.564 0.823 0.669 0.944 waist Weighted Avg. 0.509 0.082 0.536 0.509 0.488 0.873 === Confusion Matrix === a b c d e f g <-- classified as 148 17 138 29 32 18 102 | a = chest 15 118 218 10 1 21 76 | b = forearm 20 15 403 0 1 23 23 | c = head 6 12 1 236 221 6 4 | d = shin 38 16 3 115 276 4 32 | e = thigh 20 51 203 4 0 135 72 | f = upperarm 25 15 40 0 2 4 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1701 50.4898 % Incorrectly Classified Instances 1668 49.5102 % Kappa statistic 0.422 Mean absolute error 0.1439 Root mean squared error 0.343 Relative absolute error 58.7726 % Root relative squared error 98.0178 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.281 0.034 0.579 0.281 0.378 0.793 chest 0.261 0.039 0.515 0.261 0.347 0.785 forearm 0.825 0.22 0.387 0.825 0.527 0.889 head 0.479 0.051 0.612 0.479 0.537 0.939 shin 0.62 0.095 0.524 0.62 0.568 0.907 thigh 0.231 0.031 0.557 0.231 0.327 0.841 upperarm 0.823 0.108 0.562 0.823 0.668 0.941 waist Weighted Avg. 0.505 0.083 0.534 0.505 0.48 0.872 === Confusion Matrix === a b c d e f g <-- classified as 136 7 142 30 38 21 110 | a = chest 10 120 206 17 0 22 84 | b = forearm 12 15 400 0 2 33 23 | c = head 3 12 2 233 229 4 3 | d = shin 39 14 4 91 300 7 29 | e = thigh 14 43 242 10 1 112 63 | f = upperarm 21 22 38 0 3 2 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1743 51.7518 % Incorrectly Classified Instances 1625 48.2482 % Kappa statistic 0.4368 Mean absolute error 0.1402 Root mean squared error 0.3378 Relative absolute error 57.2326 % Root relative squared error 96.5271 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.032 0.613 0.302 0.404 0.812 chest 0.314 0.039 0.563 0.314 0.403 0.809 forearm 0.816 0.21 0.395 0.816 0.532 0.892 head 0.457 0.048 0.615 0.457 0.524 0.933 shin 0.653 0.094 0.539 0.653 0.591 0.913 thigh 0.223 0.024 0.607 0.223 0.326 0.85 upperarm 0.848 0.117 0.55 0.848 0.667 0.946 waist Weighted Avg. 0.518 0.081 0.555 0.518 0.493 0.88 === Confusion Matrix === a b c d e f g <-- classified as 146 6 136 28 31 16 121 | a = chest 14 144 191 18 0 19 73 | b = forearm 11 14 395 0 0 24 40 | c = head 6 8 3 222 237 7 3 | d = shin 26 17 2 90 316 3 30 | e = thigh 12 51 240 3 1 108 70 | f = upperarm 23 16 33 0 1 1 412 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1660 49.2874 % Incorrectly Classified Instances 1708 50.7126 % Kappa statistic 0.408 Mean absolute error 0.1456 Root mean squared error 0.3449 Relative absolute error 59.4535 % Root relative squared error 98.5659 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.256 0.039 0.525 0.256 0.344 0.802 chest 0.264 0.041 0.502 0.264 0.346 0.79 forearm 0.814 0.227 0.375 0.814 0.514 0.881 head 0.425 0.042 0.633 0.425 0.509 0.928 shin 0.632 0.098 0.519 0.632 0.57 0.904 thigh 0.216 0.028 0.568 0.216 0.313 0.854 upperarm 0.831 0.117 0.545 0.831 0.658 0.942 waist Weighted Avg. 0.493 0.085 0.524 0.493 0.466 0.872 === Confusion Matrix === a b c d e f g <-- classified as 124 9 157 19 20 26 129 | a = chest 16 121 228 17 0 19 58 | b = forearm 13 14 394 0 0 20 43 | c = head 9 7 0 207 258 3 3 | d = shin 37 13 4 81 306 10 33 | e = thigh 17 57 232 3 1 105 70 | f = upperarm 20 20 35 0 5 2 403 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1730 51.3505 % Incorrectly Classified Instances 1639 48.6495 % Kappa statistic 0.4321 Mean absolute error 0.1413 Root mean squared error 0.3408 Relative absolute error 57.6895 % Root relative squared error 97.3993 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.305 0.031 0.622 0.305 0.409 0.808 chest 0.29 0.043 0.514 0.29 0.37 0.799 forearm 0.812 0.208 0.396 0.812 0.532 0.891 head 0.487 0.044 0.653 0.487 0.558 0.935 shin 0.612 0.089 0.534 0.612 0.57 0.907 thigh 0.227 0.024 0.611 0.227 0.331 0.868 upperarm 0.852 0.128 0.528 0.852 0.652 0.944 waist Weighted Avg. 0.514 0.081 0.551 0.514 0.49 0.879 === Confusion Matrix === a b c d e f g <-- classified as 148 15 116 23 34 15 134 | a = chest 15 133 203 10 0 14 84 | b = forearm 19 13 393 0 1 25 33 | c = head 7 11 1 237 221 7 3 | d = shin 29 15 4 92 296 7 41 | e = thigh 9 54 237 1 0 110 74 | f = upperarm 11 18 39 0 2 2 413 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1750 51.9442 % Incorrectly Classified Instances 1619 48.0558 % Kappa statistic 0.4391 Mean absolute error 0.1403 Root mean squared error 0.3373 Relative absolute error 57.2724 % Root relative squared error 96.3929 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.345 0.036 0.616 0.345 0.442 0.818 chest 0.329 0.041 0.557 0.329 0.414 0.802 forearm 0.814 0.217 0.387 0.814 0.524 0.885 head 0.474 0.049 0.619 0.474 0.537 0.935 shin 0.604 0.093 0.523 0.604 0.561 0.907 thigh 0.227 0.024 0.618 0.227 0.332 0.861 upperarm 0.833 0.102 0.58 0.833 0.684 0.942 waist Weighted Avg. 0.519 0.08 0.557 0.519 0.5 0.879 === Confusion Matrix === a b c d e f g <-- classified as 167 8 135 21 29 18 106 | a = chest 14 151 211 15 0 12 56 | b = forearm 17 16 394 0 1 27 29 | c = head 3 16 0 231 230 2 5 | d = shin 38 18 4 97 293 4 31 | e = thigh 19 46 235 8 1 110 66 | f = upperarm 13 16 40 1 6 5 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1714 50.8756 % Incorrectly Classified Instances 1655 49.1244 % Kappa statistic 0.4265 Mean absolute error 0.1431 Root mean squared error 0.3421 Relative absolute error 58.4162 % Root relative squared error 97.7693 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.291 0.033 0.6 0.291 0.392 0.791 chest 0.243 0.04 0.489 0.243 0.325 0.786 forearm 0.857 0.225 0.39 0.857 0.536 0.898 head 0.455 0.048 0.617 0.455 0.524 0.932 shin 0.647 0.097 0.53 0.647 0.583 0.91 thigh 0.235 0.02 0.667 0.235 0.348 0.855 upperarm 0.819 0.111 0.553 0.819 0.66 0.94 waist Weighted Avg. 0.509 0.082 0.55 0.509 0.482 0.874 === Confusion Matrix === a b c d e f g <-- classified as 141 14 143 24 32 18 112 | a = chest 11 112 239 12 0 12 74 | b = forearm 15 11 415 0 0 20 23 | c = head 9 9 1 221 241 3 2 | d = shin 22 13 7 91 314 1 37 | e = thigh 15 52 221 10 0 114 73 | f = upperarm 22 18 39 0 6 3 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1748 51.8848 % Incorrectly Classified Instances 1621 48.1152 % Kappa statistic 0.4383 Mean absolute error 0.1407 Root mean squared error 0.3379 Relative absolute error 57.4473 % Root relative squared error 96.5712 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.335 0.042 0.574 0.335 0.423 0.808 chest 0.275 0.037 0.536 0.275 0.363 0.816 forearm 0.839 0.218 0.392 0.839 0.535 0.889 head 0.488 0.049 0.629 0.488 0.549 0.934 shin 0.621 0.089 0.538 0.621 0.577 0.915 thigh 0.222 0.024 0.61 0.222 0.326 0.862 upperarm 0.841 0.103 0.58 0.841 0.686 0.947 waist Weighted Avg. 0.519 0.081 0.552 0.519 0.495 0.882 === Confusion Matrix === a b c d e f g <-- classified as 162 7 145 23 23 19 105 | a = chest 19 126 213 16 2 21 62 | b = forearm 23 13 406 0 1 15 26 | c = head 3 7 1 237 229 8 1 | d = shin 30 15 2 96 301 4 37 | e = thigh 21 49 238 4 1 108 65 | f = upperarm 24 18 30 1 2 2 408 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1733 51.4396 % Incorrectly Classified Instances 1636 48.5604 % Kappa statistic 0.4331 Mean absolute error 0.14 Root mean squared error 0.3373 Relative absolute error 57.1513 % Root relative squared error 96.384 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.285 0.034 0.587 0.285 0.384 0.794 chest 0.283 0.042 0.514 0.283 0.365 0.798 forearm 0.843 0.217 0.394 0.843 0.537 0.896 head 0.438 0.037 0.668 0.438 0.529 0.946 shin 0.649 0.095 0.534 0.649 0.586 0.912 thigh 0.274 0.028 0.624 0.274 0.381 0.861 upperarm 0.815 0.114 0.547 0.815 0.655 0.944 waist Weighted Avg. 0.514 0.081 0.553 0.514 0.492 0.879 === Confusion Matrix === a b c d e f g <-- classified as 138 14 164 27 16 19 106 | a = chest 13 130 201 9 1 21 84 | b = forearm 9 15 408 0 0 23 29 | c = head 4 7 0 213 255 5 2 | d = shin 37 14 1 66 315 6 46 | e = thigh 17 53 215 4 2 133 61 | f = upperarm 17 20 46 0 1 6 396 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1734 51.4693 % Incorrectly Classified Instances 1635 48.5307 % Kappa statistic 0.4334 Mean absolute error 0.1411 Root mean squared error 0.339 Relative absolute error 57.6307 % Root relative squared error 96.866 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.3 0.029 0.636 0.3 0.407 0.815 chest 0.253 0.039 0.507 0.253 0.337 0.791 forearm 0.821 0.216 0.39 0.821 0.529 0.888 head 0.467 0.05 0.614 0.467 0.53 0.937 shin 0.653 0.097 0.529 0.653 0.585 0.912 thigh 0.256 0.023 0.656 0.256 0.368 0.853 upperarm 0.84 0.113 0.555 0.84 0.668 0.943 waist Weighted Avg. 0.515 0.081 0.556 0.515 0.49 0.878 === Confusion Matrix === a b c d e f g <-- classified as 145 3 128 27 38 14 129 | a = chest 14 116 225 14 2 17 71 | b = forearm 10 23 398 0 1 22 31 | c = head 2 12 1 227 238 3 3 | d = shin 29 9 2 92 316 6 30 | e = thigh 10 51 226 10 1 124 63 | f = upperarm 18 15 41 0 1 3 408 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1710 50.7569 % Incorrectly Classified Instances 1659 49.2431 % Kappa statistic 0.4251 Mean absolute error 0.1435 Root mean squared error 0.3416 Relative absolute error 58.5795 % Root relative squared error 97.6198 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.269 0.035 0.56 0.269 0.363 0.785 chest 0.272 0.04 0.517 0.272 0.357 0.792 forearm 0.812 0.225 0.378 0.812 0.516 0.885 head 0.467 0.044 0.641 0.467 0.54 0.926 shin 0.647 0.094 0.536 0.647 0.586 0.908 thigh 0.258 0.028 0.604 0.258 0.361 0.847 upperarm 0.815 0.108 0.559 0.815 0.663 0.933 waist Weighted Avg. 0.508 0.082 0.542 0.508 0.485 0.869 === Confusion Matrix === a b c d e f g <-- classified as 130 9 141 25 34 19 126 | a = chest 14 125 215 17 1 22 65 | b = forearm 10 20 394 0 0 25 36 | c = head 9 9 2 227 232 3 4 | d = shin 35 9 6 76 313 8 37 | e = thigh 16 50 241 8 1 125 44 | f = upperarm 18 20 43 1 3 5 396 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1728 51.2912 % Incorrectly Classified Instances 1641 48.7088 % Kappa statistic 0.4314 Mean absolute error 0.1405 Root mean squared error 0.3381 Relative absolute error 57.3909 % Root relative squared error 96.6368 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.285 0.045 0.517 0.285 0.368 0.78 chest 0.296 0.04 0.542 0.296 0.383 0.797 forearm 0.827 0.203 0.406 0.827 0.545 0.898 head 0.506 0.051 0.624 0.506 0.559 0.936 shin 0.603 0.094 0.52 0.603 0.558 0.91 thigh 0.229 0.029 0.572 0.229 0.327 0.865 upperarm 0.831 0.108 0.566 0.831 0.673 0.944 waist Weighted Avg. 0.513 0.082 0.535 0.513 0.488 0.876 === Confusion Matrix === a b c d e f g <-- classified as 138 6 116 37 49 27 111 | a = chest 21 136 216 16 1 23 46 | b = forearm 13 20 401 0 0 20 31 | c = head 4 5 2 246 220 4 5 | d = shin 42 13 3 92 292 5 37 | e = thigh 24 60 208 2 0 111 80 | f = upperarm 25 11 41 1 0 4 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1734 51.4846 % Incorrectly Classified Instances 1634 48.5154 % Kappa statistic 0.4336 Mean absolute error 0.142 Root mean squared error 0.3401 Relative absolute error 57.971 % Root relative squared error 97.1883 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.295 0.034 0.593 0.295 0.394 0.797 chest 0.281 0.037 0.544 0.281 0.371 0.788 forearm 0.841 0.222 0.388 0.841 0.531 0.894 head 0.453 0.05 0.604 0.453 0.518 0.925 shin 0.636 0.092 0.538 0.636 0.583 0.908 thigh 0.254 0.029 0.591 0.254 0.355 0.846 upperarm 0.831 0.102 0.58 0.831 0.683 0.94 waist Weighted Avg. 0.515 0.081 0.549 0.515 0.492 0.872 === Confusion Matrix === a b c d e f g <-- classified as 143 11 142 27 29 24 108 | a = chest 22 129 213 10 1 17 67 | b = forearm 12 13 407 0 0 28 24 | c = head 9 13 1 220 232 6 5 | d = shin 26 10 5 96 308 7 32 | e = thigh 12 50 234 9 0 123 57 | f = upperarm 17 11 46 2 3 3 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1744 51.7815 % Incorrectly Classified Instances 1624 48.2185 % Kappa statistic 0.4371 Mean absolute error 0.1396 Root mean squared error 0.3365 Relative absolute error 57.0106 % Root relative squared error 96.1697 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.291 0.038 0.564 0.291 0.384 0.818 chest 0.29 0.035 0.564 0.29 0.383 0.811 forearm 0.841 0.213 0.399 0.841 0.541 0.894 head 0.481 0.049 0.626 0.481 0.544 0.936 shin 0.64 0.093 0.537 0.64 0.584 0.912 thigh 0.256 0.021 0.67 0.256 0.37 0.859 upperarm 0.813 0.115 0.545 0.813 0.652 0.941 waist Weighted Avg. 0.518 0.081 0.558 0.518 0.495 0.882 === Confusion Matrix === a b c d e f g <-- classified as 141 7 145 23 32 11 125 | a = chest 14 133 207 20 3 20 62 | b = forearm 14 12 407 0 0 24 27 | c = head 6 11 1 234 229 3 2 | d = shin 34 13 1 90 310 2 34 | e = thigh 15 45 215 6 0 124 80 | f = upperarm 26 15 45 1 3 1 395 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1739 51.6177 % Incorrectly Classified Instances 1630 48.3823 % Kappa statistic 0.4352 Mean absolute error 0.1397 Root mean squared error 0.3361 Relative absolute error 57.0358 % Root relative squared error 96.0534 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.297 0.044 0.533 0.297 0.381 0.791 chest 0.277 0.034 0.564 0.277 0.371 0.806 forearm 0.858 0.214 0.403 0.858 0.548 0.898 head 0.463 0.045 0.636 0.463 0.536 0.937 shin 0.632 0.096 0.526 0.632 0.574 0.908 thigh 0.245 0.024 0.633 0.245 0.354 0.862 upperarm 0.829 0.109 0.561 0.829 0.669 0.947 waist Weighted Avg. 0.516 0.081 0.551 0.516 0.491 0.879 === Confusion Matrix === a b c d e f g <-- classified as 144 8 130 28 38 14 123 | a = chest 23 127 211 9 1 22 66 | b = forearm 11 11 416 0 1 22 24 | c = head 5 13 1 225 235 3 4 | d = shin 35 13 2 87 306 8 33 | e = thigh 21 42 233 5 0 119 65 | f = upperarm 31 11 40 0 1 0 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1715 50.9053 % Incorrectly Classified Instances 1654 49.0947 % Kappa statistic 0.4269 Mean absolute error 0.1432 Root mean squared error 0.3413 Relative absolute error 58.4563 % Root relative squared error 97.5236 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.316 0.035 0.6 0.316 0.414 0.802 chest 0.296 0.04 0.538 0.296 0.381 0.807 forearm 0.829 0.218 0.39 0.829 0.53 0.891 head 0.469 0.051 0.61 0.469 0.53 0.928 shin 0.624 0.093 0.531 0.624 0.574 0.905 thigh 0.206 0.024 0.595 0.206 0.306 0.856 upperarm 0.812 0.112 0.549 0.812 0.655 0.934 waist Weighted Avg. 0.509 0.082 0.545 0.509 0.485 0.875 === Confusion Matrix === a b c d e f g <-- classified as 153 11 122 25 34 21 118 | a = chest 13 136 226 13 0 11 61 | b = forearm 20 8 402 0 0 26 29 | c = head 6 9 1 228 229 5 8 | d = shin 31 13 2 101 302 3 32 | e = thigh 16 54 231 6 2 100 76 | f = upperarm 16 22 48 1 2 2 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1697 50.371 % Incorrectly Classified Instances 1672 49.629 % Kappa statistic 0.4207 Mean absolute error 0.1431 Root mean squared error 0.3424 Relative absolute error 58.4443 % Root relative squared error 97.847 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.289 0.038 0.56 0.289 0.381 0.795 chest 0.283 0.044 0.504 0.283 0.363 0.797 forearm 0.808 0.206 0.397 0.808 0.532 0.894 head 0.446 0.051 0.596 0.446 0.51 0.928 shin 0.618 0.098 0.514 0.618 0.561 0.908 thigh 0.251 0.026 0.619 0.251 0.357 0.867 upperarm 0.821 0.116 0.543 0.821 0.654 0.938 waist Weighted Avg. 0.504 0.083 0.534 0.504 0.481 0.876 === Confusion Matrix === a b c d e f g <-- classified as 140 13 128 30 36 15 122 | a = chest 12 130 200 21 2 17 77 | b = forearm 19 19 391 0 0 27 28 | c = head 9 7 0 217 241 10 3 | d = shin 37 17 3 91 299 3 34 | e = thigh 12 52 225 4 0 122 71 | f = upperarm 21 20 38 1 4 3 398 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1694 50.282 % Incorrectly Classified Instances 1675 49.718 % Kappa statistic 0.4196 Mean absolute error 0.1435 Root mean squared error 0.3427 Relative absolute error 58.5914 % Root relative squared error 97.9272 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.279 0.038 0.551 0.279 0.37 0.802 chest 0.259 0.042 0.496 0.259 0.34 0.783 forearm 0.789 0.216 0.38 0.789 0.513 0.875 head 0.483 0.048 0.632 0.483 0.547 0.938 shin 0.634 0.092 0.536 0.634 0.581 0.913 thigh 0.235 0.029 0.579 0.235 0.334 0.837 upperarm 0.827 0.116 0.546 0.827 0.658 0.944 waist Weighted Avg. 0.503 0.083 0.532 0.503 0.479 0.871 === Confusion Matrix === a b c d e f g <-- classified as 135 8 136 28 25 25 127 | a = chest 23 119 209 14 2 17 75 | b = forearm 12 27 382 0 1 29 33 | c = head 3 10 0 235 232 7 0 | d = shin 26 13 2 88 307 5 43 | e = thigh 22 51 235 6 1 114 56 | f = upperarm 24 12 42 1 5 0 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1749 51.9145 % Incorrectly Classified Instances 1620 48.0855 % Kappa statistic 0.4387 Mean absolute error 0.1407 Root mean squared error 0.3382 Relative absolute error 57.4499 % Root relative squared error 96.646 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.314 0.036 0.591 0.314 0.41 0.805 chest 0.268 0.043 0.498 0.268 0.348 0.786 forearm 0.841 0.221 0.389 0.841 0.532 0.889 head 0.492 0.04 0.677 0.492 0.57 0.943 shin 0.623 0.089 0.539 0.623 0.578 0.908 thigh 0.26 0.026 0.63 0.26 0.368 0.848 upperarm 0.823 0.106 0.566 0.823 0.671 0.942 waist Weighted Avg. 0.519 0.08 0.556 0.519 0.498 0.875 === Confusion Matrix === a b c d e f g <-- classified as 152 14 139 16 32 16 115 | a = chest 8 123 236 7 1 18 66 | b = forearm 16 20 407 0 1 19 21 | c = head 6 8 1 239 223 6 3 | d = shin 38 9 6 84 302 11 35 | e = thigh 15 55 215 7 0 126 67 | f = upperarm 22 18 41 0 1 4 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1716 50.935 % Incorrectly Classified Instances 1653 49.065 % Kappa statistic 0.4272 Mean absolute error 0.1429 Root mean squared error 0.3424 Relative absolute error 58.3412 % Root relative squared error 97.8571 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.034 0.596 0.302 0.401 0.802 chest 0.261 0.039 0.513 0.261 0.346 0.784 forearm 0.829 0.233 0.374 0.829 0.515 0.888 head 0.467 0.046 0.629 0.467 0.536 0.932 shin 0.641 0.092 0.539 0.641 0.586 0.908 thigh 0.227 0.023 0.625 0.227 0.333 0.861 upperarm 0.825 0.105 0.57 0.825 0.675 0.937 waist Weighted Avg. 0.509 0.082 0.55 0.509 0.486 0.874 === Confusion Matrix === a b c d e f g <-- classified as 146 8 151 22 31 22 104 | a = chest 16 120 226 20 2 11 64 | b = forearm 11 19 401 0 0 20 33 | c = head 7 11 0 227 232 5 4 | d = shin 31 13 6 85 311 5 34 | e = thigh 19 45 242 6 0 110 63 | f = upperarm 15 18 47 1 1 3 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1728 51.2912 % Incorrectly Classified Instances 1641 48.7088 % Kappa statistic 0.4314 Mean absolute error 0.1417 Root mean squared error 0.339 Relative absolute error 57.863 % Root relative squared error 96.886 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.333 0.035 0.615 0.333 0.432 0.816 chest 0.29 0.042 0.52 0.29 0.372 0.807 forearm 0.8 0.211 0.388 0.8 0.523 0.889 head 0.467 0.05 0.612 0.467 0.53 0.928 shin 0.61 0.095 0.52 0.61 0.562 0.899 thigh 0.258 0.025 0.631 0.258 0.366 0.858 upperarm 0.821 0.11 0.557 0.821 0.664 0.939 waist Weighted Avg. 0.513 0.082 0.549 0.513 0.494 0.877 === Confusion Matrix === a b c d e f g <-- classified as 161 11 123 27 34 16 112 | a = chest 15 133 216 11 0 17 67 | b = forearm 16 19 387 0 1 28 33 | c = head 5 14 2 227 234 2 2 | d = shin 35 11 5 97 296 5 36 | e = thigh 10 52 221 9 1 125 67 | f = upperarm 20 16 43 0 3 5 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1771 52.5675 % Incorrectly Classified Instances 1598 47.4325 % Kappa statistic 0.4463 Mean absolute error 0.1387 Root mean squared error 0.335 Relative absolute error 56.6557 % Root relative squared error 95.7345 % Total Number of Instances 3369 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.3 0.035 0.589 0.3 0.397 0.801 chest 0.279 0.038 0.536 0.279 0.367 0.803 forearm 0.839 0.206 0.406 0.839 0.547 0.902 head 0.475 0.044 0.643 0.475 0.547 0.934 shin 0.654 0.098 0.529 0.654 0.585 0.916 thigh 0.27 0.024 0.652 0.27 0.382 0.862 upperarm 0.85 0.108 0.57 0.85 0.682 0.952 waist Weighted Avg. 0.526 0.079 0.561 0.526 0.502 0.882 === Confusion Matrix === a b c d e f g <-- classified as 145 9 134 26 37 20 113 | a = chest 21 128 219 15 2 20 54 | b = forearm 10 13 406 0 0 19 36 | c = head 6 5 2 231 240 0 2 | d = shin 36 14 2 75 317 5 36 | e = thigh 17 56 200 10 0 131 71 | f = upperarm 11 14 37 2 3 6 413 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1796 53.3254 % Incorrectly Classified Instances 1572 46.6746 % Kappa statistic 0.4551 Mean absolute error 0.1368 Root mean squared error 0.3326 Relative absolute error 55.8762 % Root relative squared error 95.0484 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.293 0.033 0.599 0.293 0.394 0.796 chest 0.314 0.037 0.571 0.314 0.405 0.809 forearm 0.855 0.225 0.389 0.855 0.535 0.894 head 0.516 0.043 0.669 0.516 0.583 0.942 shin 0.645 0.081 0.571 0.645 0.606 0.921 thigh 0.245 0.024 0.633 0.245 0.354 0.854 upperarm 0.852 0.102 0.586 0.852 0.694 0.949 waist Weighted Avg. 0.533 0.078 0.574 0.533 0.511 0.881 === Confusion Matrix === a b c d e f g <-- classified as 142 10 154 25 27 13 113 | a = chest 15 144 208 15 1 18 58 | b = forearm 12 10 414 0 0 23 25 | c = head 9 18 0 251 204 3 1 | d = shin 28 13 4 80 312 4 43 | e = thigh 12 45 250 4 2 119 53 | f = upperarm 19 12 33 0 0 8 414 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1731 51.3955 % Incorrectly Classified Instances 1637 48.6045 % Kappa statistic 0.4326 Mean absolute error 0.1412 Root mean squared error 0.3401 Relative absolute error 57.6584 % Root relative squared error 97.2076 % Total Number of Instances 3368 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.283 0.031 0.609 0.283 0.386 0.801 chest 0.29 0.037 0.552 0.29 0.38 0.799 forearm 0.849 0.212 0.403 0.849 0.546 0.9 head 0.451 0.053 0.59 0.451 0.511 0.93 shin 0.636 0.096 0.526 0.636 0.576 0.916 thigh 0.245 0.028 0.598 0.245 0.348 0.863 upperarm 0.831 0.111 0.557 0.831 0.667 0.934 waist Weighted Avg. 0.514 0.081 0.548 0.514 0.489 0.878 === Confusion Matrix === a b c d e f g <-- classified as 137 9 148 30 25 24 111 | a = chest 11 133 204 16 0 24 71 | b = forearm 13 10 412 0 0 24 26 | c = head 4 8 1 219 245 4 5 | d = shin 28 9 2 100 308 3 34 | e = thigh 15 52 219 6 0 119 74 | f = upperarm 17 20 37 0 7 1 403 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 2 RUN: 0 FOLD: 0 Correctly Classified Instances 1810 60.7179 % Incorrectly Classified Instances 1171 39.2821 % Kappa statistic 0.5387 Mean absolute error 0.1167 Root mean squared error 0.2939 Relative absolute error 47.7795 % Root relative squared error 84.11 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.08 0.606 0.696 0.648 0.921 chest 0.058 0.033 0.162 0.058 0.086 0.794 forearm 0.607 0.165 0.394 0.607 0.478 0.835 head 0.862 0.041 0.789 0.862 0.824 0.971 shin 0.781 0.062 0.69 0.781 0.733 0.955 thigh 0.156 0.038 0.424 0.156 0.228 0.793 upperarm 0.9 0.042 0.792 0.9 0.842 0.974 waist Weighted Avg. 0.607 0.067 0.571 0.607 0.572 0.897 === Confusion Matrix === a b c d e f g <-- classified as 312 3 79 0 46 6 2 | a = chest 7 17 97 40 22 32 77 | b = forearm 66 31 272 50 2 14 13 | c = head 11 11 5 386 21 9 5 | d = shin 52 4 3 7 350 29 3 | e = thigh 60 22 222 3 66 70 6 | f = upperarm 7 17 13 3 0 5 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1856 62.261 % Incorrectly Classified Instances 1125 37.739 % Kappa statistic 0.5566 Mean absolute error 0.1128 Root mean squared error 0.2896 Relative absolute error 46.1976 % Root relative squared error 82.8742 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.073 0.639 0.726 0.68 0.926 chest 0.065 0.023 0.238 0.065 0.102 0.798 forearm 0.677 0.142 0.458 0.677 0.546 0.865 head 0.886 0.04 0.795 0.886 0.838 0.97 shin 0.753 0.071 0.653 0.753 0.699 0.942 thigh 0.143 0.043 0.372 0.143 0.206 0.797 upperarm 0.915 0.051 0.759 0.915 0.83 0.97 waist Weighted Avg. 0.623 0.065 0.576 0.623 0.581 0.901 === Confusion Matrix === a b c d e f g <-- classified as 326 2 47 0 58 12 4 | a = chest 8 19 71 38 30 37 88 | b = forearm 54 10 304 43 3 17 18 | c = head 6 13 7 396 20 3 2 | d = shin 57 8 0 9 338 36 1 | e = thigh 54 13 227 5 69 64 17 | f = upperarm 5 15 8 7 0 3 409 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1839 61.6907 % Incorrectly Classified Instances 1142 38.3093 % Kappa statistic 0.5499 Mean absolute error 0.1133 Root mean squared error 0.289 Relative absolute error 46.3754 % Root relative squared error 82.7086 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.073 0.631 0.699 0.663 0.918 chest 0.072 0.025 0.239 0.072 0.111 0.83 forearm 0.686 0.16 0.433 0.686 0.531 0.863 head 0.843 0.033 0.82 0.843 0.831 0.97 shin 0.766 0.064 0.68 0.766 0.72 0.952 thigh 0.156 0.039 0.414 0.156 0.227 0.816 upperarm 0.906 0.056 0.739 0.906 0.814 0.969 waist Weighted Avg. 0.617 0.066 0.582 0.617 0.58 0.906 === Confusion Matrix === a b c d e f g <-- classified as 314 8 65 0 48 8 6 | a = chest 6 21 90 29 25 30 90 | b = forearm 42 17 308 36 1 18 27 | c = head 20 14 8 377 19 7 2 | d = shin 59 7 2 3 344 30 4 | e = thigh 50 11 228 7 69 70 14 | f = upperarm 7 10 11 8 0 6 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1804 60.5166 % Incorrectly Classified Instances 1177 39.4834 % Kappa statistic 0.5361 Mean absolute error 0.1157 Root mean squared error 0.2944 Relative absolute error 47.3939 % Root relative squared error 84.2538 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.079 0.602 0.675 0.637 0.898 chest 0.041 0.028 0.136 0.041 0.063 0.82 forearm 0.661 0.169 0.409 0.661 0.505 0.85 head 0.875 0.041 0.79 0.875 0.831 0.972 shin 0.757 0.065 0.674 0.757 0.713 0.952 thigh 0.14 0.036 0.406 0.14 0.209 0.796 upperarm 0.891 0.045 0.779 0.891 0.831 0.967 waist Weighted Avg. 0.605 0.068 0.564 0.605 0.566 0.897 === Confusion Matrix === a b c d e f g <-- classified as 303 12 77 0 49 4 4 | a = chest 7 12 104 32 26 34 76 | b = forearm 46 17 296 52 5 16 16 | c = head 6 5 11 392 20 6 8 | d = shin 68 7 4 3 339 25 2 | e = thigh 66 19 221 10 63 63 7 | f = upperarm 7 16 11 7 1 7 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1786 59.9128 % Incorrectly Classified Instances 1195 40.0872 % Kappa statistic 0.5292 Mean absolute error 0.118 Root mean squared error 0.2967 Relative absolute error 48.3079 % Root relative squared error 84.9177 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.074 0.621 0.686 0.652 0.907 chest 0.062 0.03 0.18 0.062 0.092 0.834 forearm 0.618 0.159 0.407 0.618 0.491 0.839 head 0.842 0.04 0.787 0.842 0.813 0.968 shin 0.795 0.066 0.679 0.795 0.733 0.957 thigh 0.14 0.04 0.384 0.14 0.206 0.798 upperarm 0.864 0.059 0.721 0.864 0.786 0.955 waist Weighted Avg. 0.599 0.069 0.559 0.599 0.562 0.897 === Confusion Matrix === a b c d e f g <-- classified as 308 9 65 0 50 9 8 | a = chest 11 18 88 30 20 28 96 | b = forearm 55 18 277 45 7 16 30 | c = head 23 8 7 377 20 8 5 | d = shin 45 7 1 3 356 36 0 | e = thigh 49 17 232 9 68 63 11 | f = upperarm 5 23 11 15 3 4 387 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1889 63.368 % Incorrectly Classified Instances 1092 36.632 % Kappa statistic 0.5696 Mean absolute error 0.1118 Root mean squared error 0.2853 Relative absolute error 45.7808 % Root relative squared error 81.6571 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.071 0.642 0.722 0.679 0.922 chest 0.065 0.024 0.229 0.065 0.102 0.822 forearm 0.717 0.15 0.457 0.717 0.558 0.873 head 0.877 0.037 0.807 0.877 0.841 0.964 shin 0.77 0.068 0.667 0.77 0.715 0.95 thigh 0.178 0.03 0.513 0.178 0.264 0.81 upperarm 0.908 0.049 0.766 0.908 0.831 0.973 waist Weighted Avg. 0.634 0.063 0.602 0.634 0.595 0.906 === Confusion Matrix === a b c d e f g <-- classified as 324 3 67 1 46 6 2 | a = chest 14 19 91 30 17 29 91 | b = forearm 43 12 321 41 5 9 17 | c = head 11 11 7 393 18 7 1 | d = shin 55 19 1 3 345 22 3 | e = thigh 50 12 202 9 86 80 10 | f = upperarm 8 7 13 10 0 3 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1880 63.0661 % Incorrectly Classified Instances 1101 36.9339 % Kappa statistic 0.5661 Mean absolute error 0.1124 Root mean squared error 0.285 Relative absolute error 46.0106 % Root relative squared error 81.5554 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.066 0.653 0.697 0.675 0.926 chest 0.076 0.025 0.247 0.076 0.116 0.792 forearm 0.719 0.152 0.455 0.719 0.557 0.882 head 0.862 0.039 0.798 0.862 0.828 0.963 shin 0.788 0.064 0.685 0.788 0.733 0.954 thigh 0.163 0.038 0.435 0.163 0.237 0.792 upperarm 0.917 0.05 0.764 0.917 0.834 0.976 waist Weighted Avg. 0.631 0.064 0.594 0.631 0.592 0.903 === Confusion Matrix === a b c d e f g <-- classified as 313 6 58 1 49 12 10 | a = chest 15 22 81 32 26 29 86 | b = forearm 48 9 322 37 4 12 16 | c = head 3 21 9 386 21 5 3 | d = shin 43 6 1 11 353 34 0 | e = thigh 51 16 224 11 62 73 12 | f = upperarm 6 9 13 6 0 3 411 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1856 62.261 % Incorrectly Classified Instances 1125 37.739 % Kappa statistic 0.5567 Mean absolute error 0.1126 Root mean squared error 0.2881 Relative absolute error 46.0955 % Root relative squared error 82.4501 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.067 0.652 0.704 0.677 0.927 chest 0.072 0.027 0.223 0.072 0.109 0.784 forearm 0.685 0.156 0.438 0.685 0.534 0.863 head 0.886 0.042 0.788 0.886 0.834 0.974 shin 0.77 0.056 0.708 0.77 0.738 0.955 thigh 0.125 0.039 0.359 0.125 0.185 0.792 upperarm 0.924 0.055 0.747 0.924 0.826 0.976 waist Weighted Avg. 0.623 0.065 0.577 0.623 0.581 0.902 === Confusion Matrix === a b c d e f g <-- classified as 316 10 70 0 36 11 6 | a = chest 10 21 72 40 17 29 102 | b = forearm 38 16 307 45 4 18 20 | c = head 13 8 4 397 18 5 3 | d = shin 56 10 1 3 345 32 1 | e = thigh 49 17 239 13 67 56 8 | f = upperarm 3 12 8 6 0 5 414 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1829 61.3552 % Incorrectly Classified Instances 1152 38.6448 % Kappa statistic 0.5461 Mean absolute error 0.1154 Root mean squared error 0.2917 Relative absolute error 47.233 % Root relative squared error 83.4811 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.066 0.656 0.704 0.679 0.917 chest 0.055 0.032 0.157 0.055 0.081 0.812 forearm 0.69 0.165 0.425 0.69 0.526 0.854 head 0.857 0.038 0.802 0.857 0.828 0.97 shin 0.777 0.06 0.696 0.777 0.734 0.961 thigh 0.14 0.039 0.387 0.14 0.206 0.794 upperarm 0.877 0.053 0.744 0.877 0.805 0.964 waist Weighted Avg. 0.614 0.066 0.573 0.614 0.576 0.901 === Confusion Matrix === a b c d e f g <-- classified as 316 11 56 0 50 10 6 | a = chest 5 16 104 29 16 37 84 | b = forearm 34 23 309 42 1 14 25 | c = head 13 13 9 384 17 6 6 | d = shin 59 8 1 3 348 28 1 | e = thigh 51 16 228 10 68 63 13 | f = upperarm 4 15 20 11 0 5 393 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1835 61.5772 % Incorrectly Classified Instances 1145 38.4228 % Kappa statistic 0.5486 Mean absolute error 0.114 Root mean squared error 0.2909 Relative absolute error 46.692 % Root relative squared error 83.2538 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.645 0.063 0.645 0.645 0.645 0.919 chest 0.045 0.029 0.144 0.045 0.068 0.805 forearm 0.699 0.175 0.414 0.699 0.52 0.857 head 0.875 0.036 0.812 0.875 0.842 0.975 shin 0.777 0.056 0.712 0.777 0.743 0.96 thigh 0.154 0.035 0.437 0.154 0.227 0.813 upperarm 0.917 0.057 0.739 0.917 0.819 0.971 waist Weighted Avg. 0.616 0.066 0.579 0.616 0.577 0.905 === Confusion Matrix === a b c d e f g <-- classified as 289 9 88 1 47 11 3 | a = chest 3 13 95 37 15 25 103 | b = forearm 39 23 313 28 5 15 25 | c = head 8 11 7 392 20 5 5 | d = shin 50 11 1 6 348 31 1 | e = thigh 55 13 243 7 54 69 8 | f = upperarm 4 10 9 12 0 2 411 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1846 61.9255 % Incorrectly Classified Instances 1135 38.0745 % Kappa statistic 0.5528 Mean absolute error 0.1127 Root mean squared error 0.2887 Relative absolute error 46.1339 % Root relative squared error 82.6109 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.73 0.065 0.666 0.73 0.696 0.924 chest 0.068 0.028 0.211 0.068 0.103 0.846 forearm 0.665 0.153 0.434 0.665 0.526 0.856 head 0.875 0.036 0.81 0.875 0.841 0.971 shin 0.78 0.069 0.668 0.78 0.719 0.954 thigh 0.143 0.039 0.39 0.143 0.209 0.799 upperarm 0.884 0.056 0.736 0.884 0.803 0.968 waist Weighted Avg. 0.619 0.066 0.577 0.619 0.58 0.905 === Confusion Matrix === a b c d e f g <-- classified as 327 9 48 1 51 7 5 | a = chest 12 20 85 31 17 32 95 | b = forearm 47 20 298 38 6 14 25 | c = head 5 15 6 392 18 9 3 | d = shin 51 9 0 5 350 34 0 | e = thigh 41 9 232 8 81 64 14 | f = upperarm 8 13 17 9 1 4 395 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1868 62.6635 % Incorrectly Classified Instances 1113 37.3365 % Kappa statistic 0.5613 Mean absolute error 0.1123 Root mean squared error 0.2864 Relative absolute error 45.9788 % Root relative squared error 81.946 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.063 0.666 0.71 0.688 0.93 chest 0.065 0.024 0.226 0.065 0.101 0.799 forearm 0.67 0.155 0.434 0.67 0.526 0.861 head 0.884 0.04 0.795 0.884 0.837 0.972 shin 0.763 0.068 0.664 0.763 0.71 0.947 thigh 0.196 0.036 0.494 0.196 0.281 0.817 upperarm 0.902 0.052 0.755 0.902 0.822 0.969 waist Weighted Avg. 0.627 0.065 0.595 0.627 0.591 0.905 === Confusion Matrix === a b c d e f g <-- classified as 319 5 67 0 47 5 6 | a = chest 4 19 91 38 27 25 87 | b = forearm 47 10 300 48 4 15 24 | c = head 13 13 8 396 14 4 0 | d = shin 51 13 1 4 342 34 3 | e = thigh 39 15 211 4 81 88 11 | f = upperarm 6 9 14 8 0 7 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1814 60.8521 % Incorrectly Classified Instances 1167 39.1479 % Kappa statistic 0.5402 Mean absolute error 0.1167 Root mean squared error 0.2957 Relative absolute error 47.8039 % Root relative squared error 84.6164 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.073 0.623 0.677 0.649 0.918 chest 0.072 0.028 0.216 0.072 0.108 0.79 forearm 0.67 0.17 0.411 0.67 0.509 0.848 head 0.877 0.043 0.783 0.877 0.827 0.975 shin 0.75 0.068 0.661 0.75 0.703 0.951 thigh 0.118 0.031 0.402 0.118 0.182 0.804 upperarm 0.908 0.046 0.777 0.908 0.837 0.967 waist Weighted Avg. 0.609 0.068 0.571 0.609 0.568 0.899 === Confusion Matrix === a b c d e f g <-- classified as 304 6 72 0 52 13 2 | a = chest 9 21 98 33 26 20 84 | b = forearm 42 25 300 45 6 13 17 | c = head 8 6 10 393 22 6 3 | d = shin 70 6 1 8 336 24 3 | e = thigh 53 16 242 11 66 53 8 | f = upperarm 2 17 7 12 0 3 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1860 62.3952 % Incorrectly Classified Instances 1121 37.6048 % Kappa statistic 0.5583 Mean absolute error 0.1138 Root mean squared error 0.2893 Relative absolute error 46.6087 % Root relative squared error 82.7861 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.073 0.639 0.728 0.681 0.913 chest 0.058 0.029 0.181 0.058 0.088 0.796 forearm 0.685 0.157 0.435 0.685 0.533 0.866 head 0.866 0.033 0.822 0.866 0.843 0.962 shin 0.799 0.059 0.706 0.799 0.75 0.96 thigh 0.158 0.038 0.423 0.158 0.23 0.795 upperarm 0.875 0.052 0.75 0.875 0.807 0.966 waist Weighted Avg. 0.624 0.065 0.585 0.624 0.587 0.899 === Confusion Matrix === a b c d e f g <-- classified as 327 6 56 0 50 7 3 | a = chest 12 17 89 34 25 22 92 | b = forearm 51 16 307 34 2 22 16 | c = head 16 12 9 388 11 7 5 | d = shin 45 8 1 1 358 33 2 | e = thigh 55 18 223 9 60 71 13 | f = upperarm 6 17 20 6 1 6 392 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1817 60.9527 % Incorrectly Classified Instances 1164 39.0473 % Kappa statistic 0.5412 Mean absolute error 0.1151 Root mean squared error 0.2913 Relative absolute error 47.1401 % Root relative squared error 83.3509 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.068 0.639 0.677 0.657 0.916 chest 0.024 0.026 0.09 0.024 0.038 0.807 forearm 0.685 0.167 0.42 0.685 0.521 0.857 head 0.848 0.036 0.805 0.848 0.826 0.964 shin 0.759 0.066 0.669 0.759 0.711 0.95 thigh 0.151 0.047 0.362 0.151 0.214 0.792 upperarm 0.917 0.046 0.778 0.917 0.842 0.976 waist Weighted Avg. 0.61 0.067 0.561 0.61 0.571 0.899 === Confusion Matrix === a b c d e f g <-- classified as 304 9 69 1 52 10 4 | a = chest 12 7 89 35 21 49 78 | b = forearm 40 20 307 39 5 14 23 | c = head 10 13 7 380 26 8 4 | d = shin 60 7 4 3 340 33 1 | e = thigh 46 15 241 8 64 68 7 | f = upperarm 4 7 14 6 0 6 411 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1812 60.785 % Incorrectly Classified Instances 1169 39.215 % Kappa statistic 0.5393 Mean absolute error 0.1156 Root mean squared error 0.2931 Relative absolute error 47.3432 % Root relative squared error 83.8846 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.659 0.079 0.597 0.659 0.626 0.914 chest 0.058 0.026 0.198 0.058 0.09 0.824 forearm 0.663 0.166 0.414 0.663 0.51 0.849 head 0.846 0.037 0.803 0.846 0.824 0.965 shin 0.779 0.056 0.709 0.779 0.743 0.959 thigh 0.151 0.041 0.395 0.151 0.219 0.782 upperarm 0.906 0.055 0.744 0.906 0.817 0.973 waist Weighted Avg. 0.608 0.068 0.57 0.608 0.571 0.899 === Confusion Matrix === a b c d e f g <-- classified as 296 4 79 0 49 14 7 | a = chest 8 17 99 27 17 30 93 | b = forearm 44 22 297 46 0 20 19 | c = head 15 12 8 379 20 9 5 | d = shin 58 7 1 3 349 27 3 | e = thigh 66 17 219 9 57 68 13 | f = upperarm 9 7 14 8 0 4 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1857 62.2945 % Incorrectly Classified Instances 1124 37.7055 % Kappa statistic 0.557 Mean absolute error 0.1129 Root mean squared error 0.2882 Relative absolute error 46.244 % Root relative squared error 82.471 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.073 0.629 0.699 0.662 0.916 chest 0.1 0.021 0.337 0.1 0.154 0.831 forearm 0.672 0.156 0.433 0.672 0.527 0.863 head 0.844 0.042 0.781 0.844 0.811 0.969 shin 0.806 0.068 0.679 0.806 0.737 0.957 thigh 0.149 0.034 0.438 0.149 0.223 0.814 upperarm 0.908 0.049 0.765 0.908 0.831 0.97 waist Weighted Avg. 0.623 0.065 0.593 0.623 0.585 0.907 === Confusion Matrix === a b c d e f g <-- classified as 314 7 69 0 48 7 4 | a = chest 12 29 83 38 19 29 81 | b = forearm 52 12 301 43 4 13 23 | c = head 12 10 8 378 28 7 5 | d = shin 45 6 3 5 361 27 1 | e = thigh 56 8 224 11 72 67 11 | f = upperarm 8 14 7 9 0 3 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1830 61.3888 % Incorrectly Classified Instances 1151 38.6112 % Kappa statistic 0.5466 Mean absolute error 0.1153 Root mean squared error 0.2931 Relative absolute error 47.2313 % Root relative squared error 83.8894 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.073 0.628 0.699 0.662 0.918 chest 0.065 0.033 0.178 0.065 0.095 0.806 forearm 0.664 0.157 0.428 0.664 0.521 0.853 head 0.852 0.036 0.805 0.852 0.828 0.971 shin 0.783 0.063 0.687 0.783 0.732 0.955 thigh 0.127 0.035 0.39 0.127 0.192 0.791 upperarm 0.915 0.054 0.748 0.915 0.823 0.971 waist Weighted Avg. 0.614 0.066 0.572 0.614 0.574 0.9 === Confusion Matrix === a b c d e f g <-- classified as 314 9 64 0 52 5 5 | a = chest 6 19 88 31 18 35 94 | b = forearm 51 20 298 40 4 14 22 | c = head 16 14 5 381 20 5 6 | d = shin 48 10 2 7 351 29 1 | e = thigh 58 23 230 7 64 57 10 | f = upperarm 7 12 9 7 2 1 410 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1847 61.9591 % Incorrectly Classified Instances 1134 38.0409 % Kappa statistic 0.5532 Mean absolute error 0.114 Root mean squared error 0.2895 Relative absolute error 46.6999 % Root relative squared error 82.8523 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.064 0.653 0.684 0.668 0.912 chest 0.062 0.031 0.176 0.062 0.092 0.803 forearm 0.673 0.158 0.431 0.673 0.525 0.858 head 0.886 0.041 0.79 0.886 0.835 0.974 shin 0.763 0.056 0.708 0.763 0.735 0.954 thigh 0.18 0.042 0.431 0.18 0.254 0.808 upperarm 0.895 0.053 0.748 0.895 0.815 0.967 waist Weighted Avg. 0.62 0.065 0.583 0.62 0.585 0.901 === Confusion Matrix === a b c d e f g <-- classified as 307 11 68 0 41 13 9 | a = chest 4 18 86 33 21 39 90 | b = forearm 44 19 302 43 3 18 20 | c = head 5 11 10 396 18 2 5 | d = shin 54 10 2 8 342 31 1 | e = thigh 55 19 217 9 58 81 10 | f = upperarm 1 14 16 12 0 4 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1855 62.2483 % Incorrectly Classified Instances 1125 37.7517 % Kappa statistic 0.5566 Mean absolute error 0.1139 Root mean squared error 0.2891 Relative absolute error 46.659 % Root relative squared error 82.7287 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.073 0.632 0.71 0.669 0.919 chest 0.076 0.029 0.22 0.076 0.113 0.798 forearm 0.692 0.154 0.443 0.692 0.541 0.867 head 0.882 0.036 0.813 0.882 0.846 0.977 shin 0.766 0.06 0.694 0.766 0.728 0.956 thigh 0.134 0.036 0.397 0.134 0.2 0.801 upperarm 0.908 0.055 0.745 0.908 0.819 0.97 waist Weighted Avg. 0.622 0.065 0.581 0.622 0.583 0.904 === Confusion Matrix === a b c d e f g <-- classified as 318 8 67 0 42 8 5 | a = chest 7 22 87 30 24 24 97 | b = forearm 49 15 310 38 3 14 19 | c = head 11 11 3 395 16 8 4 | d = shin 58 9 0 6 344 31 1 | e = thigh 54 18 227 10 67 60 13 | f = upperarm 6 17 5 7 0 6 406 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1882 63.1332 % Incorrectly Classified Instances 1099 36.8668 % Kappa statistic 0.5668 Mean absolute error 0.1107 Root mean squared error 0.2864 Relative absolute error 45.346 % Root relative squared error 81.9589 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.066 0.659 0.722 0.689 0.935 chest 0.065 0.024 0.226 0.065 0.101 0.783 forearm 0.666 0.154 0.434 0.666 0.525 0.86 head 0.879 0.046 0.773 0.879 0.823 0.965 shin 0.815 0.06 0.705 0.815 0.756 0.963 thigh 0.169 0.029 0.507 0.169 0.254 0.817 upperarm 0.906 0.052 0.753 0.906 0.822 0.969 waist Weighted Avg. 0.631 0.064 0.598 0.631 0.591 0.905 === Confusion Matrix === a b c d e f g <-- classified as 324 6 68 0 42 8 1 | a = chest 11 19 83 36 21 24 97 | b = forearm 47 16 299 55 5 12 15 | c = head 7 15 8 394 14 5 5 | d = shin 44 5 1 5 365 25 3 | e = thigh 53 10 218 10 70 76 12 | f = upperarm 6 13 12 10 1 0 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1844 61.8584 % Incorrectly Classified Instances 1137 38.1416 % Kappa statistic 0.552 Mean absolute error 0.1145 Root mean squared error 0.2913 Relative absolute error 46.8961 % Root relative squared error 83.3497 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.073 0.634 0.713 0.671 0.92 chest 0.082 0.029 0.233 0.082 0.122 0.804 forearm 0.685 0.154 0.44 0.685 0.536 0.862 head 0.862 0.043 0.778 0.862 0.818 0.97 shin 0.746 0.067 0.664 0.746 0.702 0.949 thigh 0.138 0.03 0.449 0.138 0.211 0.796 upperarm 0.917 0.05 0.764 0.917 0.834 0.973 waist Weighted Avg. 0.619 0.066 0.584 0.619 0.579 0.901 === Confusion Matrix === a b c d e f g <-- classified as 320 6 64 1 46 5 7 | a = chest 9 24 88 38 24 25 83 | b = forearm 48 17 307 42 3 12 19 | c = head 13 10 6 386 22 5 6 | d = shin 57 15 3 12 334 25 2 | e = thigh 52 19 224 8 74 62 10 | f = upperarm 6 12 6 9 0 4 411 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1828 61.3217 % Incorrectly Classified Instances 1153 38.6783 % Kappa statistic 0.5456 Mean absolute error 0.1137 Root mean squared error 0.2901 Relative absolute error 46.576 % Root relative squared error 83.0099 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.073 0.619 0.673 0.645 0.916 chest 0.065 0.025 0.218 0.065 0.101 0.816 forearm 0.674 0.161 0.426 0.674 0.522 0.863 head 0.877 0.038 0.802 0.877 0.838 0.969 shin 0.783 0.069 0.667 0.783 0.721 0.954 thigh 0.14 0.039 0.387 0.14 0.206 0.802 upperarm 0.888 0.047 0.768 0.888 0.824 0.973 waist Weighted Avg. 0.613 0.067 0.573 0.613 0.574 0.903 === Confusion Matrix === a b c d e f g <-- classified as 302 7 71 0 55 12 2 | a = chest 8 19 87 31 25 35 86 | b = forearm 53 19 302 41 5 10 18 | c = head 6 15 6 393 20 5 3 | d = shin 50 7 4 4 351 32 0 | e = thigh 62 10 224 9 70 63 11 | f = upperarm 7 10 15 12 0 6 398 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1828 61.3217 % Incorrectly Classified Instances 1153 38.6783 % Kappa statistic 0.5457 Mean absolute error 0.1149 Root mean squared error 0.2909 Relative absolute error 47.0563 % Root relative squared error 83.2505 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.074 0.631 0.715 0.67 0.918 chest 0.065 0.029 0.196 0.065 0.098 0.816 forearm 0.629 0.158 0.413 0.629 0.499 0.85 head 0.871 0.038 0.802 0.871 0.835 0.975 shin 0.759 0.061 0.687 0.759 0.721 0.953 thigh 0.156 0.043 0.393 0.156 0.223 0.811 upperarm 0.906 0.051 0.76 0.906 0.827 0.968 waist Weighted Avg. 0.613 0.067 0.574 0.613 0.577 0.903 === Confusion Matrix === a b c d e f g <-- classified as 321 13 59 0 43 9 4 | a = chest 10 19 93 33 21 34 81 | b = forearm 52 18 282 45 6 20 25 | c = head 16 9 6 390 16 8 3 | d = shin 55 10 2 6 340 33 2 | e = thigh 48 16 228 6 68 70 13 | f = upperarm 7 12 12 6 1 4 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1853 62.1603 % Incorrectly Classified Instances 1128 37.8397 % Kappa statistic 0.5556 Mean absolute error 0.1142 Root mean squared error 0.2886 Relative absolute error 46.7628 % Root relative squared error 82.6036 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.067 0.652 0.708 0.679 0.913 chest 0.079 0.031 0.217 0.079 0.116 0.813 forearm 0.683 0.156 0.437 0.683 0.533 0.862 head 0.857 0.037 0.803 0.857 0.829 0.97 shin 0.766 0.058 0.699 0.766 0.731 0.95 thigh 0.176 0.046 0.403 0.176 0.245 0.795 upperarm 0.893 0.048 0.768 0.893 0.826 0.972 waist Weighted Avg. 0.622 0.065 0.587 0.622 0.589 0.901 === Confusion Matrix === a b c d e f g <-- classified as 318 7 61 0 43 14 6 | a = chest 7 23 86 36 17 29 93 | b = forearm 45 25 306 37 2 19 14 | c = head 18 13 3 384 21 7 2 | d = shin 49 8 3 5 343 40 0 | e = thigh 45 19 228 7 65 79 6 | f = upperarm 6 11 14 9 0 8 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1861 62.4287 % Incorrectly Classified Instances 1120 37.5713 % Kappa statistic 0.5585 Mean absolute error 0.1119 Root mean squared error 0.2868 Relative absolute error 45.8173 % Root relative squared error 82.0882 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.064 0.659 0.697 0.677 0.926 chest 0.048 0.023 0.182 0.048 0.076 0.798 forearm 0.696 0.16 0.435 0.696 0.536 0.867 head 0.9 0.037 0.811 0.9 0.853 0.979 shin 0.808 0.068 0.678 0.808 0.737 0.964 thigh 0.131 0.034 0.404 0.131 0.198 0.791 upperarm 0.888 0.054 0.744 0.888 0.81 0.964 waist Weighted Avg. 0.624 0.065 0.579 0.624 0.581 0.904 === Confusion Matrix === a b c d e f g <-- classified as 313 3 64 1 54 10 4 | a = chest 9 14 92 36 29 25 86 | b = forearm 37 15 312 36 3 17 28 | c = head 7 10 5 403 13 6 4 | d = shin 52 6 0 1 362 25 2 | e = thigh 52 14 227 11 73 59 13 | f = upperarm 5 15 17 9 0 4 398 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1828 61.3217 % Incorrectly Classified Instances 1153 38.6783 % Kappa statistic 0.5457 Mean absolute error 0.1151 Root mean squared error 0.2903 Relative absolute error 47.1415 % Root relative squared error 83.0829 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.67 0.065 0.646 0.67 0.658 0.915 chest 0.076 0.028 0.224 0.076 0.113 0.821 forearm 0.699 0.163 0.431 0.699 0.533 0.865 head 0.861 0.038 0.8 0.861 0.83 0.963 shin 0.757 0.071 0.654 0.757 0.702 0.95 thigh 0.131 0.038 0.383 0.131 0.196 0.786 upperarm 0.911 0.051 0.761 0.911 0.829 0.975 waist Weighted Avg. 0.613 0.067 0.575 0.613 0.574 0.9 === Confusion Matrix === a b c d e f g <-- classified as 301 6 82 0 49 5 6 | a = chest 6 22 84 30 29 35 85 | b = forearm 39 19 313 46 2 14 15 | c = head 8 12 12 385 21 3 6 | d = shin 53 11 0 7 340 37 1 | e = thigh 56 12 222 6 79 59 15 | f = upperarm 3 16 13 7 0 1 408 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1846 61.9255 % Incorrectly Classified Instances 1135 38.0745 % Kappa statistic 0.5526 Mean absolute error 0.1149 Root mean squared error 0.2913 Relative absolute error 47.0418 % Root relative squared error 83.3562 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.069 0.639 0.69 0.664 0.911 chest 0.045 0.023 0.171 0.045 0.071 0.81 forearm 0.694 0.158 0.437 0.694 0.536 0.859 head 0.89 0.037 0.809 0.89 0.848 0.977 shin 0.751 0.06 0.691 0.751 0.719 0.956 thigh 0.156 0.039 0.417 0.156 0.227 0.798 upperarm 0.908 0.06 0.727 0.908 0.808 0.965 waist Weighted Avg. 0.619 0.066 0.576 0.619 0.578 0.901 === Confusion Matrix === a b c d e f g <-- classified as 310 8 54 0 55 15 7 | a = chest 7 13 94 31 18 27 101 | b = forearm 38 16 311 40 4 10 29 | c = head 11 6 9 398 13 5 5 | d = shin 63 7 0 6 337 36 0 | e = thigh 52 17 229 11 59 70 11 | f = upperarm 4 9 15 6 2 5 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1802 60.4495 % Incorrectly Classified Instances 1179 39.5505 % Kappa statistic 0.5354 Mean absolute error 0.117 Root mean squared error 0.295 Relative absolute error 47.9145 % Root relative squared error 84.4053 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.083 0.601 0.703 0.648 0.907 chest 0.051 0.028 0.167 0.051 0.079 0.81 forearm 0.645 0.162 0.413 0.645 0.504 0.852 head 0.817 0.035 0.804 0.817 0.811 0.962 shin 0.783 0.062 0.692 0.783 0.735 0.953 thigh 0.143 0.038 0.398 0.143 0.21 0.807 upperarm 0.897 0.056 0.738 0.897 0.81 0.967 waist Weighted Avg. 0.604 0.068 0.564 0.604 0.566 0.898 === Confusion Matrix === a b c d e f g <-- classified as 315 10 65 0 43 7 8 | a = chest 12 15 86 29 18 35 97 | b = forearm 57 20 289 38 4 19 21 | c = head 15 12 12 366 32 8 3 | d = shin 62 9 0 4 351 22 0 | e = thigh 55 11 237 9 59 64 14 | f = upperarm 8 13 10 9 0 6 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1827 61.3087 % Incorrectly Classified Instances 1153 38.6913 % Kappa statistic 0.5457 Mean absolute error 0.1151 Root mean squared error 0.2934 Relative absolute error 47.1471 % Root relative squared error 83.9672 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.676 0.066 0.643 0.676 0.659 0.918 chest 0.076 0.035 0.188 0.076 0.108 0.833 forearm 0.668 0.166 0.417 0.668 0.514 0.843 head 0.853 0.037 0.804 0.853 0.828 0.97 shin 0.772 0.06 0.696 0.772 0.732 0.949 thigh 0.143 0.043 0.372 0.143 0.206 0.799 upperarm 0.917 0.047 0.775 0.917 0.84 0.972 waist Weighted Avg. 0.613 0.066 0.576 0.613 0.579 0.901 === Confusion Matrix === a b c d e f g <-- classified as 303 4 73 0 52 10 6 | a = chest 8 22 100 31 16 34 80 | b = forearm 49 20 300 41 3 15 21 | c = head 9 18 4 382 22 10 3 | d = shin 44 11 3 2 346 36 6 | e = thigh 53 28 232 11 58 64 3 | f = upperarm 5 14 7 8 0 3 410 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1863 62.4958 % Incorrectly Classified Instances 1118 37.5042 % Kappa statistic 0.5594 Mean absolute error 0.1125 Root mean squared error 0.2868 Relative absolute error 46.0665 % Root relative squared error 82.0655 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.067 0.641 0.675 0.657 0.913 chest 0.072 0.026 0.233 0.072 0.11 0.818 forearm 0.676 0.157 0.432 0.676 0.527 0.859 head 0.879 0.039 0.801 0.879 0.838 0.97 shin 0.775 0.06 0.697 0.775 0.734 0.957 thigh 0.174 0.041 0.426 0.174 0.247 0.803 upperarm 0.931 0.05 0.767 0.931 0.841 0.976 waist Weighted Avg. 0.625 0.065 0.589 0.625 0.589 0.904 === Confusion Matrix === a b c d e f g <-- classified as 303 11 73 1 50 8 3 | a = chest 10 21 93 35 13 32 87 | b = forearm 48 16 303 41 3 19 18 | c = head 7 10 9 394 14 8 6 | d = shin 52 6 3 5 347 33 2 | e = thigh 52 15 213 9 71 78 11 | f = upperarm 1 11 7 7 0 5 417 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1850 62.0597 % Incorrectly Classified Instances 1131 37.9403 % Kappa statistic 0.5544 Mean absolute error 0.1145 Root mean squared error 0.2901 Relative absolute error 46.8688 % Root relative squared error 83.016 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.072 0.635 0.704 0.667 0.918 chest 0.082 0.03 0.231 0.082 0.122 0.803 forearm 0.712 0.163 0.435 0.712 0.54 0.861 head 0.848 0.032 0.823 0.848 0.835 0.965 shin 0.77 0.059 0.698 0.77 0.732 0.954 thigh 0.165 0.041 0.416 0.165 0.236 0.795 upperarm 0.875 0.047 0.766 0.875 0.817 0.968 waist Weighted Avg. 0.621 0.065 0.59 0.621 0.587 0.9 === Confusion Matrix === a b c d e f g <-- classified as 316 6 67 0 40 13 7 | a = chest 9 24 96 31 21 35 75 | b = forearm 42 20 319 32 0 12 23 | c = head 13 17 5 380 23 6 4 | d = shin 57 11 1 1 345 30 3 | e = thigh 53 12 228 10 64 74 8 | f = upperarm 8 14 17 8 1 8 392 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1884 63.2003 % Incorrectly Classified Instances 1097 36.7997 % Kappa statistic 0.5678 Mean absolute error 0.1103 Root mean squared error 0.2832 Relative absolute error 45.1562 % Root relative squared error 81.0414 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.07 0.645 0.715 0.678 0.918 chest 0.055 0.03 0.163 0.055 0.082 0.8 forearm 0.725 0.152 0.458 0.725 0.562 0.885 head 0.875 0.034 0.818 0.875 0.846 0.972 shin 0.808 0.063 0.695 0.808 0.747 0.962 thigh 0.165 0.032 0.481 0.165 0.245 0.804 upperarm 0.879 0.051 0.755 0.879 0.812 0.964 waist Weighted Avg. 0.632 0.063 0.595 0.632 0.593 0.906 === Confusion Matrix === a b c d e f g <-- classified as 321 9 63 0 43 8 5 | a = chest 8 16 91 35 25 27 89 | b = forearm 47 15 325 32 4 10 15 | c = head 16 12 5 392 15 4 4 | d = shin 47 7 1 3 362 26 2 | e = thigh 50 19 212 9 72 74 13 | f = upperarm 9 20 12 8 0 5 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1824 61.1875 % Incorrectly Classified Instances 1157 38.8125 % Kappa statistic 0.5441 Mean absolute error 0.1156 Root mean squared error 0.2926 Relative absolute error 47.3434 % Root relative squared error 83.7418 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.07 0.641 0.704 0.671 0.916 chest 0.041 0.031 0.126 0.041 0.062 0.796 forearm 0.665 0.159 0.425 0.665 0.519 0.851 head 0.833 0.037 0.8 0.833 0.816 0.971 shin 0.775 0.065 0.679 0.775 0.724 0.952 thigh 0.163 0.039 0.427 0.163 0.235 0.812 upperarm 0.904 0.055 0.744 0.904 0.817 0.968 waist Weighted Avg. 0.612 0.067 0.571 0.612 0.575 0.9 === Confusion Matrix === a b c d e f g <-- classified as 316 11 55 0 53 10 4 | a = chest 15 12 84 36 24 29 91 | b = forearm 46 22 298 36 8 9 29 | c = head 16 15 6 373 22 10 6 | d = shin 50 7 4 4 347 36 0 | e = thigh 45 14 242 9 57 73 9 | f = upperarm 5 14 12 8 0 4 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1848 61.9926 % Incorrectly Classified Instances 1133 38.0074 % Kappa statistic 0.5535 Mean absolute error 0.113 Root mean squared error 0.2884 Relative absolute error 46.2696 % Root relative squared error 82.519 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.074 0.624 0.69 0.655 0.918 chest 0.062 0.026 0.207 0.062 0.095 0.824 forearm 0.676 0.15 0.443 0.676 0.535 0.866 head 0.888 0.04 0.798 0.888 0.841 0.977 shin 0.761 0.066 0.67 0.761 0.713 0.947 thigh 0.16 0.039 0.421 0.16 0.232 0.806 upperarm 0.906 0.051 0.76 0.906 0.827 0.968 waist Weighted Avg. 0.62 0.066 0.579 0.62 0.581 0.905 === Confusion Matrix === a b c d e f g <-- classified as 310 7 68 1 52 8 3 | a = chest 8 18 83 37 20 29 96 | b = forearm 51 19 303 37 3 20 15 | c = head 11 7 3 398 22 6 1 | d = shin 55 11 0 8 341 31 2 | e = thigh 58 12 214 12 70 72 11 | f = upperarm 4 13 13 6 1 5 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1830 61.3888 % Incorrectly Classified Instances 1151 38.6112 % Kappa statistic 0.5464 Mean absolute error 0.114 Root mean squared error 0.2905 Relative absolute error 46.6672 % Root relative squared error 83.1377 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.073 0.637 0.722 0.676 0.918 chest 0.041 0.028 0.136 0.041 0.063 0.819 forearm 0.647 0.155 0.425 0.647 0.513 0.863 head 0.835 0.042 0.778 0.835 0.805 0.96 shin 0.795 0.061 0.697 0.795 0.742 0.959 thigh 0.145 0.038 0.404 0.145 0.213 0.795 upperarm 0.913 0.055 0.745 0.913 0.82 0.971 waist Weighted Avg. 0.614 0.067 0.567 0.614 0.573 0.902 === Confusion Matrix === a b c d e f g <-- classified as 324 14 49 1 50 5 6 | a = chest 5 12 88 38 21 29 98 | b = forearm 62 14 290 40 3 19 20 | c = head 14 14 13 374 21 8 4 | d = shin 43 6 3 7 356 33 0 | e = thigh 54 20 229 9 60 65 12 | f = upperarm 7 8 10 12 0 2 409 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1830 61.3888 % Incorrectly Classified Instances 1151 38.6112 % Kappa statistic 0.5465 Mean absolute error 0.1149 Root mean squared error 0.2928 Relative absolute error 47.0676 % Root relative squared error 83.8024 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.677 0.06 0.668 0.677 0.673 0.923 chest 0.065 0.028 0.2 0.065 0.098 0.786 forearm 0.67 0.167 0.416 0.67 0.513 0.857 head 0.893 0.046 0.774 0.893 0.829 0.975 shin 0.768 0.062 0.689 0.768 0.726 0.952 thigh 0.145 0.035 0.422 0.145 0.216 0.804 upperarm 0.888 0.055 0.739 0.888 0.807 0.965 waist Weighted Avg. 0.614 0.067 0.577 0.614 0.575 0.9 === Confusion Matrix === a b c d e f g <-- classified as 304 2 86 0 46 7 4 | a = chest 11 19 83 41 17 23 97 | b = forearm 39 18 300 49 5 16 21 | c = head 6 8 5 400 21 5 3 | d = shin 47 17 0 6 345 33 1 | e = thigh 41 19 235 9 66 65 14 | f = upperarm 7 12 13 12 1 5 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1791 60.0805 % Incorrectly Classified Instances 1190 39.9195 % Kappa statistic 0.5311 Mean absolute error 0.1176 Root mean squared error 0.2964 Relative absolute error 48.1466 % Root relative squared error 84.8083 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.666 0.071 0.624 0.666 0.644 0.914 chest 0.055 0.031 0.16 0.055 0.082 0.813 forearm 0.643 0.163 0.41 0.643 0.501 0.835 head 0.868 0.042 0.784 0.868 0.824 0.969 shin 0.764 0.071 0.656 0.764 0.706 0.958 thigh 0.136 0.039 0.379 0.136 0.2 0.796 upperarm 0.884 0.049 0.76 0.884 0.817 0.972 waist Weighted Avg. 0.601 0.069 0.559 0.601 0.563 0.898 === Confusion Matrix === a b c d e f g <-- classified as 299 7 71 0 56 10 6 | a = chest 6 16 89 28 27 34 91 | b = forearm 37 27 288 54 5 19 18 | c = head 9 8 10 389 22 7 3 | d = shin 68 4 1 5 343 27 1 | e = thigh 55 20 229 8 70 61 6 | f = upperarm 5 18 14 12 0 3 395 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1813 60.8185 % Incorrectly Classified Instances 1168 39.1815 % Kappa statistic 0.5397 Mean absolute error 0.1156 Root mean squared error 0.293 Relative absolute error 47.3208 % Root relative squared error 83.8355 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.079 0.609 0.694 0.649 0.914 chest 0.079 0.026 0.247 0.079 0.119 0.83 forearm 0.621 0.16 0.408 0.621 0.493 0.852 head 0.868 0.038 0.8 0.868 0.833 0.973 shin 0.766 0.068 0.665 0.766 0.712 0.947 thigh 0.127 0.039 0.365 0.127 0.188 0.786 upperarm 0.92 0.049 0.767 0.92 0.837 0.972 waist Weighted Avg. 0.608 0.068 0.567 0.608 0.569 0.9 === Confusion Matrix === a b c d e f g <-- classified as 311 5 56 0 61 8 7 | a = chest 6 23 94 31 24 40 74 | b = forearm 59 16 279 49 3 16 27 | c = head 11 12 9 388 20 4 3 | d = shin 58 7 3 4 343 30 3 | e = thigh 58 18 232 8 65 57 11 | f = upperarm 8 12 10 5 0 1 412 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1838 61.6779 % Incorrectly Classified Instances 1142 38.3221 % Kappa statistic 0.5497 Mean absolute error 0.1149 Root mean squared error 0.2912 Relative absolute error 47.0555 % Root relative squared error 83.3215 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.071 0.634 0.696 0.664 0.925 chest 0.089 0.022 0.306 0.089 0.138 0.81 forearm 0.686 0.172 0.414 0.686 0.516 0.851 head 0.866 0.033 0.822 0.866 0.843 0.965 shin 0.748 0.061 0.684 0.748 0.714 0.955 thigh 0.125 0.036 0.378 0.125 0.188 0.803 upperarm 0.924 0.054 0.753 0.924 0.83 0.973 waist Weighted Avg. 0.617 0.067 0.584 0.617 0.578 0.902 === Confusion Matrix === a b c d e f g <-- classified as 312 4 82 1 32 10 7 | a = chest 8 26 97 19 23 31 87 | b = forearm 40 16 308 47 5 11 22 | c = head 7 14 11 387 18 4 6 | d = shin 64 9 0 8 335 31 1 | e = thigh 60 8 232 4 76 56 13 | f = upperarm 1 8 14 5 1 5 414 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1833 61.4894 % Incorrectly Classified Instances 1148 38.5106 % Kappa statistic 0.5476 Mean absolute error 0.1142 Root mean squared error 0.2912 Relative absolute error 46.7771 % Root relative squared error 83.34 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.072 0.635 0.708 0.669 0.916 chest 0.038 0.028 0.128 0.038 0.058 0.807 forearm 0.672 0.154 0.436 0.672 0.529 0.858 head 0.875 0.039 0.796 0.875 0.834 0.967 shin 0.762 0.06 0.692 0.762 0.725 0.949 thigh 0.14 0.039 0.389 0.14 0.206 0.799 upperarm 0.908 0.059 0.732 0.908 0.811 0.964 waist Weighted Avg. 0.615 0.066 0.566 0.615 0.573 0.899 === Confusion Matrix === a b c d e f g <-- classified as 318 12 58 0 45 12 4 | a = chest 8 11 88 31 17 37 99 | b = forearm 38 15 301 47 2 21 24 | c = head 11 10 10 391 16 3 6 | d = shin 64 3 4 9 342 24 3 | e = thigh 58 16 219 8 72 63 13 | f = upperarm 4 19 11 5 0 2 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1842 61.7913 % Incorrectly Classified Instances 1139 38.2087 % Kappa statistic 0.5513 Mean absolute error 0.114 Root mean squared error 0.2886 Relative absolute error 46.6876 % Root relative squared error 82.5925 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.073 0.631 0.706 0.667 0.927 chest 0.093 0.028 0.262 0.093 0.137 0.82 forearm 0.685 0.159 0.432 0.685 0.53 0.866 head 0.861 0.041 0.789 0.861 0.824 0.969 shin 0.726 0.064 0.667 0.726 0.695 0.946 thigh 0.171 0.036 0.456 0.171 0.249 0.777 upperarm 0.9 0.046 0.776 0.9 0.834 0.973 waist Weighted Avg. 0.618 0.066 0.59 0.618 0.584 0.901 === Confusion Matrix === a b c d e f g <-- classified as 317 4 76 0 45 4 3 | a = chest 10 27 92 42 20 23 77 | b = forearm 42 14 307 40 5 18 22 | c = head 9 9 8 385 25 9 2 | d = shin 65 15 1 7 326 33 2 | e = thigh 50 25 211 8 68 77 10 | f = upperarm 9 9 16 6 0 5 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1822 61.1204 % Incorrectly Classified Instances 1159 38.8796 % Kappa statistic 0.5433 Mean absolute error 0.1158 Root mean squared error 0.293 Relative absolute error 47.4119 % Root relative squared error 83.8598 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.073 0.631 0.702 0.665 0.918 chest 0.079 0.029 0.228 0.079 0.117 0.809 forearm 0.661 0.166 0.414 0.661 0.509 0.848 head 0.871 0.048 0.763 0.871 0.813 0.965 shin 0.748 0.055 0.705 0.748 0.726 0.95 thigh 0.143 0.042 0.376 0.143 0.207 0.803 upperarm 0.89 0.043 0.785 0.89 0.834 0.971 waist Weighted Avg. 0.611 0.067 0.575 0.611 0.576 0.899 === Confusion Matrix === a b c d e f g <-- classified as 315 6 65 1 45 11 6 | a = chest 11 23 99 43 17 29 69 | b = forearm 53 19 297 46 4 12 18 | c = head 11 16 5 390 14 8 4 | d = shin 52 7 5 6 335 41 2 | e = thigh 49 17 236 13 60 64 10 | f = upperarm 8 13 11 12 0 5 398 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1841 61.7578 % Incorrectly Classified Instances 1140 38.2422 % Kappa statistic 0.5508 Mean absolute error 0.1125 Root mean squared error 0.2884 Relative absolute error 46.049 % Root relative squared error 82.5235 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.072 0.635 0.71 0.671 0.927 chest 0.058 0.03 0.175 0.058 0.088 0.819 forearm 0.661 0.154 0.432 0.661 0.523 0.86 head 0.85 0.032 0.823 0.85 0.836 0.974 shin 0.79 0.066 0.679 0.79 0.731 0.954 thigh 0.158 0.038 0.423 0.158 0.23 0.805 upperarm 0.899 0.056 0.74 0.899 0.812 0.969 waist Weighted Avg. 0.618 0.066 0.578 0.618 0.58 0.905 === Confusion Matrix === a b c d e f g <-- classified as 319 6 62 0 49 5 8 | a = chest 8 17 88 28 21 35 94 | b = forearm 52 20 297 33 4 19 24 | c = head 12 15 6 381 27 4 3 | d = shin 51 8 2 1 354 31 1 | e = thigh 55 16 220 10 66 71 11 | f = upperarm 5 15 12 10 0 3 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1865 62.5629 % Incorrectly Classified Instances 1116 37.4371 % Kappa statistic 0.5602 Mean absolute error 0.1111 Root mean squared error 0.2852 Relative absolute error 45.492 % Root relative squared error 81.6292 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.067 0.647 0.69 0.668 0.914 chest 0.055 0.027 0.182 0.055 0.084 0.805 forearm 0.69 0.152 0.445 0.69 0.541 0.874 head 0.893 0.036 0.815 0.893 0.852 0.979 shin 0.81 0.07 0.672 0.81 0.735 0.961 thigh 0.136 0.036 0.399 0.136 0.203 0.814 upperarm 0.906 0.051 0.757 0.906 0.825 0.97 waist Weighted Avg. 0.626 0.065 0.579 0.626 0.583 0.908 === Confusion Matrix === a b c d e f g <-- classified as 310 10 57 0 56 10 6 | a = chest 7 16 90 34 25 27 92 | b = forearm 47 20 309 33 6 14 19 | c = head 13 8 7 400 13 3 4 | d = shin 43 7 0 4 363 31 0 | e = thigh 58 10 224 11 76 61 9 | f = upperarm 1 17 7 9 1 7 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1816 60.9192 % Incorrectly Classified Instances 1165 39.0808 % Kappa statistic 0.5409 Mean absolute error 0.1162 Root mean squared error 0.2951 Relative absolute error 47.5991 % Root relative squared error 84.4591 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.655 0.063 0.648 0.655 0.651 0.92 chest 0.038 0.029 0.125 0.038 0.058 0.788 forearm 0.674 0.18 0.399 0.674 0.501 0.844 head 0.862 0.041 0.789 0.862 0.824 0.97 shin 0.761 0.067 0.667 0.761 0.711 0.952 thigh 0.167 0.035 0.46 0.167 0.245 0.805 upperarm 0.908 0.044 0.784 0.908 0.842 0.972 waist Weighted Avg. 0.609 0.067 0.576 0.609 0.573 0.898 === Confusion Matrix === a b c d e f g <-- classified as 294 5 88 0 49 9 4 | a = chest 8 11 103 30 29 23 87 | b = forearm 35 21 302 60 2 16 12 | c = head 7 16 12 386 19 3 5 | d = shin 55 12 0 3 341 35 2 | e = thigh 48 13 236 5 70 75 2 | f = upperarm 7 10 16 5 1 2 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1814 60.8521 % Incorrectly Classified Instances 1167 39.1479 % Kappa statistic 0.5401 Mean absolute error 0.1172 Root mean squared error 0.297 Relative absolute error 47.975 % Root relative squared error 84.9869 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.666 0.073 0.616 0.666 0.64 0.903 chest 0.055 0.028 0.174 0.055 0.084 0.811 forearm 0.632 0.165 0.404 0.632 0.493 0.832 head 0.837 0.039 0.789 0.837 0.813 0.965 shin 0.817 0.068 0.682 0.817 0.743 0.955 thigh 0.156 0.034 0.452 0.156 0.232 0.81 upperarm 0.904 0.052 0.756 0.904 0.823 0.971 waist Weighted Avg. 0.609 0.068 0.573 0.609 0.571 0.897 === Confusion Matrix === a b c d e f g <-- classified as 299 9 74 0 51 14 2 | a = chest 7 16 94 36 23 28 87 | b = forearm 56 20 283 47 4 10 28 | c = head 18 13 8 375 25 8 1 | d = shin 49 8 0 2 366 21 2 | e = thigh 50 15 226 9 68 70 11 | f = upperarm 6 11 16 6 0 4 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1874 62.8648 % Incorrectly Classified Instances 1107 37.1352 % Kappa statistic 0.5638 Mean absolute error 0.1112 Root mean squared error 0.2837 Relative absolute error 45.5139 % Root relative squared error 81.1887 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.068 0.649 0.708 0.677 0.923 chest 0.076 0.027 0.234 0.076 0.114 0.809 forearm 0.721 0.152 0.457 0.721 0.559 0.885 head 0.893 0.032 0.833 0.893 0.862 0.975 shin 0.792 0.056 0.714 0.792 0.751 0.961 thigh 0.122 0.039 0.359 0.122 0.183 0.788 upperarm 0.895 0.063 0.716 0.895 0.796 0.963 waist Weighted Avg. 0.629 0.064 0.584 0.629 0.587 0.905 === Confusion Matrix === a b c d e f g <-- classified as 318 6 63 1 46 11 4 | a = chest 10 22 66 27 20 33 113 | b = forearm 50 16 323 26 1 11 21 | c = head 5 13 8 400 16 3 3 | d = shin 45 7 1 4 355 34 2 | e = thigh 57 16 239 8 58 55 16 | f = upperarm 5 14 7 14 1 6 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1821 61.0869 % Incorrectly Classified Instances 1160 38.9131 % Kappa statistic 0.5429 Mean absolute error 0.1148 Root mean squared error 0.2915 Relative absolute error 47.0268 % Root relative squared error 83.4087 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.663 0.073 0.616 0.663 0.639 0.913 chest 0.058 0.028 0.183 0.058 0.088 0.822 forearm 0.688 0.165 0.424 0.688 0.525 0.856 head 0.864 0.034 0.818 0.864 0.84 0.964 shin 0.757 0.06 0.689 0.757 0.721 0.953 thigh 0.145 0.039 0.396 0.145 0.212 0.801 upperarm 0.911 0.056 0.74 0.911 0.817 0.97 waist Weighted Avg. 0.611 0.067 0.572 0.611 0.573 0.901 === Confusion Matrix === a b c d e f g <-- classified as 297 10 79 1 43 10 8 | a = chest 10 17 90 24 22 42 87 | b = forearm 44 20 308 34 3 11 28 | c = head 12 10 8 387 18 7 6 | d = shin 61 12 2 11 339 22 1 | e = thigh 55 16 228 5 67 65 13 | f = upperarm 3 8 11 11 0 7 408 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1848 62.0134 % Incorrectly Classified Instances 1132 37.9866 % Kappa statistic 0.5538 Mean absolute error 0.115 Root mean squared error 0.2896 Relative absolute error 47.077 % Root relative squared error 82.8832 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.071 0.643 0.723 0.681 0.919 chest 0.079 0.026 0.25 0.079 0.12 0.81 forearm 0.665 0.149 0.441 0.665 0.53 0.861 head 0.857 0.043 0.779 0.857 0.816 0.969 shin 0.77 0.062 0.689 0.77 0.727 0.959 thigh 0.169 0.043 0.411 0.169 0.24 0.804 upperarm 0.888 0.052 0.752 0.888 0.815 0.969 waist Weighted Avg. 0.62 0.066 0.583 0.62 0.584 0.903 === Confusion Matrix === a b c d e f g <-- classified as 324 4 57 1 49 7 6 | a = chest 8 23 82 38 18 33 89 | b = forearm 48 19 298 51 6 13 13 | c = head 11 10 3 384 20 14 6 | d = shin 56 5 0 4 345 37 1 | e = thigh 48 18 222 7 62 76 16 | f = upperarm 9 13 14 8 1 5 398 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1861 62.4287 % Incorrectly Classified Instances 1120 37.5713 % Kappa statistic 0.5586 Mean absolute error 0.1123 Root mean squared error 0.2869 Relative absolute error 45.9818 % Root relative squared error 82.1138 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.064 0.66 0.706 0.682 0.93 chest 0.058 0.028 0.185 0.058 0.089 0.807 forearm 0.701 0.157 0.441 0.701 0.541 0.866 head 0.864 0.037 0.806 0.864 0.834 0.971 shin 0.772 0.062 0.687 0.772 0.727 0.953 thigh 0.154 0.032 0.457 0.154 0.23 0.802 upperarm 0.917 0.06 0.731 0.917 0.814 0.973 waist Weighted Avg. 0.624 0.065 0.587 0.624 0.584 0.905 === Confusion Matrix === a b c d e f g <-- classified as 317 4 67 0 49 10 2 | a = chest 8 17 94 36 15 21 100 | b = forearm 41 21 314 38 4 6 24 | c = head 7 10 10 387 24 6 4 | d = shin 52 6 2 6 346 35 1 | e = thigh 50 21 212 11 66 69 20 | f = upperarm 5 13 13 2 0 4 411 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1861 62.4287 % Incorrectly Classified Instances 1120 37.5713 % Kappa statistic 0.5586 Mean absolute error 0.1123 Root mean squared error 0.2863 Relative absolute error 45.9939 % Root relative squared error 81.9251 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.062 0.665 0.695 0.68 0.92 chest 0.062 0.024 0.217 0.062 0.096 0.805 forearm 0.705 0.16 0.438 0.705 0.54 0.868 head 0.868 0.04 0.792 0.868 0.829 0.973 shin 0.799 0.062 0.695 0.799 0.744 0.953 thigh 0.136 0.041 0.37 0.136 0.199 0.802 upperarm 0.908 0.051 0.759 0.908 0.827 0.972 waist Weighted Avg. 0.624 0.065 0.58 0.624 0.583 0.904 === Confusion Matrix === a b c d e f g <-- classified as 312 8 66 0 50 10 3 | a = chest 5 18 87 37 19 31 94 | b = forearm 39 15 316 37 3 20 18 | c = head 10 14 8 389 13 10 4 | d = shin 46 6 3 6 358 29 0 | e = thigh 53 11 230 12 72 61 10 | f = upperarm 4 11 12 10 0 4 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1861 62.4287 % Incorrectly Classified Instances 1120 37.5713 % Kappa statistic 0.5587 Mean absolute error 0.1132 Root mean squared error 0.2896 Relative absolute error 46.3438 % Root relative squared error 82.8879 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.064 0.658 0.693 0.675 0.92 chest 0.072 0.029 0.212 0.072 0.108 0.806 forearm 0.67 0.151 0.439 0.67 0.531 0.854 head 0.882 0.04 0.796 0.882 0.837 0.975 shin 0.79 0.06 0.698 0.79 0.741 0.961 thigh 0.192 0.042 0.446 0.192 0.268 0.801 upperarm 0.879 0.054 0.743 0.879 0.806 0.963 waist Weighted Avg. 0.624 0.065 0.589 0.624 0.59 0.902 === Confusion Matrix === a b c d e f g <-- classified as 311 3 72 1 45 11 6 | a = chest 12 21 80 33 19 39 87 | b = forearm 42 17 300 49 4 12 24 | c = head 9 16 2 395 17 3 6 | d = shin 47 7 1 3 354 35 1 | e = thigh 44 18 217 5 67 86 12 | f = upperarm 8 17 11 10 1 7 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1840 61.7243 % Incorrectly Classified Instances 1141 38.2757 % Kappa statistic 0.5505 Mean absolute error 0.1146 Root mean squared error 0.2917 Relative absolute error 46.906 % Root relative squared error 83.4787 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.077 0.618 0.699 0.656 0.921 chest 0.079 0.029 0.225 0.079 0.117 0.802 forearm 0.674 0.156 0.433 0.674 0.528 0.852 head 0.877 0.044 0.78 0.877 0.826 0.974 shin 0.766 0.058 0.701 0.766 0.732 0.953 thigh 0.151 0.034 0.439 0.151 0.225 0.806 upperarm 0.886 0.051 0.755 0.886 0.815 0.962 waist Weighted Avg. 0.617 0.066 0.582 0.617 0.58 0.901 === Confusion Matrix === a b c d e f g <-- classified as 314 7 71 1 41 7 8 | a = chest 5 23 89 44 22 33 75 | b = forearm 41 20 302 45 3 11 26 | c = head 8 15 6 393 19 4 3 | d = shin 60 6 3 6 343 26 4 | e = thigh 69 16 215 7 61 68 13 | f = upperarm 11 15 11 8 0 6 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1834 61.523 % Incorrectly Classified Instances 1147 38.477 % Kappa statistic 0.5481 Mean absolute error 0.1149 Root mean squared error 0.2907 Relative absolute error 47.052 % Root relative squared error 83.2034 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.075 0.615 0.673 0.643 0.909 chest 0.062 0.031 0.178 0.062 0.092 0.811 forearm 0.696 0.162 0.432 0.696 0.533 0.865 head 0.848 0.032 0.826 0.848 0.837 0.957 shin 0.775 0.061 0.691 0.775 0.731 0.953 thigh 0.154 0.042 0.394 0.154 0.221 0.8 upperarm 0.906 0.049 0.767 0.906 0.831 0.972 waist Weighted Avg. 0.615 0.066 0.578 0.615 0.58 0.9 === Confusion Matrix === a b c d e f g <-- classified as 302 7 70 0 58 7 5 | a = chest 13 18 80 26 25 35 94 | b = forearm 56 18 312 34 1 18 9 | c = head 13 9 10 380 24 8 4 | d = shin 52 10 2 5 347 31 1 | e = thigh 51 25 240 7 47 69 10 | f = upperarm 4 14 9 8 0 7 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1825 61.2211 % Incorrectly Classified Instances 1156 38.7789 % Kappa statistic 0.5445 Mean absolute error 0.1153 Root mean squared error 0.2902 Relative absolute error 47.2189 % Root relative squared error 83.0512 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.07 0.633 0.675 0.653 0.912 chest 0.055 0.03 0.163 0.055 0.082 0.814 forearm 0.699 0.171 0.42 0.699 0.524 0.866 head 0.877 0.034 0.819 0.877 0.847 0.971 shin 0.766 0.067 0.669 0.766 0.714 0.955 thigh 0.134 0.036 0.397 0.134 0.2 0.812 upperarm 0.886 0.046 0.772 0.886 0.825 0.97 waist Weighted Avg. 0.612 0.067 0.574 0.612 0.574 0.904 === Confusion Matrix === a b c d e f g <-- classified as 303 7 65 1 58 10 5 | a = chest 14 16 101 27 23 29 81 | b = forearm 43 21 313 36 2 15 18 | c = head 9 9 11 393 14 8 4 | d = shin 56 13 0 5 343 27 4 | e = thigh 47 13 241 10 73 60 5 | f = upperarm 7 19 15 8 0 2 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1824 61.1875 % Incorrectly Classified Instances 1157 38.8125 % Kappa statistic 0.544 Mean absolute error 0.1154 Root mean squared error 0.2931 Relative absolute error 47.2404 % Root relative squared error 83.8668 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.075 0.62 0.692 0.654 0.904 chest 0.055 0.027 0.182 0.055 0.084 0.803 forearm 0.657 0.158 0.425 0.657 0.516 0.858 head 0.868 0.041 0.787 0.868 0.826 0.968 shin 0.763 0.069 0.66 0.763 0.708 0.948 thigh 0.147 0.034 0.437 0.147 0.22 0.795 upperarm 0.906 0.051 0.757 0.906 0.825 0.973 waist Weighted Avg. 0.612 0.067 0.572 0.612 0.572 0.898 === Confusion Matrix === a b c d e f g <-- classified as 310 19 57 1 48 6 7 | a = chest 12 16 96 35 24 23 85 | b = forearm 49 16 295 44 5 19 21 | c = head 14 12 6 389 22 1 4 | d = shin 54 4 2 8 342 34 4 | e = thigh 56 12 220 9 77 66 9 | f = upperarm 5 9 18 8 0 2 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1825 61.2211 % Incorrectly Classified Instances 1156 38.7789 % Kappa statistic 0.5445 Mean absolute error 0.115 Root mean squared error 0.292 Relative absolute error 47.0742 % Root relative squared error 83.5539 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.075 0.629 0.714 0.669 0.914 chest 0.072 0.027 0.226 0.072 0.109 0.822 forearm 0.659 0.15 0.437 0.659 0.526 0.864 head 0.842 0.043 0.774 0.842 0.806 0.966 shin 0.757 0.071 0.654 0.757 0.702 0.951 thigh 0.14 0.044 0.36 0.14 0.202 0.782 upperarm 0.913 0.045 0.784 0.913 0.843 0.972 waist Weighted Avg. 0.612 0.067 0.569 0.612 0.574 0.9 === Confusion Matrix === a b c d e f g <-- classified as 320 7 53 0 51 14 3 | a = chest 2 21 93 39 21 40 75 | b = forearm 52 16 296 50 5 10 20 | c = head 19 13 4 377 23 7 5 | d = shin 60 8 2 3 339 36 0 | e = thigh 53 17 217 11 78 63 10 | f = upperarm 3 11 12 7 1 5 409 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1823 61.154 % Incorrectly Classified Instances 1158 38.846 % Kappa statistic 0.5436 Mean absolute error 0.1145 Root mean squared error 0.2913 Relative absolute error 46.9034 % Root relative squared error 83.3621 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.077 0.619 0.706 0.66 0.918 chest 0.055 0.026 0.186 0.055 0.085 0.827 forearm 0.625 0.162 0.406 0.625 0.492 0.848 head 0.888 0.036 0.812 0.888 0.848 0.983 shin 0.762 0.064 0.68 0.762 0.718 0.953 thigh 0.143 0.037 0.408 0.143 0.211 0.801 upperarm 0.911 0.054 0.748 0.911 0.821 0.972 waist Weighted Avg. 0.612 0.067 0.57 0.612 0.572 0.904 === Confusion Matrix === a b c d e f g <-- classified as 317 7 66 0 44 10 5 | a = chest 8 16 94 30 22 23 99 | b = forearm 55 22 280 45 4 23 19 | c = head 10 8 7 397 18 4 3 | d = shin 57 12 1 6 342 29 2 | e = thigh 59 10 233 3 71 64 9 | f = upperarm 6 11 9 8 2 4 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1837 61.6443 % Incorrectly Classified Instances 1143 38.3557 % Kappa statistic 0.5494 Mean absolute error 0.1151 Root mean squared error 0.2922 Relative absolute error 47.1165 % Root relative squared error 83.6054 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.065 0.654 0.69 0.672 0.928 chest 0.058 0.028 0.183 0.058 0.089 0.795 forearm 0.674 0.169 0.414 0.674 0.513 0.845 head 0.857 0.039 0.795 0.857 0.825 0.963 shin 0.786 0.06 0.7 0.786 0.741 0.96 thigh 0.151 0.033 0.45 0.151 0.227 0.808 upperarm 0.904 0.056 0.74 0.904 0.814 0.968 waist Weighted Avg. 0.616 0.066 0.582 0.616 0.578 0.901 === Confusion Matrix === a b c d e f g <-- classified as 310 6 84 0 39 3 7 | a = chest 7 17 83 30 26 28 100 | b = forearm 45 16 302 40 7 15 23 | c = head 12 10 9 383 20 10 3 | d = shin 51 14 0 6 353 25 0 | e = thigh 46 15 243 9 59 68 9 | f = upperarm 3 15 9 14 0 2 404 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1854 62.1939 % Incorrectly Classified Instances 1127 37.8061 % Kappa statistic 0.5559 Mean absolute error 0.1139 Root mean squared error 0.2903 Relative absolute error 46.6302 % Root relative squared error 83.0701 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.076 0.622 0.708 0.663 0.915 chest 0.072 0.028 0.221 0.072 0.109 0.825 forearm 0.696 0.148 0.453 0.696 0.549 0.868 head 0.846 0.038 0.796 0.846 0.82 0.964 shin 0.766 0.062 0.687 0.766 0.724 0.957 thigh 0.171 0.037 0.45 0.171 0.248 0.801 upperarm 0.902 0.054 0.747 0.902 0.817 0.963 waist Weighted Avg. 0.622 0.065 0.586 0.622 0.585 0.903 === Confusion Matrix === a b c d e f g <-- classified as 318 12 64 0 39 8 8 | a = chest 19 21 66 30 21 38 96 | b = forearm 48 11 312 46 3 10 18 | c = head 13 16 6 379 27 5 2 | d = shin 62 3 1 5 343 31 3 | e = thigh 43 12 231 11 65 77 10 | f = upperarm 8 20 8 5 1 2 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1833 61.4894 % Incorrectly Classified Instances 1148 38.5106 % Kappa statistic 0.5476 Mean absolute error 0.1146 Root mean squared error 0.2907 Relative absolute error 46.9182 % Root relative squared error 83.1807 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.066 0.651 0.693 0.671 0.93 chest 0.052 0.027 0.172 0.052 0.079 0.8 forearm 0.676 0.155 0.435 0.676 0.53 0.863 head 0.859 0.038 0.802 0.859 0.83 0.97 shin 0.819 0.077 0.654 0.819 0.727 0.957 thigh 0.12 0.03 0.412 0.12 0.186 0.807 upperarm 0.888 0.059 0.726 0.888 0.799 0.963 waist Weighted Avg. 0.615 0.066 0.57 0.615 0.571 0.904 === Confusion Matrix === a b c d e f g <-- classified as 311 3 67 1 53 9 5 | a = chest 12 15 75 39 28 24 98 | b = forearm 40 20 303 30 5 18 32 | c = head 10 10 9 385 26 5 3 | d = shin 41 11 1 4 367 21 3 | e = thigh 56 15 225 8 82 54 9 | f = upperarm 8 13 16 13 0 0 398 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1847 61.9591 % Incorrectly Classified Instances 1134 38.0409 % Kappa statistic 0.5532 Mean absolute error 0.1147 Root mean squared error 0.2915 Relative absolute error 46.9663 % Root relative squared error 83.4176 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.074 0.631 0.715 0.67 0.917 chest 0.062 0.029 0.188 0.062 0.093 0.811 forearm 0.667 0.156 0.431 0.667 0.524 0.853 head 0.877 0.039 0.797 0.877 0.835 0.968 shin 0.777 0.068 0.669 0.777 0.719 0.947 thigh 0.131 0.038 0.381 0.131 0.195 0.785 upperarm 0.913 0.041 0.796 0.913 0.85 0.976 waist Weighted Avg. 0.62 0.066 0.575 0.62 0.58 0.898 === Confusion Matrix === a b c d e f g <-- classified as 321 6 56 0 46 16 4 | a = chest 6 18 112 34 24 25 72 | b = forearm 54 21 299 45 3 13 13 | c = head 12 8 6 393 17 7 5 | d = shin 50 18 1 3 348 27 1 | e = thigh 62 19 210 7 82 59 10 | f = upperarm 4 6 10 11 0 8 409 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1845 61.892 % Incorrectly Classified Instances 1136 38.108 % Kappa statistic 0.5525 Mean absolute error 0.1139 Root mean squared error 0.2895 Relative absolute error 46.6313 % Root relative squared error 82.8363 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.07 0.645 0.713 0.677 0.915 chest 0.062 0.032 0.171 0.062 0.091 0.812 forearm 0.683 0.163 0.425 0.683 0.524 0.86 head 0.859 0.032 0.828 0.859 0.843 0.971 shin 0.779 0.055 0.715 0.779 0.746 0.957 thigh 0.147 0.044 0.371 0.147 0.211 0.797 upperarm 0.895 0.051 0.758 0.895 0.821 0.97 waist Weighted Avg. 0.619 0.065 0.579 0.619 0.584 0.902 === Confusion Matrix === a b c d e f g <-- classified as 320 11 65 1 38 13 1 | a = chest 6 18 85 29 20 44 89 | b = forearm 53 15 306 33 3 15 23 | c = head 12 13 9 385 20 7 2 | d = shin 52 13 1 2 349 29 2 | e = thigh 47 22 238 8 57 66 11 | f = upperarm 6 13 16 7 1 4 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1867 62.63 % Incorrectly Classified Instances 1114 37.37 % Kappa statistic 0.5611 Mean absolute error 0.1122 Root mean squared error 0.2853 Relative absolute error 45.9512 % Root relative squared error 81.6339 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.061 0.669 0.697 0.683 0.924 chest 0.103 0.025 0.309 0.103 0.155 0.821 forearm 0.674 0.161 0.425 0.674 0.522 0.857 head 0.893 0.043 0.787 0.893 0.837 0.974 shin 0.797 0.062 0.696 0.797 0.743 0.952 thigh 0.14 0.034 0.426 0.14 0.211 0.801 upperarm 0.897 0.053 0.749 0.897 0.816 0.972 waist Weighted Avg. 0.626 0.065 0.594 0.626 0.588 0.904 === Confusion Matrix === a b c d e f g <-- classified as 313 5 77 0 43 3 8 | a = chest 7 30 85 34 19 30 86 | b = forearm 38 20 302 51 1 9 27 | c = head 10 8 6 400 15 6 3 | d = shin 39 5 5 9 357 30 3 | e = thigh 55 13 224 8 78 63 8 | f = upperarm 6 16 11 6 0 7 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1829 61.3552 % Incorrectly Classified Instances 1152 38.6448 % Kappa statistic 0.5458 Mean absolute error 0.1145 Root mean squared error 0.2906 Relative absolute error 46.881 % Root relative squared error 83.1567 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.07 0.636 0.686 0.66 0.919 chest 0.034 0.021 0.149 0.034 0.056 0.794 forearm 0.676 0.158 0.431 0.676 0.526 0.86 head 0.855 0.049 0.754 0.855 0.801 0.96 shin 0.754 0.065 0.673 0.754 0.712 0.957 thigh 0.185 0.042 0.439 0.185 0.26 0.814 upperarm 0.902 0.049 0.765 0.902 0.828 0.972 waist Weighted Avg. 0.614 0.067 0.571 0.614 0.575 0.902 === Confusion Matrix === a b c d e f g <-- classified as 308 7 59 0 60 12 3 | a = chest 6 10 98 42 21 31 83 | b = forearm 42 16 303 51 6 12 18 | c = head 10 12 8 383 15 11 9 | d = shin 64 5 0 4 338 36 1 | e = thigh 49 9 222 15 61 83 10 | f = upperarm 5 8 13 13 1 4 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1813 60.8185 % Incorrectly Classified Instances 1168 39.1815 % Kappa statistic 0.5398 Mean absolute error 0.116 Root mean squared error 0.293 Relative absolute error 47.4995 % Root relative squared error 83.8528 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.069 0.641 0.697 0.668 0.916 chest 0.072 0.029 0.214 0.072 0.108 0.818 forearm 0.632 0.172 0.394 0.632 0.485 0.838 head 0.862 0.038 0.799 0.862 0.829 0.975 shin 0.75 0.06 0.69 0.75 0.719 0.949 thigh 0.151 0.04 0.4 0.151 0.22 0.807 upperarm 0.906 0.051 0.757 0.906 0.825 0.973 waist Weighted Avg. 0.608 0.068 0.575 0.608 0.574 0.901 === Confusion Matrix === a b c d e f g <-- classified as 313 7 72 0 48 3 6 | a = chest 5 21 114 29 12 26 84 | b = forearm 50 21 283 49 4 20 21 | c = head 6 18 5 386 20 7 6 | d = shin 57 7 3 4 336 41 0 | e = thigh 51 13 229 8 67 68 13 | f = upperarm 6 11 13 7 0 5 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1851 62.0933 % Incorrectly Classified Instances 1130 37.9067 % Kappa statistic 0.5547 Mean absolute error 0.1138 Root mean squared error 0.2899 Relative absolute error 46.6081 % Root relative squared error 82.9573 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.076 0.626 0.719 0.669 0.914 chest 0.072 0.027 0.226 0.072 0.109 0.807 forearm 0.684 0.153 0.442 0.684 0.537 0.859 head 0.884 0.038 0.803 0.884 0.842 0.974 shin 0.768 0.062 0.685 0.768 0.724 0.949 thigh 0.143 0.032 0.441 0.143 0.215 0.802 upperarm 0.886 0.056 0.737 0.886 0.804 0.968 waist Weighted Avg. 0.621 0.065 0.584 0.621 0.581 0.901 === Confusion Matrix === a b c d e f g <-- classified as 322 6 55 0 47 12 6 | a = chest 12 21 78 34 25 20 101 | b = forearm 56 17 307 34 5 12 18 | c = head 12 9 10 396 16 2 3 | d = shin 55 8 0 11 344 29 1 | e = thigh 52 19 228 8 65 64 13 | f = upperarm 5 13 17 10 0 6 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1809 60.6843 % Incorrectly Classified Instances 1172 39.3157 % Kappa statistic 0.5382 Mean absolute error 0.1154 Root mean squared error 0.2927 Relative absolute error 47.2402 % Root relative squared error 83.7511 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.075 0.62 0.692 0.654 0.92 chest 0.065 0.029 0.196 0.065 0.098 0.819 forearm 0.655 0.156 0.427 0.655 0.517 0.857 head 0.834 0.037 0.797 0.834 0.815 0.967 shin 0.764 0.064 0.679 0.764 0.719 0.959 thigh 0.149 0.043 0.383 0.149 0.215 0.781 upperarm 0.902 0.057 0.737 0.902 0.811 0.965 waist Weighted Avg. 0.607 0.068 0.567 0.607 0.57 0.9 === Confusion Matrix === a b c d e f g <-- classified as 310 8 65 0 47 10 8 | a = chest 3 19 86 32 19 33 100 | b = forearm 48 14 294 48 5 20 20 | c = head 14 14 12 373 23 6 5 | d = shin 59 7 2 4 343 33 1 | e = thigh 62 19 218 6 67 67 10 | f = upperarm 4 16 12 5 1 6 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1849 62.047 % Incorrectly Classified Instances 1131 37.953 % Kappa statistic 0.5542 Mean absolute error 0.1128 Root mean squared error 0.2898 Relative absolute error 46.1762 % Root relative squared error 82.9216 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.653 0.066 0.638 0.653 0.645 0.912 chest 0.069 0.03 0.198 0.069 0.102 0.796 forearm 0.705 0.168 0.426 0.705 0.532 0.865 head 0.897 0.036 0.813 0.897 0.853 0.978 shin 0.768 0.061 0.69 0.768 0.727 0.958 thigh 0.14 0.034 0.423 0.14 0.211 0.813 upperarm 0.919 0.05 0.765 0.919 0.835 0.971 waist Weighted Avg. 0.62 0.065 0.584 0.62 0.582 0.905 === Confusion Matrix === a b c d e f g <-- classified as 293 8 80 1 58 4 5 | a = chest 10 20 87 32 25 26 91 | b = forearm 37 21 316 38 4 16 16 | c = head 12 9 3 401 14 6 2 | d = shin 54 8 1 6 345 33 2 | e = thigh 50 19 246 7 54 63 10 | f = upperarm 3 16 8 8 0 1 411 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1866 62.5964 % Incorrectly Classified Instances 1115 37.4036 % Kappa statistic 0.5606 Mean absolute error 0.1127 Root mean squared error 0.2871 Relative absolute error 46.1576 % Root relative squared error 82.154 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.706 0.073 0.63 0.706 0.666 0.921 chest 0.072 0.024 0.247 0.072 0.111 0.808 forearm 0.679 0.151 0.443 0.679 0.536 0.868 head 0.881 0.041 0.793 0.881 0.835 0.974 shin 0.775 0.058 0.702 0.775 0.737 0.949 thigh 0.154 0.035 0.439 0.154 0.228 0.805 upperarm 0.924 0.057 0.742 0.924 0.823 0.97 waist Weighted Avg. 0.626 0.065 0.588 0.626 0.586 0.904 === Confusion Matrix === a b c d e f g <-- classified as 317 6 64 1 46 10 5 | a = chest 7 21 73 41 16 40 94 | b = forearm 58 14 304 36 4 8 24 | c = head 8 10 4 394 23 1 7 | d = shin 48 12 1 11 347 29 0 | e = thigh 56 14 234 5 57 69 14 | f = upperarm 9 8 7 9 1 0 414 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1822 61.1204 % Incorrectly Classified Instances 1159 38.8796 % Kappa statistic 0.5432 Mean absolute error 0.115 Root mean squared error 0.2925 Relative absolute error 47.0845 % Root relative squared error 83.7179 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.073 0.631 0.699 0.663 0.916 chest 0.069 0.025 0.227 0.069 0.106 0.801 forearm 0.661 0.166 0.413 0.661 0.509 0.854 head 0.853 0.043 0.776 0.853 0.813 0.957 shin 0.757 0.064 0.678 0.757 0.715 0.956 thigh 0.147 0.038 0.407 0.147 0.216 0.807 upperarm 0.904 0.047 0.771 0.904 0.832 0.975 waist Weighted Avg. 0.611 0.067 0.575 0.611 0.574 0.9 === Confusion Matrix === a b c d e f g <-- classified as 314 9 63 0 56 5 2 | a = chest 10 20 87 39 20 28 87 | b = forearm 50 21 296 46 4 13 18 | c = head 11 14 8 382 23 7 3 | d = shin 61 1 2 3 339 40 2 | e = thigh 46 15 244 12 58 66 8 | f = upperarm 6 8 16 10 0 3 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1861 62.4287 % Incorrectly Classified Instances 1120 37.5713 % Kappa statistic 0.5586 Mean absolute error 0.113 Root mean squared error 0.2896 Relative absolute error 46.2871 % Root relative squared error 82.8775 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.065 0.667 0.731 0.697 0.923 chest 0.048 0.026 0.167 0.048 0.075 0.808 forearm 0.692 0.147 0.455 0.692 0.549 0.867 head 0.862 0.043 0.781 0.862 0.82 0.965 shin 0.763 0.074 0.645 0.763 0.699 0.949 thigh 0.149 0.033 0.444 0.149 0.223 0.806 upperarm 0.924 0.053 0.755 0.924 0.831 0.973 waist Weighted Avg. 0.624 0.065 0.58 0.624 0.582 0.903 === Confusion Matrix === a b c d e f g <-- classified as 328 6 51 0 57 5 2 | a = chest 7 14 88 38 26 26 92 | b = forearm 36 18 310 45 5 12 22 | c = head 11 9 11 386 16 9 6 | d = shin 57 12 2 5 342 28 2 | e = thigh 48 16 214 10 84 67 10 | f = upperarm 5 9 6 10 0 4 414 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1867 62.63 % Incorrectly Classified Instances 1114 37.37 % Kappa statistic 0.561 Mean absolute error 0.1114 Root mean squared error 0.2838 Relative absolute error 45.6235 % Root relative squared error 81.2281 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.069 0.651 0.728 0.688 0.925 chest 0.072 0.025 0.241 0.072 0.111 0.814 forearm 0.696 0.161 0.433 0.696 0.534 0.866 head 0.857 0.033 0.821 0.857 0.838 0.973 shin 0.792 0.057 0.71 0.792 0.749 0.961 thigh 0.14 0.038 0.394 0.14 0.207 0.814 upperarm 0.904 0.055 0.744 0.904 0.817 0.965 waist Weighted Avg. 0.626 0.065 0.588 0.626 0.587 0.907 === Confusion Matrix === a b c d e f g <-- classified as 327 4 68 0 42 4 4 | a = chest 13 21 89 24 21 31 92 | b = forearm 41 13 312 40 3 17 22 | c = head 14 13 11 384 14 9 3 | d = shin 44 6 3 5 355 32 3 | e = thigh 53 16 230 8 64 63 15 | f = upperarm 10 14 7 7 1 4 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1818 60.9862 % Incorrectly Classified Instances 1163 39.0138 % Kappa statistic 0.5417 Mean absolute error 0.1155 Root mean squared error 0.2934 Relative absolute error 47.3021 % Root relative squared error 83.9682 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.704 0.076 0.622 0.704 0.66 0.926 chest 0.048 0.028 0.156 0.048 0.073 0.79 forearm 0.665 0.166 0.414 0.665 0.511 0.843 head 0.844 0.034 0.816 0.844 0.83 0.974 shin 0.768 0.063 0.683 0.768 0.723 0.957 thigh 0.143 0.036 0.413 0.143 0.212 0.806 upperarm 0.902 0.054 0.745 0.902 0.816 0.962 waist Weighted Avg. 0.61 0.067 0.571 0.61 0.571 0.899 === Confusion Matrix === a b c d e f g <-- classified as 316 8 71 0 37 14 3 | a = chest 13 14 95 32 22 20 95 | b = forearm 50 25 298 32 4 14 25 | c = head 13 10 10 378 31 5 1 | d = shin 53 7 1 4 344 35 4 | e = thigh 57 13 229 11 65 64 10 | f = upperarm 6 13 15 6 1 3 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1830 61.3888 % Incorrectly Classified Instances 1151 38.6112 % Kappa statistic 0.5466 Mean absolute error 0.1158 Root mean squared error 0.2922 Relative absolute error 47.401 % Root relative squared error 83.609 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.066 0.646 0.675 0.66 0.906 chest 0.055 0.034 0.15 0.055 0.08 0.798 forearm 0.672 0.14 0.459 0.672 0.545 0.869 head 0.864 0.038 0.8 0.864 0.83 0.967 shin 0.786 0.068 0.672 0.786 0.724 0.951 thigh 0.174 0.049 0.386 0.174 0.24 0.79 upperarm 0.877 0.058 0.729 0.877 0.796 0.965 waist Weighted Avg. 0.614 0.066 0.57 0.614 0.579 0.897 === Confusion Matrix === a b c d e f g <-- classified as 303 12 50 1 61 13 9 | a = chest 10 16 79 33 17 40 96 | b = forearm 45 13 301 39 3 21 26 | c = head 13 16 2 387 18 9 3 | d = shin 48 8 2 5 352 33 0 | e = thigh 49 20 208 9 73 78 12 | f = upperarm 1 22 14 10 0 8 393 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1823 61.154 % Incorrectly Classified Instances 1158 38.846 % Kappa statistic 0.5438 Mean absolute error 0.1158 Root mean squared error 0.2931 Relative absolute error 47.4232 % Root relative squared error 83.8777 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.075 0.615 0.679 0.645 0.918 chest 0.076 0.03 0.214 0.076 0.112 0.828 forearm 0.675 0.162 0.424 0.675 0.521 0.852 head 0.877 0.041 0.789 0.877 0.831 0.973 shin 0.737 0.059 0.688 0.737 0.711 0.955 thigh 0.149 0.04 0.396 0.149 0.217 0.768 upperarm 0.902 0.047 0.772 0.902 0.832 0.971 waist Weighted Avg. 0.612 0.067 0.575 0.612 0.576 0.899 === Confusion Matrix === a b c d e f g <-- classified as 304 9 81 1 39 8 6 | a = chest 5 22 99 34 24 31 76 | b = forearm 42 24 303 48 2 15 15 | c = head 7 8 5 393 16 11 8 | d = shin 72 6 0 4 330 36 0 | e = thigh 59 22 210 8 69 67 14 | f = upperarm 5 12 16 10 0 1 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1859 62.3616 % Incorrectly Classified Instances 1122 37.6384 % Kappa statistic 0.5578 Mean absolute error 0.1126 Root mean squared error 0.287 Relative absolute error 46.0882 % Root relative squared error 82.1197 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.069 0.633 0.674 0.653 0.912 chest 0.052 0.027 0.172 0.052 0.079 0.832 forearm 0.693 0.169 0.421 0.693 0.524 0.861 head 0.897 0.034 0.824 0.897 0.859 0.971 shin 0.786 0.055 0.715 0.786 0.749 0.953 thigh 0.158 0.036 0.436 0.158 0.232 0.811 upperarm 0.906 0.051 0.759 0.906 0.826 0.971 waist Weighted Avg. 0.624 0.065 0.586 0.624 0.585 0.905 === Confusion Matrix === a b c d e f g <-- classified as 302 8 81 1 40 7 9 | a = chest 7 15 92 26 24 34 93 | b = forearm 50 17 311 39 4 13 15 | c = head 13 8 7 402 12 3 3 | d = shin 47 12 2 6 352 29 0 | e = thigh 53 13 236 7 60 71 9 | f = upperarm 5 14 10 7 0 6 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1828 61.3217 % Incorrectly Classified Instances 1153 38.6783 % Kappa statistic 0.5457 Mean absolute error 0.115 Root mean squared error 0.2929 Relative absolute error 47.1079 % Root relative squared error 83.8238 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.066 0.651 0.69 0.67 0.92 chest 0.062 0.03 0.18 0.062 0.092 0.806 forearm 0.663 0.17 0.409 0.663 0.506 0.85 head 0.875 0.041 0.79 0.875 0.831 0.974 shin 0.782 0.071 0.661 0.782 0.716 0.956 thigh 0.14 0.032 0.434 0.14 0.212 0.79 upperarm 0.888 0.043 0.785 0.888 0.833 0.973 waist Weighted Avg. 0.613 0.067 0.578 0.613 0.576 0.9 === Confusion Matrix === a b c d e f g <-- classified as 310 3 73 0 50 9 4 | a = chest 5 18 108 37 23 22 78 | b = forearm 48 21 297 46 6 15 15 | c = head 7 14 7 392 21 6 1 | d = shin 51 14 1 7 351 23 2 | e = thigh 48 17 228 5 79 63 9 | f = upperarm 7 13 13 9 1 7 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1825 61.2416 % Incorrectly Classified Instances 1155 38.7584 % Kappa statistic 0.5447 Mean absolute error 0.1156 Root mean squared error 0.2924 Relative absolute error 47.3283 % Root relative squared error 83.6675 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.675 0.07 0.633 0.675 0.653 0.911 chest 0.076 0.028 0.227 0.076 0.113 0.819 forearm 0.65 0.162 0.415 0.65 0.506 0.851 head 0.864 0.038 0.802 0.864 0.832 0.97 shin 0.784 0.061 0.694 0.784 0.736 0.956 thigh 0.154 0.043 0.385 0.154 0.22 0.807 upperarm 0.899 0.053 0.751 0.899 0.819 0.971 waist Weighted Avg. 0.612 0.067 0.576 0.612 0.577 0.902 === Confusion Matrix === a b c d e f g <-- classified as 303 6 68 0 55 8 9 | a = chest 8 22 86 32 18 38 87 | b = forearm 50 18 291 45 2 20 22 | c = head 8 14 9 386 22 4 4 | d = shin 50 9 0 5 352 30 3 | e = thigh 56 17 232 9 58 69 8 | f = upperarm 4 11 16 4 0 10 402 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1860 62.3952 % Incorrectly Classified Instances 1121 37.6048 % Kappa statistic 0.5582 Mean absolute error 0.1124 Root mean squared error 0.2872 Relative absolute error 46.0411 % Root relative squared error 82.186 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.068 0.653 0.722 0.686 0.923 chest 0.058 0.025 0.205 0.058 0.091 0.822 forearm 0.675 0.157 0.433 0.675 0.527 0.862 head 0.866 0.039 0.796 0.866 0.83 0.979 shin 0.786 0.066 0.68 0.786 0.729 0.954 thigh 0.16 0.035 0.447 0.16 0.236 0.813 upperarm 0.904 0.052 0.754 0.904 0.822 0.971 waist Weighted Avg. 0.624 0.065 0.586 0.624 0.585 0.908 === Confusion Matrix === a b c d e f g <-- classified as 324 4 51 1 58 6 5 | a = chest 12 17 100 28 22 27 85 | b = forearm 44 19 303 42 4 13 24 | c = head 13 11 6 387 23 6 1 | d = shin 44 7 0 9 353 34 2 | e = thigh 53 14 228 8 59 72 15 | f = upperarm 6 11 12 11 0 3 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1858 62.3281 % Incorrectly Classified Instances 1123 37.6719 % Kappa statistic 0.5575 Mean absolute error 0.1128 Root mean squared error 0.2871 Relative absolute error 46.177 % Root relative squared error 82.1475 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.057 0.681 0.69 0.686 0.93 chest 0.082 0.028 0.242 0.082 0.123 0.812 forearm 0.686 0.16 0.432 0.686 0.53 0.858 head 0.872 0.038 0.801 0.872 0.835 0.966 shin 0.79 0.065 0.682 0.79 0.732 0.962 thigh 0.134 0.039 0.377 0.134 0.197 0.799 upperarm 0.92 0.054 0.75 0.92 0.826 0.974 waist Weighted Avg. 0.623 0.065 0.584 0.623 0.584 0.905 === Confusion Matrix === a b c d e f g <-- classified as 310 4 70 0 50 8 7 | a = chest 7 24 85 34 21 29 91 | b = forearm 39 20 308 40 5 11 26 | c = head 10 14 9 390 10 8 6 | d = shin 40 5 2 7 354 40 0 | e = thigh 48 17 228 10 79 60 7 | f = upperarm 1 15 11 6 0 3 412 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1853 62.1603 % Incorrectly Classified Instances 1128 37.8397 % Kappa statistic 0.5554 Mean absolute error 0.1127 Root mean squared error 0.288 Relative absolute error 46.1377 % Root relative squared error 82.4059 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.071 0.635 0.702 0.667 0.91 chest 0.052 0.024 0.188 0.052 0.081 0.803 forearm 0.688 0.157 0.436 0.688 0.534 0.866 head 0.879 0.036 0.812 0.879 0.845 0.975 shin 0.775 0.06 0.695 0.775 0.733 0.957 thigh 0.149 0.039 0.401 0.149 0.218 0.801 upperarm 0.908 0.056 0.743 0.908 0.817 0.971 waist Weighted Avg. 0.622 0.065 0.578 0.622 0.581 0.903 === Confusion Matrix === a b c d e f g <-- classified as 315 9 62 0 47 11 5 | a = chest 18 15 88 36 10 30 94 | b = forearm 48 14 308 34 4 19 21 | c = head 7 7 7 394 21 3 9 | d = shin 51 5 2 9 347 33 1 | e = thigh 50 14 231 6 70 67 11 | f = upperarm 7 16 8 6 0 4 407 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1818 60.9862 % Incorrectly Classified Instances 1163 39.0138 % Kappa statistic 0.5418 Mean absolute error 0.1155 Root mean squared error 0.293 Relative absolute error 47.3036 % Root relative squared error 83.8561 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.664 0.065 0.645 0.664 0.654 0.925 chest 0.069 0.03 0.196 0.069 0.102 0.807 forearm 0.703 0.171 0.421 0.703 0.527 0.856 head 0.871 0.042 0.786 0.871 0.826 0.967 shin 0.775 0.06 0.694 0.775 0.732 0.956 thigh 0.134 0.033 0.42 0.134 0.203 0.806 upperarm 0.866 0.056 0.732 0.866 0.793 0.959 waist Weighted Avg. 0.61 0.067 0.575 0.61 0.572 0.901 === Confusion Matrix === a b c d e f g <-- classified as 298 3 86 0 53 3 6 | a = chest 8 20 80 39 20 24 100 | b = forearm 35 23 315 40 3 9 23 | c = head 10 10 7 390 23 6 2 | d = shin 48 12 3 3 347 34 1 | e = thigh 57 18 243 8 53 60 10 | f = upperarm 6 16 14 16 1 7 388 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1827 61.2882 % Incorrectly Classified Instances 1154 38.7118 % Kappa statistic 0.5453 Mean absolute error 0.1149 Root mean squared error 0.2911 Relative absolute error 47.0676 % Root relative squared error 83.2989 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.07 0.633 0.684 0.657 0.918 chest 0.072 0.028 0.221 0.072 0.109 0.819 forearm 0.676 0.164 0.422 0.676 0.52 0.856 head 0.837 0.041 0.785 0.837 0.81 0.967 shin 0.768 0.062 0.685 0.768 0.724 0.955 thigh 0.169 0.039 0.432 0.169 0.243 0.805 upperarm 0.895 0.05 0.761 0.895 0.823 0.969 waist Weighted Avg. 0.613 0.067 0.581 0.613 0.579 0.903 === Confusion Matrix === a b c d e f g <-- classified as 307 5 71 0 45 16 5 | a = chest 8 21 88 34 24 26 90 | b = forearm 46 17 303 47 2 15 18 | c = head 14 14 7 375 24 10 4 | d = shin 53 12 1 6 344 29 3 | e = thigh 48 14 234 8 63 76 6 | f = upperarm 9 12 14 8 0 4 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1839 61.6907 % Incorrectly Classified Instances 1142 38.3093 % Kappa statistic 0.5501 Mean absolute error 0.1135 Root mean squared error 0.2929 Relative absolute error 46.4617 % Root relative squared error 83.8113 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.075 0.618 0.684 0.649 0.897 chest 0.072 0.033 0.191 0.072 0.105 0.815 forearm 0.67 0.149 0.443 0.67 0.533 0.859 head 0.877 0.038 0.804 0.877 0.839 0.972 shin 0.772 0.073 0.652 0.772 0.707 0.945 thigh 0.147 0.037 0.413 0.147 0.217 0.804 upperarm 0.906 0.044 0.785 0.906 0.841 0.972 waist Weighted Avg. 0.617 0.066 0.577 0.617 0.58 0.899 === Confusion Matrix === a b c d e f g <-- classified as 307 15 61 1 57 6 2 | a = chest 10 21 90 37 18 37 78 | b = forearm 48 24 300 42 3 13 18 | c = head 11 9 8 393 20 3 4 | d = shin 57 10 2 2 346 29 2 | e = thigh 57 18 207 7 87 66 7 | f = upperarm 7 13 9 7 0 6 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1794 60.1811 % Incorrectly Classified Instances 1187 39.8189 % Kappa statistic 0.5323 Mean absolute error 0.1179 Root mean squared error 0.2968 Relative absolute error 48.296 % Root relative squared error 84.9241 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.077 0.615 0.69 0.651 0.926 chest 0.055 0.032 0.157 0.055 0.081 0.802 forearm 0.625 0.164 0.402 0.625 0.49 0.843 head 0.857 0.043 0.779 0.857 0.816 0.967 shin 0.746 0.065 0.669 0.746 0.705 0.94 thigh 0.156 0.037 0.429 0.156 0.229 0.794 upperarm 0.893 0.049 0.763 0.893 0.823 0.969 waist Weighted Avg. 0.602 0.068 0.565 0.602 0.566 0.896 === Confusion Matrix === a b c d e f g <-- classified as 310 10 75 0 43 8 3 | a = chest 4 16 95 35 27 29 85 | b = forearm 58 24 280 47 3 18 18 | c = head 11 11 9 384 18 8 7 | d = shin 64 11 3 5 334 27 4 | e = thigh 52 13 220 14 73 70 7 | f = upperarm 5 17 14 8 1 3 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1851 62.0933 % Incorrectly Classified Instances 1130 37.9067 % Kappa statistic 0.5546 Mean absolute error 0.1133 Root mean squared error 0.2883 Relative absolute error 46.399 % Root relative squared error 82.5083 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.069 0.648 0.713 0.679 0.92 chest 0.052 0.026 0.174 0.052 0.08 0.83 forearm 0.667 0.165 0.416 0.667 0.513 0.851 head 0.866 0.033 0.824 0.866 0.844 0.968 shin 0.786 0.06 0.7 0.786 0.74 0.962 thigh 0.158 0.041 0.403 0.158 0.227 0.804 upperarm 0.906 0.05 0.762 0.906 0.828 0.972 waist Weighted Avg. 0.621 0.065 0.581 0.621 0.584 0.905 === Confusion Matrix === a b c d e f g <-- classified as 320 9 58 0 45 11 6 | a = chest 4 15 104 19 22 41 86 | b = forearm 52 15 299 46 0 16 20 | c = head 9 13 10 388 16 8 4 | d = shin 54 11 2 3 352 26 0 | e = thigh 49 16 229 6 67 71 11 | f = upperarm 6 7 16 9 1 3 406 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1882 63.1332 % Incorrectly Classified Instances 1099 36.8668 % Kappa statistic 0.5668 Mean absolute error 0.1126 Root mean squared error 0.2866 Relative absolute error 46.1036 % Root relative squared error 82.0216 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.078 0.624 0.734 0.675 0.916 chest 0.068 0.02 0.274 0.068 0.11 0.775 forearm 0.679 0.144 0.455 0.679 0.545 0.869 head 0.897 0.04 0.798 0.897 0.845 0.975 shin 0.777 0.059 0.7 0.777 0.737 0.96 thigh 0.147 0.038 0.407 0.147 0.216 0.794 upperarm 0.922 0.054 0.751 0.922 0.828 0.969 waist Weighted Avg. 0.631 0.064 0.588 0.631 0.589 0.9 === Confusion Matrix === a b c d e f g <-- classified as 329 7 54 1 39 13 5 | a = chest 8 20 85 41 22 27 89 | b = forearm 45 11 304 43 5 17 23 | c = head 11 11 3 402 14 5 2 | d = shin 63 4 0 3 348 29 1 | e = thigh 67 10 212 8 69 66 17 | f = upperarm 4 10 10 6 0 5 413 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1822 61.1409 % Incorrectly Classified Instances 1158 38.8591 % Kappa statistic 0.5436 Mean absolute error 0.1166 Root mean squared error 0.2928 Relative absolute error 47.7243 % Root relative squared error 83.7997 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.692 0.074 0.622 0.692 0.655 0.914 chest 0.055 0.031 0.16 0.055 0.082 0.813 forearm 0.67 0.162 0.423 0.67 0.519 0.861 head 0.846 0.035 0.812 0.846 0.828 0.966 shin 0.766 0.061 0.689 0.766 0.726 0.953 thigh 0.158 0.041 0.408 0.158 0.228 0.786 upperarm 0.899 0.052 0.754 0.899 0.82 0.969 waist Weighted Avg. 0.611 0.067 0.573 0.611 0.576 0.899 === Confusion Matrix === a b c d e f g <-- classified as 310 8 75 0 43 5 7 | a = chest 9 16 82 30 28 40 86 | b = forearm 50 13 300 38 10 19 18 | c = head 12 13 10 379 25 7 2 | d = shin 61 12 1 3 344 26 2 | e = thigh 50 24 230 9 49 71 16 | f = upperarm 6 14 11 8 0 6 402 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1868 62.6635 % Incorrectly Classified Instances 1113 37.3365 % Kappa statistic 0.5614 Mean absolute error 0.112 Root mean squared error 0.2859 Relative absolute error 45.8673 % Root relative squared error 81.8177 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.062 0.667 0.708 0.687 0.927 chest 0.075 0.023 0.262 0.075 0.117 0.831 forearm 0.692 0.164 0.427 0.692 0.528 0.863 head 0.879 0.04 0.794 0.879 0.834 0.974 shin 0.775 0.061 0.693 0.775 0.732 0.956 thigh 0.167 0.036 0.455 0.167 0.244 0.815 upperarm 0.9 0.052 0.755 0.9 0.821 0.976 waist Weighted Avg. 0.627 0.065 0.595 0.627 0.59 0.91 === Confusion Matrix === a b c d e f g <-- classified as 317 3 65 1 51 6 5 | a = chest 7 22 102 29 14 32 86 | b = forearm 37 11 310 46 3 13 28 | c = head 7 11 5 393 22 4 5 | d = shin 54 7 2 7 348 31 0 | e = thigh 51 14 228 10 64 75 7 | f = upperarm 2 16 14 9 0 4 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1848 61.9926 % Incorrectly Classified Instances 1133 38.0074 % Kappa statistic 0.5533 Mean absolute error 0.1141 Root mean squared error 0.289 Relative absolute error 46.7169 % Root relative squared error 82.6903 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.069 0.653 0.735 0.692 0.922 chest 0.055 0.021 0.219 0.055 0.088 0.807 forearm 0.679 0.16 0.428 0.679 0.525 0.86 head 0.875 0.04 0.795 0.875 0.833 0.975 shin 0.753 0.064 0.677 0.753 0.713 0.945 thigh 0.147 0.043 0.377 0.147 0.212 0.797 upperarm 0.9 0.049 0.765 0.9 0.827 0.972 waist Weighted Avg. 0.62 0.066 0.577 0.62 0.58 0.902 === Confusion Matrix === a b c d e f g <-- classified as 330 5 58 0 41 10 5 | a = chest 8 16 92 36 29 32 78 | b = forearm 47 17 304 42 2 13 23 | c = head 9 7 6 391 20 9 5 | d = shin 57 4 4 4 338 41 1 | e = thigh 45 14 232 11 69 66 12 | f = upperarm 9 10 14 8 0 4 403 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1822 61.1204 % Incorrectly Classified Instances 1159 38.8796 % Kappa statistic 0.5433 Mean absolute error 0.1149 Root mean squared error 0.2918 Relative absolute error 47.0427 % Root relative squared error 83.4916 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.693 0.071 0.633 0.693 0.662 0.91 chest 0.072 0.029 0.214 0.072 0.108 0.809 forearm 0.627 0.16 0.409 0.627 0.495 0.847 head 0.857 0.036 0.808 0.857 0.832 0.97 shin 0.786 0.059 0.701 0.786 0.741 0.964 thigh 0.151 0.039 0.407 0.151 0.221 0.796 upperarm 0.904 0.062 0.722 0.904 0.803 0.968 waist Weighted Avg. 0.611 0.067 0.574 0.611 0.575 0.899 === Confusion Matrix === a b c d e f g <-- classified as 311 9 67 0 45 13 4 | a = chest 5 21 80 30 22 27 106 | b = forearm 61 24 281 39 3 16 24 | c = head 12 12 13 384 14 6 7 | d = shin 50 5 1 5 352 32 3 | e = thigh 48 15 232 8 66 68 12 | f = upperarm 4 12 13 9 0 5 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1820 61.0533 % Incorrectly Classified Instances 1161 38.9467 % Kappa statistic 0.5427 Mean absolute error 0.1157 Root mean squared error 0.2921 Relative absolute error 47.3827 % Root relative squared error 83.5867 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.078 0.614 0.702 0.655 0.912 chest 0.027 0.038 0.072 0.027 0.04 0.786 forearm 0.699 0.152 0.448 0.699 0.546 0.874 head 0.853 0.036 0.808 0.853 0.83 0.958 shin 0.746 0.062 0.682 0.746 0.712 0.955 thigh 0.154 0.04 0.406 0.154 0.223 0.784 upperarm 0.891 0.05 0.759 0.891 0.819 0.963 waist Weighted Avg. 0.611 0.067 0.566 0.611 0.573 0.896 === Confusion Matrix === a b c d e f g <-- classified as 315 13 60 0 46 8 7 | a = chest 11 8 91 40 16 34 91 | b = forearm 41 21 313 29 5 25 14 | c = head 12 18 7 382 22 7 0 | d = shin 73 10 0 5 334 24 2 | e = thigh 55 21 217 7 67 69 13 | f = upperarm 6 20 10 10 0 3 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1843 61.8249 % Incorrectly Classified Instances 1138 38.1751 % Kappa statistic 0.5516 Mean absolute error 0.1141 Root mean squared error 0.291 Relative absolute error 46.7191 % Root relative squared error 83.2842 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.07 0.638 0.699 0.667 0.928 chest 0.069 0.029 0.206 0.069 0.103 0.825 forearm 0.658 0.156 0.428 0.658 0.519 0.849 head 0.866 0.041 0.787 0.866 0.825 0.969 shin 0.786 0.068 0.673 0.786 0.725 0.953 thigh 0.156 0.035 0.443 0.156 0.231 0.796 upperarm 0.902 0.049 0.764 0.902 0.827 0.971 waist Weighted Avg. 0.618 0.066 0.582 0.618 0.58 0.903 === Confusion Matrix === a b c d e f g <-- classified as 314 4 66 1 50 10 4 | a = chest 13 20 88 29 25 29 87 | b = forearm 52 16 295 46 5 13 21 | c = head 10 11 7 388 19 7 6 | d = shin 47 13 1 8 352 25 2 | e = thigh 48 19 224 11 72 70 5 | f = upperarm 8 14 8 10 0 4 404 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1840 61.7243 % Incorrectly Classified Instances 1141 38.2757 % Kappa statistic 0.5504 Mean absolute error 0.1137 Root mean squared error 0.29 Relative absolute error 46.5446 % Root relative squared error 82.995 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.076 0.618 0.695 0.654 0.91 chest 0.089 0.025 0.277 0.089 0.135 0.809 forearm 0.663 0.162 0.42 0.663 0.514 0.849 head 0.877 0.041 0.791 0.877 0.832 0.973 shin 0.763 0.058 0.699 0.763 0.73 0.959 thigh 0.158 0.039 0.415 0.158 0.229 0.809 upperarm 0.891 0.047 0.77 0.891 0.826 0.972 waist Weighted Avg. 0.617 0.066 0.585 0.617 0.582 0.902 === Confusion Matrix === a b c d e f g <-- classified as 312 7 71 2 45 7 5 | a = chest 6 26 87 36 20 31 85 | b = forearm 51 21 297 39 2 19 19 | c = head 15 7 9 393 15 6 3 | d = shin 59 8 0 7 342 32 0 | e = thigh 57 16 226 8 64 71 7 | f = upperarm 5 9 17 12 1 5 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1833 61.4894 % Incorrectly Classified Instances 1148 38.5106 % Kappa statistic 0.5477 Mean absolute error 0.1146 Root mean squared error 0.2904 Relative absolute error 46.9328 % Root relative squared error 83.1166 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.673 0.072 0.623 0.673 0.647 0.922 chest 0.065 0.03 0.19 0.065 0.097 0.787 forearm 0.692 0.158 0.437 0.692 0.535 0.873 head 0.859 0.037 0.805 0.859 0.832 0.966 shin 0.752 0.067 0.666 0.752 0.706 0.952 thigh 0.143 0.032 0.438 0.143 0.215 0.804 upperarm 0.929 0.055 0.748 0.929 0.829 0.972 waist Weighted Avg. 0.615 0.066 0.578 0.615 0.575 0.902 === Confusion Matrix === a b c d e f g <-- classified as 302 8 76 0 47 10 6 | a = chest 6 19 72 38 28 28 100 | b = forearm 45 19 310 44 6 10 14 | c = head 13 15 8 385 18 5 4 | d = shin 64 13 2 4 337 24 4 | e = thigh 49 12 236 6 70 64 12 | f = upperarm 6 14 6 1 0 5 416 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1833 61.4894 % Incorrectly Classified Instances 1148 38.5106 % Kappa statistic 0.5476 Mean absolute error 0.1154 Root mean squared error 0.2929 Relative absolute error 47.2657 % Root relative squared error 83.8164 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.686 0.073 0.623 0.686 0.653 0.913 chest 0.093 0.024 0.297 0.093 0.141 0.816 forearm 0.658 0.164 0.415 0.658 0.509 0.848 head 0.853 0.039 0.794 0.853 0.822 0.969 shin 0.783 0.065 0.682 0.783 0.729 0.947 thigh 0.134 0.036 0.397 0.134 0.2 0.801 upperarm 0.915 0.051 0.761 0.915 0.831 0.972 waist Weighted Avg. 0.615 0.067 0.581 0.615 0.577 0.9 === Confusion Matrix === a b c d e f g <-- classified as 308 4 73 0 56 6 2 | a = chest 9 27 97 33 14 31 80 | b = forearm 54 18 295 39 4 12 26 | c = head 9 14 3 382 28 8 4 | d = shin 51 5 2 8 351 31 0 | e = thigh 61 14 225 11 61 60 17 | f = upperarm 2 9 15 8 1 3 410 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1862 62.4623 % Incorrectly Classified Instances 1119 37.5377 % Kappa statistic 0.5591 Mean absolute error 0.1133 Root mean squared error 0.2876 Relative absolute error 46.3903 % Root relative squared error 82.293 % Total Number of Instances 2981 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.695 0.064 0.658 0.695 0.676 0.919 chest 0.058 0.033 0.162 0.058 0.086 0.804 forearm 0.715 0.155 0.45 0.715 0.552 0.871 head 0.882 0.036 0.811 0.882 0.845 0.971 shin 0.766 0.064 0.679 0.766 0.72 0.951 thigh 0.167 0.04 0.426 0.167 0.24 0.804 upperarm 0.893 0.048 0.766 0.893 0.824 0.969 waist Weighted Avg. 0.625 0.064 0.586 0.625 0.588 0.903 === Confusion Matrix === a b c d e f g <-- classified as 312 14 60 0 51 9 3 | a = chest 12 17 82 33 24 31 92 | b = forearm 32 21 321 40 2 17 16 | c = head 9 13 6 395 16 6 3 | d = shin 51 11 3 5 343 34 1 | e = thigh 48 20 226 4 69 75 7 | f = upperarm 10 9 15 10 0 4 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1825 61.2416 % Incorrectly Classified Instances 1155 38.7584 % Kappa statistic 0.5447 Mean absolute error 0.1146 Root mean squared error 0.2931 Relative absolute error 46.9077 % Root relative squared error 83.8685 % Total Number of Instances 2980 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.674 0.066 0.643 0.674 0.658 0.915 chest 0.045 0.028 0.148 0.045 0.069 0.828 forearm 0.655 0.163 0.416 0.655 0.509 0.849 head 0.864 0.042 0.785 0.864 0.823 0.971 shin 0.817 0.062 0.7 0.817 0.754 0.958 thigh 0.14 0.039 0.391 0.14 0.207 0.801 upperarm 0.895 0.054 0.743 0.895 0.812 0.963 waist Weighted Avg. 0.612 0.067 0.567 0.612 0.572 0.901 === Confusion Matrix === a b c d e f g <-- classified as 302 8 71 0 47 11 9 | a = chest 9 13 95 31 21 33 89 | b = forearm 46 16 294 56 7 12 18 | c = head 13 11 10 387 17 7 3 | d = shin 36 11 0 3 366 30 2 | e = thigh 59 15 223 9 63 63 17 | f = upperarm 5 14 14 7 2 5 400 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 3 RUN: 0 FOLD: 0 Correctly Classified Instances 2102 59.0284 % Incorrectly Classified Instances 1459 40.9716 % Kappa statistic 0.522 Mean absolute error 0.1235 Root mean squared error 0.2946 Relative absolute error 50.4361 % Root relative squared error 84.1952 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.163 0.418 0.705 0.525 0.873 chest 0.201 0.031 0.52 0.201 0.29 0.858 forearm 0.703 0.13 0.473 0.703 0.566 0.891 head 0.819 0.024 0.849 0.819 0.834 0.921 shin 0.762 0.03 0.81 0.762 0.785 0.948 thigh 0.214 0.057 0.387 0.214 0.276 0.743 upperarm 0.725 0.043 0.739 0.725 0.732 0.929 waist Weighted Avg. 0.59 0.068 0.6 0.59 0.573 0.88 === Confusion Matrix === a b c d e f g <-- classified as 359 12 74 1 49 10 4 | a = chest 76 102 152 16 4 86 71 | b = forearm 53 18 357 1 19 34 26 | c = head 22 20 15 417 12 16 7 | d = shin 58 10 17 6 388 14 16 | e = thigh 235 23 107 22 6 109 7 | f = upperarm 55 11 32 28 1 13 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2117 59.4496 % Incorrectly Classified Instances 1444 40.5504 % Kappa statistic 0.5269 Mean absolute error 0.1243 Root mean squared error 0.2943 Relative absolute error 50.7543 % Root relative squared error 84.094 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.17 0.424 0.75 0.542 0.88 chest 0.244 0.028 0.593 0.244 0.346 0.869 forearm 0.693 0.118 0.494 0.693 0.577 0.886 head 0.798 0.023 0.851 0.798 0.824 0.929 shin 0.748 0.035 0.779 0.748 0.763 0.938 thigh 0.183 0.057 0.35 0.183 0.24 0.709 upperarm 0.745 0.042 0.747 0.745 0.746 0.933 waist Weighted Avg. 0.594 0.068 0.605 0.594 0.577 0.878 === Confusion Matrix === a b c d e f g <-- classified as 382 14 58 0 45 9 1 | a = chest 77 124 124 10 5 97 71 | b = forearm 64 19 352 0 27 26 20 | c = head 38 12 15 406 19 12 7 | d = shin 66 11 11 8 380 14 18 | e = thigh 232 25 117 19 11 93 12 | f = upperarm 41 4 35 34 1 15 380 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2085 58.551 % Incorrectly Classified Instances 1476 41.449 % Kappa statistic 0.5164 Mean absolute error 0.1258 Root mean squared error 0.2951 Relative absolute error 51.3563 % Root relative squared error 84.3375 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.752 0.164 0.433 0.752 0.549 0.881 chest 0.199 0.032 0.51 0.199 0.286 0.863 forearm 0.699 0.125 0.482 0.699 0.57 0.891 head 0.8 0.027 0.832 0.8 0.816 0.934 shin 0.75 0.037 0.771 0.75 0.76 0.932 thigh 0.187 0.056 0.358 0.187 0.245 0.73 upperarm 0.712 0.043 0.736 0.712 0.724 0.929 waist Weighted Avg. 0.586 0.069 0.589 0.586 0.565 0.88 === Confusion Matrix === a b c d e f g <-- classified as 383 12 53 1 47 3 10 | a = chest 90 101 140 12 7 90 68 | b = forearm 51 18 355 2 24 38 20 | c = head 27 13 18 407 24 15 5 | d = shin 49 19 14 6 381 18 21 | e = thigh 227 26 121 27 7 95 6 | f = upperarm 58 9 36 34 4 6 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2074 58.2421 % Incorrectly Classified Instances 1487 41.7579 % Kappa statistic 0.5128 Mean absolute error 0.1266 Root mean squared error 0.2961 Relative absolute error 51.7085 % Root relative squared error 84.604 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.171 0.419 0.737 0.534 0.879 chest 0.207 0.028 0.55 0.207 0.301 0.842 forearm 0.713 0.126 0.485 0.713 0.578 0.89 head 0.797 0.026 0.835 0.797 0.816 0.929 shin 0.73 0.033 0.784 0.73 0.756 0.946 thigh 0.187 0.06 0.341 0.187 0.241 0.721 upperarm 0.704 0.042 0.736 0.704 0.719 0.927 waist Weighted Avg. 0.582 0.07 0.593 0.582 0.564 0.876 === Confusion Matrix === a b c d e f g <-- classified as 376 8 72 0 44 6 4 | a = chest 82 105 133 13 8 95 71 | b = forearm 53 25 363 0 17 31 20 | c = head 27 9 19 405 18 24 6 | d = shin 72 9 8 11 371 16 21 | e = thigh 228 20 120 27 12 95 7 | f = upperarm 59 15 33 29 3 12 359 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2038 57.2311 % Incorrectly Classified Instances 1523 42.7689 % Kappa statistic 0.501 Mean absolute error 0.1284 Root mean squared error 0.3005 Relative absolute error 52.421 % Root relative squared error 85.8734 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.163 0.431 0.739 0.544 0.881 chest 0.203 0.03 0.528 0.203 0.293 0.852 forearm 0.695 0.141 0.451 0.695 0.547 0.879 head 0.76 0.032 0.796 0.76 0.777 0.908 shin 0.756 0.031 0.8 0.756 0.777 0.951 thigh 0.181 0.052 0.365 0.181 0.242 0.723 upperarm 0.671 0.048 0.699 0.671 0.685 0.914 waist Weighted Avg. 0.572 0.071 0.581 0.572 0.552 0.872 === Confusion Matrix === a b c d e f g <-- classified as 377 7 78 3 36 4 5 | a = chest 64 103 159 16 5 81 79 | b = forearm 58 23 354 1 20 30 23 | c = head 39 17 23 386 24 12 7 | d = shin 59 15 6 6 384 18 20 | e = thigh 229 19 126 20 10 92 13 | f = upperarm 49 11 39 53 1 15 342 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2095 58.8318 % Incorrectly Classified Instances 1466 41.1682 % Kappa statistic 0.5197 Mean absolute error 0.1252 Root mean squared error 0.2975 Relative absolute error 51.1359 % Root relative squared error 85.0156 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.168 0.418 0.72 0.528 0.871 chest 0.205 0.034 0.498 0.205 0.291 0.849 forearm 0.68 0.117 0.491 0.68 0.57 0.885 head 0.811 0.027 0.832 0.811 0.822 0.93 shin 0.756 0.035 0.78 0.756 0.768 0.938 thigh 0.234 0.051 0.431 0.234 0.303 0.741 upperarm 0.712 0.047 0.717 0.712 0.715 0.915 waist Weighted Avg. 0.588 0.069 0.595 0.588 0.571 0.876 === Confusion Matrix === a b c d e f g <-- classified as 367 11 64 1 51 7 9 | a = chest 85 104 132 14 6 85 81 | b = forearm 66 25 346 1 19 26 26 | c = head 24 18 22 412 20 9 3 | d = shin 71 11 9 2 384 18 13 | e = thigh 209 26 105 29 10 119 11 | f = upperarm 57 14 26 36 2 12 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2098 58.9326 % Incorrectly Classified Instances 1462 41.0674 % Kappa statistic 0.5208 Mean absolute error 0.1252 Root mean squared error 0.2971 Relative absolute error 51.1088 % Root relative squared error 84.9144 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.172 0.419 0.741 0.535 0.875 chest 0.209 0.031 0.525 0.209 0.299 0.846 forearm 0.689 0.12 0.49 0.689 0.572 0.886 head 0.799 0.027 0.832 0.799 0.815 0.927 shin 0.76 0.035 0.785 0.76 0.772 0.945 thigh 0.226 0.058 0.394 0.226 0.287 0.746 upperarm 0.7 0.037 0.761 0.7 0.729 0.923 waist Weighted Avg. 0.589 0.069 0.601 0.589 0.573 0.878 === Confusion Matrix === a b c d e f g <-- classified as 378 15 50 2 56 8 1 | a = chest 92 106 138 20 4 83 64 | b = forearm 53 24 350 0 23 39 19 | c = head 35 17 14 406 17 16 3 | d = shin 71 12 7 3 386 18 11 | e = thigh 211 19 123 22 5 115 14 | f = upperarm 62 9 33 35 1 13 357 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2104 59.1011 % Incorrectly Classified Instances 1456 40.8989 % Kappa statistic 0.5228 Mean absolute error 0.1247 Root mean squared error 0.2947 Relative absolute error 50.9383 % Root relative squared error 84.2316 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.168 0.419 0.727 0.531 0.87 chest 0.219 0.03 0.55 0.219 0.313 0.854 forearm 0.701 0.117 0.499 0.701 0.583 0.898 head 0.805 0.028 0.83 0.805 0.817 0.926 shin 0.766 0.036 0.782 0.766 0.774 0.933 thigh 0.2 0.061 0.355 0.2 0.256 0.73 upperarm 0.718 0.038 0.761 0.718 0.739 0.929 waist Weighted Avg. 0.591 0.068 0.599 0.591 0.573 0.877 === Confusion Matrix === a b c d e f g <-- classified as 370 14 59 0 60 5 1 | a = chest 81 111 134 16 7 87 71 | b = forearm 61 16 356 1 17 38 19 | c = head 25 13 26 409 16 15 4 | d = shin 55 9 12 4 390 24 15 | e = thigh 239 27 102 28 6 102 5 | f = upperarm 53 12 25 35 3 16 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2037 57.2191 % Incorrectly Classified Instances 1523 42.7809 % Kappa statistic 0.5009 Mean absolute error 0.129 Root mean squared error 0.3004 Relative absolute error 52.6767 % Root relative squared error 85.8479 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.745 0.169 0.423 0.745 0.54 0.873 chest 0.219 0.028 0.563 0.219 0.315 0.853 forearm 0.638 0.128 0.453 0.638 0.529 0.87 head 0.774 0.031 0.805 0.774 0.789 0.905 shin 0.749 0.038 0.765 0.749 0.757 0.936 thigh 0.187 0.057 0.353 0.187 0.244 0.725 upperarm 0.694 0.047 0.712 0.694 0.703 0.927 waist Weighted Avg. 0.572 0.071 0.582 0.572 0.554 0.87 === Confusion Matrix === a b c d e f g <-- classified as 379 6 67 0 47 7 3 | a = chest 83 111 140 13 7 75 78 | b = forearm 71 13 324 0 32 49 19 | c = head 35 19 20 393 21 14 6 | d = shin 54 17 13 7 381 17 20 | e = thigh 224 23 118 25 7 95 17 | f = upperarm 49 8 34 50 3 12 354 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2105 59.1292 % Incorrectly Classified Instances 1455 40.8708 % Kappa statistic 0.5232 Mean absolute error 0.1244 Root mean squared error 0.2966 Relative absolute error 50.795 % Root relative squared error 84.7541 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.179 0.408 0.737 0.525 0.867 chest 0.207 0.038 0.477 0.207 0.289 0.85 forearm 0.671 0.114 0.495 0.671 0.57 0.878 head 0.831 0.027 0.836 0.831 0.833 0.938 shin 0.762 0.027 0.826 0.762 0.793 0.953 thigh 0.196 0.051 0.389 0.196 0.261 0.738 upperarm 0.733 0.041 0.749 0.733 0.741 0.915 waist Weighted Avg. 0.591 0.068 0.597 0.591 0.573 0.877 === Confusion Matrix === a b c d e f g <-- classified as 375 17 66 0 43 7 1 | a = chest 101 105 123 20 3 82 73 | b = forearm 63 32 341 3 15 27 27 | c = head 21 18 19 422 13 12 3 | d = shin 55 12 8 8 388 22 16 | e = thigh 257 22 101 18 6 100 5 | f = upperarm 48 14 31 34 2 7 374 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 2108 59.1969 % Incorrectly Classified Instances 1453 40.8031 % Kappa statistic 0.5239 Mean absolute error 0.1251 Root mean squared error 0.2951 Relative absolute error 51.0814 % Root relative squared error 84.3332 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.168 0.428 0.753 0.546 0.882 chest 0.239 0.029 0.573 0.239 0.337 0.85 forearm 0.701 0.11 0.514 0.701 0.593 0.897 head 0.787 0.031 0.806 0.787 0.797 0.919 shin 0.758 0.033 0.791 0.758 0.774 0.943 thigh 0.198 0.06 0.354 0.198 0.254 0.73 upperarm 0.706 0.043 0.733 0.706 0.719 0.924 waist Weighted Avg. 0.592 0.068 0.6 0.592 0.574 0.878 === Confusion Matrix === a b c d e f g <-- classified as 384 9 55 0 50 6 6 | a = chest 80 121 114 16 9 91 76 | b = forearm 54 19 356 2 20 39 18 | c = head 30 22 15 400 17 18 6 | d = shin 63 9 15 6 386 15 15 | e = thigh 230 21 110 32 5 101 10 | f = upperarm 56 10 28 40 1 15 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2034 57.1188 % Incorrectly Classified Instances 1527 42.8812 % Kappa statistic 0.4997 Mean absolute error 0.129 Root mean squared error 0.3018 Relative absolute error 52.6768 % Root relative squared error 86.2478 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.172 0.413 0.722 0.525 0.864 chest 0.219 0.031 0.539 0.219 0.311 0.857 forearm 0.677 0.137 0.452 0.677 0.542 0.876 head 0.78 0.025 0.839 0.78 0.808 0.92 shin 0.739 0.033 0.788 0.739 0.763 0.942 thigh 0.179 0.064 0.317 0.179 0.229 0.71 upperarm 0.682 0.039 0.747 0.682 0.713 0.921 waist Weighted Avg. 0.571 0.072 0.585 0.571 0.556 0.87 === Confusion Matrix === a b c d e f g <-- classified as 368 11 69 0 51 7 4 | a = chest 81 111 153 10 4 83 65 | b = forearm 51 24 344 2 17 50 20 | c = head 31 15 22 396 21 16 7 | d = shin 67 6 11 8 376 26 15 | e = thigh 242 31 115 18 5 91 7 | f = upperarm 52 8 47 38 3 14 348 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2091 58.7195 % Incorrectly Classified Instances 1470 41.2805 % Kappa statistic 0.5184 Mean absolute error 0.1246 Root mean squared error 0.2957 Relative absolute error 50.872 % Root relative squared error 84.5092 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.175 0.414 0.741 0.531 0.883 chest 0.247 0.025 0.619 0.247 0.353 0.854 forearm 0.671 0.118 0.487 0.671 0.565 0.892 head 0.817 0.028 0.827 0.817 0.822 0.932 shin 0.739 0.042 0.748 0.739 0.743 0.942 thigh 0.185 0.047 0.398 0.185 0.252 0.743 upperarm 0.71 0.047 0.717 0.71 0.713 0.926 waist Weighted Avg. 0.587 0.069 0.601 0.587 0.569 0.882 === Confusion Matrix === a b c d e f g <-- classified as 378 3 59 1 58 4 7 | a = chest 69 125 137 14 11 74 77 | b = forearm 73 20 341 1 27 29 17 | c = head 29 8 19 415 19 16 2 | d = shin 63 15 8 6 376 15 26 | e = thigh 240 19 105 27 10 94 14 | f = upperarm 61 12 31 38 2 4 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2048 57.5119 % Incorrectly Classified Instances 1513 42.4881 % Kappa statistic 0.5043 Mean absolute error 0.1281 Root mean squared error 0.3004 Relative absolute error 52.2877 % Root relative squared error 85.837 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.17 0.417 0.729 0.531 0.87 chest 0.172 0.03 0.483 0.172 0.253 0.856 forearm 0.678 0.13 0.465 0.678 0.552 0.879 head 0.778 0.026 0.832 0.778 0.804 0.912 shin 0.742 0.031 0.797 0.742 0.769 0.928 thigh 0.196 0.063 0.342 0.196 0.25 0.713 upperarm 0.729 0.044 0.734 0.729 0.732 0.927 waist Weighted Avg. 0.575 0.071 0.581 0.575 0.556 0.869 === Confusion Matrix === a b c d e f g <-- classified as 372 10 69 1 41 15 2 | a = chest 85 87 147 14 4 94 76 | b = forearm 63 23 345 0 23 34 21 | c = head 34 18 24 395 18 13 6 | d = shin 53 10 15 9 377 20 24 | e = thigh 227 22 116 29 9 100 6 | f = upperarm 58 10 26 27 1 16 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2063 57.9332 % Incorrectly Classified Instances 1498 42.0668 % Kappa statistic 0.5092 Mean absolute error 0.128 Root mean squared error 0.2996 Relative absolute error 52.2781 % Root relative squared error 85.6266 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.168 0.416 0.719 0.527 0.868 chest 0.203 0.036 0.481 0.203 0.285 0.845 forearm 0.68 0.13 0.466 0.68 0.553 0.879 head 0.799 0.029 0.822 0.799 0.81 0.916 shin 0.783 0.033 0.799 0.783 0.791 0.943 thigh 0.175 0.052 0.357 0.175 0.235 0.727 upperarm 0.696 0.042 0.733 0.696 0.714 0.92 waist Weighted Avg. 0.579 0.07 0.582 0.579 0.559 0.871 === Confusion Matrix === a b c d e f g <-- classified as 366 13 70 1 53 3 3 | a = chest 81 103 140 16 7 84 77 | b = forearm 63 26 346 1 18 34 21 | c = head 25 21 23 406 16 12 5 | d = shin 54 11 10 4 398 16 15 | e = thigh 232 24 126 24 6 89 8 | f = upperarm 59 16 27 42 0 11 355 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2096 58.8599 % Incorrectly Classified Instances 1465 41.1401 % Kappa statistic 0.52 Mean absolute error 0.1244 Root mean squared error 0.2963 Relative absolute error 50.813 % Root relative squared error 84.675 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.162 0.429 0.731 0.541 0.872 chest 0.175 0.029 0.497 0.175 0.259 0.844 forearm 0.68 0.128 0.47 0.68 0.556 0.882 head 0.841 0.027 0.839 0.841 0.84 0.942 shin 0.744 0.038 0.765 0.744 0.754 0.942 thigh 0.218 0.047 0.435 0.218 0.291 0.751 upperarm 0.731 0.049 0.716 0.731 0.724 0.926 waist Weighted Avg. 0.589 0.069 0.593 0.589 0.566 0.88 === Confusion Matrix === a b c d e f g <-- classified as 372 13 64 3 50 3 4 | a = chest 80 89 150 12 8 77 92 | b = forearm 64 24 346 1 28 24 22 | c = head 22 9 17 427 17 12 4 | d = shin 65 14 10 4 378 16 21 | e = thigh 214 24 116 27 12 111 5 | f = upperarm 50 6 33 35 1 12 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2112 59.3258 % Incorrectly Classified Instances 1448 40.6742 % Kappa statistic 0.5255 Mean absolute error 0.1234 Root mean squared error 0.294 Relative absolute error 50.4057 % Root relative squared error 84.0142 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.172 0.417 0.739 0.533 0.871 chest 0.231 0.032 0.542 0.231 0.324 0.856 forearm 0.693 0.108 0.516 0.693 0.592 0.896 head 0.79 0.029 0.817 0.79 0.803 0.922 shin 0.768 0.035 0.785 0.768 0.776 0.953 thigh 0.224 0.056 0.401 0.224 0.288 0.741 upperarm 0.708 0.041 0.741 0.708 0.724 0.93 waist Weighted Avg. 0.593 0.068 0.603 0.593 0.577 0.881 === Confusion Matrix === a b c d e f g <-- classified as 376 12 65 1 50 3 2 | a = chest 93 117 113 23 3 93 65 | b = forearm 62 13 352 1 24 34 22 | c = head 32 17 15 402 21 11 11 | d = shin 57 18 5 9 390 14 15 | e = thigh 237 22 103 14 8 114 11 | f = upperarm 45 17 29 42 1 15 361 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2092 58.764 % Incorrectly Classified Instances 1468 41.236 % Kappa statistic 0.5189 Mean absolute error 0.1252 Root mean squared error 0.2951 Relative absolute error 51.1041 % Root relative squared error 84.3195 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.167 0.425 0.737 0.539 0.879 chest 0.217 0.038 0.485 0.217 0.3 0.858 forearm 0.657 0.127 0.463 0.657 0.543 0.88 head 0.792 0.023 0.854 0.792 0.822 0.93 shin 0.766 0.032 0.799 0.766 0.782 0.943 thigh 0.226 0.056 0.401 0.226 0.289 0.74 upperarm 0.718 0.038 0.759 0.718 0.738 0.917 waist Weighted Avg. 0.588 0.069 0.598 0.588 0.573 0.878 === Confusion Matrix === a b c d e f g <-- classified as 375 16 62 0 40 10 6 | a = chest 81 110 156 9 3 88 60 | b = forearm 68 27 334 1 21 37 20 | c = head 31 17 20 403 23 12 3 | d = shin 66 16 7 4 389 15 11 | e = thigh 217 23 110 20 8 115 16 | f = upperarm 45 18 33 35 3 10 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2116 59.4382 % Incorrectly Classified Instances 1444 40.5618 % Kappa statistic 0.5268 Mean absolute error 0.1239 Root mean squared error 0.2926 Relative absolute error 50.6111 % Root relative squared error 83.6182 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.17 0.435 0.784 0.559 0.887 chest 0.191 0.028 0.533 0.191 0.282 0.854 forearm 0.717 0.127 0.485 0.717 0.578 0.888 head 0.798 0.023 0.853 0.798 0.824 0.927 shin 0.766 0.029 0.816 0.766 0.79 0.951 thigh 0.196 0.056 0.368 0.196 0.256 0.72 upperarm 0.708 0.04 0.746 0.708 0.726 0.928 waist Weighted Avg. 0.594 0.068 0.605 0.594 0.574 0.879 === Confusion Matrix === a b c d e f g <-- classified as 399 8 57 1 39 4 1 | a = chest 96 97 135 16 6 92 65 | b = forearm 46 14 364 0 20 41 23 | c = head 26 16 26 406 16 13 6 | d = shin 60 14 9 3 389 13 20 | e = thigh 233 25 119 18 6 100 8 | f = upperarm 58 8 41 32 1 9 361 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2081 58.4551 % Incorrectly Classified Instances 1479 41.5449 % Kappa statistic 0.5153 Mean absolute error 0.1261 Root mean squared error 0.2975 Relative absolute error 51.4914 % Root relative squared error 85.0217 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.164 0.416 0.699 0.522 0.873 chest 0.199 0.029 0.532 0.199 0.29 0.859 forearm 0.713 0.122 0.493 0.713 0.583 0.884 head 0.805 0.03 0.815 0.805 0.81 0.926 shin 0.737 0.035 0.78 0.737 0.758 0.933 thigh 0.202 0.06 0.361 0.202 0.259 0.728 upperarm 0.735 0.045 0.731 0.735 0.733 0.919 waist Weighted Avg. 0.585 0.069 0.59 0.585 0.565 0.874 === Confusion Matrix === a b c d e f g <-- classified as 356 12 69 0 55 10 7 | a = chest 86 101 131 19 7 93 70 | b = forearm 53 22 362 0 19 23 29 | c = head 34 17 15 409 13 17 3 | d = shin 61 12 14 8 375 24 15 | e = thigh 219 22 113 29 9 103 14 | f = upperarm 46 4 30 37 3 15 375 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 2103 59.0564 % Incorrectly Classified Instances 1458 40.9436 % Kappa statistic 0.5223 Mean absolute error 0.1251 Root mean squared error 0.2947 Relative absolute error 51.0812 % Root relative squared error 84.2205 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.169 0.418 0.727 0.531 0.873 chest 0.223 0.025 0.595 0.223 0.324 0.854 forearm 0.705 0.118 0.499 0.705 0.584 0.894 head 0.786 0.028 0.825 0.786 0.805 0.919 shin 0.748 0.04 0.758 0.748 0.753 0.945 thigh 0.22 0.051 0.416 0.22 0.288 0.74 upperarm 0.724 0.047 0.721 0.724 0.722 0.923 waist Weighted Avg. 0.591 0.068 0.605 0.591 0.573 0.879 === Confusion Matrix === a b c d e f g <-- classified as 371 9 64 2 54 5 5 | a = chest 73 113 141 18 4 76 82 | b = forearm 53 10 358 2 24 41 20 | c = head 28 14 23 400 25 11 8 | d = shin 72 16 9 2 380 14 15 | e = thigh 235 21 94 26 8 112 13 | f = upperarm 55 7 28 35 6 10 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2093 58.7756 % Incorrectly Classified Instances 1468 41.2244 % Kappa statistic 0.519 Mean absolute error 0.1251 Root mean squared error 0.2965 Relative absolute error 51.0977 % Root relative squared error 84.7459 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.162 0.429 0.729 0.54 0.881 chest 0.225 0.028 0.567 0.225 0.322 0.846 forearm 0.697 0.126 0.479 0.697 0.568 0.888 head 0.794 0.028 0.826 0.794 0.81 0.928 shin 0.732 0.034 0.783 0.732 0.757 0.935 thigh 0.212 0.058 0.38 0.212 0.272 0.742 upperarm 0.724 0.045 0.729 0.724 0.726 0.923 waist Weighted Avg. 0.588 0.069 0.599 0.588 0.571 0.877 === Confusion Matrix === a b c d e f g <-- classified as 372 4 77 0 45 7 5 | a = chest 86 114 118 21 7 88 73 | b = forearm 61 18 354 0 24 31 20 | c = head 32 14 25 404 18 13 3 | d = shin 56 13 13 6 372 22 26 | e = thigh 228 19 112 25 7 108 10 | f = upperarm 32 19 40 33 2 15 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2123 59.6181 % Incorrectly Classified Instances 1438 40.3819 % Kappa statistic 0.5288 Mean absolute error 0.1232 Root mean squared error 0.2938 Relative absolute error 50.3026 % Root relative squared error 83.9627 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.16 0.435 0.739 0.548 0.885 chest 0.229 0.037 0.509 0.229 0.316 0.856 forearm 0.685 0.12 0.487 0.685 0.569 0.888 head 0.817 0.029 0.825 0.817 0.821 0.923 shin 0.776 0.032 0.803 0.776 0.789 0.952 thigh 0.228 0.057 0.401 0.228 0.291 0.749 upperarm 0.698 0.037 0.761 0.698 0.728 0.925 waist Weighted Avg. 0.596 0.067 0.603 0.596 0.58 0.883 === Confusion Matrix === a b c d e f g <-- classified as 377 13 67 0 45 4 4 | a = chest 84 116 118 15 3 102 69 | b = forearm 64 30 348 0 21 27 18 | c = head 27 19 18 415 17 11 1 | d = shin 61 12 8 7 395 16 10 | e = thigh 204 28 121 22 8 116 10 | f = upperarm 49 10 35 44 3 13 356 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2078 58.3544 % Incorrectly Classified Instances 1483 41.6456 % Kappa statistic 0.5141 Mean absolute error 0.1262 Root mean squared error 0.297 Relative absolute error 51.5385 % Root relative squared error 84.863 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.164 0.434 0.751 0.55 0.884 chest 0.217 0.035 0.507 0.217 0.304 0.855 forearm 0.685 0.132 0.463 0.685 0.553 0.88 head 0.801 0.03 0.817 0.801 0.809 0.924 shin 0.749 0.028 0.819 0.749 0.782 0.937 thigh 0.187 0.057 0.354 0.187 0.245 0.73 upperarm 0.694 0.041 0.739 0.694 0.716 0.92 waist Weighted Avg. 0.584 0.069 0.591 0.584 0.566 0.876 === Confusion Matrix === a b c d e f g <-- classified as 383 9 67 0 43 4 4 | a = chest 76 110 157 6 5 90 63 | b = forearm 56 24 348 2 18 35 25 | c = head 35 15 16 407 13 13 9 | d = shin 60 19 8 11 381 20 10 | e = thigh 218 28 120 29 5 95 14 | f = upperarm 55 12 35 43 0 11 354 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2054 57.6804 % Incorrectly Classified Instances 1507 42.3196 % Kappa statistic 0.5063 Mean absolute error 0.1273 Root mean squared error 0.3002 Relative absolute error 51.9694 % Root relative squared error 85.8 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.183 0.397 0.723 0.513 0.859 chest 0.197 0.032 0.503 0.197 0.283 0.864 forearm 0.677 0.128 0.468 0.677 0.553 0.88 head 0.797 0.027 0.832 0.797 0.814 0.931 shin 0.754 0.035 0.782 0.754 0.768 0.944 thigh 0.194 0.046 0.416 0.194 0.265 0.727 upperarm 0.694 0.043 0.731 0.694 0.712 0.918 waist Weighted Avg. 0.577 0.071 0.59 0.577 0.558 0.875 === Confusion Matrix === a b c d e f g <-- classified as 368 16 67 1 50 5 2 | a = chest 87 100 163 10 4 71 73 | b = forearm 64 23 344 2 21 29 25 | c = head 33 14 16 405 25 11 4 | d = shin 63 8 8 10 384 18 18 | e = thigh 240 25 107 24 6 99 8 | f = upperarm 72 13 30 35 1 5 354 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2127 59.7304 % Incorrectly Classified Instances 1434 40.2696 % Kappa statistic 0.5302 Mean absolute error 0.1231 Root mean squared error 0.2921 Relative absolute error 50.2538 % Root relative squared error 83.4688 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.159 0.446 0.768 0.565 0.881 chest 0.219 0.027 0.578 0.219 0.317 0.862 forearm 0.685 0.118 0.492 0.685 0.573 0.887 head 0.805 0.028 0.83 0.805 0.817 0.919 shin 0.788 0.034 0.792 0.788 0.79 0.946 thigh 0.202 0.067 0.336 0.202 0.252 0.724 upperarm 0.714 0.038 0.758 0.714 0.735 0.935 waist Weighted Avg. 0.597 0.067 0.605 0.597 0.579 0.879 === Confusion Matrix === a b c d e f g <-- classified as 391 7 56 2 44 7 2 | a = chest 76 111 126 20 5 109 61 | b = forearm 49 31 348 0 23 34 23 | c = head 25 10 21 409 17 19 7 | d = shin 53 9 12 2 401 17 15 | e = thigh 232 19 104 28 15 103 8 | f = upperarm 50 5 40 32 1 18 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2103 59.073 % Incorrectly Classified Instances 1457 40.927 % Kappa statistic 0.5225 Mean absolute error 0.1246 Root mean squared error 0.2965 Relative absolute error 50.8911 % Root relative squared error 84.7297 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.16 0.429 0.719 0.537 0.876 chest 0.213 0.028 0.554 0.213 0.308 0.85 forearm 0.67 0.124 0.474 0.67 0.555 0.88 head 0.829 0.03 0.821 0.829 0.825 0.943 shin 0.785 0.036 0.784 0.785 0.785 0.946 thigh 0.204 0.057 0.374 0.204 0.264 0.73 upperarm 0.714 0.042 0.738 0.714 0.726 0.922 waist Weighted Avg. 0.591 0.068 0.596 0.591 0.571 0.878 === Confusion Matrix === a b c d e f g <-- classified as 366 5 63 1 60 7 7 | a = chest 83 108 146 18 4 80 68 | b = forearm 53 19 341 2 22 49 23 | c = head 24 11 11 421 18 14 9 | d = shin 45 13 10 9 399 18 14 | e = thigh 232 26 117 18 4 104 8 | f = upperarm 50 13 31 44 2 6 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2044 57.4157 % Incorrectly Classified Instances 1516 42.5843 % Kappa statistic 0.5031 Mean absolute error 0.128 Root mean squared error 0.3003 Relative absolute error 52.2829 % Root relative squared error 85.8134 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.181 0.397 0.715 0.511 0.86 chest 0.193 0.028 0.533 0.193 0.284 0.852 forearm 0.69 0.117 0.495 0.69 0.576 0.89 head 0.793 0.022 0.856 0.793 0.823 0.918 shin 0.728 0.035 0.776 0.728 0.751 0.935 thigh 0.159 0.062 0.301 0.159 0.208 0.707 upperarm 0.739 0.051 0.707 0.739 0.723 0.923 waist Weighted Avg. 0.574 0.071 0.581 0.574 0.554 0.869 === Confusion Matrix === a b c d e f g <-- classified as 364 16 63 2 48 11 5 | a = chest 86 98 127 13 6 93 84 | b = forearm 65 20 351 0 21 32 20 | c = head 23 16 27 403 16 20 3 | d = shin 68 9 13 3 370 16 29 | e = thigh 245 21 111 22 14 81 15 | f = upperarm 66 4 17 28 2 16 377 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2042 57.3596 % Incorrectly Classified Instances 1518 42.6404 % Kappa statistic 0.5025 Mean absolute error 0.1279 Root mean squared error 0.2993 Relative absolute error 52.2171 % Root relative squared error 85.5293 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.177 0.399 0.705 0.51 0.868 chest 0.164 0.03 0.472 0.164 0.243 0.835 forearm 0.67 0.127 0.467 0.67 0.55 0.882 head 0.803 0.026 0.836 0.803 0.819 0.925 shin 0.76 0.032 0.799 0.76 0.779 0.947 thigh 0.173 0.061 0.32 0.173 0.224 0.726 upperarm 0.739 0.043 0.741 0.739 0.74 0.93 waist Weighted Avg. 0.574 0.071 0.576 0.574 0.552 0.873 === Confusion Matrix === a b c d e f g <-- classified as 359 11 72 1 54 9 3 | a = chest 96 83 132 19 7 97 73 | b = forearm 66 25 341 0 12 41 24 | c = head 34 17 16 408 14 14 5 | d = shin 65 10 7 7 386 17 16 | e = thigh 233 19 132 17 9 88 11 | f = upperarm 46 11 30 36 1 9 377 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2085 58.5674 % Incorrectly Classified Instances 1475 41.4326 % Kappa statistic 0.5166 Mean absolute error 0.1265 Root mean squared error 0.2966 Relative absolute error 51.6574 % Root relative squared error 84.7493 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.764 0.17 0.428 0.764 0.549 0.883 chest 0.229 0.032 0.545 0.229 0.322 0.865 forearm 0.705 0.127 0.48 0.705 0.571 0.886 head 0.772 0.027 0.827 0.772 0.799 0.916 shin 0.719 0.034 0.78 0.719 0.748 0.933 thigh 0.214 0.051 0.413 0.214 0.282 0.731 upperarm 0.696 0.043 0.73 0.696 0.713 0.922 waist Weighted Avg. 0.586 0.069 0.601 0.586 0.569 0.876 === Confusion Matrix === a b c d e f g <-- classified as 389 9 57 2 45 2 5 | a = chest 79 116 142 15 4 72 79 | b = forearm 62 18 358 1 24 26 19 | c = head 32 23 18 393 21 20 2 | d = shin 66 14 16 4 365 20 23 | e = thigh 220 24 121 25 7 109 3 | f = upperarm 60 9 34 35 2 15 355 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 2076 58.2982 % Incorrectly Classified Instances 1485 41.7018 % Kappa statistic 0.5134 Mean absolute error 0.1267 Root mean squared error 0.299 Relative absolute error 51.7511 % Root relative squared error 85.4493 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.178 0.409 0.737 0.526 0.869 chest 0.215 0.03 0.542 0.215 0.308 0.845 forearm 0.662 0.108 0.505 0.662 0.573 0.884 head 0.807 0.034 0.799 0.807 0.803 0.931 shin 0.776 0.036 0.782 0.776 0.779 0.941 thigh 0.194 0.05 0.391 0.194 0.26 0.74 upperarm 0.688 0.05 0.698 0.688 0.693 0.914 waist Weighted Avg. 0.583 0.07 0.589 0.583 0.563 0.875 === Confusion Matrix === a b c d e f g <-- classified as 376 17 50 1 55 5 6 | a = chest 84 109 123 22 7 78 84 | b = forearm 71 18 337 1 17 34 31 | c = head 34 13 15 410 19 13 4 | d = shin 52 10 12 6 394 16 18 | e = thigh 245 21 102 23 10 99 9 | f = upperarm 58 13 28 50 2 8 351 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2084 58.5229 % Incorrectly Classified Instances 1477 41.4771 % Kappa statistic 0.5161 Mean absolute error 0.1257 Root mean squared error 0.2946 Relative absolute error 51.344 % Root relative squared error 84.1755 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.174 0.414 0.737 0.53 0.883 chest 0.199 0.03 0.521 0.199 0.288 0.857 forearm 0.705 0.128 0.479 0.705 0.571 0.884 head 0.791 0.022 0.859 0.791 0.824 0.922 shin 0.748 0.035 0.779 0.748 0.763 0.936 thigh 0.2 0.056 0.374 0.2 0.261 0.714 upperarm 0.714 0.038 0.757 0.714 0.735 0.932 waist Weighted Avg. 0.585 0.069 0.597 0.585 0.567 0.875 === Confusion Matrix === a b c d e f g <-- classified as 376 3 69 1 50 8 3 | a = chest 79 101 147 12 7 99 62 | b = forearm 55 27 359 0 21 23 24 | c = head 29 19 26 402 19 9 4 | d = shin 66 9 15 5 380 17 16 | e = thigh 237 25 105 23 9 102 8 | f = upperarm 66 10 28 25 2 15 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2097 58.888 % Incorrectly Classified Instances 1464 41.112 % Kappa statistic 0.5203 Mean absolute error 0.125 Root mean squared error 0.2973 Relative absolute error 51.0584 % Root relative squared error 84.9598 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.178 0.404 0.724 0.519 0.864 chest 0.221 0.031 0.541 0.221 0.314 0.846 forearm 0.659 0.111 0.496 0.659 0.566 0.888 head 0.797 0.028 0.828 0.797 0.812 0.931 shin 0.764 0.036 0.778 0.764 0.771 0.943 thigh 0.198 0.054 0.378 0.198 0.26 0.74 upperarm 0.757 0.041 0.757 0.757 0.757 0.935 waist Weighted Avg. 0.589 0.069 0.598 0.589 0.571 0.878 === Confusion Matrix === a b c d e f g <-- classified as 369 17 59 1 52 8 4 | a = chest 90 112 126 14 7 77 81 | b = forearm 75 22 335 1 22 37 16 | c = head 38 15 10 405 18 16 6 | d = shin 56 12 11 9 389 18 14 | e = thigh 236 22 106 29 12 101 3 | f = upperarm 49 7 28 30 0 10 386 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2073 58.214 % Incorrectly Classified Instances 1488 41.786 % Kappa statistic 0.5125 Mean absolute error 0.1267 Root mean squared error 0.2976 Relative absolute error 51.738 % Root relative squared error 85.056 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.174 0.409 0.722 0.522 0.869 chest 0.219 0.029 0.552 0.219 0.314 0.858 forearm 0.695 0.118 0.496 0.695 0.579 0.891 head 0.77 0.028 0.823 0.77 0.796 0.92 shin 0.737 0.04 0.755 0.737 0.746 0.931 thigh 0.214 0.057 0.384 0.214 0.275 0.742 upperarm 0.718 0.041 0.744 0.718 0.731 0.926 waist Weighted Avg. 0.582 0.07 0.595 0.582 0.566 0.877 === Confusion Matrix === a b c d e f g <-- classified as 368 3 67 1 54 11 6 | a = chest 84 111 127 15 9 89 72 | b = forearm 65 23 353 2 22 26 17 | c = head 33 18 19 391 28 16 3 | d = shin 69 11 13 5 375 19 17 | e = thigh 231 25 101 27 5 109 11 | f = upperarm 50 10 32 34 4 14 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2132 59.8708 % Incorrectly Classified Instances 1429 40.1292 % Kappa statistic 0.5318 Mean absolute error 0.1224 Root mean squared error 0.2917 Relative absolute error 49.9652 % Root relative squared error 83.3677 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.171 0.421 0.747 0.539 0.879 chest 0.205 0.025 0.578 0.205 0.302 0.857 forearm 0.699 0.12 0.492 0.699 0.577 0.898 head 0.821 0.027 0.834 0.821 0.827 0.921 shin 0.756 0.032 0.797 0.756 0.776 0.952 thigh 0.208 0.049 0.412 0.208 0.277 0.749 upperarm 0.755 0.043 0.745 0.755 0.75 0.931 waist Weighted Avg. 0.599 0.067 0.611 0.599 0.578 0.884 === Confusion Matrix === a b c d e f g <-- classified as 380 7 54 2 57 2 7 | a = chest 93 104 131 16 5 85 74 | b = forearm 69 19 355 1 16 29 19 | c = head 22 16 21 417 14 14 4 | d = shin 65 13 6 8 385 12 20 | e = thigh 228 18 121 22 6 106 8 | f = upperarm 45 3 34 34 0 9 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2087 58.6071 % Incorrectly Classified Instances 1474 41.3929 % Kappa statistic 0.5171 Mean absolute error 0.1257 Root mean squared error 0.2962 Relative absolute error 51.3405 % Root relative squared error 84.6396 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.166 0.429 0.75 0.546 0.883 chest 0.193 0.029 0.524 0.193 0.282 0.857 forearm 0.675 0.12 0.483 0.675 0.563 0.875 head 0.821 0.031 0.816 0.821 0.818 0.936 shin 0.758 0.035 0.781 0.758 0.77 0.938 thigh 0.216 0.059 0.381 0.216 0.276 0.737 upperarm 0.688 0.042 0.731 0.688 0.709 0.917 waist Weighted Avg. 0.586 0.069 0.592 0.586 0.566 0.878 === Confusion Matrix === a b c d e f g <-- classified as 382 13 58 2 44 8 2 | a = chest 87 98 134 20 6 88 75 | b = forearm 60 19 343 2 23 39 22 | c = head 20 14 21 417 22 12 2 | d = shin 60 15 9 3 386 19 17 | e = thigh 224 16 108 28 12 110 11 | f = upperarm 57 12 37 39 1 13 351 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2098 58.9326 % Incorrectly Classified Instances 1462 41.0674 % Kappa statistic 0.5209 Mean absolute error 0.1256 Root mean squared error 0.2952 Relative absolute error 51.2677 % Root relative squared error 84.3467 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.166 0.432 0.756 0.55 0.878 chest 0.239 0.035 0.531 0.239 0.329 0.854 forearm 0.722 0.12 0.501 0.722 0.592 0.899 head 0.778 0.028 0.822 0.778 0.799 0.919 shin 0.74 0.029 0.809 0.74 0.773 0.944 thigh 0.2 0.059 0.363 0.2 0.258 0.734 upperarm 0.688 0.042 0.731 0.688 0.709 0.918 waist Weighted Avg. 0.589 0.068 0.598 0.589 0.573 0.878 === Confusion Matrix === a b c d e f g <-- classified as 385 10 57 1 50 3 3 | a = chest 89 121 132 16 2 85 62 | b = forearm 57 18 367 0 17 36 13 | c = head 27 20 18 396 14 17 17 | d = shin 65 18 6 4 376 19 20 | e = thigh 214 26 117 31 5 102 14 | f = upperarm 55 15 35 34 1 19 351 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2074 58.2584 % Incorrectly Classified Instances 1486 41.7416 % Kappa statistic 0.513 Mean absolute error 0.1262 Root mean squared error 0.2971 Relative absolute error 51.5328 % Root relative squared error 84.9066 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.16 0.423 0.703 0.528 0.876 chest 0.237 0.029 0.574 0.237 0.335 0.858 forearm 0.665 0.135 0.451 0.665 0.537 0.872 head 0.796 0.025 0.844 0.796 0.819 0.927 shin 0.748 0.037 0.772 0.748 0.76 0.937 thigh 0.194 0.062 0.344 0.194 0.248 0.715 upperarm 0.733 0.04 0.756 0.733 0.744 0.931 waist Weighted Avg. 0.583 0.07 0.595 0.583 0.568 0.874 === Confusion Matrix === a b c d e f g <-- classified as 358 7 89 2 41 9 3 | a = chest 74 120 149 12 8 82 62 | b = forearm 51 20 338 1 26 47 25 | c = head 28 15 20 405 22 14 5 | d = shin 63 12 9 6 380 21 17 | e = thigh 235 26 118 13 9 99 9 | f = upperarm 37 9 27 41 6 16 374 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2060 57.8652 % Incorrectly Classified Instances 1500 42.1348 % Kappa statistic 0.5084 Mean absolute error 0.1283 Root mean squared error 0.301 Relative absolute error 52.3859 % Root relative squared error 86.029 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.167 0.429 0.75 0.546 0.873 chest 0.193 0.038 0.458 0.193 0.272 0.852 forearm 0.703 0.138 0.459 0.703 0.555 0.877 head 0.792 0.028 0.826 0.792 0.808 0.922 shin 0.742 0.028 0.818 0.742 0.778 0.945 thigh 0.185 0.052 0.373 0.185 0.247 0.72 upperarm 0.684 0.042 0.732 0.684 0.707 0.915 waist Weighted Avg. 0.579 0.07 0.585 0.579 0.559 0.872 === Confusion Matrix === a b c d e f g <-- classified as 382 19 62 0 38 6 2 | a = chest 80 98 155 14 2 85 73 | b = forearm 50 27 357 0 24 27 23 | c = head 33 18 21 403 15 12 7 | d = shin 64 12 17 6 377 19 13 | e = thigh 228 23 126 25 3 94 10 | f = upperarm 53 17 40 40 2 9 349 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2082 58.4831 % Incorrectly Classified Instances 1478 41.5169 % Kappa statistic 0.5156 Mean absolute error 0.1251 Root mean squared error 0.2976 Relative absolute error 51.0647 % Root relative squared error 85.049 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.154 0.44 0.723 0.547 0.874 chest 0.185 0.035 0.468 0.185 0.266 0.854 forearm 0.705 0.134 0.468 0.705 0.563 0.887 head 0.807 0.025 0.845 0.807 0.826 0.916 shin 0.776 0.029 0.819 0.776 0.797 0.954 thigh 0.183 0.059 0.339 0.183 0.238 0.713 upperarm 0.714 0.05 0.707 0.714 0.71 0.917 waist Weighted Avg. 0.585 0.069 0.584 0.585 0.564 0.874 === Confusion Matrix === a b c d e f g <-- classified as 368 20 68 0 39 10 4 | a = chest 64 94 149 13 5 96 86 | b = forearm 48 24 359 2 17 35 24 | c = head 29 11 25 410 14 16 3 | d = shin 49 13 8 6 394 15 23 | e = thigh 224 31 123 18 9 93 11 | f = upperarm 55 8 35 36 3 9 364 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 2047 57.4839 % Incorrectly Classified Instances 1514 42.5161 % Kappa statistic 0.5039 Mean absolute error 0.1285 Root mean squared error 0.3013 Relative absolute error 52.4744 % Root relative squared error 86.1128 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.173 0.411 0.721 0.523 0.866 chest 0.178 0.034 0.464 0.178 0.257 0.845 forearm 0.666 0.126 0.468 0.666 0.549 0.876 head 0.796 0.027 0.833 0.796 0.814 0.916 shin 0.732 0.036 0.773 0.732 0.752 0.939 thigh 0.206 0.058 0.374 0.206 0.266 0.717 upperarm 0.724 0.043 0.738 0.724 0.731 0.924 waist Weighted Avg. 0.575 0.071 0.58 0.575 0.556 0.869 === Confusion Matrix === a b c d e f g <-- classified as 367 11 69 2 52 5 3 | a = chest 90 90 154 14 4 88 67 | b = forearm 66 19 339 2 18 43 22 | c = head 37 19 12 405 19 11 6 | d = shin 73 8 8 7 372 20 20 | e = thigh 219 36 109 15 12 105 13 | f = upperarm 42 11 34 41 4 9 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2063 57.9332 % Incorrectly Classified Instances 1498 42.0668 % Kappa statistic 0.5092 Mean absolute error 0.1267 Root mean squared error 0.3005 Relative absolute error 51.717 % Root relative squared error 85.8807 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.187 0.403 0.756 0.526 0.867 chest 0.176 0.036 0.447 0.176 0.252 0.843 forearm 0.709 0.109 0.52 0.709 0.6 0.897 head 0.774 0.031 0.807 0.774 0.79 0.914 shin 0.766 0.036 0.78 0.766 0.773 0.936 thigh 0.187 0.053 0.37 0.187 0.248 0.735 upperarm 0.686 0.039 0.748 0.686 0.716 0.927 waist Weighted Avg. 0.579 0.07 0.582 0.579 0.558 0.874 === Confusion Matrix === a b c d e f g <-- classified as 385 13 42 1 63 4 1 | a = chest 98 89 132 19 2 98 69 | b = forearm 64 28 361 2 19 17 18 | c = head 34 19 21 394 19 17 5 | d = shin 55 9 13 8 389 16 18 | e = thigh 247 31 101 22 6 95 7 | f = upperarm 73 10 24 42 1 10 350 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2093 58.7756 % Incorrectly Classified Instances 1468 41.2244 % Kappa statistic 0.519 Mean absolute error 0.1261 Root mean squared error 0.2975 Relative absolute error 51.483 % Root relative squared error 85.0042 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.707 0.17 0.41 0.707 0.519 0.866 chest 0.264 0.033 0.573 0.264 0.362 0.863 forearm 0.68 0.129 0.468 0.68 0.554 0.877 head 0.801 0.025 0.843 0.801 0.821 0.922 shin 0.739 0.035 0.777 0.739 0.757 0.933 thigh 0.208 0.051 0.405 0.208 0.275 0.736 upperarm 0.714 0.038 0.758 0.714 0.735 0.92 waist Weighted Avg. 0.588 0.069 0.605 0.588 0.575 0.874 === Confusion Matrix === a b c d e f g <-- classified as 360 16 69 0 52 9 3 | a = chest 79 134 140 10 8 68 68 | b = forearm 62 27 346 1 20 30 23 | c = head 30 12 25 407 17 14 3 | d = shin 75 8 15 3 376 20 12 | e = thigh 221 26 109 31 9 106 7 | f = upperarm 51 11 36 31 2 15 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2088 58.6352 % Incorrectly Classified Instances 1473 41.3648 % Kappa statistic 0.5174 Mean absolute error 0.1249 Root mean squared error 0.294 Relative absolute error 50.9946 % Root relative squared error 84.0153 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.163 0.429 0.729 0.54 0.879 chest 0.211 0.024 0.598 0.211 0.312 0.876 forearm 0.695 0.13 0.471 0.695 0.562 0.884 head 0.774 0.028 0.824 0.774 0.798 0.932 shin 0.798 0.038 0.776 0.798 0.787 0.948 thigh 0.193 0.063 0.338 0.193 0.245 0.72 upperarm 0.704 0.038 0.756 0.704 0.729 0.928 waist Weighted Avg. 0.586 0.069 0.599 0.586 0.568 0.881 === Confusion Matrix === a b c d e f g <-- classified as 372 5 67 1 46 14 5 | a = chest 84 107 149 9 7 89 62 | b = forearm 66 13 353 1 25 30 20 | c = head 26 20 21 393 23 19 6 | d = shin 43 12 7 3 406 24 14 | e = thigh 227 16 116 32 11 98 9 | f = upperarm 50 6 36 38 5 16 359 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2111 59.2811 % Incorrectly Classified Instances 1450 40.7189 % Kappa statistic 0.5249 Mean absolute error 0.1242 Root mean squared error 0.2951 Relative absolute error 50.7012 % Root relative squared error 84.3366 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.163 0.432 0.743 0.547 0.876 chest 0.172 0.03 0.489 0.172 0.254 0.848 forearm 0.711 0.128 0.481 0.711 0.573 0.885 head 0.821 0.027 0.837 0.821 0.829 0.936 shin 0.749 0.027 0.821 0.749 0.783 0.942 thigh 0.214 0.051 0.411 0.214 0.282 0.753 upperarm 0.739 0.049 0.714 0.739 0.726 0.935 waist Weighted Avg. 0.593 0.068 0.598 0.593 0.571 0.882 === Confusion Matrix === a b c d e f g <-- classified as 379 13 66 3 40 4 5 | a = chest 90 87 149 12 2 78 89 | b = forearm 46 18 361 0 21 32 30 | c = head 24 16 20 417 19 9 3 | d = shin 65 16 10 4 381 19 14 | e = thigh 225 20 117 27 1 109 10 | f = upperarm 48 8 28 35 0 14 377 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2108 59.1969 % Incorrectly Classified Instances 1453 40.8031 % Kappa statistic 0.5239 Mean absolute error 0.1239 Root mean squared error 0.295 Relative absolute error 50.5921 % Root relative squared error 84.3097 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.164 0.426 0.727 0.538 0.88 chest 0.235 0.034 0.536 0.235 0.326 0.849 forearm 0.673 0.113 0.499 0.673 0.573 0.889 head 0.809 0.029 0.822 0.809 0.815 0.928 shin 0.778 0.033 0.798 0.778 0.788 0.944 thigh 0.208 0.058 0.373 0.208 0.267 0.734 upperarm 0.712 0.046 0.722 0.712 0.717 0.92 waist Weighted Avg. 0.592 0.068 0.597 0.592 0.575 0.878 === Confusion Matrix === a b c d e f g <-- classified as 371 11 64 0 49 6 9 | a = chest 81 119 125 16 8 84 74 | b = forearm 55 24 342 0 19 42 26 | c = head 32 17 13 411 18 11 6 | d = shin 52 16 8 9 396 19 9 | e = thigh 226 21 112 22 6 106 16 | f = upperarm 53 14 22 42 0 16 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2094 58.8202 % Incorrectly Classified Instances 1466 41.1798 % Kappa statistic 0.5195 Mean absolute error 0.1246 Root mean squared error 0.2951 Relative absolute error 50.8887 % Root relative squared error 84.3434 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.169 0.427 0.753 0.545 0.882 chest 0.191 0.033 0.487 0.191 0.275 0.856 forearm 0.693 0.123 0.484 0.693 0.57 0.894 head 0.817 0.028 0.83 0.817 0.823 0.923 shin 0.768 0.029 0.814 0.768 0.79 0.949 thigh 0.187 0.057 0.354 0.187 0.245 0.723 upperarm 0.708 0.041 0.743 0.708 0.725 0.92 waist Weighted Avg. 0.588 0.069 0.591 0.588 0.568 0.878 === Confusion Matrix === a b c d e f g <-- classified as 384 13 61 0 42 6 4 | a = chest 82 97 139 18 10 101 60 | b = forearm 68 27 352 0 20 25 16 | c = head 24 19 21 415 9 10 10 | d = shin 45 12 7 6 390 21 27 | e = thigh 242 16 119 21 8 95 8 | f = upperarm 55 15 29 40 0 10 361 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2083 58.5112 % Incorrectly Classified Instances 1477 41.4888 % Kappa statistic 0.516 Mean absolute error 0.1252 Root mean squared error 0.2952 Relative absolute error 51.1177 % Root relative squared error 84.3525 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.723 0.167 0.419 0.723 0.53 0.877 chest 0.228 0.035 0.518 0.228 0.317 0.85 forearm 0.665 0.114 0.493 0.665 0.566 0.889 head 0.815 0.029 0.826 0.815 0.821 0.932 shin 0.752 0.035 0.781 0.752 0.766 0.945 thigh 0.193 0.059 0.353 0.193 0.249 0.742 upperarm 0.72 0.045 0.73 0.72 0.725 0.921 waist Weighted Avg. 0.585 0.069 0.588 0.585 0.568 0.879 === Confusion Matrix === a b c d e f g <-- classified as 368 14 59 0 58 8 2 | a = chest 72 116 122 20 2 92 84 | b = forearm 59 26 338 0 22 44 19 | c = head 28 17 14 414 17 14 4 | d = shin 67 10 11 4 382 14 20 | e = thigh 233 30 112 23 6 98 7 | f = upperarm 52 11 30 40 2 8 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2103 59.073 % Incorrectly Classified Instances 1457 40.927 % Kappa statistic 0.5225 Mean absolute error 0.1253 Root mean squared error 0.2949 Relative absolute error 51.1742 % Root relative squared error 84.2842 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.166 0.424 0.733 0.537 0.876 chest 0.236 0.022 0.642 0.236 0.345 0.85 forearm 0.693 0.129 0.471 0.693 0.561 0.882 head 0.801 0.026 0.837 0.801 0.819 0.93 shin 0.758 0.035 0.783 0.758 0.77 0.945 thigh 0.196 0.052 0.386 0.196 0.26 0.727 upperarm 0.718 0.047 0.718 0.718 0.718 0.93 waist Weighted Avg. 0.591 0.068 0.609 0.591 0.573 0.877 === Confusion Matrix === a b c d e f g <-- classified as 373 9 79 0 37 6 5 | a = chest 89 120 109 16 5 85 84 | b = forearm 61 14 352 4 30 30 17 | c = head 23 13 19 407 24 15 7 | d = shin 59 12 15 8 385 9 20 | e = thigh 229 7 130 23 9 100 11 | f = upperarm 45 12 43 28 2 14 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2041 57.3315 % Incorrectly Classified Instances 1519 42.6685 % Kappa statistic 0.5022 Mean absolute error 0.128 Root mean squared error 0.2988 Relative absolute error 52.2474 % Root relative squared error 85.3765 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.166 0.427 0.743 0.542 0.88 chest 0.189 0.031 0.505 0.189 0.275 0.856 forearm 0.681 0.13 0.466 0.681 0.553 0.882 head 0.774 0.025 0.837 0.774 0.804 0.912 shin 0.709 0.032 0.784 0.709 0.745 0.942 thigh 0.204 0.066 0.341 0.204 0.256 0.717 upperarm 0.712 0.047 0.716 0.712 0.714 0.914 waist Weighted Avg. 0.573 0.071 0.582 0.573 0.556 0.872 === Confusion Matrix === a b c d e f g <-- classified as 378 11 66 1 40 8 5 | a = chest 69 96 145 19 7 94 77 | b = forearm 54 14 346 1 21 45 27 | c = head 38 13 27 394 15 20 2 | d = shin 74 18 7 7 360 20 22 | e = thigh 218 27 115 22 12 104 11 | f = upperarm 54 11 37 27 4 14 363 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 2093 58.7756 % Incorrectly Classified Instances 1468 41.2244 % Kappa statistic 0.519 Mean absolute error 0.1248 Root mean squared error 0.2956 Relative absolute error 50.9526 % Root relative squared error 84.4828 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.174 0.413 0.735 0.529 0.876 chest 0.179 0.028 0.514 0.179 0.266 0.856 forearm 0.709 0.121 0.494 0.709 0.582 0.893 head 0.799 0.028 0.825 0.799 0.812 0.913 shin 0.745 0.035 0.778 0.745 0.761 0.935 thigh 0.212 0.055 0.39 0.212 0.275 0.746 upperarm 0.733 0.039 0.76 0.733 0.747 0.926 waist Weighted Avg. 0.588 0.069 0.596 0.588 0.568 0.878 === Confusion Matrix === a b c d e f g <-- classified as 375 10 57 0 59 6 3 | a = chest 93 91 120 23 6 98 76 | b = forearm 73 17 360 1 19 22 16 | c = head 31 21 23 406 13 13 1 | d = shin 66 9 13 4 379 20 18 | e = thigh 218 18 127 26 8 108 4 | f = upperarm 51 11 29 32 3 10 374 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2048 57.5119 % Incorrectly Classified Instances 1513 42.4881 % Kappa statistic 0.5043 Mean absolute error 0.1288 Root mean squared error 0.2999 Relative absolute error 52.5797 % Root relative squared error 85.7157 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.175 0.414 0.739 0.53 0.871 chest 0.205 0.031 0.525 0.205 0.295 0.847 forearm 0.677 0.126 0.472 0.677 0.556 0.875 head 0.789 0.027 0.832 0.789 0.81 0.918 shin 0.709 0.033 0.783 0.709 0.744 0.94 thigh 0.189 0.053 0.372 0.189 0.25 0.723 upperarm 0.718 0.052 0.698 0.718 0.708 0.924 waist Weighted Avg. 0.575 0.071 0.585 0.575 0.556 0.871 === Confusion Matrix === a b c d e f g <-- classified as 376 11 66 1 47 3 5 | a = chest 80 104 137 12 6 79 90 | b = forearm 61 16 344 0 21 39 27 | c = head 32 20 21 401 19 10 5 | d = shin 76 10 12 11 361 18 21 | e = thigh 241 28 115 14 5 96 10 | f = upperarm 43 9 34 43 2 13 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2100 58.9722 % Incorrectly Classified Instances 1461 41.0278 % Kappa statistic 0.5213 Mean absolute error 0.1247 Root mean squared error 0.2954 Relative absolute error 50.9091 % Root relative squared error 84.4296 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.749 0.16 0.439 0.749 0.553 0.884 chest 0.246 0.035 0.541 0.246 0.338 0.848 forearm 0.656 0.117 0.482 0.656 0.555 0.883 head 0.815 0.027 0.833 0.815 0.824 0.934 shin 0.762 0.03 0.808 0.762 0.785 0.947 thigh 0.185 0.066 0.319 0.185 0.234 0.708 upperarm 0.716 0.044 0.731 0.716 0.723 0.923 waist Weighted Avg. 0.59 0.068 0.593 0.59 0.573 0.875 === Confusion Matrix === a b c d e f g <-- classified as 381 12 59 0 38 14 5 | a = chest 73 125 131 17 7 91 64 | b = forearm 65 25 333 1 23 39 22 | c = head 21 13 17 414 14 21 8 | d = shin 53 19 8 3 388 18 20 | e = thigh 223 27 114 26 10 94 15 | f = upperarm 52 10 29 36 0 18 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2093 58.7756 % Incorrectly Classified Instances 1468 41.2244 % Kappa statistic 0.519 Mean absolute error 0.1248 Root mean squared error 0.297 Relative absolute error 50.973 % Root relative squared error 84.8775 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.172 0.42 0.747 0.537 0.874 chest 0.209 0.028 0.552 0.209 0.303 0.854 forearm 0.701 0.118 0.498 0.701 0.582 0.894 head 0.821 0.033 0.807 0.821 0.814 0.936 shin 0.752 0.03 0.805 0.752 0.778 0.945 thigh 0.198 0.053 0.383 0.198 0.261 0.753 upperarm 0.684 0.046 0.712 0.684 0.698 0.923 waist Weighted Avg. 0.588 0.069 0.597 0.588 0.568 0.883 === Confusion Matrix === a b c d e f g <-- classified as 380 7 55 1 48 12 6 | a = chest 87 106 127 18 6 85 78 | b = forearm 61 24 357 0 16 28 23 | c = head 29 14 20 417 12 10 6 | d = shin 60 9 10 9 383 19 19 | e = thigh 229 22 109 30 9 101 9 | f = upperarm 59 10 39 42 2 9 349 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2101 59.0003 % Incorrectly Classified Instances 1460 40.9997 % Kappa statistic 0.5216 Mean absolute error 0.1247 Root mean squared error 0.2967 Relative absolute error 50.9127 % Root relative squared error 84.7861 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.171 0.415 0.725 0.528 0.869 chest 0.213 0.031 0.529 0.213 0.304 0.856 forearm 0.69 0.119 0.492 0.69 0.574 0.887 head 0.8 0.025 0.841 0.8 0.82 0.925 shin 0.799 0.036 0.785 0.799 0.792 0.952 thigh 0.2 0.05 0.402 0.2 0.267 0.723 upperarm 0.702 0.046 0.717 0.702 0.71 0.92 waist Weighted Avg. 0.59 0.068 0.597 0.59 0.571 0.876 === Confusion Matrix === a b c d e f g <-- classified as 369 6 62 1 59 8 4 | a = chest 93 108 138 8 4 76 80 | b = forearm 56 23 351 3 20 32 24 | c = head 30 15 21 407 20 12 4 | d = shin 48 15 7 10 406 8 14 | e = thigh 232 24 105 23 8 102 15 | f = upperarm 62 13 29 32 0 16 358 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2055 57.7085 % Incorrectly Classified Instances 1506 42.2915 % Kappa statistic 0.5066 Mean absolute error 0.1273 Root mean squared error 0.2993 Relative absolute error 51.9956 % Root relative squared error 85.5394 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.177 0.412 0.741 0.529 0.875 chest 0.195 0.033 0.497 0.195 0.28 0.855 forearm 0.67 0.127 0.468 0.67 0.551 0.882 head 0.79 0.027 0.829 0.79 0.809 0.916 shin 0.748 0.035 0.78 0.748 0.764 0.951 thigh 0.212 0.052 0.404 0.212 0.278 0.729 upperarm 0.682 0.043 0.728 0.682 0.704 0.913 waist Weighted Avg. 0.577 0.071 0.588 0.577 0.56 0.874 === Confusion Matrix === a b c d e f g <-- classified as 377 9 59 0 51 7 6 | a = chest 89 99 153 15 6 74 71 | b = forearm 62 26 341 0 25 31 24 | c = head 31 14 22 402 17 19 4 | d = shin 67 13 10 5 380 16 17 | e = thigh 234 22 108 21 8 108 8 | f = upperarm 56 16 36 42 0 12 348 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2063 57.9494 % Incorrectly Classified Instances 1497 42.0506 % Kappa statistic 0.5094 Mean absolute error 0.1268 Root mean squared error 0.2959 Relative absolute error 51.7742 % Root relative squared error 84.5637 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.161 0.431 0.731 0.542 0.878 chest 0.217 0.035 0.509 0.217 0.304 0.852 forearm 0.675 0.129 0.466 0.675 0.551 0.885 head 0.786 0.026 0.837 0.786 0.811 0.924 shin 0.74 0.029 0.812 0.74 0.774 0.934 thigh 0.191 0.07 0.312 0.191 0.237 0.722 upperarm 0.716 0.042 0.742 0.716 0.729 0.929 waist Weighted Avg. 0.579 0.07 0.587 0.579 0.564 0.875 === Confusion Matrix === a b c d e f g <-- classified as 372 16 75 1 35 8 2 | a = chest 70 110 130 13 5 113 66 | b = forearm 51 23 343 1 23 48 19 | c = head 29 22 17 400 19 13 9 | d = shin 58 15 12 3 376 21 23 | e = thigh 226 24 124 25 5 97 8 | f = upperarm 58 6 35 35 0 11 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2077 58.3427 % Incorrectly Classified Instances 1483 41.6573 % Kappa statistic 0.514 Mean absolute error 0.1261 Root mean squared error 0.2976 Relative absolute error 51.4768 % Root relative squared error 85.0386 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.163 0.428 0.727 0.539 0.877 chest 0.205 0.036 0.486 0.205 0.288 0.852 forearm 0.656 0.127 0.461 0.656 0.541 0.872 head 0.791 0.03 0.814 0.791 0.802 0.924 shin 0.754 0.036 0.778 0.754 0.766 0.939 thigh 0.194 0.052 0.385 0.194 0.258 0.735 upperarm 0.755 0.042 0.749 0.755 0.752 0.929 waist Weighted Avg. 0.583 0.069 0.586 0.583 0.564 0.876 === Confusion Matrix === a b c d e f g <-- classified as 371 19 65 1 47 4 3 | a = chest 86 104 136 19 8 81 73 | b = forearm 69 28 333 0 20 34 24 | c = head 32 12 22 402 22 12 6 | d = shin 57 12 14 7 383 21 14 | e = thigh 207 27 124 32 11 99 9 | f = upperarm 45 12 28 33 1 6 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2099 58.9607 % Incorrectly Classified Instances 1461 41.0393 % Kappa statistic 0.5212 Mean absolute error 0.1241 Root mean squared error 0.2936 Relative absolute error 50.6857 % Root relative squared error 83.9101 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.176 0.407 0.724 0.521 0.875 chest 0.209 0.028 0.552 0.209 0.303 0.864 forearm 0.695 0.123 0.486 0.695 0.572 0.893 head 0.819 0.025 0.846 0.819 0.832 0.935 shin 0.78 0.036 0.781 0.78 0.78 0.945 thigh 0.189 0.055 0.364 0.189 0.248 0.724 upperarm 0.712 0.035 0.771 0.712 0.74 0.934 waist Weighted Avg. 0.59 0.068 0.601 0.59 0.571 0.881 === Confusion Matrix === a b c d e f g <-- classified as 369 17 65 1 48 5 5 | a = chest 80 106 161 14 6 84 56 | b = forearm 52 17 353 4 23 43 16 | c = head 27 10 15 416 24 11 5 | d = shin 58 13 7 3 396 16 15 | e = thigh 258 19 98 20 7 96 11 | f = upperarm 63 10 28 34 3 9 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2106 59.1573 % Incorrectly Classified Instances 1454 40.8427 % Kappa statistic 0.5235 Mean absolute error 0.1251 Root mean squared error 0.2954 Relative absolute error 51.0938 % Root relative squared error 84.4314 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.164 0.421 0.714 0.53 0.871 chest 0.229 0.028 0.574 0.229 0.327 0.852 forearm 0.734 0.128 0.489 0.734 0.587 0.892 head 0.781 0.028 0.824 0.781 0.802 0.923 shin 0.75 0.038 0.768 0.75 0.759 0.933 thigh 0.222 0.052 0.417 0.222 0.29 0.745 upperarm 0.71 0.039 0.751 0.71 0.73 0.92 waist Weighted Avg. 0.592 0.068 0.606 0.592 0.575 0.877 === Confusion Matrix === a b c d e f g <-- classified as 364 6 83 2 51 2 2 | a = chest 85 116 137 15 4 78 72 | b = forearm 44 19 373 2 20 29 21 | c = head 31 18 16 397 26 17 3 | d = shin 69 11 11 6 381 17 13 | e = thigh 221 21 114 22 9 113 9 | f = upperarm 50 11 29 38 5 15 362 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 2040 57.2873 % Incorrectly Classified Instances 1521 42.7127 % Kappa statistic 0.5016 Mean absolute error 0.1275 Root mean squared error 0.2983 Relative absolute error 52.0464 % Root relative squared error 85.247 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.168 0.419 0.725 0.531 0.875 chest 0.211 0.027 0.563 0.211 0.307 0.862 forearm 0.661 0.133 0.453 0.661 0.538 0.876 head 0.803 0.026 0.836 0.803 0.819 0.927 shin 0.721 0.04 0.749 0.721 0.735 0.93 thigh 0.181 0.063 0.325 0.181 0.232 0.717 upperarm 0.706 0.041 0.742 0.706 0.724 0.925 waist Weighted Avg. 0.573 0.071 0.584 0.573 0.555 0.873 === Confusion Matrix === a b c d e f g <-- classified as 370 10 66 1 55 5 3 | a = chest 77 107 151 12 9 90 61 | b = forearm 57 15 336 2 29 42 27 | c = head 27 23 17 408 14 13 6 | d = shin 66 13 11 8 367 27 17 | e = thigh 220 20 126 29 11 92 11 | f = upperarm 67 2 34 28 5 14 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2085 58.551 % Incorrectly Classified Instances 1476 41.449 % Kappa statistic 0.5164 Mean absolute error 0.1257 Root mean squared error 0.2973 Relative absolute error 51.3182 % Root relative squared error 84.972 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.765 0.174 0.424 0.765 0.545 0.879 chest 0.223 0.033 0.526 0.223 0.313 0.852 forearm 0.671 0.115 0.493 0.671 0.569 0.888 head 0.811 0.031 0.811 0.811 0.811 0.933 shin 0.739 0.028 0.816 0.739 0.775 0.941 thigh 0.198 0.065 0.339 0.198 0.25 0.726 upperarm 0.69 0.038 0.752 0.69 0.72 0.917 waist Weighted Avg. 0.586 0.069 0.594 0.586 0.569 0.877 === Confusion Matrix === a b c d e f g <-- classified as 390 10 56 0 46 6 2 | a = chest 86 113 121 20 2 97 68 | b = forearm 67 22 341 0 18 42 18 | c = head 31 26 12 412 13 12 2 | d = shin 59 16 6 8 376 25 19 | e = thigh 227 23 122 25 4 101 7 | f = upperarm 60 5 33 43 2 15 352 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2060 57.8489 % Incorrectly Classified Instances 1501 42.1511 % Kappa statistic 0.5082 Mean absolute error 0.1262 Root mean squared error 0.2975 Relative absolute error 51.5149 % Root relative squared error 85.0065 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.179 0.398 0.708 0.51 0.864 chest 0.201 0.031 0.515 0.201 0.289 0.852 forearm 0.687 0.127 0.473 0.687 0.56 0.89 head 0.813 0.032 0.807 0.813 0.81 0.928 shin 0.747 0.03 0.805 0.747 0.775 0.946 thigh 0.21 0.049 0.418 0.21 0.28 0.747 upperarm 0.682 0.043 0.727 0.682 0.704 0.92 waist Weighted Avg. 0.578 0.07 0.592 0.578 0.561 0.878 === Confusion Matrix === a b c d e f g <-- classified as 361 15 65 2 54 10 3 | a = chest 92 102 152 17 6 65 73 | b = forearm 67 23 349 1 15 35 18 | c = head 30 12 18 413 11 15 9 | d = shin 71 11 9 7 380 13 18 | e = thigh 225 25 108 29 5 107 10 | f = upperarm 60 10 37 43 1 11 348 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2125 59.6742 % Incorrectly Classified Instances 1436 40.3258 % Kappa statistic 0.5295 Mean absolute error 0.1239 Root mean squared error 0.2939 Relative absolute error 50.6028 % Root relative squared error 84.0025 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.778 0.173 0.429 0.778 0.553 0.884 chest 0.211 0.031 0.532 0.211 0.302 0.861 forearm 0.685 0.116 0.496 0.685 0.575 0.89 head 0.78 0.029 0.815 0.78 0.797 0.906 shin 0.762 0.032 0.797 0.762 0.779 0.944 thigh 0.218 0.05 0.422 0.218 0.288 0.738 upperarm 0.741 0.039 0.759 0.741 0.75 0.931 waist Weighted Avg. 0.597 0.067 0.607 0.597 0.578 0.879 === Confusion Matrix === a b c d e f g <-- classified as 396 9 51 1 45 3 4 | a = chest 78 107 141 18 7 88 68 | b = forearm 63 25 348 3 20 30 19 | c = head 35 19 25 397 17 14 2 | d = shin 73 9 13 3 388 9 14 | e = thigh 236 22 94 26 7 111 13 | f = upperarm 42 10 30 39 3 8 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2097 58.888 % Incorrectly Classified Instances 1464 41.112 % Kappa statistic 0.5204 Mean absolute error 0.1239 Root mean squared error 0.2963 Relative absolute error 50.5919 % Root relative squared error 84.6627 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.155 0.446 0.747 0.558 0.891 chest 0.167 0.029 0.489 0.167 0.249 0.856 forearm 0.673 0.128 0.466 0.673 0.551 0.877 head 0.821 0.025 0.844 0.821 0.833 0.931 shin 0.758 0.036 0.778 0.758 0.768 0.94 thigh 0.216 0.057 0.387 0.216 0.277 0.738 upperarm 0.739 0.049 0.715 0.739 0.727 0.925 waist Weighted Avg. 0.589 0.069 0.589 0.589 0.566 0.88 === Confusion Matrix === a b c d e f g <-- classified as 380 7 73 0 43 3 3 | a = chest 86 85 152 9 7 83 86 | b = forearm 45 22 342 2 33 37 27 | c = head 21 10 22 418 19 14 5 | d = shin 46 17 7 6 385 23 24 | e = thigh 231 20 111 24 8 110 5 | f = upperarm 43 13 27 36 0 14 377 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2099 58.9441 % Incorrectly Classified Instances 1462 41.0559 % Kappa statistic 0.521 Mean absolute error 0.1253 Root mean squared error 0.2964 Relative absolute error 51.1805 % Root relative squared error 84.7161 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.153 0.436 0.709 0.54 0.877 chest 0.254 0.031 0.573 0.254 0.352 0.856 forearm 0.715 0.141 0.457 0.715 0.558 0.884 head 0.774 0.028 0.823 0.774 0.798 0.926 shin 0.78 0.034 0.79 0.78 0.785 0.945 thigh 0.183 0.046 0.399 0.183 0.251 0.739 upperarm 0.712 0.045 0.725 0.712 0.718 0.92 waist Weighted Avg. 0.589 0.068 0.6 0.589 0.572 0.878 === Confusion Matrix === a b c d e f g <-- classified as 361 11 78 1 44 7 7 | a = chest 77 129 132 15 6 74 75 | b = forearm 52 24 363 2 18 27 22 | c = head 25 21 23 394 24 15 7 | d = shin 49 13 19 5 396 13 13 | e = thigh 214 13 137 25 13 93 14 | f = upperarm 50 14 42 37 0 4 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2120 59.5506 % Incorrectly Classified Instances 1440 40.4494 % Kappa statistic 0.5281 Mean absolute error 0.1246 Root mean squared error 0.2936 Relative absolute error 50.8631 % Root relative squared error 83.8902 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.166 0.419 0.717 0.529 0.867 chest 0.237 0.026 0.606 0.237 0.34 0.854 forearm 0.701 0.121 0.492 0.701 0.578 0.891 head 0.793 0.025 0.843 0.793 0.817 0.924 shin 0.764 0.037 0.773 0.764 0.768 0.941 thigh 0.208 0.051 0.405 0.208 0.275 0.725 upperarm 0.747 0.046 0.73 0.747 0.738 0.927 waist Weighted Avg. 0.596 0.067 0.609 0.596 0.578 0.876 === Confusion Matrix === a b c d e f g <-- classified as 365 7 69 0 53 6 9 | a = chest 71 120 131 19 10 84 72 | b = forearm 61 17 357 0 21 29 24 | c = head 30 13 23 403 20 13 6 | d = shin 62 10 6 4 388 16 22 | e = thigh 230 23 113 19 10 106 8 | f = upperarm 53 8 27 33 0 8 381 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2082 58.4831 % Incorrectly Classified Instances 1478 41.5169 % Kappa statistic 0.5156 Mean absolute error 0.1262 Root mean squared error 0.2962 Relative absolute error 51.5484 % Root relative squared error 84.635 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.762 0.169 0.43 0.762 0.55 0.878 chest 0.183 0.034 0.47 0.183 0.264 0.848 forearm 0.69 0.121 0.488 0.69 0.571 0.889 head 0.807 0.027 0.832 0.807 0.819 0.92 shin 0.762 0.027 0.825 0.762 0.792 0.946 thigh 0.175 0.068 0.301 0.175 0.221 0.726 upperarm 0.714 0.038 0.757 0.714 0.735 0.934 waist Weighted Avg. 0.585 0.069 0.586 0.585 0.565 0.877 === Confusion Matrix === a b c d e f g <-- classified as 388 12 56 3 39 10 1 | a = chest 82 93 140 15 3 103 71 | b = forearm 57 22 351 0 15 46 18 | c = head 29 15 20 410 15 14 5 | d = shin 62 12 11 3 387 21 12 | e = thigh 227 32 119 24 8 89 10 | f = upperarm 58 12 23 38 2 13 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2048 57.5281 % Incorrectly Classified Instances 1512 42.4719 % Kappa statistic 0.5045 Mean absolute error 0.1271 Root mean squared error 0.2991 Relative absolute error 51.8814 % Root relative squared error 85.4871 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.183 0.402 0.737 0.52 0.87 chest 0.203 0.038 0.472 0.203 0.284 0.85 forearm 0.67 0.109 0.506 0.67 0.577 0.89 head 0.801 0.026 0.837 0.801 0.819 0.931 shin 0.762 0.034 0.787 0.762 0.774 0.941 thigh 0.183 0.061 0.333 0.183 0.236 0.707 upperarm 0.671 0.045 0.715 0.671 0.692 0.911 waist Weighted Avg. 0.575 0.071 0.579 0.575 0.557 0.871 === Confusion Matrix === a b c d e f g <-- classified as 375 20 50 0 51 6 7 | a = chest 93 103 123 13 7 92 76 | b = forearm 78 22 341 0 18 29 21 | c = head 31 16 16 407 17 16 5 | d = shin 57 12 8 8 387 18 18 | e = thigh 246 25 102 24 10 93 9 | f = upperarm 53 20 34 34 2 25 342 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2061 57.8933 % Incorrectly Classified Instances 1499 42.1067 % Kappa statistic 0.5087 Mean absolute error 0.1277 Root mean squared error 0.2996 Relative absolute error 52.1424 % Root relative squared error 85.6271 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.688 0.172 0.4 0.688 0.506 0.864 chest 0.197 0.026 0.559 0.197 0.292 0.84 forearm 0.705 0.125 0.483 0.705 0.573 0.881 head 0.776 0.025 0.84 0.776 0.807 0.918 shin 0.74 0.041 0.75 0.74 0.745 0.945 thigh 0.216 0.054 0.4 0.216 0.281 0.742 upperarm 0.729 0.048 0.718 0.729 0.724 0.927 waist Weighted Avg. 0.579 0.07 0.593 0.579 0.561 0.874 === Confusion Matrix === a b c d e f g <-- classified as 351 8 79 0 57 11 4 | a = chest 89 100 128 16 6 84 84 | b = forearm 57 19 358 0 27 28 19 | c = head 35 9 18 394 27 18 7 | d = shin 68 8 13 8 376 14 21 | e = thigh 231 27 109 16 5 110 11 | f = upperarm 46 8 36 35 3 10 372 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 2068 58.0736 % Incorrectly Classified Instances 1493 41.9264 % Kappa statistic 0.5108 Mean absolute error 0.1259 Root mean squared error 0.2965 Relative absolute error 51.3986 % Root relative squared error 84.7367 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.147 0.454 0.733 0.561 0.886 chest 0.207 0.031 0.525 0.207 0.297 0.852 forearm 0.66 0.144 0.432 0.66 0.523 0.876 head 0.809 0.028 0.829 0.809 0.819 0.926 shin 0.75 0.03 0.804 0.75 0.776 0.944 thigh 0.189 0.064 0.33 0.189 0.24 0.724 upperarm 0.716 0.044 0.73 0.716 0.723 0.93 waist Weighted Avg. 0.581 0.07 0.586 0.581 0.563 0.877 === Confusion Matrix === a b c d e f g <-- classified as 374 10 76 2 39 4 5 | a = chest 65 105 146 18 3 96 74 | b = forearm 45 27 336 0 23 57 21 | c = head 26 19 21 411 18 9 4 | d = shin 57 13 13 6 381 17 21 | e = thigh 214 15 148 17 9 96 10 | f = upperarm 42 11 37 42 1 12 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2099 58.9441 % Incorrectly Classified Instances 1462 41.0559 % Kappa statistic 0.521 Mean absolute error 0.1253 Root mean squared error 0.2974 Relative absolute error 51.1462 % Root relative squared error 85.0008 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.163 0.439 0.763 0.557 0.88 chest 0.191 0.032 0.497 0.191 0.276 0.869 forearm 0.686 0.138 0.453 0.686 0.546 0.872 head 0.825 0.025 0.848 0.825 0.836 0.929 shin 0.728 0.033 0.786 0.728 0.756 0.935 thigh 0.194 0.049 0.399 0.194 0.262 0.724 upperarm 0.737 0.04 0.757 0.737 0.747 0.932 waist Weighted Avg. 0.589 0.068 0.597 0.589 0.569 0.877 === Confusion Matrix === a b c d e f g <-- classified as 389 12 55 1 44 5 4 | a = chest 76 97 170 14 4 79 67 | b = forearm 53 24 349 4 33 25 21 | c = head 28 13 21 419 11 13 3 | d = shin 74 12 12 4 370 15 21 | e = thigh 218 27 125 27 8 99 5 | f = upperarm 48 10 38 25 1 12 376 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2115 59.3934 % Incorrectly Classified Instances 1446 40.6066 % Kappa statistic 0.5262 Mean absolute error 0.1231 Root mean squared error 0.2931 Relative absolute error 50.2829 % Root relative squared error 83.7532 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.182 0.41 0.759 0.533 0.883 chest 0.219 0.028 0.569 0.219 0.316 0.852 forearm 0.713 0.109 0.522 0.713 0.603 0.905 head 0.793 0.03 0.813 0.793 0.803 0.932 shin 0.758 0.035 0.783 0.758 0.77 0.951 thigh 0.202 0.048 0.412 0.202 0.271 0.753 upperarm 0.712 0.042 0.741 0.712 0.726 0.927 waist Weighted Avg. 0.594 0.068 0.607 0.594 0.575 0.886 === Confusion Matrix === a b c d e f g <-- classified as 387 6 47 1 52 9 8 | a = chest 97 111 123 20 10 79 67 | b = forearm 76 20 363 1 14 20 15 | c = head 33 14 20 403 19 13 6 | d = shin 67 10 9 3 385 13 21 | e = thigh 229 25 108 28 6 103 10 | f = upperarm 54 9 25 40 6 13 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2105 59.1126 % Incorrectly Classified Instances 1456 40.8874 % Kappa statistic 0.5229 Mean absolute error 0.1252 Root mean squared error 0.2943 Relative absolute error 51.1385 % Root relative squared error 84.1111 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.171 0.414 0.724 0.526 0.87 chest 0.233 0.017 0.698 0.233 0.349 0.874 forearm 0.687 0.125 0.477 0.687 0.563 0.881 head 0.837 0.03 0.821 0.837 0.829 0.934 shin 0.764 0.041 0.758 0.764 0.761 0.944 thigh 0.208 0.049 0.412 0.208 0.277 0.735 upperarm 0.684 0.043 0.727 0.684 0.705 0.916 waist Weighted Avg. 0.591 0.068 0.615 0.591 0.573 0.879 === Confusion Matrix === a b c d e f g <-- classified as 369 3 70 2 49 10 7 | a = chest 83 118 149 10 11 67 69 | b = forearm 69 10 349 0 25 29 26 | c = head 24 11 15 426 17 13 3 | d = shin 60 12 8 8 388 18 14 | e = thigh 218 11 116 28 18 106 12 | f = upperarm 69 4 25 45 4 14 349 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2059 57.8208 % Incorrectly Classified Instances 1502 42.1792 % Kappa statistic 0.5079 Mean absolute error 0.1272 Root mean squared error 0.2996 Relative absolute error 51.9527 % Root relative squared error 85.6283 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.186 0.386 0.703 0.499 0.857 chest 0.224 0.035 0.518 0.224 0.313 0.842 forearm 0.663 0.108 0.505 0.663 0.574 0.891 head 0.764 0.025 0.837 0.764 0.799 0.915 shin 0.764 0.034 0.787 0.764 0.775 0.941 thigh 0.204 0.062 0.356 0.204 0.26 0.73 upperarm 0.724 0.042 0.742 0.724 0.733 0.93 waist Weighted Avg. 0.578 0.07 0.59 0.578 0.565 0.872 === Confusion Matrix === a b c d e f g <-- classified as 358 20 64 1 55 8 3 | a = chest 94 114 105 15 8 98 74 | b = forearm 74 17 337 0 20 39 21 | c = head 39 20 23 389 17 14 7 | d = shin 60 9 16 3 388 17 15 | e = thigh 244 29 97 24 3 104 8 | f = upperarm 58 11 25 33 2 12 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2065 57.9893 % Incorrectly Classified Instances 1496 42.0107 % Kappa statistic 0.5099 Mean absolute error 0.127 Root mean squared error 0.3001 Relative absolute error 51.8681 % Root relative squared error 85.7553 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.159 0.433 0.729 0.544 0.87 chest 0.161 0.035 0.434 0.161 0.235 0.848 forearm 0.673 0.135 0.454 0.673 0.542 0.87 head 0.806 0.025 0.844 0.806 0.824 0.927 shin 0.752 0.035 0.78 0.752 0.766 0.938 thigh 0.208 0.056 0.381 0.208 0.269 0.736 upperarm 0.729 0.045 0.731 0.729 0.73 0.927 waist Weighted Avg. 0.58 0.07 0.58 0.58 0.559 0.874 === Confusion Matrix === a b c d e f g <-- classified as 371 14 64 2 49 6 3 | a = chest 78 82 170 8 8 86 76 | b = forearm 60 26 342 1 18 36 25 | c = head 19 16 24 410 20 16 4 | d = shin 47 14 16 11 382 20 18 | e = thigh 230 26 104 20 12 106 11 | f = upperarm 51 11 33 34 1 8 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2079 58.3989 % Incorrectly Classified Instances 1481 41.6011 % Kappa statistic 0.5146 Mean absolute error 0.126 Root mean squared error 0.2951 Relative absolute error 51.4328 % Root relative squared error 84.3228 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.161 0.43 0.729 0.541 0.881 chest 0.181 0.033 0.479 0.181 0.263 0.853 forearm 0.722 0.133 0.474 0.722 0.573 0.897 head 0.78 0.027 0.828 0.78 0.803 0.918 shin 0.713 0.029 0.801 0.713 0.755 0.939 thigh 0.232 0.058 0.4 0.232 0.294 0.73 upperarm 0.729 0.044 0.737 0.729 0.733 0.919 waist Weighted Avg. 0.584 0.069 0.593 0.584 0.566 0.877 === Confusion Matrix === a b c d e f g <-- classified as 371 14 75 0 39 8 2 | a = chest 88 92 157 14 3 85 68 | b = forearm 53 18 367 0 19 28 23 | c = head 26 22 20 396 21 15 8 | d = shin 63 18 7 9 363 29 20 | e = thigh 211 17 120 24 7 118 12 | f = upperarm 51 11 28 35 1 12 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2070 58.1461 % Incorrectly Classified Instances 1490 41.8539 % Kappa statistic 0.5117 Mean absolute error 0.1269 Root mean squared error 0.2989 Relative absolute error 51.808 % Root relative squared error 85.428 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.171 0.42 0.741 0.536 0.879 chest 0.205 0.035 0.495 0.205 0.29 0.846 forearm 0.687 0.118 0.493 0.687 0.574 0.882 head 0.795 0.028 0.826 0.795 0.81 0.914 shin 0.75 0.034 0.786 0.75 0.768 0.935 thigh 0.194 0.063 0.341 0.194 0.248 0.722 upperarm 0.696 0.041 0.741 0.696 0.718 0.921 waist Weighted Avg. 0.581 0.07 0.586 0.581 0.564 0.871 === Confusion Matrix === a b c d e f g <-- classified as 377 14 54 1 55 5 3 | a = chest 80 104 140 18 4 89 72 | b = forearm 55 24 349 0 18 41 21 | c = head 34 15 16 404 17 20 2 | d = shin 62 13 10 5 382 23 14 | e = thigh 236 27 102 23 10 99 12 | f = upperarm 54 13 37 38 0 13 355 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2082 58.4831 % Incorrectly Classified Instances 1478 41.5169 % Kappa statistic 0.5156 Mean absolute error 0.1266 Root mean squared error 0.2978 Relative absolute error 51.7116 % Root relative squared error 85.1017 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.172 0.407 0.709 0.518 0.867 chest 0.235 0.031 0.559 0.235 0.331 0.847 forearm 0.697 0.122 0.488 0.697 0.574 0.888 head 0.785 0.028 0.823 0.785 0.804 0.914 shin 0.786 0.037 0.781 0.786 0.784 0.943 thigh 0.189 0.054 0.366 0.189 0.249 0.718 upperarm 0.692 0.041 0.74 0.692 0.715 0.92 waist Weighted Avg. 0.585 0.069 0.595 0.585 0.568 0.871 === Confusion Matrix === a b c d e f g <-- classified as 361 10 81 0 49 5 3 | a = chest 83 119 114 15 8 96 72 | b = forearm 55 22 354 3 23 28 23 | c = head 40 16 17 399 18 8 10 | d = shin 52 19 7 6 400 15 10 | e = thigh 242 16 116 20 13 96 6 | f = upperarm 53 11 36 42 1 14 353 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2072 58.2022 % Incorrectly Classified Instances 1488 41.7978 % Kappa statistic 0.5123 Mean absolute error 0.1256 Root mean squared error 0.297 Relative absolute error 51.2886 % Root relative squared error 84.8639 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.172 0.415 0.733 0.53 0.876 chest 0.209 0.029 0.541 0.209 0.302 0.844 forearm 0.703 0.113 0.508 0.703 0.59 0.892 head 0.797 0.029 0.822 0.797 0.809 0.933 shin 0.76 0.037 0.776 0.76 0.768 0.945 thigh 0.171 0.059 0.325 0.171 0.224 0.735 upperarm 0.7 0.048 0.71 0.7 0.705 0.915 waist Weighted Avg. 0.582 0.07 0.585 0.582 0.561 0.877 === Confusion Matrix === a b c d e f g <-- classified as 373 6 68 0 54 7 1 | a = chest 84 106 106 19 5 98 89 | b = forearm 55 20 357 0 20 36 20 | c = head 25 17 18 405 24 14 5 | d = shin 64 11 8 8 387 12 19 | e = thigh 241 21 113 29 6 87 12 | f = upperarm 56 15 33 32 3 14 357 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 2086 58.5791 % Incorrectly Classified Instances 1475 41.4209 % Kappa statistic 0.5167 Mean absolute error 0.1249 Root mean squared error 0.296 Relative absolute error 50.9919 % Root relative squared error 84.5797 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.182 0.41 0.755 0.531 0.872 chest 0.209 0.03 0.538 0.209 0.301 0.857 forearm 0.646 0.115 0.483 0.646 0.553 0.882 head 0.807 0.025 0.842 0.807 0.824 0.934 shin 0.73 0.031 0.796 0.73 0.762 0.94 thigh 0.222 0.056 0.399 0.222 0.285 0.729 upperarm 0.729 0.044 0.734 0.729 0.732 0.934 waist Weighted Avg. 0.586 0.069 0.6 0.586 0.57 0.878 === Confusion Matrix === a b c d e f g <-- classified as 385 20 57 0 37 8 3 | a = chest 84 106 149 16 6 75 71 | b = forearm 73 16 329 2 25 39 25 | c = head 31 13 14 410 19 15 6 | d = shin 73 12 9 7 371 14 22 | e = thigh 233 26 100 21 8 113 8 | f = upperarm 61 4 23 31 0 19 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2056 57.7366 % Incorrectly Classified Instances 1505 42.2634 % Kappa statistic 0.5069 Mean absolute error 0.1279 Root mean squared error 0.2995 Relative absolute error 52.2148 % Root relative squared error 85.5821 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.172 0.408 0.708 0.518 0.867 chest 0.207 0.028 0.547 0.207 0.3 0.851 forearm 0.692 0.122 0.486 0.692 0.571 0.889 head 0.797 0.028 0.828 0.797 0.812 0.933 shin 0.722 0.036 0.771 0.722 0.746 0.932 thigh 0.232 0.058 0.399 0.232 0.293 0.732 upperarm 0.682 0.049 0.699 0.682 0.69 0.923 waist Weighted Avg. 0.577 0.071 0.591 0.577 0.562 0.875 === Confusion Matrix === a b c d e f g <-- classified as 361 11 69 0 52 10 7 | a = chest 85 105 126 14 4 91 82 | b = forearm 59 18 352 1 22 35 22 | c = head 23 20 12 405 23 16 9 | d = shin 76 11 11 6 367 15 22 | e = thigh 225 19 110 24 5 118 8 | f = upperarm 56 8 45 39 3 11 348 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2080 58.4106 % Incorrectly Classified Instances 1481 41.5894 % Kappa statistic 0.5148 Mean absolute error 0.1262 Root mean squared error 0.2974 Relative absolute error 51.5405 % Root relative squared error 84.9983 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.145 0.449 0.709 0.55 0.881 chest 0.199 0.034 0.495 0.199 0.284 0.836 forearm 0.69 0.143 0.446 0.69 0.542 0.872 head 0.789 0.025 0.841 0.789 0.814 0.915 shin 0.768 0.031 0.805 0.768 0.786 0.944 thigh 0.202 0.06 0.361 0.202 0.259 0.731 upperarm 0.729 0.048 0.718 0.729 0.724 0.919 waist Weighted Avg. 0.584 0.069 0.588 0.584 0.566 0.871 === Confusion Matrix === a b c d e f g <-- classified as 361 6 86 0 41 10 5 | a = chest 64 101 140 23 3 100 76 | b = forearm 44 27 351 1 25 31 30 | c = head 20 29 26 401 16 12 4 | d = shin 50 13 12 7 391 17 19 | e = thigh 218 15 135 17 9 103 12 | f = upperarm 47 13 37 28 1 12 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2091 58.7195 % Incorrectly Classified Instances 1470 41.2805 % Kappa statistic 0.5184 Mean absolute error 0.1254 Root mean squared error 0.2963 Relative absolute error 51.2105 % Root relative squared error 84.6806 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.721 0.162 0.427 0.721 0.536 0.869 chest 0.207 0.032 0.515 0.207 0.295 0.842 forearm 0.685 0.121 0.485 0.685 0.568 0.9 head 0.825 0.03 0.822 0.825 0.823 0.933 shin 0.774 0.031 0.806 0.774 0.79 0.943 thigh 0.194 0.059 0.355 0.194 0.251 0.733 upperarm 0.704 0.047 0.717 0.704 0.71 0.915 waist Weighted Avg. 0.587 0.069 0.589 0.587 0.568 0.876 === Confusion Matrix === a b c d e f g <-- classified as 367 13 61 1 52 7 8 | a = chest 83 105 122 16 8 89 85 | b = forearm 62 20 348 0 15 41 22 | c = head 25 13 20 419 12 14 5 | d = shin 51 14 12 8 394 19 11 | e = thigh 213 27 121 31 7 99 11 | f = upperarm 59 12 34 35 1 10 359 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2108 59.1969 % Incorrectly Classified Instances 1453 40.8031 % Kappa statistic 0.524 Mean absolute error 0.1229 Root mean squared error 0.2929 Relative absolute error 50.1881 % Root relative squared error 83.7091 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.754 0.167 0.429 0.754 0.547 0.885 chest 0.209 0.03 0.533 0.209 0.3 0.865 forearm 0.699 0.13 0.471 0.699 0.563 0.888 head 0.807 0.029 0.82 0.807 0.813 0.939 shin 0.76 0.03 0.808 0.76 0.783 0.947 thigh 0.196 0.052 0.388 0.196 0.261 0.75 upperarm 0.718 0.036 0.767 0.718 0.742 0.928 waist Weighted Avg. 0.592 0.068 0.602 0.592 0.573 0.886 === Confusion Matrix === a b c d e f g <-- classified as 384 9 69 1 37 6 3 | a = chest 89 106 144 17 3 92 57 | b = forearm 63 19 355 1 19 29 22 | c = head 25 15 18 410 25 13 2 | d = shin 62 13 15 5 387 11 16 | e = thigh 218 23 125 26 6 100 11 | f = upperarm 54 14 27 40 2 7 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2094 58.8037 % Incorrectly Classified Instances 1467 41.1963 % Kappa statistic 0.5194 Mean absolute error 0.1255 Root mean squared error 0.2958 Relative absolute error 51.2375 % Root relative squared error 84.5336 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.719 0.161 0.427 0.719 0.536 0.873 chest 0.217 0.035 0.507 0.217 0.304 0.853 forearm 0.709 0.126 0.484 0.709 0.575 0.891 head 0.79 0.026 0.834 0.79 0.811 0.915 shin 0.774 0.033 0.798 0.774 0.786 0.951 thigh 0.187 0.059 0.347 0.187 0.243 0.715 upperarm 0.72 0.041 0.744 0.72 0.732 0.921 waist Weighted Avg. 0.588 0.069 0.592 0.588 0.57 0.874 === Confusion Matrix === a b c d e f g <-- classified as 366 10 74 0 46 9 4 | a = chest 78 110 135 12 11 91 70 | b = forearm 51 25 360 2 20 31 19 | c = head 34 18 23 402 14 13 5 | d = shin 45 15 9 5 394 21 20 | e = thigh 235 34 111 21 5 95 8 | f = upperarm 48 5 32 40 4 14 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2136 60 % Incorrectly Classified Instances 1424 40 % Kappa statistic 0.5333 Mean absolute error 0.1227 Root mean squared error 0.2928 Relative absolute error 50.1181 % Root relative squared error 83.6807 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.766 0.167 0.434 0.766 0.554 0.882 chest 0.217 0.028 0.558 0.217 0.313 0.851 forearm 0.689 0.115 0.5 0.689 0.579 0.891 head 0.823 0.031 0.814 0.823 0.818 0.945 shin 0.75 0.036 0.778 0.75 0.764 0.943 thigh 0.222 0.047 0.44 0.222 0.295 0.749 upperarm 0.731 0.042 0.743 0.731 0.737 0.928 waist Weighted Avg. 0.6 0.067 0.609 0.6 0.58 0.884 === Confusion Matrix === a b c d e f g <-- classified as 390 12 50 2 50 4 1 | a = chest 84 110 145 15 6 72 75 | b = forearm 60 22 350 2 24 29 21 | c = head 26 17 12 419 20 10 5 | d = shin 67 12 11 5 381 18 14 | e = thigh 228 16 101 30 8 113 13 | f = upperarm 44 8 31 42 1 11 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2064 57.9775 % Incorrectly Classified Instances 1496 42.0225 % Kappa statistic 0.5097 Mean absolute error 0.1276 Root mean squared error 0.2997 Relative absolute error 52.0995 % Root relative squared error 85.6441 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.173 0.413 0.729 0.527 0.873 chest 0.231 0.034 0.527 0.231 0.321 0.858 forearm 0.675 0.12 0.483 0.675 0.563 0.882 head 0.788 0.028 0.823 0.788 0.805 0.91 shin 0.746 0.038 0.766 0.746 0.756 0.942 thigh 0.171 0.055 0.341 0.171 0.228 0.734 upperarm 0.718 0.042 0.742 0.718 0.73 0.926 waist Weighted Avg. 0.58 0.07 0.585 0.58 0.562 0.875 === Confusion Matrix === a b c d e f g <-- classified as 371 15 64 3 48 7 1 | a = chest 77 117 140 11 8 83 71 | b = forearm 57 31 343 2 23 34 18 | c = head 30 11 22 401 24 15 6 | d = shin 62 11 7 10 379 19 20 | e = thigh 247 23 104 25 12 87 11 | f = upperarm 54 14 30 35 1 10 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2039 57.2753 % Incorrectly Classified Instances 1521 42.7247 % Kappa statistic 0.5015 Mean absolute error 0.1289 Root mean squared error 0.3008 Relative absolute error 52.6363 % Root relative squared error 85.9654 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.181 0.402 0.727 0.517 0.867 chest 0.219 0.027 0.572 0.219 0.317 0.87 forearm 0.671 0.122 0.478 0.671 0.559 0.877 head 0.762 0.021 0.858 0.762 0.807 0.904 shin 0.754 0.041 0.754 0.754 0.754 0.936 thigh 0.181 0.068 0.307 0.181 0.227 0.697 upperarm 0.694 0.038 0.753 0.694 0.722 0.929 waist Weighted Avg. 0.573 0.071 0.589 0.573 0.558 0.869 === Confusion Matrix === a b c d e f g <-- classified as 371 7 56 1 69 3 3 | a = chest 79 111 132 11 3 106 65 | b = forearm 64 17 341 0 24 43 19 | c = head 42 15 29 387 14 16 5 | d = shin 63 12 10 1 383 24 15 | e = thigh 249 18 110 18 13 92 9 | f = upperarm 56 14 35 33 2 16 354 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2088 58.6517 % Incorrectly Classified Instances 1472 41.3483 % Kappa statistic 0.5176 Mean absolute error 0.1257 Root mean squared error 0.2967 Relative absolute error 51.3301 % Root relative squared error 84.7806 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.173 0.418 0.743 0.535 0.878 chest 0.189 0.027 0.542 0.189 0.281 0.851 forearm 0.705 0.122 0.49 0.705 0.578 0.885 head 0.807 0.033 0.801 0.807 0.804 0.915 shin 0.766 0.036 0.78 0.766 0.773 0.943 thigh 0.193 0.05 0.392 0.193 0.258 0.735 upperarm 0.702 0.041 0.74 0.702 0.72 0.917 waist Weighted Avg. 0.587 0.069 0.595 0.587 0.564 0.875 === Confusion Matrix === a b c d e f g <-- classified as 379 6 62 2 52 5 4 | a = chest 106 96 135 21 7 70 72 | b = forearm 60 19 358 0 22 31 18 | c = head 26 13 29 410 14 11 5 | d = shin 55 13 6 7 389 21 17 | e = thigh 230 23 114 23 11 98 10 | f = upperarm 51 7 27 49 4 14 358 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 2139 60.0674 % Incorrectly Classified Instances 1422 39.9326 % Kappa statistic 0.5341 Mean absolute error 0.1225 Root mean squared error 0.2921 Relative absolute error 50.0308 % Root relative squared error 83.4773 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.167 0.422 0.731 0.535 0.872 chest 0.22 0.031 0.538 0.22 0.313 0.863 forearm 0.703 0.113 0.509 0.703 0.59 0.892 head 0.819 0.027 0.834 0.819 0.826 0.943 shin 0.8 0.029 0.819 0.8 0.809 0.956 thigh 0.212 0.055 0.391 0.212 0.275 0.743 upperarm 0.72 0.043 0.737 0.72 0.728 0.926 waist Weighted Avg. 0.601 0.067 0.607 0.601 0.582 0.885 === Confusion Matrix === a b c d e f g <-- classified as 372 13 68 1 44 7 4 | a = chest 82 112 135 17 2 88 72 | b = forearm 51 20 357 2 19 33 26 | c = head 27 16 10 416 17 15 7 | d = shin 54 8 10 5 407 11 14 | e = thigh 246 19 92 28 8 108 8 | f = upperarm 49 20 30 30 0 14 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2097 58.888 % Incorrectly Classified Instances 1464 41.112 % Kappa statistic 0.5204 Mean absolute error 0.1254 Root mean squared error 0.2946 Relative absolute error 51.2236 % Root relative squared error 84.199 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.715 0.165 0.419 0.715 0.528 0.871 chest 0.232 0.027 0.587 0.232 0.333 0.852 forearm 0.74 0.123 0.501 0.74 0.598 0.902 head 0.805 0.026 0.84 0.805 0.822 0.928 shin 0.741 0.039 0.759 0.741 0.75 0.941 thigh 0.198 0.057 0.369 0.198 0.258 0.731 upperarm 0.69 0.043 0.729 0.69 0.709 0.928 waist Weighted Avg. 0.589 0.069 0.6 0.589 0.571 0.879 === Confusion Matrix === a b c d e f g <-- classified as 364 8 80 1 43 10 3 | a = chest 79 118 126 11 16 87 71 | b = forearm 50 20 376 0 18 27 17 | c = head 30 16 19 409 21 9 4 | d = shin 69 9 6 4 377 23 21 | e = thigh 220 19 111 25 18 101 15 | f = upperarm 57 11 32 37 4 17 352 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2085 58.551 % Incorrectly Classified Instances 1476 41.449 % Kappa statistic 0.5164 Mean absolute error 0.1238 Root mean squared error 0.295 Relative absolute error 50.5643 % Root relative squared error 84.2958 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.169 0.42 0.735 0.535 0.88 chest 0.203 0.031 0.523 0.203 0.293 0.853 forearm 0.671 0.121 0.481 0.671 0.56 0.884 head 0.809 0.03 0.817 0.809 0.813 0.93 shin 0.745 0.037 0.772 0.745 0.758 0.934 thigh 0.212 0.056 0.388 0.212 0.274 0.737 upperarm 0.722 0.041 0.748 0.722 0.735 0.926 waist Weighted Avg. 0.586 0.069 0.593 0.586 0.567 0.878 === Confusion Matrix === a b c d e f g <-- classified as 374 16 55 1 52 5 6 | a = chest 74 103 147 23 7 83 70 | b = forearm 62 26 341 0 23 33 23 | c = head 28 11 14 412 21 19 4 | d = shin 72 6 11 7 379 19 15 | e = thigh 222 24 113 28 8 108 6 | f = upperarm 58 11 28 33 1 11 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2098 58.916 % Incorrectly Classified Instances 1463 41.084 % Kappa statistic 0.5207 Mean absolute error 0.1252 Root mean squared error 0.2961 Relative absolute error 51.1307 % Root relative squared error 84.6122 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.169 0.419 0.729 0.532 0.873 chest 0.221 0.033 0.528 0.221 0.312 0.847 forearm 0.695 0.124 0.484 0.695 0.571 0.89 head 0.786 0.024 0.847 0.786 0.815 0.931 shin 0.758 0.035 0.783 0.758 0.77 0.941 thigh 0.228 0.053 0.417 0.228 0.295 0.744 upperarm 0.706 0.042 0.736 0.706 0.721 0.922 waist Weighted Avg. 0.589 0.068 0.602 0.589 0.574 0.878 === Confusion Matrix === a b c d e f g <-- classified as 371 16 63 0 51 5 3 | a = chest 73 112 137 11 5 88 81 | b = forearm 64 19 354 0 22 32 18 | c = head 33 19 19 400 22 9 7 | d = shin 61 15 10 7 385 17 13 | e = thigh 224 23 117 18 4 116 7 | f = upperarm 60 8 32 36 3 11 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2081 58.4386 % Incorrectly Classified Instances 1480 41.5614 % Kappa statistic 0.5151 Mean absolute error 0.1264 Root mean squared error 0.2976 Relative absolute error 51.5998 % Root relative squared error 85.0569 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.166 0.422 0.727 0.534 0.876 chest 0.199 0.03 0.521 0.199 0.288 0.852 forearm 0.694 0.127 0.477 0.694 0.565 0.883 head 0.807 0.026 0.84 0.807 0.824 0.917 shin 0.744 0.029 0.808 0.744 0.775 0.942 thigh 0.193 0.058 0.355 0.193 0.25 0.712 upperarm 0.725 0.048 0.716 0.725 0.721 0.919 waist Weighted Avg. 0.584 0.069 0.591 0.584 0.565 0.872 === Confusion Matrix === a b c d e f g <-- classified as 370 9 69 0 48 6 7 | a = chest 83 101 140 20 5 92 66 | b = forearm 47 21 353 2 11 43 32 | c = head 25 13 26 411 19 11 4 | d = shin 63 14 8 4 378 14 27 | e = thigh 235 25 113 22 5 98 11 | f = upperarm 54 11 31 30 2 12 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2054 57.6804 % Incorrectly Classified Instances 1507 42.3196 % Kappa statistic 0.5062 Mean absolute error 0.1271 Root mean squared error 0.2995 Relative absolute error 51.885 % Root relative squared error 85.5869 % Total Number of Instances 3561 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.168 0.416 0.714 0.525 0.872 chest 0.199 0.028 0.537 0.199 0.291 0.855 forearm 0.672 0.127 0.469 0.672 0.553 0.878 head 0.789 0.03 0.815 0.789 0.802 0.904 shin 0.758 0.04 0.758 0.758 0.758 0.949 thigh 0.193 0.055 0.367 0.193 0.253 0.73 upperarm 0.712 0.045 0.725 0.712 0.718 0.922 waist Weighted Avg. 0.577 0.071 0.584 0.577 0.557 0.873 === Confusion Matrix === a b c d e f g <-- classified as 364 11 70 2 53 6 4 | a = chest 89 101 131 18 7 91 70 | b = forearm 54 22 342 0 33 35 23 | c = head 38 15 22 401 14 11 7 | d = shin 60 14 9 5 385 15 20 | e = thigh 232 19 116 17 13 98 14 | f = upperarm 39 6 39 49 3 11 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2068 58.0899 % Incorrectly Classified Instances 1492 41.9101 % Kappa statistic 0.511 Mean absolute error 0.1268 Root mean squared error 0.2988 Relative absolute error 51.7757 % Root relative squared error 85.3937 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.172 0.416 0.733 0.531 0.872 chest 0.179 0.031 0.489 0.179 0.263 0.856 forearm 0.669 0.127 0.467 0.669 0.55 0.875 head 0.776 0.028 0.823 0.776 0.798 0.922 shin 0.781 0.035 0.788 0.781 0.785 0.94 thigh 0.193 0.056 0.364 0.193 0.252 0.729 upperarm 0.733 0.04 0.756 0.733 0.744 0.931 waist Weighted Avg. 0.581 0.07 0.586 0.581 0.56 0.875 === Confusion Matrix === a b c d e f g <-- classified as 374 15 58 1 55 4 3 | a = chest 96 91 144 17 3 90 66 | b = forearm 68 21 340 0 19 34 26 | c = head 32 15 24 394 21 16 6 | d = shin 48 13 13 9 397 18 10 | e = thigh 230 25 108 30 8 98 10 | f = upperarm 51 6 41 28 1 9 374 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2043 57.3876 % Incorrectly Classified Instances 1517 42.6124 % Kappa statistic 0.5028 Mean absolute error 0.1276 Root mean squared error 0.3006 Relative absolute error 52.123 % Root relative squared error 85.8936 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.181 0.396 0.708 0.508 0.862 chest 0.225 0.038 0.496 0.225 0.309 0.85 forearm 0.671 0.119 0.485 0.671 0.563 0.887 head 0.803 0.031 0.813 0.803 0.808 0.918 shin 0.717 0.037 0.763 0.717 0.739 0.933 thigh 0.189 0.054 0.369 0.189 0.25 0.733 upperarm 0.704 0.038 0.754 0.704 0.728 0.924 waist Weighted Avg. 0.574 0.071 0.582 0.574 0.558 0.872 === Confusion Matrix === a b c d e f g <-- classified as 361 11 60 0 64 11 3 | a = chest 88 114 130 13 5 80 77 | b = forearm 73 25 341 1 26 28 14 | c = head 30 19 22 408 14 12 3 | d = shin 70 19 11 8 364 21 15 | e = thigh 233 32 112 28 3 96 5 | f = upperarm 57 10 27 44 1 12 359 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2072 58.2022 % Incorrectly Classified Instances 1488 41.7978 % Kappa statistic 0.5123 Mean absolute error 0.1267 Root mean squared error 0.2987 Relative absolute error 51.7217 % Root relative squared error 85.3531 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.155 0.441 0.731 0.551 0.88 chest 0.201 0.034 0.493 0.201 0.286 0.859 forearm 0.669 0.136 0.451 0.669 0.539 0.877 head 0.78 0.023 0.85 0.78 0.813 0.922 shin 0.78 0.032 0.8 0.78 0.79 0.947 thigh 0.189 0.055 0.364 0.189 0.248 0.725 upperarm 0.724 0.052 0.698 0.724 0.71 0.92 waist Weighted Avg. 0.582 0.07 0.585 0.582 0.562 0.876 === Confusion Matrix === a b c d e f g <-- classified as 373 11 69 0 43 5 9 | a = chest 76 102 150 8 3 82 86 | b = forearm 62 24 340 3 22 32 25 | c = head 26 16 20 396 24 21 5 | d = shin 53 11 8 5 396 14 21 | e = thigh 209 30 140 14 6 96 14 | f = upperarm 46 13 27 40 1 14 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2073 58.2303 % Incorrectly Classified Instances 1487 41.7697 % Kappa statistic 0.5127 Mean absolute error 0.1267 Root mean squared error 0.2956 Relative absolute error 51.7205 % Root relative squared error 84.4803 % Total Number of Instances 3560 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.784 0.175 0.428 0.784 0.553 0.889 chest 0.189 0.028 0.533 0.189 0.279 0.847 forearm 0.687 0.124 0.481 0.687 0.566 0.891 head 0.811 0.028 0.827 0.811 0.819 0.932 shin 0.711 0.028 0.808 0.711 0.757 0.938 thigh 0.196 0.065 0.336 0.196 0.248 0.719 upperarm 0.696 0.04 0.744 0.696 0.719 0.922 waist Weighted Avg. 0.582 0.07 0.594 0.582 0.563 0.877 === Confusion Matrix === a b c d e f g <-- classified as 399 3 61 2 35 6 3 | a = chest 87 96 139 12 7 93 73 | b = forearm 69 20 349 1 20 35 14 | c = head 25 18 16 412 14 18 5 | d = shin 60 19 12 8 362 30 18 | e = thigh 236 17 113 25 9 100 9 | f = upperarm 57 7 36 38 1 16 355 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 4 RUN: 0 FOLD: 0 Correctly Classified Instances 1786 40.9633 % Incorrectly Classified Instances 2574 59.0367 % Kappa statistic 0.3112 Mean absolute error 0.1755 Root mean squared error 0.3602 Relative absolute error 71.6583 % Root relative squared error 102.9394 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.425 0.17 0.293 0.425 0.347 0.731 chest 0.134 0.019 0.539 0.134 0.214 0.692 forearm 0.69 0.269 0.3 0.69 0.418 0.781 head 0.652 0.064 0.63 0.652 0.641 0.869 shin 0.443 0.048 0.608 0.443 0.513 0.844 thigh 0.053 0.013 0.402 0.053 0.093 0.666 upperarm 0.47 0.107 0.425 0.47 0.446 0.787 waist Weighted Avg. 0.41 0.098 0.457 0.41 0.382 0.767 === Confusion Matrix === a b c d e f g <-- classified as 264 8 214 5 83 2 45 | a = chest 47 83 310 50 17 15 98 | b = forearm 84 17 430 30 2 5 55 | c = head 77 7 15 406 37 9 72 | d = shin 140 10 49 32 276 18 98 | e = thigh 189 25 283 28 36 33 30 | f = upperarm 99 4 133 93 3 0 294 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1721 39.4725 % Incorrectly Classified Instances 2639 60.5275 % Kappa statistic 0.2938 Mean absolute error 0.1786 Root mean squared error 0.3639 Relative absolute error 72.9348 % Root relative squared error 104 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.419 0.203 0.255 0.419 0.317 0.701 chest 0.134 0.018 0.55 0.134 0.215 0.687 forearm 0.66 0.279 0.283 0.66 0.396 0.766 head 0.618 0.059 0.636 0.618 0.627 0.862 shin 0.44 0.049 0.601 0.44 0.508 0.842 thigh 0.045 0.009 0.467 0.045 0.082 0.668 upperarm 0.447 0.091 0.453 0.447 0.45 0.799 waist Weighted Avg. 0.395 0.101 0.464 0.395 0.371 0.761 === Confusion Matrix === a b c d e f g <-- classified as 260 5 202 11 100 0 43 | a = chest 54 83 328 48 11 13 83 | b = forearm 102 18 411 32 1 5 54 | c = head 111 7 27 385 42 8 43 | d = shin 165 8 51 31 274 6 88 | e = thigh 224 26 269 26 24 28 27 | f = upperarm 102 4 164 72 4 0 280 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1733 39.7477 % Incorrectly Classified Instances 2627 60.2523 % Kappa statistic 0.297 Mean absolute error 0.1781 Root mean squared error 0.3634 Relative absolute error 72.7289 % Root relative squared error 103.8575 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.181 0.273 0.409 0.327 0.714 chest 0.147 0.021 0.538 0.147 0.231 0.667 forearm 0.668 0.288 0.279 0.668 0.393 0.766 head 0.607 0.055 0.649 0.607 0.627 0.855 shin 0.462 0.04 0.658 0.462 0.543 0.849 thigh 0.029 0.008 0.367 0.029 0.053 0.652 upperarm 0.46 0.11 0.413 0.46 0.435 0.778 waist Weighted Avg. 0.397 0.1 0.454 0.397 0.373 0.755 === Confusion Matrix === a b c d e f g <-- classified as 254 12 220 10 69 1 55 | a = chest 62 91 314 38 10 12 93 | b = forearm 87 28 416 29 1 1 61 | c = head 97 10 24 378 35 7 72 | d = shin 152 5 57 23 288 8 90 | e = thigh 191 17 306 21 33 18 38 | f = upperarm 89 6 156 83 2 2 288 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1762 40.4128 % Incorrectly Classified Instances 2598 59.5872 % Kappa statistic 0.3048 Mean absolute error 0.1774 Root mean squared error 0.3633 Relative absolute error 72.4365 % Root relative squared error 103.8075 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.415 0.176 0.282 0.415 0.336 0.715 chest 0.155 0.015 0.632 0.155 0.248 0.688 forearm 0.673 0.268 0.295 0.673 0.41 0.777 head 0.608 0.062 0.622 0.608 0.615 0.84 shin 0.478 0.048 0.625 0.478 0.542 0.859 thigh 0.043 0.009 0.443 0.043 0.079 0.668 upperarm 0.455 0.118 0.394 0.455 0.422 0.765 waist Weighted Avg. 0.404 0.099 0.47 0.404 0.379 0.759 === Confusion Matrix === a b c d e f g <-- classified as 258 4 206 12 87 1 53 | a = chest 48 96 324 51 8 14 80 | b = forearm 89 17 419 29 0 9 60 | c = head 101 5 22 379 41 3 72 | d = shin 122 6 45 23 298 6 123 | e = thigh 196 18 255 35 41 27 51 | f = upperarm 102 6 150 80 2 1 285 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1776 40.7339 % Incorrectly Classified Instances 2584 59.2661 % Kappa statistic 0.3085 Mean absolute error 0.176 Root mean squared error 0.3621 Relative absolute error 71.8773 % Root relative squared error 103.4859 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.382 0.162 0.282 0.382 0.324 0.715 chest 0.153 0.019 0.569 0.153 0.241 0.703 forearm 0.693 0.288 0.286 0.693 0.405 0.772 head 0.637 0.066 0.618 0.637 0.628 0.856 shin 0.459 0.044 0.637 0.459 0.534 0.835 thigh 0.039 0.004 0.6 0.039 0.072 0.658 upperarm 0.487 0.109 0.428 0.487 0.456 0.791 waist Weighted Avg. 0.407 0.099 0.489 0.407 0.38 0.762 === Confusion Matrix === a b c d e f g <-- classified as 237 6 229 8 77 0 64 | a = chest 42 95 308 58 12 6 100 | b = forearm 86 22 432 30 1 1 51 | c = head 82 6 28 397 35 5 70 | d = shin 152 8 58 25 286 4 90 | e = thigh 168 23 303 35 38 24 32 | f = upperarm 74 7 151 89 0 0 305 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1749 40.1147 % Incorrectly Classified Instances 2611 59.8853 % Kappa statistic 0.3013 Mean absolute error 0.178 Root mean squared error 0.3634 Relative absolute error 72.7028 % Root relative squared error 103.8371 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.165 0.292 0.409 0.34 0.713 chest 0.142 0.013 0.638 0.142 0.232 0.683 forearm 0.701 0.293 0.285 0.701 0.406 0.773 head 0.62 0.063 0.621 0.62 0.62 0.856 shin 0.457 0.038 0.666 0.457 0.542 0.858 thigh 0.042 0.01 0.406 0.042 0.076 0.647 upperarm 0.436 0.116 0.387 0.436 0.41 0.773 waist Weighted Avg. 0.401 0.1 0.471 0.401 0.375 0.757 === Confusion Matrix === a b c d e f g <-- classified as 254 9 227 15 69 1 46 | a = chest 49 88 320 39 11 10 104 | b = forearm 78 10 437 36 2 6 54 | c = head 92 7 25 386 35 6 72 | d = shin 128 2 47 36 285 15 110 | e = thigh 171 18 312 25 25 26 46 | f = upperarm 99 4 164 85 1 0 273 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1752 40.1835 % Incorrectly Classified Instances 2608 59.8165 % Kappa statistic 0.3021 Mean absolute error 0.1771 Root mean squared error 0.3627 Relative absolute error 72.3363 % Root relative squared error 103.6427 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.417 0.171 0.288 0.417 0.341 0.728 chest 0.118 0.022 0.468 0.118 0.188 0.664 forearm 0.687 0.272 0.296 0.687 0.414 0.773 head 0.618 0.06 0.631 0.618 0.624 0.865 shin 0.461 0.045 0.629 0.461 0.532 0.846 thigh 0.043 0.011 0.403 0.043 0.078 0.664 upperarm 0.468 0.116 0.404 0.468 0.433 0.785 waist Weighted Avg. 0.402 0.1 0.446 0.402 0.373 0.761 === Confusion Matrix === a b c d e f g <-- classified as 259 4 213 7 78 1 59 | a = chest 36 73 318 70 11 9 104 | b = forearm 79 31 428 27 1 5 52 | c = head 84 7 26 385 51 5 65 | d = shin 128 9 46 16 287 20 117 | e = thigh 218 25 256 34 27 27 36 | f = upperarm 95 7 159 71 1 0 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1709 39.1972 % Incorrectly Classified Instances 2651 60.8028 % Kappa statistic 0.2906 Mean absolute error 0.1791 Root mean squared error 0.3654 Relative absolute error 73.1291 % Root relative squared error 104.4173 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.379 0.159 0.285 0.379 0.325 0.718 chest 0.121 0.017 0.536 0.121 0.197 0.691 forearm 0.684 0.283 0.287 0.684 0.405 0.774 head 0.616 0.061 0.628 0.616 0.622 0.853 shin 0.429 0.048 0.599 0.429 0.5 0.83 thigh 0.037 0.009 0.397 0.037 0.067 0.647 upperarm 0.478 0.133 0.376 0.478 0.421 0.774 waist Weighted Avg. 0.392 0.101 0.444 0.392 0.362 0.755 === Confusion Matrix === a b c d e f g <-- classified as 236 8 227 3 79 0 69 | a = chest 51 75 304 55 13 10 112 | b = forearm 79 17 426 30 2 6 63 | c = head 77 6 38 383 37 7 74 | d = shin 140 5 54 19 267 12 126 | e = thigh 163 24 281 34 47 23 52 | f = upperarm 83 5 152 86 1 0 299 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1755 40.2523 % Incorrectly Classified Instances 2605 59.7477 % Kappa statistic 0.3029 Mean absolute error 0.1762 Root mean squared error 0.3617 Relative absolute error 71.9381 % Root relative squared error 103.3565 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.387 0.163 0.284 0.387 0.327 0.726 chest 0.142 0.015 0.607 0.142 0.23 0.683 forearm 0.69 0.297 0.279 0.69 0.398 0.771 head 0.645 0.066 0.62 0.645 0.632 0.868 shin 0.462 0.04 0.661 0.462 0.544 0.855 thigh 0.048 0.009 0.469 0.048 0.087 0.67 upperarm 0.442 0.108 0.408 0.442 0.425 0.789 waist Weighted Avg. 0.403 0.1 0.475 0.403 0.378 0.766 === Confusion Matrix === a b c d e f g <-- classified as 241 4 242 11 70 0 54 | a = chest 50 88 306 52 8 9 107 | b = forearm 86 14 430 35 0 6 52 | c = head 77 2 33 401 42 5 62 | d = shin 125 8 60 31 288 13 98 | e = thigh 173 25 303 36 28 30 29 | f = upperarm 98 4 165 81 0 1 277 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1738 39.8715 % Incorrectly Classified Instances 2621 60.1285 % Kappa statistic 0.2985 Mean absolute error 0.1774 Root mean squared error 0.3636 Relative absolute error 72.4411 % Root relative squared error 103.9106 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.415 0.183 0.274 0.415 0.33 0.71 chest 0.137 0.017 0.574 0.137 0.221 0.686 forearm 0.671 0.284 0.283 0.671 0.398 0.773 head 0.598 0.063 0.611 0.598 0.604 0.863 shin 0.474 0.044 0.64 0.474 0.545 0.847 thigh 0.045 0.01 0.438 0.045 0.081 0.668 upperarm 0.45 0.1 0.429 0.45 0.44 0.779 waist Weighted Avg. 0.399 0.1 0.464 0.399 0.374 0.761 === Confusion Matrix === a b c d e f g <-- classified as 258 6 219 9 81 2 47 | a = chest 46 85 322 59 5 11 92 | b = forearm 85 21 418 30 2 5 62 | c = head 107 5 25 372 54 10 49 | d = shin 149 3 59 27 295 8 81 | e = thigh 206 20 276 30 20 28 44 | f = upperarm 90 8 160 82 4 0 282 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1728 39.633 % Incorrectly Classified Instances 2632 60.367 % Kappa statistic 0.2957 Mean absolute error 0.1784 Root mean squared error 0.3649 Relative absolute error 72.8535 % Root relative squared error 104.2714 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.371 0.167 0.27 0.371 0.313 0.704 chest 0.145 0.018 0.573 0.145 0.231 0.686 forearm 0.687 0.288 0.285 0.687 0.403 0.766 head 0.627 0.06 0.636 0.627 0.632 0.865 shin 0.43 0.045 0.615 0.43 0.506 0.832 thigh 0.035 0.011 0.349 0.035 0.064 0.663 upperarm 0.478 0.116 0.407 0.478 0.44 0.782 waist Weighted Avg. 0.396 0.101 0.448 0.396 0.37 0.757 === Confusion Matrix === a b c d e f g <-- classified as 231 9 235 6 84 1 56 | a = chest 54 90 313 49 11 13 91 | b = forearm 83 14 428 37 0 6 55 | c = head 79 3 25 390 43 9 73 | d = shin 138 10 52 28 268 12 115 | e = thigh 173 25 296 33 29 22 45 | f = upperarm 96 6 154 70 1 0 299 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1753 40.2064 % Incorrectly Classified Instances 2607 59.7936 % Kappa statistic 0.3024 Mean absolute error 0.1767 Root mean squared error 0.3622 Relative absolute error 72.1541 % Root relative squared error 103.5091 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.455 0.19 0.284 0.455 0.35 0.723 chest 0.174 0.017 0.632 0.174 0.273 0.687 forearm 0.634 0.277 0.276 0.634 0.385 0.755 head 0.622 0.062 0.625 0.622 0.624 0.85 shin 0.445 0.044 0.627 0.445 0.52 0.835 thigh 0.043 0.008 0.466 0.043 0.079 0.674 upperarm 0.441 0.099 0.427 0.441 0.434 0.795 waist Weighted Avg. 0.402 0.1 0.477 0.402 0.381 0.76 === Confusion Matrix === a b c d e f g <-- classified as 283 3 193 13 82 0 48 | a = chest 45 108 305 46 13 7 97 | b = forearm 109 18 395 43 2 1 55 | c = head 114 4 21 387 31 10 55 | d = shin 150 3 70 29 277 12 82 | e = thigh 201 29 270 29 34 27 33 | f = upperarm 93 6 175 72 3 1 276 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1739 39.8853 % Incorrectly Classified Instances 2621 60.1147 % Kappa statistic 0.2986 Mean absolute error 0.1779 Root mean squared error 0.3629 Relative absolute error 72.6542 % Root relative squared error 103.702 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.412 0.18 0.276 0.412 0.331 0.724 chest 0.14 0.018 0.569 0.14 0.225 0.691 forearm 0.695 0.281 0.292 0.695 0.411 0.776 head 0.623 0.062 0.625 0.623 0.624 0.863 shin 0.416 0.044 0.614 0.416 0.496 0.831 thigh 0.039 0.011 0.375 0.039 0.07 0.657 upperarm 0.466 0.106 0.424 0.466 0.444 0.783 waist Weighted Avg. 0.399 0.1 0.453 0.399 0.372 0.761 === Confusion Matrix === a b c d e f g <-- classified as 256 7 218 9 79 2 50 | a = chest 48 87 306 56 6 17 101 | b = forearm 87 24 433 27 1 3 48 | c = head 89 8 28 388 43 8 59 | d = shin 170 5 50 29 259 10 100 | e = thigh 193 15 288 35 30 24 38 | f = upperarm 85 7 161 77 4 0 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1785 40.9404 % Incorrectly Classified Instances 2575 59.0596 % Kappa statistic 0.311 Mean absolute error 0.1757 Root mean squared error 0.3604 Relative absolute error 71.75 % Root relative squared error 103.0055 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.438 0.182 0.285 0.438 0.346 0.715 chest 0.127 0.017 0.552 0.127 0.207 0.687 forearm 0.677 0.275 0.291 0.677 0.407 0.779 head 0.626 0.056 0.649 0.626 0.637 0.869 shin 0.474 0.046 0.63 0.474 0.541 0.854 thigh 0.035 0.009 0.4 0.035 0.065 0.667 upperarm 0.487 0.103 0.442 0.487 0.464 0.806 waist Weighted Avg. 0.409 0.098 0.464 0.409 0.381 0.768 === Confusion Matrix === a b c d e f g <-- classified as 272 12 194 12 84 2 45 | a = chest 58 79 334 45 10 9 86 | b = forearm 90 19 422 29 0 6 57 | c = head 92 3 30 390 41 6 61 | d = shin 132 7 45 27 295 10 106 | e = thigh 206 20 280 30 36 22 30 | f = upperarm 103 3 145 68 2 0 305 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1738 39.8624 % Incorrectly Classified Instances 2622 60.1376 % Kappa statistic 0.2984 Mean absolute error 0.1792 Root mean squared error 0.3651 Relative absolute error 73.1743 % Root relative squared error 104.324 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.407 0.165 0.291 0.407 0.34 0.718 chest 0.147 0.019 0.565 0.147 0.233 0.687 forearm 0.695 0.283 0.291 0.695 0.41 0.773 head 0.589 0.06 0.622 0.589 0.605 0.844 shin 0.465 0.045 0.633 0.465 0.537 0.852 thigh 0.035 0.009 0.4 0.035 0.065 0.648 upperarm 0.45 0.122 0.382 0.45 0.413 0.775 waist Weighted Avg. 0.399 0.1 0.455 0.399 0.372 0.757 === Confusion Matrix === a b c d e f g <-- classified as 253 6 227 5 75 1 54 | a = chest 49 91 296 50 15 7 112 | b = forearm 77 22 433 27 2 4 58 | c = head 86 5 29 367 47 7 82 | d = shin 130 9 53 24 290 14 103 | e = thigh 180 24 287 38 26 22 47 | f = upperarm 94 4 164 79 3 0 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1739 39.8853 % Incorrectly Classified Instances 2621 60.1147 % Kappa statistic 0.2986 Mean absolute error 0.1781 Root mean squared error 0.3638 Relative absolute error 72.7394 % Root relative squared error 103.9763 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.42 0.181 0.279 0.42 0.335 0.717 chest 0.111 0.016 0.539 0.111 0.184 0.678 forearm 0.668 0.266 0.295 0.668 0.409 0.777 head 0.631 0.07 0.601 0.631 0.616 0.856 shin 0.472 0.047 0.626 0.472 0.538 0.852 thigh 0.048 0.009 0.469 0.048 0.087 0.644 upperarm 0.441 0.113 0.395 0.441 0.417 0.76 waist Weighted Avg. 0.399 0.1 0.458 0.399 0.37 0.755 === Confusion Matrix === a b c d e f g <-- classified as 261 9 212 12 78 0 49 | a = chest 59 69 307 52 15 9 109 | b = forearm 99 18 416 37 3 3 47 | c = head 87 6 18 393 42 6 71 | d = shin 137 2 48 20 294 15 107 | e = thigh 194 20 269 33 38 30 40 | f = upperarm 99 4 139 107 0 1 276 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1762 40.4128 % Incorrectly Classified Instances 2598 59.5872 % Kappa statistic 0.3048 Mean absolute error 0.1764 Root mean squared error 0.3609 Relative absolute error 72.0265 % Root relative squared error 103.1262 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.391 0.171 0.275 0.391 0.323 0.712 chest 0.132 0.02 0.529 0.132 0.212 0.676 forearm 0.698 0.282 0.292 0.698 0.412 0.784 head 0.624 0.058 0.644 0.624 0.634 0.863 shin 0.488 0.046 0.637 0.488 0.553 0.852 thigh 0.035 0.007 0.449 0.035 0.065 0.664 upperarm 0.458 0.111 0.408 0.458 0.432 0.781 waist Weighted Avg. 0.404 0.099 0.462 0.404 0.376 0.762 === Confusion Matrix === a b c d e f g <-- classified as 243 7 219 7 82 0 63 | a = chest 41 82 323 51 10 10 103 | b = forearm 82 22 435 23 2 4 55 | c = head 85 7 25 389 44 6 67 | d = shin 136 9 52 22 304 7 93 | e = thigh 191 20 290 34 32 22 35 | f = upperarm 106 8 144 78 3 0 287 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1745 40.0229 % Incorrectly Classified Instances 2615 59.9771 % Kappa statistic 0.3002 Mean absolute error 0.1777 Root mean squared error 0.3629 Relative absolute error 72.5541 % Root relative squared error 103.7025 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.388 0.17 0.275 0.388 0.322 0.714 chest 0.123 0.018 0.535 0.123 0.199 0.692 forearm 0.701 0.277 0.297 0.701 0.417 0.778 head 0.618 0.065 0.613 0.618 0.616 0.854 shin 0.464 0.045 0.63 0.464 0.534 0.855 thigh 0.051 0.012 0.416 0.051 0.091 0.666 upperarm 0.455 0.113 0.404 0.455 0.428 0.776 waist Weighted Avg. 0.4 0.1 0.453 0.4 0.373 0.762 === Confusion Matrix === a b c d e f g <-- classified as 241 5 217 12 80 0 66 | a = chest 39 76 307 60 17 19 102 | b = forearm 74 16 437 31 1 7 57 | c = head 95 11 26 385 34 8 64 | d = shin 146 9 47 26 289 11 95 | e = thigh 192 20 286 22 35 32 37 | f = upperarm 88 5 153 92 3 0 285 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1712 39.2661 % Incorrectly Classified Instances 2648 60.7339 % Kappa statistic 0.2914 Mean absolute error 0.1798 Root mean squared error 0.3676 Relative absolute error 73.4113 % Root relative squared error 105.043 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.385 0.16 0.285 0.385 0.328 0.713 chest 0.131 0.021 0.509 0.131 0.208 0.658 forearm 0.669 0.295 0.274 0.669 0.389 0.759 head 0.608 0.069 0.597 0.608 0.603 0.862 shin 0.44 0.044 0.624 0.44 0.516 0.846 thigh 0.038 0.006 0.522 0.038 0.072 0.667 upperarm 0.476 0.114 0.412 0.476 0.442 0.779 waist Weighted Avg. 0.393 0.101 0.461 0.393 0.365 0.755 === Confusion Matrix === a b c d e f g <-- classified as 239 9 238 8 75 0 52 | a = chest 49 81 351 54 5 9 71 | b = forearm 79 22 417 34 0 3 68 | c = head 84 6 28 379 55 2 69 | d = shin 120 5 64 30 274 8 122 | e = thigh 179 33 281 35 29 24 43 | f = upperarm 88 3 141 95 1 0 298 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1796 41.2021 % Incorrectly Classified Instances 2563 58.7979 % Kappa statistic 0.314 Mean absolute error 0.1741 Root mean squared error 0.3598 Relative absolute error 71.0738 % Root relative squared error 102.8082 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.404 0.16 0.295 0.404 0.341 0.728 chest 0.166 0.016 0.636 0.166 0.263 0.693 forearm 0.703 0.296 0.283 0.703 0.404 0.777 head 0.643 0.056 0.658 0.643 0.65 0.858 shin 0.464 0.038 0.671 0.464 0.548 0.856 thigh 0.045 0.009 0.452 0.045 0.082 0.664 upperarm 0.458 0.111 0.409 0.458 0.433 0.782 waist Weighted Avg. 0.412 0.098 0.486 0.412 0.389 0.765 === Confusion Matrix === a b c d e f g <-- classified as 251 1 242 8 72 0 48 | a = chest 37 103 311 50 6 8 105 | b = forearm 73 18 438 21 1 10 62 | c = head 86 10 30 400 30 2 64 | d = shin 144 5 45 29 289 13 98 | e = thigh 180 15 310 22 31 28 37 | f = upperarm 79 10 169 78 2 1 287 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1739 39.8853 % Incorrectly Classified Instances 2621 60.1147 % Kappa statistic 0.2986 Mean absolute error 0.1767 Root mean squared error 0.3624 Relative absolute error 72.1335 % Root relative squared error 103.5519 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.404 0.175 0.277 0.404 0.329 0.724 chest 0.15 0.015 0.62 0.15 0.242 0.693 forearm 0.689 0.291 0.283 0.689 0.401 0.765 head 0.61 0.055 0.65 0.61 0.629 0.871 shin 0.457 0.046 0.624 0.457 0.528 0.843 thigh 0.04 0.008 0.455 0.04 0.074 0.664 upperarm 0.441 0.111 0.401 0.441 0.42 0.787 waist Weighted Avg. 0.399 0.1 0.472 0.399 0.375 0.764 === Confusion Matrix === a b c d e f g <-- classified as 251 5 227 8 81 1 48 | a = chest 43 93 321 33 9 13 108 | b = forearm 76 20 429 40 3 6 49 | c = head 93 5 27 380 42 3 73 | d = shin 154 6 39 25 285 7 107 | e = thigh 187 17 307 23 37 25 28 | f = upperarm 103 4 167 76 0 0 276 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1697 38.922 % Incorrectly Classified Instances 2663 61.078 % Kappa statistic 0.2874 Mean absolute error 0.1799 Root mean squared error 0.3653 Relative absolute error 73.4749 % Root relative squared error 104.3935 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.383 0.175 0.267 0.383 0.315 0.702 chest 0.123 0.02 0.51 0.123 0.198 0.675 forearm 0.647 0.266 0.288 0.647 0.399 0.779 head 0.599 0.069 0.59 0.599 0.594 0.843 shin 0.448 0.05 0.599 0.448 0.512 0.849 thigh 0.034 0.01 0.362 0.034 0.062 0.667 upperarm 0.49 0.123 0.401 0.49 0.441 0.771 waist Weighted Avg. 0.389 0.102 0.431 0.389 0.36 0.755 === Confusion Matrix === a b c d e f g <-- classified as 238 8 217 7 91 0 60 | a = chest 50 76 305 62 6 9 112 | b = forearm 108 19 403 26 0 6 61 | c = head 88 6 25 373 46 9 76 | d = shin 141 9 56 25 279 13 100 | e = thigh 192 22 258 37 44 21 50 | f = upperarm 75 9 133 102 0 0 307 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1764 40.4587 % Incorrectly Classified Instances 2596 59.5413 % Kappa statistic 0.3053 Mean absolute error 0.1782 Root mean squared error 0.3635 Relative absolute error 72.7492 % Root relative squared error 103.8824 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.42 0.168 0.293 0.42 0.345 0.716 chest 0.153 0.018 0.59 0.153 0.243 0.698 forearm 0.674 0.287 0.282 0.674 0.397 0.761 head 0.605 0.061 0.623 0.605 0.614 0.854 shin 0.432 0.042 0.633 0.432 0.513 0.834 thigh 0.048 0.01 0.448 0.048 0.087 0.648 upperarm 0.498 0.109 0.433 0.498 0.464 0.789 waist Weighted Avg. 0.405 0.099 0.472 0.405 0.381 0.757 === Confusion Matrix === a b c d e f g <-- classified as 261 10 224 6 78 0 42 | a = chest 47 95 314 59 7 11 87 | b = forearm 78 24 420 37 3 6 55 | c = head 97 3 23 377 40 9 74 | d = shin 144 4 58 26 269 11 111 | e = thigh 177 17 310 25 26 30 39 | f = upperarm 87 8 142 75 2 0 312 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1688 38.7156 % Incorrectly Classified Instances 2672 61.2844 % Kappa statistic 0.285 Mean absolute error 0.1806 Root mean squared error 0.3674 Relative absolute error 73.7634 % Root relative squared error 105.006 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.206 0.249 0.411 0.31 0.699 chest 0.14 0.018 0.561 0.14 0.225 0.679 forearm 0.657 0.282 0.28 0.657 0.392 0.756 head 0.584 0.061 0.614 0.584 0.599 0.84 shin 0.483 0.048 0.624 0.483 0.545 0.848 thigh 0.029 0.01 0.333 0.029 0.053 0.661 upperarm 0.406 0.09 0.431 0.406 0.418 0.775 waist Weighted Avg. 0.387 0.102 0.442 0.387 0.363 0.751 === Confusion Matrix === a b c d e f g <-- classified as 255 4 223 9 90 1 39 | a = chest 65 87 307 53 9 11 88 | b = forearm 101 15 409 42 1 7 48 | c = head 111 9 36 364 53 3 47 | d = shin 151 9 37 24 301 13 88 | e = thigh 221 30 272 31 27 18 25 | f = upperarm 121 1 178 70 1 1 254 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1732 39.7248 % Incorrectly Classified Instances 2628 60.2752 % Kappa statistic 0.2968 Mean absolute error 0.1779 Root mean squared error 0.3635 Relative absolute error 72.6582 % Root relative squared error 103.87 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.374 0.162 0.278 0.374 0.318 0.722 chest 0.126 0.018 0.538 0.126 0.204 0.68 forearm 0.689 0.29 0.283 0.689 0.401 0.771 head 0.605 0.06 0.627 0.605 0.616 0.859 shin 0.483 0.043 0.654 0.483 0.556 0.847 thigh 0.04 0.01 0.391 0.04 0.073 0.67 upperarm 0.463 0.121 0.392 0.463 0.425 0.773 waist Weighted Avg. 0.397 0.1 0.452 0.397 0.371 0.76 === Confusion Matrix === a b c d e f g <-- classified as 232 3 248 12 75 0 51 | a = chest 42 78 311 57 11 16 105 | b = forearm 79 22 429 29 1 4 59 | c = head 92 6 25 377 36 6 81 | d = shin 120 6 56 20 301 13 107 | e = thigh 181 21 294 24 32 25 47 | f = upperarm 90 9 151 82 4 0 290 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1765 40.4817 % Incorrectly Classified Instances 2595 59.5183 % Kappa statistic 0.3056 Mean absolute error 0.1765 Root mean squared error 0.3633 Relative absolute error 72.0695 % Root relative squared error 103.8135 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.406 0.152 0.307 0.406 0.35 0.733 chest 0.14 0.02 0.54 0.14 0.223 0.685 forearm 0.705 0.286 0.292 0.705 0.412 0.777 head 0.653 0.062 0.639 0.653 0.646 0.87 shin 0.441 0.039 0.652 0.441 0.526 0.855 thigh 0.035 0.009 0.386 0.035 0.065 0.646 upperarm 0.454 0.127 0.375 0.454 0.41 0.764 waist Weighted Avg. 0.405 0.099 0.456 0.405 0.376 0.762 === Confusion Matrix === a b c d e f g <-- classified as 252 8 220 9 63 1 68 | a = chest 38 87 309 45 14 13 115 | b = forearm 72 20 439 31 2 4 55 | c = head 76 8 19 407 36 6 71 | d = shin 122 7 57 29 274 11 122 | e = thigh 160 25 316 29 29 22 43 | f = upperarm 101 6 146 87 2 0 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1790 41.055 % Incorrectly Classified Instances 2570 58.945 % Kappa statistic 0.3123 Mean absolute error 0.1754 Root mean squared error 0.3594 Relative absolute error 71.6393 % Root relative squared error 102.7177 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.171 0.288 0.416 0.341 0.715 chest 0.119 0.018 0.517 0.119 0.194 0.684 forearm 0.714 0.281 0.298 0.714 0.42 0.787 head 0.627 0.059 0.639 0.627 0.633 0.867 shin 0.483 0.048 0.627 0.483 0.546 0.859 thigh 0.05 0.008 0.517 0.05 0.091 0.653 upperarm 0.463 0.103 0.43 0.463 0.446 0.795 waist Weighted Avg. 0.411 0.098 0.474 0.411 0.382 0.766 === Confusion Matrix === a b c d e f g <-- classified as 259 11 201 9 84 1 57 | a = chest 53 74 326 50 14 11 93 | b = forearm 77 16 445 22 1 5 57 | c = head 87 8 35 390 42 4 56 | d = shin 141 6 51 31 301 8 85 | e = thigh 188 24 281 26 37 31 36 | f = upperarm 93 4 156 82 1 0 290 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1778 40.7798 % Incorrectly Classified Instances 2582 59.2202 % Kappa statistic 0.3091 Mean absolute error 0.1758 Root mean squared error 0.3615 Relative absolute error 71.7846 % Root relative squared error 103.2985 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.423 0.17 0.293 0.423 0.346 0.728 chest 0.13 0.015 0.587 0.13 0.213 0.681 forearm 0.668 0.295 0.274 0.668 0.388 0.756 head 0.653 0.059 0.648 0.653 0.65 0.87 shin 0.462 0.038 0.668 0.462 0.546 0.864 thigh 0.045 0.012 0.394 0.045 0.081 0.652 upperarm 0.473 0.101 0.439 0.473 0.455 0.795 waist Weighted Avg. 0.408 0.099 0.472 0.408 0.383 0.764 === Confusion Matrix === a b c d e f g <-- classified as 263 4 223 5 68 2 57 | a = chest 43 81 335 44 11 12 95 | b = forearm 93 22 416 33 0 4 55 | c = head 84 4 27 406 34 13 54 | d = shin 146 8 58 25 288 12 86 | e = thigh 198 16 288 36 26 28 31 | f = upperarm 72 3 173 78 4 0 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1765 40.4817 % Incorrectly Classified Instances 2595 59.5183 % Kappa statistic 0.3056 Mean absolute error 0.1764 Root mean squared error 0.3627 Relative absolute error 72.0216 % Root relative squared error 103.6526 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.436 0.18 0.287 0.436 0.346 0.707 chest 0.155 0.02 0.561 0.155 0.242 0.681 forearm 0.693 0.266 0.303 0.693 0.421 0.786 head 0.637 0.065 0.619 0.637 0.628 0.85 shin 0.429 0.048 0.599 0.429 0.5 0.828 thigh 0.03 0.007 0.404 0.03 0.057 0.666 upperarm 0.454 0.108 0.414 0.454 0.433 0.788 waist Weighted Avg. 0.405 0.099 0.455 0.405 0.375 0.758 === Confusion Matrix === a b c d e f g <-- classified as 271 9 192 16 86 0 48 | a = chest 53 96 317 53 10 3 89 | b = forearm 93 20 432 25 0 6 47 | c = head 88 8 18 396 42 6 64 | d = shin 149 8 53 30 267 12 104 | e = thigh 196 22 262 34 40 19 50 | f = upperarm 93 8 153 86 1 1 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1775 40.7203 % Incorrectly Classified Instances 2584 59.2797 % Kappa statistic 0.3084 Mean absolute error 0.1766 Root mean squared error 0.3611 Relative absolute error 72.1065 % Root relative squared error 103.1977 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.169 0.294 0.424 0.347 0.722 chest 0.139 0.013 0.632 0.139 0.228 0.683 forearm 0.695 0.271 0.299 0.695 0.419 0.786 head 0.626 0.066 0.613 0.626 0.62 0.859 shin 0.443 0.045 0.623 0.443 0.518 0.84 thigh 0.056 0.009 0.522 0.056 0.101 0.685 upperarm 0.466 0.119 0.397 0.466 0.429 0.782 waist Weighted Avg. 0.407 0.099 0.483 0.407 0.38 0.765 === Confusion Matrix === a b c d e f g <-- classified as 263 5 212 9 78 0 54 | a = chest 52 86 301 62 12 11 96 | b = forearm 77 11 433 23 1 5 73 | c = head 81 5 26 390 45 5 71 | d = shin 124 2 67 29 276 11 114 | e = thigh 202 24 259 40 27 35 36 | f = upperarm 96 3 148 83 4 0 292 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1736 39.8165 % Incorrectly Classified Instances 2624 60.1835 % Kappa statistic 0.2978 Mean absolute error 0.1779 Root mean squared error 0.3642 Relative absolute error 72.633 % Root relative squared error 104.0755 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.386 0.178 0.265 0.386 0.314 0.703 chest 0.111 0.016 0.531 0.111 0.184 0.672 forearm 0.674 0.289 0.28 0.674 0.395 0.766 head 0.621 0.06 0.633 0.621 0.627 0.856 shin 0.485 0.041 0.664 0.485 0.56 0.852 thigh 0.04 0.01 0.403 0.04 0.073 0.643 upperarm 0.468 0.108 0.422 0.468 0.444 0.787 waist Weighted Avg. 0.398 0.1 0.457 0.398 0.371 0.754 === Confusion Matrix === a b c d e f g <-- classified as 240 4 240 15 75 0 47 | a = chest 53 69 328 46 11 14 100 | b = forearm 85 17 420 37 1 6 57 | c = head 89 6 25 387 42 4 70 | d = shin 129 8 46 25 302 13 100 | e = thigh 209 22 291 25 23 25 28 | f = upperarm 101 4 151 76 1 0 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1750 40.1376 % Incorrectly Classified Instances 2610 59.8624 % Kappa statistic 0.3016 Mean absolute error 0.177 Root mean squared error 0.3622 Relative absolute error 72.2748 % Root relative squared error 103.503 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.184 0.27 0.411 0.326 0.715 chest 0.14 0.014 0.617 0.14 0.228 0.692 forearm 0.663 0.282 0.281 0.663 0.395 0.767 head 0.636 0.063 0.627 0.636 0.631 0.857 shin 0.462 0.04 0.659 0.462 0.543 0.843 thigh 0.055 0.009 0.507 0.055 0.099 0.679 upperarm 0.442 0.106 0.413 0.442 0.427 0.779 waist Weighted Avg. 0.401 0.1 0.482 0.401 0.379 0.762 === Confusion Matrix === a b c d e f g <-- classified as 255 11 204 9 79 0 63 | a = chest 55 87 309 44 12 16 98 | b = forearm 106 17 413 29 1 6 51 | c = head 92 3 26 396 31 8 67 | d = shin 143 6 51 38 288 3 94 | e = thigh 195 13 308 27 25 34 21 | f = upperarm 98 4 157 89 1 0 277 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1677 38.4633 % Incorrectly Classified Instances 2683 61.5367 % Kappa statistic 0.282 Mean absolute error 0.1811 Root mean squared error 0.3669 Relative absolute error 73.9495 % Root relative squared error 104.8371 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.391 0.18 0.265 0.391 0.316 0.708 chest 0.132 0.016 0.573 0.132 0.215 0.679 forearm 0.666 0.282 0.283 0.666 0.397 0.763 head 0.592 0.063 0.611 0.592 0.601 0.854 shin 0.425 0.049 0.593 0.425 0.495 0.842 thigh 0.048 0.01 0.435 0.048 0.087 0.65 upperarm 0.436 0.118 0.383 0.436 0.408 0.763 waist Weighted Avg. 0.385 0.103 0.449 0.385 0.36 0.751 === Confusion Matrix === a b c d e f g <-- classified as 243 8 213 6 82 1 68 | a = chest 39 82 322 59 17 12 90 | b = forearm 104 17 415 29 3 1 54 | c = head 92 5 23 369 46 14 74 | d = shin 152 8 55 25 265 10 108 | e = thigh 186 17 284 30 30 30 46 | f = upperarm 101 6 155 86 4 1 273 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1714 39.3119 % Incorrectly Classified Instances 2646 60.6881 % Kappa statistic 0.2919 Mean absolute error 0.1786 Root mean squared error 0.366 Relative absolute error 72.9327 % Root relative squared error 104.6016 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.374 0.165 0.273 0.374 0.315 0.701 chest 0.147 0.016 0.607 0.147 0.236 0.687 forearm 0.661 0.286 0.278 0.661 0.391 0.763 head 0.631 0.064 0.621 0.631 0.626 0.852 shin 0.465 0.042 0.647 0.465 0.542 0.849 thigh 0.037 0.01 0.383 0.037 0.067 0.68 upperarm 0.436 0.124 0.37 0.436 0.401 0.766 waist Weighted Avg. 0.393 0.101 0.454 0.393 0.368 0.757 === Confusion Matrix === a b c d e f g <-- classified as 232 6 217 7 90 2 67 | a = chest 54 91 307 51 6 12 100 | b = forearm 90 20 412 37 1 5 58 | c = head 87 8 25 393 27 8 75 | d = shin 123 3 54 26 290 9 118 | e = thigh 176 20 300 26 32 23 46 | f = upperarm 88 2 167 93 2 1 273 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1797 41.2156 % Incorrectly Classified Instances 2563 58.7844 % Kappa statistic 0.3142 Mean absolute error 0.1758 Root mean squared error 0.361 Relative absolute error 71.8048 % Root relative squared error 103.1725 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.475 0.194 0.289 0.475 0.36 0.721 chest 0.126 0.016 0.565 0.126 0.206 0.699 forearm 0.719 0.269 0.308 0.719 0.431 0.783 head 0.62 0.054 0.658 0.62 0.638 0.861 shin 0.441 0.048 0.604 0.441 0.51 0.852 thigh 0.037 0.007 0.469 0.037 0.068 0.649 upperarm 0.466 0.098 0.444 0.466 0.455 0.793 waist Weighted Avg. 0.412 0.098 0.477 0.412 0.381 0.766 === Confusion Matrix === a b c d e f g <-- classified as 295 5 197 3 88 0 33 | a = chest 49 78 324 45 13 11 100 | b = forearm 84 14 448 27 2 1 47 | c = head 109 5 26 386 40 3 54 | d = shin 162 2 42 29 275 11 102 | e = thigh 209 26 276 25 36 23 29 | f = upperarm 111 8 142 72 1 0 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1775 40.711 % Incorrectly Classified Instances 2585 59.289 % Kappa statistic 0.3083 Mean absolute error 0.1758 Root mean squared error 0.3607 Relative absolute error 71.7865 % Root relative squared error 103.083 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.168 0.288 0.409 0.338 0.732 chest 0.153 0.016 0.609 0.153 0.245 0.702 forearm 0.719 0.29 0.292 0.719 0.416 0.788 head 0.629 0.063 0.623 0.629 0.626 0.861 shin 0.44 0.042 0.634 0.44 0.519 0.836 thigh 0.032 0.008 0.4 0.032 0.059 0.681 upperarm 0.466 0.104 0.43 0.466 0.448 0.795 waist Weighted Avg. 0.407 0.099 0.468 0.407 0.379 0.771 === Confusion Matrix === a b c d e f g <-- classified as 254 6 241 6 64 0 50 | a = chest 42 95 305 61 7 10 100 | b = forearm 71 18 448 30 3 2 51 | c = head 88 7 33 392 45 5 53 | d = shin 141 4 65 27 274 13 99 | e = thigh 191 22 279 41 37 20 34 | f = upperarm 94 4 162 72 2 0 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1809 41.4908 % Incorrectly Classified Instances 2551 58.5092 % Kappa statistic 0.3174 Mean absolute error 0.1743 Root mean squared error 0.3578 Relative absolute error 71.1645 % Root relative squared error 102.2521 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.412 0.148 0.316 0.412 0.358 0.742 chest 0.144 0.019 0.553 0.144 0.228 0.672 forearm 0.713 0.285 0.294 0.713 0.417 0.79 head 0.632 0.06 0.635 0.632 0.634 0.879 shin 0.49 0.045 0.643 0.49 0.556 0.855 thigh 0.05 0.01 0.456 0.05 0.09 0.669 upperarm 0.463 0.114 0.404 0.463 0.432 0.782 waist Weighted Avg. 0.415 0.098 0.472 0.415 0.388 0.77 === Confusion Matrix === a b c d e f g <-- classified as 256 5 219 12 70 3 56 | a = chest 46 89 321 51 8 11 94 | b = forearm 70 21 444 23 0 7 58 | c = head 58 14 36 394 50 6 65 | d = shin 129 8 44 20 305 10 107 | e = thigh 177 19 280 32 38 31 47 | f = upperarm 75 5 165 88 3 0 290 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1764 40.4587 % Incorrectly Classified Instances 2596 59.5413 % Kappa statistic 0.3053 Mean absolute error 0.1766 Root mean squared error 0.3626 Relative absolute error 72.1152 % Root relative squared error 103.62 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.431 0.173 0.293 0.431 0.349 0.724 chest 0.144 0.026 0.473 0.144 0.22 0.681 forearm 0.676 0.281 0.286 0.676 0.402 0.768 head 0.609 0.062 0.619 0.609 0.614 0.858 shin 0.459 0.045 0.63 0.459 0.531 0.842 thigh 0.035 0.007 0.44 0.035 0.065 0.66 upperarm 0.478 0.099 0.446 0.478 0.461 0.795 waist Weighted Avg. 0.405 0.099 0.455 0.405 0.378 0.761 === Confusion Matrix === a b c d e f g <-- classified as 268 9 210 6 82 0 47 | a = chest 53 89 323 54 6 7 88 | b = forearm 76 28 421 34 0 9 55 | c = head 105 7 23 379 46 3 59 | d = shin 143 5 58 28 286 9 94 | e = thigh 180 41 283 37 33 22 28 | f = upperarm 90 9 153 74 1 0 299 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1754 40.2294 % Incorrectly Classified Instances 2606 59.7706 % Kappa statistic 0.3026 Mean absolute error 0.1768 Root mean squared error 0.3631 Relative absolute error 72.1888 % Root relative squared error 103.7523 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.389 0.161 0.287 0.389 0.33 0.709 chest 0.135 0.018 0.556 0.135 0.218 0.676 forearm 0.668 0.28 0.284 0.668 0.399 0.767 head 0.641 0.067 0.616 0.641 0.628 0.857 shin 0.465 0.047 0.625 0.465 0.534 0.856 thigh 0.045 0.01 0.418 0.045 0.081 0.651 upperarm 0.471 0.115 0.407 0.471 0.437 0.779 waist Weighted Avg. 0.402 0.1 0.456 0.402 0.375 0.757 === Confusion Matrix === a b c d e f g <-- classified as 242 7 218 12 93 1 49 | a = chest 50 84 325 44 10 10 97 | b = forearm 77 17 416 40 1 4 68 | c = head 85 4 22 399 37 6 69 | d = shin 118 8 64 29 290 18 96 | e = thigh 184 24 276 30 32 28 50 | f = upperarm 87 7 142 94 1 0 295 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1686 38.6786 % Incorrectly Classified Instances 2673 61.3214 % Kappa statistic 0.2845 Mean absolute error 0.1803 Root mean squared error 0.3656 Relative absolute error 73.6074 % Root relative squared error 104.4875 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.392 0.177 0.27 0.392 0.32 0.711 chest 0.139 0.019 0.548 0.139 0.221 0.673 forearm 0.666 0.289 0.277 0.666 0.392 0.768 head 0.595 0.062 0.617 0.595 0.606 0.848 shin 0.434 0.048 0.603 0.434 0.505 0.837 thigh 0.034 0.009 0.382 0.034 0.062 0.649 upperarm 0.447 0.112 0.401 0.447 0.423 0.783 waist Weighted Avg. 0.387 0.102 0.442 0.387 0.361 0.753 === Confusion Matrix === a b c d e f g <-- classified as 244 7 233 15 69 0 54 | a = chest 41 86 314 60 20 9 90 | b = forearm 85 20 415 24 0 10 69 | c = head 101 5 22 370 49 3 72 | d = shin 165 11 53 20 270 12 91 | e = thigh 185 22 284 31 38 21 43 | f = upperarm 83 6 175 80 2 0 280 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1709 39.1972 % Incorrectly Classified Instances 2651 60.8028 % Kappa statistic 0.2906 Mean absolute error 0.1791 Root mean squared error 0.3657 Relative absolute error 73.1338 % Root relative squared error 104.5092 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.394 0.167 0.282 0.394 0.328 0.714 chest 0.121 0.017 0.536 0.121 0.197 0.68 forearm 0.692 0.301 0.277 0.692 0.396 0.767 head 0.632 0.059 0.64 0.632 0.636 0.869 shin 0.435 0.041 0.641 0.435 0.518 0.846 thigh 0.04 0.009 0.439 0.04 0.074 0.652 upperarm 0.43 0.116 0.384 0.43 0.405 0.773 waist Weighted Avg. 0.392 0.101 0.457 0.392 0.365 0.757 === Confusion Matrix === a b c d e f g <-- classified as 245 5 234 5 75 2 56 | a = chest 45 75 332 51 3 10 105 | b = forearm 90 23 431 25 1 6 47 | c = head 89 8 23 393 45 7 57 | d = shin 143 6 59 19 271 6 119 | e = thigh 162 22 305 35 26 25 48 | f = upperarm 96 1 171 86 2 1 269 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1741 39.9312 % Incorrectly Classified Instances 2619 60.0688 % Kappa statistic 0.2991 Mean absolute error 0.1781 Root mean squared error 0.363 Relative absolute error 72.7109 % Root relative squared error 103.7271 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.407 0.165 0.291 0.407 0.34 0.724 chest 0.138 0.017 0.581 0.138 0.224 0.692 forearm 0.7 0.276 0.297 0.7 0.417 0.779 head 0.6 0.064 0.608 0.6 0.604 0.85 shin 0.451 0.044 0.63 0.451 0.526 0.84 thigh 0.04 0.01 0.397 0.04 0.073 0.659 upperarm 0.458 0.125 0.381 0.458 0.416 0.76 waist Weighted Avg. 0.399 0.1 0.455 0.399 0.371 0.758 === Confusion Matrix === a b c d e f g <-- classified as 253 7 214 13 74 2 59 | a = chest 44 86 303 53 11 13 111 | b = forearm 80 21 436 26 2 5 53 | c = head 91 5 20 373 43 10 80 | d = shin 143 7 46 27 281 7 112 | e = thigh 182 12 296 23 33 25 52 | f = upperarm 75 10 153 98 2 1 287 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1677 38.4633 % Incorrectly Classified Instances 2683 61.5367 % Kappa statistic 0.282 Mean absolute error 0.179 Root mean squared error 0.3647 Relative absolute error 73.0753 % Root relative squared error 104.22 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.387 0.176 0.268 0.387 0.317 0.715 chest 0.118 0.016 0.545 0.118 0.193 0.686 forearm 0.658 0.298 0.269 0.658 0.382 0.76 head 0.632 0.069 0.603 0.632 0.618 0.861 shin 0.428 0.042 0.627 0.428 0.509 0.843 thigh 0.055 0.007 0.576 0.055 0.1 0.667 upperarm 0.414 0.109 0.389 0.414 0.401 0.784 waist Weighted Avg. 0.385 0.103 0.468 0.385 0.36 0.76 === Confusion Matrix === a b c d e f g <-- classified as 241 6 240 10 69 0 56 | a = chest 47 73 329 66 13 11 82 | b = forearm 93 21 410 34 1 1 63 | c = head 87 6 23 394 47 6 60 | d = shin 140 4 64 29 266 7 112 | e = thigh 189 21 284 34 28 34 33 | f = upperarm 103 3 175 86 0 0 259 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1770 40.5963 % Incorrectly Classified Instances 2590 59.4037 % Kappa statistic 0.3069 Mean absolute error 0.1751 Root mean squared error 0.3599 Relative absolute error 71.5116 % Root relative squared error 102.8621 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.388 0.152 0.297 0.388 0.337 0.732 chest 0.15 0.017 0.592 0.15 0.239 0.679 forearm 0.677 0.28 0.287 0.677 0.403 0.777 head 0.62 0.063 0.622 0.62 0.621 0.858 shin 0.49 0.049 0.626 0.49 0.55 0.847 thigh 0.045 0.01 0.438 0.045 0.081 0.656 upperarm 0.471 0.122 0.393 0.471 0.429 0.787 waist Weighted Avg. 0.406 0.099 0.465 0.406 0.38 0.762 === Confusion Matrix === a b c d e f g <-- classified as 241 5 225 7 85 1 57 | a = chest 48 93 302 53 13 15 96 | b = forearm 80 15 422 32 1 7 66 | c = head 69 9 25 386 46 2 86 | d = shin 113 5 53 27 305 11 109 | e = thigh 173 23 283 40 36 28 41 | f = upperarm 87 7 160 76 1 0 295 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1763 40.4358 % Incorrectly Classified Instances 2597 59.5642 % Kappa statistic 0.3051 Mean absolute error 0.1756 Root mean squared error 0.3615 Relative absolute error 71.6891 % Root relative squared error 103.3116 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.425 0.175 0.288 0.425 0.343 0.725 chest 0.144 0.017 0.582 0.144 0.23 0.695 forearm 0.685 0.282 0.289 0.685 0.406 0.772 head 0.623 0.062 0.628 0.623 0.625 0.853 shin 0.486 0.042 0.66 0.486 0.56 0.857 thigh 0.032 0.012 0.313 0.032 0.058 0.654 upperarm 0.435 0.107 0.406 0.435 0.42 0.786 waist Weighted Avg. 0.404 0.099 0.452 0.404 0.378 0.763 === Confusion Matrix === a b c d e f g <-- classified as 264 9 208 14 75 0 51 | a = chest 48 89 301 57 9 15 101 | b = forearm 85 17 427 29 3 7 55 | c = head 94 5 30 388 40 5 61 | d = shin 133 5 45 27 303 15 95 | e = thigh 192 21 308 21 27 20 35 | f = upperarm 101 7 160 82 2 2 272 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1751 40.1606 % Incorrectly Classified Instances 2609 59.8394 % Kappa statistic 0.3019 Mean absolute error 0.1775 Root mean squared error 0.3642 Relative absolute error 72.4878 % Root relative squared error 104.0804 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.385 0.171 0.273 0.385 0.319 0.699 chest 0.155 0.018 0.582 0.155 0.245 0.701 forearm 0.671 0.294 0.276 0.671 0.391 0.762 head 0.621 0.059 0.635 0.621 0.628 0.876 shin 0.475 0.048 0.623 0.475 0.539 0.842 thigh 0.035 0.009 0.4 0.035 0.065 0.679 upperarm 0.468 0.099 0.442 0.468 0.455 0.797 waist Weighted Avg. 0.402 0.1 0.461 0.402 0.377 0.765 === Confusion Matrix === a b c d e f g <-- classified as 239 9 236 9 89 0 39 | a = chest 50 96 333 41 8 7 85 | b = forearm 99 11 418 32 1 4 58 | c = head 78 3 30 387 40 11 74 | d = shin 146 11 44 25 296 11 90 | e = thigh 176 32 300 33 37 22 24 | f = upperarm 89 3 155 82 4 0 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1725 39.5642 % Incorrectly Classified Instances 2635 60.4358 % Kappa statistic 0.2949 Mean absolute error 0.1785 Root mean squared error 0.3645 Relative absolute error 72.8942 % Root relative squared error 104.1698 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.414 0.188 0.267 0.414 0.325 0.707 chest 0.126 0.019 0.527 0.126 0.203 0.676 forearm 0.684 0.278 0.291 0.684 0.408 0.769 head 0.629 0.062 0.629 0.629 0.629 0.865 shin 0.435 0.04 0.644 0.435 0.519 0.842 thigh 0.037 0.012 0.343 0.037 0.067 0.663 upperarm 0.444 0.106 0.412 0.444 0.428 0.779 waist Weighted Avg. 0.396 0.101 0.445 0.396 0.368 0.757 === Confusion Matrix === a b c d e f g <-- classified as 257 6 212 12 76 1 57 | a = chest 54 78 322 50 13 15 88 | b = forearm 77 21 426 30 0 8 61 | c = head 99 5 30 392 32 7 58 | d = shin 142 8 54 28 271 11 109 | e = thigh 236 25 260 29 28 23 23 | f = upperarm 96 5 162 82 1 2 278 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1833 42.0413 % Incorrectly Classified Instances 2527 57.9587 % Kappa statistic 0.3238 Mean absolute error 0.1734 Root mean squared error 0.3573 Relative absolute error 70.802 % Root relative squared error 102.0945 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.174 0.294 0.435 0.351 0.726 chest 0.156 0.02 0.567 0.156 0.245 0.695 forearm 0.693 0.26 0.307 0.693 0.426 0.791 head 0.658 0.052 0.678 0.658 0.668 0.87 shin 0.451 0.047 0.616 0.451 0.521 0.852 thigh 0.051 0.008 0.525 0.051 0.093 0.658 upperarm 0.497 0.116 0.419 0.497 0.454 0.783 waist Weighted Avg. 0.42 0.097 0.487 0.42 0.394 0.768 === Confusion Matrix === a b c d e f g <-- classified as 270 8 202 5 78 0 58 | a = chest 42 97 304 45 11 5 116 | b = forearm 73 23 432 24 0 7 64 | c = head 79 10 19 410 43 4 58 | d = shin 159 4 46 28 281 13 92 | e = thigh 195 21 271 20 41 32 44 | f = upperarm 101 8 131 73 2 0 311 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1767 40.5275 % Incorrectly Classified Instances 2593 59.4725 % Kappa statistic 0.3061 Mean absolute error 0.1782 Root mean squared error 0.3643 Relative absolute error 72.751 % Root relative squared error 104.1007 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.185 0.279 0.432 0.339 0.71 chest 0.131 0.017 0.559 0.131 0.212 0.667 forearm 0.689 0.271 0.298 0.689 0.415 0.776 head 0.604 0.067 0.601 0.604 0.602 0.834 shin 0.451 0.045 0.627 0.451 0.525 0.855 thigh 0.043 0.013 0.355 0.043 0.077 0.659 upperarm 0.487 0.096 0.46 0.487 0.473 0.793 waist Weighted Avg. 0.405 0.099 0.454 0.405 0.378 0.756 === Confusion Matrix === a b c d e f g <-- classified as 268 8 207 9 88 0 41 | a = chest 65 81 305 50 13 13 93 | b = forearm 94 18 429 34 2 5 41 | c = head 114 7 30 376 30 11 55 | d = shin 134 8 57 36 281 20 87 | e = thigh 203 17 267 38 31 27 41 | f = upperarm 82 6 147 83 3 0 305 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1725 39.5733 % Incorrectly Classified Instances 2634 60.4267 % Kappa statistic 0.295 Mean absolute error 0.1796 Root mean squared error 0.365 Relative absolute error 73.3476 % Root relative squared error 104.295 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.167 0.284 0.398 0.331 0.716 chest 0.143 0.018 0.567 0.143 0.229 0.671 forearm 0.679 0.29 0.281 0.679 0.397 0.769 head 0.596 0.06 0.622 0.596 0.609 0.849 shin 0.451 0.047 0.618 0.451 0.521 0.84 thigh 0.027 0.007 0.386 0.027 0.051 0.661 upperarm 0.474 0.116 0.406 0.474 0.438 0.777 waist Weighted Avg. 0.396 0.101 0.452 0.396 0.368 0.755 === Confusion Matrix === a b c d e f g <-- classified as 247 4 214 12 81 1 62 | a = chest 49 89 325 47 15 3 93 | b = forearm 76 20 423 40 1 3 60 | c = head 97 4 32 371 38 6 74 | d = shin 132 8 68 21 281 14 99 | e = thigh 175 28 286 34 37 17 46 | f = upperarm 94 4 158 71 2 0 297 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1761 40.3899 % Incorrectly Classified Instances 2599 59.6101 % Kappa statistic 0.3045 Mean absolute error 0.1778 Root mean squared error 0.364 Relative absolute error 72.5835 % Root relative squared error 104.0077 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.407 0.161 0.296 0.407 0.343 0.721 chest 0.137 0.017 0.567 0.137 0.221 0.694 forearm 0.648 0.274 0.283 0.648 0.394 0.763 head 0.631 0.068 0.608 0.631 0.619 0.861 shin 0.49 0.044 0.649 0.49 0.558 0.846 thigh 0.04 0.01 0.397 0.04 0.073 0.658 upperarm 0.473 0.121 0.396 0.473 0.431 0.772 waist Weighted Avg. 0.404 0.099 0.456 0.404 0.377 0.759 === Confusion Matrix === a b c d e f g <-- classified as 253 8 234 10 73 4 39 | a = chest 46 85 292 49 8 14 126 | b = forearm 90 20 404 40 2 4 63 | c = head 83 8 25 393 40 6 68 | d = shin 123 9 50 21 305 10 105 | e = thigh 181 15 273 38 41 25 51 | f = upperarm 80 5 149 95 1 0 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1747 40.0688 % Incorrectly Classified Instances 2613 59.9312 % Kappa statistic 0.3008 Mean absolute error 0.1762 Root mean squared error 0.3601 Relative absolute error 71.9518 % Root relative squared error 102.9175 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.393 0.174 0.272 0.393 0.322 0.72 chest 0.139 0.017 0.577 0.139 0.224 0.696 forearm 0.684 0.283 0.287 0.684 0.405 0.774 head 0.634 0.055 0.657 0.634 0.645 0.87 shin 0.438 0.046 0.615 0.438 0.512 0.841 thigh 0.037 0.012 0.343 0.037 0.067 0.656 upperarm 0.479 0.113 0.416 0.479 0.445 0.797 waist Weighted Avg. 0.401 0.1 0.453 0.401 0.374 0.765 === Confusion Matrix === a b c d e f g <-- classified as 244 3 222 2 87 1 62 | a = chest 51 86 316 48 9 15 95 | b = forearm 80 19 426 31 2 6 59 | c = head 80 6 31 395 44 5 62 | d = shin 154 6 50 27 273 17 96 | e = thigh 180 24 290 31 29 23 47 | f = upperarm 107 5 147 67 0 0 300 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1734 39.7706 % Incorrectly Classified Instances 2626 60.2294 % Kappa statistic 0.2973 Mean absolute error 0.1786 Root mean squared error 0.3641 Relative absolute error 72.9215 % Root relative squared error 104.059 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.177 0.278 0.409 0.331 0.716 chest 0.145 0.018 0.573 0.145 0.231 0.684 forearm 0.663 0.272 0.289 0.663 0.402 0.769 head 0.596 0.059 0.628 0.596 0.612 0.85 shin 0.459 0.042 0.646 0.459 0.537 0.841 thigh 0.048 0.009 0.462 0.048 0.087 0.672 upperarm 0.463 0.126 0.382 0.463 0.419 0.777 waist Weighted Avg. 0.398 0.1 0.465 0.398 0.374 0.759 === Confusion Matrix === a b c d e f g <-- classified as 254 6 212 10 76 0 63 | a = chest 51 90 310 46 14 15 95 | b = forearm 96 19 413 24 1 3 67 | c = head 95 5 26 371 36 5 84 | d = shin 133 5 52 26 286 11 110 | e = thigh 205 29 261 21 28 30 50 | f = upperarm 80 3 157 93 2 1 290 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1797 41.2156 % Incorrectly Classified Instances 2563 58.7844 % Kappa statistic 0.3142 Mean absolute error 0.1747 Root mean squared error 0.3606 Relative absolute error 71.3264 % Root relative squared error 103.0502 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.158 0.295 0.398 0.339 0.726 chest 0.122 0.018 0.524 0.122 0.198 0.68 forearm 0.726 0.283 0.299 0.726 0.424 0.785 head 0.65 0.063 0.633 0.65 0.641 0.866 shin 0.469 0.044 0.639 0.469 0.541 0.851 thigh 0.043 0.009 0.435 0.043 0.079 0.67 upperarm 0.478 0.11 0.422 0.478 0.448 0.788 waist Weighted Avg. 0.412 0.098 0.464 0.412 0.381 0.767 === Confusion Matrix === a b c d e f g <-- classified as 247 5 220 5 83 1 60 | a = chest 36 76 335 62 9 12 91 | b = forearm 80 18 452 23 3 2 45 | c = head 81 8 20 404 46 5 58 | d = shin 120 10 42 28 292 14 117 | e = thigh 191 20 290 33 24 27 39 | f = upperarm 83 8 152 83 0 1 299 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1706 39.1284 % Incorrectly Classified Instances 2654 60.8716 % Kappa statistic 0.2898 Mean absolute error 0.1792 Root mean squared error 0.365 Relative absolute error 73.1888 % Root relative squared error 104.2974 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.38 0.171 0.269 0.38 0.315 0.71 chest 0.137 0.018 0.556 0.137 0.22 0.683 forearm 0.681 0.282 0.287 0.681 0.404 0.773 head 0.592 0.062 0.614 0.592 0.603 0.845 shin 0.446 0.043 0.632 0.446 0.523 0.851 thigh 0.042 0.01 0.413 0.042 0.076 0.669 upperarm 0.462 0.124 0.384 0.462 0.419 0.769 waist Weighted Avg. 0.391 0.101 0.451 0.391 0.366 0.757 === Confusion Matrix === a b c d e f g <-- classified as 236 5 229 12 75 0 64 | a = chest 47 85 295 58 12 12 112 | b = forearm 77 21 424 33 0 4 64 | c = head 89 6 30 368 40 11 78 | d = shin 138 9 67 24 278 10 97 | e = thigh 196 16 278 27 33 26 48 | f = upperarm 94 11 153 77 2 0 289 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1758 40.3211 % Incorrectly Classified Instances 2602 59.6789 % Kappa statistic 0.3037 Mean absolute error 0.1778 Root mean squared error 0.3632 Relative absolute error 72.6192 % Root relative squared error 103.7936 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.435 0.176 0.291 0.435 0.348 0.713 chest 0.161 0.017 0.617 0.161 0.255 0.695 forearm 0.693 0.284 0.29 0.693 0.409 0.774 head 0.612 0.061 0.625 0.612 0.618 0.852 shin 0.419 0.045 0.606 0.419 0.495 0.844 thigh 0.037 0.008 0.434 0.037 0.068 0.655 upperarm 0.465 0.105 0.426 0.465 0.445 0.794 waist Weighted Avg. 0.403 0.099 0.47 0.403 0.377 0.761 === Confusion Matrix === a b c d e f g <-- classified as 270 9 208 9 77 0 48 | a = chest 55 100 312 48 9 6 91 | b = forearm 81 16 432 32 2 2 58 | c = head 93 5 29 381 40 8 67 | d = shin 159 3 53 32 261 14 101 | e = thigh 179 24 295 35 40 23 27 | f = upperarm 92 5 163 73 2 0 291 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1778 40.7798 % Incorrectly Classified Instances 2582 59.2202 % Kappa statistic 0.309 Mean absolute error 0.1755 Root mean squared error 0.3603 Relative absolute error 71.683 % Root relative squared error 102.9572 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.181 0.271 0.405 0.325 0.725 chest 0.139 0.016 0.593 0.139 0.225 0.683 forearm 0.7 0.28 0.294 0.7 0.414 0.78 head 0.631 0.064 0.622 0.631 0.626 0.863 shin 0.478 0.04 0.664 0.478 0.556 0.853 thigh 0.047 0.007 0.527 0.047 0.086 0.652 upperarm 0.454 0.103 0.425 0.454 0.439 0.789 waist Weighted Avg. 0.408 0.099 0.485 0.408 0.382 0.764 === Confusion Matrix === a b c d e f g <-- classified as 252 10 223 9 71 0 57 | a = chest 64 86 313 53 10 5 89 | b = forearm 86 11 436 35 0 8 47 | c = head 97 3 26 393 37 7 60 | d = shin 127 8 52 35 298 6 97 | e = thigh 191 23 285 30 31 29 34 | f = upperarm 112 4 147 77 2 0 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1726 39.5872 % Incorrectly Classified Instances 2634 60.4128 % Kappa statistic 0.2951 Mean absolute error 0.1799 Root mean squared error 0.3667 Relative absolute error 73.4465 % Root relative squared error 104.8013 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.42 0.177 0.283 0.42 0.338 0.707 chest 0.119 0.018 0.521 0.119 0.194 0.664 forearm 0.69 0.279 0.292 0.69 0.41 0.774 head 0.604 0.069 0.594 0.604 0.599 0.843 shin 0.457 0.045 0.626 0.457 0.529 0.838 thigh 0.042 0.009 0.441 0.042 0.076 0.663 upperarm 0.438 0.107 0.407 0.438 0.422 0.757 waist Weighted Avg. 0.396 0.101 0.452 0.396 0.367 0.749 === Confusion Matrix === a b c d e f g <-- classified as 261 7 202 12 89 0 51 | a = chest 42 74 327 51 7 14 105 | b = forearm 75 31 430 32 0 4 51 | c = head 92 7 30 376 40 4 74 | d = shin 148 5 61 24 285 11 89 | e = thigh 211 10 284 31 31 26 30 | f = upperarm 94 8 140 107 3 0 274 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1725 39.5642 % Incorrectly Classified Instances 2635 60.4358 % Kappa statistic 0.2949 Mean absolute error 0.1783 Root mean squared error 0.3644 Relative absolute error 72.7893 % Root relative squared error 104.1473 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.399 0.176 0.273 0.399 0.324 0.715 chest 0.126 0.022 0.484 0.126 0.2 0.666 forearm 0.669 0.296 0.273 0.669 0.388 0.768 head 0.639 0.059 0.642 0.639 0.64 0.872 shin 0.427 0.043 0.623 0.427 0.507 0.836 thigh 0.045 0.007 0.5 0.045 0.082 0.662 upperarm 0.463 0.1 0.437 0.463 0.45 0.789 waist Weighted Avg. 0.396 0.101 0.462 0.396 0.37 0.758 === Confusion Matrix === a b c d e f g <-- classified as 248 8 240 10 74 0 42 | a = chest 44 78 326 57 15 4 96 | b = forearm 83 23 417 28 1 10 61 | c = head 96 6 25 398 44 3 51 | d = shin 167 6 59 18 266 11 96 | e = thigh 182 37 289 36 23 28 28 | f = upperarm 87 3 169 73 4 0 290 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1770 40.6056 % Incorrectly Classified Instances 2589 59.3944 % Kappa statistic 0.307 Mean absolute error 0.1756 Root mean squared error 0.3606 Relative absolute error 71.7045 % Root relative squared error 103.0599 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.425 0.177 0.285 0.425 0.342 0.716 chest 0.156 0.014 0.642 0.156 0.252 0.694 forearm 0.673 0.283 0.283 0.673 0.399 0.765 head 0.637 0.062 0.63 0.637 0.634 0.861 shin 0.479 0.047 0.627 0.479 0.543 0.858 thigh 0.037 0.009 0.404 0.037 0.068 0.657 upperarm 0.435 0.099 0.423 0.435 0.429 0.789 waist Weighted Avg. 0.406 0.099 0.471 0.406 0.381 0.763 === Confusion Matrix === a b c d e f g <-- classified as 264 6 205 15 84 1 46 | a = chest 54 97 322 43 15 11 78 | b = forearm 94 16 419 35 1 6 52 | c = head 93 7 19 397 38 10 59 | d = shin 143 5 41 30 298 6 99 | e = thigh 181 17 297 33 36 23 37 | f = upperarm 96 3 175 77 3 0 272 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1690 38.7615 % Incorrectly Classified Instances 2670 61.2385 % Kappa statistic 0.2855 Mean absolute error 0.1806 Root mean squared error 0.3674 Relative absolute error 73.7277 % Root relative squared error 104.9913 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.167 0.268 0.368 0.31 0.7 chest 0.118 0.017 0.533 0.118 0.193 0.682 forearm 0.665 0.283 0.282 0.665 0.396 0.761 head 0.602 0.065 0.608 0.602 0.605 0.852 shin 0.467 0.05 0.61 0.467 0.529 0.846 thigh 0.042 0.012 0.377 0.042 0.075 0.654 upperarm 0.45 0.122 0.383 0.45 0.414 0.764 waist Weighted Avg. 0.388 0.102 0.437 0.388 0.36 0.751 === Confusion Matrix === a b c d e f g <-- classified as 229 10 224 11 87 2 59 | a = chest 41 73 316 52 18 13 107 | b = forearm 89 17 414 32 3 5 63 | c = head 87 7 34 375 47 6 67 | d = shin 128 3 53 22 291 16 110 | e = thigh 181 22 284 31 31 26 48 | f = upperarm 99 5 145 94 0 1 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1727 39.6101 % Incorrectly Classified Instances 2633 60.3899 % Kappa statistic 0.2954 Mean absolute error 0.1791 Root mean squared error 0.3659 Relative absolute error 73.1199 % Root relative squared error 104.5731 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.167 0.277 0.384 0.322 0.706 chest 0.144 0.02 0.546 0.144 0.227 0.675 forearm 0.671 0.286 0.281 0.671 0.396 0.767 head 0.612 0.067 0.604 0.612 0.608 0.852 shin 0.451 0.042 0.64 0.451 0.529 0.837 thigh 0.039 0.009 0.407 0.039 0.07 0.664 upperarm 0.471 0.113 0.411 0.471 0.439 0.774 waist Weighted Avg. 0.396 0.101 0.452 0.396 0.37 0.754 === Confusion Matrix === a b c d e f g <-- classified as 239 8 236 14 77 2 46 | a = chest 50 89 319 51 5 13 93 | b = forearm 78 20 418 38 0 4 65 | c = head 92 9 27 381 40 5 69 | d = shin 128 7 58 26 281 11 112 | e = thigh 184 26 295 23 34 24 37 | f = upperarm 93 4 134 98 2 0 295 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1737 39.8394 % Incorrectly Classified Instances 2623 60.1606 % Kappa statistic 0.2981 Mean absolute error 0.1779 Root mean squared error 0.3639 Relative absolute error 72.6269 % Root relative squared error 104.0002 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.394 0.162 0.288 0.394 0.332 0.724 chest 0.121 0.019 0.514 0.121 0.196 0.674 forearm 0.673 0.282 0.285 0.673 0.4 0.763 head 0.628 0.061 0.631 0.628 0.629 0.868 shin 0.441 0.046 0.614 0.441 0.514 0.846 thigh 0.045 0.011 0.406 0.045 0.081 0.662 upperarm 0.486 0.12 0.404 0.486 0.441 0.779 waist Weighted Avg. 0.398 0.1 0.449 0.398 0.371 0.76 === Confusion Matrix === a b c d e f g <-- classified as 245 8 214 10 78 0 67 | a = chest 43 75 326 52 9 15 100 | b = forearm 88 25 419 25 1 4 61 | c = head 80 4 21 391 47 9 71 | d = shin 138 4 53 26 275 12 115 | e = thigh 173 21 295 36 35 28 35 | f = upperarm 85 9 144 80 3 1 304 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1713 39.289 % Incorrectly Classified Instances 2647 60.711 % Kappa statistic 0.2917 Mean absolute error 0.1776 Root mean squared error 0.3632 Relative absolute error 72.5204 % Root relative squared error 103.7889 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.393 0.184 0.262 0.393 0.314 0.71 chest 0.135 0.019 0.545 0.135 0.217 0.681 forearm 0.668 0.298 0.272 0.668 0.387 0.77 head 0.661 0.06 0.646 0.661 0.653 0.868 shin 0.435 0.05 0.593 0.435 0.502 0.845 thigh 0.035 0.009 0.4 0.035 0.065 0.68 upperarm 0.422 0.089 0.444 0.422 0.432 0.8 waist Weighted Avg. 0.393 0.101 0.452 0.393 0.367 0.765 === Confusion Matrix === a b c d e f g <-- classified as 244 5 230 11 88 1 42 | a = chest 61 84 326 43 11 14 81 | b = forearm 86 20 416 37 2 5 57 | c = head 92 4 24 412 41 5 45 | d = shin 158 6 72 28 271 8 80 | e = thigh 191 28 282 32 43 22 26 | f = upperarm 100 7 179 75 1 0 264 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1738 39.8624 % Incorrectly Classified Instances 2622 60.1376 % Kappa statistic 0.2984 Mean absolute error 0.1783 Root mean squared error 0.3646 Relative absolute error 72.8176 % Root relative squared error 104.1982 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.436 0.206 0.26 0.436 0.326 0.701 chest 0.132 0.016 0.573 0.132 0.215 0.697 forearm 0.709 0.277 0.299 0.709 0.421 0.781 head 0.616 0.062 0.624 0.616 0.62 0.851 shin 0.432 0.044 0.618 0.432 0.509 0.832 thigh 0.038 0.006 0.5 0.038 0.071 0.657 upperarm 0.425 0.09 0.442 0.425 0.433 0.791 waist Weighted Avg. 0.399 0.1 0.474 0.399 0.371 0.759 === Confusion Matrix === a b c d e f g <-- classified as 271 6 219 12 81 0 32 | a = chest 53 82 315 51 10 9 100 | b = forearm 85 18 442 31 4 4 39 | c = head 110 4 27 384 37 7 54 | d = shin 181 5 53 29 269 4 82 | e = thigh 221 23 261 35 31 24 29 | f = upperarm 120 5 159 73 3 0 266 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1782 40.8716 % Incorrectly Classified Instances 2578 59.1284 % Kappa statistic 0.3101 Mean absolute error 0.1759 Root mean squared error 0.3608 Relative absolute error 71.8394 % Root relative squared error 103.097 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.168 0.288 0.409 0.338 0.716 chest 0.179 0.019 0.607 0.179 0.276 0.699 forearm 0.692 0.276 0.294 0.692 0.413 0.781 head 0.61 0.06 0.63 0.61 0.62 0.854 shin 0.469 0.043 0.643 0.469 0.542 0.847 thigh 0.04 0.009 0.439 0.04 0.073 0.651 upperarm 0.462 0.115 0.403 0.462 0.43 0.774 waist Weighted Avg. 0.409 0.099 0.472 0.409 0.385 0.76 === Confusion Matrix === a b c d e f g <-- classified as 254 5 214 8 83 0 57 | a = chest 45 111 310 45 6 10 93 | b = forearm 70 19 431 34 0 8 61 | c = head 97 7 29 380 41 5 64 | d = shin 135 10 45 27 292 9 105 | e = thigh 189 26 286 21 28 25 49 | f = upperarm 91 5 149 88 4 0 289 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1789 41.0321 % Incorrectly Classified Instances 2571 58.9679 % Kappa statistic 0.312 Mean absolute error 0.1757 Root mean squared error 0.3606 Relative absolute error 71.7489 % Root relative squared error 103.0561 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.419 0.166 0.295 0.419 0.346 0.725 chest 0.138 0.016 0.593 0.138 0.225 0.682 forearm 0.682 0.286 0.284 0.682 0.401 0.771 head 0.651 0.058 0.652 0.651 0.652 0.87 shin 0.465 0.041 0.653 0.465 0.544 0.85 thigh 0.042 0.011 0.388 0.042 0.075 0.659 upperarm 0.474 0.11 0.419 0.474 0.445 0.789 waist Weighted Avg. 0.41 0.098 0.469 0.41 0.384 0.764 === Confusion Matrix === a b c d e f g <-- classified as 260 4 215 4 83 0 55 | a = chest 47 86 314 54 10 15 95 | b = forearm 91 21 425 26 1 7 52 | c = head 85 6 20 405 34 7 65 | d = shin 133 5 51 26 290 12 106 | e = thigh 190 20 293 31 26 26 38 | f = upperarm 74 3 177 75 0 0 297 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1773 40.6651 % Incorrectly Classified Instances 2587 59.3349 % Kappa statistic 0.3078 Mean absolute error 0.1763 Root mean squared error 0.3606 Relative absolute error 71.9936 % Root relative squared error 103.0455 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.451 0.181 0.293 0.451 0.355 0.729 chest 0.14 0.015 0.604 0.14 0.227 0.695 forearm 0.689 0.282 0.289 0.689 0.407 0.776 head 0.637 0.059 0.643 0.637 0.64 0.862 shin 0.461 0.042 0.646 0.461 0.538 0.847 thigh 0.037 0.009 0.418 0.037 0.068 0.644 upperarm 0.433 0.104 0.411 0.433 0.421 0.78 waist Weighted Avg. 0.407 0.099 0.472 0.407 0.379 0.762 === Confusion Matrix === a b c d e f g <-- classified as 280 7 208 5 76 1 44 | a = chest 54 87 304 54 14 9 99 | b = forearm 84 23 429 26 1 5 55 | c = head 82 6 30 396 36 3 69 | d = shin 148 6 50 25 287 14 93 | e = thigh 206 12 293 34 27 23 29 | f = upperarm 103 3 170 76 3 0 271 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1775 40.711 % Incorrectly Classified Instances 2585 59.289 % Kappa statistic 0.3083 Mean absolute error 0.1755 Root mean squared error 0.3605 Relative absolute error 71.6495 % Root relative squared error 103.0148 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.412 0.166 0.292 0.412 0.342 0.736 chest 0.138 0.016 0.593 0.138 0.225 0.683 forearm 0.69 0.278 0.293 0.69 0.411 0.777 head 0.608 0.06 0.627 0.608 0.617 0.864 shin 0.462 0.047 0.623 0.462 0.531 0.852 thigh 0.035 0.009 0.386 0.035 0.065 0.682 upperarm 0.503 0.116 0.421 0.503 0.459 0.795 waist Weighted Avg. 0.407 0.099 0.462 0.407 0.378 0.77 === Confusion Matrix === a b c d e f g <-- classified as 256 6 226 6 65 0 62 | a = chest 45 86 308 57 18 7 100 | b = forearm 89 15 430 28 0 4 57 | c = head 86 6 24 378 46 9 73 | d = shin 136 9 48 28 288 15 99 | e = thigh 181 19 285 31 44 22 42 | f = upperarm 83 4 148 75 1 0 315 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1758 40.3304 % Incorrectly Classified Instances 2601 59.6696 % Kappa statistic 0.3038 Mean absolute error 0.1774 Root mean squared error 0.3627 Relative absolute error 72.4237 % Root relative squared error 103.6584 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.395 0.162 0.288 0.395 0.333 0.724 chest 0.145 0.021 0.536 0.145 0.228 0.666 forearm 0.685 0.277 0.292 0.685 0.41 0.776 head 0.592 0.062 0.616 0.592 0.604 0.847 shin 0.468 0.04 0.66 0.468 0.548 0.861 thigh 0.055 0.008 0.531 0.055 0.099 0.654 upperarm 0.482 0.127 0.389 0.482 0.431 0.773 waist Weighted Avg. 0.403 0.099 0.473 0.403 0.379 0.757 === Confusion Matrix === a b c d e f g <-- classified as 245 8 211 9 76 1 71 | a = chest 46 90 322 44 9 7 103 | b = forearm 84 20 427 29 0 4 59 | c = head 87 6 26 369 38 6 91 | d = shin 131 10 45 26 291 12 107 | e = thigh 181 23 282 35 25 34 43 | f = upperarm 76 11 148 87 2 0 302 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1751 40.1606 % Incorrectly Classified Instances 2609 59.8394 % Kappa statistic 0.3019 Mean absolute error 0.1766 Root mean squared error 0.3609 Relative absolute error 72.1066 % Root relative squared error 103.1333 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.378 0.171 0.269 0.378 0.314 0.713 chest 0.153 0.016 0.609 0.153 0.245 0.687 forearm 0.719 0.293 0.29 0.719 0.414 0.784 head 0.624 0.062 0.625 0.624 0.625 0.859 shin 0.448 0.041 0.643 0.448 0.528 0.854 thigh 0.038 0.007 0.462 0.038 0.071 0.654 upperarm 0.449 0.106 0.414 0.449 0.431 0.793 waist Weighted Avg. 0.402 0.1 0.473 0.402 0.375 0.764 === Confusion Matrix === a b c d e f g <-- classified as 235 3 240 11 75 0 57 | a = chest 55 95 311 55 7 9 88 | b = forearm 75 15 448 25 4 3 53 | c = head 87 8 32 389 37 6 64 | d = shin 147 8 57 26 279 10 96 | e = thigh 180 25 291 33 32 24 39 | f = upperarm 96 2 164 83 0 0 281 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1732 39.7248 % Incorrectly Classified Instances 2628 60.2752 % Kappa statistic 0.2968 Mean absolute error 0.1768 Root mean squared error 0.3631 Relative absolute error 72.1742 % Root relative squared error 103.7648 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.369 0.159 0.278 0.369 0.317 0.721 chest 0.142 0.019 0.553 0.142 0.226 0.686 forearm 0.679 0.29 0.281 0.679 0.398 0.771 head 0.61 0.063 0.616 0.61 0.613 0.852 shin 0.488 0.041 0.664 0.488 0.562 0.863 thigh 0.058 0.014 0.404 0.058 0.101 0.667 upperarm 0.435 0.117 0.384 0.435 0.408 0.778 waist Weighted Avg. 0.397 0.1 0.454 0.397 0.375 0.763 === Confusion Matrix === a b c d e f g <-- classified as 229 10 233 11 76 0 62 | a = chest 32 88 294 73 10 20 103 | b = forearm 78 23 423 28 0 7 64 | c = head 95 9 25 380 41 8 65 | d = shin 115 4 56 30 304 18 96 | e = thigh 174 19 300 23 26 36 46 | f = upperarm 101 6 174 72 1 0 272 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1774 40.6881 % Incorrectly Classified Instances 2586 59.3119 % Kappa statistic 0.308 Mean absolute error 0.1763 Root mean squared error 0.3639 Relative absolute error 71.9715 % Root relative squared error 103.9884 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.424 0.171 0.291 0.424 0.345 0.71 chest 0.137 0.018 0.556 0.137 0.22 0.687 forearm 0.655 0.273 0.286 0.655 0.398 0.761 head 0.632 0.063 0.627 0.632 0.63 0.858 shin 0.49 0.054 0.604 0.49 0.541 0.852 thigh 0.043 0.01 0.429 0.043 0.079 0.678 upperarm 0.466 0.104 0.43 0.466 0.448 0.778 waist Weighted Avg. 0.407 0.099 0.46 0.407 0.38 0.761 === Confusion Matrix === a b c d e f g <-- classified as 263 6 201 9 100 1 41 | a = chest 55 85 321 46 15 12 86 | b = forearm 76 28 408 33 0 6 72 | c = head 97 3 17 394 45 5 62 | d = shin 128 5 54 25 305 12 94 | e = thigh 188 19 288 32 38 27 32 | f = upperarm 96 7 140 89 2 0 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1727 39.6101 % Incorrectly Classified Instances 2633 60.3899 % Kappa statistic 0.2954 Mean absolute error 0.1777 Root mean squared error 0.363 Relative absolute error 72.555 % Root relative squared error 103.7428 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.375 0.171 0.267 0.375 0.312 0.714 chest 0.135 0.018 0.56 0.135 0.218 0.671 forearm 0.663 0.28 0.283 0.663 0.397 0.762 head 0.623 0.063 0.622 0.623 0.622 0.865 shin 0.449 0.042 0.642 0.449 0.529 0.851 thigh 0.037 0.01 0.377 0.037 0.067 0.662 upperarm 0.489 0.121 0.403 0.489 0.442 0.784 waist Weighted Avg. 0.396 0.101 0.451 0.396 0.37 0.759 === Confusion Matrix === a b c d e f g <-- classified as 233 8 240 6 71 1 62 | a = chest 48 84 310 51 11 14 102 | b = forearm 96 23 413 37 1 4 49 | c = head 76 3 22 388 42 11 81 | d = shin 147 8 44 26 280 8 110 | e = thigh 180 15 291 37 29 23 49 | f = upperarm 92 9 138 79 2 0 306 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1748 40.0917 % Incorrectly Classified Instances 2612 59.9083 % Kappa statistic 0.301 Mean absolute error 0.1776 Root mean squared error 0.3626 Relative absolute error 72.5063 % Root relative squared error 103.6219 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.164 0.287 0.398 0.333 0.721 chest 0.137 0.019 0.548 0.137 0.219 0.673 forearm 0.692 0.283 0.29 0.692 0.409 0.78 head 0.623 0.058 0.64 0.623 0.631 0.873 shin 0.437 0.043 0.628 0.437 0.515 0.837 thigh 0.048 0.009 0.484 0.048 0.087 0.65 upperarm 0.471 0.123 0.39 0.471 0.427 0.767 waist Weighted Avg. 0.401 0.1 0.467 0.401 0.375 0.758 === Confusion Matrix === a b c d e f g <-- classified as 247 9 224 10 78 0 53 | a = chest 48 85 327 44 14 6 96 | b = forearm 75 17 431 30 0 6 64 | c = head 76 3 22 388 34 6 94 | d = shin 138 9 53 21 272 14 116 | e = thigh 194 25 271 33 33 30 38 | f = upperarm 83 7 159 80 2 0 295 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1757 40.2982 % Incorrectly Classified Instances 2603 59.7018 % Kappa statistic 0.3035 Mean absolute error 0.1772 Root mean squared error 0.3623 Relative absolute error 72.3462 % Root relative squared error 103.5432 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.43 0.186 0.277 0.43 0.337 0.711 chest 0.138 0.015 0.61 0.138 0.226 0.684 forearm 0.687 0.281 0.289 0.687 0.407 0.774 head 0.632 0.062 0.628 0.632 0.63 0.877 shin 0.46 0.04 0.657 0.46 0.541 0.842 thigh 0.037 0.01 0.371 0.037 0.067 0.657 upperarm 0.436 0.101 0.419 0.436 0.427 0.774 waist Weighted Avg. 0.403 0.099 0.464 0.403 0.377 0.76 === Confusion Matrix === a b c d e f g <-- classified as 267 7 212 10 77 2 46 | a = chest 56 86 313 44 6 12 104 | b = forearm 105 13 428 29 1 5 42 | c = head 82 7 29 394 43 6 62 | d = shin 142 6 53 32 286 14 89 | e = thigh 217 17 284 28 19 23 36 | f = upperarm 95 5 160 90 3 0 273 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1773 40.6651 % Incorrectly Classified Instances 2587 59.3349 % Kappa statistic 0.3077 Mean absolute error 0.1775 Root mean squared error 0.364 Relative absolute error 72.4766 % Root relative squared error 104.0248 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.433 0.173 0.294 0.433 0.35 0.724 chest 0.132 0.016 0.582 0.132 0.215 0.688 forearm 0.722 0.276 0.304 0.722 0.428 0.788 head 0.613 0.066 0.607 0.613 0.61 0.841 shin 0.432 0.047 0.606 0.432 0.504 0.846 thigh 0.037 0.008 0.442 0.037 0.068 0.658 upperarm 0.476 0.107 0.427 0.476 0.45 0.782 waist Weighted Avg. 0.407 0.099 0.466 0.407 0.375 0.761 === Confusion Matrix === a b c d e f g <-- classified as 269 5 213 10 80 3 41 | a = chest 39 82 321 58 10 10 101 | b = forearm 76 16 450 27 1 3 50 | c = head 94 4 34 382 45 3 61 | d = shin 145 4 49 31 269 10 115 | e = thigh 193 25 279 35 36 23 32 | f = upperarm 99 5 135 86 3 0 298 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1746 40.0459 % Incorrectly Classified Instances 2614 59.9541 % Kappa statistic 0.3005 Mean absolute error 0.1776 Root mean squared error 0.363 Relative absolute error 72.5397 % Root relative squared error 103.7487 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.418 0.199 0.259 0.418 0.32 0.699 chest 0.151 0.018 0.588 0.151 0.241 0.684 forearm 0.666 0.262 0.297 0.666 0.411 0.774 head 0.635 0.061 0.634 0.635 0.635 0.857 shin 0.464 0.051 0.605 0.464 0.525 0.843 thigh 0.03 0.006 0.442 0.03 0.057 0.652 upperarm 0.438 0.102 0.418 0.438 0.427 0.784 waist Weighted Avg. 0.4 0.1 0.463 0.4 0.374 0.756 === Confusion Matrix === a b c d e f g <-- classified as 260 8 209 11 86 1 47 | a = chest 73 94 287 47 11 4 105 | b = forearm 100 17 415 36 1 2 52 | c = head 96 9 22 395 43 5 52 | d = shin 150 8 48 24 289 11 93 | e = thigh 217 20 262 26 46 19 33 | f = upperarm 109 4 152 84 2 1 274 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1709 39.1972 % Incorrectly Classified Instances 2651 60.8028 % Kappa statistic 0.2906 Mean absolute error 0.1802 Root mean squared error 0.3661 Relative absolute error 73.5857 % Root relative squared error 104.6212 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.432 0.173 0.294 0.432 0.35 0.721 chest 0.108 0.017 0.511 0.108 0.178 0.671 forearm 0.66 0.291 0.274 0.66 0.387 0.758 head 0.598 0.062 0.616 0.598 0.607 0.851 shin 0.443 0.046 0.615 0.443 0.515 0.833 thigh 0.029 0.008 0.375 0.029 0.054 0.676 upperarm 0.473 0.112 0.415 0.473 0.442 0.794 waist Weighted Avg. 0.392 0.101 0.443 0.392 0.362 0.758 === Confusion Matrix === a b c d e f g <-- classified as 269 6 202 9 77 0 59 | a = chest 46 67 336 53 9 9 101 | b = forearm 86 15 411 36 1 3 71 | c = head 98 7 28 372 49 9 59 | d = shin 153 5 61 26 276 7 95 | e = thigh 181 25 299 31 37 18 32 | f = upperarm 83 6 162 77 0 2 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1763 40.4451 % Incorrectly Classified Instances 2596 59.5549 % Kappa statistic 0.3051 Mean absolute error 0.1769 Root mean squared error 0.3614 Relative absolute error 72.2466 % Root relative squared error 103.2798 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.42 0.166 0.297 0.42 0.348 0.736 chest 0.152 0.021 0.54 0.152 0.237 0.701 forearm 0.685 0.292 0.281 0.685 0.399 0.77 head 0.617 0.058 0.641 0.617 0.629 0.852 shin 0.449 0.041 0.648 0.449 0.531 0.841 thigh 0.048 0.008 0.5 0.048 0.088 0.651 upperarm 0.458 0.11 0.412 0.458 0.434 0.788 waist Weighted Avg. 0.404 0.099 0.474 0.404 0.381 0.763 === Confusion Matrix === a b c d e f g <-- classified as 261 4 218 6 71 0 62 | a = chest 38 94 328 43 12 14 91 | b = forearm 79 26 427 29 2 8 52 | c = head 101 6 33 384 33 3 62 | d = shin 142 10 56 26 280 5 104 | e = thigh 180 29 284 32 30 30 38 | f = upperarm 79 5 172 79 4 0 287 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1691 38.7844 % Incorrectly Classified Instances 2669 61.2156 % Kappa statistic 0.2858 Mean absolute error 0.18 Root mean squared error 0.3664 Relative absolute error 73.4847 % Root relative squared error 104.6966 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.38 0.182 0.257 0.38 0.307 0.696 chest 0.138 0.014 0.628 0.138 0.227 0.661 forearm 0.706 0.296 0.285 0.706 0.406 0.771 head 0.621 0.056 0.649 0.621 0.634 0.862 shin 0.424 0.052 0.575 0.424 0.488 0.84 thigh 0.034 0.011 0.344 0.034 0.061 0.658 upperarm 0.412 0.104 0.399 0.412 0.406 0.777 waist Weighted Avg. 0.388 0.102 0.448 0.388 0.361 0.752 === Confusion Matrix === a b c d e f g <-- classified as 236 4 235 4 87 0 55 | a = chest 59 86 313 50 12 12 89 | b = forearm 75 17 440 26 1 9 55 | c = head 99 7 24 386 54 7 45 | d = shin 152 2 57 27 264 11 110 | e = thigh 194 17 292 28 38 21 34 | f = upperarm 102 4 184 74 3 1 258 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1747 40.0688 % Incorrectly Classified Instances 2613 59.9312 % Kappa statistic 0.3008 Mean absolute error 0.1764 Root mean squared error 0.363 Relative absolute error 72.0159 % Root relative squared error 103.7311 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.378 0.171 0.269 0.378 0.315 0.716 chest 0.15 0.015 0.624 0.15 0.242 0.697 forearm 0.708 0.294 0.287 0.708 0.408 0.78 head 0.632 0.065 0.619 0.632 0.625 0.864 shin 0.446 0.049 0.604 0.446 0.513 0.839 thigh 0.038 0.008 0.453 0.038 0.071 0.642 upperarm 0.452 0.099 0.435 0.452 0.443 0.789 waist Weighted Avg. 0.401 0.1 0.47 0.401 0.374 0.761 === Confusion Matrix === a b c d e f g <-- classified as 235 5 226 10 85 1 59 | a = chest 44 93 328 53 13 11 79 | b = forearm 82 20 441 24 1 2 53 | c = head 95 2 33 393 37 1 61 | d = shin 139 9 59 35 278 14 89 | e = thigh 191 16 290 33 43 24 27 | f = upperarm 87 4 162 87 3 0 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1747 40.0688 % Incorrectly Classified Instances 2613 59.9312 % Kappa statistic 0.3008 Mean absolute error 0.1783 Root mean squared error 0.3628 Relative absolute error 72.8188 % Root relative squared error 103.6921 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.386 0.153 0.296 0.386 0.335 0.715 chest 0.116 0.021 0.48 0.116 0.187 0.685 forearm 0.693 0.276 0.295 0.693 0.414 0.784 head 0.621 0.065 0.613 0.621 0.617 0.86 shin 0.483 0.043 0.653 0.483 0.555 0.866 thigh 0.037 0.008 0.434 0.037 0.068 0.654 upperarm 0.466 0.133 0.37 0.466 0.412 0.761 waist Weighted Avg. 0.401 0.1 0.449 0.401 0.37 0.761 === Confusion Matrix === a b c d e f g <-- classified as 240 8 208 9 81 0 75 | a = chest 44 72 324 57 8 10 105 | b = forearm 76 25 432 31 2 1 56 | c = head 60 8 32 387 46 7 83 | d = shin 118 9 37 29 301 12 117 | e = thigh 188 19 282 28 22 23 62 | f = upperarm 86 9 148 90 1 0 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1754 40.2294 % Incorrectly Classified Instances 2606 59.7706 % Kappa statistic 0.3027 Mean absolute error 0.1764 Root mean squared error 0.3625 Relative absolute error 72.0452 % Root relative squared error 103.5815 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.167 0.29 0.411 0.34 0.718 chest 0.124 0.017 0.554 0.124 0.203 0.702 forearm 0.663 0.282 0.281 0.663 0.395 0.771 head 0.637 0.067 0.615 0.637 0.626 0.863 shin 0.482 0.046 0.636 0.482 0.548 0.851 thigh 0.032 0.01 0.351 0.032 0.059 0.672 upperarm 0.466 0.109 0.418 0.466 0.441 0.792 waist Weighted Avg. 0.402 0.1 0.449 0.402 0.373 0.767 === Confusion Matrix === a b c d e f g <-- classified as 255 6 212 18 81 3 46 | a = chest 58 77 303 53 13 13 103 | b = forearm 95 15 413 38 0 3 59 | c = head 77 7 30 397 41 2 69 | d = shin 126 6 46 30 300 16 99 | e = thigh 186 23 298 33 34 20 30 | f = upperarm 83 5 166 77 3 0 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1762 40.4128 % Incorrectly Classified Instances 2598 59.5872 % Kappa statistic 0.3048 Mean absolute error 0.1767 Root mean squared error 0.3623 Relative absolute error 72.1627 % Root relative squared error 103.537 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.436 0.169 0.3 0.436 0.356 0.74 chest 0.142 0.023 0.503 0.142 0.221 0.678 forearm 0.674 0.288 0.281 0.674 0.397 0.768 head 0.613 0.062 0.622 0.613 0.618 0.85 shin 0.465 0.04 0.661 0.465 0.546 0.857 thigh 0.043 0.009 0.443 0.043 0.079 0.669 upperarm 0.454 0.104 0.421 0.454 0.437 0.784 waist Weighted Avg. 0.404 0.099 0.462 0.404 0.379 0.764 === Confusion Matrix === a b c d e f g <-- classified as 271 4 229 2 65 0 50 | a = chest 47 88 318 56 13 10 88 | b = forearm 86 27 420 26 2 6 56 | c = head 97 11 22 382 38 10 63 | d = shin 143 9 58 19 290 8 96 | e = thigh 174 30 290 37 29 27 37 | f = upperarm 84 6 158 92 2 0 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1738 39.8624 % Incorrectly Classified Instances 2622 60.1376 % Kappa statistic 0.2983 Mean absolute error 0.179 Root mean squared error 0.3644 Relative absolute error 73.0748 % Root relative squared error 104.1363 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.426 0.179 0.284 0.426 0.341 0.707 chest 0.129 0.018 0.541 0.129 0.208 0.674 forearm 0.721 0.282 0.299 0.721 0.423 0.781 head 0.605 0.058 0.634 0.605 0.619 0.857 shin 0.429 0.046 0.61 0.429 0.503 0.826 thigh 0.039 0.008 0.444 0.039 0.071 0.65 upperarm 0.441 0.111 0.4 0.441 0.419 0.782 waist Weighted Avg. 0.399 0.1 0.459 0.399 0.369 0.754 === Confusion Matrix === a b c d e f g <-- classified as 265 9 210 11 81 0 46 | a = chest 56 80 323 48 11 11 91 | b = forearm 78 16 449 23 0 6 51 | c = head 94 6 17 377 42 7 80 | d = shin 150 8 56 32 267 6 104 | e = thigh 190 20 281 32 34 24 42 | f = upperarm 101 9 165 72 3 0 276 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1721 39.4725 % Incorrectly Classified Instances 2639 60.5275 % Kappa statistic 0.2938 Mean absolute error 0.1789 Root mean squared error 0.3653 Relative absolute error 73.0321 % Root relative squared error 104.3797 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.392 0.174 0.272 0.392 0.321 0.707 chest 0.139 0.02 0.538 0.139 0.221 0.684 forearm 0.661 0.279 0.284 0.661 0.397 0.763 head 0.597 0.067 0.599 0.597 0.598 0.857 shin 0.451 0.043 0.637 0.451 0.528 0.837 thigh 0.039 0.009 0.407 0.039 0.07 0.676 upperarm 0.482 0.115 0.414 0.482 0.445 0.771 waist Weighted Avg. 0.395 0.101 0.45 0.395 0.369 0.757 === Confusion Matrix === a b c d e f g <-- classified as 244 10 223 15 81 2 47 | a = chest 33 86 327 44 5 6 119 | b = forearm 93 18 412 39 0 7 54 | c = head 91 9 27 372 45 7 72 | d = shin 156 1 56 17 281 13 99 | e = thigh 187 33 285 28 29 24 37 | f = upperarm 92 3 123 106 0 0 302 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1757 40.2982 % Incorrectly Classified Instances 2603 59.7018 % Kappa statistic 0.3034 Mean absolute error 0.1758 Root mean squared error 0.3618 Relative absolute error 71.7982 % Root relative squared error 103.3955 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.449 0.174 0.301 0.449 0.36 0.737 chest 0.15 0.018 0.578 0.15 0.238 0.688 forearm 0.665 0.284 0.281 0.665 0.395 0.764 head 0.628 0.059 0.639 0.628 0.633 0.858 shin 0.433 0.044 0.624 0.433 0.511 0.846 thigh 0.045 0.008 0.483 0.045 0.082 0.66 upperarm 0.45 0.11 0.406 0.45 0.427 0.781 waist Weighted Avg. 0.403 0.1 0.473 0.403 0.378 0.762 === Confusion Matrix === a b c d e f g <-- classified as 279 7 209 4 77 1 45 | a = chest 46 93 311 51 15 12 92 | b = forearm 83 19 414 41 0 3 63 | c = head 90 6 25 391 34 7 70 | d = shin 153 10 57 23 270 7 103 | e = thigh 187 20 287 26 36 28 39 | f = upperarm 90 6 171 76 1 0 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1775 40.711 % Incorrectly Classified Instances 2585 59.289 % Kappa statistic 0.3083 Mean absolute error 0.1753 Root mean squared error 0.3597 Relative absolute error 71.6008 % Root relative squared error 102.7868 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.396 0.175 0.273 0.396 0.323 0.724 chest 0.148 0.015 0.622 0.148 0.239 0.686 forearm 0.681 0.269 0.297 0.681 0.413 0.789 head 0.645 0.064 0.627 0.645 0.636 0.851 shin 0.445 0.043 0.635 0.445 0.523 0.847 thigh 0.04 0.011 0.385 0.04 0.073 0.666 upperarm 0.494 0.115 0.418 0.494 0.452 0.79 waist Weighted Avg. 0.407 0.099 0.465 0.407 0.38 0.765 === Confusion Matrix === a b c d e f g <-- classified as 246 4 213 8 82 0 68 | a = chest 51 92 295 55 10 8 110 | b = forearm 84 17 424 26 2 6 64 | c = head 94 1 30 402 30 10 56 | d = shin 139 4 60 32 277 16 95 | e = thigh 193 26 265 43 33 25 38 | f = upperarm 95 4 141 75 2 0 309 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1762 40.4221 % Incorrectly Classified Instances 2597 59.5779 % Kappa statistic 0.3049 Mean absolute error 0.1774 Root mean squared error 0.3623 Relative absolute error 72.4482 % Root relative squared error 103.542 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.403 0.184 0.266 0.403 0.321 0.709 chest 0.143 0.021 0.527 0.143 0.225 0.682 forearm 0.653 0.279 0.28 0.653 0.392 0.754 head 0.605 0.056 0.644 0.605 0.624 0.859 shin 0.494 0.042 0.663 0.494 0.566 0.854 thigh 0.053 0.01 0.471 0.053 0.095 0.659 upperarm 0.479 0.103 0.439 0.479 0.458 0.791 waist Weighted Avg. 0.404 0.099 0.47 0.404 0.383 0.758 === Confusion Matrix === a b c d e f g <-- classified as 250 9 229 14 70 1 48 | a = chest 46 89 328 46 7 13 92 | b = forearm 98 26 407 30 3 4 55 | c = head 100 8 23 376 49 7 59 | d = shin 132 7 47 21 307 12 96 | e = thigh 212 25 274 23 24 33 33 | f = upperarm 101 5 143 74 3 0 300 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1751 40.1606 % Incorrectly Classified Instances 2609 59.8394 % Kappa statistic 0.3018 Mean absolute error 0.1773 Root mean squared error 0.3631 Relative absolute error 72.4021 % Root relative squared error 103.7728 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.407 0.162 0.295 0.407 0.342 0.713 chest 0.14 0.016 0.588 0.14 0.227 0.671 forearm 0.681 0.295 0.278 0.681 0.395 0.769 head 0.648 0.054 0.667 0.648 0.657 0.865 shin 0.44 0.05 0.597 0.44 0.506 0.846 thigh 0.04 0.01 0.41 0.04 0.073 0.672 upperarm 0.454 0.112 0.405 0.454 0.428 0.773 waist Weighted Avg. 0.402 0.1 0.463 0.402 0.376 0.759 === Confusion Matrix === a b c d e f g <-- classified as 253 4 213 12 85 0 54 | a = chest 45 87 334 36 9 16 93 | b = forearm 95 20 424 24 0 1 59 | c = head 77 10 25 404 52 3 52 | d = shin 142 4 62 19 274 16 106 | e = thigh 156 18 312 27 33 25 53 | f = upperarm 91 5 156 84 6 0 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1734 39.7706 % Incorrectly Classified Instances 2626 60.2294 % Kappa statistic 0.2973 Mean absolute error 0.1778 Root mean squared error 0.3629 Relative absolute error 72.6 % Root relative squared error 103.6978 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.175 0.28 0.411 0.333 0.722 chest 0.123 0.022 0.481 0.123 0.195 0.684 forearm 0.677 0.292 0.279 0.677 0.395 0.764 head 0.648 0.055 0.662 0.648 0.655 0.877 shin 0.457 0.038 0.667 0.457 0.543 0.856 thigh 0.026 0.011 0.286 0.026 0.047 0.645 upperarm 0.441 0.11 0.403 0.441 0.421 0.79 waist Weighted Avg. 0.398 0.1 0.437 0.398 0.37 0.763 === Confusion Matrix === a b c d e f g <-- classified as 255 5 218 6 76 0 61 | a = chest 62 76 324 49 6 14 89 | b = forearm 72 19 422 35 0 8 67 | c = head 88 7 25 404 34 6 59 | d = shin 148 8 51 22 285 11 98 | e = thigh 197 37 288 26 25 16 35 | f = upperarm 88 6 186 68 1 1 276 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1755 40.2523 % Incorrectly Classified Instances 2605 59.7477 % Kappa statistic 0.3029 Mean absolute error 0.176 Root mean squared error 0.3617 Relative absolute error 71.854 % Root relative squared error 103.3714 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.406 0.188 0.264 0.406 0.32 0.705 chest 0.15 0.018 0.585 0.15 0.239 0.694 forearm 0.668 0.281 0.284 0.668 0.398 0.773 head 0.648 0.059 0.646 0.648 0.647 0.883 shin 0.474 0.048 0.62 0.474 0.537 0.831 thigh 0.048 0.009 0.469 0.048 0.087 0.661 upperarm 0.423 0.094 0.431 0.423 0.427 0.786 waist Weighted Avg. 0.403 0.1 0.471 0.403 0.379 0.762 === Confusion Matrix === a b c d e f g <-- classified as 252 6 220 8 91 0 44 | a = chest 54 93 314 52 12 14 81 | b = forearm 103 25 416 25 1 3 50 | c = head 86 4 28 404 38 10 53 | d = shin 146 8 63 23 295 7 81 | e = thigh 206 20 260 31 36 30 41 | f = upperarm 109 3 164 82 3 0 265 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1715 39.3349 % Incorrectly Classified Instances 2645 60.6651 % Kappa statistic 0.2922 Mean absolute error 0.1793 Root mean squared error 0.3649 Relative absolute error 73.206 % Root relative squared error 104.2811 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.377 0.159 0.282 0.377 0.323 0.715 chest 0.137 0.019 0.545 0.137 0.219 0.658 forearm 0.684 0.293 0.28 0.684 0.398 0.771 head 0.563 0.065 0.592 0.563 0.577 0.835 shin 0.472 0.045 0.635 0.472 0.541 0.852 thigh 0.051 0.006 0.571 0.051 0.094 0.666 upperarm 0.468 0.12 0.395 0.468 0.428 0.781 waist Weighted Avg. 0.393 0.101 0.471 0.393 0.369 0.754 === Confusion Matrix === a b c d e f g <-- classified as 234 9 243 6 73 1 55 | a = chest 45 85 318 54 15 6 97 | b = forearm 79 20 426 36 0 4 58 | c = head 91 16 31 351 38 4 92 | d = shin 122 7 53 34 294 9 104 | e = thigh 164 14 301 29 41 32 43 | f = upperarm 95 5 148 83 2 0 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1742 39.9541 % Incorrectly Classified Instances 2618 60.0459 % Kappa statistic 0.2994 Mean absolute error 0.1784 Root mean squared error 0.3641 Relative absolute error 72.8663 % Root relative squared error 104.0397 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.399 0.174 0.276 0.399 0.326 0.716 chest 0.131 0.02 0.526 0.131 0.209 0.677 forearm 0.681 0.268 0.297 0.681 0.414 0.778 head 0.586 0.064 0.602 0.586 0.594 0.837 shin 0.47 0.047 0.625 0.47 0.537 0.84 thigh 0.045 0.006 0.56 0.045 0.083 0.675 upperarm 0.484 0.121 0.401 0.484 0.438 0.775 waist Weighted Avg. 0.4 0.1 0.47 0.4 0.372 0.757 === Confusion Matrix === a b c d e f g <-- classified as 248 10 227 11 79 1 45 | a = chest 49 81 299 58 11 6 116 | b = forearm 78 17 424 26 3 4 71 | c = head 103 1 25 365 43 6 80 | d = shin 134 12 53 27 293 4 100 | e = thigh 203 24 260 28 40 28 41 | f = upperarm 84 9 138 91 0 1 303 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1759 40.344 % Incorrectly Classified Instances 2601 59.656 % Kappa statistic 0.304 Mean absolute error 0.1769 Root mean squared error 0.3629 Relative absolute error 72.2414 % Root relative squared error 103.6983 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.157 0.289 0.384 0.33 0.725 chest 0.134 0.016 0.576 0.134 0.217 0.688 forearm 0.674 0.297 0.275 0.674 0.39 0.757 head 0.658 0.063 0.636 0.658 0.647 0.864 shin 0.453 0.038 0.667 0.453 0.54 0.85 thigh 0.037 0.01 0.39 0.037 0.067 0.654 upperarm 0.484 0.116 0.412 0.484 0.445 0.785 waist Weighted Avg. 0.403 0.099 0.463 0.403 0.377 0.76 === Confusion Matrix === a b c d e f g <-- classified as 239 12 244 7 66 2 52 | a = chest 40 83 316 50 10 9 113 | b = forearm 90 19 420 31 2 5 56 | c = head 76 5 29 409 26 5 72 | d = shin 124 5 62 25 282 15 109 | e = thigh 185 19 302 29 35 23 31 | f = upperarm 72 1 156 92 2 0 303 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1781 40.8486 % Incorrectly Classified Instances 2579 59.1514 % Kappa statistic 0.3099 Mean absolute error 0.1756 Root mean squared error 0.3609 Relative absolute error 71.6943 % Root relative squared error 103.1455 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.185 0.273 0.416 0.33 0.717 chest 0.161 0.02 0.568 0.161 0.251 0.694 forearm 0.69 0.257 0.31 0.69 0.427 0.783 head 0.609 0.056 0.643 0.609 0.626 0.858 shin 0.457 0.047 0.621 0.457 0.527 0.838 thigh 0.035 0.012 0.324 0.035 0.064 0.65 upperarm 0.489 0.114 0.419 0.489 0.451 0.788 waist Weighted Avg. 0.408 0.099 0.451 0.408 0.382 0.761 === Confusion Matrix === a b c d e f g <-- classified as 259 6 199 8 88 0 62 | a = chest 62 100 288 42 10 16 103 | b = forearm 81 27 430 24 2 7 52 | c = head 101 6 25 379 42 10 59 | d = shin 138 7 36 37 285 12 108 | e = thigh 199 22 282 26 32 22 40 | f = upperarm 109 8 129 73 0 1 306 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1730 39.6789 % Incorrectly Classified Instances 2630 60.3211 % Kappa statistic 0.2962 Mean absolute error 0.1781 Root mean squared error 0.3642 Relative absolute error 72.706 % Root relative squared error 104.0817 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.441 0.183 0.286 0.441 0.347 0.719 chest 0.138 0.016 0.589 0.138 0.224 0.707 forearm 0.671 0.29 0.278 0.671 0.393 0.766 head 0.598 0.07 0.588 0.598 0.593 0.853 shin 0.453 0.047 0.617 0.453 0.522 0.846 thigh 0.051 0.011 0.438 0.051 0.092 0.657 upperarm 0.425 0.087 0.449 0.425 0.437 0.796 waist Weighted Avg. 0.397 0.101 0.464 0.397 0.373 0.764 === Confusion Matrix === a b c d e f g <-- classified as 274 6 210 12 79 2 39 | a = chest 38 86 328 62 14 12 81 | b = forearm 93 18 418 43 1 3 47 | c = head 114 8 21 372 53 8 46 | d = shin 153 7 55 25 282 16 85 | e = thigh 184 18 301 35 25 32 28 | f = upperarm 101 3 169 84 3 0 266 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1758 40.3211 % Incorrectly Classified Instances 2602 59.6789 % Kappa statistic 0.3037 Mean absolute error 0.1766 Root mean squared error 0.3607 Relative absolute error 72.1087 % Root relative squared error 103.0816 % Total Number of Instances 4360 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.175 0.279 0.409 0.332 0.725 chest 0.14 0.017 0.584 0.14 0.226 0.684 forearm 0.708 0.276 0.3 0.708 0.421 0.781 head 0.628 0.067 0.611 0.628 0.619 0.857 shin 0.451 0.044 0.631 0.451 0.526 0.861 thigh 0.039 0.007 0.471 0.039 0.071 0.671 upperarm 0.447 0.111 0.403 0.447 0.424 0.779 waist Weighted Avg. 0.403 0.099 0.468 0.403 0.374 0.766 === Confusion Matrix === a b c d e f g <-- classified as 254 3 217 9 81 1 56 | a = chest 51 87 311 54 12 7 99 | b = forearm 68 16 441 39 2 7 50 | c = head 91 5 26 391 41 2 67 | d = shin 150 2 42 28 281 10 110 | e = thigh 197 31 274 39 25 24 33 | f = upperarm 98 5 160 80 3 0 280 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1732 39.7339 % Incorrectly Classified Instances 2627 60.2661 % Kappa statistic 0.2968 Mean absolute error 0.1781 Root mean squared error 0.3645 Relative absolute error 72.7111 % Root relative squared error 104.1558 % Total Number of Instances 4359 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.393 0.175 0.272 0.393 0.321 0.712 chest 0.132 0.016 0.586 0.132 0.216 0.677 forearm 0.679 0.278 0.289 0.679 0.406 0.779 head 0.623 0.062 0.627 0.623 0.625 0.857 shin 0.435 0.042 0.633 0.435 0.516 0.843 thigh 0.047 0.008 0.492 0.047 0.085 0.659 upperarm 0.471 0.123 0.391 0.471 0.428 0.769 waist Weighted Avg. 0.397 0.1 0.47 0.397 0.371 0.757 === Confusion Matrix === a b c d e f g <-- classified as 244 7 216 13 73 0 68 | a = chest 52 82 311 54 8 9 104 | b = forearm 95 17 423 27 0 4 57 | c = head 80 1 27 388 44 7 76 | d = shin 142 4 57 24 271 10 115 | e = thigh 201 18 273 31 32 29 39 | f = upperarm 83 11 155 82 0 0 295 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 5 RUN: 0 FOLD: 0 Correctly Classified Instances 2063 50.3048 % Incorrectly Classified Instances 2038 49.6952 % Kappa statistic 0.4202 Mean absolute error 0.1474 Root mean squared error 0.3375 Relative absolute error 60.181 % Root relative squared error 96.437 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.233 0.347 0.742 0.473 0.84 chest 0.237 0.038 0.511 0.237 0.324 0.771 forearm 0.353 0.062 0.488 0.353 0.409 0.801 head 0.715 0.057 0.675 0.715 0.694 0.872 shin 0.664 0.032 0.776 0.664 0.716 0.893 thigh 0.068 0.023 0.333 0.068 0.113 0.692 upperarm 0.741 0.136 0.477 0.741 0.58 0.892 waist Weighted Avg. 0.503 0.083 0.515 0.503 0.473 0.823 === Confusion Matrix === a b c d e f g <-- classified as 435 13 19 5 70 7 37 | a = chest 173 138 63 22 1 6 179 | b = forearm 139 55 207 45 0 24 117 | c = head 69 10 31 419 23 15 19 | d = shin 104 10 17 12 389 28 26 | e = thigh 234 37 70 90 17 40 99 | f = upperarm 99 7 17 28 1 0 435 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1996 48.6711 % Incorrectly Classified Instances 2105 51.3289 % Kappa statistic 0.4011 Mean absolute error 0.1509 Root mean squared error 0.3414 Relative absolute error 61.6254 % Root relative squared error 97.5756 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.232 0.348 0.743 0.474 0.831 chest 0.23 0.041 0.479 0.23 0.311 0.784 forearm 0.336 0.065 0.462 0.336 0.389 0.782 head 0.676 0.06 0.652 0.676 0.664 0.855 shin 0.633 0.036 0.745 0.633 0.685 0.882 thigh 0.061 0.019 0.353 0.061 0.104 0.696 upperarm 0.727 0.145 0.456 0.727 0.56 0.886 waist Weighted Avg. 0.487 0.086 0.499 0.487 0.455 0.817 === Confusion Matrix === a b c d e f g <-- classified as 436 10 19 3 84 1 34 | a = chest 175 134 78 23 2 8 162 | b = forearm 117 63 197 52 1 14 143 | c = head 87 7 29 396 24 17 26 | d = shin 98 21 17 19 371 26 34 | e = thigh 233 34 73 86 15 36 110 | f = upperarm 107 11 13 28 1 0 426 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2016 49.1587 % Incorrectly Classified Instances 2085 50.8413 % Kappa statistic 0.4068 Mean absolute error 0.1502 Root mean squared error 0.3408 Relative absolute error 61.3413 % Root relative squared error 97.4033 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.252 0.338 0.768 0.469 0.833 chest 0.23 0.032 0.543 0.23 0.323 0.775 forearm 0.328 0.064 0.462 0.328 0.383 0.777 head 0.681 0.061 0.649 0.681 0.664 0.85 shin 0.684 0.035 0.767 0.684 0.723 0.878 thigh 0.048 0.015 0.346 0.048 0.084 0.693 upperarm 0.701 0.134 0.465 0.701 0.56 0.873 waist Weighted Avg. 0.492 0.085 0.51 0.492 0.458 0.811 === Confusion Matrix === a b c d e f g <-- classified as 451 3 22 3 79 2 27 | a = chest 179 134 68 33 5 2 162 | b = forearm 126 73 192 61 0 11 123 | c = head 98 4 34 399 21 15 15 | d = shin 110 6 10 14 401 22 23 | e = thigh 256 21 75 69 16 28 122 | f = upperarm 116 6 15 36 1 1 411 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2085 50.8413 % Incorrectly Classified Instances 2016 49.1587 % Kappa statistic 0.4264 Mean absolute error 0.1461 Root mean squared error 0.3356 Relative absolute error 59.6768 % Root relative squared error 95.911 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.243 0.344 0.763 0.474 0.84 chest 0.225 0.035 0.514 0.225 0.313 0.781 forearm 0.37 0.052 0.543 0.37 0.44 0.813 head 0.713 0.059 0.67 0.713 0.691 0.87 shin 0.693 0.034 0.772 0.693 0.73 0.886 thigh 0.082 0.016 0.462 0.082 0.139 0.691 upperarm 0.712 0.135 0.469 0.712 0.565 0.887 waist Weighted Avg. 0.508 0.082 0.539 0.508 0.479 0.824 === Confusion Matrix === a b c d e f g <-- classified as 448 10 18 5 72 3 31 | a = chest 188 131 65 28 1 9 161 | b = forearm 130 54 217 50 0 8 127 | c = head 75 9 18 418 28 17 21 | d = shin 106 11 8 9 406 19 27 | e = thigh 239 26 64 87 17 48 106 | f = upperarm 116 14 10 27 2 0 417 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2107 51.3777 % Incorrectly Classified Instances 1994 48.6223 % Kappa statistic 0.4327 Mean absolute error 0.1458 Root mean squared error 0.3353 Relative absolute error 59.5462 % Root relative squared error 95.8091 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.235 0.349 0.753 0.477 0.827 chest 0.242 0.035 0.534 0.242 0.333 0.784 forearm 0.338 0.053 0.517 0.338 0.409 0.795 head 0.712 0.057 0.674 0.712 0.692 0.857 shin 0.684 0.034 0.773 0.684 0.726 0.886 thigh 0.089 0.019 0.437 0.089 0.147 0.706 upperarm 0.778 0.135 0.49 0.778 0.602 0.902 waist Weighted Avg. 0.514 0.081 0.539 0.514 0.484 0.822 === Confusion Matrix === a b c d e f g <-- classified as 442 9 14 7 76 7 32 | a = chest 187 141 60 28 1 10 156 | b = forearm 130 55 198 45 0 16 142 | c = head 83 7 27 417 21 11 20 | d = shin 97 16 7 15 401 22 28 | e = thigh 243 19 68 90 19 52 96 | f = upperarm 85 17 9 17 1 1 456 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2020 49.2563 % Incorrectly Classified Instances 2081 50.7437 % Kappa statistic 0.4079 Mean absolute error 0.1507 Root mean squared error 0.3417 Relative absolute error 61.5243 % Root relative squared error 97.6456 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.245 0.343 0.767 0.474 0.838 chest 0.187 0.031 0.502 0.187 0.273 0.769 forearm 0.323 0.065 0.454 0.323 0.377 0.774 head 0.712 0.065 0.648 0.712 0.678 0.869 shin 0.667 0.034 0.765 0.667 0.713 0.881 thigh 0.072 0.017 0.42 0.072 0.122 0.709 upperarm 0.72 0.137 0.468 0.72 0.567 0.882 waist Weighted Avg. 0.493 0.085 0.514 0.493 0.458 0.817 === Confusion Matrix === a b c d e f g <-- classified as 450 6 16 2 87 2 24 | a = chest 195 109 77 41 1 7 153 | b = forearm 129 56 189 61 1 17 133 | c = head 73 7 30 417 17 14 28 | d = shin 95 16 10 18 391 18 38 | e = thigh 256 20 72 81 12 42 104 | f = upperarm 113 3 22 24 2 0 422 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2012 49.0612 % Incorrectly Classified Instances 2089 50.9388 % Kappa statistic 0.4057 Mean absolute error 0.1509 Root mean squared error 0.3438 Relative absolute error 61.6371 % Root relative squared error 98.245 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.252 0.331 0.746 0.458 0.822 chest 0.225 0.029 0.56 0.225 0.321 0.784 forearm 0.363 0.061 0.499 0.363 0.421 0.819 head 0.672 0.061 0.648 0.672 0.66 0.837 shin 0.635 0.04 0.725 0.635 0.677 0.862 thigh 0.068 0.018 0.385 0.068 0.116 0.687 upperarm 0.724 0.133 0.476 0.724 0.574 0.887 waist Weighted Avg. 0.491 0.085 0.517 0.491 0.461 0.814 === Confusion Matrix === a b c d e f g <-- classified as 438 12 13 4 94 1 25 | a = chest 181 131 81 34 0 12 144 | b = forearm 134 44 213 54 1 19 121 | c = head 93 8 30 394 26 10 25 | d = shin 114 8 18 16 372 21 37 | e = thigh 248 26 59 80 19 40 115 | f = upperarm 116 5 13 26 1 1 424 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2062 50.2804 % Incorrectly Classified Instances 2039 49.7196 % Kappa statistic 0.4199 Mean absolute error 0.1472 Root mean squared error 0.3397 Relative absolute error 60.097 % Root relative squared error 97.0698 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.744 0.242 0.339 0.744 0.466 0.822 chest 0.223 0.031 0.542 0.223 0.316 0.781 forearm 0.326 0.064 0.458 0.326 0.381 0.777 head 0.754 0.061 0.673 0.754 0.711 0.886 shin 0.686 0.031 0.785 0.686 0.732 0.892 thigh 0.06 0.017 0.376 0.06 0.103 0.709 upperarm 0.725 0.133 0.475 0.725 0.574 0.887 waist Weighted Avg. 0.503 0.083 0.521 0.503 0.469 0.822 === Confusion Matrix === a b c d e f g <-- classified as 437 14 22 4 80 1 29 | a = chest 166 130 87 38 0 8 154 | b = forearm 121 59 191 63 0 14 138 | c = head 68 4 30 442 16 15 11 | d = shin 99 7 12 10 402 18 38 | e = thigh 278 22 65 75 13 35 99 | f = upperarm 119 4 10 25 1 2 425 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1996 48.6711 % Incorrectly Classified Instances 2105 51.3289 % Kappa statistic 0.4011 Mean absolute error 0.1519 Root mean squared error 0.3443 Relative absolute error 62.0096 % Root relative squared error 98.3793 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.246 0.337 0.748 0.465 0.827 chest 0.211 0.044 0.444 0.211 0.286 0.769 forearm 0.32 0.062 0.463 0.32 0.379 0.787 head 0.655 0.059 0.647 0.655 0.651 0.835 shin 0.665 0.033 0.772 0.665 0.714 0.884 thigh 0.085 0.017 0.459 0.085 0.144 0.685 upperarm 0.722 0.139 0.465 0.722 0.566 0.884 waist Weighted Avg. 0.487 0.086 0.512 0.487 0.458 0.81 === Confusion Matrix === a b c d e f g <-- classified as 439 11 12 3 82 3 37 | a = chest 185 123 81 34 0 6 154 | b = forearm 123 78 188 50 0 16 132 | c = head 101 7 38 383 23 14 19 | d = shin 98 10 11 19 389 20 38 | e = thigh 233 37 64 88 8 50 107 | f = upperarm 123 11 12 15 2 0 424 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2025 49.3902 % Incorrectly Classified Instances 2075 50.6098 % Kappa statistic 0.4095 Mean absolute error 0.1507 Root mean squared error 0.3408 Relative absolute error 61.5245 % Root relative squared error 97.3829 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.25 0.334 0.75 0.462 0.827 chest 0.199 0.036 0.475 0.199 0.281 0.771 forearm 0.361 0.059 0.507 0.361 0.422 0.795 head 0.71 0.055 0.681 0.71 0.695 0.867 shin 0.643 0.034 0.758 0.643 0.696 0.878 thigh 0.082 0.014 0.495 0.082 0.141 0.696 upperarm 0.71 0.142 0.456 0.71 0.555 0.881 waist Weighted Avg. 0.494 0.084 0.529 0.494 0.465 0.816 === Confusion Matrix === a b c d e f g <-- classified as 440 13 12 2 77 5 38 | a = chest 166 116 84 38 2 4 172 | b = forearm 131 61 212 47 0 12 124 | c = head 78 12 23 416 26 9 22 | d = shin 126 11 10 16 376 19 27 | e = thigh 253 24 64 71 11 48 115 | f = upperarm 125 7 13 21 4 0 417 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 2048 49.939 % Incorrectly Classified Instances 2053 50.061 % Kappa statistic 0.4159 Mean absolute error 0.1483 Root mean squared error 0.3413 Relative absolute error 60.5689 % Root relative squared error 97.5223 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.251 0.333 0.75 0.461 0.824 chest 0.23 0.036 0.511 0.23 0.317 0.787 forearm 0.353 0.059 0.501 0.353 0.414 0.799 head 0.703 0.063 0.652 0.703 0.677 0.853 shin 0.674 0.034 0.77 0.674 0.719 0.888 thigh 0.075 0.013 0.484 0.075 0.13 0.708 upperarm 0.71 0.128 0.48 0.71 0.573 0.878 waist Weighted Avg. 0.499 0.084 0.533 0.499 0.47 0.82 === Confusion Matrix === a b c d e f g <-- classified as 440 17 11 5 85 3 26 | a = chest 179 134 75 43 5 5 142 | b = forearm 122 57 207 57 1 14 128 | c = head 86 7 28 412 18 10 25 | d = shin 109 12 13 13 395 14 30 | e = thigh 266 27 69 73 8 44 100 | f = upperarm 121 8 10 29 1 1 416 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2071 50.4999 % Incorrectly Classified Instances 2030 49.5001 % Kappa statistic 0.4224 Mean absolute error 0.1475 Root mean squared error 0.3373 Relative absolute error 60.2479 % Root relative squared error 96.3773 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.241 0.343 0.753 0.471 0.835 chest 0.238 0.031 0.56 0.238 0.335 0.775 forearm 0.372 0.061 0.505 0.372 0.428 0.796 head 0.706 0.056 0.676 0.706 0.691 0.875 shin 0.643 0.036 0.75 0.643 0.692 0.875 thigh 0.073 0.019 0.387 0.073 0.123 0.686 upperarm 0.747 0.133 0.484 0.747 0.588 0.894 waist Weighted Avg. 0.505 0.083 0.529 0.505 0.475 0.819 === Confusion Matrix === a b c d e f g <-- classified as 442 10 19 4 76 3 33 | a = chest 173 139 72 30 2 9 158 | b = forearm 126 61 218 46 0 17 118 | c = head 73 7 24 414 33 16 19 | d = shin 114 13 12 8 377 23 39 | e = thigh 252 14 76 87 15 43 100 | f = upperarm 110 4 11 23 0 0 438 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2068 50.4267 % Incorrectly Classified Instances 2033 49.5733 % Kappa statistic 0.4216 Mean absolute error 0.1479 Root mean squared error 0.3373 Relative absolute error 60.3989 % Root relative squared error 96.392 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.772 0.223 0.367 0.772 0.497 0.845 chest 0.23 0.035 0.521 0.23 0.319 0.785 forearm 0.34 0.061 0.482 0.34 0.398 0.795 head 0.72 0.059 0.669 0.72 0.694 0.873 shin 0.677 0.035 0.765 0.677 0.719 0.894 thigh 0.077 0.019 0.402 0.077 0.129 0.693 upperarm 0.713 0.147 0.448 0.713 0.55 0.878 waist Weighted Avg. 0.504 0.083 0.522 0.504 0.472 0.823 === Confusion Matrix === a b c d e f g <-- classified as 453 12 12 2 68 5 35 | a = chest 159 134 80 32 2 9 167 | b = forearm 124 50 199 47 0 15 151 | c = head 73 5 28 422 32 13 13 | d = shin 90 13 13 17 397 25 31 | e = thigh 218 28 70 88 20 45 118 | f = upperarm 119 15 11 23 0 0 418 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2056 50.1341 % Incorrectly Classified Instances 2045 49.8659 % Kappa statistic 0.4182 Mean absolute error 0.1489 Root mean squared error 0.3379 Relative absolute error 60.7887 % Root relative squared error 96.5752 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.234 0.35 0.756 0.479 0.844 chest 0.232 0.033 0.536 0.232 0.323 0.77 forearm 0.358 0.065 0.478 0.358 0.41 0.787 head 0.654 0.058 0.654 0.654 0.654 0.84 shin 0.684 0.032 0.782 0.684 0.73 0.888 thigh 0.083 0.017 0.45 0.083 0.141 0.7 upperarm 0.741 0.143 0.464 0.741 0.571 0.887 waist Weighted Avg. 0.501 0.083 0.53 0.501 0.472 0.816 === Confusion Matrix === a b c d e f g <-- classified as 444 10 18 2 67 1 45 | a = chest 170 135 74 26 0 6 172 | b = forearm 115 52 210 50 0 14 145 | c = head 89 10 43 383 29 15 17 | d = shin 100 14 14 13 401 24 20 | e = thigh 238 20 72 92 14 49 102 | f = upperarm 111 11 8 20 2 0 434 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2045 49.8659 % Incorrectly Classified Instances 2056 50.1341 % Kappa statistic 0.4151 Mean absolute error 0.1495 Root mean squared error 0.3402 Relative absolute error 61.041 % Root relative squared error 97.2098 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.78 0.252 0.341 0.78 0.474 0.829 chest 0.218 0.035 0.51 0.218 0.305 0.784 forearm 0.352 0.059 0.498 0.352 0.412 0.803 head 0.693 0.06 0.659 0.693 0.676 0.862 shin 0.65 0.033 0.765 0.65 0.703 0.877 thigh 0.065 0.017 0.392 0.065 0.111 0.684 upperarm 0.732 0.129 0.486 0.732 0.584 0.891 waist Weighted Avg. 0.499 0.084 0.521 0.499 0.467 0.818 === Confusion Matrix === a b c d e f g <-- classified as 458 8 15 1 81 2 22 | a = chest 198 127 74 30 0 5 149 | b = forearm 130 55 206 55 1 12 127 | c = head 94 13 25 406 14 17 17 | d = shin 108 12 9 22 381 23 31 | e = thigh 248 31 65 79 19 38 107 | f = upperarm 109 3 20 23 2 0 429 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1943 47.3787 % Incorrectly Classified Instances 2158 52.6213 % Kappa statistic 0.386 Mean absolute error 0.1541 Root mean squared error 0.3476 Relative absolute error 62.9214 % Root relative squared error 99.3472 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.702 0.255 0.315 0.702 0.435 0.809 chest 0.202 0.032 0.511 0.202 0.29 0.777 forearm 0.323 0.066 0.448 0.323 0.375 0.775 head 0.677 0.059 0.658 0.677 0.668 0.846 shin 0.623 0.038 0.733 0.623 0.673 0.866 thigh 0.072 0.016 0.424 0.072 0.122 0.694 upperarm 0.717 0.148 0.447 0.717 0.551 0.88 waist Weighted Avg. 0.474 0.088 0.505 0.474 0.445 0.807 === Confusion Matrix === a b c d e f g <-- classified as 412 10 23 8 90 4 40 | a = chest 192 118 85 31 0 5 152 | b = forearm 124 52 189 58 1 19 143 | c = head 95 7 28 397 24 8 27 | d = shin 120 7 14 17 365 20 43 | e = thigh 249 27 70 67 18 42 114 | f = upperarm 117 10 13 25 0 1 420 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2040 49.744 % Incorrectly Classified Instances 2061 50.256 % Kappa statistic 0.4136 Mean absolute error 0.1488 Root mean squared error 0.34 Relative absolute error 60.7568 % Root relative squared error 97.1522 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.248 0.341 0.77 0.473 0.829 chest 0.225 0.035 0.516 0.225 0.313 0.781 forearm 0.31 0.059 0.465 0.31 0.372 0.773 head 0.717 0.063 0.656 0.717 0.685 0.866 shin 0.68 0.033 0.773 0.68 0.724 0.893 thigh 0.06 0.019 0.347 0.06 0.102 0.709 upperarm 0.719 0.129 0.482 0.719 0.577 0.89 waist Weighted Avg. 0.497 0.084 0.511 0.497 0.464 0.82 === Confusion Matrix === a b c d e f g <-- classified as 452 10 12 6 81 2 24 | a = chest 184 131 75 37 1 10 144 | b = forearm 145 60 182 61 0 12 127 | c = head 69 5 36 420 20 17 19 | d = shin 97 13 9 17 398 23 28 | e = thigh 261 26 63 78 13 35 111 | f = upperarm 117 9 14 21 2 2 422 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2062 50.2804 % Incorrectly Classified Instances 2039 49.7196 % Kappa statistic 0.4199 Mean absolute error 0.1481 Root mean squared error 0.3385 Relative absolute error 60.4863 % Root relative squared error 96.728 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.744 0.247 0.335 0.744 0.462 0.831 chest 0.227 0.035 0.518 0.227 0.315 0.772 forearm 0.354 0.061 0.493 0.354 0.412 0.797 head 0.71 0.059 0.666 0.71 0.687 0.859 shin 0.668 0.034 0.767 0.668 0.714 0.878 thigh 0.066 0.014 0.438 0.066 0.115 0.695 upperarm 0.748 0.13 0.491 0.748 0.592 0.892 waist Weighted Avg. 0.503 0.083 0.529 0.503 0.471 0.818 === Confusion Matrix === a b c d e f g <-- classified as 437 4 25 3 86 3 29 | a = chest 187 132 73 22 1 4 163 | b = forearm 128 68 208 54 0 11 118 | c = head 80 8 32 416 17 13 20 | d = shin 111 12 17 11 391 17 26 | e = thigh 269 26 48 93 12 39 100 | f = upperarm 93 5 19 26 3 2 439 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2042 49.7927 % Incorrectly Classified Instances 2059 50.2073 % Kappa statistic 0.4142 Mean absolute error 0.1495 Root mean squared error 0.3407 Relative absolute error 61.0314 % Root relative squared error 97.3668 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.761 0.236 0.35 0.761 0.48 0.837 chest 0.215 0.036 0.494 0.215 0.299 0.773 forearm 0.346 0.058 0.498 0.346 0.408 0.793 head 0.692 0.057 0.671 0.692 0.681 0.866 shin 0.664 0.036 0.757 0.664 0.707 0.876 thigh 0.065 0.022 0.333 0.065 0.108 0.686 upperarm 0.741 0.141 0.467 0.741 0.573 0.888 waist Weighted Avg. 0.498 0.084 0.51 0.498 0.465 0.817 === Confusion Matrix === a b c d e f g <-- classified as 447 13 11 1 88 6 21 | a = chest 162 125 77 27 2 9 180 | b = forearm 130 62 203 53 0 18 121 | c = head 82 9 24 405 21 19 25 | d = shin 108 10 9 17 389 23 30 | e = thigh 240 29 72 78 11 38 119 | f = upperarm 108 5 12 23 3 1 435 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2025 49.3902 % Incorrectly Classified Instances 2075 50.6098 % Kappa statistic 0.4095 Mean absolute error 0.1492 Root mean squared error 0.3395 Relative absolute error 60.9086 % Root relative squared error 97.0289 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.732 0.246 0.331 0.732 0.456 0.826 chest 0.199 0.04 0.451 0.199 0.276 0.764 forearm 0.32 0.054 0.499 0.32 0.39 0.8 head 0.725 0.062 0.66 0.725 0.691 0.859 shin 0.674 0.034 0.767 0.674 0.718 0.888 thigh 0.085 0.016 0.472 0.085 0.145 0.716 upperarm 0.72 0.138 0.466 0.72 0.566 0.886 waist Weighted Avg. 0.494 0.084 0.521 0.494 0.463 0.82 === Confusion Matrix === a b c d e f g <-- classified as 429 9 19 8 78 4 39 | a = chest 192 116 63 37 1 12 162 | b = forearm 138 78 188 45 0 12 126 | c = head 88 5 19 425 21 8 20 | d = shin 97 14 6 19 395 20 35 | e = thigh 241 28 66 81 18 50 102 | f = upperarm 110 7 16 29 2 0 422 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 2047 49.9147 % Incorrectly Classified Instances 2054 50.0853 % Kappa statistic 0.4156 Mean absolute error 0.1488 Root mean squared error 0.3401 Relative absolute error 60.7528 % Root relative squared error 97.1844 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.243 0.343 0.759 0.472 0.836 chest 0.192 0.035 0.477 0.192 0.274 0.767 forearm 0.366 0.057 0.516 0.366 0.428 0.804 head 0.703 0.059 0.666 0.703 0.684 0.859 shin 0.645 0.034 0.761 0.645 0.698 0.878 thigh 0.068 0.017 0.408 0.068 0.117 0.693 upperarm 0.758 0.14 0.475 0.758 0.584 0.895 waist Weighted Avg. 0.499 0.084 0.521 0.499 0.465 0.819 === Confusion Matrix === a b c d e f g <-- classified as 445 12 13 8 71 3 34 | a = chest 189 112 80 29 1 7 164 | b = forearm 114 54 215 56 0 14 134 | c = head 84 7 29 412 24 14 16 | d = shin 106 19 8 12 378 19 44 | e = thigh 259 18 59 88 23 40 100 | f = upperarm 101 13 13 14 0 1 445 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2057 50.1585 % Incorrectly Classified Instances 2044 49.8415 % Kappa statistic 0.4185 Mean absolute error 0.1484 Root mean squared error 0.3402 Relative absolute error 60.5766 % Root relative squared error 97.2163 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.244 0.341 0.756 0.47 0.827 chest 0.222 0.04 0.478 0.222 0.303 0.77 forearm 0.329 0.05 0.526 0.329 0.405 0.794 head 0.746 0.058 0.682 0.746 0.712 0.885 shin 0.654 0.034 0.76 0.654 0.703 0.88 thigh 0.075 0.019 0.4 0.075 0.126 0.692 upperarm 0.729 0.137 0.471 0.729 0.572 0.89 waist Weighted Avg. 0.502 0.083 0.522 0.502 0.47 0.819 === Confusion Matrix === a b c d e f g <-- classified as 444 10 13 3 85 5 27 | a = chest 165 129 67 46 2 5 168 | b = forearm 147 61 193 47 0 21 118 | c = head 63 8 25 437 22 11 20 | d = shin 109 15 10 12 383 24 33 | e = thigh 264 33 51 69 12 44 114 | f = upperarm 110 14 8 27 0 0 427 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2023 49.3294 % Incorrectly Classified Instances 2078 50.6706 % Kappa statistic 0.4088 Mean absolute error 0.1506 Root mean squared error 0.341 Relative absolute error 61.5066 % Root relative squared error 97.4351 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.234 0.348 0.746 0.475 0.832 chest 0.242 0.037 0.52 0.242 0.331 0.788 forearm 0.358 0.06 0.5 0.358 0.417 0.793 head 0.677 0.061 0.648 0.677 0.662 0.836 shin 0.625 0.033 0.759 0.625 0.685 0.874 thigh 0.072 0.02 0.368 0.072 0.12 0.689 upperarm 0.732 0.146 0.455 0.732 0.562 0.886 waist Weighted Avg. 0.493 0.085 0.514 0.493 0.464 0.814 === Confusion Matrix === a b c d e f g <-- classified as 438 9 21 4 75 2 38 | a = chest 156 141 74 27 1 13 170 | b = forearm 133 55 210 44 1 15 129 | c = head 93 11 29 397 27 12 17 | d = shin 107 15 13 25 366 25 35 | e = thigh 233 33 57 88 10 42 124 | f = upperarm 99 7 16 28 2 5 429 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2068 50.4267 % Incorrectly Classified Instances 2033 49.5733 % Kappa statistic 0.4216 Mean absolute error 0.147 Root mean squared error 0.3373 Relative absolute error 60.0272 % Root relative squared error 96.3875 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.241 0.34 0.743 0.466 0.829 chest 0.226 0.03 0.552 0.226 0.321 0.787 forearm 0.374 0.06 0.509 0.374 0.431 0.799 head 0.676 0.063 0.643 0.676 0.659 0.843 shin 0.703 0.029 0.802 0.703 0.749 0.893 thigh 0.092 0.02 0.439 0.092 0.152 0.707 upperarm 0.715 0.135 0.468 0.715 0.566 0.882 waist Weighted Avg. 0.504 0.083 0.536 0.504 0.478 0.82 === Confusion Matrix === a b c d e f g <-- classified as 436 14 16 3 69 3 46 | a = chest 179 132 72 34 2 5 159 | b = forearm 119 45 219 56 1 20 126 | c = head 97 5 26 396 18 20 24 | d = shin 92 6 12 20 412 21 23 | e = thigh 229 28 79 87 12 54 98 | f = upperarm 132 9 6 20 0 0 419 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1991 48.5491 % Incorrectly Classified Instances 2110 51.4509 % Kappa statistic 0.3997 Mean absolute error 0.1527 Root mean squared error 0.3444 Relative absolute error 62.372 % Root relative squared error 98.4195 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.243 0.341 0.751 0.469 0.827 chest 0.194 0.042 0.436 0.194 0.268 0.771 forearm 0.333 0.067 0.455 0.333 0.384 0.774 head 0.683 0.06 0.656 0.683 0.669 0.852 shin 0.686 0.033 0.776 0.686 0.728 0.887 thigh 0.06 0.015 0.402 0.06 0.104 0.693 upperarm 0.691 0.142 0.449 0.691 0.544 0.871 waist Weighted Avg. 0.485 0.086 0.502 0.485 0.452 0.811 === Confusion Matrix === a b c d e f g <-- classified as 441 11 19 2 76 4 34 | a = chest 172 113 89 32 3 12 162 | b = forearm 115 76 195 57 0 9 134 | c = head 85 14 25 400 26 13 23 | d = shin 113 10 8 9 402 14 30 | e = thigh 235 31 79 83 9 35 115 | f = upperarm 134 4 14 27 2 0 405 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2065 50.3536 % Incorrectly Classified Instances 2036 49.6464 % Kappa statistic 0.4207 Mean absolute error 0.1479 Root mean squared error 0.3396 Relative absolute error 60.4121 % Root relative squared error 97.0549 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.244 0.338 0.746 0.465 0.832 chest 0.216 0.034 0.512 0.216 0.304 0.773 forearm 0.35 0.055 0.514 0.35 0.416 0.805 head 0.729 0.058 0.678 0.729 0.702 0.871 shin 0.657 0.034 0.764 0.657 0.706 0.871 thigh 0.089 0.015 0.5 0.089 0.151 0.709 upperarm 0.737 0.139 0.469 0.737 0.573 0.888 waist Weighted Avg. 0.504 0.083 0.539 0.504 0.474 0.821 === Confusion Matrix === a b c d e f g <-- classified as 438 11 15 3 87 3 30 | a = chest 197 126 61 28 0 4 167 | b = forearm 117 60 205 55 0 13 136 | c = head 81 6 25 427 18 9 20 | d = shin 115 12 9 12 385 22 31 | e = thigh 253 23 70 75 9 52 105 | f = upperarm 96 8 14 30 5 1 432 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2056 50.1341 % Incorrectly Classified Instances 2045 49.8659 % Kappa statistic 0.4182 Mean absolute error 0.148 Root mean squared error 0.3391 Relative absolute error 60.4169 % Root relative squared error 96.8936 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.779 0.244 0.348 0.779 0.481 0.839 chest 0.259 0.035 0.549 0.259 0.352 0.786 forearm 0.336 0.06 0.484 0.336 0.397 0.804 head 0.7 0.064 0.647 0.7 0.672 0.857 shin 0.659 0.039 0.737 0.659 0.695 0.885 thigh 0.058 0.021 0.318 0.058 0.098 0.691 upperarm 0.718 0.119 0.502 0.718 0.591 0.89 waist Weighted Avg. 0.501 0.083 0.512 0.501 0.469 0.822 === Confusion Matrix === a b c d e f g <-- classified as 457 8 13 5 89 3 12 | a = chest 172 151 67 42 2 9 140 | b = forearm 142 49 197 56 0 15 127 | c = head 84 9 25 410 22 16 20 | d = shin 100 15 21 11 386 29 24 | e = thigh 246 31 73 87 21 34 95 | f = upperarm 114 12 11 23 4 1 421 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2017 49.1831 % Incorrectly Classified Instances 2084 50.8169 % Kappa statistic 0.4071 Mean absolute error 0.15 Root mean squared error 0.3407 Relative absolute error 61.2377 % Root relative squared error 97.3682 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.744 0.251 0.331 0.744 0.458 0.822 chest 0.199 0.032 0.507 0.199 0.286 0.767 forearm 0.343 0.069 0.455 0.343 0.391 0.784 head 0.696 0.06 0.659 0.696 0.677 0.868 shin 0.642 0.034 0.76 0.642 0.696 0.883 thigh 0.07 0.013 0.471 0.07 0.122 0.703 upperarm 0.747 0.134 0.482 0.747 0.586 0.891 waist Weighted Avg. 0.492 0.085 0.523 0.492 0.459 0.817 === Confusion Matrix === a b c d e f g <-- classified as 437 10 24 6 82 1 27 | a = chest 191 116 85 30 1 5 155 | b = forearm 125 60 201 53 0 11 136 | c = head 85 9 31 408 24 8 21 | d = shin 112 6 14 23 376 21 34 | e = thigh 264 21 76 76 11 41 98 | f = upperarm 106 7 11 23 1 0 438 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2024 49.3538 % Incorrectly Classified Instances 2077 50.6462 % Kappa statistic 0.4091 Mean absolute error 0.1507 Root mean squared error 0.3409 Relative absolute error 61.5499 % Root relative squared error 97.4158 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.761 0.243 0.343 0.761 0.473 0.835 chest 0.211 0.028 0.554 0.211 0.306 0.773 forearm 0.338 0.063 0.47 0.338 0.393 0.78 head 0.7 0.059 0.665 0.7 0.682 0.864 shin 0.675 0.034 0.767 0.675 0.718 0.878 thigh 0.065 0.016 0.404 0.065 0.112 0.688 upperarm 0.704 0.147 0.444 0.704 0.544 0.875 waist Weighted Avg. 0.494 0.085 0.521 0.494 0.461 0.813 === Confusion Matrix === a b c d e f g <-- classified as 447 1 16 1 81 4 37 | a = chest 199 123 69 27 2 5 158 | b = forearm 116 64 198 52 0 11 145 | c = head 80 4 34 410 18 16 24 | d = shin 102 4 15 18 395 20 31 | e = thigh 238 21 65 86 17 38 122 | f = upperarm 120 5 24 23 2 0 413 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2024 49.3659 % Incorrectly Classified Instances 2076 50.6341 % Kappa statistic 0.4092 Mean absolute error 0.1493 Root mean squared error 0.3399 Relative absolute error 60.954 % Root relative squared error 97.1224 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.243 0.335 0.731 0.459 0.825 chest 0.244 0.035 0.538 0.244 0.335 0.784 forearm 0.315 0.067 0.442 0.315 0.368 0.781 head 0.684 0.057 0.664 0.684 0.674 0.862 shin 0.689 0.038 0.75 0.689 0.718 0.89 thigh 0.07 0.021 0.353 0.07 0.117 0.699 upperarm 0.722 0.13 0.482 0.722 0.578 0.888 waist Weighted Avg. 0.494 0.085 0.509 0.494 0.464 0.818 === Confusion Matrix === a b c d e f g <-- classified as 429 13 17 6 84 3 35 | a = chest 175 142 82 24 0 8 152 | b = forearm 152 59 185 51 0 27 113 | c = head 78 4 38 400 31 15 19 | d = shin 88 18 11 14 403 22 29 | e = thigh 251 24 68 77 17 41 108 | f = upperarm 109 4 18 30 2 0 424 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 2046 49.8903 % Incorrectly Classified Instances 2055 50.1097 % Kappa statistic 0.4153 Mean absolute error 0.149 Root mean squared error 0.3397 Relative absolute error 60.8345 % Root relative squared error 97.0693 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.247 0.34 0.763 0.471 0.836 chest 0.218 0.037 0.496 0.218 0.303 0.769 forearm 0.34 0.058 0.493 0.34 0.402 0.793 head 0.708 0.059 0.667 0.708 0.687 0.865 shin 0.667 0.025 0.818 0.667 0.735 0.87 thigh 0.068 0.015 0.426 0.068 0.117 0.683 upperarm 0.726 0.143 0.458 0.726 0.562 0.879 waist Weighted Avg. 0.499 0.084 0.528 0.499 0.468 0.814 === Confusion Matrix === a b c d e f g <-- classified as 448 15 15 6 57 6 40 | a = chest 177 127 76 29 1 6 166 | b = forearm 132 62 199 46 0 14 133 | c = head 80 9 31 415 16 11 24 | d = shin 110 9 13 13 391 16 34 | e = thigh 264 21 59 85 11 40 107 | f = upperarm 106 13 11 28 2 1 426 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2072 50.5243 % Incorrectly Classified Instances 2029 49.4757 % Kappa statistic 0.4227 Mean absolute error 0.1471 Root mean squared error 0.3372 Relative absolute error 60.061 % Root relative squared error 96.3657 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.243 0.345 0.767 0.476 0.832 chest 0.239 0.043 0.481 0.239 0.319 0.776 forearm 0.34 0.053 0.518 0.34 0.41 0.797 head 0.725 0.056 0.683 0.725 0.704 0.877 shin 0.672 0.036 0.755 0.672 0.711 0.881 thigh 0.065 0.015 0.427 0.065 0.112 0.694 upperarm 0.727 0.132 0.48 0.727 0.578 0.893 waist Weighted Avg. 0.505 0.083 0.527 0.505 0.473 0.821 === Confusion Matrix === a b c d e f g <-- classified as 450 11 15 2 84 4 21 | a = chest 183 139 65 24 1 4 166 | b = forearm 120 66 199 54 1 18 128 | c = head 78 10 24 425 26 10 13 | d = shin 113 15 9 14 394 15 26 | e = thigh 247 34 61 85 13 38 109 | f = upperarm 114 14 11 18 3 0 427 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2034 49.5977 % Incorrectly Classified Instances 2067 50.4023 % Kappa statistic 0.4119 Mean absolute error 0.1488 Root mean squared error 0.339 Relative absolute error 60.7589 % Root relative squared error 96.872 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.246 0.337 0.748 0.464 0.837 chest 0.22 0.033 0.522 0.22 0.31 0.778 forearm 0.314 0.063 0.454 0.314 0.371 0.794 head 0.715 0.066 0.644 0.715 0.677 0.853 shin 0.686 0.032 0.782 0.686 0.731 0.884 thigh 0.058 0.018 0.354 0.058 0.1 0.706 upperarm 0.729 0.13 0.483 0.729 0.581 0.886 waist Weighted Avg. 0.496 0.084 0.511 0.496 0.462 0.82 === Confusion Matrix === a b c d e f g <-- classified as 439 11 20 2 80 0 35 | a = chest 181 128 82 43 3 7 138 | b = forearm 133 68 184 57 1 20 123 | c = head 85 3 26 419 15 16 22 | d = shin 107 10 9 13 402 19 26 | e = thigh 251 17 67 91 13 34 114 | f = upperarm 108 8 17 26 0 0 428 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2037 49.6708 % Incorrectly Classified Instances 2064 50.3292 % Kappa statistic 0.4128 Mean absolute error 0.1486 Root mean squared error 0.3394 Relative absolute error 60.6927 % Root relative squared error 96.9848 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.252 0.331 0.746 0.459 0.819 chest 0.245 0.038 0.518 0.245 0.333 0.789 forearm 0.319 0.059 0.475 0.319 0.381 0.792 head 0.684 0.058 0.662 0.684 0.673 0.847 shin 0.688 0.037 0.755 0.688 0.72 0.898 thigh 0.072 0.018 0.393 0.072 0.121 0.689 upperarm 0.724 0.125 0.491 0.724 0.585 0.89 waist Weighted Avg. 0.497 0.084 0.518 0.497 0.467 0.818 === Confusion Matrix === a b c d e f g <-- classified as 438 10 20 7 87 2 23 | a = chest 179 143 78 28 2 7 146 | b = forearm 142 62 187 54 1 17 124 | c = head 99 6 20 400 25 17 18 | d = shin 89 11 8 28 403 22 25 | e = thigh 253 34 69 72 14 42 103 | f = upperarm 123 10 12 15 2 0 424 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2056 50.1341 % Incorrectly Classified Instances 2045 49.8659 % Kappa statistic 0.4182 Mean absolute error 0.1488 Root mean squared error 0.3382 Relative absolute error 60.7468 % Root relative squared error 96.6619 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.773 0.239 0.351 0.773 0.483 0.847 chest 0.208 0.033 0.513 0.208 0.295 0.767 forearm 0.353 0.065 0.477 0.353 0.405 0.793 head 0.674 0.055 0.669 0.674 0.672 0.847 shin 0.665 0.034 0.764 0.665 0.711 0.89 thigh 0.075 0.02 0.386 0.075 0.126 0.701 upperarm 0.761 0.136 0.482 0.761 0.59 0.899 waist Weighted Avg. 0.501 0.083 0.52 0.501 0.469 0.82 === Confusion Matrix === a b c d e f g <-- classified as 454 5 13 4 73 3 35 | a = chest 175 121 92 32 1 6 156 | b = forearm 121 58 207 62 0 15 124 | c = head 89 6 32 395 27 16 21 | d = shin 96 11 12 14 389 29 34 | e = thigh 247 33 68 68 18 44 109 | f = upperarm 111 2 10 15 1 1 446 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1985 48.4028 % Incorrectly Classified Instances 2116 51.5972 % Kappa statistic 0.398 Mean absolute error 0.1532 Root mean squared error 0.3451 Relative absolute error 62.5405 % Root relative squared error 98.6203 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.248 0.336 0.751 0.465 0.819 chest 0.19 0.037 0.459 0.19 0.269 0.766 forearm 0.359 0.061 0.496 0.359 0.417 0.803 head 0.667 0.061 0.647 0.667 0.657 0.854 shin 0.622 0.036 0.743 0.622 0.677 0.876 thigh 0.082 0.02 0.403 0.082 0.136 0.701 upperarm 0.715 0.14 0.46 0.715 0.56 0.876 waist Weighted Avg. 0.484 0.086 0.506 0.484 0.454 0.814 === Confusion Matrix === a b c d e f g <-- classified as 441 9 16 2 86 4 29 | a = chest 189 111 80 30 1 5 167 | b = forearm 117 57 211 53 0 11 138 | c = head 89 9 37 391 30 17 13 | d = shin 110 11 10 22 364 33 35 | e = thigh 248 35 63 76 8 48 109 | f = upperarm 117 10 8 30 1 1 419 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2067 50.4023 % Incorrectly Classified Instances 2034 49.5977 % Kappa statistic 0.4213 Mean absolute error 0.1469 Root mean squared error 0.3363 Relative absolute error 59.9665 % Root relative squared error 96.1187 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.235 0.347 0.747 0.474 0.836 chest 0.221 0.034 0.52 0.221 0.31 0.791 forearm 0.348 0.065 0.473 0.348 0.401 0.789 head 0.735 0.058 0.678 0.735 0.705 0.88 shin 0.66 0.036 0.751 0.66 0.703 0.881 thigh 0.072 0.017 0.416 0.072 0.122 0.706 upperarm 0.744 0.134 0.481 0.744 0.584 0.9 waist Weighted Avg. 0.504 0.083 0.524 0.504 0.471 0.826 === Confusion Matrix === a b c d e f g <-- classified as 438 10 17 2 81 0 38 | a = chest 171 129 81 34 0 7 161 | b = forearm 130 68 204 47 0 16 122 | c = head 70 4 25 431 20 16 20 | d = shin 103 17 17 12 387 19 31 | e = thigh 253 17 72 80 25 42 98 | f = upperarm 99 3 15 30 2 1 436 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1974 48.1346 % Incorrectly Classified Instances 2127 51.8654 % Kappa statistic 0.3949 Mean absolute error 0.1523 Root mean squared error 0.345 Relative absolute error 62.2026 % Root relative squared error 98.5882 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.248 0.334 0.743 0.46 0.828 chest 0.221 0.032 0.533 0.221 0.313 0.775 forearm 0.328 0.064 0.46 0.328 0.383 0.775 head 0.662 0.061 0.646 0.662 0.654 0.846 shin 0.66 0.034 0.763 0.66 0.708 0.881 thigh 0.053 0.015 0.378 0.053 0.093 0.694 upperarm 0.701 0.152 0.435 0.701 0.537 0.872 waist Weighted Avg. 0.481 0.087 0.507 0.481 0.45 0.81 === Confusion Matrix === a b c d e f g <-- classified as 436 12 20 2 77 5 35 | a = chest 170 129 71 38 1 5 169 | b = forearm 138 48 192 50 1 9 148 | c = head 91 12 37 388 22 6 30 | d = shin 113 6 10 16 387 26 28 | e = thigh 240 19 73 84 16 31 124 | f = upperarm 119 16 14 23 3 0 411 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2057 50.1585 % Incorrectly Classified Instances 2044 49.8415 % Kappa statistic 0.4185 Mean absolute error 0.1478 Root mean squared error 0.3393 Relative absolute error 60.3466 % Root relative squared error 96.9757 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.767 0.244 0.345 0.767 0.475 0.832 chest 0.235 0.035 0.529 0.235 0.325 0.783 forearm 0.341 0.063 0.473 0.341 0.396 0.792 head 0.706 0.064 0.647 0.706 0.675 0.863 shin 0.645 0.032 0.771 0.645 0.703 0.876 thigh 0.097 0.017 0.487 0.097 0.162 0.705 upperarm 0.718 0.127 0.486 0.718 0.58 0.888 waist Weighted Avg. 0.502 0.083 0.534 0.502 0.474 0.82 === Confusion Matrix === a b c d e f g <-- classified as 450 14 16 5 77 2 23 | a = chest 197 137 68 26 1 9 145 | b = forearm 130 60 200 56 0 11 129 | c = head 73 7 33 414 23 14 22 | d = shin 112 8 16 16 378 23 33 | e = thigh 227 25 76 98 11 57 93 | f = upperarm 117 8 14 25 0 1 421 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2034 49.6098 % Incorrectly Classified Instances 2066 50.3902 % Kappa statistic 0.412 Mean absolute error 0.1497 Root mean squared error 0.3414 Relative absolute error 61.1265 % Root relative squared error 97.5661 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.237 0.336 0.717 0.457 0.82 chest 0.209 0.033 0.513 0.209 0.297 0.774 forearm 0.372 0.057 0.523 0.372 0.435 0.793 head 0.724 0.061 0.665 0.724 0.693 0.866 shin 0.666 0.041 0.73 0.666 0.696 0.885 thigh 0.068 0.016 0.412 0.068 0.117 0.692 upperarm 0.715 0.143 0.454 0.715 0.556 0.881 waist Weighted Avg. 0.496 0.084 0.519 0.496 0.465 0.816 === Confusion Matrix === a b c d e f g <-- classified as 421 6 15 7 101 2 35 | a = chest 185 122 60 36 3 8 169 | b = forearm 122 52 218 52 0 13 129 | c = head 76 9 22 424 20 15 20 | d = shin 91 17 18 10 390 18 42 | e = thigh 251 25 67 76 19 40 108 | f = upperarm 108 7 17 33 1 1 419 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 2031 49.5245 % Incorrectly Classified Instances 2070 50.4755 % Kappa statistic 0.4111 Mean absolute error 0.1502 Root mean squared error 0.3413 Relative absolute error 61.3253 % Root relative squared error 97.5244 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.248 0.342 0.77 0.474 0.831 chest 0.232 0.034 0.527 0.232 0.322 0.781 forearm 0.348 0.055 0.511 0.348 0.414 0.801 head 0.671 0.061 0.649 0.671 0.659 0.847 shin 0.655 0.035 0.756 0.655 0.702 0.884 thigh 0.072 0.017 0.408 0.072 0.122 0.68 upperarm 0.718 0.138 0.464 0.718 0.564 0.881 waist Weighted Avg. 0.495 0.084 0.522 0.495 0.465 0.815 === Confusion Matrix === a b c d e f g <-- classified as 452 13 11 4 76 6 25 | a = chest 176 135 77 32 1 8 153 | b = forearm 145 47 204 49 0 11 131 | c = head 92 11 26 393 26 18 20 | d = shin 103 13 11 19 384 17 39 | e = thigh 236 33 59 80 19 42 118 | f = upperarm 118 4 11 29 2 1 421 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2032 49.5489 % Incorrectly Classified Instances 2069 50.4511 % Kappa statistic 0.4114 Mean absolute error 0.149 Root mean squared error 0.3405 Relative absolute error 60.8518 % Root relative squared error 97.3084 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.235 0.35 0.758 0.479 0.838 chest 0.209 0.043 0.445 0.209 0.285 0.776 forearm 0.352 0.06 0.494 0.352 0.411 0.803 head 0.698 0.059 0.664 0.698 0.681 0.859 shin 0.648 0.031 0.777 0.648 0.707 0.889 thigh 0.083 0.018 0.438 0.083 0.14 0.705 upperarm 0.718 0.142 0.457 0.718 0.559 0.884 waist Weighted Avg. 0.495 0.084 0.518 0.495 0.466 0.822 === Confusion Matrix === a b c d e f g <-- classified as 445 14 10 4 80 1 33 | a = chest 175 122 66 38 1 7 174 | b = forearm 106 72 206 50 1 16 135 | c = head 78 13 31 409 19 13 23 | d = shin 99 10 17 18 380 26 36 | e = thigh 247 31 79 74 8 49 99 | f = upperarm 122 12 8 23 0 0 421 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2024 49.3538 % Incorrectly Classified Instances 2077 50.6462 % Kappa statistic 0.4091 Mean absolute error 0.15 Root mean squared error 0.3421 Relative absolute error 61.2502 % Root relative squared error 97.76 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.772 0.25 0.34 0.772 0.472 0.839 chest 0.208 0.036 0.488 0.208 0.291 0.779 forearm 0.346 0.059 0.493 0.346 0.407 0.786 head 0.683 0.063 0.642 0.683 0.662 0.853 shin 0.633 0.032 0.768 0.633 0.694 0.869 thigh 0.072 0.021 0.365 0.072 0.12 0.686 upperarm 0.741 0.129 0.488 0.741 0.588 0.888 waist Weighted Avg. 0.494 0.084 0.512 0.494 0.462 0.814 === Confusion Matrix === a b c d e f g <-- classified as 453 15 14 3 71 2 29 | a = chest 187 121 75 28 0 12 160 | b = forearm 135 54 203 62 1 16 115 | c = head 93 4 25 400 27 12 25 | d = shin 109 15 12 17 371 30 32 | e = thigh 253 26 66 93 13 42 94 | f = upperarm 101 13 17 20 0 1 434 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2030 49.5001 % Incorrectly Classified Instances 2071 50.4999 % Kappa statistic 0.4108 Mean absolute error 0.1496 Root mean squared error 0.3398 Relative absolute error 61.0687 % Root relative squared error 97.0993 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.242 0.343 0.758 0.472 0.837 chest 0.245 0.034 0.542 0.245 0.338 0.791 forearm 0.346 0.058 0.498 0.346 0.408 0.797 head 0.708 0.067 0.637 0.708 0.671 0.858 shin 0.672 0.036 0.759 0.672 0.713 0.889 thigh 0.048 0.016 0.337 0.048 0.084 0.678 upperarm 0.686 0.136 0.457 0.686 0.549 0.878 waist Weighted Avg. 0.495 0.084 0.51 0.495 0.462 0.818 === Confusion Matrix === a b c d e f g <-- classified as 445 6 11 4 86 4 31 | a = chest 158 143 77 39 2 5 159 | b = forearm 132 56 203 63 0 13 119 | c = head 86 5 25 415 24 9 22 | d = shin 104 18 7 15 394 22 26 | e = thigh 246 26 72 84 11 28 120 | f = upperarm 126 10 13 31 2 2 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2030 49.5001 % Incorrectly Classified Instances 2071 50.4999 % Kappa statistic 0.4108 Mean absolute error 0.1494 Root mean squared error 0.3412 Relative absolute error 60.9978 % Root relative squared error 97.5135 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.247 0.337 0.753 0.466 0.823 chest 0.214 0.038 0.481 0.214 0.297 0.767 forearm 0.326 0.059 0.481 0.326 0.389 0.792 head 0.705 0.057 0.674 0.705 0.689 0.857 shin 0.683 0.033 0.777 0.683 0.727 0.883 thigh 0.065 0.017 0.388 0.065 0.111 0.692 upperarm 0.718 0.138 0.464 0.718 0.564 0.88 waist Weighted Avg. 0.495 0.084 0.514 0.495 0.463 0.813 === Confusion Matrix === a b c d e f g <-- classified as 442 13 16 5 68 4 39 | a = chest 194 125 71 25 1 9 158 | b = forearm 129 61 191 52 0 14 139 | c = head 90 7 25 413 22 11 18 | d = shin 100 9 11 18 400 22 26 | e = thigh 249 33 68 72 21 38 106 | f = upperarm 107 12 15 28 3 0 421 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2135 52.0605 % Incorrectly Classified Instances 1966 47.9395 % Kappa statistic 0.4407 Mean absolute error 0.143 Root mean squared error 0.3308 Relative absolute error 58.4062 % Root relative squared error 94.5386 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.225 0.356 0.746 0.482 0.842 chest 0.211 0.032 0.521 0.211 0.3 0.77 forearm 0.363 0.063 0.489 0.363 0.417 0.794 head 0.753 0.056 0.692 0.753 0.721 0.886 shin 0.683 0.031 0.784 0.683 0.73 0.884 thigh 0.089 0.021 0.409 0.089 0.146 0.734 upperarm 0.799 0.13 0.506 0.799 0.619 0.916 waist Weighted Avg. 0.521 0.08 0.537 0.521 0.488 0.832 === Confusion Matrix === a b c d e f g <-- classified as 438 8 20 6 78 3 34 | a = chest 188 123 80 27 1 12 152 | b = forearm 112 61 213 51 0 23 126 | c = head 67 5 28 441 20 12 13 | d = shin 103 10 10 15 400 24 24 | e = thigh 245 24 68 80 10 52 108 | f = upperarm 77 5 17 17 1 1 468 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2006 48.9149 % Incorrectly Classified Instances 2095 51.0851 % Kappa statistic 0.4039 Mean absolute error 0.1517 Root mean squared error 0.3428 Relative absolute error 61.9608 % Root relative squared error 97.9554 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.241 0.342 0.748 0.469 0.833 chest 0.196 0.037 0.467 0.196 0.276 0.768 forearm 0.328 0.071 0.436 0.328 0.374 0.761 head 0.693 0.057 0.671 0.693 0.682 0.858 shin 0.656 0.033 0.768 0.656 0.708 0.884 thigh 0.077 0.017 0.437 0.077 0.13 0.694 upperarm 0.726 0.142 0.461 0.726 0.564 0.877 waist Weighted Avg. 0.489 0.085 0.512 0.489 0.458 0.811 === Confusion Matrix === a b c d e f g <-- classified as 439 7 27 5 67 3 39 | a = chest 179 114 94 30 2 5 159 | b = forearm 131 64 192 47 0 12 140 | c = head 73 8 27 406 32 16 24 | d = shin 98 13 15 20 384 22 33 | e = thigh 252 28 69 76 14 45 103 | f = upperarm 113 10 16 21 1 0 426 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2017 49.1831 % Incorrectly Classified Instances 2084 50.8169 % Kappa statistic 0.4071 Mean absolute error 0.1511 Root mean squared error 0.3426 Relative absolute error 61.7059 % Root relative squared error 97.8995 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.253 0.322 0.72 0.445 0.81 chest 0.226 0.031 0.55 0.226 0.321 0.793 forearm 0.349 0.057 0.505 0.349 0.413 0.795 head 0.706 0.059 0.667 0.706 0.686 0.873 shin 0.65 0.043 0.714 0.65 0.68 0.878 thigh 0.083 0.017 0.45 0.083 0.141 0.687 upperarm 0.707 0.133 0.47 0.707 0.565 0.884 waist Weighted Avg. 0.492 0.085 0.525 0.492 0.464 0.817 === Confusion Matrix === a b c d e f g <-- classified as 422 4 14 3 109 5 29 | a = chest 192 132 71 33 3 7 145 | b = forearm 125 63 205 53 1 15 125 | c = head 81 6 33 414 20 17 15 | d = shin 114 9 16 14 380 16 36 | e = thigh 248 21 55 78 18 49 118 | f = upperarm 128 5 12 26 1 0 415 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2026 49.4026 % Incorrectly Classified Instances 2075 50.5974 % Kappa statistic 0.4096 Mean absolute error 0.15 Root mean squared error 0.3412 Relative absolute error 61.2328 % Root relative squared error 97.5183 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.247 0.335 0.746 0.463 0.826 chest 0.251 0.032 0.568 0.251 0.348 0.783 forearm 0.329 0.065 0.458 0.329 0.383 0.787 head 0.667 0.062 0.641 0.667 0.654 0.838 shin 0.671 0.038 0.747 0.671 0.707 0.878 thigh 0.072 0.015 0.447 0.072 0.123 0.704 upperarm 0.722 0.132 0.477 0.722 0.575 0.882 waist Weighted Avg. 0.494 0.084 0.525 0.494 0.465 0.814 === Confusion Matrix === a b c d e f g <-- classified as 438 6 22 4 90 3 24 | a = chest 177 146 70 39 2 3 145 | b = forearm 126 60 193 48 0 15 145 | c = head 96 4 34 390 22 16 23 | d = shin 111 12 12 15 393 15 28 | e = thigh 241 21 78 88 17 42 100 | f = upperarm 117 8 12 24 2 0 424 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2020 49.2683 % Incorrectly Classified Instances 2080 50.7317 % Kappa statistic 0.4081 Mean absolute error 0.1485 Root mean squared error 0.3396 Relative absolute error 60.6501 % Root relative squared error 97.0381 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.736 0.245 0.334 0.736 0.46 0.828 chest 0.204 0.036 0.484 0.204 0.287 0.759 forearm 0.336 0.054 0.512 0.336 0.405 0.8 head 0.718 0.063 0.655 0.718 0.685 0.862 shin 0.672 0.032 0.776 0.672 0.72 0.883 thigh 0.058 0.015 0.391 0.058 0.101 0.709 upperarm 0.722 0.147 0.45 0.722 0.555 0.887 waist Weighted Avg. 0.493 0.085 0.514 0.493 0.459 0.818 === Confusion Matrix === a b c d e f g <-- classified as 432 15 19 3 76 2 40 | a = chest 182 119 62 32 2 4 181 | b = forearm 137 57 197 53 0 12 131 | c = head 75 14 28 421 20 9 19 | d = shin 105 11 8 8 394 24 36 | e = thigh 251 22 59 96 15 34 109 | f = upperarm 110 8 12 30 1 2 423 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 2039 49.7196 % Incorrectly Classified Instances 2062 50.2804 % Kappa statistic 0.4133 Mean absolute error 0.1499 Root mean squared error 0.3407 Relative absolute error 61.2243 % Root relative squared error 97.3726 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.237 0.348 0.76 0.478 0.834 chest 0.216 0.034 0.512 0.216 0.304 0.782 forearm 0.342 0.061 0.486 0.342 0.402 0.785 head 0.701 0.053 0.686 0.701 0.694 0.859 shin 0.657 0.032 0.776 0.657 0.712 0.861 thigh 0.07 0.014 0.451 0.07 0.121 0.702 upperarm 0.732 0.155 0.44 0.732 0.55 0.876 waist Weighted Avg. 0.497 0.084 0.528 0.497 0.466 0.814 === Confusion Matrix === a b c d e f g <-- classified as 446 6 19 4 78 1 33 | a = chest 165 126 72 34 1 3 181 | b = forearm 118 60 201 43 0 15 150 | c = head 83 10 28 411 15 13 26 | d = shin 112 11 11 14 385 18 35 | e = thigh 244 26 75 64 16 41 121 | f = upperarm 112 7 8 29 1 0 429 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2050 49.9878 % Incorrectly Classified Instances 2051 50.0122 % Kappa statistic 0.4165 Mean absolute error 0.1488 Root mean squared error 0.3403 Relative absolute error 60.7513 % Root relative squared error 97.2602 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.245 0.333 0.731 0.457 0.819 chest 0.228 0.035 0.522 0.228 0.317 0.773 forearm 0.345 0.055 0.513 0.345 0.412 0.802 head 0.7 0.063 0.649 0.7 0.673 0.855 shin 0.681 0.039 0.746 0.681 0.712 0.892 thigh 0.078 0.019 0.404 0.078 0.131 0.693 upperarm 0.735 0.128 0.489 0.735 0.587 0.894 waist Weighted Avg. 0.5 0.083 0.522 0.5 0.47 0.818 === Confusion Matrix === a b c d e f g <-- classified as 429 12 13 8 92 2 31 | a = chest 176 133 71 29 4 9 161 | b = forearm 143 50 202 51 0 16 124 | c = head 81 11 28 410 27 13 16 | d = shin 95 12 10 16 399 27 27 | e = thigh 251 32 58 97 11 46 92 | f = upperarm 114 5 12 21 2 1 431 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2052 50.0366 % Incorrectly Classified Instances 2049 49.9634 % Kappa statistic 0.417 Mean absolute error 0.1487 Root mean squared error 0.3397 Relative absolute error 60.73 % Root relative squared error 97.0856 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.244 0.341 0.755 0.469 0.828 chest 0.225 0.031 0.548 0.225 0.319 0.784 forearm 0.35 0.059 0.498 0.35 0.411 0.788 head 0.701 0.058 0.668 0.701 0.684 0.854 shin 0.679 0.037 0.752 0.679 0.714 0.893 thigh 0.085 0.018 0.442 0.085 0.143 0.7 upperarm 0.706 0.136 0.464 0.706 0.56 0.879 waist Weighted Avg. 0.5 0.083 0.53 0.5 0.471 0.818 === Confusion Matrix === a b c d e f g <-- classified as 443 6 9 4 91 4 30 | a = chest 191 131 71 27 1 8 154 | b = forearm 119 56 205 56 1 15 134 | c = head 87 8 27 411 25 12 16 | d = shin 90 12 11 17 398 24 34 | e = thigh 246 22 73 74 12 50 110 | f = upperarm 125 4 16 26 1 0 414 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2027 49.427 % Incorrectly Classified Instances 2074 50.573 % Kappa statistic 0.4099 Mean absolute error 0.1501 Root mean squared error 0.3413 Relative absolute error 61.2885 % Root relative squared error 97.5355 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.242 0.334 0.727 0.458 0.823 chest 0.208 0.04 0.464 0.208 0.287 0.782 forearm 0.312 0.059 0.468 0.312 0.375 0.788 head 0.729 0.059 0.672 0.729 0.699 0.872 shin 0.666 0.037 0.749 0.666 0.705 0.881 thigh 0.077 0.014 0.474 0.077 0.132 0.697 upperarm 0.741 0.138 0.472 0.741 0.576 0.888 waist Weighted Avg. 0.494 0.084 0.519 0.494 0.462 0.819 === Confusion Matrix === a b c d e f g <-- classified as 427 10 20 5 87 3 35 | a = chest 171 121 89 34 3 3 162 | b = forearm 133 70 183 54 0 10 136 | c = head 71 6 22 427 24 13 23 | d = shin 108 12 14 13 390 21 28 | e = thigh 263 27 54 81 15 45 102 | f = upperarm 105 15 9 21 2 0 434 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2046 49.8903 % Incorrectly Classified Instances 2055 50.1097 % Kappa statistic 0.4153 Mean absolute error 0.1492 Root mean squared error 0.3403 Relative absolute error 60.9219 % Root relative squared error 97.2571 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.248 0.348 0.792 0.484 0.841 chest 0.208 0.039 0.467 0.208 0.287 0.772 forearm 0.336 0.061 0.479 0.336 0.395 0.784 head 0.671 0.059 0.653 0.671 0.662 0.862 shin 0.684 0.032 0.782 0.684 0.73 0.89 thigh 0.07 0.015 0.446 0.07 0.121 0.696 upperarm 0.73 0.131 0.481 0.73 0.58 0.886 waist Weighted Avg. 0.499 0.084 0.522 0.499 0.466 0.819 === Confusion Matrix === a b c d e f g <-- classified as 465 16 10 4 63 0 29 | a = chest 213 121 73 31 0 3 142 | b = forearm 130 72 197 50 0 7 130 | c = head 75 8 34 393 34 21 21 | d = shin 104 11 12 11 401 19 28 | e = thigh 235 19 72 95 14 41 111 | f = upperarm 113 12 13 18 1 1 428 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1994 48.6223 % Incorrectly Classified Instances 2107 51.3777 % Kappa statistic 0.4005 Mean absolute error 0.1515 Root mean squared error 0.3425 Relative absolute error 61.8808 % Root relative squared error 97.867 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.237 0.346 0.751 0.474 0.833 chest 0.214 0.037 0.488 0.214 0.298 0.769 forearm 0.355 0.071 0.456 0.355 0.399 0.783 head 0.7 0.068 0.633 0.7 0.665 0.86 shin 0.621 0.029 0.781 0.621 0.692 0.878 thigh 0.065 0.013 0.452 0.065 0.113 0.703 upperarm 0.696 0.145 0.444 0.696 0.543 0.874 waist Weighted Avg. 0.486 0.086 0.514 0.486 0.455 0.814 === Confusion Matrix === a b c d e f g <-- classified as 441 7 25 4 65 3 42 | a = chest 171 125 82 43 1 4 157 | b = forearm 103 64 208 64 1 7 139 | c = head 86 7 31 410 18 11 23 | d = shin 104 15 20 16 364 21 46 | e = thigh 248 32 72 78 16 38 103 | f = upperarm 120 6 18 33 1 0 408 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2090 50.9632 % Incorrectly Classified Instances 2011 49.0368 % Kappa statistic 0.4279 Mean absolute error 0.1457 Root mean squared error 0.3346 Relative absolute error 59.5061 % Root relative squared error 95.6126 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.232 0.35 0.75 0.477 0.84 chest 0.244 0.031 0.568 0.244 0.341 0.776 forearm 0.348 0.055 0.511 0.348 0.414 0.808 head 0.691 0.067 0.634 0.691 0.661 0.856 shin 0.698 0.035 0.769 0.698 0.732 0.887 thigh 0.082 0.018 0.425 0.082 0.137 0.693 upperarm 0.754 0.134 0.485 0.754 0.59 0.903 waist Weighted Avg. 0.51 0.082 0.534 0.51 0.479 0.823 === Confusion Matrix === a b c d e f g <-- classified as 440 10 14 5 76 6 36 | a = chest 166 142 65 44 2 6 158 | b = forearm 123 63 204 54 0 22 120 | c = head 87 6 30 405 25 14 19 | d = shin 108 9 8 14 409 16 22 | e = thigh 231 16 65 93 19 48 115 | f = upperarm 101 4 13 24 1 1 442 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2022 49.305 % Incorrectly Classified Instances 2079 50.695 % Kappa statistic 0.4085 Mean absolute error 0.1502 Root mean squared error 0.3412 Relative absolute error 61.3188 % Root relative squared error 97.517 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.747 0.247 0.335 0.747 0.463 0.832 chest 0.237 0.036 0.525 0.237 0.326 0.776 forearm 0.33 0.057 0.494 0.33 0.396 0.796 head 0.689 0.057 0.67 0.689 0.68 0.853 shin 0.655 0.033 0.769 0.655 0.707 0.894 thigh 0.07 0.021 0.357 0.07 0.117 0.705 upperarm 0.722 0.142 0.459 0.722 0.562 0.878 waist Weighted Avg. 0.493 0.085 0.515 0.493 0.464 0.819 === Confusion Matrix === a b c d e f g <-- classified as 438 17 22 1 81 1 26 | a = chest 168 138 58 26 0 11 182 | b = forearm 144 55 194 51 0 18 125 | c = head 99 7 18 404 19 17 22 | d = shin 100 11 7 19 383 25 40 | e = thigh 247 27 80 74 14 41 104 | f = upperarm 110 8 14 28 1 2 424 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2070 50.4755 % Incorrectly Classified Instances 2031 49.5245 % Kappa statistic 0.4221 Mean absolute error 0.1472 Root mean squared error 0.3375 Relative absolute error 60.0944 % Root relative squared error 96.4549 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.782 0.244 0.348 0.782 0.482 0.835 chest 0.235 0.033 0.539 0.235 0.328 0.783 forearm 0.353 0.059 0.498 0.353 0.413 0.8 head 0.725 0.059 0.674 0.725 0.698 0.869 shin 0.65 0.031 0.776 0.65 0.707 0.877 thigh 0.051 0.017 0.337 0.051 0.089 0.699 upperarm 0.736 0.134 0.478 0.736 0.58 0.892 waist Weighted Avg. 0.505 0.083 0.521 0.505 0.471 0.822 === Confusion Matrix === a b c d e f g <-- classified as 459 6 17 4 70 4 27 | a = chest 177 137 74 30 1 8 155 | b = forearm 136 49 207 50 0 15 130 | c = head 80 4 25 425 16 12 24 | d = shin 117 11 13 18 380 20 26 | e = thigh 252 30 65 83 18 30 109 | f = upperarm 97 17 15 21 5 0 432 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1997 48.7073 % Incorrectly Classified Instances 2103 51.2927 % Kappa statistic 0.4015 Mean absolute error 0.1507 Root mean squared error 0.343 Relative absolute error 61.5359 % Root relative squared error 98.0299 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.736 0.257 0.324 0.736 0.45 0.823 chest 0.203 0.036 0.482 0.203 0.285 0.771 forearm 0.353 0.067 0.467 0.353 0.402 0.785 head 0.696 0.055 0.676 0.696 0.686 0.854 shin 0.643 0.036 0.747 0.643 0.691 0.869 thigh 0.065 0.02 0.349 0.065 0.109 0.684 upperarm 0.712 0.126 0.485 0.712 0.577 0.887 waist Weighted Avg. 0.487 0.086 0.504 0.487 0.457 0.81 === Confusion Matrix === a b c d e f g <-- classified as 432 10 17 2 91 5 30 | a = chest 201 118 90 20 0 9 144 | b = forearm 131 55 207 56 1 20 117 | c = head 83 12 38 407 21 10 14 | d = shin 107 19 12 16 377 25 30 | e = thigh 258 28 63 78 13 38 108 | f = upperarm 123 3 16 23 2 2 418 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 2040 49.744 % Incorrectly Classified Instances 2061 50.256 % Kappa statistic 0.4136 Mean absolute error 0.1491 Root mean squared error 0.3403 Relative absolute error 60.8733 % Root relative squared error 97.2452 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.253 0.334 0.76 0.464 0.834 chest 0.246 0.032 0.563 0.246 0.342 0.782 forearm 0.322 0.057 0.486 0.322 0.387 0.791 head 0.7 0.059 0.665 0.7 0.682 0.854 shin 0.643 0.036 0.749 0.643 0.692 0.868 thigh 0.068 0.014 0.444 0.068 0.118 0.685 upperarm 0.743 0.136 0.477 0.743 0.581 0.893 waist Weighted Avg. 0.497 0.084 0.531 0.497 0.467 0.815 === Confusion Matrix === a b c d e f g <-- classified as 446 7 19 4 82 2 27 | a = chest 164 143 76 26 2 4 167 | b = forearm 138 56 189 63 0 16 125 | c = head 93 6 21 410 26 13 17 | d = shin 126 10 9 18 376 15 31 | e = thigh 257 25 62 77 14 40 112 | f = upperarm 110 7 13 19 2 0 436 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2083 50.7925 % Incorrectly Classified Instances 2018 49.2075 % Kappa statistic 0.4259 Mean absolute error 0.1469 Root mean squared error 0.3363 Relative absolute error 59.9744 % Root relative squared error 96.0939 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.239 0.345 0.751 0.472 0.832 chest 0.242 0.031 0.562 0.242 0.338 0.776 forearm 0.352 0.058 0.501 0.352 0.413 0.804 head 0.717 0.063 0.653 0.717 0.683 0.868 shin 0.684 0.035 0.765 0.684 0.723 0.889 thigh 0.09 0.017 0.469 0.09 0.151 0.713 upperarm 0.718 0.13 0.479 0.718 0.575 0.884 waist Weighted Avg. 0.508 0.082 0.539 0.508 0.479 0.824 === Confusion Matrix === a b c d e f g <-- classified as 441 4 15 6 77 3 41 | a = chest 180 141 73 35 0 7 147 | b = forearm 123 61 206 56 0 18 122 | c = head 72 7 22 420 30 13 22 | d = shin 103 9 9 11 401 19 34 | e = thigh 242 25 77 83 15 53 92 | f = upperarm 119 4 9 32 1 0 421 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2033 49.5733 % Incorrectly Classified Instances 2068 50.4267 % Kappa statistic 0.4116 Mean absolute error 0.1496 Root mean squared error 0.3412 Relative absolute error 61.0855 % Root relative squared error 97.5114 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.238 0.34 0.733 0.464 0.831 chest 0.221 0.04 0.48 0.221 0.303 0.772 forearm 0.338 0.059 0.488 0.338 0.399 0.787 head 0.681 0.054 0.677 0.681 0.679 0.858 shin 0.693 0.036 0.76 0.693 0.725 0.889 thigh 0.072 0.019 0.382 0.072 0.121 0.693 upperarm 0.732 0.142 0.462 0.732 0.567 0.884 waist Weighted Avg. 0.496 0.084 0.513 0.496 0.465 0.816 === Confusion Matrix === a b c d e f g <-- classified as 430 15 17 6 77 2 40 | a = chest 184 129 75 16 0 8 171 | b = forearm 135 63 198 43 0 20 127 | c = head 83 8 20 399 30 18 28 | d = shin 102 15 9 9 406 20 25 | e = thigh 229 33 73 81 21 42 108 | f = upperarm 102 6 14 35 0 0 429 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1973 48.1102 % Incorrectly Classified Instances 2128 51.8898 % Kappa statistic 0.3946 Mean absolute error 0.1524 Root mean squared error 0.345 Relative absolute error 62.231 % Root relative squared error 98.604 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.245 0.33 0.724 0.454 0.824 chest 0.211 0.033 0.517 0.211 0.3 0.778 forearm 0.321 0.059 0.474 0.321 0.383 0.787 head 0.677 0.061 0.648 0.677 0.662 0.85 shin 0.638 0.042 0.719 0.638 0.676 0.882 thigh 0.061 0.017 0.383 0.061 0.106 0.699 upperarm 0.734 0.149 0.452 0.734 0.559 0.885 waist Weighted Avg. 0.481 0.087 0.503 0.481 0.448 0.815 === Confusion Matrix === a b c d e f g <-- classified as 425 9 10 9 102 1 31 | a = chest 181 123 71 33 4 5 166 | b = forearm 121 67 188 49 1 11 149 | c = head 89 6 37 397 20 12 25 | d = shin 99 11 14 23 374 28 37 | e = thigh 262 17 68 75 15 36 114 | f = upperarm 110 5 9 27 4 1 430 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2067 50.4023 % Incorrectly Classified Instances 2034 49.5977 % Kappa statistic 0.4213 Mean absolute error 0.1474 Root mean squared error 0.3385 Relative absolute error 60.1782 % Root relative squared error 96.7218 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.24 0.347 0.763 0.477 0.838 chest 0.226 0.036 0.51 0.226 0.314 0.782 forearm 0.363 0.059 0.508 0.363 0.424 0.8 head 0.715 0.061 0.66 0.715 0.686 0.872 shin 0.683 0.029 0.795 0.683 0.735 0.888 thigh 0.061 0.016 0.387 0.061 0.106 0.685 upperarm 0.715 0.137 0.465 0.715 0.564 0.886 waist Weighted Avg. 0.504 0.083 0.525 0.504 0.472 0.822 === Confusion Matrix === a b c d e f g <-- classified as 448 14 23 2 65 4 31 | a = chest 189 132 63 31 1 8 159 | b = forearm 129 48 213 51 1 12 132 | c = head 75 9 34 419 23 13 13 | d = shin 95 13 14 17 400 17 30 | e = thigh 241 32 61 87 13 36 117 | f = upperarm 114 11 11 28 0 3 419 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2048 49.939 % Incorrectly Classified Instances 2053 50.061 % Kappa statistic 0.4159 Mean absolute error 0.149 Root mean squared error 0.3401 Relative absolute error 60.8466 % Root relative squared error 97.1902 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.244 0.338 0.746 0.465 0.829 chest 0.218 0.035 0.51 0.218 0.305 0.795 forearm 0.367 0.059 0.507 0.367 0.426 0.787 head 0.683 0.058 0.661 0.683 0.672 0.841 shin 0.66 0.037 0.749 0.66 0.702 0.879 thigh 0.082 0.019 0.414 0.082 0.137 0.69 upperarm 0.739 0.131 0.484 0.739 0.585 0.89 waist Weighted Avg. 0.499 0.084 0.523 0.499 0.47 0.816 === Confusion Matrix === a b c d e f g <-- classified as 438 12 18 2 81 4 32 | a = chest 172 127 89 36 3 8 148 | b = forearm 127 59 215 48 0 19 118 | c = head 97 7 27 400 22 10 23 | d = shin 108 8 8 14 387 27 34 | e = thigh 247 25 56 85 20 48 106 | f = upperarm 107 11 11 20 4 0 433 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2020 49.2563 % Incorrectly Classified Instances 2081 50.7437 % Kappa statistic 0.4079 Mean absolute error 0.1503 Root mean squared error 0.3414 Relative absolute error 61.355 % Root relative squared error 97.5747 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.244 0.336 0.739 0.462 0.825 chest 0.19 0.034 0.483 0.19 0.273 0.757 forearm 0.348 0.059 0.495 0.348 0.409 0.793 head 0.695 0.061 0.656 0.695 0.675 0.857 shin 0.683 0.035 0.765 0.683 0.721 0.891 thigh 0.075 0.023 0.355 0.075 0.124 0.705 upperarm 0.717 0.137 0.466 0.717 0.565 0.884 waist Weighted Avg. 0.493 0.085 0.508 0.493 0.461 0.816 === Confusion Matrix === a b c d e f g <-- classified as 434 9 17 1 92 4 30 | a = chest 177 111 75 39 1 12 168 | b = forearm 123 51 204 56 0 16 136 | c = head 84 6 27 407 18 21 23 | d = shin 96 15 7 13 400 27 28 | e = thigh 259 28 69 81 10 44 96 | f = upperarm 118 10 13 23 2 0 420 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2040 49.744 % Incorrectly Classified Instances 2061 50.256 % Kappa statistic 0.4136 Mean absolute error 0.1489 Root mean squared error 0.3386 Relative absolute error 60.8195 % Root relative squared error 96.7685 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.772 0.232 0.357 0.772 0.488 0.839 chest 0.22 0.036 0.502 0.22 0.305 0.777 forearm 0.307 0.061 0.455 0.307 0.366 0.78 head 0.72 0.066 0.644 0.72 0.68 0.864 shin 0.66 0.028 0.796 0.66 0.722 0.881 thigh 0.077 0.018 0.409 0.077 0.129 0.705 upperarm 0.725 0.144 0.456 0.725 0.56 0.885 waist Weighted Avg. 0.497 0.084 0.517 0.497 0.465 0.819 === Confusion Matrix === a b c d e f g <-- classified as 453 9 17 4 64 4 36 | a = chest 176 128 67 40 0 5 167 | b = forearm 133 62 180 63 0 20 129 | c = head 77 8 25 422 19 14 21 | d = shin 97 8 17 20 387 21 36 | e = thigh 221 32 70 86 15 45 117 | f = upperarm 111 8 20 20 1 1 425 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2032 49.5489 % Incorrectly Classified Instances 2069 50.4511 % Kappa statistic 0.4113 Mean absolute error 0.1497 Root mean squared error 0.3403 Relative absolute error 61.1129 % Root relative squared error 97.2531 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.744 0.248 0.334 0.744 0.461 0.819 chest 0.234 0.039 0.5 0.234 0.319 0.776 forearm 0.358 0.071 0.459 0.358 0.402 0.792 head 0.699 0.057 0.67 0.699 0.685 0.865 shin 0.643 0.034 0.757 0.643 0.696 0.881 thigh 0.065 0.015 0.427 0.065 0.112 0.695 upperarm 0.724 0.126 0.49 0.724 0.585 0.893 waist Weighted Avg. 0.495 0.084 0.52 0.495 0.466 0.817 === Confusion Matrix === a b c d e f g <-- classified as 437 12 16 3 88 5 26 | a = chest 184 136 85 29 1 4 143 | b = forearm 121 70 210 50 0 10 126 | c = head 79 9 42 409 24 6 16 | d = shin 103 11 22 18 377 24 31 | e = thigh 267 23 69 82 8 38 100 | f = upperarm 116 11 14 19 0 2 425 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2041 49.7805 % Incorrectly Classified Instances 2059 50.2195 % Kappa statistic 0.4141 Mean absolute error 0.1488 Root mean squared error 0.339 Relative absolute error 60.7645 % Root relative squared error 96.8744 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.782 0.253 0.34 0.782 0.474 0.837 chest 0.192 0.032 0.5 0.192 0.278 0.771 forearm 0.354 0.057 0.511 0.354 0.419 0.797 head 0.715 0.057 0.676 0.715 0.695 0.872 shin 0.656 0.033 0.766 0.656 0.707 0.871 thigh 0.068 0.014 0.449 0.068 0.118 0.7 upperarm 0.716 0.14 0.461 0.716 0.56 0.88 waist Weighted Avg. 0.498 0.084 0.529 0.498 0.464 0.818 === Confusion Matrix === a b c d e f g <-- classified as 458 8 11 3 75 3 28 | a = chest 195 112 67 32 2 8 166 | b = forearm 133 50 208 53 0 9 134 | c = head 77 4 33 419 18 13 22 | d = shin 112 18 8 12 384 16 35 | e = thigh 258 20 64 79 19 40 107 | f = upperarm 114 12 16 22 3 0 420 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 2046 49.8903 % Incorrectly Classified Instances 2055 50.1097 % Kappa statistic 0.4153 Mean absolute error 0.1493 Root mean squared error 0.3393 Relative absolute error 60.9528 % Root relative squared error 96.9643 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.792 0.254 0.343 0.792 0.479 0.834 chest 0.199 0.036 0.477 0.199 0.281 0.776 forearm 0.321 0.059 0.474 0.321 0.383 0.787 head 0.7 0.053 0.689 0.7 0.694 0.848 shin 0.677 0.029 0.795 0.677 0.731 0.892 thigh 0.072 0.018 0.4 0.072 0.121 0.686 upperarm 0.731 0.136 0.473 0.731 0.574 0.886 waist Weighted Avg. 0.499 0.084 0.521 0.499 0.466 0.816 === Confusion Matrix === a b c d e f g <-- classified as 465 12 11 3 62 3 31 | a = chest 175 116 83 31 4 9 165 | b = forearm 158 61 188 45 0 13 121 | c = head 96 12 23 410 20 9 16 | d = shin 109 7 13 6 396 27 27 | e = thigh 240 29 64 79 15 42 118 | f = upperarm 113 6 15 21 1 2 429 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2018 49.2075 % Incorrectly Classified Instances 2083 50.7925 % Kappa statistic 0.4073 Mean absolute error 0.1502 Root mean squared error 0.3413 Relative absolute error 61.319 % Root relative squared error 97.5314 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.239 0.337 0.726 0.46 0.832 chest 0.223 0.038 0.494 0.223 0.307 0.761 forearm 0.336 0.057 0.495 0.336 0.4 0.792 head 0.71 0.067 0.64 0.71 0.673 0.868 shin 0.638 0.034 0.756 0.638 0.692 0.859 thigh 0.075 0.02 0.383 0.075 0.126 0.68 upperarm 0.734 0.138 0.471 0.734 0.574 0.894 waist Weighted Avg. 0.492 0.085 0.511 0.492 0.462 0.812 === Confusion Matrix === a b c d e f g <-- classified as 426 17 27 5 78 6 28 | a = chest 187 130 71 30 0 8 157 | b = forearm 116 58 197 50 1 25 139 | c = head 77 7 25 416 27 13 21 | d = shin 102 18 14 23 374 16 39 | e = thigh 249 24 53 101 15 44 100 | f = upperarm 108 9 11 25 0 3 431 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2031 49.5245 % Incorrectly Classified Instances 2070 50.4755 % Kappa statistic 0.4111 Mean absolute error 0.1496 Root mean squared error 0.3408 Relative absolute error 61.1057 % Root relative squared error 97.3879 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.237 0.34 0.734 0.465 0.832 chest 0.216 0.042 0.458 0.216 0.294 0.764 forearm 0.328 0.061 0.472 0.328 0.387 0.802 head 0.683 0.058 0.663 0.683 0.673 0.85 shin 0.681 0.035 0.764 0.681 0.72 0.893 thigh 0.078 0.02 0.397 0.078 0.131 0.693 upperarm 0.746 0.136 0.479 0.746 0.583 0.885 waist Weighted Avg. 0.495 0.084 0.51 0.495 0.465 0.817 === Confusion Matrix === a b c d e f g <-- classified as 430 7 18 5 84 5 37 | a = chest 189 126 78 29 0 7 154 | b = forearm 125 66 192 58 0 13 132 | c = head 82 14 29 400 18 19 24 | d = shin 95 11 13 14 399 26 28 | e = thigh 241 40 61 77 20 46 102 | f = upperarm 101 11 16 20 1 0 438 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2019 49.2319 % Incorrectly Classified Instances 2082 50.7681 % Kappa statistic 0.4077 Mean absolute error 0.1504 Root mean squared error 0.342 Relative absolute error 61.4305 % Root relative squared error 97.7468 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.247 0.333 0.738 0.458 0.823 chest 0.192 0.039 0.452 0.192 0.27 0.763 forearm 0.341 0.062 0.48 0.341 0.398 0.791 head 0.723 0.064 0.652 0.723 0.686 0.875 shin 0.671 0.036 0.756 0.671 0.711 0.884 thigh 0.077 0.017 0.429 0.077 0.13 0.701 upperarm 0.705 0.127 0.48 0.705 0.571 0.883 waist Weighted Avg. 0.492 0.085 0.511 0.492 0.461 0.817 === Confusion Matrix === a b c d e f g <-- classified as 433 10 16 6 90 2 30 | a = chest 197 112 73 31 1 5 164 | b = forearm 126 73 200 73 0 16 99 | c = head 69 7 37 423 16 13 20 | d = shin 109 11 9 14 393 23 27 | e = thigh 241 24 71 80 19 45 107 | f = upperarm 127 11 11 22 1 1 413 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2075 50.5974 % Incorrectly Classified Instances 2026 49.4026 % Kappa statistic 0.4236 Mean absolute error 0.1469 Root mean squared error 0.3362 Relative absolute error 59.9878 % Root relative squared error 96.0856 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.773 0.248 0.343 0.773 0.475 0.837 chest 0.237 0.032 0.552 0.237 0.332 0.796 forearm 0.383 0.059 0.522 0.383 0.442 0.802 head 0.698 0.057 0.67 0.698 0.684 0.851 shin 0.637 0.033 0.764 0.637 0.695 0.867 thigh 0.063 0.017 0.385 0.063 0.108 0.699 upperarm 0.749 0.132 0.487 0.749 0.59 0.9 waist Weighted Avg. 0.506 0.082 0.532 0.506 0.475 0.822 === Confusion Matrix === a b c d e f g <-- classified as 454 9 16 5 73 2 28 | a = chest 185 138 72 33 2 6 146 | b = forearm 112 53 225 55 1 12 129 | c = head 100 10 18 409 22 13 14 | d = shin 118 9 13 13 373 26 34 | e = thigh 250 25 73 74 16 37 112 | f = upperarm 105 6 14 21 1 0 439 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2049 49.9634 % Incorrectly Classified Instances 2052 50.0366 % Kappa statistic 0.4162 Mean absolute error 0.1486 Root mean squared error 0.3398 Relative absolute error 60.6977 % Root relative squared error 97.1053 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.756 0.232 0.353 0.756 0.481 0.836 chest 0.229 0.03 0.556 0.229 0.324 0.777 forearm 0.33 0.067 0.45 0.33 0.381 0.778 head 0.695 0.066 0.638 0.695 0.665 0.854 shin 0.684 0.036 0.761 0.684 0.721 0.891 thigh 0.082 0.012 0.527 0.082 0.142 0.71 upperarm 0.72 0.141 0.461 0.72 0.562 0.886 waist Weighted Avg. 0.5 0.083 0.535 0.5 0.468 0.819 === Confusion Matrix === a b c d e f g <-- classified as 444 13 18 2 83 1 26 | a = chest 166 133 79 29 1 4 170 | b = forearm 125 49 194 77 0 11 131 | c = head 83 7 31 407 23 6 29 | d = shin 89 13 10 15 401 20 38 | e = thigh 242 19 80 82 16 48 100 | f = upperarm 110 5 19 26 3 1 422 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2027 49.427 % Incorrectly Classified Instances 2074 50.573 % Kappa statistic 0.4099 Mean absolute error 0.1497 Root mean squared error 0.3403 Relative absolute error 61.1211 % Root relative squared error 97.2428 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.717 0.252 0.323 0.717 0.445 0.822 chest 0.232 0.033 0.54 0.232 0.325 0.781 forearm 0.37 0.057 0.519 0.37 0.432 0.787 head 0.688 0.057 0.669 0.688 0.678 0.853 shin 0.638 0.036 0.747 0.638 0.688 0.869 thigh 0.066 0.02 0.358 0.066 0.112 0.706 upperarm 0.747 0.136 0.478 0.747 0.583 0.898 waist Weighted Avg. 0.494 0.084 0.519 0.494 0.466 0.816 === Confusion Matrix === a b c d e f g <-- classified as 421 14 19 2 95 2 34 | a = chest 180 135 70 40 0 6 151 | b = forearm 123 59 217 45 0 15 128 | c = head 88 4 28 403 20 19 24 | d = shin 112 8 5 20 374 28 39 | e = thigh 265 24 69 76 12 39 102 | f = upperarm 116 6 10 16 0 0 438 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2058 50.1829 % Incorrectly Classified Instances 2043 49.8171 % Kappa statistic 0.4188 Mean absolute error 0.1485 Root mean squared error 0.3389 Relative absolute error 60.6189 % Root relative squared error 96.8402 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.234 0.355 0.77 0.486 0.84 chest 0.232 0.034 0.527 0.232 0.322 0.789 forearm 0.326 0.059 0.481 0.326 0.389 0.798 head 0.7 0.059 0.665 0.7 0.682 0.866 shin 0.689 0.029 0.798 0.689 0.74 0.896 thigh 0.06 0.018 0.35 0.06 0.102 0.691 upperarm 0.735 0.148 0.453 0.735 0.56 0.883 waist Weighted Avg. 0.502 0.083 0.518 0.502 0.469 0.823 === Confusion Matrix === a b c d e f g <-- classified as 452 7 18 8 63 5 34 | a = chest 160 135 71 34 1 11 171 | b = forearm 128 65 191 37 0 17 148 | c = head 72 8 34 410 28 17 17 | d = shin 100 11 9 16 404 15 31 | e = thigh 253 22 64 86 7 35 120 | f = upperarm 108 8 10 26 3 0 431 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2057 50.1585 % Incorrectly Classified Instances 2044 49.8415 % Kappa statistic 0.4185 Mean absolute error 0.1485 Root mean squared error 0.3394 Relative absolute error 60.6269 % Root relative squared error 97.0023 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.245 0.342 0.763 0.472 0.83 chest 0.24 0.031 0.562 0.24 0.337 0.8 forearm 0.334 0.062 0.473 0.334 0.392 0.785 head 0.684 0.057 0.665 0.684 0.675 0.854 shin 0.674 0.038 0.748 0.674 0.709 0.882 thigh 0.077 0.014 0.474 0.077 0.132 0.693 upperarm 0.737 0.134 0.479 0.737 0.581 0.888 waist Weighted Avg. 0.502 0.083 0.535 0.502 0.471 0.819 === Confusion Matrix === a b c d e f g <-- classified as 448 7 15 3 84 1 29 | a = chest 168 140 84 28 4 5 154 | b = forearm 139 55 196 43 1 15 137 | c = head 88 2 32 401 32 12 19 | d = shin 101 15 12 16 395 17 30 | e = thigh 261 22 63 84 11 45 101 | f = upperarm 105 8 12 28 1 0 432 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2012 49.0732 % Incorrectly Classified Instances 2088 50.9268 % Kappa statistic 0.4058 Mean absolute error 0.1503 Root mean squared error 0.3427 Relative absolute error 61.3739 % Root relative squared error 97.9284 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.744 0.242 0.34 0.744 0.467 0.824 chest 0.223 0.04 0.481 0.223 0.305 0.761 forearm 0.35 0.058 0.5 0.35 0.412 0.797 head 0.718 0.062 0.659 0.718 0.687 0.875 shin 0.651 0.035 0.754 0.651 0.699 0.884 thigh 0.068 0.018 0.392 0.068 0.116 0.709 upperarm 0.679 0.139 0.448 0.679 0.54 0.863 waist Weighted Avg. 0.491 0.085 0.511 0.491 0.461 0.816 === Confusion Matrix === a b c d e f g <-- classified as 437 13 9 3 88 2 35 | a = chest 194 130 56 31 1 9 162 | b = forearm 128 55 205 47 0 16 135 | c = head 75 9 35 421 19 12 15 | d = shin 107 17 17 17 381 22 24 | e = thigh 226 33 75 82 12 40 119 | f = upperarm 119 13 13 38 4 1 398 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1999 48.7442 % Incorrectly Classified Instances 2102 51.2558 % Kappa statistic 0.402 Mean absolute error 0.1515 Root mean squared error 0.3431 Relative absolute error 61.8454 % Root relative squared error 98.0566 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.248 0.329 0.729 0.454 0.823 chest 0.223 0.041 0.476 0.223 0.304 0.776 forearm 0.346 0.053 0.523 0.346 0.417 0.801 head 0.681 0.06 0.653 0.681 0.667 0.862 shin 0.642 0.038 0.737 0.642 0.686 0.871 thigh 0.083 0.02 0.415 0.083 0.139 0.711 upperarm 0.706 0.139 0.459 0.706 0.556 0.881 waist Weighted Avg. 0.487 0.085 0.513 0.487 0.46 0.818 === Confusion Matrix === a b c d e f g <-- classified as 428 11 13 3 90 1 41 | a = chest 175 130 67 28 1 9 173 | b = forearm 121 73 203 56 0 18 115 | c = head 77 12 25 399 28 21 24 | d = shin 111 13 11 17 376 20 38 | e = thigh 264 26 54 85 12 49 97 | f = upperarm 123 8 15 23 3 0 414 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2096 51.1095 % Incorrectly Classified Instances 2005 48.8905 % Kappa statistic 0.4296 Mean absolute error 0.1462 Root mean squared error 0.3354 Relative absolute error 59.6979 % Root relative squared error 95.8467 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.242 0.349 0.775 0.481 0.839 chest 0.228 0.033 0.536 0.228 0.32 0.774 forearm 0.367 0.056 0.523 0.367 0.431 0.805 head 0.717 0.055 0.686 0.717 0.701 0.867 shin 0.679 0.03 0.793 0.679 0.732 0.88 thigh 0.07 0.015 0.436 0.07 0.12 0.699 upperarm 0.741 0.141 0.467 0.741 0.573 0.889 waist Weighted Avg. 0.511 0.082 0.541 0.511 0.48 0.822 === Confusion Matrix === a b c d e f g <-- classified as 455 11 13 7 64 3 34 | a = chest 167 133 67 31 0 11 174 | b = forearm 130 52 215 52 0 11 126 | c = head 79 7 26 420 23 10 21 | d = shin 112 11 10 11 398 16 28 | e = thigh 253 27 72 67 15 41 112 | f = upperarm 109 7 8 24 2 2 434 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2063 50.3048 % Incorrectly Classified Instances 2038 49.6952 % Kappa statistic 0.4202 Mean absolute error 0.1474 Root mean squared error 0.3388 Relative absolute error 60.1907 % Root relative squared error 96.8293 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.238 0.345 0.75 0.473 0.827 chest 0.23 0.036 0.515 0.23 0.318 0.783 forearm 0.374 0.057 0.521 0.374 0.435 0.803 head 0.693 0.06 0.659 0.693 0.676 0.853 shin 0.676 0.037 0.751 0.676 0.712 0.885 thigh 0.087 0.016 0.472 0.087 0.147 0.703 upperarm 0.712 0.136 0.466 0.712 0.563 0.881 waist Weighted Avg. 0.503 0.083 0.533 0.503 0.475 0.819 === Confusion Matrix === a b c d e f g <-- classified as 440 11 15 5 89 5 22 | a = chest 163 134 76 34 1 6 169 | b = forearm 117 54 219 49 0 18 129 | c = head 84 6 25 406 29 10 26 | d = shin 113 11 11 10 396 18 27 | e = thigh 246 30 63 81 11 51 105 | f = upperarm 112 14 11 31 1 0 417 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2009 48.9881 % Incorrectly Classified Instances 2092 51.0119 % Kappa statistic 0.4048 Mean absolute error 0.1507 Root mean squared error 0.3424 Relative absolute error 61.5318 % Root relative squared error 97.84 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.226 0.349 0.726 0.471 0.831 chest 0.238 0.036 0.523 0.238 0.327 0.78 forearm 0.311 0.067 0.438 0.311 0.363 0.758 head 0.686 0.069 0.625 0.686 0.654 0.854 shin 0.662 0.037 0.749 0.662 0.703 0.881 thigh 0.073 0.02 0.381 0.073 0.123 0.721 upperarm 0.732 0.141 0.464 0.732 0.568 0.885 waist Weighted Avg. 0.49 0.085 0.504 0.49 0.459 0.816 === Confusion Matrix === a b c d e f g <-- classified as 426 10 19 7 89 3 33 | a = chest 159 139 73 35 3 8 166 | b = forearm 125 62 182 61 0 14 142 | c = head 82 6 36 402 22 19 19 | d = shin 93 15 18 18 388 25 29 | e = thigh 247 25 68 81 16 43 107 | f = upperarm 88 9 20 39 0 1 429 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2085 50.8413 % Incorrectly Classified Instances 2016 49.1587 % Kappa statistic 0.4264 Mean absolute error 0.1466 Root mean squared error 0.3369 Relative absolute error 59.8611 % Root relative squared error 96.2881 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.768 0.24 0.348 0.768 0.479 0.839 chest 0.221 0.034 0.52 0.221 0.31 0.771 forearm 0.348 0.062 0.483 0.348 0.405 0.793 head 0.739 0.06 0.672 0.739 0.704 0.881 shin 0.655 0.032 0.776 0.655 0.71 0.879 thigh 0.073 0.016 0.43 0.073 0.125 0.692 upperarm 0.753 0.129 0.492 0.753 0.595 0.898 waist Weighted Avg. 0.508 0.082 0.532 0.508 0.476 0.822 === Confusion Matrix === a b c d e f g <-- classified as 451 9 16 2 68 5 36 | a = chest 182 129 74 43 1 9 145 | b = forearm 140 62 204 51 0 9 120 | c = head 66 10 30 433 19 8 20 | d = shin 113 13 16 10 384 26 24 | e = thigh 242 22 63 86 21 43 110 | f = upperarm 102 3 19 19 2 0 441 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2037 49.6708 % Incorrectly Classified Instances 2064 50.3292 % Kappa statistic 0.4128 Mean absolute error 0.1495 Root mean squared error 0.3398 Relative absolute error 61.0259 % Root relative squared error 97.1117 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.763 0.247 0.34 0.763 0.471 0.837 chest 0.208 0.031 0.526 0.208 0.298 0.783 forearm 0.329 0.062 0.47 0.329 0.387 0.792 head 0.715 0.063 0.654 0.715 0.683 0.861 shin 0.679 0.034 0.768 0.679 0.721 0.89 thigh 0.055 0.019 0.32 0.055 0.093 0.667 upperarm 0.727 0.13 0.482 0.727 0.58 0.894 waist Weighted Avg. 0.497 0.084 0.508 0.497 0.462 0.818 === Confusion Matrix === a b c d e f g <-- classified as 448 5 19 0 76 4 35 | a = chest 185 121 90 37 4 6 140 | b = forearm 129 57 193 54 0 20 133 | c = head 84 2 23 419 23 14 21 | d = shin 96 13 11 16 398 22 30 | e = thigh 253 25 63 99 16 32 99 | f = upperarm 122 7 12 16 1 2 426 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1971 48.0614 % Incorrectly Classified Instances 2130 51.9386 % Kappa statistic 0.394 Mean absolute error 0.1518 Root mean squared error 0.3442 Relative absolute error 61.9669 % Root relative squared error 98.3725 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.734 0.256 0.324 0.734 0.449 0.821 chest 0.204 0.033 0.506 0.204 0.291 0.784 forearm 0.307 0.066 0.437 0.307 0.36 0.789 head 0.695 0.063 0.648 0.695 0.671 0.848 shin 0.664 0.036 0.754 0.664 0.706 0.88 thigh 0.06 0.016 0.389 0.06 0.104 0.708 upperarm 0.698 0.136 0.462 0.698 0.556 0.877 waist Weighted Avg. 0.481 0.087 0.503 0.481 0.448 0.815 === Confusion Matrix === a b c d e f g <-- classified as 431 9 14 6 90 2 35 | a = chest 180 119 80 33 0 1 169 | b = forearm 146 58 180 54 2 19 128 | c = head 86 12 37 407 19 12 13 | d = shin 102 9 10 17 389 21 38 | e = thigh 261 21 78 81 15 35 95 | f = upperarm 126 7 13 30 1 0 410 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2017 49.1831 % Incorrectly Classified Instances 2084 50.8169 % Kappa statistic 0.4071 Mean absolute error 0.1503 Root mean squared error 0.3417 Relative absolute error 61.3708 % Root relative squared error 97.6603 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.252 0.332 0.75 0.46 0.824 chest 0.241 0.036 0.524 0.241 0.33 0.783 forearm 0.308 0.054 0.491 0.308 0.379 0.788 head 0.698 0.057 0.67 0.698 0.684 0.857 shin 0.656 0.032 0.774 0.656 0.71 0.883 thigh 0.063 0.015 0.416 0.063 0.109 0.694 upperarm 0.726 0.147 0.451 0.726 0.556 0.88 waist Weighted Avg. 0.492 0.085 0.522 0.492 0.461 0.816 === Confusion Matrix === a b c d e f g <-- classified as 440 8 18 5 80 3 33 | a = chest 195 140 66 22 1 8 150 | b = forearm 133 58 181 51 0 13 151 | c = head 97 8 31 409 15 8 18 | d = shin 111 14 8 17 384 20 31 | e = thigh 240 25 60 76 14 37 135 | f = upperarm 110 14 5 30 2 0 426 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2056 50.1341 % Incorrectly Classified Instances 2045 49.8659 % Kappa statistic 0.4182 Mean absolute error 0.1484 Root mean squared error 0.3381 Relative absolute error 60.5923 % Root relative squared error 96.6248 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.236 0.35 0.76 0.479 0.839 chest 0.208 0.036 0.488 0.208 0.292 0.767 forearm 0.371 0.067 0.481 0.371 0.419 0.795 head 0.703 0.057 0.673 0.703 0.688 0.874 shin 0.677 0.033 0.775 0.677 0.723 0.899 thigh 0.08 0.017 0.435 0.08 0.135 0.697 upperarm 0.709 0.136 0.466 0.709 0.562 0.881 waist Weighted Avg. 0.501 0.083 0.524 0.501 0.471 0.822 === Confusion Matrix === a b c d e f g <-- classified as 446 17 20 1 74 1 28 | a = chest 189 121 84 29 2 6 151 | b = forearm 113 59 218 55 0 11 131 | c = head 73 5 32 412 24 14 26 | d = shin 87 11 12 16 396 28 35 | e = thigh 242 30 72 76 14 47 106 | f = upperarm 126 5 15 23 1 1 416 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2044 49.8537 % Incorrectly Classified Instances 2056 50.1463 % Kappa statistic 0.4149 Mean absolute error 0.1499 Root mean squared error 0.3403 Relative absolute error 61.1903 % Root relative squared error 97.2525 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.775 0.245 0.346 0.775 0.478 0.83 chest 0.213 0.038 0.482 0.213 0.295 0.766 forearm 0.349 0.06 0.492 0.349 0.408 0.797 head 0.674 0.055 0.67 0.674 0.672 0.843 shin 0.65 0.035 0.756 0.65 0.699 0.877 thigh 0.068 0.019 0.374 0.068 0.115 0.681 upperarm 0.761 0.133 0.488 0.761 0.595 0.895 waist Weighted Avg. 0.499 0.084 0.515 0.499 0.466 0.813 === Confusion Matrix === a b c d e f g <-- classified as 454 7 15 4 83 5 18 | a = chest 203 124 63 28 1 8 156 | b = forearm 124 64 205 47 0 16 131 | c = head 99 8 24 394 23 19 18 | d = shin 106 10 16 17 381 19 37 | e = thigh 231 29 79 86 15 40 107 | f = upperarm 97 15 15 12 1 0 446 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 2075 50.5974 % Incorrectly Classified Instances 2026 49.4026 % Kappa statistic 0.4236 Mean absolute error 0.1466 Root mean squared error 0.3354 Relative absolute error 59.8571 % Root relative squared error 95.8617 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.24 0.342 0.748 0.47 0.84 chest 0.247 0.036 0.529 0.247 0.337 0.775 forearm 0.365 0.058 0.511 0.365 0.426 0.796 head 0.698 0.058 0.668 0.698 0.683 0.869 shin 0.653 0.034 0.761 0.653 0.703 0.878 thigh 0.094 0.017 0.482 0.094 0.157 0.718 upperarm 0.736 0.133 0.481 0.736 0.581 0.892 waist Weighted Avg. 0.506 0.082 0.539 0.506 0.479 0.824 === Confusion Matrix === a b c d e f g <-- classified as 439 10 19 5 73 3 38 | a = chest 177 144 70 26 2 6 158 | b = forearm 114 68 214 57 0 11 122 | c = head 75 9 27 409 27 10 29 | d = shin 113 9 7 16 382 28 30 | e = thigh 256 25 68 78 15 55 90 | f = upperarm 109 7 14 21 3 1 432 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2038 49.6952 % Incorrectly Classified Instances 2063 50.3048 % Kappa statistic 0.413 Mean absolute error 0.1497 Root mean squared error 0.3421 Relative absolute error 61.1417 % Root relative squared error 97.767 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.743 0.245 0.336 0.743 0.463 0.823 chest 0.218 0.034 0.516 0.218 0.306 0.763 forearm 0.348 0.056 0.51 0.348 0.414 0.809 head 0.722 0.064 0.654 0.722 0.686 0.869 shin 0.658 0.036 0.755 0.658 0.703 0.882 thigh 0.06 0.015 0.407 0.06 0.104 0.686 upperarm 0.729 0.139 0.468 0.729 0.57 0.887 waist Weighted Avg. 0.497 0.084 0.521 0.497 0.464 0.817 === Confusion Matrix === a b c d e f g <-- classified as 436 12 14 3 95 1 26 | a = chest 162 127 76 36 2 4 176 | b = forearm 141 55 204 56 0 12 118 | c = head 82 2 28 423 18 14 19 | d = shin 108 14 10 20 385 18 30 | e = thigh 255 29 60 81 9 35 118 | f = upperarm 113 7 8 28 1 2 428 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2055 50.1097 % Incorrectly Classified Instances 2046 49.8903 % Kappa statistic 0.4179 Mean absolute error 0.1493 Root mean squared error 0.341 Relative absolute error 60.947 % Root relative squared error 97.4578 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.244 0.342 0.758 0.471 0.821 chest 0.24 0.037 0.519 0.24 0.328 0.772 forearm 0.361 0.061 0.498 0.361 0.419 0.789 head 0.688 0.057 0.669 0.688 0.678 0.85 shin 0.648 0.035 0.757 0.648 0.699 0.871 thigh 0.087 0.019 0.429 0.087 0.145 0.695 upperarm 0.724 0.13 0.482 0.724 0.579 0.887 waist Weighted Avg. 0.501 0.083 0.528 0.501 0.474 0.812 === Confusion Matrix === a b c d e f g <-- classified as 444 16 11 1 81 5 28 | a = chest 176 140 70 26 2 8 161 | b = forearm 119 52 212 56 0 21 127 | c = head 86 10 33 403 22 12 20 | d = shin 114 12 20 12 380 20 28 | e = thigh 251 28 67 82 14 51 93 | f = upperarm 110 12 13 22 3 2 425 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2039 49.7196 % Incorrectly Classified Instances 2062 50.2804 % Kappa statistic 0.4133 Mean absolute error 0.1494 Root mean squared error 0.3395 Relative absolute error 61.0003 % Root relative squared error 97.0096 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.76 0.232 0.353 0.76 0.482 0.842 chest 0.208 0.033 0.513 0.208 0.296 0.777 forearm 0.342 0.062 0.48 0.342 0.4 0.779 head 0.73 0.072 0.629 0.73 0.676 0.862 shin 0.681 0.033 0.775 0.681 0.725 0.891 thigh 0.072 0.018 0.4 0.072 0.121 0.708 upperarm 0.686 0.137 0.455 0.686 0.547 0.871 waist Weighted Avg. 0.497 0.084 0.515 0.497 0.464 0.818 === Confusion Matrix === a b c d e f g <-- classified as 446 6 16 3 75 4 37 | a = chest 185 121 78 34 2 8 154 | b = forearm 118 59 201 60 0 11 138 | c = head 83 5 25 428 15 16 14 | d = shin 96 9 13 9 399 23 37 | e = thigh 220 28 68 105 23 42 101 | f = upperarm 115 8 18 41 1 1 402 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2055 50.1097 % Incorrectly Classified Instances 2046 49.8903 % Kappa statistic 0.4179 Mean absolute error 0.1482 Root mean squared error 0.3399 Relative absolute error 60.5213 % Root relative squared error 97.139 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.238 0.344 0.75 0.472 0.83 chest 0.201 0.037 0.476 0.201 0.283 0.777 forearm 0.356 0.06 0.499 0.356 0.416 0.801 head 0.713 0.056 0.679 0.713 0.696 0.866 shin 0.683 0.037 0.756 0.683 0.717 0.883 thigh 0.075 0.016 0.44 0.075 0.128 0.698 upperarm 0.729 0.138 0.468 0.729 0.57 0.888 waist Weighted Avg. 0.501 0.083 0.523 0.501 0.469 0.82 === Confusion Matrix === a b c d e f g <-- classified as 440 11 9 7 86 4 30 | a = chest 196 117 82 27 2 5 153 | b = forearm 119 57 209 47 1 18 136 | c = head 71 14 24 418 24 11 24 | d = shin 101 9 12 18 400 18 28 | e = thigh 235 29 74 74 16 44 115 | f = upperarm 116 9 9 25 0 0 427 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2038 49.6952 % Incorrectly Classified Instances 2063 50.3048 % Kappa statistic 0.4131 Mean absolute error 0.1479 Root mean squared error 0.3378 Relative absolute error 60.4083 % Root relative squared error 96.5292 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.758 0.234 0.351 0.758 0.48 0.844 chest 0.223 0.04 0.48 0.223 0.305 0.787 forearm 0.32 0.061 0.465 0.32 0.379 0.784 head 0.674 0.06 0.652 0.674 0.663 0.854 shin 0.676 0.033 0.773 0.676 0.721 0.89 thigh 0.077 0.019 0.405 0.077 0.129 0.689 upperarm 0.749 0.139 0.473 0.749 0.58 0.901 waist Weighted Avg. 0.497 0.084 0.514 0.497 0.465 0.821 === Confusion Matrix === a b c d e f g <-- classified as 445 8 17 9 67 3 38 | a = chest 166 130 87 29 1 6 163 | b = forearm 121 74 188 50 0 18 136 | c = head 83 11 26 395 28 22 21 | d = shin 97 16 11 14 396 17 35 | e = thigh 249 23 66 89 19 45 96 | f = upperarm 108 9 9 20 1 0 439 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2005 48.8905 % Incorrectly Classified Instances 2096 51.1095 % Kappa statistic 0.4037 Mean absolute error 0.1514 Root mean squared error 0.343 Relative absolute error 61.8048 % Root relative squared error 98.0338 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.242 0.338 0.738 0.463 0.824 chest 0.225 0.034 0.526 0.225 0.315 0.774 forearm 0.346 0.063 0.479 0.346 0.402 0.793 head 0.667 0.057 0.662 0.667 0.664 0.847 shin 0.677 0.037 0.753 0.677 0.713 0.879 thigh 0.051 0.017 0.337 0.051 0.089 0.708 upperarm 0.717 0.148 0.447 0.717 0.551 0.876 waist Weighted Avg. 0.489 0.085 0.506 0.489 0.457 0.815 === Confusion Matrix === a b c d e f g <-- classified as 433 12 16 3 85 3 35 | a = chest 166 131 76 32 0 7 171 | b = forearm 126 51 203 55 0 14 137 | c = head 92 6 38 391 27 11 21 | d = shin 96 12 10 15 397 24 32 | e = thigh 260 27 62 69 16 30 123 | f = upperarm 109 10 19 26 2 0 420 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2070 50.4755 % Incorrectly Classified Instances 2031 49.5245 % Kappa statistic 0.4222 Mean absolute error 0.1477 Root mean squared error 0.3365 Relative absolute error 60.3188 % Root relative squared error 96.1667 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.799 0.247 0.351 0.799 0.487 0.847 chest 0.206 0.039 0.467 0.206 0.286 0.777 forearm 0.338 0.058 0.491 0.338 0.4 0.795 head 0.686 0.061 0.653 0.686 0.669 0.843 shin 0.674 0.029 0.793 0.674 0.729 0.892 thigh 0.072 0.015 0.452 0.072 0.124 0.673 upperarm 0.758 0.129 0.496 0.758 0.599 0.896 waist Weighted Avg. 0.505 0.083 0.529 0.505 0.471 0.818 === Confusion Matrix === a b c d e f g <-- classified as 469 14 16 1 64 3 20 | a = chest 196 120 71 42 0 5 149 | b = forearm 141 61 198 46 1 17 122 | c = head 98 10 24 402 20 13 19 | d = shin 100 15 13 21 395 12 30 | e = thigh 232 26 68 90 17 42 112 | f = upperarm 102 11 13 14 1 1 444 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2010 49.0124 % Incorrectly Classified Instances 2091 50.9876 % Kappa statistic 0.4051 Mean absolute error 0.1511 Root mean squared error 0.3418 Relative absolute error 61.7116 % Root relative squared error 97.6665 % Total Number of Instances 4101 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.26 0.325 0.75 0.453 0.82 chest 0.221 0.032 0.531 0.221 0.312 0.79 forearm 0.341 0.061 0.484 0.341 0.4 0.791 head 0.715 0.058 0.674 0.715 0.694 0.868 shin 0.642 0.031 0.775 0.642 0.702 0.876 thigh 0.065 0.019 0.362 0.065 0.11 0.682 upperarm 0.696 0.134 0.465 0.696 0.557 0.877 waist Weighted Avg. 0.49 0.085 0.516 0.49 0.461 0.815 === Confusion Matrix === a b c d e f g <-- classified as 440 8 22 3 71 4 39 | a = chest 196 129 69 37 1 10 141 | b = forearm 142 59 200 52 0 13 120 | c = head 79 9 28 419 23 14 14 | d = shin 116 10 9 18 376 25 32 | e = thigh 251 25 68 68 13 38 124 | f = upperarm 131 3 17 25 1 1 408 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1990 48.5366 % Incorrectly Classified Instances 2110 51.4634 % Kappa statistic 0.3995 Mean absolute error 0.151 Root mean squared error 0.3444 Relative absolute error 61.6499 % Root relative squared error 98.4196 % Total Number of Instances 4100 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.249 0.324 0.712 0.445 0.814 chest 0.228 0.029 0.564 0.228 0.325 0.777 forearm 0.302 0.06 0.457 0.302 0.364 0.783 head 0.699 0.059 0.665 0.699 0.682 0.868 shin 0.643 0.04 0.731 0.643 0.684 0.884 thigh 0.065 0.02 0.349 0.065 0.109 0.712 upperarm 0.747 0.145 0.463 0.747 0.572 0.887 waist Weighted Avg. 0.485 0.086 0.507 0.485 0.454 0.818 === Confusion Matrix === a b c d e f g <-- classified as 418 7 21 5 103 2 31 | a = chest 183 133 62 30 1 10 164 | b = forearm 138 56 177 53 0 15 147 | c = head 81 3 32 409 29 11 20 | d = shin 102 10 14 13 377 32 38 | e = thigh 262 20 72 81 6 38 108 | f = upperarm 107 7 9 24 0 1 438 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 6 RUN: 0 FOLD: 0 Correctly Classified Instances 1504 46.5635 % Incorrectly Classified Instances 1726 53.4365 % Kappa statistic 0.3764 Mean absolute error 0.1573 Root mean squared error 0.3557 Relative absolute error 64.2392 % Root relative squared error 101.6446 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.218 0.097 0.273 0.218 0.242 0.754 chest 0.316 0.034 0.608 0.316 0.416 0.735 forearm 0.828 0.258 0.349 0.828 0.491 0.877 head 0.616 0.055 0.653 0.616 0.634 0.917 shin 0.449 0.036 0.668 0.449 0.537 0.861 thigh 0.017 0.03 0.088 0.017 0.029 0.643 upperarm 0.815 0.113 0.547 0.815 0.655 0.925 waist Weighted Avg. 0.466 0.089 0.454 0.466 0.429 0.816 === Confusion Matrix === a b c d e f g <-- classified as 101 12 249 26 39 10 26 | a = chest 23 146 140 6 4 10 133 | b = forearm 7 12 384 0 0 44 17 | c = head 88 3 17 286 49 12 9 | d = shin 103 5 61 29 201 3 46 | e = thigh 37 56 199 75 8 8 82 | f = upperarm 11 6 49 16 0 4 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1522 47.1207 % Incorrectly Classified Instances 1708 52.8793 % Kappa statistic 0.3829 Mean absolute error 0.1567 Root mean squared error 0.3556 Relative absolute error 63.9894 % Root relative squared error 101.6277 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.242 0.095 0.299 0.242 0.267 0.752 chest 0.329 0.031 0.636 0.329 0.434 0.739 forearm 0.853 0.262 0.354 0.853 0.5 0.878 head 0.619 0.053 0.663 0.619 0.64 0.923 shin 0.455 0.044 0.626 0.455 0.527 0.852 thigh 0.028 0.028 0.144 0.028 0.047 0.673 upperarm 0.772 0.104 0.553 0.772 0.644 0.915 waist Weighted Avg. 0.471 0.088 0.467 0.471 0.437 0.819 === Confusion Matrix === a b c d e f g <-- classified as 112 8 235 27 45 12 24 | a = chest 24 152 152 7 3 7 117 | b = forearm 8 13 396 0 1 32 14 | c = head 76 4 12 287 66 14 5 | d = shin 97 0 72 25 204 5 45 | e = thigh 48 49 190 75 6 13 84 | f = upperarm 10 13 63 12 1 7 358 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1531 47.3994 % Incorrectly Classified Instances 1699 52.6006 % Kappa statistic 0.3861 Mean absolute error 0.1558 Root mean squared error 0.3538 Relative absolute error 63.6278 % Root relative squared error 101.1086 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.101 0.253 0.205 0.227 0.749 chest 0.344 0.036 0.616 0.344 0.442 0.742 forearm 0.838 0.254 0.356 0.838 0.5 0.879 head 0.659 0.057 0.659 0.659 0.659 0.922 shin 0.46 0.031 0.703 0.46 0.556 0.871 thigh 0.024 0.025 0.139 0.024 0.04 0.661 upperarm 0.787 0.11 0.546 0.787 0.644 0.914 waist Weighted Avg. 0.474 0.088 0.466 0.474 0.438 0.819 === Confusion Matrix === a b c d e f g <-- classified as 95 19 242 33 40 6 28 | a = chest 17 159 143 5 0 10 128 | b = forearm 7 15 389 1 4 31 17 | c = head 88 5 13 306 39 10 3 | d = shin 118 3 62 21 206 3 35 | e = thigh 35 43 198 82 3 11 93 | f = upperarm 15 14 45 16 1 8 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1519 47.0279 % Incorrectly Classified Instances 1711 52.9721 % Kappa statistic 0.3818 Mean absolute error 0.1548 Root mean squared error 0.3522 Relative absolute error 63.2148 % Root relative squared error 100.6524 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.188 0.095 0.248 0.188 0.213 0.758 chest 0.375 0.033 0.655 0.375 0.477 0.763 forearm 0.843 0.257 0.355 0.843 0.499 0.889 head 0.603 0.057 0.639 0.603 0.621 0.917 shin 0.467 0.037 0.668 0.467 0.549 0.869 thigh 0.017 0.029 0.092 0.017 0.029 0.653 upperarm 0.8 0.11 0.55 0.8 0.651 0.92 waist Weighted Avg. 0.47 0.089 0.457 0.47 0.434 0.824 === Confusion Matrix === a b c d e f g <-- classified as 87 14 246 33 40 17 27 | a = chest 13 173 141 9 3 6 116 | b = forearm 5 16 391 2 3 27 20 | c = head 90 5 18 280 53 16 2 | d = shin 109 5 42 36 209 5 42 | e = thigh 38 45 209 63 5 8 97 | f = upperarm 9 6 55 15 0 8 371 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1535 47.5232 % Incorrectly Classified Instances 1695 52.4768 % Kappa statistic 0.3876 Mean absolute error 0.1557 Root mean squared error 0.3526 Relative absolute error 63.5906 % Root relative squared error 100.7592 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.172 0.093 0.238 0.172 0.2 0.748 chest 0.338 0.03 0.653 0.338 0.446 0.743 forearm 0.877 0.26 0.361 0.877 0.512 0.888 head 0.666 0.053 0.679 0.666 0.672 0.931 shin 0.453 0.036 0.67 0.453 0.541 0.869 thigh 0.017 0.025 0.105 0.017 0.03 0.653 upperarm 0.802 0.117 0.535 0.802 0.642 0.915 waist Weighted Avg. 0.475 0.088 0.462 0.475 0.434 0.821 === Confusion Matrix === a b c d e f g <-- classified as 80 17 255 29 45 11 27 | a = chest 11 156 140 7 3 11 133 | b = forearm 2 6 407 0 1 28 20 | c = head 84 5 15 309 43 4 4 | d = shin 118 4 61 26 203 3 33 | e = thigh 32 38 202 71 8 8 106 | f = upperarm 9 13 46 13 0 11 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1533 47.4613 % Incorrectly Classified Instances 1697 52.5387 % Kappa statistic 0.3868 Mean absolute error 0.1551 Root mean squared error 0.3528 Relative absolute error 63.3477 % Root relative squared error 100.8279 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.196 0.093 0.261 0.196 0.224 0.758 chest 0.334 0.032 0.634 0.334 0.437 0.757 forearm 0.858 0.265 0.352 0.858 0.499 0.886 head 0.677 0.058 0.662 0.677 0.67 0.927 shin 0.448 0.03 0.705 0.448 0.548 0.866 thigh 0.028 0.025 0.16 0.028 0.048 0.649 upperarm 0.78 0.11 0.543 0.78 0.64 0.917 waist Weighted Avg. 0.475 0.088 0.473 0.475 0.437 0.823 === Confusion Matrix === a b c d e f g <-- classified as 91 14 266 38 28 7 20 | a = chest 24 154 136 5 5 12 125 | b = forearm 2 14 398 2 2 31 15 | c = head 78 3 15 314 38 10 6 | d = shin 116 3 62 24 201 3 40 | e = thigh 25 48 198 72 9 13 99 | f = upperarm 12 7 57 19 2 5 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1548 47.9257 % Incorrectly Classified Instances 1682 52.0743 % Kappa statistic 0.3922 Mean absolute error 0.1534 Root mean squared error 0.3513 Relative absolute error 62.6341 % Root relative squared error 100.395 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.203 0.09 0.275 0.203 0.234 0.758 chest 0.33 0.028 0.661 0.33 0.44 0.75 forearm 0.86 0.256 0.361 0.86 0.509 0.88 head 0.647 0.061 0.642 0.647 0.645 0.927 shin 0.462 0.038 0.663 0.462 0.545 0.869 thigh 0.037 0.025 0.2 0.037 0.062 0.674 upperarm 0.813 0.111 0.55 0.813 0.656 0.928 waist Weighted Avg. 0.479 0.087 0.478 0.479 0.441 0.826 === Confusion Matrix === a b c d e f g <-- classified as 94 11 241 29 44 7 37 | a = chest 5 152 153 8 6 17 120 | b = forearm 7 13 400 1 0 29 15 | c = head 80 4 19 301 47 9 5 | d = shin 94 7 66 32 207 5 37 | e = thigh 46 35 182 82 8 17 94 | f = upperarm 16 8 46 16 0 1 377 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1521 47.0898 % Incorrectly Classified Instances 1709 52.9102 % Kappa statistic 0.3825 Mean absolute error 0.157 Root mean squared error 0.3559 Relative absolute error 64.1219 % Root relative squared error 101.6968 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.1 0.256 0.205 0.228 0.751 chest 0.333 0.029 0.661 0.333 0.443 0.739 forearm 0.884 0.261 0.362 0.884 0.514 0.887 head 0.624 0.062 0.628 0.624 0.626 0.913 shin 0.438 0.034 0.674 0.438 0.53 0.873 thigh 0.024 0.021 0.157 0.024 0.041 0.657 upperarm 0.787 0.111 0.544 0.787 0.643 0.914 waist Weighted Avg. 0.471 0.089 0.468 0.471 0.432 0.819 === Confusion Matrix === a b c d e f g <-- classified as 95 12 250 30 40 9 27 | a = chest 12 154 152 13 2 4 125 | b = forearm 2 6 410 2 0 24 20 | c = head 91 5 19 290 46 9 5 | d = shin 114 4 70 30 196 2 32 | e = thigh 38 38 189 85 6 11 97 | f = upperarm 19 14 42 12 1 11 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1513 46.8421 % Incorrectly Classified Instances 1717 53.1579 % Kappa statistic 0.3796 Mean absolute error 0.157 Root mean squared error 0.3543 Relative absolute error 64.1008 % Root relative squared error 101.2644 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.106 0.244 0.205 0.223 0.753 chest 0.327 0.029 0.657 0.327 0.436 0.736 forearm 0.894 0.252 0.373 0.894 0.527 0.9 head 0.626 0.054 0.661 0.626 0.643 0.923 shin 0.413 0.039 0.631 0.413 0.499 0.858 thigh 0.022 0.024 0.13 0.022 0.037 0.636 upperarm 0.789 0.117 0.531 0.789 0.635 0.915 waist Weighted Avg. 0.468 0.089 0.46 0.468 0.428 0.817 === Confusion Matrix === a b c d e f g <-- classified as 95 16 230 31 48 10 33 | a = chest 16 151 142 9 1 11 132 | b = forearm 7 8 415 0 1 26 7 | c = head 92 7 14 291 49 8 4 | d = shin 123 1 71 27 185 4 37 | e = thigh 42 39 187 67 9 10 110 | f = upperarm 14 8 53 15 0 8 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1503 46.5325 % Incorrectly Classified Instances 1727 53.4675 % Kappa statistic 0.376 Mean absolute error 0.1569 Root mean squared error 0.3553 Relative absolute error 64.0825 % Root relative squared error 101.5485 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.168 0.092 0.235 0.168 0.196 0.737 chest 0.327 0.029 0.657 0.327 0.436 0.731 forearm 0.834 0.264 0.346 0.834 0.49 0.871 head 0.669 0.056 0.666 0.669 0.667 0.939 shin 0.422 0.04 0.632 0.422 0.506 0.858 thigh 0.037 0.032 0.162 0.037 0.06 0.669 upperarm 0.797 0.112 0.544 0.797 0.647 0.922 waist Weighted Avg. 0.465 0.089 0.462 0.465 0.429 0.818 === Confusion Matrix === a b c d e f g <-- classified as 78 9 268 37 38 11 22 | a = chest 17 151 146 10 3 5 130 | b = forearm 3 12 387 1 2 39 20 | c = head 59 1 12 311 58 20 4 | d = shin 125 3 55 26 189 8 42 | e = thigh 35 48 191 72 9 17 92 | f = upperarm 15 6 58 10 0 5 370 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1551 48.0186 % Incorrectly Classified Instances 1679 51.9814 % Kappa statistic 0.3933 Mean absolute error 0.1541 Root mean squared error 0.3512 Relative absolute error 62.9149 % Root relative squared error 100.3699 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.09 0.279 0.207 0.238 0.744 chest 0.334 0.032 0.634 0.334 0.437 0.733 forearm 0.873 0.26 0.36 0.873 0.51 0.881 head 0.669 0.058 0.659 0.669 0.664 0.936 shin 0.454 0.035 0.675 0.454 0.543 0.868 thigh 0.026 0.024 0.152 0.026 0.044 0.648 upperarm 0.795 0.107 0.554 0.795 0.653 0.917 waist Weighted Avg. 0.48 0.087 0.472 0.48 0.441 0.818 === Confusion Matrix === a b c d e f g <-- classified as 96 27 230 40 33 10 27 | a = chest 13 154 151 4 5 8 126 | b = forearm 4 10 405 0 2 30 13 | c = head 76 5 14 311 48 9 2 | d = shin 105 8 58 32 204 5 37 | e = thigh 36 31 211 72 10 12 92 | f = upperarm 14 8 55 13 0 5 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1521 47.0898 % Incorrectly Classified Instances 1709 52.9102 % Kappa statistic 0.3825 Mean absolute error 0.1553 Root mean squared error 0.3532 Relative absolute error 63.4252 % Root relative squared error 100.9505 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.216 0.091 0.285 0.216 0.246 0.757 chest 0.319 0.035 0.602 0.319 0.417 0.733 forearm 0.853 0.254 0.361 0.853 0.507 0.886 head 0.675 0.056 0.67 0.675 0.672 0.923 shin 0.442 0.039 0.645 0.442 0.525 0.868 thigh 0.013 0.025 0.08 0.013 0.022 0.646 upperarm 0.776 0.118 0.525 0.776 0.626 0.917 waist Weighted Avg. 0.471 0.088 0.451 0.471 0.43 0.818 === Confusion Matrix === a b c d e f g <-- classified as 100 11 240 27 46 6 33 | a = chest 18 147 142 5 4 11 134 | b = forearm 6 13 396 2 3 28 16 | c = head 73 5 13 314 50 9 1 | d = shin 102 5 64 36 198 7 36 | e = thigh 35 54 189 70 5 6 106 | f = upperarm 17 9 54 15 1 8 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1474 45.6347 % Incorrectly Classified Instances 1756 54.3653 % Kappa statistic 0.3655 Mean absolute error 0.1597 Root mean squared error 0.3577 Relative absolute error 65.2157 % Root relative squared error 102.2108 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.203 0.106 0.244 0.203 0.221 0.732 chest 0.336 0.022 0.718 0.336 0.458 0.735 forearm 0.845 0.273 0.342 0.845 0.487 0.88 head 0.622 0.059 0.641 0.622 0.631 0.923 shin 0.371 0.038 0.613 0.371 0.462 0.842 thigh 0.039 0.03 0.176 0.039 0.063 0.639 upperarm 0.776 0.107 0.548 0.776 0.642 0.919 waist Weighted Avg. 0.456 0.091 0.468 0.456 0.423 0.81 === Confusion Matrix === a b c d e f g <-- classified as 94 5 251 41 34 16 22 | a = chest 15 155 149 7 6 8 121 | b = forearm 4 8 392 2 1 36 21 | c = head 88 6 13 289 54 10 5 | d = shin 141 2 65 29 166 6 39 | e = thigh 33 29 219 67 10 18 89 | f = upperarm 11 11 58 16 0 8 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1502 46.5015 % Incorrectly Classified Instances 1728 53.4985 % Kappa statistic 0.3756 Mean absolute error 0.1579 Root mean squared error 0.3558 Relative absolute error 64.4845 % Root relative squared error 101.6759 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.227 0.1 0.276 0.227 0.249 0.755 chest 0.306 0.034 0.6 0.306 0.405 0.732 forearm 0.858 0.26 0.357 0.858 0.504 0.885 head 0.63 0.05 0.681 0.63 0.655 0.918 shin 0.433 0.032 0.683 0.433 0.53 0.869 thigh 0.019 0.031 0.094 0.019 0.032 0.644 upperarm 0.78 0.118 0.526 0.78 0.628 0.911 waist Weighted Avg. 0.465 0.09 0.458 0.465 0.429 0.816 === Confusion Matrix === a b c d e f g <-- classified as 105 8 245 26 38 13 28 | a = chest 14 141 158 4 0 15 129 | b = forearm 4 9 398 1 0 35 17 | c = head 82 9 14 293 46 13 8 | d = shin 137 5 53 14 194 5 40 | e = thigh 30 53 191 72 6 9 104 | f = upperarm 9 10 57 20 0 6 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1518 46.9969 % Incorrectly Classified Instances 1712 53.0031 % Kappa statistic 0.3814 Mean absolute error 0.1566 Root mean squared error 0.3555 Relative absolute error 63.9581 % Root relative squared error 101.608 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.16 0.094 0.222 0.16 0.186 0.741 chest 0.325 0.029 0.655 0.325 0.434 0.721 forearm 0.873 0.264 0.357 0.873 0.507 0.88 head 0.642 0.063 0.633 0.642 0.637 0.921 shin 0.478 0.033 0.697 0.478 0.567 0.881 thigh 0.026 0.026 0.143 0.026 0.044 0.656 upperarm 0.787 0.111 0.543 0.787 0.643 0.919 waist Weighted Avg. 0.47 0.089 0.463 0.47 0.43 0.817 === Confusion Matrix === a b c d e f g <-- classified as 74 8 267 37 31 19 27 | a = chest 9 150 155 6 2 11 129 | b = forearm 5 10 405 0 2 24 18 | c = head 87 2 9 298 50 10 8 | d = shin 103 6 54 34 214 2 35 | e = thigh 41 45 193 76 8 12 90 | f = upperarm 14 8 51 20 0 6 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1525 47.2136 % Incorrectly Classified Instances 1705 52.7864 % Kappa statistic 0.384 Mean absolute error 0.1563 Root mean squared error 0.3544 Relative absolute error 63.8137 % Root relative squared error 101.2656 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.218 0.107 0.255 0.218 0.235 0.746 chest 0.344 0.028 0.674 0.344 0.456 0.747 forearm 0.864 0.261 0.357 0.864 0.505 0.887 head 0.629 0.057 0.647 0.629 0.638 0.922 shin 0.429 0.034 0.671 0.429 0.523 0.87 thigh 0.015 0.027 0.086 0.015 0.026 0.656 upperarm 0.804 0.102 0.569 0.804 0.666 0.921 waist Weighted Avg. 0.472 0.088 0.464 0.472 0.435 0.821 === Confusion Matrix === a b c d e f g <-- classified as 101 13 235 40 41 8 25 | a = chest 27 159 139 7 3 6 121 | b = forearm 4 8 401 0 2 35 14 | c = head 97 2 15 292 41 10 7 | d = shin 121 1 65 30 192 3 36 | e = thigh 36 50 215 70 7 7 80 | f = upperarm 10 3 54 12 0 12 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1549 47.9567 % Incorrectly Classified Instances 1681 52.0433 % Kappa statistic 0.3927 Mean absolute error 0.1531 Root mean squared error 0.3507 Relative absolute error 62.5195 % Root relative squared error 100.2305 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.188 0.087 0.265 0.188 0.22 0.76 chest 0.385 0.034 0.657 0.385 0.486 0.764 forearm 0.853 0.255 0.359 0.853 0.506 0.887 head 0.631 0.056 0.655 0.631 0.643 0.926 shin 0.464 0.041 0.644 0.464 0.54 0.859 thigh 0.019 0.03 0.099 0.019 0.032 0.66 upperarm 0.815 0.105 0.566 0.815 0.668 0.928 waist Weighted Avg. 0.48 0.087 0.463 0.48 0.442 0.826 === Confusion Matrix === a b c d e f g <-- classified as 87 13 252 28 51 9 24 | a = chest 13 178 129 9 0 13 120 | b = forearm 7 13 396 0 1 32 15 | c = head 71 3 17 293 58 18 4 | d = shin 97 6 71 24 208 3 39 | e = thigh 40 46 191 85 5 9 88 | f = upperarm 13 12 46 8 0 7 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1536 47.5542 % Incorrectly Classified Instances 1694 52.4458 % Kappa statistic 0.3879 Mean absolute error 0.1546 Root mean squared error 0.3519 Relative absolute error 63.115 % Root relative squared error 100.5775 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.086 0.287 0.207 0.24 0.775 chest 0.331 0.033 0.63 0.331 0.434 0.748 forearm 0.83 0.252 0.356 0.83 0.498 0.885 head 0.685 0.055 0.675 0.685 0.68 0.93 shin 0.449 0.035 0.672 0.449 0.538 0.862 thigh 0.041 0.031 0.179 0.041 0.067 0.654 upperarm 0.784 0.119 0.524 0.784 0.629 0.913 waist Weighted Avg. 0.476 0.088 0.474 0.476 0.44 0.824 === Confusion Matrix === a b c d e f g <-- classified as 96 12 246 27 48 5 30 | a = chest 14 153 128 9 6 13 139 | b = forearm 6 15 385 3 1 36 18 | c = head 67 6 20 318 35 14 4 | d = shin 108 1 65 25 201 6 42 | e = thigh 36 48 181 76 7 19 97 | f = upperarm 8 8 57 13 1 13 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1502 46.5015 % Incorrectly Classified Instances 1728 53.4985 % Kappa statistic 0.3757 Mean absolute error 0.1583 Root mean squared error 0.3575 Relative absolute error 64.6361 % Root relative squared error 102.1645 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.196 0.106 0.237 0.196 0.215 0.748 chest 0.333 0.038 0.592 0.333 0.427 0.746 forearm 0.834 0.248 0.36 0.834 0.503 0.871 head 0.588 0.056 0.638 0.588 0.612 0.918 shin 0.451 0.041 0.641 0.451 0.529 0.855 thigh 0.028 0.021 0.181 0.028 0.049 0.67 upperarm 0.823 0.114 0.548 0.823 0.658 0.916 waist Weighted Avg. 0.465 0.089 0.456 0.465 0.427 0.818 === Confusion Matrix === a b c d e f g <-- classified as 91 15 264 22 42 7 23 | a = chest 25 154 137 18 2 3 123 | b = forearm 8 20 387 0 1 32 16 | c = head 96 5 20 273 62 7 1 | d = shin 101 4 60 27 202 5 49 | e = thigh 47 49 177 70 5 13 103 | f = upperarm 16 13 29 18 1 5 382 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1557 48.2043 % Incorrectly Classified Instances 1673 51.7957 % Kappa statistic 0.3955 Mean absolute error 0.1536 Root mean squared error 0.3507 Relative absolute error 62.7064 % Root relative squared error 100.2164 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.188 0.091 0.256 0.188 0.217 0.759 chest 0.364 0.031 0.664 0.364 0.47 0.776 forearm 0.897 0.26 0.367 0.897 0.521 0.895 head 0.662 0.057 0.66 0.662 0.661 0.925 shin 0.464 0.04 0.654 0.464 0.543 0.875 thigh 0.03 0.018 0.222 0.03 0.053 0.687 upperarm 0.767 0.108 0.543 0.767 0.636 0.918 waist Weighted Avg. 0.482 0.087 0.48 0.482 0.443 0.834 === Confusion Matrix === a b c d e f g <-- classified as 87 16 254 25 43 9 29 | a = chest 11 168 151 8 3 6 115 | b = forearm 3 11 417 1 1 21 11 | c = head 71 3 15 307 52 9 7 | d = shin 107 4 60 29 208 2 38 | e = thigh 40 40 177 84 9 14 100 | f = upperarm 21 11 61 11 2 2 356 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1485 45.9752 % Incorrectly Classified Instances 1745 54.0248 % Kappa statistic 0.3695 Mean absolute error 0.1586 Root mean squared error 0.3571 Relative absolute error 64.7825 % Root relative squared error 102.0619 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.218 0.107 0.255 0.218 0.235 0.746 chest 0.338 0.029 0.661 0.338 0.448 0.742 forearm 0.836 0.274 0.339 0.836 0.482 0.869 head 0.619 0.06 0.632 0.619 0.625 0.922 shin 0.405 0.037 0.641 0.405 0.497 0.86 thigh 0.022 0.026 0.123 0.022 0.037 0.663 upperarm 0.778 0.098 0.57 0.778 0.658 0.922 waist Weighted Avg. 0.46 0.09 0.459 0.46 0.426 0.818 === Confusion Matrix === a b c d e f g <-- classified as 101 7 257 28 40 6 24 | a = chest 22 156 149 8 5 6 115 | b = forearm 7 17 388 0 2 33 17 | c = head 91 2 19 287 46 16 3 | d = shin 125 3 69 30 182 3 37 | e = thigh 38 42 206 84 9 10 76 | f = upperarm 12 9 58 17 0 7 361 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1557 48.2043 % Incorrectly Classified Instances 1673 51.7957 % Kappa statistic 0.3955 Mean absolute error 0.1534 Root mean squared error 0.3506 Relative absolute error 62.6483 % Root relative squared error 100.2013 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.197 0.086 0.276 0.197 0.23 0.777 chest 0.374 0.036 0.631 0.374 0.47 0.765 forearm 0.869 0.256 0.363 0.869 0.512 0.891 head 0.649 0.056 0.659 0.649 0.654 0.924 shin 0.475 0.035 0.685 0.475 0.561 0.883 thigh 0.022 0.024 0.132 0.022 0.037 0.643 upperarm 0.789 0.111 0.545 0.789 0.644 0.922 waist Weighted Avg. 0.482 0.087 0.469 0.482 0.443 0.829 === Confusion Matrix === a b c d e f g <-- classified as 91 21 243 24 40 11 33 | a = chest 8 173 134 11 0 10 126 | b = forearm 4 17 403 0 0 24 16 | c = head 79 5 15 301 48 11 5 | d = shin 105 5 59 29 213 3 34 | e = thigh 34 41 206 73 9 10 92 | f = upperarm 9 12 50 19 1 7 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1521 47.0898 % Incorrectly Classified Instances 1709 52.9102 % Kappa statistic 0.3825 Mean absolute error 0.1557 Root mean squared error 0.3543 Relative absolute error 63.5851 % Root relative squared error 101.24 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.192 0.087 0.271 0.192 0.225 0.749 chest 0.331 0.024 0.695 0.331 0.449 0.726 forearm 0.849 0.272 0.344 0.849 0.49 0.874 head 0.619 0.05 0.677 0.619 0.646 0.924 shin 0.455 0.036 0.671 0.455 0.543 0.861 thigh 0.019 0.034 0.088 0.019 0.032 0.65 upperarm 0.83 0.116 0.545 0.83 0.658 0.921 waist Weighted Avg. 0.471 0.089 0.469 0.471 0.434 0.815 === Confusion Matrix === a b c d e f g <-- classified as 89 10 254 38 40 11 21 | a = chest 13 153 159 2 1 13 121 | b = forearm 4 8 394 1 0 42 15 | c = head 82 3 20 287 52 15 5 | d = shin 98 2 72 23 204 4 45 | e = thigh 37 39 198 61 7 9 114 | f = upperarm 6 5 48 12 0 8 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1533 47.4613 % Incorrectly Classified Instances 1697 52.5387 % Kappa statistic 0.3868 Mean absolute error 0.1544 Root mean squared error 0.3534 Relative absolute error 63.0288 % Root relative squared error 100.9816 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.21 0.088 0.284 0.21 0.241 0.754 chest 0.351 0.035 0.628 0.351 0.45 0.746 forearm 0.845 0.262 0.351 0.845 0.496 0.88 head 0.66 0.051 0.687 0.66 0.673 0.931 shin 0.431 0.04 0.635 0.431 0.513 0.863 thigh 0.032 0.025 0.179 0.032 0.055 0.669 upperarm 0.791 0.113 0.541 0.791 0.642 0.925 waist Weighted Avg. 0.475 0.088 0.471 0.475 0.438 0.824 === Confusion Matrix === a b c d e f g <-- classified as 97 11 247 30 46 8 24 | a = chest 8 162 148 5 4 6 129 | b = forearm 2 11 392 0 5 35 19 | c = head 70 7 21 307 47 9 4 | d = shin 120 5 57 28 193 5 40 | e = thigh 32 55 190 67 9 15 96 | f = upperarm 12 7 62 10 0 6 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1544 47.8019 % Incorrectly Classified Instances 1686 52.1981 % Kappa statistic 0.3908 Mean absolute error 0.1549 Root mean squared error 0.3524 Relative absolute error 63.2452 % Root relative squared error 100.6948 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.094 0.267 0.205 0.232 0.755 chest 0.316 0.026 0.67 0.316 0.429 0.753 forearm 0.871 0.258 0.362 0.871 0.511 0.886 head 0.656 0.059 0.653 0.656 0.655 0.925 shin 0.464 0.035 0.682 0.464 0.552 0.86 thigh 0.017 0.025 0.104 0.017 0.03 0.641 upperarm 0.815 0.113 0.548 0.815 0.655 0.922 waist Weighted Avg. 0.478 0.087 0.468 0.478 0.437 0.82 === Confusion Matrix === a b c d e f g <-- classified as 95 7 250 27 41 15 28 | a = chest 16 146 136 11 5 11 137 | b = forearm 5 9 404 1 2 26 17 | c = head 78 4 15 305 46 12 5 | d = shin 110 1 60 30 208 1 38 | e = thigh 40 41 205 80 3 8 87 | f = upperarm 12 10 47 13 0 4 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1503 46.5325 % Incorrectly Classified Instances 1727 53.4675 % Kappa statistic 0.376 Mean absolute error 0.1571 Root mean squared error 0.3549 Relative absolute error 64.1427 % Root relative squared error 101.4206 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.171 0.101 0.22 0.171 0.192 0.745 chest 0.353 0.037 0.615 0.353 0.448 0.753 forearm 0.871 0.249 0.37 0.871 0.519 0.897 head 0.613 0.06 0.633 0.613 0.623 0.915 shin 0.446 0.038 0.654 0.446 0.531 0.872 thigh 0.026 0.027 0.138 0.026 0.044 0.661 upperarm 0.776 0.112 0.537 0.776 0.634 0.912 waist Weighted Avg. 0.465 0.089 0.451 0.465 0.427 0.822 === Confusion Matrix === a b c d e f g <-- classified as 79 15 262 30 42 12 23 | a = chest 14 163 129 14 2 10 130 | b = forearm 6 12 404 0 1 25 16 | c = head 86 7 14 285 54 14 5 | d = shin 114 4 54 29 200 7 40 | e = thigh 38 51 182 77 7 12 97 | f = upperarm 22 13 47 15 0 7 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1513 46.8421 % Incorrectly Classified Instances 1717 53.1579 % Kappa statistic 0.3796 Mean absolute error 0.1568 Root mean squared error 0.3536 Relative absolute error 64.0311 % Root relative squared error 101.0594 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.104 0.265 0.225 0.243 0.757 chest 0.342 0.03 0.653 0.342 0.449 0.736 forearm 0.847 0.246 0.366 0.847 0.511 0.885 head 0.63 0.059 0.643 0.63 0.636 0.917 shin 0.406 0.04 0.619 0.406 0.491 0.841 thigh 0.03 0.028 0.154 0.03 0.05 0.664 upperarm 0.795 0.113 0.542 0.795 0.645 0.912 waist Weighted Avg. 0.468 0.089 0.462 0.468 0.432 0.816 === Confusion Matrix === a b c d e f g <-- classified as 104 14 232 31 43 11 28 | a = chest 15 158 140 8 5 9 127 | b = forearm 5 9 393 0 1 42 14 | c = head 90 3 13 293 54 6 6 | d = shin 131 5 63 27 182 5 35 | e = thigh 28 41 193 78 8 14 102 | f = upperarm 20 12 39 19 1 4 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1502 46.5015 % Incorrectly Classified Instances 1728 53.4985 % Kappa statistic 0.3756 Mean absolute error 0.1578 Root mean squared error 0.357 Relative absolute error 64.4294 % Root relative squared error 102.0176 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.181 0.096 0.24 0.181 0.206 0.744 chest 0.31 0.031 0.622 0.31 0.414 0.724 forearm 0.865 0.262 0.357 0.865 0.505 0.88 head 0.638 0.052 0.674 0.638 0.656 0.927 shin 0.464 0.033 0.691 0.464 0.555 0.877 thigh 0.034 0.029 0.168 0.034 0.057 0.647 upperarm 0.761 0.121 0.512 0.761 0.612 0.899 waist Weighted Avg. 0.465 0.09 0.465 0.465 0.429 0.814 === Confusion Matrix === a b c d e f g <-- classified as 84 14 252 29 39 9 37 | a = chest 16 143 154 3 4 11 130 | b = forearm 7 8 402 4 1 32 11 | c = head 88 4 15 296 42 11 8 | d = shin 104 1 57 28 208 6 44 | e = thigh 37 48 188 63 6 16 106 | f = upperarm 14 12 58 16 1 10 353 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1521 47.0898 % Incorrectly Classified Instances 1709 52.9102 % Kappa statistic 0.3825 Mean absolute error 0.1569 Root mean squared error 0.3541 Relative absolute error 64.051 % Root relative squared error 101.2032 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.099 0.259 0.207 0.23 0.748 chest 0.308 0.029 0.637 0.308 0.415 0.74 forearm 0.856 0.258 0.357 0.856 0.504 0.885 head 0.651 0.063 0.634 0.651 0.643 0.921 shin 0.435 0.035 0.666 0.435 0.526 0.866 thigh 0.032 0.025 0.181 0.032 0.055 0.662 upperarm 0.806 0.108 0.556 0.806 0.658 0.925 waist Weighted Avg. 0.471 0.089 0.469 0.471 0.432 0.821 === Confusion Matrix === a b c d e f g <-- classified as 96 17 243 35 35 15 23 | a = chest 22 142 149 8 3 15 122 | b = forearm 5 11 397 2 2 25 22 | c = head 86 4 12 302 51 7 2 | d = shin 102 7 63 38 195 3 40 | e = thigh 45 34 196 80 5 15 90 | f = upperarm 14 8 52 11 2 3 374 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1553 48.0805 % Incorrectly Classified Instances 1677 51.9195 % Kappa statistic 0.3941 Mean absolute error 0.1539 Root mean squared error 0.3511 Relative absolute error 62.8442 % Root relative squared error 100.3259 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.22 0.094 0.281 0.22 0.247 0.743 chest 0.332 0.033 0.627 0.332 0.434 0.754 forearm 0.873 0.25 0.37 0.873 0.519 0.89 head 0.677 0.06 0.654 0.677 0.665 0.93 shin 0.458 0.038 0.659 0.458 0.54 0.868 thigh 0.015 0.024 0.096 0.015 0.026 0.668 upperarm 0.791 0.107 0.554 0.791 0.651 0.921 waist Weighted Avg. 0.481 0.087 0.462 0.481 0.44 0.825 === Confusion Matrix === a b c d e f g <-- classified as 102 12 238 37 39 6 30 | a = chest 20 153 151 7 4 6 120 | b = forearm 4 11 405 1 0 28 15 | c = head 63 6 13 314 53 13 2 | d = shin 109 4 57 30 205 5 38 | e = thigh 50 53 181 73 10 7 91 | f = upperarm 15 5 51 18 0 8 367 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1524 47.1827 % Incorrectly Classified Instances 1706 52.8173 % Kappa statistic 0.3836 Mean absolute error 0.1562 Root mean squared error 0.3546 Relative absolute error 63.7834 % Root relative squared error 101.3284 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.216 0.088 0.292 0.216 0.248 0.767 chest 0.299 0.033 0.603 0.299 0.399 0.739 forearm 0.879 0.253 0.369 0.879 0.519 0.893 head 0.655 0.064 0.633 0.655 0.644 0.915 shin 0.44 0.034 0.677 0.44 0.533 0.86 thigh 0.015 0.025 0.091 0.015 0.026 0.651 upperarm 0.797 0.12 0.526 0.797 0.634 0.913 waist Weighted Avg. 0.472 0.088 0.455 0.472 0.429 0.819 === Confusion Matrix === a b c d e f g <-- classified as 100 9 242 40 37 6 30 | a = chest 17 138 149 12 4 13 129 | b = forearm 3 6 408 0 1 28 18 | c = head 67 4 19 304 43 17 10 | d = shin 101 4 62 35 197 1 48 | e = thigh 37 59 179 75 9 7 98 | f = upperarm 18 9 48 14 0 5 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1552 48.0495 % Incorrectly Classified Instances 1678 51.9505 % Kappa statistic 0.3937 Mean absolute error 0.154 Root mean squared error 0.3513 Relative absolute error 62.8889 % Root relative squared error 100.3907 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.231 0.085 0.314 0.231 0.266 0.766 chest 0.348 0.035 0.622 0.348 0.447 0.724 forearm 0.862 0.257 0.36 0.862 0.508 0.882 head 0.675 0.064 0.64 0.675 0.657 0.915 shin 0.444 0.04 0.644 0.444 0.526 0.863 thigh 0.03 0.026 0.165 0.03 0.051 0.658 upperarm 0.772 0.1 0.564 0.772 0.652 0.92 waist Weighted Avg. 0.48 0.087 0.472 0.48 0.443 0.818 === Confusion Matrix === a b c d e f g <-- classified as 107 12 227 31 49 8 30 | a = chest 15 161 157 5 4 9 111 | b = forearm 3 13 400 1 1 32 14 | c = head 65 3 19 313 52 7 5 | d = shin 103 7 62 39 199 6 32 | e = thigh 34 53 187 88 3 14 85 | f = upperarm 14 10 60 12 1 9 358 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1506 46.6254 % Incorrectly Classified Instances 1724 53.3746 % Kappa statistic 0.3771 Mean absolute error 0.1575 Root mean squared error 0.357 Relative absolute error 64.2956 % Root relative squared error 102.032 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.092 0.271 0.205 0.233 0.751 chest 0.297 0.031 0.617 0.297 0.401 0.724 forearm 0.877 0.266 0.356 0.877 0.507 0.889 head 0.631 0.046 0.698 0.631 0.663 0.926 shin 0.433 0.032 0.686 0.433 0.531 0.86 thigh 0.024 0.028 0.125 0.024 0.04 0.649 upperarm 0.795 0.129 0.509 0.795 0.621 0.91 waist Weighted Avg. 0.466 0.089 0.465 0.466 0.427 0.815 === Confusion Matrix === a b c d e f g <-- classified as 95 8 260 30 30 13 28 | a = chest 11 137 143 7 3 14 147 | b = forearm 4 9 407 1 1 24 18 | c = head 85 5 13 293 50 15 3 | d = shin 104 2 75 25 194 4 44 | e = thigh 38 48 191 55 5 11 116 | f = upperarm 13 13 53 9 0 7 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1519 47.0279 % Incorrectly Classified Instances 1711 52.9721 % Kappa statistic 0.3818 Mean absolute error 0.1568 Root mean squared error 0.3548 Relative absolute error 64.0313 % Root relative squared error 101.3884 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.175 0.096 0.234 0.175 0.2 0.732 chest 0.348 0.028 0.676 0.348 0.46 0.741 forearm 0.832 0.261 0.349 0.832 0.491 0.876 head 0.644 0.057 0.654 0.644 0.649 0.919 shin 0.446 0.032 0.69 0.446 0.542 0.877 thigh 0.028 0.031 0.13 0.028 0.046 0.648 upperarm 0.817 0.113 0.548 0.817 0.656 0.92 waist Weighted Avg. 0.47 0.089 0.467 0.47 0.434 0.816 === Confusion Matrix === a b c d e f g <-- classified as 81 12 266 40 24 14 26 | a = chest 24 161 146 5 3 11 112 | b = forearm 9 12 386 0 2 38 17 | c = head 67 4 22 299 53 13 6 | d = shin 107 2 50 33 200 6 50 | e = thigh 46 39 192 65 8 13 102 | f = upperarm 12 8 45 15 0 5 379 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1510 46.7492 % Incorrectly Classified Instances 1720 53.2508 % Kappa statistic 0.3786 Mean absolute error 0.1565 Root mean squared error 0.3541 Relative absolute error 63.9233 % Root relative squared error 101.2 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.181 0.106 0.222 0.181 0.2 0.753 chest 0.335 0.032 0.638 0.335 0.44 0.76 forearm 0.828 0.257 0.35 0.828 0.492 0.875 head 0.629 0.054 0.662 0.629 0.645 0.927 shin 0.482 0.041 0.655 0.482 0.555 0.871 thigh 0.019 0.026 0.113 0.019 0.033 0.66 upperarm 0.797 0.106 0.559 0.797 0.657 0.925 waist Weighted Avg. 0.467 0.089 0.456 0.467 0.431 0.824 === Confusion Matrix === a b c d e f g <-- classified as 84 15 260 24 42 8 30 | a = chest 20 155 141 11 2 10 123 | b = forearm 11 14 384 2 4 33 16 | c = head 92 4 8 292 55 9 4 | d = shin 107 6 56 26 216 5 32 | e = thigh 45 42 202 69 11 9 87 | f = upperarm 19 7 45 17 0 6 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1529 47.3375 % Incorrectly Classified Instances 1701 52.6625 % Kappa statistic 0.3854 Mean absolute error 0.1556 Root mean squared error 0.3545 Relative absolute error 63.5252 % Root relative squared error 101.3168 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.197 0.096 0.256 0.197 0.222 0.742 chest 0.332 0.031 0.638 0.332 0.437 0.746 forearm 0.86 0.258 0.359 0.86 0.506 0.885 head 0.677 0.065 0.636 0.677 0.656 0.929 shin 0.44 0.033 0.684 0.44 0.535 0.873 thigh 0.03 0.024 0.175 0.03 0.051 0.665 upperarm 0.776 0.108 0.546 0.776 0.641 0.921 waist Weighted Avg. 0.473 0.088 0.469 0.473 0.435 0.823 === Confusion Matrix === a b c d e f g <-- classified as 91 17 244 42 36 10 23 | a = chest 23 153 145 7 4 10 119 | b = forearm 4 10 399 0 1 29 21 | c = head 83 6 9 315 42 7 3 | d = shin 115 1 57 37 197 3 38 | e = thigh 30 44 199 76 7 14 95 | f = upperarm 10 9 59 18 1 7 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1531 47.3994 % Incorrectly Classified Instances 1699 52.6006 % Kappa statistic 0.3861 Mean absolute error 0.1548 Root mean squared error 0.3528 Relative absolute error 63.2052 % Root relative squared error 100.8166 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.227 0.091 0.293 0.227 0.256 0.763 chest 0.364 0.031 0.661 0.364 0.47 0.752 forearm 0.841 0.249 0.361 0.841 0.506 0.887 head 0.66 0.064 0.636 0.66 0.648 0.926 shin 0.449 0.037 0.663 0.449 0.535 0.867 thigh 0.019 0.03 0.098 0.019 0.032 0.65 upperarm 0.756 0.112 0.531 0.756 0.624 0.909 waist Weighted Avg. 0.474 0.088 0.462 0.474 0.438 0.822 === Confusion Matrix === a b c d e f g <-- classified as 105 13 229 25 48 12 31 | a = chest 11 168 124 6 4 6 142 | b = forearm 9 12 390 1 1 38 13 | c = head 70 4 20 307 43 17 4 | d = shin 115 1 63 32 201 3 33 | e = thigh 38 40 192 93 6 9 87 | f = upperarm 10 16 61 19 0 7 351 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1538 47.6161 % Incorrectly Classified Instances 1692 52.3839 % Kappa statistic 0.3887 Mean absolute error 0.1545 Root mean squared error 0.3521 Relative absolute error 63.1009 % Root relative squared error 100.613 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.181 0.09 0.253 0.181 0.211 0.737 chest 0.341 0.041 0.579 0.341 0.429 0.748 forearm 0.862 0.243 0.373 0.862 0.521 0.889 head 0.673 0.056 0.667 0.673 0.67 0.926 shin 0.44 0.036 0.661 0.44 0.528 0.862 thigh 0.026 0.027 0.14 0.026 0.044 0.671 upperarm 0.808 0.119 0.533 0.808 0.643 0.922 waist Weighted Avg. 0.476 0.088 0.457 0.476 0.435 0.822 === Confusion Matrix === a b c d e f g <-- classified as 84 23 235 36 44 13 28 | a = chest 8 157 138 10 4 11 133 | b = forearm 3 13 400 2 1 27 18 | c = head 81 9 14 313 38 8 2 | d = shin 108 4 64 20 197 6 49 | e = thigh 41 56 173 73 12 12 98 | f = upperarm 7 9 47 15 2 9 375 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1540 47.678 % Incorrectly Classified Instances 1690 52.322 % Kappa statistic 0.3893 Mean absolute error 0.1542 Root mean squared error 0.3512 Relative absolute error 62.9842 % Root relative squared error 100.3765 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.188 0.104 0.231 0.188 0.207 0.75 chest 0.371 0.021 0.75 0.371 0.496 0.776 forearm 0.884 0.268 0.356 0.884 0.508 0.889 head 0.591 0.048 0.672 0.591 0.629 0.932 shin 0.467 0.04 0.653 0.467 0.544 0.877 thigh 0.028 0.023 0.167 0.028 0.048 0.662 upperarm 0.806 0.106 0.562 0.806 0.662 0.922 waist Weighted Avg. 0.477 0.088 0.484 0.477 0.442 0.83 === Confusion Matrix === a b c d e f g <-- classified as 87 8 265 24 43 11 25 | a = chest 14 171 136 8 2 7 123 | b = forearm 7 10 411 0 1 26 10 | c = head 93 2 18 275 60 11 6 | d = shin 130 3 54 22 209 3 27 | e = thigh 31 30 216 68 5 13 101 | f = upperarm 14 4 53 12 0 7 374 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1479 45.7895 % Incorrectly Classified Instances 1751 54.2105 % Kappa statistic 0.3673 Mean absolute error 0.1593 Root mean squared error 0.3572 Relative absolute error 65.0678 % Root relative squared error 102.0838 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.199 0.108 0.236 0.199 0.216 0.747 chest 0.327 0.035 0.606 0.327 0.425 0.726 forearm 0.858 0.27 0.347 0.858 0.494 0.875 head 0.586 0.048 0.672 0.586 0.626 0.929 shin 0.403 0.042 0.607 0.403 0.485 0.84 thigh 0.026 0.024 0.154 0.026 0.044 0.653 upperarm 0.804 0.105 0.562 0.804 0.661 0.921 waist Weighted Avg. 0.458 0.091 0.454 0.458 0.421 0.813 === Confusion Matrix === a b c d e f g <-- classified as 92 14 258 20 51 7 21 | a = chest 12 151 159 6 2 5 127 | b = forearm 2 12 398 2 0 34 16 | c = head 106 8 12 272 56 8 2 | d = shin 125 6 77 17 181 6 37 | e = thigh 39 44 202 72 7 12 88 | f = upperarm 14 14 40 16 1 6 373 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1529 47.3375 % Incorrectly Classified Instances 1701 52.6625 % Kappa statistic 0.3854 Mean absolute error 0.1557 Root mean squared error 0.3519 Relative absolute error 63.5631 % Root relative squared error 100.5561 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.229 0.099 0.279 0.229 0.251 0.756 chest 0.335 0.037 0.603 0.335 0.431 0.753 forearm 0.843 0.242 0.369 0.843 0.513 0.883 head 0.658 0.054 0.673 0.658 0.665 0.937 shin 0.431 0.043 0.615 0.431 0.507 0.863 thigh 0.022 0.028 0.114 0.022 0.036 0.643 upperarm 0.793 0.112 0.544 0.793 0.645 0.92 waist Weighted Avg. 0.473 0.088 0.456 0.473 0.435 0.822 === Confusion Matrix === a b c d e f g <-- classified as 106 16 220 27 46 15 33 | a = chest 12 155 144 12 4 12 123 | b = forearm 5 15 391 2 3 38 10 | c = head 76 0 12 306 59 8 4 | d = shin 119 5 62 26 193 0 43 | e = thigh 43 55 188 64 8 10 96 | f = upperarm 19 11 42 18 1 5 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1523 47.1517 % Incorrectly Classified Instances 1707 52.8483 % Kappa statistic 0.3832 Mean absolute error 0.1562 Root mean squared error 0.3543 Relative absolute error 63.7861 % Root relative squared error 101.2486 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.181 0.103 0.228 0.181 0.202 0.746 chest 0.333 0.027 0.675 0.333 0.446 0.733 forearm 0.858 0.258 0.358 0.858 0.505 0.887 head 0.634 0.06 0.639 0.634 0.636 0.924 shin 0.467 0.035 0.685 0.467 0.555 0.881 thigh 0.03 0.021 0.194 0.03 0.052 0.69 upperarm 0.795 0.114 0.54 0.795 0.643 0.915 waist Weighted Avg. 0.472 0.088 0.473 0.472 0.434 0.825 === Confusion Matrix === a b c d e f g <-- classified as 84 12 268 34 28 6 31 | a = chest 20 154 148 7 2 5 126 | b = forearm 6 13 398 1 2 25 19 | c = head 83 1 10 295 57 14 5 | d = shin 120 3 58 23 209 3 32 | e = thigh 40 34 187 82 6 14 101 | f = upperarm 15 11 43 20 1 5 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1523 47.1517 % Incorrectly Classified Instances 1707 52.8483 % Kappa statistic 0.3832 Mean absolute error 0.1557 Root mean squared error 0.354 Relative absolute error 63.5865 % Root relative squared error 101.1546 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.197 0.092 0.264 0.197 0.225 0.743 chest 0.346 0.038 0.606 0.346 0.441 0.745 forearm 0.875 0.255 0.365 0.875 0.516 0.894 head 0.628 0.063 0.627 0.628 0.627 0.909 shin 0.451 0.04 0.647 0.451 0.532 0.854 thigh 0.022 0.023 0.133 0.022 0.037 0.671 upperarm 0.78 0.107 0.551 0.78 0.646 0.914 waist Weighted Avg. 0.472 0.088 0.455 0.472 0.432 0.818 === Confusion Matrix === a b c d e f g <-- classified as 91 12 243 42 45 9 21 | a = chest 17 160 143 5 6 5 126 | b = forearm 2 9 406 2 0 25 20 | c = head 74 9 29 292 46 13 2 | d = shin 108 6 61 31 202 2 38 | e = thigh 40 57 179 78 12 10 88 | f = upperarm 13 11 50 16 1 11 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1498 46.3777 % Incorrectly Classified Instances 1732 53.6223 % Kappa statistic 0.3742 Mean absolute error 0.1583 Root mean squared error 0.356 Relative absolute error 64.6467 % Root relative squared error 101.7469 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.201 0.104 0.245 0.201 0.221 0.752 chest 0.314 0.032 0.62 0.314 0.417 0.737 forearm 0.849 0.248 0.364 0.849 0.51 0.884 head 0.641 0.059 0.645 0.641 0.643 0.921 shin 0.433 0.036 0.662 0.433 0.524 0.866 thigh 0.024 0.028 0.124 0.024 0.04 0.66 upperarm 0.782 0.119 0.525 0.782 0.629 0.915 waist Weighted Avg. 0.464 0.09 0.454 0.464 0.426 0.819 === Confusion Matrix === a b c d e f g <-- classified as 93 19 250 24 38 9 30 | a = chest 22 145 128 9 3 11 144 | b = forearm 6 12 394 1 2 30 19 | c = head 83 5 16 298 48 11 4 | d = shin 123 0 58 27 194 7 39 | e = thigh 41 42 184 86 8 11 92 | f = upperarm 12 11 51 17 0 10 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1530 47.3684 % Incorrectly Classified Instances 1700 52.6316 % Kappa statistic 0.3857 Mean absolute error 0.155 Root mean squared error 0.3523 Relative absolute error 63.2849 % Root relative squared error 100.6891 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.183 0.09 0.254 0.183 0.213 0.755 chest 0.367 0.037 0.624 0.367 0.462 0.759 forearm 0.856 0.273 0.345 0.856 0.492 0.88 head 0.67 0.051 0.688 0.67 0.679 0.928 shin 0.386 0.034 0.646 0.386 0.483 0.86 thigh 0.015 0.027 0.084 0.015 0.026 0.635 upperarm 0.834 0.102 0.578 0.834 0.683 0.934 waist Weighted Avg. 0.474 0.088 0.459 0.474 0.434 0.822 === Confusion Matrix === a b c d e f g <-- classified as 85 15 259 26 47 11 21 | a = chest 16 169 155 7 4 9 101 | b = forearm 1 16 398 0 0 36 14 | c = head 74 10 15 311 39 9 6 | d = shin 122 8 67 31 173 6 41 | e = thigh 26 44 214 70 4 7 99 | f = upperarm 10 9 45 7 1 5 387 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1554 48.1115 % Incorrectly Classified Instances 1676 51.8885 % Kappa statistic 0.3945 Mean absolute error 0.1539 Root mean squared error 0.3525 Relative absolute error 62.8491 % Root relative squared error 100.7382 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.185 0.084 0.27 0.185 0.22 0.747 chest 0.375 0.03 0.673 0.375 0.482 0.757 forearm 0.864 0.261 0.357 0.864 0.505 0.88 head 0.64 0.055 0.66 0.64 0.65 0.923 shin 0.498 0.035 0.697 0.498 0.581 0.881 thigh 0.032 0.028 0.163 0.032 0.054 0.662 upperarm 0.774 0.112 0.537 0.774 0.634 0.914 waist Weighted Avg. 0.481 0.087 0.478 0.481 0.446 0.823 === Confusion Matrix === a b c d e f g <-- classified as 86 13 247 41 34 13 30 | a = chest 13 173 144 6 4 7 114 | b = forearm 6 8 401 2 4 27 16 | c = head 72 5 23 297 48 12 7 | d = shin 101 1 61 18 223 9 35 | e = thigh 28 47 187 74 7 15 107 | f = upperarm 13 10 61 12 0 9 359 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1510 46.7492 % Incorrectly Classified Instances 1720 53.2508 % Kappa statistic 0.3786 Mean absolute error 0.1567 Root mean squared error 0.3549 Relative absolute error 63.9748 % Root relative squared error 101.4245 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.213 0.094 0.275 0.213 0.24 0.749 chest 0.33 0.031 0.636 0.33 0.434 0.742 forearm 0.862 0.262 0.356 0.862 0.503 0.88 head 0.601 0.057 0.64 0.601 0.62 0.925 shin 0.464 0.045 0.625 0.464 0.533 0.86 thigh 0.017 0.027 0.098 0.017 0.029 0.671 upperarm 0.784 0.105 0.556 0.784 0.651 0.912 waist Weighted Avg. 0.467 0.089 0.454 0.467 0.429 0.82 === Confusion Matrix === a b c d e f g <-- classified as 99 13 243 32 44 5 28 | a = chest 16 152 152 8 3 10 120 | b = forearm 5 8 400 1 0 39 11 | c = head 82 7 12 279 68 13 3 | d = shin 99 3 58 35 208 2 43 | e = thigh 47 48 205 62 9 8 86 | f = upperarm 12 8 55 19 1 5 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1499 46.4087 % Incorrectly Classified Instances 1731 53.5913 % Kappa statistic 0.3746 Mean absolute error 0.1578 Root mean squared error 0.3569 Relative absolute error 64.4475 % Root relative squared error 101.9914 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.103 0.253 0.207 0.228 0.746 chest 0.315 0.026 0.668 0.315 0.428 0.714 forearm 0.843 0.265 0.348 0.843 0.492 0.875 head 0.657 0.056 0.664 0.657 0.661 0.922 shin 0.434 0.032 0.684 0.434 0.531 0.862 thigh 0.022 0.026 0.123 0.022 0.037 0.637 upperarm 0.769 0.118 0.523 0.769 0.622 0.917 waist Weighted Avg. 0.464 0.09 0.465 0.464 0.428 0.81 === Confusion Matrix === a b c d e f g <-- classified as 96 9 245 34 41 10 28 | a = chest 14 145 139 4 1 8 150 | b = forearm 13 12 391 0 0 28 20 | c = head 90 3 9 305 42 10 5 | d = shin 108 0 67 30 195 9 40 | e = thigh 49 41 204 72 6 10 83 | f = upperarm 10 7 70 14 0 6 357 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1540 47.678 % Incorrectly Classified Instances 1690 52.322 % Kappa statistic 0.3894 Mean absolute error 0.155 Root mean squared error 0.353 Relative absolute error 63.2853 % Root relative squared error 100.8853 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.192 0.091 0.262 0.192 0.222 0.755 chest 0.318 0.034 0.61 0.318 0.418 0.755 forearm 0.873 0.269 0.353 0.873 0.502 0.885 head 0.675 0.049 0.699 0.675 0.686 0.929 shin 0.442 0.033 0.683 0.442 0.537 0.866 thigh 0.026 0.027 0.136 0.026 0.043 0.632 upperarm 0.81 0.108 0.557 0.81 0.66 0.925 waist Weighted Avg. 0.477 0.088 0.47 0.477 0.438 0.821 === Confusion Matrix === a b c d e f g <-- classified as 89 23 246 26 38 18 23 | a = chest 21 147 140 8 3 15 128 | b = forearm 7 9 405 0 2 28 13 | c = head 75 7 14 313 43 8 4 | d = shin 112 8 62 28 198 3 37 | e = thigh 26 38 225 65 5 12 94 | f = upperarm 10 9 56 8 1 4 376 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1516 46.935 % Incorrectly Classified Instances 1714 53.065 % Kappa statistic 0.3807 Mean absolute error 0.1571 Root mean squared error 0.3559 Relative absolute error 64.1673 % Root relative squared error 101.7002 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.177 0.093 0.241 0.177 0.204 0.759 chest 0.333 0.031 0.639 0.333 0.438 0.733 forearm 0.858 0.255 0.361 0.858 0.508 0.885 head 0.623 0.063 0.624 0.623 0.624 0.92 shin 0.433 0.038 0.647 0.433 0.519 0.86 thigh 0.045 0.022 0.259 0.045 0.077 0.664 upperarm 0.815 0.117 0.539 0.815 0.649 0.914 waist Weighted Avg. 0.469 0.089 0.472 0.469 0.431 0.819 === Confusion Matrix === a b c d e f g <-- classified as 82 11 264 26 50 3 27 | a = chest 7 154 150 10 5 10 126 | b = forearm 2 17 398 0 1 30 16 | c = head 100 2 9 289 43 12 9 | d = shin 102 5 70 37 194 1 39 | e = thigh 31 43 173 85 6 21 106 | f = upperarm 16 9 40 16 1 4 378 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1535 47.5232 % Incorrectly Classified Instances 1695 52.4768 % Kappa statistic 0.3876 Mean absolute error 0.1553 Root mean squared error 0.3526 Relative absolute error 63.4295 % Root relative squared error 100.7574 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.218 0.096 0.276 0.218 0.244 0.758 chest 0.34 0.026 0.689 0.34 0.455 0.751 forearm 0.845 0.248 0.364 0.845 0.508 0.884 head 0.665 0.061 0.646 0.665 0.655 0.928 shin 0.426 0.04 0.632 0.426 0.509 0.849 thigh 0.032 0.03 0.153 0.032 0.053 0.657 upperarm 0.797 0.112 0.544 0.797 0.647 0.919 waist Weighted Avg. 0.475 0.088 0.471 0.475 0.439 0.821 === Confusion Matrix === a b c d e f g <-- classified as 101 11 231 31 44 12 33 | a = chest 17 157 140 5 5 16 122 | b = forearm 4 10 392 2 3 33 20 | c = head 72 3 16 309 52 10 3 | d = shin 117 4 61 32 191 4 39 | e = thigh 42 36 187 84 7 15 93 | f = upperarm 13 7 51 15 0 8 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1508 46.6873 % Incorrectly Classified Instances 1722 53.3127 % Kappa statistic 0.3778 Mean absolute error 0.1559 Root mean squared error 0.3548 Relative absolute error 63.6591 % Root relative squared error 101.4048 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.224 0.09 0.294 0.224 0.254 0.77 chest 0.338 0.029 0.658 0.338 0.446 0.738 forearm 0.858 0.261 0.355 0.858 0.503 0.884 head 0.625 0.052 0.668 0.625 0.646 0.916 shin 0.426 0.038 0.641 0.426 0.512 0.869 thigh 0.022 0.031 0.103 0.022 0.036 0.649 upperarm 0.774 0.12 0.52 0.774 0.622 0.914 waist Weighted Avg. 0.467 0.089 0.462 0.467 0.431 0.82 === Confusion Matrix === a b c d e f g <-- classified as 104 8 248 21 42 15 26 | a = chest 16 156 141 6 1 8 134 | b = forearm 9 7 398 2 0 36 12 | c = head 73 6 17 290 61 14 3 | d = shin 102 3 63 35 191 2 52 | e = thigh 38 48 198 64 2 10 104 | f = upperarm 12 9 55 16 1 12 359 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1504 46.5635 % Incorrectly Classified Instances 1726 53.4365 % Kappa statistic 0.3764 Mean absolute error 0.1573 Root mean squared error 0.3547 Relative absolute error 64.2521 % Root relative squared error 101.3528 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.166 0.088 0.24 0.166 0.196 0.746 chest 0.342 0.036 0.612 0.342 0.439 0.732 forearm 0.866 0.265 0.354 0.866 0.503 0.882 head 0.629 0.054 0.661 0.629 0.645 0.917 shin 0.462 0.036 0.672 0.462 0.548 0.871 thigh 0.026 0.025 0.148 0.026 0.044 0.66 upperarm 0.767 0.119 0.52 0.767 0.62 0.91 waist Weighted Avg. 0.466 0.089 0.457 0.466 0.427 0.817 === Confusion Matrix === a b c d e f g <-- classified as 77 17 262 29 41 13 25 | a = chest 12 158 146 11 3 8 124 | b = forearm 4 11 402 0 0 27 20 | c = head 80 5 15 292 47 14 11 | d = shin 97 4 69 23 207 2 46 | e = thigh 34 52 188 65 10 12 103 | f = upperarm 17 11 53 22 0 5 356 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1552 48.0495 % Incorrectly Classified Instances 1678 51.9505 % Kappa statistic 0.3937 Mean absolute error 0.1547 Root mean squared error 0.3531 Relative absolute error 63.1789 % Root relative squared error 100.8991 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.203 0.095 0.263 0.203 0.229 0.74 chest 0.316 0.028 0.655 0.316 0.426 0.746 forearm 0.849 0.268 0.347 0.849 0.493 0.875 head 0.698 0.051 0.698 0.698 0.698 0.943 shin 0.471 0.037 0.674 0.471 0.555 0.873 thigh 0.028 0.023 0.167 0.028 0.048 0.647 upperarm 0.797 0.104 0.562 0.797 0.66 0.922 waist Weighted Avg. 0.48 0.087 0.48 0.48 0.443 0.821 === Confusion Matrix === a b c d e f g <-- classified as 94 7 261 36 41 8 17 | a = chest 19 146 152 8 5 4 128 | b = forearm 3 15 394 1 2 32 17 | c = head 70 3 12 324 45 8 2 | d = shin 113 3 57 20 211 5 39 | e = thigh 46 44 202 67 7 13 85 | f = upperarm 13 5 58 8 2 8 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1535 47.5232 % Incorrectly Classified Instances 1695 52.4768 % Kappa statistic 0.3875 Mean absolute error 0.1551 Root mean squared error 0.3528 Relative absolute error 63.3402 % Root relative squared error 100.8357 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.21 0.094 0.271 0.21 0.236 0.75 chest 0.314 0.032 0.622 0.314 0.417 0.724 forearm 0.849 0.261 0.354 0.849 0.499 0.878 head 0.668 0.061 0.647 0.668 0.657 0.925 shin 0.469 0.036 0.675 0.469 0.553 0.868 thigh 0.024 0.026 0.131 0.024 0.04 0.663 upperarm 0.791 0.102 0.566 0.791 0.66 0.924 waist Weighted Avg. 0.475 0.088 0.466 0.475 0.437 0.819 === Confusion Matrix === a b c d e f g <-- classified as 97 10 240 37 44 8 27 | a = chest 21 145 155 6 2 7 126 | b = forearm 5 14 395 2 2 34 13 | c = head 78 4 15 310 42 12 3 | d = shin 106 2 63 28 210 6 33 | e = thigh 38 46 204 76 10 11 79 | f = upperarm 13 12 45 20 1 6 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1507 46.6563 % Incorrectly Classified Instances 1723 53.3437 % Kappa statistic 0.3775 Mean absolute error 0.1574 Root mean squared error 0.3551 Relative absolute error 64.2711 % Root relative squared error 101.4899 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.19 0.091 0.26 0.19 0.219 0.757 chest 0.361 0.033 0.647 0.361 0.464 0.749 forearm 0.886 0.253 0.37 0.886 0.522 0.894 head 0.601 0.057 0.638 0.601 0.619 0.925 shin 0.449 0.045 0.618 0.449 0.52 0.86 thigh 0.017 0.026 0.099 0.017 0.029 0.657 upperarm 0.761 0.118 0.519 0.761 0.617 0.905 waist Weighted Avg. 0.467 0.089 0.449 0.467 0.427 0.821 === Confusion Matrix === a b c d e f g <-- classified as 88 15 246 22 44 15 33 | a = chest 10 167 136 6 1 7 135 | b = forearm 3 6 411 1 1 27 15 | c = head 82 3 15 279 72 9 4 | d = shin 112 8 44 38 201 3 42 | e = thigh 32 41 201 79 6 8 98 | f = upperarm 12 18 57 12 0 12 353 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1541 47.709 % Incorrectly Classified Instances 1689 52.291 % Kappa statistic 0.3897 Mean absolute error 0.1549 Root mean squared error 0.3533 Relative absolute error 63.258 % Root relative squared error 100.9695 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.199 0.099 0.251 0.199 0.222 0.738 chest 0.36 0.028 0.68 0.36 0.471 0.762 forearm 0.853 0.262 0.353 0.853 0.5 0.883 head 0.642 0.055 0.661 0.642 0.651 0.924 shin 0.443 0.027 0.726 0.443 0.55 0.879 thigh 0.026 0.028 0.133 0.026 0.043 0.645 upperarm 0.815 0.111 0.553 0.815 0.659 0.925 waist Weighted Avg. 0.477 0.088 0.478 0.477 0.442 0.822 === Confusion Matrix === a b c d e f g <-- classified as 92 15 256 42 28 7 23 | a = chest 20 166 132 5 2 15 121 | b = forearm 10 9 396 0 1 32 16 | c = head 87 3 16 298 39 16 5 | d = shin 106 4 69 27 199 4 40 | e = thigh 34 43 202 68 5 12 101 | f = upperarm 17 4 50 11 0 4 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1511 46.7802 % Incorrectly Classified Instances 1719 53.2198 % Kappa statistic 0.3789 Mean absolute error 0.1578 Root mean squared error 0.3564 Relative absolute error 64.4258 % Root relative squared error 101.8392 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.192 0.104 0.236 0.192 0.212 0.737 chest 0.336 0.032 0.638 0.336 0.44 0.74 forearm 0.862 0.256 0.361 0.862 0.509 0.878 head 0.643 0.058 0.65 0.643 0.646 0.915 shin 0.408 0.036 0.647 0.408 0.501 0.85 thigh 0.026 0.025 0.146 0.026 0.044 0.662 upperarm 0.804 0.11 0.552 0.804 0.654 0.923 waist Weighted Avg. 0.468 0.089 0.46 0.468 0.429 0.815 === Confusion Matrix === a b c d e f g <-- classified as 89 13 254 32 42 10 23 | a = chest 14 155 141 4 2 10 135 | b = forearm 8 9 400 1 1 32 13 | c = head 82 9 17 299 43 11 4 | d = shin 129 3 70 29 183 4 30 | e = thigh 42 47 172 83 11 12 98 | f = upperarm 13 7 55 12 1 3 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1501 46.4706 % Incorrectly Classified Instances 1729 53.5294 % Kappa statistic 0.3753 Mean absolute error 0.1571 Root mean squared error 0.356 Relative absolute error 64.1627 % Root relative squared error 101.7229 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.22 0.111 0.249 0.22 0.234 0.75 chest 0.321 0.036 0.597 0.321 0.417 0.738 forearm 0.847 0.258 0.355 0.847 0.501 0.884 head 0.639 0.061 0.639 0.639 0.639 0.92 shin 0.413 0.031 0.68 0.413 0.514 0.866 thigh 0.032 0.02 0.211 0.032 0.056 0.676 upperarm 0.778 0.107 0.549 0.778 0.643 0.913 waist Weighted Avg. 0.465 0.09 0.467 0.465 0.429 0.821 === Confusion Matrix === a b c d e f g <-- classified as 102 17 245 32 37 4 26 | a = chest 22 148 154 10 3 9 115 | b = forearm 10 15 393 1 2 27 16 | c = head 98 4 19 297 38 6 3 | d = shin 130 2 62 25 185 5 39 | e = thigh 35 50 186 75 6 15 98 | f = upperarm 13 12 47 25 1 5 361 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1526 47.2446 % Incorrectly Classified Instances 1704 52.7554 % Kappa statistic 0.3843 Mean absolute error 0.1551 Root mean squared error 0.3524 Relative absolute error 63.3523 % Root relative squared error 100.7132 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.166 0.088 0.241 0.166 0.197 0.765 chest 0.338 0.031 0.642 0.338 0.443 0.755 forearm 0.86 0.257 0.359 0.86 0.507 0.893 head 0.626 0.06 0.637 0.626 0.631 0.923 shin 0.462 0.041 0.645 0.462 0.538 0.863 thigh 0.024 0.024 0.143 0.024 0.041 0.654 upperarm 0.83 0.115 0.548 0.83 0.66 0.925 waist Weighted Avg. 0.472 0.088 0.458 0.472 0.431 0.825 === Confusion Matrix === a b c d e f g <-- classified as 77 18 242 28 52 6 40 | a = chest 10 156 136 17 7 8 127 | b = forearm 4 12 399 0 1 30 18 | c = head 82 6 17 291 48 13 8 | d = shin 101 5 63 36 207 5 31 | e = thigh 36 33 207 79 6 11 93 | f = upperarm 10 13 46 6 0 4 385 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1556 48.1734 % Incorrectly Classified Instances 1674 51.8266 % Kappa statistic 0.3952 Mean absolute error 0.1545 Root mean squared error 0.3532 Relative absolute error 63.0763 % Root relative squared error 100.9387 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.224 0.096 0.282 0.224 0.25 0.768 chest 0.332 0.036 0.605 0.332 0.429 0.743 forearm 0.881 0.253 0.368 0.881 0.52 0.891 head 0.649 0.053 0.673 0.649 0.661 0.916 shin 0.458 0.034 0.683 0.458 0.548 0.884 thigh 0.028 0.019 0.2 0.028 0.049 0.654 upperarm 0.8 0.114 0.541 0.8 0.645 0.922 waist Weighted Avg. 0.482 0.087 0.478 0.482 0.442 0.825 === Confusion Matrix === a b c d e f g <-- classified as 104 11 257 26 35 7 24 | a = chest 16 153 139 9 6 8 130 | b = forearm 5 18 409 1 0 17 14 | c = head 78 5 22 301 48 5 5 | d = shin 120 4 50 33 205 5 31 | e = thigh 34 52 184 65 6 13 111 | f = upperarm 12 10 49 12 0 10 371 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1451 44.9226 % Incorrectly Classified Instances 1779 55.0774 % Kappa statistic 0.3572 Mean absolute error 0.1605 Root mean squared error 0.3597 Relative absolute error 65.5393 % Root relative squared error 102.7917 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.098 0.26 0.205 0.229 0.748 chest 0.299 0.033 0.605 0.299 0.401 0.724 forearm 0.838 0.275 0.339 0.838 0.482 0.87 head 0.636 0.065 0.621 0.636 0.628 0.925 shin 0.364 0.035 0.625 0.364 0.46 0.846 thigh 0.017 0.032 0.083 0.017 0.029 0.661 upperarm 0.782 0.106 0.554 0.782 0.649 0.92 waist Weighted Avg. 0.449 0.092 0.44 0.449 0.411 0.814 === Confusion Matrix === a b c d e f g <-- classified as 95 10 253 35 32 14 25 | a = chest 21 138 142 8 2 13 137 | b = forearm 3 16 389 0 1 39 16 | c = head 73 5 18 295 58 10 5 | d = shin 124 6 81 37 163 4 33 | e = thigh 39 42 209 86 5 8 76 | f = upperarm 11 11 57 14 0 8 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1528 47.3065 % Incorrectly Classified Instances 1702 52.6935 % Kappa statistic 0.385 Mean absolute error 0.156 Root mean squared error 0.3534 Relative absolute error 63.7052 % Root relative squared error 100.9948 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.211 0.094 0.275 0.211 0.239 0.76 chest 0.307 0.03 0.631 0.307 0.413 0.729 forearm 0.862 0.261 0.357 0.862 0.505 0.886 head 0.668 0.058 0.66 0.668 0.664 0.926 shin 0.446 0.034 0.678 0.446 0.538 0.865 thigh 0.028 0.022 0.173 0.028 0.048 0.659 upperarm 0.787 0.116 0.531 0.787 0.634 0.913 waist Weighted Avg. 0.473 0.088 0.471 0.473 0.434 0.82 === Confusion Matrix === a b c d e f g <-- classified as 98 14 246 29 40 6 31 | a = chest 13 142 164 8 5 10 120 | b = forearm 5 8 400 0 1 27 23 | c = head 80 6 13 310 40 8 7 | d = shin 106 8 55 31 200 7 41 | e = thigh 46 33 185 79 8 13 100 | f = upperarm 9 14 58 13 1 4 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1535 47.5232 % Incorrectly Classified Instances 1695 52.4768 % Kappa statistic 0.3876 Mean absolute error 0.155 Root mean squared error 0.3541 Relative absolute error 63.3118 % Root relative squared error 101.2045 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.194 0.099 0.247 0.194 0.218 0.739 chest 0.346 0.033 0.637 0.346 0.449 0.758 forearm 0.853 0.252 0.363 0.853 0.509 0.882 head 0.613 0.056 0.648 0.613 0.63 0.916 shin 0.498 0.036 0.69 0.498 0.578 0.88 thigh 0.024 0.02 0.169 0.024 0.042 0.655 upperarm 0.797 0.117 0.532 0.797 0.638 0.92 waist Weighted Avg. 0.475 0.088 0.469 0.475 0.437 0.821 === Confusion Matrix === a b c d e f g <-- classified as 90 12 249 36 44 9 23 | a = chest 13 160 142 11 3 5 128 | b = forearm 3 12 396 0 1 30 22 | c = head 102 6 17 285 45 4 6 | d = shin 106 4 53 23 223 3 36 | e = thigh 33 43 191 69 7 11 110 | f = upperarm 17 14 44 16 0 3 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1526 47.2446 % Incorrectly Classified Instances 1704 52.7554 % Kappa statistic 0.3843 Mean absolute error 0.1545 Root mean squared error 0.3515 Relative absolute error 63.1041 % Root relative squared error 100.4512 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.188 0.096 0.247 0.188 0.213 0.758 chest 0.381 0.036 0.638 0.381 0.477 0.757 forearm 0.86 0.266 0.352 0.86 0.499 0.891 head 0.624 0.056 0.652 0.624 0.637 0.923 shin 0.471 0.034 0.692 0.471 0.56 0.881 thigh 0.026 0.03 0.125 0.026 0.043 0.663 upperarm 0.756 0.098 0.565 0.756 0.647 0.919 waist Weighted Avg. 0.472 0.088 0.466 0.472 0.439 0.827 === Confusion Matrix === a b c d e f g <-- classified as 87 17 257 31 41 10 20 | a = chest 14 176 147 6 1 9 109 | b = forearm 5 10 399 2 1 35 12 | c = head 96 3 14 290 44 15 3 | d = shin 105 3 59 30 211 5 35 | e = thigh 33 57 194 70 7 12 91 | f = upperarm 12 10 65 16 0 10 351 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1545 47.8328 % Incorrectly Classified Instances 1685 52.1672 % Kappa statistic 0.3912 Mean absolute error 0.1548 Root mean squared error 0.352 Relative absolute error 63.2088 % Root relative squared error 100.5905 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.19 0.087 0.267 0.19 0.222 0.752 chest 0.327 0.023 0.706 0.327 0.447 0.745 forearm 0.856 0.26 0.355 0.856 0.502 0.889 head 0.628 0.058 0.647 0.628 0.638 0.914 shin 0.493 0.036 0.691 0.493 0.576 0.878 thigh 0.03 0.028 0.152 0.03 0.05 0.667 upperarm 0.823 0.117 0.54 0.823 0.652 0.919 waist Weighted Avg. 0.478 0.087 0.479 0.478 0.44 0.823 === Confusion Matrix === a b c d e f g <-- classified as 88 12 251 35 42 10 25 | a = chest 13 151 141 4 1 12 140 | b = forearm 0 9 397 2 4 31 21 | c = head 85 4 18 292 45 15 6 | d = shin 100 1 66 27 221 3 30 | e = thigh 35 32 200 73 7 14 103 | f = upperarm 8 5 44 18 0 7 382 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1546 47.8638 % Incorrectly Classified Instances 1684 52.1362 % Kappa statistic 0.3915 Mean absolute error 0.1556 Root mean squared error 0.3518 Relative absolute error 63.5422 % Root relative squared error 100.5345 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.235 0.097 0.289 0.235 0.26 0.766 chest 0.344 0.026 0.685 0.344 0.458 0.736 forearm 0.836 0.251 0.358 0.836 0.502 0.874 head 0.692 0.059 0.665 0.692 0.679 0.927 shin 0.435 0.04 0.639 0.435 0.518 0.85 thigh 0.017 0.031 0.084 0.017 0.029 0.651 upperarm 0.787 0.104 0.558 0.787 0.653 0.923 waist Weighted Avg. 0.479 0.087 0.468 0.479 0.442 0.818 === Confusion Matrix === a b c d e f g <-- classified as 109 11 229 29 45 15 25 | a = chest 16 159 148 3 6 15 115 | b = forearm 10 8 388 2 3 38 15 | c = head 67 4 15 322 43 8 6 | d = shin 110 3 66 27 195 5 42 | e = thigh 44 42 186 88 10 8 86 | f = upperarm 21 5 51 13 3 6 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1507 46.6563 % Incorrectly Classified Instances 1723 53.3437 % Kappa statistic 0.3775 Mean absolute error 0.1574 Root mean squared error 0.3561 Relative absolute error 64.2671 % Root relative squared error 101.7511 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.188 0.093 0.252 0.188 0.215 0.747 chest 0.325 0.033 0.622 0.325 0.427 0.746 forearm 0.849 0.256 0.358 0.849 0.503 0.877 head 0.647 0.054 0.67 0.647 0.658 0.932 shin 0.44 0.037 0.654 0.44 0.526 0.861 thigh 0.022 0.029 0.11 0.022 0.036 0.632 upperarm 0.795 0.12 0.526 0.795 0.633 0.915 waist Weighted Avg. 0.467 0.089 0.455 0.467 0.428 0.816 === Confusion Matrix === a b c d e f g <-- classified as 87 14 249 28 43 12 30 | a = chest 20 150 129 12 2 6 143 | b = forearm 3 9 394 0 1 40 17 | c = head 83 2 12 300 52 11 4 | d = shin 102 1 67 25 197 6 50 | e = thigh 39 54 198 69 6 10 89 | f = upperarm 11 11 53 14 0 6 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1504 46.5635 % Incorrectly Classified Instances 1726 53.4365 % Kappa statistic 0.3763 Mean absolute error 0.1578 Root mean squared error 0.356 Relative absolute error 64.4469 % Root relative squared error 101.7404 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.197 0.095 0.258 0.197 0.223 0.741 chest 0.317 0.033 0.613 0.317 0.418 0.742 forearm 0.858 0.265 0.353 0.858 0.5 0.876 head 0.651 0.05 0.686 0.651 0.668 0.938 shin 0.417 0.04 0.63 0.417 0.502 0.845 thigh 0.034 0.03 0.162 0.034 0.057 0.654 upperarm 0.782 0.112 0.54 0.782 0.639 0.908 waist Weighted Avg. 0.466 0.089 0.462 0.466 0.429 0.815 === Confusion Matrix === a b c d e f g <-- classified as 91 15 239 30 43 11 34 | a = chest 12 146 155 7 1 15 125 | b = forearm 5 16 399 1 1 27 16 | c = head 72 6 11 302 56 17 0 | d = shin 116 3 73 20 187 3 46 | e = thigh 44 40 204 66 7 16 88 | f = upperarm 13 12 50 14 2 10 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1570 48.6068 % Incorrectly Classified Instances 1660 51.3932 % Kappa statistic 0.4002 Mean absolute error 0.1525 Root mean squared error 0.3496 Relative absolute error 62.2736 % Root relative squared error 99.8988 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.19 0.098 0.246 0.19 0.214 0.738 chest 0.382 0.03 0.682 0.382 0.49 0.762 forearm 0.901 0.249 0.377 0.901 0.532 0.902 head 0.653 0.058 0.654 0.653 0.654 0.923 shin 0.441 0.038 0.651 0.441 0.526 0.863 thigh 0.028 0.021 0.186 0.028 0.049 0.665 upperarm 0.806 0.107 0.559 0.806 0.66 0.921 waist Weighted Avg. 0.486 0.086 0.478 0.486 0.446 0.825 === Confusion Matrix === a b c d e f g <-- classified as 88 12 249 37 41 6 30 | a = chest 19 176 138 8 4 6 110 | b = forearm 4 9 418 0 0 21 12 | c = head 78 0 11 303 52 15 5 | d = shin 117 4 53 29 198 3 45 | e = thigh 35 48 195 72 9 13 93 | f = upperarm 17 9 44 14 0 6 374 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1522 47.1207 % Incorrectly Classified Instances 1708 52.8793 % Kappa statistic 0.3828 Mean absolute error 0.155 Root mean squared error 0.3531 Relative absolute error 63.2903 % Root relative squared error 100.9125 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.213 0.097 0.27 0.213 0.239 0.765 chest 0.329 0.031 0.639 0.329 0.434 0.743 forearm 0.869 0.26 0.359 0.869 0.508 0.889 head 0.631 0.054 0.661 0.631 0.646 0.93 shin 0.444 0.03 0.703 0.444 0.544 0.875 thigh 0.011 0.021 0.079 0.011 0.019 0.681 upperarm 0.8 0.124 0.519 0.8 0.629 0.911 waist Weighted Avg. 0.471 0.089 0.46 0.471 0.431 0.828 === Confusion Matrix === a b c d e f g <-- classified as 99 16 261 26 27 5 30 | a = chest 14 152 144 7 4 6 135 | b = forearm 1 14 403 1 2 23 20 | c = head 87 4 19 293 42 13 6 | d = shin 113 4 55 24 199 3 50 | e = thigh 39 38 189 83 7 5 103 | f = upperarm 13 10 51 9 2 8 371 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1531 47.3994 % Incorrectly Classified Instances 1699 52.6006 % Kappa statistic 0.3861 Mean absolute error 0.1551 Root mean squared error 0.3517 Relative absolute error 63.3255 % Root relative squared error 100.5183 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.192 0.1 0.244 0.192 0.215 0.753 chest 0.342 0.031 0.65 0.342 0.448 0.746 forearm 0.86 0.249 0.367 0.86 0.515 0.899 head 0.651 0.063 0.634 0.651 0.643 0.929 shin 0.451 0.03 0.706 0.451 0.55 0.875 thigh 0.041 0.026 0.207 0.041 0.068 0.67 upperarm 0.78 0.115 0.532 0.78 0.632 0.913 waist Weighted Avg. 0.474 0.088 0.476 0.474 0.438 0.826 === Confusion Matrix === a b c d e f g <-- classified as 89 13 243 39 32 7 41 | a = chest 15 158 146 9 4 7 123 | b = forearm 2 4 399 1 0 34 24 | c = head 86 3 13 302 43 11 6 | d = shin 122 2 53 32 202 4 33 | e = thigh 39 48 186 75 5 19 92 | f = upperarm 12 15 47 18 0 10 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1564 48.4211 % Incorrectly Classified Instances 1666 51.5789 % Kappa statistic 0.398 Mean absolute error 0.1527 Root mean squared error 0.3489 Relative absolute error 62.364 % Root relative squared error 99.7054 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.188 0.087 0.264 0.188 0.219 0.757 chest 0.359 0.026 0.7 0.359 0.475 0.754 forearm 0.884 0.259 0.364 0.884 0.515 0.89 head 0.67 0.052 0.685 0.67 0.678 0.937 shin 0.422 0.033 0.67 0.422 0.518 0.858 thigh 0.032 0.031 0.15 0.032 0.053 0.635 upperarm 0.832 0.114 0.551 0.832 0.663 0.928 waist Weighted Avg. 0.484 0.086 0.482 0.484 0.445 0.822 === Confusion Matrix === a b c d e f g <-- classified as 87 12 257 24 42 14 28 | a = chest 19 166 132 9 1 11 124 | b = forearm 3 8 410 0 0 32 11 | c = head 74 3 17 311 41 16 2 | d = shin 107 4 69 31 189 4 44 | e = thigh 33 38 198 65 9 15 106 | f = upperarm 6 6 44 14 0 8 386 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1519 47.0279 % Incorrectly Classified Instances 1711 52.9721 % Kappa statistic 0.3818 Mean absolute error 0.1584 Root mean squared error 0.3574 Relative absolute error 64.6816 % Root relative squared error 102.1425 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.214 0.095 0.274 0.214 0.24 0.751 chest 0.305 0.034 0.6 0.305 0.405 0.723 forearm 0.847 0.264 0.35 0.847 0.496 0.869 head 0.664 0.054 0.674 0.664 0.669 0.921 shin 0.453 0.042 0.634 0.453 0.529 0.865 thigh 0.03 0.021 0.194 0.03 0.052 0.651 upperarm 0.776 0.108 0.545 0.776 0.641 0.917 waist Weighted Avg. 0.47 0.089 0.467 0.47 0.433 0.814 === Confusion Matrix === a b c d e f g <-- classified as 99 12 253 25 52 5 17 | a = chest 21 141 145 9 3 9 134 | b = forearm 8 12 394 2 2 29 18 | c = head 71 6 15 308 51 8 5 | d = shin 100 4 68 28 203 5 40 | e = thigh 43 48 192 75 6 14 86 | f = upperarm 19 12 58 10 3 2 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1496 46.3158 % Incorrectly Classified Instances 1734 53.6842 % Kappa statistic 0.3735 Mean absolute error 0.1579 Root mean squared error 0.3568 Relative absolute error 64.489 % Root relative squared error 101.9712 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.201 0.1 0.251 0.201 0.223 0.759 chest 0.325 0.03 0.641 0.325 0.431 0.74 forearm 0.856 0.251 0.364 0.856 0.511 0.881 head 0.612 0.053 0.66 0.612 0.635 0.928 shin 0.449 0.039 0.648 0.449 0.53 0.866 thigh 0.017 0.027 0.095 0.017 0.029 0.659 upperarm 0.782 0.125 0.511 0.782 0.618 0.906 waist Weighted Avg. 0.463 0.09 0.452 0.463 0.425 0.82 === Confusion Matrix === a b c d e f g <-- classified as 93 13 255 24 40 16 22 | a = chest 18 150 129 6 2 10 147 | b = forearm 4 11 397 1 1 32 18 | c = head 96 3 11 284 56 10 4 | d = shin 103 5 52 29 201 3 55 | e = thigh 42 42 187 75 10 8 101 | f = upperarm 15 10 60 11 0 5 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1487 46.0372 % Incorrectly Classified Instances 1743 53.9628 % Kappa statistic 0.3703 Mean absolute error 0.1592 Root mean squared error 0.3581 Relative absolute error 65.0228 % Root relative squared error 102.3295 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.164 0.097 0.221 0.164 0.188 0.743 chest 0.325 0.04 0.577 0.325 0.416 0.745 forearm 0.849 0.264 0.351 0.849 0.496 0.877 head 0.636 0.06 0.639 0.636 0.637 0.915 shin 0.453 0.038 0.657 0.453 0.536 0.861 thigh 0.028 0.025 0.159 0.028 0.048 0.644 upperarm 0.767 0.106 0.549 0.767 0.64 0.914 waist Weighted Avg. 0.46 0.09 0.449 0.46 0.422 0.814 === Confusion Matrix === a b c d e f g <-- classified as 76 14 264 35 44 7 23 | a = chest 17 150 138 11 10 10 126 | b = forearm 8 18 394 0 1 31 12 | c = head 83 11 16 295 45 11 3 | d = shin 107 5 61 32 203 4 36 | e = thigh 39 51 190 73 6 13 93 | f = upperarm 14 11 61 16 0 6 356 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1507 46.6563 % Incorrectly Classified Instances 1723 53.3437 % Kappa statistic 0.3775 Mean absolute error 0.1571 Root mean squared error 0.3556 Relative absolute error 64.1467 % Root relative squared error 101.616 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.222 0.095 0.281 0.222 0.248 0.742 chest 0.345 0.035 0.624 0.345 0.444 0.75 forearm 0.832 0.26 0.349 0.832 0.492 0.875 head 0.63 0.054 0.663 0.63 0.646 0.912 shin 0.446 0.036 0.667 0.446 0.535 0.857 thigh 0.026 0.032 0.12 0.026 0.042 0.651 upperarm 0.763 0.111 0.536 0.763 0.63 0.912 waist Weighted Avg. 0.467 0.089 0.462 0.467 0.433 0.814 === Confusion Matrix === a b c d e f g <-- classified as 103 13 230 41 38 10 28 | a = chest 15 159 146 6 1 14 120 | b = forearm 6 18 386 1 2 35 16 | c = head 76 6 19 293 49 16 6 | d = shin 113 3 66 24 200 5 37 | e = thigh 36 45 199 65 9 12 99 | f = upperarm 18 11 60 12 1 8 354 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1514 46.8731 % Incorrectly Classified Instances 1716 53.1269 % Kappa statistic 0.38 Mean absolute error 0.157 Root mean squared error 0.3547 Relative absolute error 64.1022 % Root relative squared error 101.371 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.218 0.093 0.283 0.218 0.246 0.754 chest 0.332 0.026 0.677 0.332 0.445 0.749 forearm 0.853 0.261 0.355 0.853 0.501 0.882 head 0.624 0.061 0.633 0.624 0.628 0.916 shin 0.44 0.041 0.633 0.44 0.519 0.857 thigh 0.015 0.029 0.08 0.015 0.025 0.636 upperarm 0.797 0.11 0.549 0.797 0.65 0.922 waist Weighted Avg. 0.469 0.089 0.458 0.469 0.43 0.817 === Confusion Matrix === a b c d e f g <-- classified as 101 10 225 35 46 13 33 | a = chest 12 153 146 10 4 17 119 | b = forearm 8 9 396 1 3 29 18 | c = head 76 8 17 290 55 8 11 | d = shin 117 1 67 32 197 3 31 | e = thigh 31 39 225 65 6 7 92 | f = upperarm 12 6 41 25 0 10 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1555 48.1424 % Incorrectly Classified Instances 1675 51.8576 % Kappa statistic 0.3948 Mean absolute error 0.1532 Root mean squared error 0.3504 Relative absolute error 62.5404 % Root relative squared error 100.1373 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.194 0.091 0.262 0.194 0.223 0.755 chest 0.351 0.03 0.659 0.351 0.458 0.745 forearm 0.86 0.266 0.352 0.86 0.499 0.883 head 0.688 0.055 0.677 0.688 0.682 0.932 shin 0.449 0.036 0.668 0.449 0.537 0.866 thigh 0.032 0.029 0.156 0.032 0.053 0.675 upperarm 0.793 0.097 0.578 0.793 0.668 0.924 waist Weighted Avg. 0.481 0.087 0.478 0.481 0.446 0.826 === Confusion Matrix === a b c d e f g <-- classified as 90 11 252 32 45 10 23 | a = chest 8 162 164 5 0 6 116 | b = forearm 2 11 399 0 2 37 13 | c = head 74 4 7 320 47 10 3 | d = shin 117 5 64 21 201 9 31 | e = thigh 36 48 199 78 6 15 83 | f = upperarm 16 5 49 17 0 9 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1545 47.8328 % Incorrectly Classified Instances 1685 52.1672 % Kappa statistic 0.3912 Mean absolute error 0.1543 Root mean squared error 0.3522 Relative absolute error 62.9943 % Root relative squared error 100.6627 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.186 0.099 0.238 0.186 0.209 0.738 chest 0.356 0.031 0.659 0.356 0.462 0.743 forearm 0.871 0.252 0.367 0.871 0.517 0.891 head 0.626 0.058 0.644 0.626 0.635 0.921 shin 0.454 0.039 0.654 0.454 0.536 0.87 thigh 0.022 0.022 0.139 0.022 0.037 0.661 upperarm 0.832 0.108 0.564 0.832 0.672 0.933 waist Weighted Avg. 0.478 0.087 0.466 0.478 0.438 0.822 === Confusion Matrix === a b c d e f g <-- classified as 86 14 251 33 40 12 27 | a = chest 18 164 149 5 3 4 118 | b = forearm 6 10 404 2 1 27 14 | c = head 86 4 17 291 57 8 2 | d = shin 116 5 56 26 204 4 38 | e = thigh 39 45 181 83 7 10 99 | f = upperarm 10 7 42 12 0 7 386 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1535 47.5232 % Incorrectly Classified Instances 1695 52.4768 % Kappa statistic 0.3876 Mean absolute error 0.1546 Root mean squared error 0.3519 Relative absolute error 63.1341 % Root relative squared error 100.567 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.194 0.092 0.262 0.194 0.223 0.765 chest 0.359 0.028 0.68 0.359 0.47 0.76 forearm 0.881 0.256 0.366 0.881 0.518 0.887 head 0.636 0.06 0.641 0.636 0.639 0.926 shin 0.474 0.04 0.659 0.474 0.552 0.865 thigh 0.017 0.027 0.096 0.017 0.029 0.65 upperarm 0.763 0.111 0.536 0.763 0.63 0.91 waist Weighted Avg. 0.475 0.088 0.462 0.475 0.437 0.823 === Confusion Matrix === a b c d e f g <-- classified as 90 12 259 31 31 15 25 | a = chest 14 166 132 11 8 12 119 | b = forearm 9 14 409 0 0 22 10 | c = head 77 5 12 295 64 9 2 | d = shin 97 3 62 32 213 4 38 | e = thigh 40 36 188 74 6 8 112 | f = upperarm 17 8 54 17 1 13 354 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1468 45.4489 % Incorrectly Classified Instances 1762 54.5511 % Kappa statistic 0.3633 Mean absolute error 0.1606 Root mean squared error 0.3609 Relative absolute error 65.5635 % Root relative squared error 103.1389 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.186 0.096 0.244 0.186 0.211 0.739 chest 0.318 0.031 0.628 0.318 0.422 0.745 forearm 0.828 0.264 0.345 0.828 0.487 0.876 head 0.621 0.061 0.63 0.621 0.625 0.922 shin 0.438 0.041 0.634 0.438 0.518 0.861 thigh 0.013 0.027 0.074 0.013 0.022 0.627 upperarm 0.776 0.116 0.529 0.776 0.629 0.918 waist Weighted Avg. 0.454 0.091 0.44 0.454 0.416 0.812 === Confusion Matrix === a b c d e f g <-- classified as 86 15 255 31 46 8 22 | a = chest 17 147 146 5 3 13 131 | b = forearm 4 14 385 1 0 35 26 | c = head 84 6 14 288 58 10 4 | d = shin 118 3 56 31 196 5 39 | e = thigh 32 40 198 84 6 6 98 | f = upperarm 12 9 62 17 0 4 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1528 47.3065 % Incorrectly Classified Instances 1702 52.6935 % Kappa statistic 0.385 Mean absolute error 0.1546 Root mean squared error 0.3523 Relative absolute error 63.132 % Root relative squared error 100.6862 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.22 0.103 0.264 0.22 0.24 0.764 chest 0.305 0.032 0.613 0.305 0.408 0.731 forearm 0.869 0.255 0.364 0.869 0.513 0.896 head 0.625 0.056 0.652 0.625 0.638 0.922 shin 0.462 0.038 0.663 0.462 0.545 0.879 thigh 0.039 0.021 0.234 0.039 0.067 0.668 upperarm 0.791 0.11 0.546 0.791 0.646 0.927 waist Weighted Avg. 0.473 0.088 0.476 0.473 0.436 0.826 === Confusion Matrix === a b c d e f g <-- classified as 102 13 239 29 41 13 27 | a = chest 17 141 157 7 4 4 132 | b = forearm 8 12 403 0 3 22 16 | c = head 89 3 13 290 53 12 4 | d = shin 114 5 54 33 207 2 33 | e = thigh 41 45 185 78 4 18 93 | f = upperarm 15 11 57 8 0 6 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1540 47.678 % Incorrectly Classified Instances 1690 52.322 % Kappa statistic 0.3894 Mean absolute error 0.156 Root mean squared error 0.3534 Relative absolute error 63.7002 % Root relative squared error 100.9807 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.222 0.095 0.281 0.222 0.248 0.749 chest 0.355 0.033 0.646 0.355 0.458 0.741 forearm 0.847 0.255 0.358 0.847 0.503 0.882 head 0.659 0.055 0.67 0.659 0.664 0.92 shin 0.433 0.036 0.66 0.433 0.523 0.86 thigh 0.039 0.023 0.217 0.039 0.066 0.67 upperarm 0.78 0.114 0.536 0.78 0.635 0.914 waist Weighted Avg. 0.477 0.088 0.48 0.477 0.442 0.819 === Confusion Matrix === a b c d e f g <-- classified as 103 9 228 39 43 8 34 | a = chest 17 164 144 5 2 9 121 | b = forearm 6 13 393 1 2 31 18 | c = head 82 2 20 306 40 9 5 | d = shin 111 5 62 29 194 3 44 | e = thigh 38 51 191 62 12 18 92 | f = upperarm 10 10 61 15 1 5 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1513 46.8421 % Incorrectly Classified Instances 1717 53.1579 % Kappa statistic 0.3796 Mean absolute error 0.1562 Root mean squared error 0.3537 Relative absolute error 63.7766 % Root relative squared error 101.0768 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.209 0.1 0.26 0.209 0.232 0.746 chest 0.303 0.032 0.614 0.303 0.406 0.734 forearm 0.834 0.245 0.363 0.834 0.506 0.883 head 0.614 0.057 0.643 0.614 0.628 0.92 shin 0.475 0.035 0.689 0.475 0.563 0.866 thigh 0.034 0.033 0.15 0.034 0.056 0.639 upperarm 0.808 0.119 0.533 0.808 0.642 0.918 waist Weighted Avg. 0.468 0.089 0.463 0.468 0.433 0.815 === Confusion Matrix === a b c d e f g <-- classified as 97 13 243 35 34 17 25 | a = chest 20 140 129 11 2 13 147 | b = forearm 10 11 387 2 1 36 17 | c = head 85 2 15 285 50 16 11 | d = shin 112 1 57 24 213 4 37 | e = thigh 38 50 188 71 9 16 92 | f = upperarm 11 11 47 15 0 5 375 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1586 49.1022 % Incorrectly Classified Instances 1644 50.8978 % Kappa statistic 0.406 Mean absolute error 0.1516 Root mean squared error 0.3483 Relative absolute error 61.8972 % Root relative squared error 99.5459 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.212 0.091 0.279 0.212 0.241 0.773 chest 0.331 0.027 0.668 0.331 0.443 0.738 forearm 0.888 0.238 0.385 0.888 0.537 0.905 head 0.698 0.059 0.664 0.698 0.681 0.935 shin 0.446 0.039 0.647 0.446 0.528 0.87 thigh 0.03 0.022 0.189 0.03 0.052 0.666 upperarm 0.83 0.117 0.544 0.83 0.657 0.917 waist Weighted Avg. 0.491 0.085 0.481 0.491 0.448 0.829 === Confusion Matrix === a b c d e f g <-- classified as 98 10 242 31 44 10 28 | a = chest 20 153 141 9 2 6 131 | b = forearm 4 5 412 1 0 24 18 | c = head 60 5 7 324 54 11 3 | d = shin 115 4 46 34 200 5 44 | e = thigh 42 46 189 67 8 14 99 | f = upperarm 12 6 34 22 1 4 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1496 46.3158 % Incorrectly Classified Instances 1734 53.6842 % Kappa statistic 0.3735 Mean absolute error 0.1589 Root mean squared error 0.358 Relative absolute error 64.892 % Root relative squared error 102.3081 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.156 0.094 0.217 0.156 0.181 0.714 chest 0.332 0.035 0.614 0.332 0.431 0.743 forearm 0.862 0.264 0.354 0.862 0.502 0.88 head 0.624 0.056 0.65 0.624 0.637 0.911 shin 0.451 0.032 0.694 0.451 0.547 0.873 thigh 0.028 0.03 0.134 0.028 0.046 0.654 upperarm 0.789 0.115 0.535 0.789 0.638 0.915 waist Weighted Avg. 0.463 0.09 0.456 0.463 0.425 0.813 === Confusion Matrix === a b c d e f g <-- classified as 72 15 254 46 37 6 33 | a = chest 18 153 146 6 0 12 126 | b = forearm 2 8 400 2 1 37 14 | c = head 79 9 22 290 43 14 8 | d = shin 113 8 60 24 202 6 35 | e = thigh 43 46 191 63 7 13 102 | f = upperarm 5 10 58 15 1 9 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1568 48.5449 % Incorrectly Classified Instances 1662 51.4551 % Kappa statistic 0.3995 Mean absolute error 0.1537 Root mean squared error 0.351 Relative absolute error 62.7813 % Root relative squared error 100.2986 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.231 0.098 0.283 0.231 0.254 0.752 chest 0.367 0.027 0.69 0.367 0.479 0.762 forearm 0.832 0.264 0.346 0.832 0.489 0.868 head 0.692 0.054 0.685 0.692 0.689 0.931 shin 0.453 0.034 0.684 0.453 0.545 0.857 thigh 0.024 0.024 0.141 0.024 0.041 0.673 upperarm 0.797 0.1 0.573 0.797 0.667 0.926 waist Weighted Avg. 0.485 0.086 0.485 0.485 0.451 0.824 === Confusion Matrix === a b c d e f g <-- classified as 107 13 257 23 37 8 18 | a = chest 19 169 141 9 5 11 107 | b = forearm 5 14 386 2 5 33 19 | c = head 82 4 12 322 37 6 2 | d = shin 113 1 64 18 203 3 46 | e = thigh 37 37 207 81 8 11 84 | f = upperarm 15 7 49 15 2 6 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1487 46.0372 % Incorrectly Classified Instances 1743 53.9628 % Kappa statistic 0.3702 Mean absolute error 0.1582 Root mean squared error 0.3572 Relative absolute error 64.5827 % Root relative squared error 102.0728 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.199 0.097 0.256 0.199 0.224 0.755 chest 0.334 0.036 0.609 0.334 0.431 0.738 forearm 0.873 0.272 0.35 0.873 0.5 0.883 head 0.611 0.057 0.643 0.611 0.626 0.919 shin 0.42 0.036 0.655 0.42 0.512 0.859 thigh 0.015 0.024 0.095 0.015 0.026 0.667 upperarm 0.769 0.109 0.543 0.769 0.636 0.905 waist Weighted Avg. 0.46 0.09 0.449 0.46 0.422 0.818 === Confusion Matrix === a b c d e f g <-- classified as 92 16 250 26 43 5 31 | a = chest 11 154 155 6 4 6 125 | b = forearm 3 9 405 0 2 33 12 | c = head 97 4 19 284 46 10 5 | d = shin 105 5 78 32 188 4 36 | e = thigh 34 50 195 83 4 7 92 | f = upperarm 18 15 54 11 0 9 357 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1523 47.1517 % Incorrectly Classified Instances 1707 52.8483 % Kappa statistic 0.3832 Mean absolute error 0.155 Root mean squared error 0.3519 Relative absolute error 63.273 % Root relative squared error 100.5579 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.186 0.094 0.249 0.186 0.213 0.762 chest 0.356 0.032 0.648 0.356 0.459 0.749 forearm 0.866 0.268 0.352 0.866 0.501 0.878 head 0.673 0.054 0.676 0.673 0.675 0.937 shin 0.386 0.035 0.641 0.386 0.482 0.863 thigh 0.017 0.027 0.095 0.017 0.029 0.654 upperarm 0.813 0.107 0.56 0.813 0.663 0.932 waist Weighted Avg. 0.472 0.088 0.459 0.472 0.431 0.825 === Confusion Matrix === a b c d e f g <-- classified as 86 18 255 22 45 10 27 | a = chest 12 164 145 10 3 7 120 | b = forearm 2 13 402 0 0 35 12 | c = head 75 3 15 313 41 13 5 | d = shin 119 5 74 30 173 4 43 | e = thigh 33 43 207 77 8 8 89 | f = upperarm 18 7 44 11 0 7 377 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1503 46.5325 % Incorrectly Classified Instances 1727 53.4675 % Kappa statistic 0.376 Mean absolute error 0.1571 Root mean squared error 0.3557 Relative absolute error 64.1328 % Root relative squared error 101.6602 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.194 0.09 0.266 0.194 0.225 0.749 chest 0.318 0.031 0.634 0.318 0.424 0.741 forearm 0.847 0.278 0.339 0.847 0.484 0.871 head 0.644 0.056 0.659 0.644 0.651 0.915 shin 0.444 0.038 0.655 0.444 0.529 0.863 thigh 0.022 0.026 0.123 0.022 0.037 0.666 upperarm 0.787 0.107 0.553 0.787 0.649 0.919 waist Weighted Avg. 0.465 0.089 0.46 0.465 0.428 0.818 === Confusion Matrix === a b c d e f g <-- classified as 90 10 264 28 36 8 27 | a = chest 17 147 152 14 2 8 122 | b = forearm 5 12 393 1 3 34 16 | c = head 69 3 25 299 55 12 1 | d = shin 105 6 69 27 199 2 40 | e = thigh 41 44 200 72 9 10 89 | f = upperarm 11 10 58 13 0 7 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1516 46.935 % Incorrectly Classified Instances 1714 53.065 % Kappa statistic 0.3807 Mean absolute error 0.1553 Root mean squared error 0.3532 Relative absolute error 63.405 % Root relative squared error 100.9247 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.197 0.092 0.263 0.197 0.225 0.747 chest 0.342 0.025 0.693 0.342 0.458 0.738 forearm 0.86 0.275 0.344 0.86 0.491 0.881 head 0.627 0.059 0.64 0.627 0.633 0.919 shin 0.455 0.037 0.664 0.455 0.54 0.881 thigh 0.022 0.027 0.119 0.022 0.036 0.662 upperarm 0.782 0.104 0.558 0.782 0.652 0.924 waist Weighted Avg. 0.469 0.089 0.468 0.469 0.433 0.822 === Confusion Matrix === a b c d e f g <-- classified as 91 12 258 36 36 7 23 | a = chest 12 158 157 7 5 8 115 | b = forearm 5 9 399 2 2 39 8 | c = head 79 5 17 291 55 12 5 | d = shin 112 0 70 27 204 3 32 | e = thigh 34 39 196 77 5 10 104 | f = upperarm 13 5 63 15 0 5 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1525 47.2136 % Incorrectly Classified Instances 1705 52.7864 % Kappa statistic 0.384 Mean absolute error 0.1559 Root mean squared error 0.3543 Relative absolute error 63.651 % Root relative squared error 101.2558 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.096 0.263 0.205 0.231 0.748 chest 0.301 0.029 0.635 0.301 0.408 0.72 forearm 0.853 0.257 0.358 0.853 0.504 0.885 head 0.672 0.063 0.643 0.672 0.658 0.921 shin 0.458 0.029 0.719 0.458 0.559 0.87 thigh 0.022 0.025 0.127 0.022 0.037 0.676 upperarm 0.793 0.118 0.529 0.793 0.635 0.906 waist Weighted Avg. 0.472 0.088 0.466 0.472 0.432 0.818 === Confusion Matrix === a b c d e f g <-- classified as 95 9 247 41 31 11 29 | a = chest 9 139 159 5 5 7 138 | b = forearm 4 9 396 2 0 31 22 | c = head 83 6 12 312 34 12 5 | d = shin 108 4 67 25 205 5 34 | e = thigh 47 40 175 85 9 10 99 | f = upperarm 15 12 50 15 1 3 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1507 46.6563 % Incorrectly Classified Instances 1723 53.3437 % Kappa statistic 0.3775 Mean absolute error 0.1569 Root mean squared error 0.3554 Relative absolute error 64.0639 % Root relative squared error 101.5761 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.184 0.097 0.241 0.184 0.208 0.74 chest 0.31 0.033 0.611 0.31 0.411 0.737 forearm 0.862 0.248 0.368 0.862 0.516 0.889 head 0.657 0.057 0.657 0.657 0.657 0.932 shin 0.446 0.04 0.645 0.446 0.528 0.859 thigh 0.017 0.025 0.104 0.017 0.03 0.665 upperarm 0.789 0.123 0.518 0.789 0.626 0.912 waist Weighted Avg. 0.467 0.089 0.448 0.467 0.425 0.819 === Confusion Matrix === a b c d e f g <-- classified as 85 18 251 32 47 6 24 | a = chest 14 143 135 9 0 12 149 | b = forearm 0 11 400 0 4 31 18 | c = head 83 5 10 305 47 7 7 | d = shin 122 7 58 15 200 4 42 | e = thigh 36 38 191 80 12 8 100 | f = upperarm 13 12 41 23 0 9 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1491 46.161 % Incorrectly Classified Instances 1739 53.839 % Kappa statistic 0.3717 Mean absolute error 0.1588 Root mean squared error 0.3576 Relative absolute error 64.8314 % Root relative squared error 102.1839 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.22 0.11 0.251 0.22 0.235 0.744 chest 0.361 0.033 0.647 0.361 0.464 0.754 forearm 0.845 0.249 0.363 0.845 0.507 0.884 head 0.591 0.065 0.602 0.591 0.596 0.914 shin 0.386 0.042 0.595 0.386 0.468 0.832 thigh 0.028 0.024 0.165 0.028 0.048 0.65 upperarm 0.797 0.105 0.561 0.797 0.658 0.92 waist Weighted Avg. 0.462 0.09 0.454 0.462 0.425 0.814 === Confusion Matrix === a b c d e f g <-- classified as 102 18 233 26 52 4 28 | a = chest 28 167 131 9 4 13 110 | b = forearm 15 17 392 0 0 23 17 | c = head 98 4 15 274 53 18 2 | d = shin 115 5 64 37 173 4 50 | e = thigh 33 38 200 89 9 13 83 | f = upperarm 15 9 46 20 0 4 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1554 48.1115 % Incorrectly Classified Instances 1676 51.8885 % Kappa statistic 0.3944 Mean absolute error 0.1542 Root mean squared error 0.3513 Relative absolute error 62.9518 % Root relative squared error 100.4069 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.201 0.093 0.266 0.201 0.229 0.761 chest 0.375 0.033 0.658 0.375 0.478 0.753 forearm 0.86 0.258 0.36 0.86 0.507 0.884 head 0.632 0.05 0.682 0.632 0.656 0.929 shin 0.453 0.043 0.628 0.453 0.527 0.854 thigh 0.032 0.023 0.188 0.032 0.055 0.658 upperarm 0.81 0.107 0.56 0.81 0.663 0.925 waist Weighted Avg. 0.481 0.087 0.477 0.481 0.445 0.823 === Confusion Matrix === a b c d e f g <-- classified as 93 17 249 28 46 8 22 | a = chest 13 173 138 2 4 5 126 | b = forearm 2 14 400 0 1 33 15 | c = head 82 4 12 294 61 7 5 | d = shin 111 2 64 28 203 3 37 | e = thigh 41 44 198 69 7 15 90 | f = upperarm 8 9 51 10 1 9 376 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1541 47.709 % Incorrectly Classified Instances 1689 52.291 % Kappa statistic 0.3897 Mean absolute error 0.1551 Root mean squared error 0.3535 Relative absolute error 63.3429 % Root relative squared error 101.0094 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.194 0.09 0.265 0.194 0.224 0.748 chest 0.33 0.036 0.603 0.33 0.426 0.739 forearm 0.877 0.271 0.352 0.877 0.502 0.883 head 0.669 0.051 0.69 0.669 0.679 0.928 shin 0.473 0.031 0.714 0.473 0.569 0.887 thigh 0.015 0.025 0.093 0.015 0.026 0.646 upperarm 0.78 0.107 0.549 0.78 0.645 0.917 waist Weighted Avg. 0.477 0.088 0.465 0.477 0.438 0.821 === Confusion Matrix === a b c d e f g <-- classified as 90 16 259 30 30 13 26 | a = chest 15 152 154 4 5 7 124 | b = forearm 5 11 407 0 0 26 15 | c = head 74 7 15 311 42 11 5 | d = shin 112 1 63 23 212 5 32 | e = thigh 26 55 209 65 7 7 95 | f = upperarm 17 10 50 18 1 6 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1532 47.4303 % Incorrectly Classified Instances 1698 52.5697 % Kappa statistic 0.3865 Mean absolute error 0.1564 Root mean squared error 0.3545 Relative absolute error 63.8638 % Root relative squared error 101.2983 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.093 0.271 0.205 0.233 0.756 chest 0.302 0.031 0.621 0.302 0.406 0.728 forearm 0.836 0.256 0.354 0.836 0.497 0.878 head 0.645 0.052 0.676 0.645 0.66 0.928 shin 0.489 0.035 0.693 0.489 0.573 0.891 thigh 0.028 0.031 0.131 0.028 0.046 0.641 upperarm 0.815 0.116 0.54 0.815 0.649 0.915 waist Weighted Avg. 0.474 0.088 0.468 0.474 0.437 0.819 === Confusion Matrix === a b c d e f g <-- classified as 95 9 255 26 33 15 31 | a = chest 15 139 148 10 4 9 136 | b = forearm 9 13 388 1 1 35 17 | c = head 75 4 15 300 53 15 3 | d = shin 110 4 43 33 219 3 36 | e = thigh 37 45 204 61 5 13 99 | f = upperarm 10 10 43 13 1 9 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1518 46.9969 % Incorrectly Classified Instances 1712 53.0031 % Kappa statistic 0.3814 Mean absolute error 0.157 Root mean squared error 0.3542 Relative absolute error 64.1165 % Root relative squared error 101.2187 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.181 0.102 0.23 0.181 0.203 0.738 chest 0.38 0.033 0.658 0.38 0.481 0.772 forearm 0.858 0.255 0.361 0.858 0.508 0.887 head 0.622 0.052 0.666 0.622 0.643 0.92 shin 0.413 0.038 0.638 0.413 0.501 0.846 thigh 0.032 0.031 0.15 0.032 0.053 0.642 upperarm 0.802 0.109 0.553 0.802 0.654 0.926 waist Weighted Avg. 0.47 0.089 0.464 0.47 0.435 0.819 === Confusion Matrix === a b c d e f g <-- classified as 84 9 254 35 46 11 25 | a = chest 19 175 124 7 3 14 119 | b = forearm 3 12 398 0 1 32 18 | c = head 90 1 17 289 48 11 9 | d = shin 118 4 61 26 185 8 46 | e = thigh 40 55 197 67 6 15 84 | f = upperarm 11 10 51 10 1 9 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1549 47.9567 % Incorrectly Classified Instances 1681 52.0433 % Kappa statistic 0.3926 Mean absolute error 0.1532 Root mean squared error 0.35 Relative absolute error 62.5569 % Root relative squared error 100.0203 % Total Number of Instances 3230 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.235 0.089 0.306 0.235 0.266 0.785 chest 0.34 0.028 0.671 0.34 0.451 0.758 forearm 0.875 0.25 0.37 0.875 0.52 0.892 head 0.655 0.057 0.658 0.655 0.657 0.931 shin 0.45 0.041 0.639 0.45 0.528 0.867 thigh 0.03 0.025 0.171 0.03 0.051 0.661 upperarm 0.769 0.117 0.523 0.769 0.623 0.916 waist Weighted Avg. 0.48 0.087 0.476 0.48 0.442 0.83 === Confusion Matrix === a b c d e f g <-- classified as 109 10 217 28 55 10 34 | a = chest 12 157 151 11 3 9 119 | b = forearm 4 6 406 3 2 28 15 | c = head 78 4 15 304 48 9 6 | d = shin 104 2 61 32 202 3 45 | e = thigh 35 44 186 74 5 14 106 | f = upperarm 14 11 62 10 1 9 357 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 7 RUN: 0 FOLD: 0 Correctly Classified Instances 2036 57.2714 % Incorrectly Classified Instances 1519 42.7286 % Kappa statistic 0.5014 Mean absolute error 0.1231 Root mean squared error 0.3188 Relative absolute error 50.2656 % Root relative squared error 91.1165 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.191 0.038 0.455 0.191 0.269 0.829 chest 0.175 0.019 0.603 0.175 0.271 0.784 forearm 0.819 0.209 0.396 0.819 0.534 0.912 head 0.884 0.049 0.752 0.884 0.813 0.966 shin 0.735 0.035 0.779 0.735 0.756 0.957 thigh 0.613 0.116 0.468 0.613 0.531 0.862 upperarm 0.587 0.033 0.748 0.587 0.658 0.935 waist Weighted Avg. 0.573 0.071 0.6 0.573 0.548 0.892 === Confusion Matrix === a b c d e f g <-- classified as 97 4 74 53 34 240 5 | a = chest 11 88 315 22 9 26 33 | b = forearm 12 17 417 3 0 6 54 | c = head 33 11 1 449 10 4 0 | d = shin 37 10 9 3 374 74 2 | e = thigh 20 12 87 18 53 312 7 | f = upperarm 3 4 150 49 0 4 299 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2019 56.7932 % Incorrectly Classified Instances 1536 43.2068 % Kappa statistic 0.4958 Mean absolute error 0.1251 Root mean squared error 0.3215 Relative absolute error 51.0777 % Root relative squared error 91.8749 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.193 0.034 0.485 0.193 0.276 0.816 chest 0.169 0.023 0.548 0.169 0.258 0.766 forearm 0.821 0.206 0.4 0.821 0.538 0.909 head 0.88 0.046 0.763 0.88 0.817 0.947 shin 0.762 0.038 0.77 0.762 0.766 0.962 thigh 0.585 0.123 0.443 0.585 0.504 0.865 upperarm 0.56 0.034 0.731 0.56 0.634 0.913 waist Weighted Avg. 0.568 0.072 0.591 0.568 0.542 0.883 === Confusion Matrix === a b c d e f g <-- classified as 98 1 66 54 32 247 9 | a = chest 10 85 321 22 9 28 29 | b = forearm 5 20 418 4 0 11 51 | c = head 25 8 3 447 7 16 2 | d = shin 32 10 6 2 388 68 3 | e = thigh 19 20 78 15 68 298 11 | f = upperarm 13 11 153 42 0 5 285 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2029 57.0745 % Incorrectly Classified Instances 1526 42.9255 % Kappa statistic 0.4991 Mean absolute error 0.1244 Root mean squared error 0.3199 Relative absolute error 50.7939 % Root relative squared error 91.4246 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.211 0.039 0.473 0.211 0.292 0.831 chest 0.163 0.021 0.562 0.163 0.252 0.761 forearm 0.807 0.214 0.387 0.807 0.523 0.905 head 0.88 0.044 0.771 0.88 0.822 0.957 shin 0.731 0.032 0.793 0.731 0.761 0.96 thigh 0.627 0.118 0.47 0.627 0.537 0.869 upperarm 0.572 0.033 0.74 0.572 0.645 0.921 waist Weighted Avg. 0.571 0.072 0.6 0.571 0.548 0.887 === Confusion Matrix === a b c d e f g <-- classified as 107 6 61 55 38 237 3 | a = chest 14 82 322 26 12 18 30 | b = forearm 7 17 411 9 0 10 55 | c = head 32 8 5 447 5 10 1 | d = shin 35 13 6 2 372 74 7 | e = thigh 26 14 87 15 42 319 6 | f = upperarm 5 6 170 26 0 11 291 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2019 56.7932 % Incorrectly Classified Instances 1536 43.2068 % Kappa statistic 0.4958 Mean absolute error 0.1251 Root mean squared error 0.322 Relative absolute error 51.084 % Root relative squared error 92.0231 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.201 0.031 0.518 0.201 0.29 0.815 chest 0.161 0.014 0.653 0.161 0.258 0.777 forearm 0.821 0.218 0.386 0.821 0.525 0.911 head 0.868 0.05 0.745 0.868 0.802 0.957 shin 0.749 0.043 0.743 0.749 0.746 0.945 thigh 0.617 0.115 0.474 0.617 0.536 0.87 upperarm 0.554 0.033 0.734 0.554 0.632 0.922 waist Weighted Avg. 0.568 0.072 0.608 0.568 0.542 0.886 === Confusion Matrix === a b c d e f g <-- classified as 102 5 65 67 42 221 5 | a = chest 8 81 321 23 20 24 27 | b = forearm 9 7 418 5 1 8 61 | c = head 29 11 5 441 10 10 2 | d = shin 26 7 9 4 381 77 5 | e = thigh 20 10 92 12 59 314 2 | f = upperarm 3 3 172 40 0 9 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2048 57.609 % Incorrectly Classified Instances 1507 42.391 % Kappa statistic 0.5054 Mean absolute error 0.1235 Root mean squared error 0.3198 Relative absolute error 50.4246 % Root relative squared error 91.391 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.044 0.48 0.243 0.322 0.85 chest 0.171 0.016 0.637 0.171 0.269 0.777 forearm 0.791 0.203 0.393 0.791 0.525 0.903 head 0.87 0.052 0.738 0.87 0.799 0.959 shin 0.752 0.032 0.796 0.752 0.774 0.952 thigh 0.614 0.108 0.488 0.614 0.544 0.865 upperarm 0.587 0.04 0.71 0.587 0.643 0.922 waist Weighted Avg. 0.576 0.071 0.606 0.576 0.554 0.89 === Confusion Matrix === a b c d e f g <-- classified as 123 2 53 62 24 237 6 | a = chest 15 86 310 34 19 14 26 | b = forearm 10 12 402 6 1 9 68 | c = head 31 11 7 442 4 12 1 | d = shin 49 8 12 1 383 50 6 | e = thigh 21 13 86 12 50 313 15 | f = upperarm 7 3 152 42 0 6 299 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2050 57.6653 % Incorrectly Classified Instances 1505 42.3347 % Kappa statistic 0.506 Mean absolute error 0.1227 Root mean squared error 0.318 Relative absolute error 50.1105 % Root relative squared error 90.88 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.231 0.035 0.525 0.231 0.321 0.844 chest 0.194 0.015 0.685 0.194 0.303 0.783 forearm 0.821 0.21 0.395 0.821 0.533 0.915 head 0.886 0.046 0.763 0.886 0.82 0.963 shin 0.735 0.044 0.738 0.735 0.736 0.955 thigh 0.621 0.115 0.475 0.621 0.538 0.871 upperarm 0.544 0.031 0.749 0.544 0.63 0.925 waist Weighted Avg. 0.577 0.071 0.619 0.577 0.555 0.894 === Confusion Matrix === a b c d e f g <-- classified as 117 7 51 50 36 242 4 | a = chest 5 98 329 21 16 15 20 | b = forearm 10 11 417 9 0 5 56 | c = head 28 7 2 451 8 12 1 | d = shin 44 7 5 2 374 69 8 | e = thigh 13 11 84 8 73 316 4 | f = upperarm 6 2 168 50 0 6 277 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2029 57.0745 % Incorrectly Classified Instances 1526 42.9255 % Kappa statistic 0.4991 Mean absolute error 0.1246 Root mean squared error 0.3207 Relative absolute error 50.8582 % Root relative squared error 91.6474 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.231 0.036 0.518 0.231 0.319 0.831 chest 0.196 0.019 0.635 0.196 0.3 0.78 forearm 0.819 0.209 0.395 0.819 0.533 0.905 head 0.88 0.042 0.776 0.88 0.825 0.961 shin 0.732 0.039 0.758 0.732 0.745 0.951 thigh 0.58 0.12 0.448 0.58 0.505 0.857 upperarm 0.554 0.036 0.719 0.554 0.626 0.924 waist Weighted Avg. 0.571 0.072 0.607 0.571 0.551 0.887 === Confusion Matrix === a b c d e f g <-- classified as 117 8 54 56 34 232 6 | a = chest 13 99 304 18 12 28 31 | b = forearm 5 15 416 8 0 9 55 | c = head 29 10 9 448 5 6 2 | d = shin 31 8 7 3 372 81 6 | e = thigh 25 13 83 15 68 295 10 | f = upperarm 6 3 181 29 0 8 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2054 57.7778 % Incorrectly Classified Instances 1501 42.2222 % Kappa statistic 0.5073 Mean absolute error 0.1232 Root mean squared error 0.3183 Relative absolute error 50.2867 % Root relative squared error 90.9623 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.035 0.516 0.225 0.313 0.828 chest 0.131 0.016 0.579 0.131 0.213 0.75 forearm 0.827 0.202 0.406 0.827 0.545 0.917 head 0.87 0.038 0.794 0.87 0.83 0.96 shin 0.754 0.045 0.736 0.754 0.745 0.955 thigh 0.617 0.121 0.459 0.617 0.526 0.859 upperarm 0.617 0.036 0.742 0.617 0.674 0.931 waist Weighted Avg. 0.578 0.07 0.605 0.578 0.55 0.886 === Confusion Matrix === a b c d e f g <-- classified as 114 3 58 48 31 248 5 | a = chest 13 66 322 25 20 24 35 | b = forearm 5 14 420 5 1 6 57 | c = head 36 7 7 442 9 7 0 | d = shin 30 10 7 1 384 74 3 | e = thigh 19 10 63 17 77 314 9 | f = upperarm 4 4 157 19 0 11 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1995 56.1339 % Incorrectly Classified Instances 1559 43.8661 % Kappa statistic 0.4881 Mean absolute error 0.1267 Root mean squared error 0.3228 Relative absolute error 51.7163 % Root relative squared error 92.2442 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.03 0.538 0.207 0.299 0.832 chest 0.173 0.022 0.561 0.173 0.264 0.76 forearm 0.813 0.221 0.38 0.813 0.518 0.908 head 0.886 0.045 0.767 0.886 0.822 0.954 shin 0.719 0.039 0.756 0.719 0.737 0.943 thigh 0.585 0.119 0.451 0.585 0.509 0.862 upperarm 0.542 0.036 0.717 0.542 0.617 0.916 waist Weighted Avg. 0.561 0.073 0.596 0.561 0.539 0.882 === Confusion Matrix === a b c d e f g <-- classified as 105 5 78 54 34 230 1 | a = chest 4 87 321 23 13 19 37 | b = forearm 7 13 413 7 0 13 55 | c = head 21 8 4 450 9 12 4 | d = shin 32 14 11 1 366 82 3 | e = thigh 20 23 83 14 62 298 9 | f = upperarm 6 5 177 38 0 7 276 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2038 57.3438 % Incorrectly Classified Instances 1516 42.6562 % Kappa statistic 0.5023 Mean absolute error 0.1241 Root mean squared error 0.3206 Relative absolute error 50.6935 % Root relative squared error 91.6069 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.211 0.035 0.5 0.211 0.297 0.821 chest 0.181 0.019 0.607 0.181 0.278 0.774 forearm 0.821 0.196 0.411 0.821 0.548 0.916 head 0.876 0.044 0.767 0.876 0.818 0.957 shin 0.752 0.041 0.752 0.752 0.752 0.956 thigh 0.607 0.124 0.449 0.607 0.516 0.854 upperarm 0.562 0.037 0.717 0.562 0.63 0.919 waist Weighted Avg. 0.573 0.071 0.601 0.573 0.549 0.886 === Confusion Matrix === a b c d e f g <-- classified as 107 6 56 45 39 248 6 | a = chest 12 91 305 26 16 22 32 | b = forearm 5 14 417 6 0 11 55 | c = head 32 10 6 445 4 9 2 | d = shin 22 11 7 3 383 76 7 | e = thigh 26 13 71 12 67 309 11 | f = upperarm 10 5 152 43 0 13 286 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 2038 57.3277 % Incorrectly Classified Instances 1517 42.6723 % Kappa statistic 0.5021 Mean absolute error 0.1241 Root mean squared error 0.321 Relative absolute error 50.6782 % Root relative squared error 91.7355 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.195 0.039 0.456 0.195 0.273 0.827 chest 0.167 0.014 0.661 0.167 0.266 0.764 forearm 0.819 0.207 0.397 0.819 0.535 0.911 head 0.892 0.047 0.759 0.892 0.82 0.964 shin 0.745 0.035 0.781 0.745 0.763 0.944 thigh 0.627 0.121 0.464 0.627 0.533 0.859 upperarm 0.564 0.035 0.73 0.564 0.636 0.925 waist Weighted Avg. 0.573 0.071 0.607 0.573 0.547 0.885 === Confusion Matrix === a b c d e f g <-- classified as 99 6 58 56 32 247 9 | a = chest 11 84 318 29 15 22 25 | b = forearm 11 9 416 6 0 9 57 | c = head 30 7 5 454 3 8 2 | d = shin 33 10 11 3 379 69 4 | e = thigh 26 11 74 14 56 319 9 | f = upperarm 7 0 166 36 0 13 287 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1996 56.1463 % Incorrectly Classified Instances 1559 43.8537 % Kappa statistic 0.4883 Mean absolute error 0.1266 Root mean squared error 0.3246 Relative absolute error 51.7114 % Root relative squared error 92.7585 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.201 0.043 0.436 0.201 0.275 0.819 chest 0.145 0.018 0.57 0.145 0.231 0.765 forearm 0.811 0.205 0.397 0.811 0.533 0.908 head 0.874 0.049 0.75 0.874 0.808 0.961 shin 0.723 0.04 0.749 0.723 0.736 0.95 thigh 0.582 0.12 0.446 0.582 0.505 0.85 upperarm 0.589 0.036 0.733 0.589 0.654 0.927 waist Weighted Avg. 0.561 0.073 0.583 0.561 0.535 0.883 === Confusion Matrix === a b c d e f g <-- classified as 102 1 53 68 37 240 6 | a = chest 12 73 325 20 19 22 33 | b = forearm 12 11 412 6 0 8 59 | c = head 35 8 6 445 4 9 2 | d = shin 36 16 8 1 368 78 2 | e = thigh 27 14 88 14 63 296 7 | f = upperarm 10 5 145 39 0 10 300 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2028 57.0464 % Incorrectly Classified Instances 1527 42.9536 % Kappa statistic 0.4988 Mean absolute error 0.1242 Root mean squared error 0.3196 Relative absolute error 50.7097 % Root relative squared error 91.3295 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.217 0.035 0.509 0.217 0.304 0.841 chest 0.181 0.018 0.619 0.181 0.28 0.776 forearm 0.835 0.217 0.391 0.835 0.533 0.913 head 0.886 0.041 0.783 0.886 0.831 0.954 shin 0.719 0.035 0.774 0.719 0.745 0.947 thigh 0.615 0.124 0.454 0.615 0.522 0.861 upperarm 0.536 0.031 0.742 0.536 0.623 0.918 waist Weighted Avg. 0.57 0.072 0.61 0.57 0.549 0.887 === Confusion Matrix === a b c d e f g <-- classified as 110 5 58 48 27 256 3 | a = chest 13 91 324 22 16 14 24 | b = forearm 5 11 425 9 0 7 52 | c = head 31 3 3 450 7 12 2 | d = shin 32 10 11 3 366 83 4 | e = thigh 13 23 85 8 57 313 10 | f = upperarm 12 4 180 35 0 5 273 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2024 56.9339 % Incorrectly Classified Instances 1531 43.0661 % Kappa statistic 0.4975 Mean absolute error 0.1246 Root mean squared error 0.3209 Relative absolute error 50.8636 % Root relative squared error 91.6909 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.197 0.037 0.467 0.197 0.277 0.822 chest 0.145 0.02 0.549 0.145 0.229 0.764 forearm 0.835 0.216 0.393 0.835 0.534 0.908 head 0.882 0.05 0.747 0.882 0.809 0.95 shin 0.77 0.037 0.778 0.77 0.774 0.964 thigh 0.578 0.111 0.465 0.578 0.515 0.861 upperarm 0.574 0.032 0.749 0.574 0.65 0.922 waist Weighted Avg. 0.569 0.072 0.593 0.569 0.542 0.885 === Confusion Matrix === a b c d e f g <-- classified as 100 2 74 68 31 229 3 | a = chest 16 73 334 23 6 21 31 | b = forearm 7 20 425 3 0 5 49 | c = head 24 6 6 448 9 14 1 | d = shin 35 5 8 1 392 63 5 | e = thigh 24 24 78 15 65 294 9 | f = upperarm 8 3 157 42 1 6 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2038 57.3277 % Incorrectly Classified Instances 1517 42.6723 % Kappa statistic 0.502 Mean absolute error 0.125 Root mean squared error 0.3219 Relative absolute error 51.0299 % Root relative squared error 91.982 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.223 0.031 0.543 0.223 0.316 0.831 chest 0.183 0.018 0.63 0.183 0.283 0.772 forearm 0.792 0.206 0.392 0.792 0.524 0.904 head 0.85 0.04 0.781 0.85 0.814 0.951 shin 0.756 0.047 0.731 0.756 0.743 0.959 thigh 0.623 0.118 0.469 0.623 0.535 0.869 upperarm 0.582 0.039 0.712 0.582 0.64 0.916 waist Weighted Avg. 0.573 0.071 0.608 0.573 0.551 0.886 === Confusion Matrix === a b c d e f g <-- classified as 113 4 66 43 46 229 6 | a = chest 6 92 317 23 14 19 33 | b = forearm 6 14 403 6 0 11 69 | c = head 35 14 7 432 8 10 2 | d = shin 30 7 4 0 385 80 3 | e = thigh 15 7 74 15 74 317 7 | f = upperarm 3 8 158 34 0 10 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2068 58.1716 % Incorrectly Classified Instances 1487 41.8284 % Kappa statistic 0.5119 Mean absolute error 0.122 Root mean squared error 0.3172 Relative absolute error 49.8267 % Root relative squared error 90.661 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.219 0.031 0.539 0.219 0.311 0.841 chest 0.173 0.019 0.596 0.173 0.268 0.78 forearm 0.8 0.212 0.386 0.8 0.521 0.906 head 0.886 0.045 0.767 0.886 0.822 0.961 shin 0.77 0.034 0.789 0.77 0.779 0.964 thigh 0.639 0.114 0.484 0.639 0.551 0.877 upperarm 0.582 0.032 0.751 0.582 0.656 0.929 waist Weighted Avg. 0.582 0.07 0.616 0.582 0.559 0.894 === Confusion Matrix === a b c d e f g <-- classified as 111 6 62 56 34 232 6 | a = chest 11 87 320 22 12 24 28 | b = forearm 4 23 407 10 1 12 52 | c = head 25 12 5 450 7 9 0 | d = shin 29 7 9 3 392 64 5 | e = thigh 20 8 87 11 51 325 7 | f = upperarm 6 3 164 35 0 5 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2040 57.384 % Incorrectly Classified Instances 1515 42.616 % Kappa statistic 0.5027 Mean absolute error 0.1239 Root mean squared error 0.3193 Relative absolute error 50.575 % Root relative squared error 91.2486 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.034 0.505 0.207 0.294 0.827 chest 0.198 0.017 0.654 0.198 0.304 0.783 forearm 0.86 0.212 0.404 0.86 0.55 0.921 head 0.852 0.047 0.753 0.852 0.8 0.947 shin 0.745 0.045 0.736 0.745 0.74 0.955 thigh 0.603 0.115 0.467 0.603 0.526 0.869 upperarm 0.548 0.028 0.766 0.548 0.639 0.931 waist Weighted Avg. 0.574 0.071 0.612 0.574 0.551 0.891 === Confusion Matrix === a b c d e f g <-- classified as 105 5 59 54 43 236 5 | a = chest 7 100 313 29 15 19 22 | b = forearm 12 6 437 3 1 6 43 | c = head 26 15 7 433 11 14 2 | d = shin 33 10 6 3 379 71 7 | e = thigh 20 13 84 13 66 307 6 | f = upperarm 5 4 176 40 0 5 279 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2035 57.2433 % Incorrectly Classified Instances 1520 42.7567 % Kappa statistic 0.5011 Mean absolute error 0.1244 Root mean squared error 0.3201 Relative absolute error 50.7811 % Root relative squared error 91.4688 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.03 0.572 0.243 0.341 0.83 chest 0.174 0.023 0.561 0.174 0.266 0.759 forearm 0.799 0.21 0.388 0.799 0.523 0.901 head 0.868 0.047 0.755 0.868 0.808 0.962 shin 0.772 0.039 0.766 0.772 0.769 0.956 thigh 0.586 0.112 0.467 0.586 0.52 0.868 upperarm 0.562 0.038 0.713 0.562 0.629 0.921 waist Weighted Avg. 0.572 0.071 0.603 0.572 0.551 0.885 === Confusion Matrix === a b c d e f g <-- classified as 123 7 64 51 28 230 4 | a = chest 4 88 310 30 17 26 30 | b = forearm 2 20 406 9 0 4 67 | c = head 31 15 5 441 7 7 2 | d = shin 27 9 8 2 392 65 5 | e = thigh 23 12 88 13 68 299 7 | f = upperarm 5 6 165 38 0 9 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1993 56.0777 % Incorrectly Classified Instances 1561 43.9223 % Kappa statistic 0.4875 Mean absolute error 0.1265 Root mean squared error 0.3238 Relative absolute error 51.6701 % Root relative squared error 92.5395 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.211 0.039 0.473 0.211 0.292 0.821 chest 0.147 0.018 0.574 0.147 0.234 0.754 forearm 0.815 0.206 0.398 0.815 0.535 0.916 head 0.896 0.046 0.763 0.896 0.824 0.969 shin 0.703 0.04 0.747 0.703 0.725 0.951 thigh 0.597 0.123 0.447 0.597 0.511 0.851 upperarm 0.552 0.04 0.697 0.552 0.616 0.917 waist Weighted Avg. 0.561 0.073 0.586 0.561 0.534 0.883 === Confusion Matrix === a b c d e f g <-- classified as 107 4 60 55 35 243 3 | a = chest 13 74 310 22 18 28 39 | b = forearm 5 12 414 4 0 9 64 | c = head 29 6 3 455 8 6 1 | d = shin 42 12 6 2 358 83 6 | e = thigh 27 16 74 19 60 304 9 | f = upperarm 3 5 174 39 0 7 281 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2081 58.5537 % Incorrectly Classified Instances 1473 41.4463 % Kappa statistic 0.5164 Mean absolute error 0.1213 Root mean squared error 0.3137 Relative absolute error 49.5122 % Root relative squared error 89.636 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.032 0.557 0.243 0.338 0.837 chest 0.2 0.02 0.62 0.2 0.303 0.796 forearm 0.819 0.2 0.405 0.819 0.542 0.914 head 0.89 0.04 0.786 0.89 0.835 0.962 shin 0.717 0.037 0.765 0.717 0.74 0.946 thigh 0.629 0.12 0.468 0.629 0.536 0.869 upperarm 0.597 0.034 0.745 0.597 0.663 0.921 waist Weighted Avg. 0.586 0.069 0.621 0.586 0.566 0.892 === Confusion Matrix === a b c d e f g <-- classified as 123 6 64 43 33 232 6 | a = chest 8 101 303 22 15 21 34 | b = forearm 5 20 416 6 0 15 46 | c = head 28 7 5 452 7 9 0 | d = shin 36 11 7 4 365 79 7 | e = thigh 16 12 79 14 57 320 11 | f = upperarm 5 6 152 34 0 8 304 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1995 56.1181 % Incorrectly Classified Instances 1560 43.8819 % Kappa statistic 0.488 Mean absolute error 0.1266 Root mean squared error 0.3238 Relative absolute error 51.6906 % Root relative squared error 92.5378 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.203 0.035 0.49 0.203 0.287 0.837 chest 0.172 0.019 0.6 0.172 0.268 0.754 forearm 0.785 0.205 0.389 0.785 0.521 0.911 head 0.89 0.05 0.75 0.89 0.814 0.962 shin 0.745 0.041 0.752 0.745 0.748 0.948 thigh 0.591 0.126 0.439 0.591 0.504 0.851 upperarm 0.538 0.036 0.715 0.538 0.614 0.913 waist Weighted Avg. 0.561 0.073 0.591 0.561 0.537 0.882 === Confusion Matrix === a b c d e f g <-- classified as 103 3 49 54 30 263 5 | a = chest 15 87 312 26 16 18 31 | b = forearm 6 14 399 11 1 14 63 | c = head 29 10 7 452 4 5 1 | d = shin 27 13 10 4 379 72 4 | e = thigh 25 12 75 17 74 301 5 | f = upperarm 5 6 173 39 0 12 274 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2066 58.1153 % Incorrectly Classified Instances 1489 41.8847 % Kappa statistic 0.5113 Mean absolute error 0.1221 Root mean squared error 0.3166 Relative absolute error 49.8479 % Root relative squared error 90.4689 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.245 0.031 0.566 0.245 0.342 0.837 chest 0.196 0.022 0.596 0.196 0.296 0.789 forearm 0.781 0.206 0.387 0.781 0.518 0.902 head 0.88 0.04 0.787 0.88 0.831 0.962 shin 0.749 0.037 0.77 0.749 0.759 0.961 thigh 0.604 0.113 0.472 0.604 0.53 0.862 upperarm 0.609 0.039 0.721 0.609 0.66 0.928 waist Weighted Avg. 0.581 0.07 0.614 0.581 0.563 0.892 === Confusion Matrix === a b c d e f g <-- classified as 124 6 71 43 35 226 2 | a = chest 1 99 310 26 13 20 35 | b = forearm 2 25 397 10 0 6 68 | c = head 27 7 7 447 8 12 0 | d = shin 33 10 5 0 381 74 6 | e = thigh 23 13 87 12 58 308 9 | f = upperarm 9 6 148 30 0 6 310 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2040 57.384 % Incorrectly Classified Instances 1515 42.616 % Kappa statistic 0.5027 Mean absolute error 0.124 Root mean squared error 0.3204 Relative absolute error 50.6218 % Root relative squared error 91.5625 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.209 0.037 0.484 0.209 0.292 0.829 chest 0.157 0.023 0.53 0.157 0.242 0.771 forearm 0.833 0.213 0.395 0.833 0.536 0.909 head 0.866 0.041 0.777 0.866 0.819 0.96 shin 0.754 0.033 0.795 0.754 0.774 0.96 thigh 0.633 0.12 0.468 0.633 0.538 0.87 upperarm 0.56 0.03 0.756 0.56 0.643 0.921 waist Weighted Avg. 0.574 0.071 0.601 0.574 0.55 0.889 === Confusion Matrix === a b c d e f g <-- classified as 106 7 57 53 32 247 5 | a = chest 15 79 335 28 6 19 22 | b = forearm 4 19 424 3 0 6 53 | c = head 34 11 3 440 6 11 3 | d = shin 32 13 4 0 384 72 4 | e = thigh 22 18 77 10 55 322 5 | f = upperarm 6 2 173 32 0 11 285 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1998 56.2025 % Incorrectly Classified Instances 1557 43.7975 % Kappa statistic 0.4889 Mean absolute error 0.1261 Root mean squared error 0.3221 Relative absolute error 51.4817 % Root relative squared error 92.0513 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.179 0.031 0.489 0.179 0.263 0.825 chest 0.163 0.025 0.522 0.163 0.248 0.765 forearm 0.79 0.199 0.399 0.79 0.53 0.909 head 0.868 0.059 0.71 0.868 0.781 0.949 shin 0.762 0.041 0.758 0.762 0.76 0.959 thigh 0.585 0.117 0.456 0.585 0.513 0.865 upperarm 0.582 0.04 0.706 0.582 0.638 0.927 waist Weighted Avg. 0.562 0.073 0.577 0.562 0.534 0.886 === Confusion Matrix === a b c d e f g <-- classified as 91 8 56 85 27 234 6 | a = chest 12 82 316 26 16 21 31 | b = forearm 6 16 402 4 1 12 68 | c = head 32 11 2 441 8 11 3 | d = shin 23 13 8 3 388 71 3 | e = thigh 17 21 74 15 72 298 12 | f = upperarm 5 6 149 47 0 6 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2026 56.9902 % Incorrectly Classified Instances 1529 43.0098 % Kappa statistic 0.4981 Mean absolute error 0.1247 Root mean squared error 0.3209 Relative absolute error 50.906 % Root relative squared error 91.702 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.209 0.037 0.484 0.209 0.292 0.833 chest 0.147 0.018 0.574 0.147 0.234 0.768 forearm 0.829 0.205 0.403 0.829 0.542 0.914 head 0.898 0.053 0.739 0.898 0.811 0.965 shin 0.733 0.043 0.742 0.733 0.737 0.955 thigh 0.613 0.119 0.464 0.613 0.528 0.866 upperarm 0.556 0.028 0.771 0.556 0.646 0.923 waist Weighted Avg. 0.57 0.072 0.597 0.57 0.542 0.889 === Confusion Matrix === a b c d e f g <-- classified as 106 2 61 58 42 236 2 | a = chest 14 74 323 27 22 23 21 | b = forearm 9 16 422 6 0 7 49 | c = head 26 8 1 456 8 9 0 | d = shin 35 11 7 2 373 79 2 | e = thigh 19 12 76 22 58 312 10 | f = upperarm 10 6 157 46 0 7 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2048 57.609 % Incorrectly Classified Instances 1507 42.391 % Kappa statistic 0.5053 Mean absolute error 0.1232 Root mean squared error 0.3192 Relative absolute error 50.3109 % Root relative squared error 91.2067 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.037 0.519 0.243 0.331 0.834 chest 0.179 0.016 0.643 0.179 0.28 0.766 forearm 0.817 0.216 0.388 0.817 0.526 0.911 head 0.896 0.038 0.797 0.896 0.843 0.973 shin 0.711 0.036 0.767 0.711 0.738 0.954 thigh 0.623 0.118 0.468 0.623 0.535 0.862 upperarm 0.56 0.033 0.74 0.56 0.638 0.931 waist Weighted Avg. 0.576 0.071 0.617 0.576 0.556 0.89 === Confusion Matrix === a b c d e f g <-- classified as 123 0 57 48 40 232 7 | a = chest 14 90 327 17 10 23 23 | b = forearm 7 13 416 3 0 13 57 | c = head 25 10 5 455 8 4 1 | d = shin 38 9 9 5 362 80 6 | e = thigh 27 15 78 14 52 317 6 | f = upperarm 3 3 181 29 0 8 285 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2050 57.6653 % Incorrectly Classified Instances 1505 42.3347 % Kappa statistic 0.506 Mean absolute error 0.1228 Root mean squared error 0.3186 Relative absolute error 50.15 % Root relative squared error 91.0507 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.199 0.039 0.461 0.199 0.278 0.824 chest 0.177 0.014 0.669 0.177 0.279 0.779 forearm 0.823 0.207 0.398 0.823 0.537 0.916 head 0.878 0.045 0.767 0.878 0.819 0.955 shin 0.733 0.035 0.779 0.733 0.755 0.95 thigh 0.639 0.116 0.479 0.639 0.547 0.867 upperarm 0.583 0.038 0.721 0.583 0.645 0.928 waist Weighted Avg. 0.577 0.071 0.611 0.577 0.552 0.889 === Confusion Matrix === a b c d e f g <-- classified as 101 6 70 52 38 233 7 | a = chest 12 89 298 24 19 27 35 | b = forearm 11 8 418 5 0 13 53 | c = head 25 12 5 447 3 14 3 | d = shin 50 8 10 2 373 60 6 | e = thigh 18 8 88 13 46 325 11 | f = upperarm 2 2 161 40 0 7 297 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2015 56.6807 % Incorrectly Classified Instances 1540 43.3193 % Kappa statistic 0.4945 Mean absolute error 0.1262 Root mean squared error 0.3225 Relative absolute error 51.534 % Root relative squared error 92.1764 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.223 0.042 0.469 0.223 0.302 0.817 chest 0.167 0.018 0.609 0.167 0.262 0.78 forearm 0.844 0.214 0.397 0.844 0.54 0.908 head 0.859 0.04 0.78 0.859 0.818 0.952 shin 0.721 0.04 0.751 0.721 0.735 0.938 thigh 0.591 0.119 0.453 0.591 0.513 0.859 upperarm 0.558 0.032 0.743 0.558 0.637 0.913 waist Weighted Avg. 0.567 0.072 0.6 0.567 0.544 0.881 === Confusion Matrix === a b c d e f g <-- classified as 113 8 62 46 34 236 8 | a = chest 9 84 321 23 14 22 31 | b = forearm 13 10 429 4 0 4 48 | c = head 36 10 6 437 8 11 1 | d = shin 38 10 11 1 367 78 4 | e = thigh 20 12 92 12 66 301 6 | f = upperarm 12 4 160 37 0 12 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2049 57.6533 % Incorrectly Classified Instances 1505 42.3467 % Kappa statistic 0.5059 Mean absolute error 0.1233 Root mean squared error 0.3194 Relative absolute error 50.35 % Root relative squared error 91.269 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.036 0.509 0.225 0.312 0.826 chest 0.173 0.016 0.644 0.173 0.272 0.769 forearm 0.833 0.211 0.397 0.833 0.537 0.915 head 0.868 0.043 0.771 0.868 0.817 0.953 shin 0.784 0.04 0.767 0.784 0.776 0.956 thigh 0.593 0.111 0.472 0.593 0.526 0.872 upperarm 0.556 0.037 0.713 0.556 0.625 0.92 waist Weighted Avg. 0.577 0.071 0.61 0.577 0.552 0.888 === Confusion Matrix === a b c d e f g <-- classified as 114 3 64 50 20 251 5 | a = chest 8 87 317 21 18 14 39 | b = forearm 3 10 423 10 0 7 55 | c = head 37 7 9 441 7 7 0 | d = shin 34 9 8 1 399 54 4 | e = thigh 21 12 78 9 76 302 11 | f = upperarm 7 7 167 40 0 5 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2058 57.9066 % Incorrectly Classified Instances 1496 42.0934 % Kappa statistic 0.5088 Mean absolute error 0.1236 Root mean squared error 0.3189 Relative absolute error 50.4629 % Root relative squared error 91.1441 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.231 0.029 0.574 0.231 0.329 0.83 chest 0.174 0.014 0.677 0.174 0.277 0.769 forearm 0.821 0.213 0.391 0.821 0.53 0.907 head 0.88 0.041 0.78 0.88 0.827 0.949 shin 0.734 0.04 0.752 0.734 0.743 0.953 thigh 0.621 0.117 0.471 0.621 0.536 0.863 upperarm 0.589 0.037 0.725 0.589 0.65 0.925 waist Weighted Avg. 0.579 0.07 0.624 0.579 0.556 0.885 === Confusion Matrix === a b c d e f g <-- classified as 117 2 73 49 44 219 3 | a = chest 6 88 319 21 14 23 34 | b = forearm 8 12 417 6 1 7 57 | c = head 24 10 5 447 7 12 3 | d = shin 24 4 6 4 373 89 8 | e = thigh 18 11 84 14 57 316 9 | f = upperarm 7 3 162 32 0 5 300 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 2057 57.8622 % Incorrectly Classified Instances 1498 42.1378 % Kappa statistic 0.5083 Mean absolute error 0.122 Root mean squared error 0.3162 Relative absolute error 49.8124 % Root relative squared error 90.3736 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.183 0.028 0.525 0.183 0.272 0.825 chest 0.2 0.021 0.608 0.2 0.301 0.769 forearm 0.829 0.211 0.396 0.829 0.536 0.916 head 0.898 0.037 0.8 0.898 0.846 0.967 shin 0.75 0.033 0.793 0.75 0.771 0.961 thigh 0.601 0.127 0.441 0.601 0.509 0.865 upperarm 0.583 0.034 0.741 0.583 0.653 0.926 waist Weighted Avg. 0.579 0.07 0.615 0.579 0.556 0.89 === Confusion Matrix === a b c d e f g <-- classified as 93 3 62 46 28 271 4 | a = chest 5 101 317 21 10 21 29 | b = forearm 4 14 422 6 0 12 51 | c = head 19 11 6 456 4 11 1 | d = shin 29 12 7 4 382 69 6 | e = thigh 21 20 79 12 58 306 13 | f = upperarm 6 5 172 25 0 4 297 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2068 58.1716 % Incorrectly Classified Instances 1487 41.8284 % Kappa statistic 0.5119 Mean absolute error 0.1205 Root mean squared error 0.3162 Relative absolute error 49.2173 % Root relative squared error 90.3626 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.195 0.037 0.465 0.195 0.275 0.834 chest 0.165 0.016 0.629 0.165 0.261 0.784 forearm 0.827 0.21 0.397 0.827 0.537 0.915 head 0.892 0.041 0.784 0.892 0.834 0.967 shin 0.764 0.035 0.783 0.764 0.773 0.956 thigh 0.627 0.113 0.482 0.627 0.545 0.864 upperarm 0.597 0.036 0.736 0.597 0.659 0.925 waist Weighted Avg. 0.582 0.07 0.611 0.582 0.555 0.892 === Confusion Matrix === a b c d e f g <-- classified as 99 8 77 48 30 238 7 | a = chest 8 83 315 26 14 22 36 | b = forearm 8 13 421 6 0 11 50 | c = head 33 5 6 453 9 2 0 | d = shin 34 10 6 0 389 64 6 | e = thigh 24 9 78 14 55 319 10 | f = upperarm 7 4 157 31 0 6 304 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2002 56.315 % Incorrectly Classified Instances 1553 43.685 % Kappa statistic 0.4902 Mean absolute error 0.127 Root mean squared error 0.3228 Relative absolute error 51.8648 % Root relative squared error 92.239 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.219 0.034 0.519 0.219 0.308 0.822 chest 0.167 0.02 0.583 0.167 0.259 0.762 forearm 0.804 0.205 0.396 0.804 0.531 0.907 head 0.878 0.048 0.752 0.878 0.81 0.954 shin 0.743 0.047 0.724 0.743 0.733 0.955 thigh 0.587 0.12 0.45 0.587 0.51 0.862 upperarm 0.54 0.036 0.712 0.54 0.615 0.92 waist Weighted Avg. 0.563 0.073 0.591 0.563 0.538 0.883 === Confusion Matrix === a b c d e f g <-- classified as 111 3 50 54 39 243 7 | a = chest 9 84 326 20 21 18 26 | b = forearm 6 20 409 7 1 3 63 | c = head 29 9 6 446 2 14 2 | d = shin 33 7 8 1 378 79 3 | e = thigh 21 15 67 16 81 299 10 | f = upperarm 5 6 166 49 0 8 275 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1992 56.0338 % Incorrectly Classified Instances 1563 43.9662 % Kappa statistic 0.487 Mean absolute error 0.1276 Root mean squared error 0.3268 Relative absolute error 52.096 % Root relative squared error 93.3819 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.215 0.042 0.462 0.215 0.293 0.823 chest 0.158 0.02 0.571 0.158 0.248 0.774 forearm 0.801 0.208 0.391 0.801 0.526 0.902 head 0.876 0.059 0.711 0.876 0.785 0.951 shin 0.729 0.039 0.759 0.729 0.743 0.949 thigh 0.601 0.114 0.468 0.601 0.526 0.85 upperarm 0.538 0.032 0.741 0.538 0.623 0.926 waist Weighted Avg. 0.56 0.073 0.586 0.56 0.535 0.883 === Confusion Matrix === a b c d e f g <-- classified as 109 5 65 52 38 231 7 | a = chest 11 80 320 34 12 22 26 | b = forearm 12 18 407 15 0 3 53 | c = head 31 10 4 445 4 13 1 | d = shin 40 9 10 1 371 73 5 | e = thigh 25 15 74 21 64 306 4 | f = upperarm 8 3 160 58 0 6 274 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2078 58.4529 % Incorrectly Classified Instances 1477 41.5471 % Kappa statistic 0.5152 Mean absolute error 0.1212 Root mean squared error 0.3163 Relative absolute error 49.5048 % Root relative squared error 90.3967 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.221 0.036 0.502 0.221 0.307 0.825 chest 0.17 0.018 0.614 0.17 0.267 0.767 forearm 0.837 0.2 0.411 0.837 0.552 0.914 head 0.866 0.046 0.757 0.866 0.808 0.955 shin 0.731 0.039 0.756 0.731 0.743 0.949 thigh 0.654 0.116 0.486 0.654 0.558 0.873 upperarm 0.609 0.03 0.773 0.609 0.681 0.936 waist Weighted Avg. 0.585 0.069 0.614 0.585 0.56 0.889 === Confusion Matrix === a b c d e f g <-- classified as 112 3 67 62 27 231 5 | a = chest 15 86 310 26 16 26 26 | b = forearm 10 14 425 7 0 6 46 | c = head 32 10 6 440 10 9 1 | d = shin 33 11 10 5 372 71 7 | e = thigh 15 12 67 9 67 333 6 | f = upperarm 6 4 148 32 0 9 310 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2019 56.7932 % Incorrectly Classified Instances 1536 43.2068 % Kappa statistic 0.4958 Mean absolute error 0.1261 Root mean squared error 0.3231 Relative absolute error 51.4809 % Root relative squared error 92.3234 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.231 0.033 0.537 0.231 0.323 0.819 chest 0.169 0.018 0.607 0.169 0.264 0.781 forearm 0.811 0.205 0.397 0.811 0.533 0.91 head 0.864 0.041 0.777 0.864 0.818 0.962 shin 0.715 0.038 0.758 0.715 0.736 0.941 thigh 0.606 0.132 0.435 0.606 0.506 0.855 upperarm 0.576 0.036 0.725 0.576 0.642 0.915 waist Weighted Avg. 0.568 0.072 0.605 0.568 0.546 0.883 === Confusion Matrix === a b c d e f g <-- classified as 117 2 58 52 31 242 5 | a = chest 9 85 314 19 18 30 29 | b = forearm 3 9 412 7 0 14 63 | c = head 26 14 5 439 13 10 1 | d = shin 31 11 7 1 364 91 4 | e = thigh 23 11 88 16 54 309 9 | f = upperarm 9 8 153 31 0 15 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2043 57.4684 % Incorrectly Classified Instances 1512 42.5316 % Kappa statistic 0.5037 Mean absolute error 0.1244 Root mean squared error 0.3199 Relative absolute error 50.7773 % Root relative squared error 91.4316 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.227 0.038 0.5 0.227 0.312 0.832 chest 0.157 0.018 0.585 0.157 0.247 0.758 forearm 0.827 0.217 0.389 0.827 0.529 0.91 head 0.878 0.041 0.78 0.878 0.826 0.96 shin 0.76 0.04 0.759 0.76 0.76 0.964 thigh 0.627 0.108 0.492 0.627 0.551 0.88 upperarm 0.542 0.033 0.732 0.542 0.623 0.917 waist Weighted Avg. 0.575 0.071 0.605 0.575 0.55 0.889 === Confusion Matrix === a b c d e f g <-- classified as 115 6 59 57 41 225 4 | a = chest 17 79 327 19 17 15 30 | b = forearm 8 15 420 4 0 8 53 | c = head 32 8 4 447 5 11 2 | d = shin 37 10 5 0 387 65 5 | e = thigh 16 12 83 12 60 319 7 | f = upperarm 5 5 183 34 0 6 276 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2000 56.2588 % Incorrectly Classified Instances 1555 43.7412 % Kappa statistic 0.4896 Mean absolute error 0.1261 Root mean squared error 0.323 Relative absolute error 51.5079 % Root relative squared error 92.3064 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.201 0.042 0.442 0.201 0.276 0.829 chest 0.173 0.016 0.635 0.173 0.271 0.766 forearm 0.815 0.213 0.389 0.815 0.527 0.91 head 0.872 0.04 0.783 0.872 0.825 0.953 shin 0.727 0.043 0.74 0.727 0.733 0.953 thigh 0.568 0.118 0.445 0.568 0.499 0.858 upperarm 0.578 0.037 0.722 0.578 0.642 0.919 waist Weighted Avg. 0.563 0.073 0.594 0.563 0.54 0.884 === Confusion Matrix === a b c d e f g <-- classified as 102 3 65 49 42 242 4 | a = chest 12 87 314 20 13 25 33 | b = forearm 13 13 414 2 0 7 59 | c = head 29 12 4 444 7 10 3 | d = shin 44 11 6 1 370 71 6 | e = thigh 25 10 94 15 68 289 8 | f = upperarm 6 1 167 36 0 5 294 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2028 57.0625 % Incorrectly Classified Instances 1526 42.9375 % Kappa statistic 0.499 Mean absolute error 0.1252 Root mean squared error 0.3208 Relative absolute error 51.1195 % Root relative squared error 91.6862 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.262 0.03 0.591 0.262 0.363 0.843 chest 0.179 0.022 0.573 0.179 0.272 0.759 forearm 0.795 0.209 0.388 0.795 0.521 0.904 head 0.856 0.048 0.747 0.856 0.798 0.945 shin 0.745 0.041 0.753 0.745 0.749 0.952 thigh 0.613 0.115 0.471 0.613 0.532 0.871 upperarm 0.54 0.035 0.72 0.54 0.617 0.915 waist Weighted Avg. 0.571 0.072 0.606 0.571 0.551 0.884 === Confusion Matrix === a b c d e f g <-- classified as 133 4 59 62 32 215 2 | a = chest 12 90 305 28 19 22 28 | b = forearm 2 20 404 7 1 11 63 | c = head 35 7 5 435 10 13 3 | d = shin 22 10 13 4 379 77 4 | e = thigh 17 19 85 7 62 312 7 | f = upperarm 4 7 171 39 0 13 275 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2060 57.9629 % Incorrectly Classified Instances 1494 42.0371 % Kappa statistic 0.5095 Mean absolute error 0.1224 Root mean squared error 0.3172 Relative absolute error 49.9883 % Root relative squared error 90.6434 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.035 0.518 0.225 0.314 0.844 chest 0.171 0.013 0.677 0.171 0.273 0.795 forearm 0.821 0.211 0.394 0.821 0.533 0.915 head 0.9 0.048 0.759 0.9 0.823 0.967 shin 0.758 0.033 0.792 0.758 0.775 0.958 thigh 0.585 0.112 0.466 0.585 0.519 0.857 upperarm 0.593 0.038 0.721 0.593 0.651 0.926 waist Weighted Avg. 0.58 0.07 0.618 0.58 0.556 0.895 === Confusion Matrix === a b c d e f g <-- classified as 114 5 60 58 32 232 6 | a = chest 8 86 325 23 9 19 34 | b = forearm 7 6 418 4 0 11 63 | c = head 29 6 4 457 6 5 1 | d = shin 32 8 7 5 385 67 4 | e = thigh 21 13 95 19 54 298 9 | f = upperarm 9 3 151 36 0 8 302 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 2013 56.6245 % Incorrectly Classified Instances 1542 43.3755 % Kappa statistic 0.4939 Mean absolute error 0.1254 Root mean squared error 0.3223 Relative absolute error 51.1878 % Root relative squared error 92.0957 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.185 0.038 0.448 0.185 0.262 0.822 chest 0.159 0.018 0.588 0.159 0.25 0.763 forearm 0.815 0.209 0.394 0.815 0.531 0.909 head 0.86 0.047 0.753 0.86 0.803 0.956 shin 0.743 0.037 0.768 0.743 0.755 0.956 thigh 0.635 0.118 0.474 0.635 0.543 0.872 upperarm 0.562 0.038 0.711 0.562 0.628 0.921 waist Weighted Avg. 0.566 0.072 0.591 0.566 0.539 0.886 === Confusion Matrix === a b c d e f g <-- classified as 94 5 58 63 42 238 7 | a = chest 3 80 325 29 18 21 28 | b = forearm 7 17 414 1 0 6 63 | c = head 38 12 5 437 4 9 3 | d = shin 38 6 8 4 378 72 3 | e = thigh 25 9 79 12 49 324 12 | f = upperarm 5 7 163 34 1 13 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2029 57.0745 % Incorrectly Classified Instances 1526 42.9255 % Kappa statistic 0.4991 Mean absolute error 0.1249 Root mean squared error 0.3212 Relative absolute error 51.0032 % Root relative squared error 91.786 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.037 0.5 0.225 0.31 0.837 chest 0.177 0.019 0.61 0.177 0.274 0.763 forearm 0.788 0.205 0.391 0.788 0.522 0.906 head 0.884 0.05 0.748 0.884 0.81 0.965 shin 0.778 0.037 0.778 0.778 0.778 0.966 thigh 0.585 0.116 0.458 0.585 0.514 0.856 upperarm 0.554 0.037 0.714 0.554 0.624 0.924 waist Weighted Avg. 0.571 0.072 0.6 0.571 0.548 0.888 === Confusion Matrix === a b c d e f g <-- classified as 114 2 48 57 28 252 6 | a = chest 13 89 316 27 12 16 31 | b = forearm 8 19 401 9 0 5 67 | c = head 28 6 4 449 9 11 1 | d = shin 38 6 4 2 396 60 3 | e = thigh 18 21 90 13 64 298 5 | f = upperarm 9 3 163 43 0 9 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2013 56.6245 % Incorrectly Classified Instances 1542 43.3755 % Kappa statistic 0.4938 Mean absolute error 0.1254 Root mean squared error 0.3221 Relative absolute error 51.2126 % Root relative squared error 92.0549 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.033 0.51 0.207 0.295 0.829 chest 0.161 0.021 0.555 0.161 0.249 0.779 forearm 0.807 0.211 0.39 0.807 0.526 0.905 head 0.896 0.041 0.783 0.896 0.836 0.968 shin 0.711 0.042 0.74 0.711 0.725 0.939 thigh 0.58 0.121 0.445 0.58 0.503 0.86 upperarm 0.597 0.036 0.733 0.597 0.658 0.927 waist Weighted Avg. 0.566 0.072 0.594 0.566 0.542 0.887 === Confusion Matrix === a b c d e f g <-- classified as 105 4 65 53 34 239 7 | a = chest 12 81 320 18 18 28 27 | b = forearm 9 18 411 6 1 7 57 | c = head 21 11 4 455 9 7 1 | d = shin 33 11 9 3 362 82 9 | e = thigh 21 15 92 11 65 295 10 | f = upperarm 5 6 154 35 0 5 304 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2023 56.9058 % Incorrectly Classified Instances 1532 43.0942 % Kappa statistic 0.4971 Mean absolute error 0.1258 Root mean squared error 0.323 Relative absolute error 51.3746 % Root relative squared error 92.3158 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.249 0.035 0.538 0.249 0.34 0.835 chest 0.165 0.018 0.597 0.165 0.258 0.782 forearm 0.786 0.212 0.382 0.786 0.514 0.903 head 0.88 0.045 0.764 0.88 0.818 0.957 shin 0.715 0.042 0.741 0.715 0.728 0.944 thigh 0.613 0.108 0.488 0.613 0.543 0.865 upperarm 0.572 0.042 0.695 0.572 0.627 0.914 waist Weighted Avg. 0.569 0.072 0.601 0.569 0.547 0.886 === Confusion Matrix === a b c d e f g <-- classified as 126 5 72 52 44 205 3 | a = chest 6 83 324 27 10 20 34 | b = forearm 5 14 400 7 0 10 73 | c = head 26 9 3 447 8 13 2 | d = shin 43 11 11 1 364 72 7 | e = thigh 21 11 78 13 65 312 9 | f = upperarm 7 6 159 38 0 8 291 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2036 57.2714 % Incorrectly Classified Instances 1519 42.7286 % Kappa statistic 0.5014 Mean absolute error 0.1233 Root mean squared error 0.3192 Relative absolute error 50.3631 % Root relative squared error 91.2083 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.227 0.037 0.504 0.227 0.313 0.828 chest 0.192 0.013 0.708 0.192 0.303 0.782 forearm 0.827 0.213 0.394 0.827 0.534 0.913 head 0.878 0.043 0.772 0.878 0.821 0.955 shin 0.741 0.037 0.769 0.741 0.755 0.952 thigh 0.597 0.122 0.45 0.597 0.514 0.859 upperarm 0.542 0.033 0.73 0.542 0.622 0.92 waist Weighted Avg. 0.573 0.071 0.618 0.573 0.552 0.887 === Confusion Matrix === a b c d e f g <-- classified as 115 7 66 43 28 242 6 | a = chest 12 97 301 28 13 26 27 | b = forearm 8 10 421 7 0 9 54 | c = head 31 5 5 446 9 9 3 | d = shin 33 7 9 2 377 75 6 | e = thigh 22 8 90 16 63 304 6 | f = upperarm 7 3 177 36 0 10 276 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2029 57.0745 % Incorrectly Classified Instances 1526 42.9255 % Kappa statistic 0.4991 Mean absolute error 0.1252 Root mean squared error 0.3209 Relative absolute error 51.1192 % Root relative squared error 91.7066 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.197 0.033 0.495 0.197 0.282 0.837 chest 0.185 0.019 0.612 0.185 0.284 0.754 forearm 0.835 0.209 0.4 0.835 0.54 0.912 head 0.878 0.049 0.751 0.878 0.81 0.947 shin 0.739 0.044 0.739 0.739 0.739 0.948 thigh 0.603 0.114 0.469 0.603 0.528 0.869 upperarm 0.554 0.033 0.738 0.554 0.633 0.915 waist Weighted Avg. 0.571 0.072 0.601 0.571 0.546 0.884 === Confusion Matrix === a b c d e f g <-- classified as 100 6 56 60 43 238 4 | a = chest 8 93 318 20 16 15 34 | b = forearm 6 16 424 5 0 6 51 | c = head 28 9 7 447 5 13 0 | d = shin 38 9 12 3 376 68 3 | e = thigh 15 15 74 21 69 307 8 | f = upperarm 7 4 170 39 0 7 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2038 57.3277 % Incorrectly Classified Instances 1517 42.6723 % Kappa statistic 0.5021 Mean absolute error 0.1236 Root mean squared error 0.3185 Relative absolute error 50.4533 % Root relative squared error 91.0072 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.221 0.028 0.571 0.221 0.319 0.829 chest 0.154 0.026 0.5 0.154 0.236 0.77 forearm 0.807 0.215 0.385 0.807 0.521 0.909 head 0.89 0.043 0.777 0.89 0.83 0.959 shin 0.774 0.039 0.768 0.774 0.771 0.961 thigh 0.568 0.114 0.455 0.568 0.505 0.855 upperarm 0.595 0.034 0.743 0.595 0.661 0.93 waist Weighted Avg. 0.573 0.071 0.6 0.573 0.549 0.888 === Confusion Matrix === a b c d e f g <-- classified as 112 7 66 54 32 230 6 | a = chest 10 78 324 29 14 22 28 | b = forearm 6 20 410 8 0 7 57 | c = head 22 15 5 453 5 9 0 | d = shin 22 14 7 1 393 69 2 | e = thigh 19 17 91 13 68 289 12 | f = upperarm 5 5 162 25 0 9 303 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2036 57.2714 % Incorrectly Classified Instances 1519 42.7286 % Kappa statistic 0.5014 Mean absolute error 0.1236 Root mean squared error 0.3195 Relative absolute error 50.4891 % Root relative squared error 91.3058 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.209 0.033 0.512 0.209 0.297 0.828 chest 0.164 0.018 0.597 0.164 0.258 0.784 forearm 0.833 0.206 0.402 0.833 0.543 0.917 head 0.87 0.048 0.753 0.87 0.807 0.965 shin 0.747 0.04 0.757 0.747 0.752 0.957 thigh 0.621 0.122 0.46 0.621 0.528 0.862 upperarm 0.562 0.032 0.749 0.562 0.642 0.928 waist Weighted Avg. 0.573 0.071 0.604 0.573 0.547 0.892 === Confusion Matrix === a b c d e f g <-- classified as 106 4 62 58 30 245 2 | a = chest 15 83 321 16 18 25 27 | b = forearm 6 9 423 8 0 9 53 | c = head 33 11 5 442 13 4 0 | d = shin 27 12 7 0 380 78 5 | e = thigh 18 15 75 15 61 316 9 | f = upperarm 2 5 158 48 0 10 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2059 57.9347 % Incorrectly Classified Instances 1495 42.0653 % Kappa statistic 0.5092 Mean absolute error 0.1233 Root mean squared error 0.3187 Relative absolute error 50.3573 % Root relative squared error 91.0722 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.231 0.041 0.485 0.231 0.313 0.82 chest 0.19 0.016 0.667 0.19 0.296 0.775 forearm 0.821 0.201 0.405 0.821 0.542 0.912 head 0.876 0.043 0.771 0.876 0.82 0.953 shin 0.731 0.03 0.802 0.731 0.765 0.959 thigh 0.646 0.124 0.465 0.646 0.541 0.872 upperarm 0.556 0.035 0.726 0.556 0.63 0.916 waist Weighted Avg. 0.579 0.07 0.617 0.579 0.559 0.887 === Confusion Matrix === a b c d e f g <-- classified as 117 3 64 50 27 240 6 | a = chest 14 96 304 22 11 24 33 | b = forearm 10 7 417 7 1 16 50 | c = head 36 5 5 445 3 11 3 | d = shin 36 10 5 1 372 82 3 | e = thigh 20 16 72 10 50 329 12 | f = upperarm 8 7 163 42 0 6 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2065 58.1035 % Incorrectly Classified Instances 1489 41.8965 % Kappa statistic 0.5111 Mean absolute error 0.1219 Root mean squared error 0.3169 Relative absolute error 49.7758 % Root relative squared error 90.5685 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.033 0.51 0.207 0.295 0.831 chest 0.171 0.017 0.619 0.171 0.267 0.766 forearm 0.852 0.205 0.41 0.852 0.554 0.919 head 0.876 0.043 0.773 0.876 0.821 0.957 shin 0.743 0.042 0.747 0.743 0.745 0.953 thigh 0.619 0.121 0.462 0.619 0.529 0.867 upperarm 0.595 0.028 0.779 0.595 0.675 0.935 waist Weighted Avg. 0.581 0.07 0.614 0.581 0.556 0.89 === Confusion Matrix === a b c d e f g <-- classified as 105 3 63 51 37 246 2 | a = chest 10 86 320 21 17 19 31 | b = forearm 4 13 433 8 0 9 41 | c = head 29 10 6 445 5 11 2 | d = shin 25 12 8 5 378 74 7 | e = thigh 26 14 69 13 69 315 3 | f = upperarm 7 1 157 33 0 8 303 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1974 55.5274 % Incorrectly Classified Instances 1581 44.4726 % Kappa statistic 0.4811 Mean absolute error 0.1283 Root mean squared error 0.3263 Relative absolute error 52.4053 % Root relative squared error 93.2623 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.032 0.517 0.207 0.296 0.826 chest 0.157 0.024 0.523 0.157 0.241 0.757 forearm 0.774 0.213 0.377 0.774 0.507 0.896 head 0.853 0.046 0.756 0.853 0.801 0.947 shin 0.725 0.039 0.758 0.725 0.741 0.95 thigh 0.601 0.123 0.45 0.601 0.515 0.859 upperarm 0.566 0.042 0.691 0.566 0.622 0.922 waist Weighted Avg. 0.555 0.074 0.582 0.555 0.532 0.88 === Confusion Matrix === a b c d e f g <-- classified as 105 6 57 56 34 242 7 | a = chest 10 79 324 29 9 21 32 | b = forearm 3 16 393 9 0 11 76 | c = head 33 12 4 434 9 14 3 | d = shin 33 10 9 4 369 81 3 | e = thigh 15 19 80 15 66 306 8 | f = upperarm 4 9 176 27 0 5 288 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2034 57.2152 % Incorrectly Classified Instances 1521 42.7848 % Kappa statistic 0.5008 Mean absolute error 0.1243 Root mean squared error 0.3201 Relative absolute error 50.7516 % Root relative squared error 91.4749 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.191 0.039 0.447 0.191 0.268 0.808 chest 0.185 0.017 0.641 0.185 0.287 0.768 forearm 0.825 0.197 0.412 0.825 0.549 0.916 head 0.861 0.047 0.755 0.861 0.804 0.947 shin 0.76 0.04 0.759 0.76 0.76 0.957 thigh 0.597 0.123 0.447 0.597 0.511 0.857 upperarm 0.582 0.036 0.731 0.582 0.648 0.921 waist Weighted Avg. 0.572 0.071 0.599 0.572 0.547 0.882 === Confusion Matrix === a b c d e f g <-- classified as 97 5 67 53 25 254 6 | a = chest 13 93 300 25 19 17 37 | b = forearm 11 14 419 6 0 8 50 | c = head 33 12 4 438 8 12 2 | d = shin 27 5 6 1 387 76 7 | e = thigh 27 12 73 15 71 304 7 | f = upperarm 9 4 149 42 0 9 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2054 57.7778 % Incorrectly Classified Instances 1501 42.2222 % Kappa statistic 0.5073 Mean absolute error 0.1223 Root mean squared error 0.3174 Relative absolute error 49.9295 % Root relative squared error 90.6961 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.219 0.032 0.529 0.219 0.31 0.839 chest 0.185 0.019 0.612 0.185 0.284 0.776 forearm 0.823 0.219 0.385 0.823 0.524 0.909 head 0.894 0.042 0.781 0.894 0.834 0.964 shin 0.758 0.039 0.764 0.758 0.761 0.959 thigh 0.622 0.109 0.488 0.622 0.547 0.869 upperarm 0.54 0.032 0.739 0.54 0.624 0.928 waist Weighted Avg. 0.578 0.07 0.614 0.578 0.555 0.892 === Confusion Matrix === a b c d e f g <-- classified as 111 4 61 55 45 223 8 | a = chest 8 93 329 17 15 14 28 | b = forearm 10 15 418 7 0 9 49 | c = head 27 9 4 454 6 8 0 | d = shin 28 11 7 3 386 71 3 | e = thigh 21 14 82 14 53 317 9 | f = upperarm 5 6 185 31 0 7 275 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2077 58.4248 % Incorrectly Classified Instances 1478 41.5752 % Kappa statistic 0.5149 Mean absolute error 0.1219 Root mean squared error 0.3163 Relative absolute error 49.7703 % Root relative squared error 90.3962 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.032 0.538 0.225 0.317 0.833 chest 0.188 0.014 0.683 0.188 0.295 0.778 forearm 0.823 0.206 0.4 0.823 0.538 0.912 head 0.894 0.052 0.742 0.894 0.811 0.957 shin 0.766 0.036 0.78 0.766 0.773 0.961 thigh 0.639 0.113 0.485 0.639 0.551 0.875 upperarm 0.552 0.032 0.745 0.552 0.634 0.927 waist Weighted Avg. 0.584 0.069 0.625 0.584 0.56 0.892 === Confusion Matrix === a b c d e f g <-- classified as 114 4 67 62 30 226 4 | a = chest 13 95 303 23 13 24 34 | b = forearm 8 16 418 9 0 12 45 | c = head 26 7 6 454 5 10 0 | d = shin 32 9 6 2 390 63 7 | e = thigh 15 3 83 15 62 325 6 | f = upperarm 4 5 162 47 0 10 281 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2031 57.1308 % Incorrectly Classified Instances 1524 42.8692 % Kappa statistic 0.4998 Mean absolute error 0.1243 Root mean squared error 0.3194 Relative absolute error 50.7526 % Root relative squared error 91.281 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.223 0.036 0.509 0.223 0.31 0.833 chest 0.164 0.018 0.606 0.164 0.259 0.781 forearm 0.8 0.201 0.399 0.8 0.532 0.912 head 0.89 0.047 0.76 0.89 0.82 0.96 shin 0.722 0.042 0.741 0.722 0.732 0.952 thigh 0.603 0.115 0.468 0.603 0.527 0.868 upperarm 0.593 0.042 0.702 0.593 0.643 0.916 waist Weighted Avg. 0.571 0.072 0.598 0.571 0.546 0.889 === Confusion Matrix === a b c d e f g <-- classified as 113 3 60 67 45 215 4 | a = chest 9 83 308 25 12 31 37 | b = forearm 4 14 407 3 0 10 71 | c = head 30 8 4 452 4 9 1 | d = shin 38 11 8 1 367 76 7 | e = thigh 21 15 82 9 67 307 8 | f = upperarm 7 3 151 38 0 8 302 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2026 56.9902 % Incorrectly Classified Instances 1529 43.0098 % Kappa statistic 0.4981 Mean absolute error 0.1251 Root mean squared error 0.3217 Relative absolute error 51.0993 % Root relative squared error 91.9473 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.211 0.034 0.505 0.211 0.298 0.837 chest 0.151 0.019 0.571 0.151 0.239 0.766 forearm 0.827 0.218 0.388 0.827 0.529 0.91 head 0.882 0.051 0.744 0.882 0.807 0.954 shin 0.749 0.037 0.773 0.749 0.76 0.951 thigh 0.619 0.113 0.477 0.619 0.539 0.878 upperarm 0.546 0.031 0.749 0.546 0.632 0.921 waist Weighted Avg. 0.57 0.072 0.601 0.57 0.544 0.888 === Confusion Matrix === a b c d e f g <-- classified as 107 8 67 50 31 241 3 | a = chest 10 76 337 22 15 20 24 | b = forearm 6 7 421 14 0 10 51 | c = head 29 9 6 448 5 10 1 | d = shin 36 12 14 1 381 62 3 | e = thigh 17 18 78 9 61 315 11 | f = upperarm 7 3 161 58 0 2 278 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2050 57.6653 % Incorrectly Classified Instances 1505 42.3347 % Kappa statistic 0.506 Mean absolute error 0.1234 Root mean squared error 0.3182 Relative absolute error 50.383 % Root relative squared error 90.9325 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.239 0.034 0.538 0.239 0.331 0.833 chest 0.151 0.022 0.528 0.151 0.235 0.771 forearm 0.835 0.204 0.406 0.835 0.546 0.914 head 0.88 0.038 0.795 0.88 0.836 0.959 shin 0.701 0.036 0.764 0.701 0.732 0.947 thigh 0.629 0.129 0.448 0.629 0.523 0.858 upperarm 0.597 0.03 0.768 0.597 0.672 0.926 waist Weighted Avg. 0.577 0.071 0.607 0.577 0.554 0.887 === Confusion Matrix === a b c d e f g <-- classified as 121 6 53 39 32 253 3 | a = chest 10 76 318 25 19 29 27 | b = forearm 5 13 425 3 1 11 51 | c = head 26 12 4 447 8 9 2 | d = shin 35 18 9 3 357 81 6 | e = thigh 23 15 83 15 50 320 3 | f = upperarm 5 4 155 30 0 11 304 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2027 57.0183 % Incorrectly Classified Instances 1528 42.9817 % Kappa statistic 0.4984 Mean absolute error 0.1249 Root mean squared error 0.3215 Relative absolute error 51.0187 % Root relative squared error 91.8666 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.213 0.039 0.478 0.213 0.295 0.82 chest 0.171 0.015 0.656 0.171 0.271 0.768 forearm 0.813 0.212 0.39 0.813 0.527 0.908 head 0.882 0.051 0.744 0.882 0.807 0.968 shin 0.731 0.038 0.761 0.731 0.745 0.947 thigh 0.597 0.109 0.479 0.597 0.531 0.862 upperarm 0.58 0.038 0.718 0.58 0.641 0.925 waist Weighted Avg. 0.57 0.072 0.604 0.57 0.546 0.886 === Confusion Matrix === a b c d e f g <-- classified as 108 1 65 72 33 223 5 | a = chest 7 86 316 28 14 19 34 | b = forearm 14 14 414 5 0 7 55 | c = head 32 9 5 448 9 3 2 | d = shin 38 7 10 4 372 73 5 | e = thigh 21 10 84 14 61 304 15 | f = upperarm 6 4 167 31 0 6 295 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2024 56.9499 % Incorrectly Classified Instances 1530 43.0501 % Kappa statistic 0.4977 Mean absolute error 0.1245 Root mean squared error 0.3213 Relative absolute error 50.833 % Root relative squared error 91.8331 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.038 0.498 0.225 0.31 0.832 chest 0.175 0.017 0.633 0.175 0.274 0.777 forearm 0.823 0.21 0.395 0.823 0.534 0.911 head 0.876 0.04 0.785 0.876 0.828 0.966 shin 0.739 0.041 0.749 0.739 0.744 0.954 thigh 0.578 0.12 0.446 0.578 0.503 0.857 upperarm 0.568 0.036 0.723 0.568 0.636 0.92 waist Weighted Avg. 0.569 0.072 0.604 0.569 0.547 0.888 === Confusion Matrix === a b c d e f g <-- classified as 114 5 62 46 31 240 9 | a = chest 10 88 317 21 18 24 26 | b = forearm 8 13 418 3 1 6 59 | c = head 35 5 6 445 9 7 1 | d = shin 36 8 3 3 376 75 8 | e = thigh 20 17 88 15 67 294 8 | f = upperarm 6 3 164 34 0 13 289 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2049 57.6533 % Incorrectly Classified Instances 1505 42.3467 % Kappa statistic 0.5059 Mean absolute error 0.1233 Root mean squared error 0.3198 Relative absolute error 50.36 % Root relative squared error 91.3864 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.207 0.034 0.502 0.207 0.293 0.834 chest 0.192 0.017 0.647 0.192 0.297 0.775 forearm 0.839 0.21 0.399 0.839 0.541 0.915 head 0.872 0.038 0.792 0.872 0.83 0.96 shin 0.77 0.041 0.76 0.77 0.765 0.964 thigh 0.583 0.124 0.44 0.583 0.502 0.853 upperarm 0.568 0.029 0.765 0.568 0.652 0.922 waist Weighted Avg. 0.577 0.071 0.615 0.577 0.555 0.889 === Confusion Matrix === a b c d e f g <-- classified as 105 4 63 41 36 257 1 | a = chest 14 97 325 19 15 15 19 | b = forearm 3 18 426 3 0 3 55 | c = head 23 10 7 443 8 14 3 | d = shin 28 7 5 0 392 76 1 | e = thigh 27 12 82 16 65 297 10 | f = upperarm 9 2 159 37 0 13 289 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1999 56.2307 % Incorrectly Classified Instances 1556 43.7693 % Kappa statistic 0.4892 Mean absolute error 0.1265 Root mean squared error 0.3242 Relative absolute error 51.6343 % Root relative squared error 92.6557 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.195 0.036 0.474 0.195 0.277 0.828 chest 0.167 0.021 0.568 0.167 0.258 0.764 forearm 0.815 0.211 0.392 0.815 0.53 0.91 head 0.862 0.038 0.791 0.862 0.825 0.949 shin 0.729 0.047 0.722 0.729 0.725 0.953 thigh 0.58 0.121 0.444 0.58 0.503 0.85 upperarm 0.583 0.036 0.73 0.583 0.648 0.923 waist Weighted Avg. 0.562 0.073 0.589 0.562 0.538 0.883 === Confusion Matrix === a b c d e f g <-- classified as 99 5 69 47 41 242 4 | a = chest 13 84 311 20 17 22 37 | b = forearm 11 18 415 6 0 8 51 | c = head 30 10 5 438 5 18 2 | d = shin 32 11 9 4 371 77 5 | e = thigh 17 14 79 13 80 295 11 | f = upperarm 7 6 170 26 0 3 297 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2050 57.6653 % Incorrectly Classified Instances 1505 42.3347 % Kappa statistic 0.506 Mean absolute error 0.1233 Root mean squared error 0.3188 Relative absolute error 50.3402 % Root relative squared error 91.0909 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.038 0.496 0.225 0.309 0.829 chest 0.183 0.015 0.662 0.183 0.286 0.766 forearm 0.827 0.21 0.397 0.827 0.536 0.911 head 0.852 0.047 0.753 0.852 0.8 0.945 shin 0.766 0.035 0.786 0.766 0.776 0.961 thigh 0.623 0.114 0.477 0.623 0.54 0.87 upperarm 0.556 0.035 0.728 0.556 0.63 0.928 waist Weighted Avg. 0.577 0.071 0.614 0.577 0.554 0.887 === Confusion Matrix === a b c d e f g <-- classified as 114 2 66 53 26 243 3 | a = chest 8 92 320 29 13 15 27 | b = forearm 4 13 421 5 1 8 57 | c = head 42 8 5 433 3 15 2 | d = shin 38 10 4 0 390 59 8 | e = thigh 15 9 81 15 63 317 9 | f = upperarm 9 5 164 40 0 8 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2057 57.8622 % Incorrectly Classified Instances 1498 42.1378 % Kappa statistic 0.5083 Mean absolute error 0.1225 Root mean squared error 0.3166 Relative absolute error 50.0062 % Root relative squared error 90.4842 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.211 0.027 0.566 0.211 0.307 0.825 chest 0.159 0.017 0.606 0.159 0.252 0.78 forearm 0.833 0.209 0.399 0.833 0.54 0.918 head 0.898 0.042 0.779 0.898 0.834 0.971 shin 0.735 0.039 0.76 0.735 0.747 0.958 thigh 0.599 0.121 0.452 0.599 0.515 0.866 upperarm 0.611 0.036 0.74 0.611 0.67 0.926 waist Weighted Avg. 0.579 0.07 0.615 0.579 0.553 0.892 === Confusion Matrix === a b c d e f g <-- classified as 107 5 62 65 32 229 7 | a = chest 9 80 325 21 11 31 27 | b = forearm 4 9 424 2 0 15 55 | c = head 24 10 5 456 6 4 3 | d = shin 26 8 7 4 374 85 5 | e = thigh 12 18 86 7 69 305 12 | f = upperarm 7 2 153 30 0 6 311 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2062 58.0028 % Incorrectly Classified Instances 1493 41.9972 % Kappa statistic 0.5099 Mean absolute error 0.1222 Root mean squared error 0.3173 Relative absolute error 49.8857 % Root relative squared error 90.6638 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.239 0.03 0.568 0.239 0.336 0.842 chest 0.173 0.018 0.608 0.173 0.269 0.777 forearm 0.837 0.206 0.405 0.837 0.545 0.92 head 0.866 0.046 0.757 0.866 0.808 0.963 shin 0.756 0.04 0.759 0.756 0.758 0.958 thigh 0.597 0.117 0.461 0.597 0.521 0.864 upperarm 0.587 0.033 0.749 0.587 0.659 0.925 waist Weighted Avg. 0.58 0.07 0.615 0.58 0.557 0.893 === Confusion Matrix === a b c d e f g <-- classified as 121 3 60 51 35 234 3 | a = chest 11 87 306 29 19 23 29 | b = forearm 6 14 426 5 0 6 52 | c = head 30 13 6 440 8 7 4 | d = shin 26 11 3 2 385 78 4 | e = thigh 15 8 96 18 60 304 8 | f = upperarm 4 7 156 36 0 7 299 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2020 56.8214 % Incorrectly Classified Instances 1535 43.1786 % Kappa statistic 0.4962 Mean absolute error 0.1249 Root mean squared error 0.3217 Relative absolute error 51.0176 % Root relative squared error 91.9467 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.237 0.042 0.486 0.237 0.318 0.841 chest 0.17 0.02 0.585 0.17 0.264 0.773 forearm 0.811 0.21 0.391 0.811 0.528 0.905 head 0.856 0.044 0.764 0.856 0.808 0.95 shin 0.701 0.035 0.771 0.701 0.735 0.951 thigh 0.633 0.123 0.463 0.633 0.534 0.86 upperarm 0.566 0.03 0.758 0.566 0.648 0.927 waist Weighted Avg. 0.568 0.072 0.603 0.568 0.548 0.887 === Confusion Matrix === a b c d e f g <-- classified as 120 6 61 46 37 235 2 | a = chest 10 86 331 21 10 24 23 | b = forearm 14 17 412 9 1 6 49 | c = head 39 8 4 435 10 12 0 | d = shin 36 10 8 3 357 88 7 | e = thigh 25 17 71 15 48 322 11 | f = upperarm 3 3 166 40 0 9 288 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2017 56.737 % Incorrectly Classified Instances 1538 43.263 % Kappa statistic 0.4952 Mean absolute error 0.125 Root mean squared error 0.3217 Relative absolute error 51.023 % Root relative squared error 91.9362 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.197 0.04 0.452 0.197 0.275 0.83 chest 0.202 0.02 0.626 0.202 0.305 0.78 forearm 0.778 0.203 0.389 0.778 0.519 0.905 head 0.876 0.047 0.757 0.876 0.812 0.959 shin 0.756 0.041 0.753 0.756 0.755 0.939 thigh 0.611 0.117 0.467 0.611 0.529 0.869 upperarm 0.548 0.037 0.714 0.548 0.62 0.921 waist Weighted Avg. 0.567 0.072 0.594 0.567 0.545 0.886 === Confusion Matrix === a b c d e f g <-- classified as 100 2 55 58 48 239 5 | a = chest 12 102 308 17 12 23 31 | b = forearm 8 22 395 5 0 10 68 | c = head 27 12 4 445 8 11 1 | d = shin 40 7 9 5 385 60 3 | e = thigh 25 14 84 13 58 311 4 | f = upperarm 9 4 160 45 0 12 279 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2025 56.962 % Incorrectly Classified Instances 1530 43.038 % Kappa statistic 0.4978 Mean absolute error 0.1259 Root mean squared error 0.3223 Relative absolute error 51.3937 % Root relative squared error 92.0911 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.219 0.038 0.487 0.219 0.302 0.821 chest 0.188 0.022 0.59 0.188 0.286 0.769 forearm 0.785 0.209 0.385 0.785 0.517 0.901 head 0.884 0.037 0.798 0.884 0.838 0.96 shin 0.731 0.038 0.764 0.731 0.747 0.947 thigh 0.608 0.119 0.461 0.608 0.524 0.854 upperarm 0.568 0.039 0.71 0.568 0.631 0.92 waist Weighted Avg. 0.57 0.072 0.599 0.57 0.55 0.882 === Confusion Matrix === a b c d e f g <-- classified as 111 6 63 39 30 251 7 | a = chest 6 95 316 26 15 20 26 | b = forearm 11 14 399 6 0 5 73 | c = head 25 8 6 449 10 9 1 | d = shin 35 16 15 0 372 66 5 | e = thigh 34 16 70 14 60 310 6 | f = upperarm 6 6 167 29 0 12 289 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2067 58.1435 % Incorrectly Classified Instances 1488 41.8565 % Kappa statistic 0.5116 Mean absolute error 0.122 Root mean squared error 0.3163 Relative absolute error 49.8014 % Root relative squared error 90.3979 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.231 0.034 0.529 0.231 0.321 0.835 chest 0.167 0.016 0.627 0.167 0.263 0.768 forearm 0.831 0.198 0.412 0.831 0.551 0.915 head 0.898 0.051 0.747 0.898 0.815 0.965 shin 0.752 0.037 0.772 0.752 0.762 0.955 thigh 0.621 0.117 0.47 0.621 0.535 0.877 upperarm 0.566 0.035 0.731 0.566 0.638 0.915 waist Weighted Avg. 0.581 0.07 0.613 0.581 0.556 0.89 === Confusion Matrix === a b c d e f g <-- classified as 117 4 57 52 24 245 8 | a = chest 8 84 314 30 19 18 31 | b = forearm 8 13 422 7 0 7 51 | c = head 25 9 3 457 6 9 0 | d = shin 35 10 6 0 383 70 5 | e = thigh 18 10 73 17 64 316 11 | f = upperarm 10 4 150 49 0 8 288 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2019 56.8092 % Incorrectly Classified Instances 1535 43.1908 % Kappa statistic 0.496 Mean absolute error 0.1255 Root mean squared error 0.322 Relative absolute error 51.2628 % Root relative squared error 92.0318 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.197 0.036 0.474 0.197 0.279 0.821 chest 0.147 0.015 0.617 0.147 0.237 0.765 forearm 0.835 0.207 0.402 0.835 0.543 0.912 head 0.886 0.049 0.75 0.886 0.813 0.953 shin 0.746 0.044 0.74 0.746 0.743 0.949 thigh 0.605 0.117 0.463 0.605 0.525 0.856 upperarm 0.556 0.035 0.726 0.556 0.63 0.925 waist Weighted Avg. 0.568 0.072 0.596 0.568 0.539 0.883 === Confusion Matrix === a b c d e f g <-- classified as 100 2 48 67 44 241 5 | a = chest 15 74 325 17 17 22 34 | b = forearm 5 12 424 6 0 4 57 | c = head 28 8 9 451 5 7 1 | d = shin 30 8 10 3 379 75 3 | e = thigh 25 12 74 16 67 308 7 | f = upperarm 8 4 165 41 0 8 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2025 56.9781 % Incorrectly Classified Instances 1529 43.0219 % Kappa statistic 0.498 Mean absolute error 0.125 Root mean squared error 0.3214 Relative absolute error 51.0331 % Root relative squared error 91.8475 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.201 0.032 0.513 0.201 0.289 0.823 chest 0.161 0.015 0.638 0.161 0.257 0.773 forearm 0.811 0.222 0.379 0.811 0.516 0.906 head 0.896 0.047 0.761 0.896 0.823 0.966 shin 0.752 0.036 0.778 0.752 0.765 0.963 thigh 0.597 0.113 0.468 0.597 0.525 0.867 upperarm 0.566 0.037 0.718 0.566 0.633 0.917 waist Weighted Avg. 0.57 0.072 0.608 0.57 0.544 0.888 === Confusion Matrix === a b c d e f g <-- classified as 102 6 80 62 29 222 6 | a = chest 12 81 317 24 16 17 37 | b = forearm 2 12 412 7 0 16 59 | c = head 32 6 3 455 7 4 1 | d = shin 31 8 7 1 383 76 3 | e = thigh 18 12 98 13 57 304 7 | f = upperarm 2 2 171 36 0 10 288 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1988 55.9212 % Incorrectly Classified Instances 1567 44.0788 % Kappa statistic 0.4856 Mean absolute error 0.127 Root mean squared error 0.3229 Relative absolute error 51.8755 % Root relative squared error 92.2871 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.215 0.036 0.498 0.215 0.3 0.828 chest 0.153 0.023 0.524 0.153 0.237 0.781 forearm 0.792 0.21 0.387 0.792 0.52 0.908 head 0.852 0.044 0.765 0.852 0.806 0.96 shin 0.741 0.044 0.738 0.741 0.739 0.942 thigh 0.582 0.119 0.451 0.582 0.508 0.861 upperarm 0.576 0.039 0.709 0.576 0.636 0.92 waist Weighted Avg. 0.559 0.074 0.582 0.559 0.536 0.886 === Confusion Matrix === a b c d e f g <-- classified as 109 4 70 49 35 234 6 | a = chest 8 77 319 23 22 22 33 | b = forearm 6 16 403 7 0 16 61 | c = head 35 16 5 433 6 11 2 | d = shin 32 10 5 4 377 72 9 | e = thigh 22 16 85 10 71 296 9 | f = upperarm 7 8 155 40 0 6 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1995 56.1181 % Incorrectly Classified Instances 1560 43.8819 % Kappa statistic 0.4879 Mean absolute error 0.127 Root mean squared error 0.3236 Relative absolute error 51.8495 % Root relative squared error 92.4871 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.229 0.037 0.509 0.229 0.316 0.823 chest 0.161 0.019 0.579 0.161 0.252 0.775 forearm 0.8 0.212 0.387 0.8 0.521 0.907 head 0.88 0.051 0.743 0.88 0.805 0.948 shin 0.721 0.041 0.744 0.721 0.733 0.943 thigh 0.617 0.115 0.472 0.617 0.535 0.86 upperarm 0.517 0.036 0.703 0.517 0.596 0.908 waist Weighted Avg. 0.561 0.073 0.591 0.561 0.537 0.881 === Confusion Matrix === a b c d e f g <-- classified as 116 2 62 67 37 217 6 | a = chest 10 81 322 17 20 27 27 | b = forearm 6 16 407 3 0 13 64 | c = head 26 9 8 447 7 10 1 | d = shin 36 11 8 2 367 80 5 | e = thigh 22 17 70 16 62 314 8 | f = upperarm 12 4 176 50 0 4 263 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2074 58.3404 % Incorrectly Classified Instances 1481 41.6596 % Kappa statistic 0.5139 Mean absolute error 0.1213 Root mean squared error 0.3159 Relative absolute error 49.5479 % Root relative squared error 90.2851 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.227 0.035 0.516 0.227 0.315 0.823 chest 0.194 0.018 0.636 0.194 0.298 0.775 forearm 0.843 0.206 0.406 0.843 0.548 0.921 head 0.866 0.04 0.783 0.866 0.822 0.96 shin 0.737 0.038 0.762 0.737 0.749 0.954 thigh 0.591 0.116 0.461 0.591 0.518 0.861 upperarm 0.621 0.033 0.761 0.621 0.684 0.94 waist Weighted Avg. 0.583 0.07 0.618 0.583 0.563 0.891 === Confusion Matrix === a b c d e f g <-- classified as 115 5 75 45 26 237 4 | a = chest 7 98 313 24 9 23 30 | b = forearm 9 11 429 3 0 4 53 | c = head 34 6 7 440 9 10 2 | d = shin 33 16 8 1 375 73 3 | e = thigh 21 16 80 11 73 301 7 | f = upperarm 4 2 144 38 0 5 316 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2016 56.7089 % Incorrectly Classified Instances 1539 43.2911 % Kappa statistic 0.4948 Mean absolute error 0.1269 Root mean squared error 0.3243 Relative absolute error 51.811 % Root relative squared error 92.6854 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.221 0.036 0.505 0.221 0.307 0.829 chest 0.185 0.023 0.574 0.185 0.279 0.757 forearm 0.796 0.207 0.392 0.796 0.525 0.898 head 0.9 0.051 0.748 0.9 0.817 0.961 shin 0.739 0.042 0.746 0.739 0.742 0.949 thigh 0.589 0.113 0.465 0.589 0.52 0.866 upperarm 0.536 0.034 0.724 0.536 0.616 0.918 waist Weighted Avg. 0.567 0.072 0.593 0.567 0.544 0.883 === Confusion Matrix === a b c d e f g <-- classified as 112 4 51 64 33 239 4 | a = chest 11 93 307 26 21 17 29 | b = forearm 10 22 405 8 0 6 58 | c = head 25 10 1 457 6 9 0 | d = shin 39 11 8 5 376 67 3 | e = thigh 21 12 85 13 68 300 10 | f = upperarm 4 10 177 38 0 7 273 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2073 58.3122 % Incorrectly Classified Instances 1482 41.6878 % Kappa statistic 0.5136 Mean absolute error 0.122 Root mean squared error 0.3174 Relative absolute error 49.8175 % Root relative squared error 90.704 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.221 0.032 0.531 0.221 0.312 0.839 chest 0.175 0.014 0.667 0.175 0.277 0.77 forearm 0.819 0.209 0.395 0.819 0.533 0.909 head 0.884 0.042 0.778 0.884 0.828 0.959 shin 0.782 0.04 0.767 0.782 0.774 0.96 thigh 0.645 0.112 0.491 0.645 0.558 0.876 upperarm 0.552 0.037 0.713 0.552 0.622 0.914 waist Weighted Avg. 0.583 0.07 0.62 0.583 0.558 0.89 === Confusion Matrix === a b c d e f g <-- classified as 112 5 64 55 35 228 8 | a = chest 13 88 320 17 11 19 36 | b = forearm 3 17 416 6 0 6 60 | c = head 25 8 4 449 9 11 2 | d = shin 27 6 4 1 398 72 1 | e = thigh 24 6 65 14 66 329 6 | f = upperarm 7 2 179 35 0 5 281 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2035 57.2433 % Incorrectly Classified Instances 1520 42.7567 % Kappa statistic 0.5011 Mean absolute error 0.1243 Root mean squared error 0.3208 Relative absolute error 50.7378 % Root relative squared error 91.6765 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.221 0.033 0.526 0.221 0.311 0.825 chest 0.163 0.018 0.599 0.163 0.256 0.78 forearm 0.839 0.209 0.4 0.839 0.542 0.92 head 0.882 0.051 0.743 0.882 0.807 0.949 shin 0.758 0.037 0.774 0.758 0.766 0.959 thigh 0.574 0.117 0.451 0.574 0.505 0.858 upperarm 0.566 0.033 0.738 0.566 0.641 0.918 waist Weighted Avg. 0.572 0.071 0.605 0.572 0.547 0.887 === Confusion Matrix === a b c d e f g <-- classified as 112 9 54 55 30 240 7 | a = chest 9 82 312 43 13 17 28 | b = forearm 6 9 426 5 1 6 55 | c = head 31 6 5 449 5 12 1 | d = shin 27 10 10 1 386 70 5 | e = thigh 17 15 95 20 64 292 6 | f = upperarm 11 6 162 31 0 11 288 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2015 56.6807 % Incorrectly Classified Instances 1540 43.3193 % Kappa statistic 0.4945 Mean absolute error 0.1261 Root mean squared error 0.3235 Relative absolute error 51.5002 % Root relative squared error 92.4351 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.185 0.038 0.448 0.185 0.262 0.835 chest 0.169 0.018 0.612 0.169 0.264 0.764 forearm 0.807 0.209 0.392 0.807 0.527 0.903 head 0.89 0.041 0.782 0.89 0.833 0.957 shin 0.705 0.038 0.756 0.705 0.73 0.949 thigh 0.639 0.128 0.454 0.639 0.531 0.862 upperarm 0.568 0.033 0.743 0.568 0.644 0.924 waist Weighted Avg. 0.567 0.072 0.598 0.567 0.542 0.885 === Confusion Matrix === a b c d e f g <-- classified as 94 5 48 60 37 260 3 | a = chest 14 85 337 13 12 23 20 | b = forearm 8 15 410 5 0 8 62 | c = head 28 7 6 453 4 8 3 | d = shin 46 8 8 2 359 82 4 | e = thigh 15 15 72 11 63 325 8 | f = upperarm 5 4 166 35 0 10 289 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2067 58.1435 % Incorrectly Classified Instances 1488 41.8565 % Kappa statistic 0.5116 Mean absolute error 0.1212 Root mean squared error 0.3151 Relative absolute error 49.4855 % Root relative squared error 90.051 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.035 0.516 0.225 0.313 0.837 chest 0.184 0.014 0.684 0.184 0.29 0.78 forearm 0.841 0.211 0.399 0.841 0.542 0.919 head 0.88 0.043 0.772 0.88 0.822 0.959 shin 0.739 0.034 0.783 0.739 0.76 0.962 thigh 0.625 0.122 0.461 0.625 0.53 0.87 upperarm 0.574 0.029 0.768 0.574 0.657 0.926 waist Weighted Avg. 0.581 0.07 0.626 0.581 0.56 0.893 === Confusion Matrix === a b c d e f g <-- classified as 114 2 70 45 34 239 3 | a = chest 12 93 315 24 11 26 24 | b = forearm 6 11 427 7 0 8 49 | c = head 24 11 5 447 8 13 0 | d = shin 38 7 8 1 376 76 3 | e = thigh 21 10 83 17 51 318 9 | f = upperarm 6 2 161 38 0 10 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2035 57.2594 % Incorrectly Classified Instances 1519 42.7406 % Kappa statistic 0.5013 Mean absolute error 0.1238 Root mean squared error 0.3196 Relative absolute error 50.557 % Root relative squared error 91.3409 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.213 0.04 0.472 0.213 0.293 0.824 chest 0.194 0.019 0.624 0.194 0.296 0.771 forearm 0.811 0.205 0.397 0.811 0.533 0.907 head 0.872 0.044 0.766 0.872 0.816 0.966 shin 0.732 0.033 0.79 0.732 0.76 0.963 thigh 0.599 0.122 0.451 0.599 0.514 0.858 upperarm 0.583 0.035 0.733 0.583 0.65 0.927 waist Weighted Avg. 0.573 0.071 0.605 0.573 0.552 0.888 === Confusion Matrix === a b c d e f g <-- classified as 108 6 59 49 29 254 2 | a = chest 10 98 304 27 13 21 32 | b = forearm 13 13 412 13 0 8 49 | c = head 36 6 4 443 10 6 3 | d = shin 35 10 10 1 372 71 9 | e = thigh 22 18 87 17 47 305 13 | f = upperarm 5 6 161 28 0 12 297 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2041 57.4282 % Incorrectly Classified Instances 1513 42.5718 % Kappa statistic 0.5032 Mean absolute error 0.1229 Root mean squared error 0.3187 Relative absolute error 50.1766 % Root relative squared error 91.0824 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.03 0.536 0.205 0.297 0.834 chest 0.139 0.018 0.56 0.139 0.223 0.761 forearm 0.819 0.211 0.393 0.819 0.531 0.91 head 0.872 0.045 0.762 0.872 0.814 0.961 shin 0.774 0.04 0.765 0.774 0.77 0.957 thigh 0.619 0.115 0.473 0.619 0.536 0.865 upperarm 0.587 0.038 0.722 0.587 0.648 0.929 waist Weighted Avg. 0.574 0.071 0.602 0.574 0.546 0.888 === Confusion Matrix === a b c d e f g <-- classified as 104 5 66 51 46 229 6 | a = chest 10 70 318 24 14 24 44 | b = forearm 6 12 416 9 1 13 51 | c = head 32 13 5 443 6 8 1 | d = shin 21 10 9 3 394 66 6 | e = thigh 18 13 93 9 54 315 7 | f = upperarm 3 2 152 42 0 11 299 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1977 55.6118 % Incorrectly Classified Instances 1578 44.3882 % Kappa statistic 0.4821 Mean absolute error 0.1276 Root mean squared error 0.3252 Relative absolute error 52.1026 % Root relative squared error 92.9232 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.209 0.042 0.451 0.209 0.286 0.826 chest 0.145 0.021 0.537 0.145 0.228 0.758 forearm 0.809 0.216 0.385 0.809 0.522 0.909 head 0.868 0.045 0.764 0.868 0.813 0.962 shin 0.749 0.045 0.737 0.749 0.743 0.945 thigh 0.582 0.117 0.453 0.582 0.509 0.855 upperarm 0.528 0.033 0.729 0.528 0.613 0.921 waist Weighted Avg. 0.556 0.074 0.58 0.556 0.531 0.882 === Confusion Matrix === a b c d e f g <-- classified as 106 2 56 48 43 249 3 | a = chest 17 73 325 26 16 23 25 | b = forearm 10 15 411 7 0 12 53 | c = head 37 8 7 441 6 8 1 | d = shin 35 17 10 1 381 56 9 | e = thigh 20 18 73 22 71 296 9 | f = upperarm 10 3 186 32 0 9 269 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1995 56.1181 % Incorrectly Classified Instances 1560 43.8819 % Kappa statistic 0.488 Mean absolute error 0.1272 Root mean squared error 0.3247 Relative absolute error 51.9448 % Root relative squared error 92.8042 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.193 0.031 0.508 0.193 0.28 0.818 chest 0.167 0.018 0.604 0.167 0.261 0.768 forearm 0.823 0.216 0.388 0.823 0.528 0.914 head 0.876 0.049 0.748 0.876 0.807 0.96 shin 0.721 0.041 0.747 0.721 0.734 0.951 thigh 0.578 0.12 0.446 0.578 0.504 0.854 upperarm 0.566 0.037 0.72 0.566 0.634 0.922 waist Weighted Avg. 0.561 0.073 0.595 0.561 0.536 0.884 === Confusion Matrix === a b c d e f g <-- classified as 98 4 66 71 29 233 6 | a = chest 9 84 329 18 13 19 32 | b = forearm 6 15 418 8 0 5 56 | c = head 27 10 6 445 12 8 0 | d = shin 25 10 8 2 367 89 8 | e = thigh 26 13 79 17 70 295 10 | f = upperarm 2 3 170 34 0 12 288 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2070 58.2278 % Incorrectly Classified Instances 1485 41.7722 % Kappa statistic 0.5126 Mean absolute error 0.1222 Root mean squared error 0.3161 Relative absolute error 49.9034 % Root relative squared error 90.3224 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.247 0.029 0.59 0.247 0.348 0.838 chest 0.212 0.018 0.66 0.212 0.321 0.791 forearm 0.821 0.208 0.397 0.821 0.535 0.909 head 0.896 0.048 0.756 0.896 0.82 0.953 shin 0.725 0.033 0.785 0.725 0.754 0.954 thigh 0.623 0.118 0.469 0.623 0.535 0.865 upperarm 0.548 0.033 0.734 0.548 0.628 0.925 waist Weighted Avg. 0.582 0.07 0.627 0.582 0.563 0.891 === Confusion Matrix === a b c d e f g <-- classified as 125 7 64 59 28 223 1 | a = chest 5 107 301 25 13 24 29 | b = forearm 7 15 418 4 0 11 54 | c = head 20 7 6 455 5 13 2 | d = shin 32 8 7 3 369 84 6 | e = thigh 17 13 89 9 55 317 9 | f = upperarm 6 5 168 47 0 4 279 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2022 56.8776 % Incorrectly Classified Instances 1533 43.1224 % Kappa statistic 0.4968 Mean absolute error 0.1264 Root mean squared error 0.3234 Relative absolute error 51.6009 % Root relative squared error 92.4066 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.217 0.032 0.526 0.217 0.307 0.81 chest 0.175 0.017 0.624 0.175 0.273 0.766 forearm 0.837 0.212 0.397 0.837 0.539 0.914 head 0.864 0.042 0.776 0.864 0.818 0.95 shin 0.723 0.041 0.745 0.723 0.734 0.956 thigh 0.605 0.122 0.454 0.605 0.519 0.86 upperarm 0.556 0.036 0.718 0.556 0.627 0.921 waist Weighted Avg. 0.569 0.072 0.606 0.569 0.546 0.882 === Confusion Matrix === a b c d e f g <-- classified as 110 3 76 45 29 242 2 | a = chest 8 88 306 24 17 26 35 | b = forearm 7 9 426 3 0 5 59 | c = head 25 13 8 439 8 14 1 | d = shin 37 10 8 2 368 78 6 | e = thigh 17 13 75 16 72 308 8 | f = upperarm 5 5 173 37 0 6 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2024 56.9339 % Incorrectly Classified Instances 1531 43.0661 % Kappa statistic 0.4975 Mean absolute error 0.125 Root mean squared error 0.3222 Relative absolute error 51.0468 % Root relative squared error 92.0756 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.231 0.046 0.457 0.231 0.307 0.823 chest 0.173 0.016 0.644 0.173 0.272 0.766 forearm 0.809 0.207 0.396 0.809 0.532 0.908 head 0.844 0.045 0.757 0.844 0.798 0.934 shin 0.76 0.039 0.765 0.76 0.763 0.955 thigh 0.595 0.119 0.456 0.595 0.517 0.859 upperarm 0.568 0.032 0.749 0.568 0.646 0.926 waist Weighted Avg. 0.569 0.072 0.603 0.569 0.548 0.882 === Confusion Matrix === a b c d e f g <-- classified as 117 2 54 61 27 242 4 | a = chest 13 87 314 21 19 18 32 | b = forearm 15 18 412 8 0 7 49 | c = head 44 7 4 429 4 18 2 | d = shin 35 6 8 2 387 69 2 | e = thigh 26 10 83 10 69 303 8 | f = upperarm 6 5 166 36 0 7 289 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 2056 57.834 % Incorrectly Classified Instances 1499 42.166 % Kappa statistic 0.508 Mean absolute error 0.1231 Root mean squared error 0.3177 Relative absolute error 50.2575 % Root relative squared error 90.7782 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.223 0.037 0.502 0.223 0.309 0.839 chest 0.177 0.017 0.636 0.177 0.276 0.772 forearm 0.817 0.2 0.405 0.817 0.542 0.912 head 0.876 0.043 0.771 0.876 0.82 0.96 shin 0.752 0.041 0.752 0.752 0.752 0.954 thigh 0.64 0.117 0.479 0.64 0.548 0.872 upperarm 0.558 0.037 0.715 0.558 0.627 0.923 waist Weighted Avg. 0.578 0.07 0.609 0.578 0.554 0.89 === Confusion Matrix === a b c d e f g <-- classified as 113 5 58 50 41 234 6 | a = chest 16 89 294 26 17 24 38 | b = forearm 6 10 416 2 1 11 63 | c = head 31 11 4 445 10 6 1 | d = shin 34 8 5 3 383 73 3 | e = thigh 19 13 79 13 57 326 2 | f = upperarm 6 4 170 38 0 7 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2080 58.5091 % Incorrectly Classified Instances 1475 41.4909 % Kappa statistic 0.5159 Mean absolute error 0.1207 Root mean squared error 0.3166 Relative absolute error 49.2981 % Root relative squared error 90.4678 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.241 0.033 0.55 0.241 0.335 0.846 chest 0.147 0.016 0.597 0.147 0.236 0.759 forearm 0.807 0.21 0.39 0.807 0.526 0.91 head 0.894 0.043 0.776 0.894 0.831 0.968 shin 0.77 0.034 0.789 0.77 0.779 0.964 thigh 0.627 0.11 0.488 0.627 0.549 0.876 upperarm 0.605 0.037 0.73 0.605 0.662 0.923 waist Weighted Avg. 0.585 0.069 0.617 0.585 0.56 0.892 === Confusion Matrix === a b c d e f g <-- classified as 122 3 51 49 27 246 9 | a = chest 9 74 341 28 17 9 26 | b = forearm 5 12 410 10 0 10 61 | c = head 26 13 3 455 6 4 2 | d = shin 36 7 9 2 392 59 4 | e = thigh 23 9 85 6 55 319 12 | f = upperarm 1 6 151 36 0 7 308 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2057 57.8622 % Incorrectly Classified Instances 1498 42.1378 % Kappa statistic 0.5083 Mean absolute error 0.122 Root mean squared error 0.3175 Relative absolute error 49.8268 % Root relative squared error 90.7252 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.213 0.036 0.495 0.213 0.298 0.841 chest 0.177 0.02 0.589 0.177 0.272 0.78 forearm 0.807 0.205 0.396 0.807 0.531 0.907 head 0.89 0.045 0.768 0.89 0.824 0.963 shin 0.737 0.034 0.783 0.737 0.759 0.956 thigh 0.621 0.119 0.467 0.621 0.533 0.866 upperarm 0.601 0.032 0.757 0.601 0.67 0.918 waist Weighted Avg. 0.579 0.07 0.608 0.579 0.556 0.89 === Confusion Matrix === a b c d e f g <-- classified as 108 9 62 51 37 238 2 | a = chest 4 89 324 25 9 25 28 | b = forearm 9 16 410 9 0 13 51 | c = head 28 9 5 453 5 8 1 | d = shin 39 11 9 4 375 67 4 | e = thigh 18 11 84 15 53 316 12 | f = upperarm 12 6 142 33 0 10 306 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2032 57.175 % Incorrectly Classified Instances 1522 42.825 % Kappa statistic 0.5003 Mean absolute error 0.1238 Root mean squared error 0.3196 Relative absolute error 50.5596 % Root relative squared error 91.3422 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.033 0.507 0.205 0.292 0.839 chest 0.173 0.018 0.613 0.173 0.269 0.774 forearm 0.827 0.21 0.397 0.827 0.536 0.912 head 0.882 0.043 0.775 0.882 0.825 0.963 shin 0.762 0.038 0.77 0.762 0.766 0.955 thigh 0.611 0.121 0.457 0.611 0.523 0.861 upperarm 0.538 0.037 0.71 0.538 0.612 0.924 waist Weighted Avg. 0.572 0.071 0.604 0.572 0.547 0.89 === Confusion Matrix === a b c d e f g <-- classified as 104 3 48 53 42 249 8 | a = chest 12 87 320 19 12 24 30 | b = forearm 6 12 420 6 2 4 58 | c = head 26 11 4 448 6 8 5 | d = shin 29 7 8 2 388 70 5 | e = thigh 21 18 86 13 54 311 6 | f = upperarm 7 4 173 37 0 14 274 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2041 57.4282 % Incorrectly Classified Instances 1513 42.5718 % Kappa statistic 0.5033 Mean absolute error 0.1247 Root mean squared error 0.3198 Relative absolute error 50.9139 % Root relative squared error 91.4023 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.187 0.036 0.461 0.187 0.266 0.811 chest 0.186 0.02 0.603 0.186 0.284 0.776 forearm 0.817 0.207 0.397 0.817 0.534 0.909 head 0.898 0.05 0.749 0.898 0.816 0.964 shin 0.72 0.038 0.758 0.72 0.739 0.944 thigh 0.601 0.112 0.473 0.601 0.529 0.866 upperarm 0.607 0.033 0.757 0.607 0.674 0.925 waist Weighted Avg. 0.574 0.071 0.6 0.574 0.549 0.885 === Confusion Matrix === a b c d e f g <-- classified as 95 4 86 57 39 217 9 | a = chest 12 94 316 24 13 20 26 | b = forearm 5 18 415 6 0 9 55 | c = head 32 5 4 456 4 7 0 | d = shin 36 12 7 1 366 83 3 | e = thigh 20 17 81 18 61 306 6 | f = upperarm 6 6 136 47 0 5 309 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 2037 57.2996 % Incorrectly Classified Instances 1518 42.7004 % Kappa statistic 0.5018 Mean absolute error 0.1245 Root mean squared error 0.3203 Relative absolute error 50.853 % Root relative squared error 91.5301 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.225 0.041 0.479 0.225 0.306 0.835 chest 0.147 0.013 0.655 0.147 0.239 0.764 forearm 0.813 0.214 0.388 0.813 0.525 0.909 head 0.886 0.042 0.777 0.886 0.828 0.961 shin 0.752 0.039 0.763 0.752 0.758 0.955 thigh 0.623 0.116 0.474 0.623 0.538 0.864 upperarm 0.562 0.034 0.733 0.562 0.636 0.914 waist Weighted Avg. 0.573 0.071 0.61 0.573 0.548 0.886 === Confusion Matrix === a b c d e f g <-- classified as 114 0 58 50 36 243 6 | a = chest 14 74 341 19 15 18 24 | b = forearm 12 16 413 7 0 4 56 | c = head 29 5 3 450 10 9 2 | d = shin 38 7 10 0 383 69 2 | e = thigh 24 9 74 13 58 317 14 | f = upperarm 7 2 165 40 0 9 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 2064 58.0591 % Incorrectly Classified Instances 1491 41.9409 % Kappa statistic 0.5106 Mean absolute error 0.1221 Root mean squared error 0.318 Relative absolute error 49.8665 % Root relative squared error 90.8733 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.215 0.029 0.556 0.215 0.31 0.844 chest 0.15 0.025 0.503 0.15 0.232 0.774 forearm 0.821 0.212 0.392 0.821 0.531 0.903 head 0.894 0.044 0.773 0.894 0.829 0.965 shin 0.78 0.04 0.763 0.78 0.772 0.958 thigh 0.619 0.109 0.486 0.619 0.545 0.876 upperarm 0.582 0.031 0.761 0.582 0.659 0.922 waist Weighted Avg. 0.581 0.07 0.605 0.581 0.554 0.892 === Confusion Matrix === a b c d e f g <-- classified as 109 9 66 48 44 226 5 | a = chest 12 76 328 18 17 25 29 | b = forearm 5 21 417 10 0 9 46 | c = head 20 13 5 454 5 8 3 | d = shin 25 13 7 3 397 62 2 | e = thigh 20 16 80 13 57 315 8 | f = upperarm 5 3 161 41 0 3 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 2023 56.9058 % Incorrectly Classified Instances 1532 43.0942 % Kappa statistic 0.4971 Mean absolute error 0.124 Root mean squared error 0.3203 Relative absolute error 50.6459 % Root relative squared error 91.5469 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.227 0.035 0.516 0.227 0.315 0.836 chest 0.173 0.022 0.561 0.173 0.264 0.755 forearm 0.813 0.212 0.39 0.813 0.527 0.912 head 0.876 0.044 0.77 0.876 0.82 0.957 shin 0.754 0.036 0.779 0.754 0.766 0.955 thigh 0.578 0.122 0.443 0.578 0.502 0.86 upperarm 0.558 0.032 0.743 0.558 0.637 0.933 waist Weighted Avg. 0.569 0.072 0.6 0.569 0.548 0.887 === Confusion Matrix === a b c d e f g <-- classified as 115 9 54 47 31 245 6 | a = chest 9 87 313 27 21 23 24 | b = forearm 8 16 413 4 0 7 60 | c = head 35 9 3 445 4 12 0 | d = shin 33 8 9 2 384 72 1 | e = thigh 19 18 97 21 53 295 7 | f = upperarm 4 8 169 32 0 12 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 2031 57.1308 % Incorrectly Classified Instances 1524 42.8692 % Kappa statistic 0.4998 Mean absolute error 0.1243 Root mean squared error 0.3204 Relative absolute error 50.7457 % Root relative squared error 91.5594 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.213 0.034 0.512 0.213 0.301 0.826 chest 0.185 0.017 0.641 0.185 0.287 0.795 forearm 0.811 0.202 0.401 0.811 0.537 0.912 head 0.898 0.052 0.744 0.898 0.814 0.964 shin 0.727 0.041 0.749 0.727 0.738 0.945 thigh 0.585 0.121 0.447 0.585 0.507 0.851 upperarm 0.576 0.034 0.74 0.576 0.648 0.924 waist Weighted Avg. 0.571 0.072 0.605 0.571 0.548 0.888 === Confusion Matrix === a b c d e f g <-- classified as 108 3 55 64 34 237 6 | a = chest 8 93 311 28 15 25 24 | b = forearm 10 14 413 9 0 7 56 | c = head 21 11 6 456 8 6 0 | d = shin 35 2 9 2 370 84 7 | e = thigh 24 18 80 12 67 298 10 | f = upperarm 5 4 155 42 0 10 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 2025 56.962 % Incorrectly Classified Instances 1530 43.038 % Kappa statistic 0.4978 Mean absolute error 0.1243 Root mean squared error 0.3205 Relative absolute error 50.744 % Root relative squared error 91.5885 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.205 0.036 0.484 0.205 0.288 0.822 chest 0.194 0.022 0.59 0.194 0.293 0.769 forearm 0.796 0.203 0.396 0.796 0.529 0.907 head 0.852 0.053 0.73 0.852 0.787 0.952 shin 0.749 0.034 0.784 0.749 0.766 0.958 thigh 0.587 0.119 0.452 0.587 0.511 0.864 upperarm 0.599 0.034 0.744 0.599 0.664 0.93 waist Weighted Avg. 0.57 0.072 0.597 0.57 0.548 0.886 === Confusion Matrix === a b c d e f g <-- classified as 104 4 58 70 28 239 4 | a = chest 6 98 311 29 9 22 29 | b = forearm 10 15 405 7 0 13 59 | c = head 36 14 4 433 10 9 2 | d = shin 28 14 6 3 381 72 5 | e = thigh 26 15 91 14 58 299 6 | f = upperarm 5 6 148 37 0 8 305 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1988 55.9212 % Incorrectly Classified Instances 1567 44.0788 % Kappa statistic 0.4856 Mean absolute error 0.1282 Root mean squared error 0.3254 Relative absolute error 52.3282 % Root relative squared error 92.9897 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.209 0.036 0.491 0.209 0.293 0.819 chest 0.169 0.018 0.603 0.169 0.264 0.779 forearm 0.786 0.214 0.38 0.786 0.512 0.897 head 0.868 0.047 0.754 0.868 0.807 0.947 shin 0.741 0.036 0.774 0.741 0.757 0.956 thigh 0.576 0.12 0.446 0.576 0.503 0.852 upperarm 0.562 0.043 0.686 0.562 0.618 0.912 waist Weighted Avg. 0.559 0.074 0.591 0.559 0.537 0.88 === Confusion Matrix === a b c d e f g <-- classified as 106 4 62 56 23 247 9 | a = chest 10 85 327 24 12 14 32 | b = forearm 5 16 400 2 0 12 74 | c = head 32 10 7 441 1 17 0 | d = shin 35 8 11 1 377 70 7 | e = thigh 21 14 82 16 74 293 9 | f = upperarm 7 4 163 45 0 4 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 2030 57.1027 % Incorrectly Classified Instances 1525 42.8973 % Kappa statistic 0.4994 Mean absolute error 0.1242 Root mean squared error 0.319 Relative absolute error 50.7274 % Root relative squared error 91.1639 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.221 0.039 0.485 0.221 0.304 0.825 chest 0.192 0.018 0.638 0.192 0.296 0.779 forearm 0.819 0.21 0.395 0.819 0.533 0.914 head 0.866 0.044 0.767 0.866 0.813 0.961 shin 0.699 0.034 0.776 0.699 0.736 0.958 thigh 0.642 0.118 0.477 0.642 0.547 0.863 upperarm 0.552 0.038 0.71 0.552 0.621 0.922 waist Weighted Avg. 0.571 0.072 0.607 0.571 0.55 0.889 === Confusion Matrix === a b c d e f g <-- classified as 112 5 67 53 36 230 4 | a = chest 7 97 306 26 12 23 33 | b = forearm 7 11 417 3 0 11 60 | c = head 35 9 5 440 9 8 2 | d = shin 43 16 6 2 356 81 5 | e = thigh 21 9 80 15 46 327 11 | f = upperarm 6 5 176 35 0 6 281 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 2031 57.1308 % Incorrectly Classified Instances 1524 42.8692 % Kappa statistic 0.4998 Mean absolute error 0.1247 Root mean squared error 0.3202 Relative absolute error 50.9108 % Root relative squared error 91.5188 % Total Number of Instances 3555 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.201 0.034 0.495 0.201 0.286 0.82 chest 0.159 0.017 0.602 0.159 0.251 0.77 forearm 0.839 0.215 0.394 0.839 0.537 0.918 head 0.888 0.043 0.777 0.888 0.829 0.96 shin 0.749 0.039 0.76 0.749 0.754 0.946 thigh 0.621 0.117 0.471 0.621 0.536 0.87 upperarm 0.538 0.035 0.717 0.538 0.615 0.915 waist Weighted Avg. 0.571 0.072 0.602 0.571 0.544 0.886 === Confusion Matrix === a b c d e f g <-- classified as 102 3 77 55 31 233 6 | a = chest 13 80 322 22 14 21 32 | b = forearm 5 6 426 4 1 9 57 | c = head 30 9 4 452 4 9 1 | d = shin 29 15 9 2 381 69 4 | e = thigh 18 13 72 12 70 316 8 | f = upperarm 9 7 170 35 0 14 274 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 2066 58.1317 % Incorrectly Classified Instances 1488 41.8683 % Kappa statistic 0.5115 Mean absolute error 0.1229 Root mean squared error 0.3183 Relative absolute error 50.1664 % Root relative squared error 90.9761 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.235 0.036 0.522 0.235 0.324 0.842 chest 0.169 0.016 0.634 0.169 0.266 0.768 forearm 0.848 0.205 0.408 0.848 0.551 0.924 head 0.878 0.044 0.768 0.878 0.819 0.958 shin 0.74 0.043 0.743 0.74 0.742 0.951 thigh 0.631 0.11 0.489 0.631 0.551 0.866 upperarm 0.564 0.034 0.734 0.564 0.638 0.922 waist Weighted Avg. 0.581 0.07 0.614 0.581 0.556 0.89 === Confusion Matrix === a b c d e f g <-- classified as 119 3 61 53 44 222 5 | a = chest 11 85 311 27 14 18 38 | b = forearm 5 11 431 6 0 9 46 | c = head 23 11 7 447 9 10 2 | d = shin 37 8 7 3 376 70 7 | e = thigh 24 12 76 7 63 321 6 | f = upperarm 9 4 163 39 0 7 287 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 2026 57.0062 % Incorrectly Classified Instances 1528 42.9938 % Kappa statistic 0.4983 Mean absolute error 0.1236 Root mean squared error 0.32 Relative absolute error 50.4734 % Root relative squared error 91.4419 % Total Number of Instances 3554 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.195 0.035 0.483 0.195 0.278 0.828 chest 0.177 0.015 0.654 0.177 0.278 0.763 forearm 0.819 0.204 0.402 0.819 0.539 0.908 head 0.87 0.043 0.77 0.87 0.817 0.955 shin 0.725 0.045 0.731 0.725 0.728 0.958 thigh 0.609 0.125 0.449 0.609 0.517 0.867 upperarm 0.591 0.035 0.74 0.591 0.657 0.932 waist Weighted Avg. 0.57 0.072 0.604 0.57 0.545 0.887 === Confusion Matrix === a b c d e f g <-- classified as 99 5 60 52 37 251 3 | a = chest 13 89 307 18 19 23 35 | b = forearm 8 17 416 8 1 8 50 | c = head 36 4 6 442 9 8 3 | d = shin 35 7 3 4 369 83 8 | e = thigh 11 12 82 17 70 310 7 | f = upperarm 3 2 162 33 0 8 301 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 8 RUN: 0 FOLD: 0 Correctly Classified Instances 1744 43.2004 % Incorrectly Classified Instances 2293 56.7996 % Kappa statistic 0.3373 Mean absolute error 0.164 Root mean squared error 0.3713 Relative absolute error 66.9603 % Root relative squared error 106.1189 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.095 0.029 0.35 0.095 0.15 0.689 chest 0.27 0.044 0.505 0.27 0.351 0.676 forearm 0.901 0.406 0.27 0.901 0.416 0.855 head 0.657 0.044 0.712 0.657 0.683 0.882 shin 0.652 0.044 0.714 0.652 0.682 0.889 thigh 0.116 0.033 0.37 0.116 0.177 0.775 upperarm 0.331 0.062 0.47 0.331 0.389 0.82 waist Weighted Avg. 0.432 0.095 0.485 0.432 0.407 0.798 === Confusion Matrix === a b c d e f g <-- classified as 55 4 325 98 19 12 63 | a = chest 14 155 322 12 4 20 48 | b = forearm 10 10 520 0 3 16 18 | c = head 11 2 80 379 74 15 16 | d = shin 12 2 85 39 377 34 29 | e = thigh 13 134 277 1 44 67 41 | f = upperarm 42 0 317 3 7 17 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1803 44.6619 % Incorrectly Classified Instances 2234 55.3381 % Kappa statistic 0.3544 Mean absolute error 0.1614 Root mean squared error 0.3672 Relative absolute error 65.8872 % Root relative squared error 104.9302 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.094 0.029 0.351 0.094 0.148 0.667 chest 0.317 0.044 0.542 0.317 0.4 0.704 forearm 0.905 0.381 0.284 0.905 0.432 0.863 head 0.695 0.049 0.701 0.695 0.698 0.895 shin 0.618 0.043 0.706 0.618 0.659 0.895 thigh 0.116 0.033 0.37 0.116 0.177 0.79 upperarm 0.381 0.066 0.492 0.381 0.43 0.823 waist Weighted Avg. 0.447 0.092 0.492 0.447 0.42 0.805 === Confusion Matrix === a b c d e f g <-- classified as 54 5 307 120 14 14 62 | a = chest 23 182 284 1 16 15 54 | b = forearm 5 9 522 1 2 7 31 | c = head 8 4 63 401 68 21 12 | d = shin 25 6 69 42 357 48 31 | e = thigh 16 129 287 1 40 67 37 | f = upperarm 23 1 309 6 9 9 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1819 45.0582 % Incorrectly Classified Instances 2218 54.9418 % Kappa statistic 0.3589 Mean absolute error 0.1614 Root mean squared error 0.3679 Relative absolute error 65.8976 % Root relative squared error 105.1398 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.111 0.027 0.408 0.111 0.175 0.676 chest 0.304 0.047 0.516 0.304 0.383 0.702 forearm 0.912 0.395 0.278 0.912 0.426 0.866 head 0.697 0.05 0.699 0.697 0.698 0.881 shin 0.631 0.035 0.749 0.631 0.685 0.897 thigh 0.107 0.027 0.4 0.107 0.169 0.776 upperarm 0.39 0.059 0.523 0.39 0.447 0.839 waist Weighted Avg. 0.451 0.092 0.51 0.451 0.426 0.805 === Confusion Matrix === a b c d e f g <-- classified as 64 5 317 117 15 6 52 | a = chest 20 175 299 4 7 16 54 | b = forearm 2 7 527 0 4 12 26 | c = head 3 7 74 402 55 21 15 | d = shin 21 2 79 49 364 29 33 | e = thigh 11 142 299 1 37 62 25 | f = upperarm 36 1 300 2 4 9 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1782 44.1417 % Incorrectly Classified Instances 2255 55.8583 % Kappa statistic 0.3482 Mean absolute error 0.162 Root mean squared error 0.3681 Relative absolute error 66.1363 % Root relative squared error 105.2017 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.089 0.028 0.347 0.089 0.141 0.686 chest 0.299 0.049 0.501 0.299 0.375 0.697 forearm 0.915 0.396 0.279 0.915 0.427 0.881 head 0.664 0.05 0.688 0.664 0.675 0.873 shin 0.652 0.043 0.715 0.652 0.682 0.89 thigh 0.099 0.025 0.399 0.099 0.158 0.778 upperarm 0.371 0.06 0.507 0.371 0.428 0.84 waist Weighted Avg. 0.441 0.093 0.491 0.441 0.413 0.806 === Confusion Matrix === a b c d e f g <-- classified as 51 2 314 127 15 8 59 | a = chest 17 172 296 4 8 15 63 | b = forearm 10 7 529 0 2 10 20 | c = head 11 1 96 383 68 10 8 | d = shin 13 7 82 36 376 30 33 | e = thigh 13 153 277 4 48 57 25 | f = upperarm 32 1 305 3 9 13 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1767 43.7701 % Incorrectly Classified Instances 2270 56.2299 % Kappa statistic 0.3439 Mean absolute error 0.162 Root mean squared error 0.3683 Relative absolute error 66.1452 % Root relative squared error 105.2562 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.103 0.031 0.355 0.103 0.159 0.687 chest 0.301 0.046 0.523 0.301 0.382 0.697 forearm 0.905 0.389 0.28 0.905 0.428 0.872 head 0.643 0.052 0.675 0.643 0.658 0.88 shin 0.641 0.046 0.699 0.641 0.669 0.898 thigh 0.121 0.03 0.4 0.121 0.186 0.799 upperarm 0.348 0.063 0.481 0.348 0.404 0.817 waist Weighted Avg. 0.438 0.094 0.488 0.438 0.412 0.807 === Confusion Matrix === a b c d e f g <-- classified as 59 4 309 110 12 11 70 | a = chest 13 173 301 3 9 25 51 | b = forearm 10 12 523 0 2 9 22 | c = head 10 5 77 371 86 17 11 | d = shin 22 1 69 58 370 31 26 | e = thigh 20 132 273 2 44 70 37 | f = upperarm 32 4 316 6 6 12 201 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1773 43.9188 % Incorrectly Classified Instances 2264 56.0812 % Kappa statistic 0.3456 Mean absolute error 0.1622 Root mean squared error 0.3702 Relative absolute error 66.2471 % Root relative squared error 105.7932 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.08 0.025 0.351 0.08 0.13 0.683 chest 0.311 0.042 0.551 0.311 0.398 0.703 forearm 0.894 0.396 0.274 0.894 0.42 0.863 head 0.664 0.055 0.668 0.664 0.666 0.892 shin 0.63 0.045 0.7 0.63 0.663 0.882 thigh 0.116 0.023 0.462 0.116 0.186 0.784 upperarm 0.376 0.069 0.475 0.376 0.42 0.824 waist Weighted Avg. 0.439 0.094 0.497 0.439 0.412 0.804 === Confusion Matrix === a b c d e f g <-- classified as 46 4 313 125 16 5 66 | a = chest 22 179 305 3 12 12 42 | b = forearm 6 9 517 1 2 10 33 | c = head 6 5 65 383 86 18 14 | d = shin 14 7 76 53 364 25 39 | e = thigh 15 118 296 5 30 67 46 | f = upperarm 22 3 314 3 10 8 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1740 43.112 % Incorrectly Classified Instances 2296 56.888 % Kappa statistic 0.3363 Mean absolute error 0.1639 Root mean squared error 0.3696 Relative absolute error 66.9083 % Root relative squared error 105.6212 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.085 0.036 0.283 0.085 0.131 0.682 chest 0.286 0.045 0.517 0.286 0.369 0.701 forearm 0.924 0.388 0.284 0.924 0.435 0.88 head 0.649 0.057 0.654 0.649 0.652 0.876 shin 0.597 0.049 0.673 0.597 0.632 0.869 thigh 0.101 0.03 0.356 0.101 0.157 0.77 upperarm 0.375 0.06 0.512 0.375 0.433 0.827 waist Weighted Avg. 0.431 0.095 0.468 0.431 0.401 0.801 === Confusion Matrix === a b c d e f g <-- classified as 49 2 309 128 15 13 60 | a = chest 24 165 294 2 14 21 56 | b = forearm 8 7 533 0 1 12 16 | c = head 7 8 72 374 85 18 12 | d = shin 20 7 90 56 345 30 30 | e = thigh 19 126 289 7 46 58 32 | f = upperarm 46 4 287 5 7 11 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1803 44.6729 % Incorrectly Classified Instances 2233 55.3271 % Kappa statistic 0.3545 Mean absolute error 0.1614 Root mean squared error 0.3681 Relative absolute error 65.9099 % Root relative squared error 105.1933 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.097 0.034 0.326 0.097 0.15 0.674 chest 0.299 0.04 0.553 0.299 0.388 0.691 forearm 0.912 0.388 0.282 0.912 0.43 0.87 head 0.656 0.046 0.704 0.656 0.679 0.872 shin 0.625 0.046 0.694 0.625 0.658 0.887 thigh 0.118 0.031 0.389 0.118 0.181 0.778 upperarm 0.42 0.061 0.534 0.42 0.47 0.84 waist Weighted Avg. 0.447 0.092 0.497 0.447 0.422 0.802 === Confusion Matrix === a b c d e f g <-- classified as 56 4 312 114 11 11 68 | a = chest 24 172 308 7 14 13 38 | b = forearm 6 10 526 1 2 18 14 | c = head 9 5 80 378 74 17 13 | d = shin 22 7 76 29 361 38 45 | e = thigh 16 113 292 5 50 68 33 | f = upperarm 39 0 274 3 8 10 242 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1774 43.9544 % Incorrectly Classified Instances 2262 56.0456 % Kappa statistic 0.3461 Mean absolute error 0.1615 Root mean squared error 0.3688 Relative absolute error 65.953 % Root relative squared error 105.4014 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.085 0.03 0.322 0.085 0.135 0.687 chest 0.275 0.047 0.495 0.275 0.353 0.695 forearm 0.912 0.394 0.278 0.912 0.427 0.883 head 0.678 0.046 0.71 0.678 0.693 0.892 shin 0.644 0.046 0.699 0.644 0.67 0.899 thigh 0.102 0.029 0.373 0.102 0.161 0.785 upperarm 0.38 0.062 0.503 0.38 0.433 0.837 waist Weighted Avg. 0.44 0.093 0.483 0.44 0.41 0.811 === Confusion Matrix === a b c d e f g <-- classified as 49 7 311 110 16 18 65 | a = chest 29 158 305 4 10 16 53 | b = forearm 5 9 526 0 2 9 26 | c = head 8 6 71 391 83 9 9 | d = shin 14 9 71 40 372 40 32 | e = thigh 11 130 305 3 38 59 31 | f = upperarm 36 0 300 3 11 7 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1797 44.5243 % Incorrectly Classified Instances 2239 55.4757 % Kappa statistic 0.3527 Mean absolute error 0.1599 Root mean squared error 0.3666 Relative absolute error 65.2758 % Root relative squared error 104.7526 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.087 0.034 0.301 0.087 0.135 0.686 chest 0.318 0.051 0.511 0.318 0.392 0.712 forearm 0.903 0.382 0.283 0.903 0.431 0.871 head 0.669 0.058 0.658 0.669 0.663 0.885 shin 0.649 0.043 0.716 0.649 0.681 0.89 thigh 0.101 0.023 0.417 0.101 0.162 0.79 upperarm 0.389 0.057 0.532 0.389 0.449 0.847 waist Weighted Avg. 0.445 0.092 0.488 0.445 0.416 0.812 === Confusion Matrix === a b c d e f g <-- classified as 50 2 304 142 13 11 54 | a = chest 23 183 290 3 7 19 50 | b = forearm 11 14 521 1 1 7 22 | c = head 12 3 73 386 81 9 13 | d = shin 18 6 75 50 375 27 27 | e = thigh 17 148 286 0 37 58 31 | f = upperarm 35 2 292 5 10 8 224 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1800 44.5876 % Incorrectly Classified Instances 2237 55.4124 % Kappa statistic 0.3534 Mean absolute error 0.1603 Root mean squared error 0.366 Relative absolute error 65.4608 % Root relative squared error 104.6075 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.082 0.027 0.338 0.082 0.131 0.707 chest 0.297 0.042 0.541 0.297 0.383 0.697 forearm 0.91 0.38 0.286 0.91 0.435 0.873 head 0.661 0.051 0.684 0.661 0.673 0.887 shin 0.682 0.049 0.7 0.682 0.691 0.892 thigh 0.127 0.03 0.41 0.127 0.193 0.78 upperarm 0.361 0.068 0.47 0.361 0.408 0.824 waist Weighted Avg. 0.446 0.092 0.49 0.446 0.416 0.809 === Confusion Matrix === a b c d e f g <-- classified as 47 4 286 128 13 15 83 | a = chest 18 171 310 3 9 16 49 | b = forearm 7 7 526 0 4 7 27 | c = head 8 3 75 381 89 11 9 | d = shin 12 3 61 37 394 38 33 | e = thigh 18 125 279 3 45 73 34 | f = upperarm 29 3 304 5 9 18 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1772 43.894 % Incorrectly Classified Instances 2265 56.106 % Kappa statistic 0.3453 Mean absolute error 0.1628 Root mean squared error 0.3684 Relative absolute error 66.462 % Root relative squared error 105.2879 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.102 0.031 0.351 0.102 0.159 0.683 chest 0.328 0.047 0.54 0.328 0.408 0.698 forearm 0.919 0.392 0.281 0.919 0.431 0.868 head 0.649 0.052 0.676 0.649 0.663 0.876 shin 0.585 0.038 0.718 0.585 0.644 0.882 thigh 0.106 0.031 0.363 0.106 0.164 0.779 upperarm 0.382 0.064 0.5 0.382 0.433 0.831 waist Weighted Avg. 0.439 0.094 0.49 0.439 0.415 0.802 === Confusion Matrix === a b c d e f g <-- classified as 59 6 312 112 10 15 62 | a = chest 29 189 282 3 9 17 47 | b = forearm 7 11 531 0 3 10 16 | c = head 6 4 83 374 72 16 21 | d = shin 25 2 88 54 338 38 33 | e = thigh 11 137 291 6 30 61 41 | f = upperarm 31 1 300 4 9 11 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1790 44.3399 % Incorrectly Classified Instances 2247 55.6601 % Kappa statistic 0.3505 Mean absolute error 0.1612 Root mean squared error 0.3684 Relative absolute error 65.8177 % Root relative squared error 105.2871 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.095 0.032 0.333 0.095 0.148 0.674 chest 0.308 0.047 0.522 0.308 0.387 0.699 forearm 0.91 0.392 0.279 0.91 0.427 0.875 head 0.685 0.047 0.71 0.685 0.697 0.897 shin 0.633 0.049 0.683 0.633 0.657 0.879 thigh 0.099 0.029 0.363 0.099 0.155 0.777 upperarm 0.372 0.054 0.534 0.372 0.438 0.837 waist Weighted Avg. 0.443 0.093 0.489 0.443 0.416 0.805 === Confusion Matrix === a b c d e f g <-- classified as 55 3 331 111 10 13 53 | a = chest 19 177 289 9 12 16 53 | b = forearm 9 12 526 1 3 10 17 | c = head 8 4 65 395 81 10 14 | d = shin 16 9 82 38 366 39 28 | e = thigh 15 131 295 1 56 57 22 | f = upperarm 43 3 295 1 8 12 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1738 43.0518 % Incorrectly Classified Instances 2299 56.9482 % Kappa statistic 0.3355 Mean absolute error 0.1649 Root mean squared error 0.3724 Relative absolute error 67.3256 % Root relative squared error 106.4165 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.078 0.026 0.333 0.078 0.127 0.677 chest 0.271 0.041 0.525 0.271 0.358 0.702 forearm 0.924 0.404 0.277 0.924 0.426 0.872 head 0.645 0.06 0.642 0.645 0.644 0.871 shin 0.614 0.044 0.699 0.614 0.654 0.881 thigh 0.101 0.029 0.365 0.101 0.158 0.77 upperarm 0.378 0.061 0.508 0.378 0.434 0.824 waist Weighted Avg. 0.431 0.095 0.479 0.431 0.4 0.8 === Confusion Matrix === a b c d e f g <-- classified as 45 2 300 140 15 14 60 | a = chest 12 156 311 5 7 23 61 | b = forearm 6 6 534 0 1 12 19 | c = head 10 7 83 372 80 10 15 | d = shin 17 5 90 54 355 32 25 | e = thigh 18 121 305 2 42 58 31 | f = upperarm 27 0 307 6 8 10 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1753 43.4233 % Incorrectly Classified Instances 2284 56.5767 % Kappa statistic 0.3399 Mean absolute error 0.163 Root mean squared error 0.3716 Relative absolute error 66.5388 % Root relative squared error 106.1878 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.082 0.029 0.322 0.082 0.13 0.692 chest 0.304 0.045 0.527 0.304 0.386 0.706 forearm 0.884 0.395 0.272 0.884 0.416 0.861 head 0.678 0.052 0.686 0.678 0.682 0.885 shin 0.656 0.051 0.683 0.656 0.669 0.891 thigh 0.106 0.026 0.401 0.106 0.167 0.786 upperarm 0.329 0.062 0.468 0.329 0.387 0.823 waist Weighted Avg. 0.434 0.094 0.48 0.434 0.405 0.806 === Confusion Matrix === a b c d e f g <-- classified as 47 2 300 130 19 11 67 | a = chest 26 175 295 5 14 16 44 | b = forearm 6 11 510 0 6 12 32 | c = head 8 5 74 391 76 12 11 | d = shin 10 4 77 40 379 36 32 | e = thigh 13 132 290 1 50 61 30 | f = upperarm 36 3 330 3 11 4 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1789 44.3151 % Incorrectly Classified Instances 2248 55.6849 % Kappa statistic 0.3503 Mean absolute error 0.1615 Root mean squared error 0.3683 Relative absolute error 65.9467 % Root relative squared error 105.258 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.099 0.036 0.311 0.099 0.15 0.673 chest 0.296 0.05 0.496 0.296 0.37 0.693 forearm 0.898 0.391 0.277 0.898 0.423 0.868 head 0.666 0.048 0.698 0.666 0.681 0.889 shin 0.628 0.045 0.701 0.628 0.662 0.89 thigh 0.116 0.024 0.444 0.116 0.184 0.805 upperarm 0.399 0.055 0.545 0.399 0.46 0.844 waist Weighted Avg. 0.443 0.093 0.496 0.443 0.419 0.809 === Confusion Matrix === a b c d e f g <-- classified as 57 3 334 111 16 6 48 | a = chest 22 170 307 6 12 16 42 | b = forearm 16 12 518 0 2 7 22 | c = head 7 4 70 384 82 19 11 | d = shin 23 5 82 44 363 24 37 | e = thigh 22 146 272 4 35 67 32 | f = upperarm 36 3 287 1 8 12 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1767 43.781 % Incorrectly Classified Instances 2269 56.219 % Kappa statistic 0.344 Mean absolute error 0.1629 Root mean squared error 0.3693 Relative absolute error 66.5111 % Root relative squared error 105.5403 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.09 0.032 0.321 0.09 0.141 0.676 chest 0.268 0.042 0.512 0.268 0.352 0.677 forearm 0.915 0.394 0.279 0.915 0.428 0.872 head 0.652 0.053 0.67 0.652 0.661 0.879 shin 0.64 0.047 0.694 0.64 0.666 0.895 thigh 0.106 0.026 0.404 0.106 0.168 0.797 upperarm 0.392 0.061 0.516 0.392 0.445 0.829 waist Weighted Avg. 0.438 0.094 0.485 0.438 0.409 0.804 === Confusion Matrix === a b c d e f g <-- classified as 52 3 312 126 10 12 60 | a = chest 22 154 318 3 13 20 45 | b = forearm 9 11 528 0 1 9 19 | c = head 6 2 75 376 83 21 14 | d = shin 17 2 84 47 370 19 39 | e = thigh 19 129 282 3 48 61 35 | f = upperarm 37 0 291 6 8 9 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1783 44.1774 % Incorrectly Classified Instances 2253 55.8226 % Kappa statistic 0.3487 Mean absolute error 0.1613 Root mean squared error 0.3672 Relative absolute error 65.8748 % Root relative squared error 104.9256 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.097 0.032 0.335 0.097 0.151 0.688 chest 0.297 0.049 0.503 0.297 0.374 0.701 forearm 0.901 0.394 0.276 0.901 0.423 0.872 head 0.66 0.048 0.695 0.66 0.677 0.881 shin 0.636 0.042 0.717 0.636 0.674 0.897 thigh 0.114 0.03 0.386 0.114 0.176 0.778 upperarm 0.385 0.056 0.536 0.385 0.448 0.843 waist Weighted Avg. 0.442 0.093 0.493 0.442 0.418 0.808 === Confusion Matrix === a b c d e f g <-- classified as 56 3 323 116 14 5 59 | a = chest 22 171 305 0 14 15 48 | b = forearm 8 9 520 0 1 17 22 | c = head 11 1 77 381 79 18 10 | d = shin 16 8 71 48 367 42 25 | e = thigh 11 148 289 2 33 66 28 | f = upperarm 43 0 299 1 4 8 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1766 43.7562 % Incorrectly Classified Instances 2270 56.2438 % Kappa statistic 0.3438 Mean absolute error 0.1629 Root mean squared error 0.3701 Relative absolute error 66.5335 % Root relative squared error 105.7639 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.083 0.032 0.304 0.083 0.131 0.662 chest 0.303 0.045 0.529 0.303 0.385 0.696 forearm 0.91 0.391 0.28 0.91 0.428 0.866 head 0.683 0.051 0.691 0.683 0.687 0.884 shin 0.626 0.041 0.716 0.626 0.668 0.888 thigh 0.107 0.031 0.369 0.107 0.166 0.777 upperarm 0.35 0.066 0.47 0.35 0.401 0.824 waist Weighted Avg. 0.438 0.094 0.48 0.438 0.41 0.8 === Confusion Matrix === a b c d e f g <-- classified as 48 5 316 117 17 11 62 | a = chest 23 174 295 2 6 18 57 | b = forearm 7 8 525 2 3 11 21 | c = head 10 4 75 394 64 24 6 | d = shin 18 8 69 49 361 30 42 | e = thigh 19 129 280 2 45 62 40 | f = upperarm 33 1 317 4 8 12 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1825 45.218 % Incorrectly Classified Instances 2211 54.782 % Kappa statistic 0.3608 Mean absolute error 0.1591 Root mean squared error 0.3653 Relative absolute error 64.9825 % Root relative squared error 104.4039 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.101 0.026 0.392 0.101 0.16 0.687 chest 0.308 0.047 0.519 0.308 0.386 0.709 forearm 0.908 0.392 0.279 0.908 0.427 0.88 head 0.69 0.047 0.708 0.69 0.699 0.878 shin 0.672 0.036 0.758 0.672 0.713 0.901 thigh 0.099 0.023 0.416 0.099 0.16 0.786 upperarm 0.386 0.068 0.488 0.386 0.431 0.835 waist Weighted Avg. 0.452 0.091 0.509 0.452 0.425 0.811 === Confusion Matrix === a b c d e f g <-- classified as 58 8 310 109 20 8 63 | a = chest 19 177 293 5 7 17 57 | b = forearm 3 7 524 1 0 9 33 | c = head 4 9 76 398 59 17 14 | d = shin 16 7 68 40 388 25 33 | e = thigh 14 129 308 3 32 57 34 | f = upperarm 34 4 300 6 6 4 223 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1753 43.4233 % Incorrectly Classified Instances 2284 56.5767 % Kappa statistic 0.3398 Mean absolute error 0.1637 Root mean squared error 0.3713 Relative absolute error 66.859 % Root relative squared error 106.1114 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.094 0.033 0.321 0.094 0.145 0.651 chest 0.287 0.047 0.503 0.287 0.365 0.692 forearm 0.898 0.405 0.27 0.898 0.415 0.857 head 0.678 0.049 0.697 0.678 0.687 0.888 shin 0.641 0.043 0.713 0.641 0.675 0.891 thigh 0.101 0.027 0.387 0.101 0.16 0.784 upperarm 0.34 0.056 0.503 0.34 0.405 0.826 waist Weighted Avg. 0.434 0.094 0.485 0.434 0.408 0.799 === Confusion Matrix === a b c d e f g <-- classified as 54 2 338 126 13 9 34 | a = chest 23 165 299 4 11 16 57 | b = forearm 8 12 519 0 3 11 25 | c = head 9 3 68 391 77 12 17 | d = shin 23 5 82 33 370 34 30 | e = thigh 15 141 295 1 36 58 31 | f = upperarm 36 0 320 6 9 10 196 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1792 44.3894 % Incorrectly Classified Instances 2245 55.6106 % Kappa statistic 0.3511 Mean absolute error 0.1617 Root mean squared error 0.3681 Relative absolute error 66.0156 % Root relative squared error 105.2072 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.092 0.026 0.368 0.092 0.147 0.693 chest 0.303 0.045 0.529 0.303 0.385 0.709 forearm 0.891 0.38 0.281 0.891 0.428 0.868 head 0.67 0.053 0.68 0.67 0.675 0.887 shin 0.652 0.049 0.692 0.652 0.671 0.879 thigh 0.099 0.027 0.383 0.099 0.157 0.78 upperarm 0.399 0.07 0.487 0.399 0.439 0.831 waist Weighted Avg. 0.444 0.093 0.488 0.444 0.415 0.807 === Confusion Matrix === a b c d e f g <-- classified as 53 4 308 127 13 8 63 | a = chest 30 174 288 2 8 16 57 | b = forearm 6 7 515 3 3 12 32 | c = head 5 2 68 386 86 16 13 | d = shin 13 4 80 41 377 29 34 | e = thigh 12 136 276 4 49 57 43 | f = upperarm 25 2 295 5 9 11 230 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1783 44.1665 % Incorrectly Classified Instances 2254 55.8335 % Kappa statistic 0.3486 Mean absolute error 0.1617 Root mean squared error 0.3687 Relative absolute error 66.034 % Root relative squared error 105.3611 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.083 0.023 0.378 0.083 0.137 0.679 chest 0.31 0.045 0.531 0.31 0.391 0.708 forearm 0.896 0.398 0.273 0.896 0.419 0.866 head 0.667 0.049 0.694 0.667 0.68 0.88 shin 0.633 0.04 0.725 0.633 0.676 0.895 thigh 0.137 0.031 0.425 0.137 0.207 0.791 upperarm 0.366 0.066 0.482 0.366 0.416 0.827 waist Weighted Avg. 0.442 0.093 0.501 0.442 0.418 0.807 === Confusion Matrix === a b c d e f g <-- classified as 48 4 326 117 13 11 57 | a = chest 16 178 308 3 3 15 52 | b = forearm 7 11 517 1 3 16 22 | c = head 5 8 68 384 76 17 18 | d = shin 10 8 69 44 366 39 42 | e = thigh 9 124 292 0 38 79 36 | f = upperarm 32 2 313 4 6 9 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1761 43.6215 % Incorrectly Classified Instances 2276 56.3785 % Kappa statistic 0.3422 Mean absolute error 0.1633 Root mean squared error 0.3701 Relative absolute error 66.6803 % Root relative squared error 105.7776 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.101 0.034 0.328 0.101 0.154 0.7 chest 0.29 0.048 0.503 0.29 0.368 0.696 forearm 0.92 0.395 0.28 0.92 0.429 0.878 head 0.627 0.05 0.677 0.627 0.651 0.869 shin 0.649 0.048 0.693 0.649 0.67 0.892 thigh 0.111 0.028 0.398 0.111 0.173 0.79 upperarm 0.354 0.055 0.519 0.354 0.421 0.825 waist Weighted Avg. 0.436 0.094 0.485 0.436 0.41 0.807 === Confusion Matrix === a b c d e f g <-- classified as 58 5 293 125 14 14 67 | a = chest 18 167 320 3 10 15 42 | b = forearm 11 5 531 0 2 11 17 | c = head 12 9 90 362 83 13 8 | d = shin 14 7 85 39 375 35 23 | e = thigh 26 137 274 2 42 64 32 | f = upperarm 38 2 305 4 15 9 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1738 43.0518 % Incorrectly Classified Instances 2299 56.9482 % Kappa statistic 0.3356 Mean absolute error 0.1646 Root mean squared error 0.3726 Relative absolute error 67.2096 % Root relative squared error 106.4757 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.101 0.03 0.358 0.101 0.157 0.692 chest 0.278 0.041 0.532 0.278 0.365 0.683 forearm 0.899 0.401 0.272 0.899 0.418 0.868 head 0.615 0.053 0.657 0.615 0.636 0.868 shin 0.645 0.049 0.688 0.645 0.666 0.901 thigh 0.107 0.025 0.416 0.107 0.171 0.784 upperarm 0.366 0.065 0.484 0.366 0.417 0.828 waist Weighted Avg. 0.431 0.095 0.487 0.431 0.404 0.803 === Confusion Matrix === a b c d e f g <-- classified as 58 6 289 118 22 5 78 | a = chest 22 160 312 3 10 18 51 | b = forearm 6 12 519 0 2 10 28 | c = head 13 2 91 355 87 17 12 | d = shin 19 4 70 55 373 30 27 | e = thigh 10 115 314 6 41 62 29 | f = upperarm 34 2 312 3 7 7 211 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1851 45.8509 % Incorrectly Classified Instances 2186 54.1491 % Kappa statistic 0.3682 Mean absolute error 0.1578 Root mean squared error 0.3628 Relative absolute error 64.4404 % Root relative squared error 103.6659 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.082 0.029 0.322 0.082 0.13 0.668 chest 0.352 0.042 0.585 0.352 0.44 0.725 forearm 0.924 0.379 0.289 0.924 0.44 0.885 head 0.693 0.049 0.704 0.693 0.699 0.902 shin 0.642 0.045 0.707 0.642 0.673 0.883 thigh 0.113 0.027 0.414 0.113 0.177 0.785 upperarm 0.403 0.063 0.514 0.403 0.452 0.85 waist Weighted Avg. 0.459 0.09 0.505 0.459 0.43 0.814 === Confusion Matrix === a b c d e f g <-- classified as 47 2 333 112 12 13 57 | a = chest 18 203 275 5 12 14 49 | b = forearm 6 7 533 0 0 9 22 | c = head 8 5 55 400 77 15 17 | d = shin 14 6 80 45 371 24 38 | e = thigh 18 122 286 2 48 65 36 | f = upperarm 35 2 281 4 5 17 232 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1796 44.4995 % Incorrectly Classified Instances 2240 55.5005 % Kappa statistic 0.3525 Mean absolute error 0.1601 Root mean squared error 0.3651 Relative absolute error 65.3626 % Root relative squared error 104.3234 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.075 0.03 0.293 0.075 0.119 0.679 chest 0.308 0.049 0.51 0.308 0.384 0.704 forearm 0.908 0.379 0.285 0.908 0.434 0.877 head 0.705 0.053 0.691 0.705 0.698 0.896 shin 0.606 0.039 0.722 0.606 0.659 0.894 thigh 0.123 0.031 0.399 0.123 0.188 0.791 upperarm 0.389 0.066 0.493 0.389 0.435 0.839 waist Weighted Avg. 0.445 0.093 0.485 0.445 0.417 0.811 === Confusion Matrix === a b c d e f g <-- classified as 43 3 313 120 13 12 72 | a = chest 19 177 292 5 7 23 52 | b = forearm 7 13 524 0 3 14 16 | c = head 5 3 67 407 70 10 15 | d = shin 25 4 75 50 350 37 37 | e = thigh 14 145 271 4 34 71 38 | f = upperarm 34 2 294 3 8 11 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1770 43.8553 % Incorrectly Classified Instances 2266 56.1447 % Kappa statistic 0.3449 Mean absolute error 0.1622 Root mean squared error 0.3693 Relative absolute error 66.2382 % Root relative squared error 105.533 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.078 0.033 0.283 0.078 0.122 0.689 chest 0.282 0.053 0.471 0.282 0.353 0.701 forearm 0.915 0.385 0.284 0.915 0.434 0.866 head 0.669 0.049 0.697 0.669 0.683 0.882 shin 0.637 0.046 0.698 0.637 0.666 0.888 thigh 0.114 0.034 0.359 0.114 0.173 0.776 upperarm 0.373 0.056 0.524 0.373 0.436 0.828 waist Weighted Avg. 0.439 0.094 0.474 0.439 0.41 0.804 === Confusion Matrix === a b c d e f g <-- classified as 45 7 315 108 20 15 66 | a = chest 23 162 297 5 14 26 48 | b = forearm 11 6 528 0 2 13 17 | c = head 10 9 73 386 73 19 7 | d = shin 18 8 60 51 368 38 35 | e = thigh 18 152 275 3 41 66 22 | f = upperarm 34 0 310 1 9 7 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1813 44.9207 % Incorrectly Classified Instances 2223 55.0793 % Kappa statistic 0.3573 Mean absolute error 0.1605 Root mean squared error 0.3663 Relative absolute error 65.542 % Root relative squared error 104.6839 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.113 0.033 0.363 0.113 0.172 0.687 chest 0.29 0.042 0.537 0.29 0.377 0.687 forearm 0.92 0.389 0.284 0.92 0.434 0.876 head 0.667 0.052 0.68 0.667 0.674 0.874 shin 0.657 0.044 0.715 0.657 0.685 0.893 thigh 0.109 0.026 0.412 0.109 0.173 0.778 upperarm 0.385 0.058 0.527 0.385 0.445 0.838 waist Weighted Avg. 0.449 0.092 0.503 0.449 0.423 0.805 === Confusion Matrix === a b c d e f g <-- classified as 65 2 296 126 14 10 62 | a = chest 18 167 304 5 11 21 49 | b = forearm 5 11 532 1 2 11 16 | c = head 12 2 90 385 66 12 10 | d = shin 17 7 80 41 379 26 27 | e = thigh 17 122 288 2 50 63 35 | f = upperarm 45 0 286 6 8 10 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1762 43.6571 % Incorrectly Classified Instances 2274 56.3429 % Kappa statistic 0.3425 Mean absolute error 0.1635 Root mean squared error 0.3715 Relative absolute error 66.7427 % Root relative squared error 106.156 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.113 0.028 0.404 0.113 0.177 0.686 chest 0.282 0.043 0.523 0.282 0.366 0.673 forearm 0.912 0.411 0.27 0.912 0.417 0.865 head 0.667 0.05 0.689 0.667 0.678 0.88 shin 0.612 0.04 0.716 0.612 0.66 0.882 thigh 0.102 0.025 0.404 0.102 0.163 0.774 upperarm 0.366 0.06 0.505 0.366 0.424 0.819 waist Weighted Avg. 0.437 0.094 0.501 0.437 0.412 0.797 === Confusion Matrix === a b c d e f g <-- classified as 65 4 313 110 11 11 61 | a = chest 22 162 313 8 16 10 44 | b = forearm 3 10 527 0 3 3 32 | c = head 8 2 82 385 72 19 9 | d = shin 18 5 92 46 353 36 27 | e = thigh 13 123 310 4 34 59 34 | f = upperarm 32 4 312 6 4 8 211 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1780 44.0921 % Incorrectly Classified Instances 2257 55.9079 % Kappa statistic 0.3477 Mean absolute error 0.1625 Root mean squared error 0.3697 Relative absolute error 66.3657 % Root relative squared error 105.6509 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.09 0.028 0.347 0.09 0.143 0.686 chest 0.266 0.044 0.503 0.266 0.348 0.674 forearm 0.905 0.393 0.278 0.905 0.425 0.866 head 0.669 0.057 0.663 0.669 0.666 0.878 shin 0.64 0.043 0.714 0.64 0.675 0.888 thigh 0.104 0.026 0.4 0.104 0.165 0.783 upperarm 0.411 0.062 0.524 0.411 0.461 0.839 waist Weighted Avg. 0.441 0.093 0.49 0.441 0.412 0.802 === Confusion Matrix === a b c d e f g <-- classified as 52 2 304 134 17 8 59 | a = chest 15 153 332 6 11 11 47 | b = forearm 9 8 522 1 3 12 22 | c = head 6 4 75 386 74 16 16 | d = shin 20 7 70 43 370 33 35 | e = thigh 14 126 304 3 34 60 36 | f = upperarm 34 4 274 9 9 10 237 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1718 42.5564 % Incorrectly Classified Instances 2319 57.4436 % Kappa statistic 0.3297 Mean absolute error 0.1654 Root mean squared error 0.3724 Relative absolute error 67.5513 % Root relative squared error 106.4221 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.089 0.034 0.304 0.089 0.137 0.671 chest 0.294 0.041 0.543 0.294 0.381 0.704 forearm 0.9 0.405 0.271 0.9 0.416 0.868 head 0.646 0.051 0.678 0.646 0.661 0.879 shin 0.616 0.05 0.673 0.616 0.643 0.897 thigh 0.095 0.028 0.362 0.095 0.151 0.781 upperarm 0.338 0.061 0.48 0.338 0.397 0.82 waist Weighted Avg. 0.426 0.096 0.473 0.426 0.398 0.803 === Confusion Matrix === a b c d e f g <-- classified as 51 6 315 118 16 8 62 | a = chest 23 169 304 5 11 18 45 | b = forearm 9 7 520 1 0 15 26 | c = head 10 6 77 372 79 18 14 | d = shin 21 2 87 46 356 31 35 | e = thigh 19 119 293 2 60 55 29 | f = upperarm 35 2 326 5 7 7 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1785 44.216 % Incorrectly Classified Instances 2252 55.784 % Kappa statistic 0.3491 Mean absolute error 0.1621 Root mean squared error 0.3687 Relative absolute error 66.1937 % Root relative squared error 105.3789 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.102 0.036 0.324 0.102 0.156 0.679 chest 0.292 0.047 0.509 0.292 0.371 0.705 forearm 0.907 0.396 0.277 0.907 0.424 0.874 head 0.658 0.047 0.701 0.658 0.679 0.878 shin 0.647 0.042 0.721 0.647 0.682 0.896 thigh 0.107 0.024 0.425 0.107 0.172 0.768 upperarm 0.38 0.059 0.517 0.38 0.438 0.833 waist Weighted Avg. 0.442 0.093 0.496 0.442 0.417 0.805 === Confusion Matrix === a b c d e f g <-- classified as 59 4 321 100 16 14 62 | a = chest 28 168 295 4 8 21 51 | b = forearm 11 10 524 0 2 9 22 | c = head 11 1 85 379 76 12 12 | d = shin 13 6 85 51 374 21 28 | e = thigh 19 138 286 4 38 62 30 | f = upperarm 41 3 299 3 5 7 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1806 44.7362 % Incorrectly Classified Instances 2231 55.2638 % Kappa statistic 0.3552 Mean absolute error 0.1599 Root mean squared error 0.3661 Relative absolute error 65.3096 % Root relative squared error 104.6312 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.092 0.027 0.366 0.092 0.147 0.683 chest 0.332 0.05 0.525 0.332 0.407 0.713 forearm 0.912 0.38 0.286 0.912 0.436 0.874 head 0.662 0.052 0.679 0.662 0.67 0.878 shin 0.638 0.045 0.702 0.638 0.668 0.886 thigh 0.102 0.032 0.351 0.102 0.158 0.782 upperarm 0.392 0.06 0.523 0.392 0.448 0.845 waist Weighted Avg. 0.447 0.092 0.49 0.447 0.419 0.809 === Confusion Matrix === a b c d e f g <-- classified as 53 6 309 130 12 8 58 | a = chest 28 191 275 5 13 20 43 | b = forearm 2 9 527 0 7 9 24 | c = head 9 5 70 382 77 19 15 | d = shin 18 6 70 43 368 38 34 | e = thigh 11 146 289 3 37 59 32 | f = upperarm 24 1 301 0 10 15 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1752 43.3986 % Incorrectly Classified Instances 2285 56.6014 % Kappa statistic 0.3395 Mean absolute error 0.1635 Root mean squared error 0.3711 Relative absolute error 66.7655 % Root relative squared error 106.0451 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.082 0.035 0.28 0.082 0.127 0.674 chest 0.288 0.038 0.559 0.288 0.38 0.699 forearm 0.886 0.406 0.267 0.886 0.411 0.863 head 0.659 0.048 0.695 0.659 0.676 0.886 shin 0.641 0.044 0.71 0.641 0.674 0.888 thigh 0.109 0.027 0.399 0.109 0.171 0.759 upperarm 0.371 0.063 0.497 0.371 0.425 0.825 waist Weighted Avg. 0.434 0.094 0.487 0.434 0.409 0.799 === Confusion Matrix === a b c d e f g <-- classified as 47 5 319 118 11 13 62 | a = chest 17 166 307 7 14 14 51 | b = forearm 12 10 512 1 2 14 27 | c = head 11 4 75 380 78 14 15 | d = shin 16 4 88 39 370 27 33 | e = thigh 16 105 324 1 39 63 29 | f = upperarm 49 3 290 1 7 13 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1771 43.8692 % Incorrectly Classified Instances 2266 56.1308 % Kappa statistic 0.3451 Mean absolute error 0.1621 Root mean squared error 0.3685 Relative absolute error 66.1984 % Root relative squared error 105.3002 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.115 0.03 0.391 0.115 0.177 0.694 chest 0.285 0.055 0.461 0.285 0.352 0.692 forearm 0.912 0.388 0.282 0.912 0.43 0.878 head 0.669 0.046 0.707 0.669 0.687 0.889 shin 0.605 0.039 0.721 0.605 0.658 0.881 thigh 0.111 0.032 0.368 0.111 0.17 0.791 upperarm 0.374 0.065 0.491 0.374 0.425 0.829 waist Weighted Avg. 0.439 0.094 0.489 0.439 0.414 0.808 === Confusion Matrix === a b c d e f g <-- classified as 66 3 307 105 16 10 68 | a = chest 22 164 308 4 5 20 53 | b = forearm 7 12 526 0 2 13 17 | c = head 9 7 80 386 69 16 10 | d = shin 20 4 79 45 349 40 40 | e = thigh 12 165 263 2 36 64 36 | f = upperarm 33 1 305 4 7 11 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1830 45.3419 % Incorrectly Classified Instances 2206 54.6581 % Kappa statistic 0.3623 Mean absolute error 0.1591 Root mean squared error 0.364 Relative absolute error 64.9784 % Root relative squared error 104.0207 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.104 0.03 0.366 0.104 0.162 0.689 chest 0.325 0.045 0.545 0.325 0.407 0.714 forearm 0.927 0.372 0.294 0.927 0.446 0.878 head 0.683 0.05 0.694 0.683 0.688 0.899 shin 0.635 0.052 0.671 0.635 0.652 0.885 thigh 0.125 0.029 0.416 0.125 0.192 0.79 upperarm 0.373 0.059 0.512 0.373 0.432 0.832 waist Weighted Avg. 0.453 0.091 0.5 0.453 0.426 0.812 === Confusion Matrix === a b c d e f g <-- classified as 60 6 301 123 21 17 48 | a = chest 22 187 284 2 13 15 52 | b = forearm 2 8 535 1 1 7 23 | c = head 6 4 60 394 89 13 11 | d = shin 17 4 72 40 367 43 35 | e = thigh 13 133 270 4 49 72 36 | f = upperarm 44 1 299 4 7 6 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1758 43.558 % Incorrectly Classified Instances 2278 56.442 % Kappa statistic 0.3415 Mean absolute error 0.1635 Root mean squared error 0.3704 Relative absolute error 66.7667 % Root relative squared error 105.8386 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.082 0.028 0.324 0.082 0.13 0.668 chest 0.277 0.046 0.502 0.277 0.357 0.682 forearm 0.891 0.395 0.273 0.891 0.418 0.86 head 0.657 0.052 0.678 0.657 0.667 0.874 shin 0.637 0.044 0.708 0.637 0.67 0.889 thigh 0.114 0.029 0.398 0.114 0.178 0.798 upperarm 0.391 0.065 0.501 0.391 0.439 0.839 waist Weighted Avg. 0.436 0.094 0.483 0.436 0.409 0.802 === Confusion Matrix === a b c d e f g <-- classified as 47 2 321 112 11 15 68 | a = chest 26 159 300 4 8 16 62 | b = forearm 9 10 514 0 3 16 25 | c = head 4 4 81 379 81 12 16 | d = shin 15 8 76 55 368 30 26 | e = thigh 12 134 291 6 41 66 27 | f = upperarm 32 0 297 3 8 11 225 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1773 43.9296 % Incorrectly Classified Instances 2263 56.0704 % Kappa statistic 0.3458 Mean absolute error 0.1624 Root mean squared error 0.371 Relative absolute error 66.3323 % Root relative squared error 106.0178 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.08 0.028 0.319 0.08 0.128 0.685 chest 0.31 0.042 0.548 0.31 0.396 0.696 forearm 0.915 0.4 0.276 0.915 0.424 0.87 head 0.657 0.055 0.667 0.657 0.662 0.87 shin 0.651 0.041 0.724 0.651 0.686 0.889 thigh 0.111 0.026 0.416 0.111 0.175 0.782 upperarm 0.351 0.061 0.489 0.351 0.408 0.822 waist Weighted Avg. 0.439 0.093 0.491 0.439 0.411 0.802 === Confusion Matrix === a b c d e f g <-- classified as 46 3 307 134 11 7 68 | a = chest 19 178 304 3 9 21 41 | b = forearm 9 6 528 0 2 7 25 | c = head 13 5 81 379 70 20 9 | d = shin 21 5 73 47 376 25 31 | e = thigh 13 128 292 2 41 64 37 | f = upperarm 23 0 328 3 10 10 202 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1840 45.5897 % Incorrectly Classified Instances 2196 54.4103 % Kappa statistic 0.3652 Mean absolute error 0.1582 Root mean squared error 0.3632 Relative absolute error 64.5954 % Root relative squared error 103.8007 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.092 0.026 0.371 0.092 0.147 0.689 chest 0.304 0.044 0.532 0.304 0.387 0.698 forearm 0.922 0.388 0.284 0.922 0.434 0.875 head 0.707 0.049 0.706 0.707 0.706 0.899 shin 0.664 0.041 0.729 0.664 0.695 0.898 thigh 0.135 0.026 0.462 0.135 0.209 0.796 upperarm 0.365 0.06 0.505 0.365 0.423 0.831 waist Weighted Avg. 0.456 0.091 0.513 0.456 0.429 0.812 === Confusion Matrix === a b c d e f g <-- classified as 53 2 317 119 14 9 62 | a = chest 16 175 305 4 8 18 49 | b = forearm 6 15 532 0 1 8 15 | c = head 2 1 66 408 78 11 11 | d = shin 13 9 69 39 384 32 32 | e = thigh 22 125 278 3 34 78 37 | f = upperarm 31 2 307 5 8 13 210 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1756 43.4976 % Incorrectly Classified Instances 2281 56.5024 % Kappa statistic 0.3407 Mean absolute error 0.1635 Root mean squared error 0.3706 Relative absolute error 66.7611 % Root relative squared error 105.9165 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.083 0.03 0.318 0.083 0.132 0.672 chest 0.317 0.044 0.545 0.317 0.4 0.703 forearm 0.905 0.41 0.269 0.905 0.415 0.863 head 0.679 0.048 0.701 0.679 0.69 0.878 shin 0.614 0.04 0.72 0.614 0.663 0.879 thigh 0.104 0.029 0.373 0.104 0.163 0.774 upperarm 0.34 0.058 0.492 0.34 0.402 0.823 waist Weighted Avg. 0.435 0.094 0.488 0.435 0.41 0.799 === Confusion Matrix === a b c d e f g <-- classified as 48 1 328 120 14 8 57 | a = chest 13 182 305 3 6 18 48 | b = forearm 3 6 523 1 1 11 33 | c = head 9 6 90 392 60 11 9 | d = shin 18 5 95 36 355 37 32 | e = thigh 15 133 293 4 49 60 23 | f = upperarm 45 1 307 3 8 16 196 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1751 43.3738 % Incorrectly Classified Instances 2286 56.6262 % Kappa statistic 0.3392 Mean absolute error 0.1636 Root mean squared error 0.3701 Relative absolute error 66.8178 % Root relative squared error 105.7739 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.099 0.036 0.315 0.099 0.151 0.694 chest 0.278 0.047 0.498 0.278 0.357 0.679 forearm 0.875 0.393 0.271 0.875 0.414 0.859 head 0.64 0.05 0.682 0.64 0.66 0.87 shin 0.626 0.044 0.706 0.626 0.664 0.891 thigh 0.12 0.028 0.413 0.12 0.185 0.792 upperarm 0.395 0.064 0.509 0.395 0.445 0.835 waist Weighted Avg. 0.434 0.095 0.485 0.434 0.411 0.803 === Confusion Matrix === a b c d e f g <-- classified as 57 0 301 119 12 8 78 | a = chest 25 160 317 3 13 13 44 | b = forearm 16 10 506 0 5 15 26 | c = head 10 8 87 369 71 19 13 | d = shin 17 8 82 45 362 32 32 | e = thigh 17 134 284 2 44 69 27 | f = upperarm 39 1 289 3 6 11 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1826 45.2316 % Incorrectly Classified Instances 2211 54.7684 % Kappa statistic 0.3609 Mean absolute error 0.1602 Root mean squared error 0.366 Relative absolute error 65.3998 % Root relative squared error 104.5907 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.106 0.021 0.459 0.106 0.172 0.707 chest 0.292 0.047 0.511 0.292 0.372 0.704 forearm 0.915 0.389 0.282 0.915 0.431 0.875 head 0.667 0.049 0.696 0.667 0.681 0.887 shin 0.656 0.042 0.721 0.656 0.687 0.897 thigh 0.12 0.03 0.399 0.12 0.184 0.782 upperarm 0.407 0.062 0.523 0.407 0.458 0.841 waist Weighted Avg. 0.452 0.091 0.513 0.452 0.427 0.813 === Confusion Matrix === a b c d e f g <-- classified as 61 8 295 123 12 11 65 | a = chest 6 168 320 2 7 23 49 | b = forearm 5 10 529 0 2 11 21 | c = head 5 5 71 385 81 14 16 | d = shin 14 6 70 43 379 36 30 | e = thigh 10 130 297 0 38 69 33 | f = upperarm 32 2 292 0 7 9 235 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1784 44.1912 % Incorrectly Classified Instances 2253 55.8088 % Kappa statistic 0.3488 Mean absolute error 0.1608 Root mean squared error 0.3674 Relative absolute error 65.667 % Root relative squared error 104.9819 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.106 0.035 0.337 0.106 0.161 0.687 chest 0.303 0.048 0.512 0.303 0.38 0.695 forearm 0.912 0.385 0.284 0.912 0.433 0.873 head 0.667 0.054 0.673 0.667 0.67 0.874 shin 0.631 0.039 0.729 0.631 0.677 0.895 thigh 0.087 0.026 0.355 0.087 0.139 0.783 upperarm 0.386 0.064 0.5 0.386 0.436 0.838 waist Weighted Avg. 0.442 0.093 0.484 0.442 0.414 0.807 === Confusion Matrix === a b c d e f g <-- classified as 61 5 306 116 11 15 62 | a = chest 23 174 291 4 15 15 53 | b = forearm 9 7 527 1 3 7 24 | c = head 10 4 81 385 64 16 17 | d = shin 19 7 69 60 364 28 30 | e = thigh 16 141 297 3 33 50 37 | f = upperarm 43 2 287 3 9 10 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1796 44.4885 % Incorrectly Classified Instances 2241 55.5115 % Kappa statistic 0.3523 Mean absolute error 0.1614 Root mean squared error 0.3686 Relative absolute error 65.9025 % Root relative squared error 105.3414 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.099 0.029 0.365 0.099 0.156 0.695 chest 0.313 0.048 0.52 0.313 0.39 0.699 forearm 0.917 0.386 0.284 0.917 0.434 0.878 head 0.671 0.052 0.683 0.671 0.677 0.883 shin 0.64 0.046 0.698 0.64 0.667 0.886 thigh 0.095 0.024 0.401 0.095 0.154 0.778 upperarm 0.38 0.064 0.499 0.38 0.431 0.838 waist Weighted Avg. 0.445 0.093 0.493 0.445 0.416 0.808 === Confusion Matrix === a b c d e f g <-- classified as 57 5 297 125 17 8 67 | a = chest 19 180 290 7 11 17 52 | b = forearm 5 7 529 0 3 10 23 | c = head 8 4 73 387 79 15 11 | d = shin 23 4 83 40 369 25 33 | e = thigh 13 144 288 2 41 55 34 | f = upperarm 31 2 303 6 9 7 219 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1757 43.5224 % Incorrectly Classified Instances 2280 56.4776 % Kappa statistic 0.3411 Mean absolute error 0.1629 Root mean squared error 0.3693 Relative absolute error 66.5089 % Root relative squared error 105.5407 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.073 0.029 0.292 0.073 0.117 0.672 chest 0.314 0.049 0.517 0.314 0.391 0.714 forearm 0.894 0.39 0.277 0.894 0.423 0.865 head 0.655 0.056 0.66 0.655 0.657 0.878 shin 0.631 0.047 0.692 0.631 0.66 0.89 thigh 0.111 0.03 0.383 0.111 0.172 0.783 upperarm 0.367 0.058 0.513 0.367 0.428 0.83 waist Weighted Avg. 0.435 0.094 0.476 0.435 0.407 0.805 === Confusion Matrix === a b c d e f g <-- classified as 42 6 318 125 18 13 54 | a = chest 27 181 293 2 9 21 43 | b = forearm 8 16 516 1 1 10 25 | c = head 4 4 78 378 89 12 12 | d = shin 15 7 70 58 364 33 30 | e = thigh 17 136 280 4 39 64 37 | f = upperarm 31 0 309 5 6 14 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1763 43.6819 % Incorrectly Classified Instances 2273 56.3181 % Kappa statistic 0.3429 Mean absolute error 0.1631 Root mean squared error 0.3704 Relative absolute error 66.593 % Root relative squared error 105.8628 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.095 0.031 0.34 0.095 0.149 0.684 chest 0.271 0.042 0.517 0.271 0.356 0.679 forearm 0.912 0.391 0.28 0.912 0.428 0.873 head 0.686 0.053 0.685 0.686 0.685 0.89 shin 0.645 0.046 0.701 0.645 0.672 0.89 thigh 0.109 0.025 0.42 0.109 0.173 0.798 upperarm 0.338 0.069 0.45 0.338 0.386 0.811 waist Weighted Avg. 0.437 0.094 0.485 0.437 0.407 0.804 === Confusion Matrix === a b c d e f g <-- classified as 55 5 293 127 22 7 67 | a = chest 25 156 311 5 14 15 49 | b = forearm 5 9 526 0 3 9 25 | c = head 10 2 59 395 71 26 13 | d = shin 14 7 71 46 373 19 48 | e = thigh 18 121 301 1 37 63 36 | f = upperarm 35 2 319 3 12 11 195 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1809 44.8216 % Incorrectly Classified Instances 2227 55.1784 % Kappa statistic 0.3562 Mean absolute error 0.1597 Root mean squared error 0.3668 Relative absolute error 65.2102 % Root relative squared error 104.8328 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.102 0.03 0.362 0.102 0.16 0.673 chest 0.318 0.039 0.574 0.318 0.409 0.706 forearm 0.912 0.399 0.276 0.912 0.424 0.868 head 0.7 0.048 0.71 0.7 0.705 0.897 shin 0.628 0.044 0.703 0.628 0.664 0.894 thigh 0.106 0.029 0.374 0.106 0.165 0.784 upperarm 0.372 0.054 0.535 0.372 0.439 0.835 waist Weighted Avg. 0.448 0.092 0.505 0.448 0.423 0.808 === Confusion Matrix === a b c d e f g <-- classified as 59 5 332 107 13 11 49 | a = chest 22 183 288 5 13 17 47 | b = forearm 9 13 526 2 1 11 15 | c = head 8 2 64 403 79 12 8 | d = shin 16 3 76 42 363 47 31 | e = thigh 18 112 307 4 40 61 36 | f = upperarm 31 1 314 5 7 4 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1775 43.9792 % Incorrectly Classified Instances 2261 56.0208 % Kappa statistic 0.3464 Mean absolute error 0.1628 Root mean squared error 0.3691 Relative absolute error 66.4665 % Root relative squared error 105.4652 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.076 0.03 0.297 0.076 0.122 0.66 chest 0.29 0.048 0.502 0.29 0.368 0.701 forearm 0.917 0.393 0.28 0.917 0.429 0.876 head 0.669 0.048 0.701 0.669 0.684 0.888 shin 0.621 0.045 0.7 0.621 0.658 0.882 thigh 0.116 0.03 0.394 0.116 0.179 0.773 upperarm 0.387 0.06 0.516 0.387 0.442 0.831 waist Weighted Avg. 0.44 0.093 0.484 0.44 0.412 0.802 === Confusion Matrix === a b c d e f g <-- classified as 44 4 329 117 14 13 55 | a = chest 26 167 296 7 7 16 56 | b = forearm 8 8 529 0 0 15 17 | c = head 7 3 73 386 78 17 13 | d = shin 23 5 88 35 359 33 35 | e = thigh 13 144 266 5 49 67 33 | f = upperarm 27 2 308 1 6 9 223 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1783 44.1774 % Incorrectly Classified Instances 2253 55.8226 % Kappa statistic 0.3487 Mean absolute error 0.1615 Root mean squared error 0.3675 Relative absolute error 65.9395 % Root relative squared error 105.03 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.085 0.032 0.308 0.085 0.133 0.676 chest 0.273 0.043 0.511 0.273 0.356 0.687 forearm 0.915 0.385 0.284 0.915 0.434 0.875 head 0.645 0.049 0.685 0.645 0.664 0.881 shin 0.663 0.05 0.689 0.663 0.675 0.891 thigh 0.13 0.034 0.389 0.13 0.195 0.789 upperarm 0.38 0.058 0.521 0.38 0.44 0.832 waist Weighted Avg. 0.442 0.093 0.484 0.442 0.414 0.805 === Confusion Matrix === a b c d e f g <-- classified as 49 1 325 108 13 16 64 | a = chest 27 157 297 6 9 21 58 | b = forearm 7 9 528 0 3 13 17 | c = head 10 6 72 372 89 14 14 | d = shin 16 4 63 49 383 43 20 | e = thigh 16 127 279 3 49 75 28 | f = upperarm 34 3 294 5 10 11 219 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1794 44.4389 % Incorrectly Classified Instances 2243 55.5611 % Kappa statistic 0.3517 Mean absolute error 0.161 Root mean squared error 0.3672 Relative absolute error 65.7471 % Root relative squared error 104.9486 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.103 0.032 0.345 0.103 0.158 0.676 chest 0.328 0.052 0.511 0.328 0.4 0.699 forearm 0.879 0.384 0.277 0.879 0.421 0.861 head 0.66 0.05 0.688 0.66 0.674 0.881 shin 0.644 0.041 0.724 0.644 0.681 0.888 thigh 0.128 0.031 0.409 0.128 0.195 0.793 upperarm 0.368 0.058 0.512 0.368 0.428 0.832 waist Weighted Avg. 0.444 0.093 0.495 0.444 0.423 0.805 === Confusion Matrix === a b c d e f g <-- classified as 59 6 317 119 18 8 48 | a = chest 22 189 297 4 7 21 36 | b = forearm 11 13 508 1 0 14 31 | c = head 12 8 71 380 78 14 13 | d = shin 19 2 79 40 372 33 33 | e = thigh 8 147 276 3 29 74 41 | f = upperarm 40 5 287 5 10 17 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1792 44.3894 % Incorrectly Classified Instances 2245 55.6106 % Kappa statistic 0.3512 Mean absolute error 0.1616 Root mean squared error 0.3692 Relative absolute error 65.9917 % Root relative squared error 105.5108 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.101 0.031 0.352 0.101 0.157 0.681 chest 0.301 0.044 0.531 0.301 0.384 0.709 forearm 0.886 0.392 0.274 0.886 0.418 0.86 head 0.697 0.048 0.708 0.697 0.702 0.893 shin 0.661 0.04 0.732 0.661 0.695 0.903 thigh 0.107 0.032 0.358 0.107 0.165 0.782 upperarm 0.354 0.062 0.489 0.354 0.41 0.821 waist Weighted Avg. 0.444 0.093 0.492 0.444 0.419 0.807 === Confusion Matrix === a b c d e f g <-- classified as 58 3 321 110 13 9 62 | a = chest 22 173 297 6 3 19 55 | b = forearm 12 8 511 1 4 12 29 | c = head 6 5 67 402 74 17 6 | d = shin 12 4 75 42 382 41 22 | e = thigh 12 133 290 1 40 62 39 | f = upperarm 43 0 305 6 6 13 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1772 43.894 % Incorrectly Classified Instances 2265 56.106 % Kappa statistic 0.3454 Mean absolute error 0.1625 Root mean squared error 0.3697 Relative absolute error 66.3384 % Root relative squared error 105.6439 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.094 0.027 0.367 0.094 0.149 0.694 chest 0.289 0.045 0.517 0.289 0.371 0.692 forearm 0.905 0.398 0.275 0.905 0.422 0.869 head 0.683 0.05 0.696 0.683 0.689 0.888 shin 0.645 0.046 0.7 0.645 0.671 0.882 thigh 0.109 0.027 0.399 0.109 0.171 0.781 upperarm 0.347 0.062 0.483 0.347 0.404 0.833 waist Weighted Avg. 0.439 0.094 0.491 0.439 0.411 0.806 === Confusion Matrix === a b c d e f g <-- classified as 54 5 302 120 18 13 64 | a = chest 17 166 311 3 10 17 51 | b = forearm 2 8 522 0 4 11 30 | c = head 3 0 75 394 76 19 10 | d = shin 23 4 82 45 373 24 27 | e = thigh 12 135 287 3 45 63 32 | f = upperarm 36 3 319 1 7 11 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1812 44.8848 % Incorrectly Classified Instances 2225 55.1152 % Kappa statistic 0.357 Mean absolute error 0.159 Root mean squared error 0.3634 Relative absolute error 64.9239 % Root relative squared error 103.8522 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.076 0.029 0.306 0.076 0.122 0.678 chest 0.285 0.052 0.477 0.285 0.357 0.7 forearm 0.908 0.378 0.286 0.908 0.435 0.875 head 0.697 0.048 0.707 0.697 0.702 0.902 shin 0.661 0.042 0.725 0.661 0.691 0.901 thigh 0.107 0.03 0.371 0.107 0.167 0.798 upperarm 0.406 0.064 0.514 0.406 0.453 0.838 waist Weighted Avg. 0.449 0.092 0.484 0.449 0.418 0.813 === Confusion Matrix === a b c d e f g <-- classified as 44 4 306 122 18 13 69 | a = chest 25 164 286 4 12 23 61 | b = forearm 5 15 524 0 3 10 20 | c = head 7 4 60 402 77 18 9 | d = shin 21 5 65 36 382 34 35 | e = thigh 17 149 289 3 30 62 27 | f = upperarm 25 3 301 2 5 7 234 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1764 43.6958 % Incorrectly Classified Instances 2273 56.3042 % Kappa statistic 0.3431 Mean absolute error 0.1628 Root mean squared error 0.3701 Relative absolute error 66.4645 % Root relative squared error 105.7717 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.085 0.03 0.322 0.085 0.135 0.684 chest 0.317 0.04 0.569 0.317 0.407 0.707 forearm 0.898 0.407 0.269 0.898 0.414 0.865 head 0.664 0.046 0.708 0.664 0.685 0.877 shin 0.631 0.046 0.698 0.631 0.663 0.891 thigh 0.088 0.025 0.372 0.088 0.143 0.764 upperarm 0.374 0.064 0.493 0.374 0.426 0.829 waist Weighted Avg. 0.437 0.094 0.49 0.437 0.41 0.803 === Confusion Matrix === a b c d e f g <-- classified as 49 4 324 108 14 8 69 | a = chest 17 182 295 3 10 17 51 | b = forearm 6 14 518 0 1 11 27 | c = head 3 3 83 383 76 14 15 | d = shin 19 5 94 39 365 28 28 | e = thigh 19 112 313 4 46 51 32 | f = upperarm 39 0 299 4 11 8 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1752 43.3986 % Incorrectly Classified Instances 2285 56.6014 % Kappa statistic 0.3396 Mean absolute error 0.1644 Root mean squared error 0.371 Relative absolute error 67.1172 % Root relative squared error 106.0233 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.087 0.029 0.336 0.087 0.138 0.67 chest 0.283 0.04 0.538 0.283 0.371 0.702 forearm 0.927 0.402 0.278 0.927 0.427 0.873 head 0.636 0.055 0.658 0.636 0.647 0.871 shin 0.611 0.046 0.689 0.611 0.648 0.881 thigh 0.116 0.022 0.465 0.116 0.186 0.785 upperarm 0.376 0.066 0.488 0.376 0.425 0.831 waist Weighted Avg. 0.434 0.094 0.493 0.434 0.406 0.802 === Confusion Matrix === a b c d e f g <-- classified as 50 4 307 124 15 6 70 | a = chest 18 163 321 1 7 12 53 | b = forearm 3 6 535 1 4 2 26 | c = head 8 6 89 367 77 16 14 | d = shin 18 6 77 61 353 34 29 | e = thigh 16 116 292 1 49 67 36 | f = upperarm 36 2 305 3 7 7 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1790 44.3508 % Incorrectly Classified Instances 2246 55.6492 % Kappa statistic 0.3507 Mean absolute error 0.1618 Root mean squared error 0.3682 Relative absolute error 66.056 % Root relative squared error 105.2295 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.097 0.036 0.313 0.097 0.148 0.69 chest 0.289 0.041 0.539 0.289 0.376 0.693 forearm 0.934 0.386 0.288 0.934 0.44 0.885 head 0.66 0.057 0.659 0.66 0.66 0.873 shin 0.634 0.044 0.707 0.634 0.668 0.883 thigh 0.118 0.023 0.463 0.118 0.188 0.777 upperarm 0.371 0.063 0.495 0.371 0.424 0.836 waist Weighted Avg. 0.444 0.093 0.495 0.444 0.415 0.806 === Confusion Matrix === a b c d e f g <-- classified as 56 5 295 134 15 11 60 | a = chest 24 166 299 7 13 14 52 | b = forearm 7 7 539 0 0 7 17 | c = head 15 5 77 381 72 12 15 | d = shin 19 7 74 46 366 28 37 | e = thigh 28 117 281 4 42 68 37 | f = upperarm 30 1 309 6 10 7 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1801 44.6234 % Incorrectly Classified Instances 2235 55.3766 % Kappa statistic 0.3538 Mean absolute error 0.1599 Root mean squared error 0.3661 Relative absolute error 65.3111 % Root relative squared error 104.625 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.095 0.025 0.39 0.095 0.153 0.681 chest 0.308 0.049 0.513 0.308 0.385 0.693 forearm 0.917 0.39 0.282 0.917 0.432 0.87 head 0.662 0.052 0.68 0.662 0.671 0.882 shin 0.64 0.043 0.714 0.64 0.675 0.888 thigh 0.127 0.031 0.403 0.127 0.193 0.789 upperarm 0.373 0.057 0.522 0.373 0.435 0.837 waist Weighted Avg. 0.446 0.092 0.501 0.446 0.421 0.806 === Confusion Matrix === a b c d e f g <-- classified as 55 6 312 122 12 10 59 | a = chest 14 177 307 5 10 14 48 | b = forearm 4 11 530 0 1 15 17 | c = head 6 5 74 382 78 17 15 | d = shin 12 10 73 43 369 42 28 | e = thigh 12 134 285 6 37 73 30 | f = upperarm 38 2 297 4 10 10 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1738 43.0624 % Incorrectly Classified Instances 2298 56.9376 % Kappa statistic 0.3356 Mean absolute error 0.1653 Root mean squared error 0.3725 Relative absolute error 67.4779 % Root relative squared error 106.4373 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.111 0.032 0.37 0.111 0.171 0.684 chest 0.278 0.049 0.485 0.278 0.354 0.692 forearm 0.9 0.39 0.278 0.9 0.425 0.873 head 0.627 0.048 0.684 0.627 0.655 0.873 shin 0.612 0.048 0.68 0.612 0.644 0.888 thigh 0.099 0.03 0.352 0.099 0.154 0.778 upperarm 0.385 0.067 0.489 0.385 0.431 0.819 waist Weighted Avg. 0.431 0.095 0.477 0.431 0.405 0.801 === Confusion Matrix === a b c d e f g <-- classified as 64 2 312 117 12 13 56 | a = chest 29 160 287 3 15 23 58 | b = forearm 11 8 520 0 3 12 24 | c = head 15 3 77 362 92 13 15 | d = shin 14 5 78 42 353 35 50 | e = thigh 17 150 285 1 38 57 29 | f = upperarm 23 2 310 4 6 9 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1805 44.7225 % Incorrectly Classified Instances 2231 55.2775 % Kappa statistic 0.355 Mean absolute error 0.1606 Root mean squared error 0.3672 Relative absolute error 65.5694 % Root relative squared error 104.9344 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.09 0.029 0.338 0.09 0.143 0.683 chest 0.293 0.042 0.537 0.293 0.379 0.688 forearm 0.919 0.396 0.279 0.919 0.428 0.874 head 0.694 0.049 0.702 0.694 0.698 0.888 shin 0.631 0.043 0.713 0.631 0.67 0.892 thigh 0.106 0.032 0.359 0.106 0.163 0.787 upperarm 0.394 0.054 0.55 0.394 0.459 0.839 waist Weighted Avg. 0.447 0.092 0.497 0.447 0.42 0.808 === Confusion Matrix === a b c d e f g <-- classified as 52 2 323 108 12 19 59 | a = chest 18 169 311 9 13 15 41 | b = forearm 7 6 531 1 2 17 14 | c = head 8 3 78 400 63 12 12 | d = shin 21 4 75 48 365 35 30 | e = thigh 13 131 288 1 53 61 30 | f = upperarm 35 0 296 3 4 11 227 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1758 43.5472 % Incorrectly Classified Instances 2279 56.4528 % Kappa statistic 0.3413 Mean absolute error 0.1636 Root mean squared error 0.3717 Relative absolute error 66.8219 % Root relative squared error 106.2079 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.089 0.029 0.338 0.089 0.14 0.698 chest 0.282 0.047 0.497 0.282 0.36 0.686 forearm 0.908 0.4 0.275 0.908 0.422 0.873 head 0.669 0.053 0.677 0.669 0.673 0.883 shin 0.651 0.048 0.695 0.651 0.672 0.895 thigh 0.118 0.024 0.447 0.118 0.186 0.788 upperarm 0.33 0.057 0.488 0.33 0.394 0.819 waist Weighted Avg. 0.435 0.094 0.488 0.435 0.407 0.806 === Confusion Matrix === a b c d e f g <-- classified as 51 4 301 131 13 15 60 | a = chest 18 162 321 3 7 13 51 | b = forearm 7 11 525 1 1 10 23 | c = head 6 6 79 386 83 10 7 | d = shin 21 5 74 42 376 27 33 | e = thigh 14 137 278 4 52 68 25 | f = upperarm 34 1 330 3 9 9 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1715 42.482 % Incorrectly Classified Instances 2322 57.518 % Kappa statistic 0.3288 Mean absolute error 0.1654 Root mean squared error 0.3733 Relative absolute error 67.5379 % Root relative squared error 106.6773 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.085 0.031 0.316 0.085 0.134 0.664 chest 0.294 0.054 0.473 0.294 0.363 0.696 forearm 0.893 0.396 0.273 0.893 0.419 0.866 head 0.646 0.048 0.693 0.646 0.669 0.887 shin 0.606 0.049 0.672 0.606 0.637 0.88 thigh 0.08 0.033 0.288 0.08 0.125 0.767 upperarm 0.368 0.06 0.506 0.368 0.426 0.834 waist Weighted Avg. 0.425 0.096 0.46 0.425 0.396 0.799 === Confusion Matrix === a b c d e f g <-- classified as 49 4 340 107 16 10 50 | a = chest 22 169 299 4 8 16 57 | b = forearm 9 13 516 0 1 14 25 | c = head 6 3 69 373 99 16 11 | d = shin 19 6 80 48 350 41 34 | e = thigh 14 162 285 3 37 46 30 | f = upperarm 36 0 298 3 10 17 212 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1765 43.7206 % Incorrectly Classified Instances 2272 56.2794 % Kappa statistic 0.3434 Mean absolute error 0.1632 Root mean squared error 0.3709 Relative absolute error 66.6321 % Root relative squared error 105.996 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.082 0.029 0.318 0.082 0.13 0.693 chest 0.287 0.044 0.521 0.287 0.37 0.684 forearm 0.913 0.397 0.277 0.913 0.426 0.868 head 0.652 0.051 0.68 0.652 0.665 0.873 shin 0.625 0.038 0.734 0.625 0.675 0.899 thigh 0.132 0.033 0.402 0.132 0.198 0.771 upperarm 0.369 0.065 0.486 0.369 0.42 0.827 waist Weighted Avg. 0.437 0.094 0.488 0.437 0.412 0.802 === Confusion Matrix === a b c d e f g <-- classified as 47 3 298 123 13 15 77 | a = chest 25 165 309 4 8 13 51 | b = forearm 4 7 527 0 5 14 20 | c = head 9 5 83 376 74 17 13 | d = shin 19 7 69 46 361 41 35 | e = thigh 14 128 302 1 27 76 29 | f = upperarm 30 2 312 3 4 13 213 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1758 43.5472 % Incorrectly Classified Instances 2279 56.4528 % Kappa statistic 0.3413 Mean absolute error 0.1634 Root mean squared error 0.3702 Relative absolute error 66.7054 % Root relative squared error 105.8021 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.101 0.032 0.345 0.101 0.156 0.674 chest 0.304 0.044 0.537 0.304 0.388 0.698 forearm 0.891 0.399 0.271 0.891 0.416 0.856 head 0.631 0.046 0.696 0.631 0.662 0.875 shin 0.663 0.047 0.701 0.663 0.681 0.897 thigh 0.095 0.029 0.357 0.095 0.15 0.778 upperarm 0.362 0.062 0.492 0.362 0.417 0.825 waist Weighted Avg. 0.435 0.094 0.486 0.435 0.41 0.8 === Confusion Matrix === a b c d e f g <-- classified as 58 4 323 111 15 8 57 | a = chest 21 175 301 3 10 19 46 | b = forearm 11 11 514 1 1 10 29 | c = head 8 5 86 364 79 20 15 | d = shin 13 6 71 40 383 32 33 | e = thigh 15 123 299 1 48 55 36 | f = upperarm 42 2 301 3 10 10 209 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1802 44.6371 % Incorrectly Classified Instances 2235 55.3629 % Kappa statistic 0.3541 Mean absolute error 0.1612 Root mean squared error 0.3667 Relative absolute error 65.8379 % Root relative squared error 104.7859 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.095 0.034 0.32 0.095 0.147 0.683 chest 0.283 0.045 0.513 0.283 0.365 0.694 forearm 0.903 0.379 0.284 0.903 0.432 0.872 head 0.681 0.048 0.703 0.681 0.692 0.889 shin 0.635 0.044 0.706 0.635 0.668 0.88 thigh 0.113 0.029 0.394 0.113 0.175 0.79 upperarm 0.412 0.067 0.507 0.412 0.455 0.837 waist Weighted Avg. 0.446 0.092 0.49 0.446 0.419 0.806 === Confusion Matrix === a b c d e f g <-- classified as 55 4 305 118 14 8 72 | a = chest 27 163 293 6 10 27 49 | b = forearm 6 8 521 1 2 16 23 | c = head 13 1 63 393 78 16 13 | d = shin 20 8 86 34 367 24 39 | e = thigh 24 132 278 4 39 65 35 | f = upperarm 27 2 288 3 10 9 238 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1841 45.6032 % Incorrectly Classified Instances 2196 54.3968 % Kappa statistic 0.3653 Mean absolute error 0.1581 Root mean squared error 0.3631 Relative absolute error 64.5437 % Root relative squared error 103.7513 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.095 0.031 0.337 0.095 0.149 0.675 chest 0.322 0.037 0.593 0.322 0.417 0.728 forearm 0.932 0.381 0.29 0.932 0.442 0.886 head 0.669 0.052 0.683 0.669 0.676 0.879 shin 0.647 0.046 0.7 0.647 0.673 0.892 thigh 0.137 0.032 0.42 0.137 0.207 0.782 upperarm 0.388 0.056 0.535 0.388 0.45 0.84 waist Weighted Avg. 0.456 0.091 0.508 0.456 0.431 0.812 === Confusion Matrix === a b c d e f g <-- classified as 55 6 308 129 14 8 56 | a = chest 22 185 278 3 13 23 51 | b = forearm 7 7 538 0 1 7 17 | c = head 9 4 71 386 73 22 12 | d = shin 15 2 80 40 374 37 30 | e = thigh 18 107 292 2 50 79 29 | f = upperarm 37 1 289 5 9 12 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1769 43.8305 % Incorrectly Classified Instances 2267 56.1695 % Kappa statistic 0.3446 Mean absolute error 0.1624 Root mean squared error 0.3686 Relative absolute error 66.293 % Root relative squared error 105.3361 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.092 0.025 0.384 0.092 0.148 0.688 chest 0.282 0.05 0.482 0.282 0.356 0.674 forearm 0.899 0.403 0.271 0.899 0.417 0.865 head 0.69 0.052 0.69 0.69 0.69 0.884 shin 0.615 0.036 0.738 0.615 0.671 0.891 thigh 0.101 0.027 0.379 0.101 0.159 0.781 upperarm 0.388 0.062 0.511 0.388 0.441 0.842 waist Weighted Avg. 0.438 0.094 0.494 0.438 0.412 0.804 === Confusion Matrix === a b c d e f g <-- classified as 53 4 326 115 4 10 64 | a = chest 17 162 310 7 16 12 51 | b = forearm 6 15 519 1 1 13 22 | c = head 6 6 76 398 61 16 14 | d = shin 15 5 87 52 355 37 26 | e = thigh 13 141 289 3 36 58 37 | f = upperarm 28 3 306 1 8 7 224 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1811 44.8712 % Incorrectly Classified Instances 2225 55.1288 % Kappa statistic 0.3568 Mean absolute error 0.1604 Root mean squared error 0.3656 Relative absolute error 65.4994 % Root relative squared error 104.4901 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.078 0.029 0.313 0.078 0.125 0.683 chest 0.317 0.047 0.531 0.317 0.397 0.701 forearm 0.908 0.378 0.286 0.908 0.435 0.871 head 0.676 0.051 0.687 0.676 0.681 0.89 shin 0.633 0.046 0.698 0.633 0.664 0.883 thigh 0.146 0.03 0.447 0.146 0.22 0.787 upperarm 0.383 0.062 0.506 0.383 0.436 0.83 waist Weighted Avg. 0.449 0.092 0.495 0.449 0.422 0.806 === Confusion Matrix === a b c d e f g <-- classified as 45 4 312 129 22 14 50 | a = chest 21 182 281 5 13 17 56 | b = forearm 4 6 524 0 5 12 26 | c = head 7 7 73 390 78 14 8 | d = shin 17 3 84 36 365 38 34 | e = thigh 13 139 262 1 36 84 42 | f = upperarm 37 2 297 7 4 9 221 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1816 44.995 % Incorrectly Classified Instances 2220 55.005 % Kappa statistic 0.3582 Mean absolute error 0.1603 Root mean squared error 0.3667 Relative absolute error 65.4446 % Root relative squared error 104.8053 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.113 0.026 0.422 0.113 0.178 0.681 chest 0.285 0.042 0.531 0.285 0.371 0.708 forearm 0.917 0.396 0.279 0.917 0.428 0.875 head 0.707 0.049 0.708 0.707 0.707 0.889 shin 0.657 0.04 0.734 0.657 0.694 0.892 thigh 0.088 0.023 0.386 0.088 0.144 0.795 upperarm 0.382 0.067 0.487 0.382 0.428 0.826 waist Weighted Avg. 0.45 0.092 0.507 0.45 0.421 0.809 === Confusion Matrix === a b c d e f g <-- classified as 65 2 309 101 16 9 74 | a = chest 19 164 312 6 9 17 49 | b = forearm 7 9 530 0 3 6 23 | c = head 6 2 72 407 57 13 19 | d = shin 13 7 67 52 379 25 34 | e = thigh 14 124 303 5 47 51 33 | f = upperarm 30 1 305 4 5 11 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1793 44.4252 % Incorrectly Classified Instances 2243 55.5748 % Kappa statistic 0.3515 Mean absolute error 0.1612 Root mean squared error 0.3682 Relative absolute error 65.8141 % Root relative squared error 105.2174 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.094 0.03 0.342 0.094 0.147 0.683 chest 0.313 0.043 0.547 0.313 0.398 0.71 forearm 0.908 0.393 0.279 0.908 0.427 0.874 head 0.663 0.055 0.666 0.663 0.664 0.878 shin 0.633 0.043 0.711 0.633 0.67 0.888 thigh 0.114 0.026 0.423 0.114 0.18 0.795 upperarm 0.382 0.058 0.523 0.382 0.441 0.837 waist Weighted Avg. 0.444 0.093 0.499 0.444 0.418 0.809 === Confusion Matrix === a b c d e f g <-- classified as 54 3 305 126 19 12 56 | a = chest 15 180 304 4 6 21 46 | b = forearm 10 9 525 0 3 8 23 | c = head 9 6 77 382 76 13 13 | d = shin 20 5 74 55 366 27 31 | e = thigh 16 123 299 2 39 66 32 | f = upperarm 34 3 299 5 6 9 220 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1780 44.0921 % Incorrectly Classified Instances 2257 55.9079 % Kappa statistic 0.3477 Mean absolute error 0.1622 Root mean squared error 0.3691 Relative absolute error 66.2135 % Root relative squared error 105.4745 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.104 0.03 0.364 0.104 0.162 0.691 chest 0.306 0.045 0.529 0.306 0.388 0.676 forearm 0.905 0.399 0.274 0.905 0.421 0.868 head 0.669 0.049 0.693 0.669 0.681 0.87 shin 0.623 0.037 0.736 0.623 0.675 0.883 thigh 0.104 0.028 0.382 0.104 0.163 0.794 upperarm 0.374 0.062 0.5 0.374 0.428 0.821 waist Weighted Avg. 0.441 0.093 0.497 0.441 0.417 0.801 === Confusion Matrix === a b c d e f g <-- classified as 60 4 308 109 16 12 67 | a = chest 21 176 310 7 7 18 36 | b = forearm 16 9 522 0 3 7 20 | c = head 7 3 90 386 54 21 16 | d = shin 13 7 86 48 360 30 34 | e = thigh 17 132 283 3 39 60 43 | f = upperarm 31 2 305 4 10 9 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1785 44.216 % Incorrectly Classified Instances 2252 55.784 % Kappa statistic 0.3491 Mean absolute error 0.1626 Root mean squared error 0.3692 Relative absolute error 66.4065 % Root relative squared error 105.5161 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.075 0.033 0.272 0.075 0.117 0.658 chest 0.256 0.047 0.473 0.256 0.332 0.667 forearm 0.913 0.388 0.282 0.913 0.431 0.865 head 0.659 0.05 0.686 0.659 0.672 0.885 shin 0.678 0.045 0.718 0.678 0.698 0.912 thigh 0.139 0.027 0.462 0.139 0.213 0.784 upperarm 0.374 0.06 0.509 0.374 0.432 0.834 waist Weighted Avg. 0.442 0.093 0.486 0.442 0.414 0.801 === Confusion Matrix === a b c d e f g <-- classified as 43 8 325 125 14 5 56 | a = chest 20 147 325 4 13 19 47 | b = forearm 12 7 527 0 1 8 22 | c = head 8 7 72 380 80 19 11 | d = shin 18 3 54 42 392 35 34 | e = thigh 18 139 261 1 40 80 38 | f = upperarm 39 0 307 2 6 7 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1773 43.9188 % Incorrectly Classified Instances 2264 56.0812 % Kappa statistic 0.3457 Mean absolute error 0.1628 Root mean squared error 0.3697 Relative absolute error 66.4932 % Root relative squared error 105.6459 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.095 0.031 0.34 0.095 0.149 0.696 chest 0.299 0.049 0.504 0.299 0.376 0.69 forearm 0.903 0.394 0.276 0.903 0.423 0.877 head 0.659 0.049 0.691 0.659 0.674 0.882 shin 0.64 0.043 0.714 0.64 0.675 0.886 thigh 0.104 0.026 0.4 0.104 0.165 0.797 upperarm 0.373 0.062 0.499 0.373 0.427 0.837 waist Weighted Avg. 0.439 0.093 0.489 0.439 0.413 0.809 === Confusion Matrix === a b c d e f g <-- classified as 55 4 307 117 19 10 64 | a = chest 18 172 308 8 9 15 45 | b = forearm 6 11 521 0 1 10 28 | c = head 8 7 71 380 81 11 19 | d = shin 19 7 86 40 370 33 23 | e = thigh 19 137 289 0 35 60 37 | f = upperarm 37 3 303 5 3 11 215 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1818 45.0334 % Incorrectly Classified Instances 2219 54.9666 % Kappa statistic 0.3587 Mean absolute error 0.1604 Root mean squared error 0.367 Relative absolute error 65.4961 % Root relative squared error 104.884 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.106 0.025 0.418 0.106 0.169 0.678 chest 0.25 0.036 0.535 0.25 0.341 0.665 forearm 0.936 0.392 0.285 0.936 0.437 0.88 head 0.69 0.05 0.696 0.69 0.693 0.889 shin 0.628 0.047 0.689 0.628 0.657 0.896 thigh 0.147 0.029 0.455 0.147 0.223 0.785 upperarm 0.393 0.062 0.515 0.393 0.446 0.838 waist Weighted Avg. 0.45 0.092 0.513 0.45 0.424 0.804 === Confusion Matrix === a b c d e f g <-- classified as 61 5 300 125 10 14 61 | a = chest 16 144 325 2 17 15 56 | b = forearm 7 5 540 0 2 4 19 | c = head 5 2 71 398 74 12 15 | d = shin 16 3 75 40 363 49 32 | e = thigh 11 109 287 2 52 85 31 | f = upperarm 30 1 297 5 9 8 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1806 44.7362 % Incorrectly Classified Instances 2231 55.2638 % Kappa statistic 0.3552 Mean absolute error 0.1606 Root mean squared error 0.3667 Relative absolute error 65.5779 % Root relative squared error 104.7987 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.102 0.036 0.324 0.102 0.156 0.661 chest 0.323 0.042 0.564 0.323 0.411 0.721 forearm 0.898 0.392 0.277 0.898 0.423 0.869 head 0.672 0.048 0.7 0.672 0.686 0.878 shin 0.628 0.037 0.738 0.628 0.679 0.9 thigh 0.132 0.034 0.396 0.132 0.198 0.77 upperarm 0.374 0.057 0.522 0.374 0.436 0.838 waist Weighted Avg. 0.447 0.092 0.503 0.447 0.427 0.806 === Confusion Matrix === a b c d e f g <-- classified as 59 4 318 119 12 11 53 | a = chest 28 186 284 3 6 23 45 | b = forearm 6 12 518 0 4 12 25 | c = head 8 10 80 388 63 13 15 | d = shin 14 8 77 39 363 45 32 | e = thigh 24 109 301 4 35 76 28 | f = upperarm 43 1 295 1 9 12 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1770 43.8444 % Incorrectly Classified Instances 2267 56.1556 % Kappa statistic 0.3448 Mean absolute error 0.1622 Root mean squared error 0.3686 Relative absolute error 66.2194 % Root relative squared error 105.3263 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.09 0.027 0.361 0.09 0.144 0.699 chest 0.296 0.045 0.523 0.296 0.378 0.719 forearm 0.894 0.393 0.275 0.894 0.421 0.865 head 0.679 0.053 0.683 0.679 0.681 0.89 shin 0.625 0.044 0.704 0.625 0.662 0.882 thigh 0.109 0.027 0.404 0.109 0.172 0.771 upperarm 0.374 0.068 0.48 0.374 0.421 0.822 waist Weighted Avg. 0.438 0.094 0.49 0.438 0.411 0.807 === Confusion Matrix === a b c d e f g <-- classified as 52 5 293 121 16 12 77 | a = chest 22 170 297 3 11 22 50 | b = forearm 6 9 516 3 3 13 27 | c = head 7 4 77 392 77 10 10 | d = shin 22 4 83 45 361 25 38 | e = thigh 8 131 300 5 38 63 32 | f = upperarm 27 2 309 5 7 11 216 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1730 42.8642 % Incorrectly Classified Instances 2306 57.1358 % Kappa statistic 0.3333 Mean absolute error 0.1651 Root mean squared error 0.3732 Relative absolute error 67.423 % Root relative squared error 106.6446 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.075 0.029 0.303 0.075 0.12 0.683 chest 0.283 0.052 0.475 0.283 0.355 0.701 forearm 0.915 0.398 0.278 0.915 0.426 0.869 head 0.66 0.052 0.677 0.66 0.668 0.884 shin 0.65 0.046 0.701 0.65 0.674 0.893 thigh 0.085 0.03 0.32 0.085 0.134 0.781 upperarm 0.332 0.059 0.482 0.332 0.393 0.821 waist Weighted Avg. 0.429 0.095 0.462 0.429 0.396 0.805 === Confusion Matrix === a b c d e f g <-- classified as 43 1 322 129 14 11 56 | a = chest 20 163 292 5 11 20 64 | b = forearm 4 12 529 1 3 14 15 | c = head 11 5 74 380 83 15 8 | d = shin 17 7 70 41 375 34 33 | e = thigh 12 153 289 4 42 49 29 | f = upperarm 35 2 330 1 7 10 191 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1781 44.1278 % Incorrectly Classified Instances 2255 55.8722 % Kappa statistic 0.3481 Mean absolute error 0.161 Root mean squared error 0.3681 Relative absolute error 65.7476 % Root relative squared error 105.2006 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.085 0.026 0.353 0.085 0.137 0.688 chest 0.335 0.053 0.515 0.335 0.406 0.718 forearm 0.9 0.392 0.277 0.9 0.424 0.867 head 0.674 0.047 0.704 0.674 0.689 0.887 shin 0.666 0.046 0.707 0.666 0.686 0.887 thigh 0.085 0.025 0.363 0.085 0.138 0.784 upperarm 0.344 0.064 0.473 0.344 0.398 0.829 waist Weighted Avg. 0.441 0.093 0.484 0.441 0.411 0.809 === Confusion Matrix === a b c d e f g <-- classified as 49 3 323 116 15 6 64 | a = chest 18 193 291 1 9 13 51 | b = forearm 4 10 520 0 1 14 29 | c = head 6 6 74 388 76 14 12 | d = shin 15 4 79 36 384 23 36 | e = thigh 12 155 281 5 46 49 29 | f = upperarm 35 4 306 5 12 16 198 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1777 44.0287 % Incorrectly Classified Instances 2259 55.9713 % Kappa statistic 0.3469 Mean absolute error 0.1613 Root mean squared error 0.3675 Relative absolute error 65.8604 % Root relative squared error 105.0356 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.082 0.03 0.309 0.082 0.129 0.675 chest 0.295 0.046 0.518 0.295 0.376 0.698 forearm 0.908 0.391 0.28 0.908 0.428 0.862 head 0.657 0.053 0.673 0.657 0.665 0.88 shin 0.619 0.049 0.68 0.619 0.648 0.884 thigh 0.097 0.026 0.384 0.097 0.155 0.785 upperarm 0.422 0.058 0.547 0.422 0.476 0.839 waist Weighted Avg. 0.44 0.093 0.484 0.44 0.411 0.803 === Confusion Matrix === a b c d e f g <-- classified as 47 4 326 118 15 12 53 | a = chest 25 170 289 7 10 17 58 | b = forearm 7 13 525 2 4 10 17 | c = head 6 2 75 379 84 19 12 | d = shin 17 8 78 51 357 28 38 | e = thigh 16 131 307 2 42 56 23 | f = upperarm 34 0 278 4 13 4 243 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1794 44.45 % Incorrectly Classified Instances 2242 55.55 % Kappa statistic 0.3518 Mean absolute error 0.161 Root mean squared error 0.3666 Relative absolute error 65.7349 % Root relative squared error 104.761 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.106 0.03 0.37 0.106 0.165 0.695 chest 0.332 0.04 0.579 0.332 0.422 0.711 forearm 0.905 0.381 0.284 0.905 0.433 0.883 head 0.662 0.056 0.666 0.662 0.664 0.881 shin 0.602 0.046 0.688 0.602 0.642 0.874 thigh 0.114 0.028 0.402 0.114 0.178 0.78 upperarm 0.387 0.068 0.488 0.387 0.432 0.835 waist Weighted Avg. 0.444 0.093 0.497 0.444 0.42 0.809 === Confusion Matrix === a b c d e f g <-- classified as 61 3 301 113 14 15 68 | a = chest 20 191 289 4 9 14 48 | b = forearm 3 5 523 0 2 14 31 | c = head 13 2 65 382 87 15 13 | d = shin 19 5 79 66 348 30 31 | e = thigh 13 122 286 5 42 66 43 | f = upperarm 36 2 297 4 4 10 223 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1812 44.8848 % Incorrectly Classified Instances 2225 55.1152 % Kappa statistic 0.357 Mean absolute error 0.1603 Root mean squared error 0.3666 Relative absolute error 65.4359 % Root relative squared error 104.7783 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.104 0.033 0.345 0.104 0.16 0.696 chest 0.311 0.047 0.523 0.311 0.39 0.693 forearm 0.913 0.383 0.284 0.913 0.434 0.872 head 0.672 0.055 0.67 0.672 0.671 0.884 shin 0.656 0.045 0.707 0.656 0.68 0.89 thigh 0.107 0.028 0.392 0.107 0.169 0.796 upperarm 0.377 0.051 0.549 0.377 0.447 0.845 waist Weighted Avg. 0.449 0.092 0.496 0.449 0.422 0.811 === Confusion Matrix === a b c d e f g <-- classified as 60 1 304 139 12 15 45 | a = chest 27 179 297 7 8 17 41 | b = forearm 5 12 527 0 2 12 19 | c = head 5 2 63 388 87 14 18 | d = shin 23 5 78 39 379 27 27 | e = thigh 15 142 284 3 43 62 28 | f = upperarm 39 1 300 3 5 11 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1808 44.7857 % Incorrectly Classified Instances 2229 55.2143 % Kappa statistic 0.3557 Mean absolute error 0.1597 Root mean squared error 0.3657 Relative absolute error 65.2077 % Root relative squared error 104.4966 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.076 0.032 0.282 0.076 0.12 0.689 chest 0.32 0.044 0.546 0.32 0.404 0.707 forearm 0.913 0.383 0.285 0.913 0.434 0.879 head 0.683 0.051 0.69 0.683 0.686 0.885 shin 0.654 0.046 0.704 0.654 0.678 0.897 thigh 0.104 0.029 0.373 0.104 0.163 0.788 upperarm 0.382 0.058 0.521 0.382 0.441 0.839 waist Weighted Avg. 0.448 0.092 0.486 0.448 0.418 0.812 === Confusion Matrix === a b c d e f g <-- classified as 44 4 304 131 19 7 67 | a = chest 16 184 291 3 8 27 46 | b = forearm 9 13 528 0 2 8 18 | c = head 11 5 77 394 73 9 8 | d = shin 28 4 65 34 378 40 29 | e = thigh 17 125 290 3 48 60 34 | f = upperarm 31 2 298 6 9 10 220 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1746 43.2499 % Incorrectly Classified Instances 2291 56.7501 % Kappa statistic 0.3378 Mean absolute error 0.1636 Root mean squared error 0.3718 Relative absolute error 66.795 % Root relative squared error 106.2639 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.085 0.03 0.32 0.085 0.134 0.676 chest 0.297 0.05 0.499 0.297 0.373 0.722 forearm 0.907 0.393 0.278 0.907 0.425 0.871 head 0.664 0.049 0.693 0.664 0.678 0.878 shin 0.627 0.047 0.692 0.627 0.658 0.875 thigh 0.099 0.024 0.407 0.099 0.159 0.793 upperarm 0.347 0.069 0.455 0.347 0.393 0.819 waist Weighted Avg. 0.432 0.095 0.478 0.432 0.403 0.805 === Confusion Matrix === a b c d e f g <-- classified as 49 3 325 109 11 11 68 | a = chest 23 171 289 6 10 17 59 | b = forearm 4 11 524 1 2 9 27 | c = head 4 2 80 383 83 10 15 | d = shin 16 7 89 44 362 21 38 | e = thigh 16 145 277 2 47 57 33 | f = upperarm 41 4 301 8 8 15 200 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1756 43.4976 % Incorrectly Classified Instances 2281 56.5024 % Kappa statistic 0.3407 Mean absolute error 0.1629 Root mean squared error 0.3695 Relative absolute error 66.5118 % Root relative squared error 105.5939 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.078 0.031 0.296 0.078 0.124 0.674 chest 0.277 0.048 0.488 0.277 0.353 0.69 forearm 0.907 0.392 0.279 0.907 0.427 0.871 head 0.659 0.047 0.699 0.659 0.678 0.89 shin 0.643 0.048 0.69 0.643 0.665 0.888 thigh 0.095 0.03 0.348 0.095 0.15 0.766 upperarm 0.385 0.063 0.505 0.385 0.437 0.834 waist Weighted Avg. 0.435 0.094 0.472 0.435 0.405 0.802 === Confusion Matrix === a b c d e f g <-- classified as 45 4 327 113 11 11 65 | a = chest 22 159 313 3 7 17 54 | b = forearm 7 7 524 1 3 14 22 | c = head 9 5 65 380 85 21 12 | d = shin 11 6 84 42 371 30 33 | e = thigh 20 143 274 2 51 55 32 | f = upperarm 38 2 292 3 10 10 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1796 44.4885 % Incorrectly Classified Instances 2241 55.5115 % Kappa statistic 0.3523 Mean absolute error 0.1616 Root mean squared error 0.3679 Relative absolute error 66.0023 % Root relative squared error 105.1248 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.094 0.026 0.375 0.094 0.15 0.678 chest 0.28 0.045 0.506 0.28 0.361 0.693 forearm 0.893 0.386 0.279 0.893 0.425 0.864 head 0.692 0.054 0.68 0.692 0.686 0.886 shin 0.607 0.038 0.728 0.607 0.662 0.877 thigh 0.13 0.027 0.444 0.13 0.201 0.802 upperarm 0.418 0.071 0.495 0.418 0.453 0.832 waist Weighted Avg. 0.445 0.093 0.501 0.445 0.42 0.805 === Confusion Matrix === a b c d e f g <-- classified as 54 5 292 125 14 11 75 | a = chest 16 161 310 6 10 20 52 | b = forearm 11 8 516 0 1 12 30 | c = head 4 5 76 399 65 14 14 | d = shin 16 9 82 54 350 30 36 | e = thigh 15 129 284 1 34 75 39 | f = upperarm 28 1 291 2 7 7 241 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1777 44.0178 % Incorrectly Classified Instances 2260 55.9822 % Kappa statistic 0.3468 Mean absolute error 0.1616 Root mean squared error 0.3679 Relative absolute error 65.9727 % Root relative squared error 105.1334 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.116 0.032 0.374 0.116 0.177 0.683 chest 0.282 0.039 0.547 0.282 0.372 0.686 forearm 0.927 0.41 0.274 0.927 0.423 0.867 head 0.65 0.051 0.681 0.65 0.665 0.878 shin 0.63 0.039 0.731 0.63 0.677 0.908 thigh 0.118 0.03 0.398 0.118 0.182 0.775 upperarm 0.357 0.053 0.531 0.357 0.427 0.83 waist Weighted Avg. 0.44 0.093 0.505 0.44 0.418 0.804 === Confusion Matrix === a b c d e f g <-- classified as 67 3 316 114 14 10 52 | a = chest 21 162 326 3 9 14 40 | b = forearm 9 5 535 1 1 8 18 | c = head 8 5 88 375 68 17 16 | d = shin 14 2 83 51 364 43 21 | e = thigh 19 118 299 3 35 68 35 | f = upperarm 41 1 307 4 7 11 206 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1762 43.6571 % Incorrectly Classified Instances 2274 56.3429 % Kappa statistic 0.3426 Mean absolute error 0.1629 Root mean squared error 0.3685 Relative absolute error 66.51 % Root relative squared error 105.3069 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.099 0.029 0.361 0.099 0.156 0.697 chest 0.32 0.046 0.538 0.32 0.401 0.703 forearm 0.88 0.392 0.273 0.88 0.416 0.857 head 0.652 0.052 0.675 0.652 0.663 0.872 shin 0.633 0.046 0.698 0.633 0.664 0.901 thigh 0.106 0.032 0.359 0.106 0.163 0.768 upperarm 0.364 0.061 0.498 0.364 0.42 0.825 waist Weighted Avg. 0.437 0.094 0.486 0.437 0.412 0.803 === Confusion Matrix === a b c d e f g <-- classified as 57 3 310 123 14 8 60 | a = chest 21 184 292 2 12 17 47 | b = forearm 3 15 508 1 1 18 31 | c = head 8 2 86 376 81 15 9 | d = shin 22 3 66 51 366 38 32 | e = thigh 14 132 291 2 44 61 33 | f = upperarm 33 3 310 2 6 13 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1789 44.3261 % Incorrectly Classified Instances 2247 55.6739 % Kappa statistic 0.3504 Mean absolute error 0.1623 Root mean squared error 0.369 Relative absolute error 66.2588 % Root relative squared error 105.4509 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.096 0.03 0.344 0.096 0.15 0.7 chest 0.294 0.043 0.53 0.294 0.378 0.684 forearm 0.912 0.387 0.282 0.912 0.431 0.876 head 0.674 0.051 0.686 0.674 0.68 0.884 shin 0.626 0.045 0.699 0.626 0.661 0.877 thigh 0.107 0.027 0.397 0.107 0.169 0.791 upperarm 0.392 0.065 0.501 0.392 0.44 0.834 waist Weighted Avg. 0.443 0.093 0.491 0.443 0.416 0.807 === Confusion Matrix === a b c d e f g <-- classified as 55 5 301 112 22 12 68 | a = chest 20 169 307 6 13 11 49 | b = forearm 9 6 526 0 1 10 25 | c = head 11 7 58 389 69 25 18 | d = shin 20 4 75 54 362 27 36 | e = thigh 20 126 295 4 41 62 29 | f = upperarm 25 2 303 2 10 9 226 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1782 44.1526 % Incorrectly Classified Instances 2254 55.8474 % Kappa statistic 0.3484 Mean absolute error 0.1614 Root mean squared error 0.3678 Relative absolute error 65.9066 % Root relative squared error 105.1086 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.09 0.029 0.34 0.09 0.143 0.663 chest 0.297 0.046 0.52 0.297 0.378 0.702 forearm 0.929 0.394 0.282 0.929 0.433 0.883 head 0.646 0.049 0.686 0.646 0.665 0.873 shin 0.656 0.049 0.693 0.656 0.674 0.904 thigh 0.107 0.031 0.367 0.107 0.166 0.778 upperarm 0.365 0.054 0.53 0.365 0.432 0.831 waist Weighted Avg. 0.442 0.093 0.488 0.442 0.413 0.805 === Confusion Matrix === a b c d e f g <-- classified as 52 4 320 119 23 12 46 | a = chest 26 171 292 2 8 16 60 | b = forearm 6 9 536 0 4 9 13 | c = head 7 7 83 372 77 16 14 | d = shin 14 7 68 37 379 46 27 | e = thigh 15 129 293 6 47 62 26 | f = upperarm 33 2 308 6 9 8 210 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1775 43.9792 % Incorrectly Classified Instances 2261 56.0208 % Kappa statistic 0.3464 Mean absolute error 0.1626 Root mean squared error 0.3704 Relative absolute error 66.4072 % Root relative squared error 105.8451 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.08 0.025 0.348 0.08 0.13 0.667 chest 0.299 0.045 0.526 0.299 0.381 0.701 forearm 0.901 0.4 0.273 0.901 0.419 0.865 head 0.682 0.046 0.712 0.682 0.697 0.897 shin 0.623 0.04 0.721 0.623 0.669 0.882 thigh 0.135 0.028 0.446 0.135 0.207 0.776 upperarm 0.358 0.07 0.46 0.358 0.402 0.826 waist Weighted Avg. 0.44 0.093 0.498 0.44 0.415 0.802 === Confusion Matrix === a b c d e f g <-- classified as 46 5 328 108 11 11 67 | a = chest 17 172 291 6 14 19 57 | b = forearm 5 8 520 0 5 9 30 | c = head 9 4 71 393 76 15 8 | d = shin 10 8 81 43 360 33 43 | e = thigh 7 130 298 1 26 78 37 | f = upperarm 38 0 314 1 7 10 206 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1773 43.9188 % Incorrectly Classified Instances 2264 56.0812 % Kappa statistic 0.3457 Mean absolute error 0.1612 Root mean squared error 0.3678 Relative absolute error 65.8404 % Root relative squared error 105.0977 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.089 0.03 0.327 0.089 0.14 0.699 chest 0.306 0.049 0.507 0.306 0.381 0.685 forearm 0.906 0.376 0.287 0.906 0.436 0.88 head 0.664 0.062 0.642 0.664 0.652 0.878 shin 0.635 0.045 0.702 0.635 0.667 0.888 thigh 0.102 0.028 0.378 0.102 0.161 0.798 upperarm 0.371 0.064 0.493 0.371 0.423 0.829 waist Weighted Avg. 0.439 0.094 0.477 0.439 0.409 0.808 === Confusion Matrix === a b c d e f g <-- classified as 51 4 278 152 14 7 69 | a = chest 23 176 292 8 10 17 50 | b = forearm 6 10 523 1 2 12 23 | c = head 8 5 72 383 76 17 16 | d = shin 23 5 73 42 367 34 34 | e = thigh 17 144 278 4 47 59 28 | f = upperarm 28 3 308 7 7 10 214 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1764 43.6958 % Incorrectly Classified Instances 2273 56.3042 % Kappa statistic 0.3431 Mean absolute error 0.1628 Root mean squared error 0.369 Relative absolute error 66.4721 % Root relative squared error 105.4561 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.106 0.036 0.328 0.106 0.16 0.677 chest 0.271 0.05 0.474 0.271 0.345 0.685 forearm 0.905 0.386 0.281 0.905 0.429 0.87 head 0.669 0.052 0.683 0.669 0.676 0.885 shin 0.63 0.047 0.693 0.63 0.66 0.884 thigh 0.12 0.028 0.416 0.12 0.186 0.782 upperarm 0.357 0.059 0.504 0.357 0.418 0.831 waist Weighted Avg. 0.437 0.094 0.483 0.437 0.411 0.802 === Confusion Matrix === a b c d e f g <-- classified as 61 3 301 131 14 4 61 | a = chest 26 156 311 5 9 21 48 | b = forearm 9 12 522 1 3 8 22 | c = head 12 5 71 386 82 12 9 | d = shin 19 9 87 34 364 38 27 | e = thigh 19 143 262 4 44 69 36 | f = upperarm 40 1 303 4 9 14 206 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1803 44.6619 % Incorrectly Classified Instances 2234 55.3381 % Kappa statistic 0.3543 Mean absolute error 0.1613 Root mean squared error 0.3657 Relative absolute error 65.8727 % Root relative squared error 104.5047 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.094 0.033 0.323 0.094 0.145 0.684 chest 0.285 0.04 0.541 0.285 0.374 0.705 forearm 0.908 0.379 0.286 0.908 0.435 0.868 head 0.665 0.049 0.693 0.665 0.678 0.884 shin 0.657 0.045 0.709 0.657 0.682 0.906 thigh 0.12 0.028 0.418 0.12 0.186 0.795 upperarm 0.395 0.072 0.477 0.395 0.432 0.824 waist Weighted Avg. 0.447 0.092 0.492 0.447 0.419 0.81 === Confusion Matrix === a b c d e f g <-- classified as 54 4 310 115 17 14 62 | a = chest 30 164 282 2 17 21 59 | b = forearm 11 9 525 0 1 5 27 | c = head 10 4 78 383 73 14 14 | d = shin 16 5 59 44 380 31 43 | e = thigh 13 116 283 5 46 69 45 | f = upperarm 33 1 298 4 2 11 228 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1765 43.7206 % Incorrectly Classified Instances 2272 56.2794 % Kappa statistic 0.3433 Mean absolute error 0.1634 Root mean squared error 0.3716 Relative absolute error 66.7264 % Root relative squared error 106.1915 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.082 0.034 0.288 0.082 0.127 0.664 chest 0.292 0.041 0.54 0.292 0.379 0.684 forearm 0.898 0.41 0.268 0.898 0.413 0.855 head 0.693 0.048 0.707 0.693 0.7 0.888 shin 0.625 0.039 0.729 0.625 0.673 0.892 thigh 0.109 0.029 0.384 0.109 0.17 0.767 upperarm 0.36 0.056 0.516 0.36 0.424 0.826 waist Weighted Avg. 0.437 0.094 0.49 0.437 0.412 0.797 === Confusion Matrix === a b c d e f g <-- classified as 47 7 336 108 15 11 52 | a = chest 23 168 312 4 4 14 50 | b = forearm 7 9 519 0 4 14 25 | c = head 13 1 76 399 66 14 7 | d = shin 16 3 85 49 361 33 31 | e = thigh 18 122 308 0 36 63 30 | f = upperarm 39 1 301 4 9 15 208 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1794 44.4389 % Incorrectly Classified Instances 2243 55.5611 % Kappa statistic 0.3517 Mean absolute error 0.1616 Root mean squared error 0.3679 Relative absolute error 65.9963 % Root relative squared error 105.1252 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.097 0.034 0.322 0.097 0.149 0.679 chest 0.311 0.048 0.52 0.311 0.39 0.701 forearm 0.913 0.382 0.285 0.913 0.435 0.875 head 0.633 0.053 0.667 0.633 0.649 0.866 shin 0.643 0.045 0.704 0.643 0.672 0.894 thigh 0.118 0.029 0.402 0.118 0.182 0.785 upperarm 0.393 0.058 0.533 0.393 0.453 0.834 waist Weighted Avg. 0.444 0.093 0.491 0.444 0.419 0.805 === Confusion Matrix === a b c d e f g <-- classified as 56 4 307 131 12 12 54 | a = chest 19 179 292 3 13 19 50 | b = forearm 10 9 528 0 1 11 19 | c = head 12 3 83 365 80 18 16 | d = shin 23 2 74 43 371 33 31 | e = thigh 18 145 277 1 39 68 29 | f = upperarm 36 2 289 4 11 8 227 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1771 43.8692 % Incorrectly Classified Instances 2266 56.1308 % Kappa statistic 0.345 Mean absolute error 0.162 Root mean squared error 0.3687 Relative absolute error 66.153 % Root relative squared error 105.369 % Total Number of Instances 4037 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.099 0.029 0.358 0.099 0.155 0.686 chest 0.308 0.044 0.535 0.308 0.391 0.699 forearm 0.913 0.395 0.278 0.913 0.427 0.873 head 0.643 0.045 0.705 0.643 0.673 0.876 shin 0.627 0.048 0.687 0.627 0.656 0.886 thigh 0.102 0.028 0.376 0.102 0.161 0.777 upperarm 0.376 0.065 0.492 0.376 0.426 0.833 waist Weighted Avg. 0.439 0.094 0.49 0.439 0.413 0.804 === Confusion Matrix === a b c d e f g <-- classified as 57 5 320 98 21 8 67 | a = chest 23 177 293 5 12 11 54 | b = forearm 4 6 528 0 3 14 23 | c = head 7 7 79 371 80 18 15 | d = shin 15 7 80 45 362 35 33 | e = thigh 15 128 297 3 43 59 32 | f = upperarm 38 1 299 4 6 12 217 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1793 44.4252 % Incorrectly Classified Instances 2243 55.5748 % Kappa statistic 0.3516 Mean absolute error 0.1613 Root mean squared error 0.3689 Relative absolute error 65.8809 % Root relative squared error 105.4229 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.092 0.025 0.379 0.092 0.148 0.677 chest 0.297 0.046 0.518 0.297 0.378 0.709 forearm 0.922 0.394 0.281 0.922 0.431 0.878 head 0.664 0.049 0.693 0.664 0.678 0.88 shin 0.638 0.048 0.688 0.638 0.662 0.879 thigh 0.111 0.027 0.405 0.111 0.174 0.787 upperarm 0.385 0.059 0.521 0.385 0.443 0.841 waist Weighted Avg. 0.444 0.093 0.498 0.444 0.416 0.807 === Confusion Matrix === a b c d e f g <-- classified as 53 4 304 116 24 12 63 | a = chest 14 171 308 5 10 21 46 | b = forearm 2 7 532 0 2 13 21 | c = head 5 6 81 383 76 15 11 | d = shin 16 8 77 45 368 30 33 | e = thigh 7 133 302 1 41 64 30 | f = upperarm 43 1 290 3 14 3 222 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1805 44.7225 % Incorrectly Classified Instances 2231 55.2775 % Kappa statistic 0.3551 Mean absolute error 0.1602 Root mean squared error 0.3657 Relative absolute error 65.406 % Root relative squared error 104.497 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.092 0.028 0.353 0.092 0.146 0.687 chest 0.317 0.042 0.557 0.317 0.404 0.715 forearm 0.919 0.387 0.283 0.919 0.433 0.876 head 0.676 0.048 0.701 0.676 0.688 0.896 shin 0.644 0.042 0.72 0.644 0.679 0.896 thigh 0.104 0.029 0.37 0.104 0.162 0.772 upperarm 0.378 0.068 0.48 0.378 0.423 0.833 waist Weighted Avg. 0.447 0.092 0.495 0.447 0.42 0.811 === Confusion Matrix === a b c d e f g <-- classified as 53 4 323 105 11 10 70 | a = chest 16 182 290 3 7 17 60 | b = forearm 6 11 530 0 2 12 16 | c = head 3 5 66 390 81 21 11 | d = shin 16 7 68 52 372 33 30 | e = thigh 19 117 295 2 35 60 49 | f = upperarm 37 1 298 4 9 9 218 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1754 43.4589 % Incorrectly Classified Instances 2282 56.5411 % Kappa statistic 0.3403 Mean absolute error 0.1628 Root mean squared error 0.3713 Relative absolute error 66.4709 % Root relative squared error 106.0987 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.087 0.026 0.355 0.087 0.139 0.685 chest 0.287 0.046 0.508 0.287 0.367 0.705 forearm 0.896 0.406 0.269 0.896 0.414 0.868 head 0.698 0.051 0.697 0.698 0.698 0.895 shin 0.626 0.042 0.713 0.626 0.667 0.883 thigh 0.092 0.028 0.353 0.092 0.146 0.78 upperarm 0.354 0.06 0.494 0.354 0.413 0.825 waist Weighted Avg. 0.435 0.094 0.484 0.435 0.406 0.806 === Confusion Matrix === a b c d e f g <-- classified as 50 2 318 117 9 18 62 | a = chest 20 165 315 6 9 18 42 | b = forearm 6 9 517 1 2 9 33 | c = head 10 4 65 403 74 8 13 | d = shin 16 7 83 45 362 34 31 | e = thigh 13 136 295 5 47 53 28 | f = upperarm 26 2 328 1 5 10 204 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1786 44.2517 % Incorrectly Classified Instances 2250 55.7483 % Kappa statistic 0.3496 Mean absolute error 0.1623 Root mean squared error 0.3693 Relative absolute error 66.2926 % Root relative squared error 105.5277 % Total Number of Instances 4036 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.092 0.027 0.363 0.092 0.147 0.679 chest 0.297 0.048 0.507 0.297 0.375 0.689 forearm 0.899 0.402 0.272 0.899 0.418 0.862 head 0.672 0.051 0.689 0.672 0.681 0.882 shin 0.637 0.041 0.723 0.637 0.677 0.888 thigh 0.125 0.028 0.429 0.125 0.193 0.79 upperarm 0.373 0.055 0.531 0.373 0.438 0.838 waist Weighted Avg. 0.443 0.093 0.502 0.443 0.419 0.804 === Confusion Matrix === a b c d e f g <-- classified as 53 2 319 120 12 12 58 | a = chest 16 171 315 4 11 17 41 | b = forearm 7 12 519 0 3 14 22 | c = head 7 3 77 388 73 18 11 | d = shin 13 3 83 48 368 29 34 | e = thigh 15 142 288 1 35 72 24 | f = upperarm 35 4 307 2 7 6 215 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 9 RUN: 0 FOLD: 0 Correctly Classified Instances 1425 40.5752 % Incorrectly Classified Instances 2087 59.4248 % Kappa statistic 0.3067 Mean absolute error 0.1743 Root mean squared error 0.382 Relative absolute error 71.1826 % Root relative squared error 109.1641 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.36 0.109 0.356 0.36 0.358 0.778 chest 0.102 0.013 0.567 0.102 0.173 0.786 forearm 0.88 0.362 0.288 0.88 0.434 0.843 head 0.709 0.091 0.565 0.709 0.629 0.898 shin 0.429 0.044 0.62 0.429 0.507 0.853 thigh 0.076 0.02 0.384 0.076 0.126 0.725 upperarm 0.285 0.054 0.466 0.285 0.354 0.818 waist Weighted Avg. 0.406 0.099 0.464 0.406 0.369 0.814 === Confusion Matrix === a b c d e f g <-- classified as 181 4 259 28 8 8 15 | a = chest 16 51 304 73 7 14 35 | b = forearm 13 5 441 1 1 1 39 | c = head 54 9 8 356 38 12 25 | d = shin 172 12 11 36 215 20 35 | e = thigh 46 3 303 96 2 38 15 | f = upperarm 26 6 205 40 76 6 143 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1459 41.5433 % Incorrectly Classified Instances 2053 58.4567 % Kappa statistic 0.318 Mean absolute error 0.1716 Root mean squared error 0.3792 Relative absolute error 70.0632 % Root relative squared error 108.3772 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.406 0.109 0.383 0.406 0.394 0.796 chest 0.112 0.022 0.455 0.112 0.18 0.792 forearm 0.914 0.358 0.298 0.914 0.45 0.864 head 0.685 0.09 0.558 0.685 0.615 0.882 shin 0.444 0.039 0.656 0.444 0.53 0.856 thigh 0.064 0.018 0.376 0.064 0.109 0.749 upperarm 0.283 0.046 0.507 0.283 0.363 0.832 waist Weighted Avg. 0.415 0.097 0.462 0.415 0.377 0.824 === Confusion Matrix === a b c d e f g <-- classified as 204 6 224 45 5 2 17 | a = chest 18 56 284 84 4 20 34 | b = forearm 5 9 458 2 3 1 23 | c = head 62 20 8 344 42 2 24 | d = shin 163 14 15 35 223 24 28 | e = thigh 51 8 319 79 1 32 12 | f = upperarm 30 10 227 27 62 4 142 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1431 40.746 % Incorrectly Classified Instances 2081 59.254 % Kappa statistic 0.3087 Mean absolute error 0.1732 Root mean squared error 0.3815 Relative absolute error 70.7437 % Root relative squared error 109.0186 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.344 0.103 0.359 0.344 0.351 0.789 chest 0.118 0.016 0.551 0.118 0.194 0.778 forearm 0.902 0.364 0.292 0.902 0.441 0.856 head 0.679 0.101 0.53 0.679 0.595 0.882 shin 0.442 0.038 0.659 0.442 0.529 0.868 thigh 0.07 0.017 0.412 0.07 0.119 0.735 upperarm 0.297 0.053 0.484 0.297 0.368 0.815 waist Weighted Avg. 0.407 0.099 0.469 0.407 0.371 0.818 === Confusion Matrix === a b c d e f g <-- classified as 173 10 249 48 5 2 16 | a = chest 18 59 295 71 3 7 47 | b = forearm 12 4 452 3 0 1 29 | c = head 65 11 6 341 45 13 21 | d = shin 143 11 10 57 222 25 34 | e = thigh 47 8 305 93 2 35 12 | f = upperarm 24 4 232 31 60 2 149 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1395 39.721 % Incorrectly Classified Instances 2117 60.279 % Kappa statistic 0.2968 Mean absolute error 0.1755 Root mean squared error 0.3845 Relative absolute error 71.6657 % Root relative squared error 109.8875 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.334 0.118 0.321 0.334 0.327 0.769 chest 0.116 0.016 0.552 0.116 0.192 0.791 forearm 0.866 0.357 0.288 0.866 0.432 0.842 head 0.689 0.092 0.554 0.689 0.615 0.891 shin 0.404 0.041 0.623 0.404 0.49 0.845 thigh 0.076 0.019 0.404 0.076 0.128 0.742 upperarm 0.295 0.061 0.447 0.295 0.355 0.807 waist Weighted Avg. 0.397 0.1 0.456 0.397 0.363 0.812 === Confusion Matrix === a b c d e f g <-- classified as 168 2 272 41 6 2 12 | a = chest 13 58 312 59 4 12 42 | b = forearm 17 10 434 2 2 0 36 | c = head 51 8 7 346 41 8 41 | d = shin 171 14 14 39 203 28 33 | e = thigh 64 9 274 96 2 38 19 | f = upperarm 39 4 196 41 68 6 148 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1429 40.6891 % Incorrectly Classified Instances 2083 59.3109 % Kappa statistic 0.3081 Mean absolute error 0.1732 Root mean squared error 0.3818 Relative absolute error 70.7411 % Root relative squared error 109.1195 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.404 0.104 0.393 0.404 0.398 0.796 chest 0.09 0.018 0.45 0.09 0.15 0.771 forearm 0.912 0.363 0.295 0.912 0.446 0.869 head 0.693 0.091 0.56 0.693 0.62 0.893 shin 0.428 0.049 0.596 0.428 0.498 0.846 thigh 0.082 0.016 0.456 0.082 0.139 0.743 upperarm 0.239 0.051 0.438 0.239 0.309 0.805 waist Weighted Avg. 0.407 0.099 0.455 0.407 0.366 0.817 === Confusion Matrix === a b c d e f g <-- classified as 203 4 235 39 7 2 13 | a = chest 13 45 309 74 7 14 38 | b = forearm 9 10 457 1 1 1 22 | c = head 46 12 7 348 48 5 36 | d = shin 171 18 13 30 215 23 32 | e = thigh 57 9 285 96 1 41 13 | f = upperarm 17 2 244 33 82 4 120 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1461 41.6002 % Incorrectly Classified Instances 2051 58.3998 % Kappa statistic 0.3187 Mean absolute error 0.1712 Root mean squared error 0.378 Relative absolute error 69.927 % Root relative squared error 108.0343 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.388 0.118 0.355 0.388 0.37 0.783 chest 0.118 0.017 0.536 0.118 0.193 0.792 forearm 0.894 0.352 0.297 0.894 0.446 0.846 head 0.695 0.088 0.567 0.695 0.625 0.886 shin 0.464 0.042 0.649 0.464 0.541 0.865 thigh 0.078 0.016 0.443 0.078 0.132 0.761 upperarm 0.275 0.048 0.488 0.275 0.352 0.814 waist Weighted Avg. 0.416 0.097 0.476 0.416 0.38 0.821 === Confusion Matrix === a b c d e f g <-- classified as 195 3 236 39 6 4 20 | a = chest 14 59 298 70 6 16 37 | b = forearm 14 5 448 2 2 2 28 | c = head 60 13 8 349 43 10 19 | d = shin 161 13 13 37 233 16 29 | e = thigh 67 9 289 85 1 39 12 | f = upperarm 39 8 215 33 68 1 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1420 40.4328 % Incorrectly Classified Instances 2092 59.5672 % Kappa statistic 0.3051 Mean absolute error 0.1738 Root mean squared error 0.3819 Relative absolute error 70.9868 % Root relative squared error 109.1444 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.36 0.114 0.345 0.36 0.352 0.781 chest 0.094 0.013 0.553 0.094 0.161 0.791 forearm 0.912 0.374 0.289 0.912 0.439 0.858 head 0.657 0.078 0.585 0.657 0.619 0.896 shin 0.432 0.04 0.644 0.432 0.517 0.862 thigh 0.082 0.017 0.446 0.082 0.138 0.73 upperarm 0.293 0.06 0.448 0.293 0.354 0.814 waist Weighted Avg. 0.404 0.099 0.473 0.404 0.369 0.819 === Confusion Matrix === a b c d e f g <-- classified as 181 2 250 37 9 4 20 | a = chest 12 47 317 59 6 12 47 | b = forearm 14 6 457 1 1 0 22 | c = head 64 12 11 330 39 9 37 | d = shin 165 8 21 29 217 22 40 | e = thigh 57 4 311 74 0 41 15 | f = upperarm 31 6 215 34 65 4 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1428 40.6606 % Incorrectly Classified Instances 2084 59.3394 % Kappa statistic 0.3077 Mean absolute error 0.1728 Root mean squared error 0.3814 Relative absolute error 70.549 % Root relative squared error 109.0004 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.372 0.103 0.377 0.372 0.374 0.792 chest 0.12 0.015 0.571 0.12 0.198 0.791 forearm 0.894 0.368 0.288 0.894 0.435 0.853 head 0.721 0.09 0.573 0.721 0.638 0.886 shin 0.424 0.041 0.636 0.424 0.509 0.865 thigh 0.078 0.016 0.453 0.078 0.133 0.753 upperarm 0.237 0.06 0.395 0.237 0.296 0.805 waist Weighted Avg. 0.407 0.099 0.47 0.407 0.369 0.821 === Confusion Matrix === a b c d e f g <-- classified as 187 5 250 32 13 3 13 | a = chest 8 60 308 63 5 8 48 | b = forearm 11 6 448 0 0 2 34 | c = head 58 10 13 362 28 5 26 | d = shin 154 10 14 46 213 24 41 | e = thigh 53 7 283 99 1 39 20 | f = upperarm 25 7 241 30 75 5 119 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1476 42.0273 % Incorrectly Classified Instances 2036 57.9727 % Kappa statistic 0.3236 Mean absolute error 0.1702 Root mean squared error 0.3777 Relative absolute error 69.4899 % Root relative squared error 107.9502 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.371 0.102 0.378 0.371 0.374 0.792 chest 0.118 0.021 0.48 0.118 0.189 0.788 forearm 0.896 0.358 0.295 0.896 0.444 0.856 head 0.733 0.087 0.583 0.733 0.649 0.898 shin 0.429 0.035 0.672 0.429 0.524 0.862 thigh 0.09 0.018 0.455 0.09 0.15 0.756 upperarm 0.305 0.055 0.481 0.305 0.373 0.811 waist Weighted Avg. 0.42 0.097 0.477 0.42 0.386 0.823 === Confusion Matrix === a b c d e f g <-- classified as 187 9 241 39 4 1 23 | a = chest 13 59 303 56 6 24 39 | b = forearm 8 13 450 2 1 1 27 | c = head 55 9 5 367 31 7 27 | d = shin 154 14 12 46 215 21 39 | e = thigh 59 13 287 85 3 45 10 | f = upperarm 19 6 229 35 60 0 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1445 41.1564 % Incorrectly Classified Instances 2066 58.8436 % Kappa statistic 0.3134 Mean absolute error 0.1726 Root mean squared error 0.3806 Relative absolute error 70.4852 % Root relative squared error 108.7706 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.105 0.388 0.398 0.393 0.797 chest 0.09 0.016 0.484 0.09 0.152 0.786 forearm 0.892 0.357 0.294 0.892 0.442 0.853 head 0.697 0.096 0.547 0.697 0.613 0.889 shin 0.417 0.04 0.635 0.417 0.504 0.853 thigh 0.084 0.019 0.429 0.084 0.14 0.741 upperarm 0.303 0.054 0.483 0.303 0.373 0.829 waist Weighted Avg. 0.412 0.098 0.466 0.412 0.374 0.821 === Confusion Matrix === a b c d e f g <-- classified as 200 7 231 46 7 1 11 | a = chest 15 45 302 72 5 20 42 | b = forearm 12 2 448 2 2 0 36 | c = head 69 9 4 349 37 8 25 | d = shin 144 17 15 59 209 25 32 | e = thigh 49 8 302 84 0 42 17 | f = upperarm 26 5 221 26 69 2 152 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1433 40.803 % Incorrectly Classified Instances 2079 59.197 % Kappa statistic 0.3093 Mean absolute error 0.1727 Root mean squared error 0.38 Relative absolute error 70.5247 % Root relative squared error 108.5809 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.388 0.115 0.36 0.388 0.373 0.781 chest 0.118 0.016 0.546 0.118 0.194 0.777 forearm 0.894 0.352 0.298 0.894 0.447 0.858 head 0.669 0.089 0.556 0.669 0.608 0.882 shin 0.415 0.038 0.644 0.415 0.505 0.859 thigh 0.074 0.022 0.363 0.074 0.123 0.745 upperarm 0.297 0.058 0.46 0.297 0.361 0.822 waist Weighted Avg. 0.408 0.099 0.461 0.408 0.373 0.818 === Confusion Matrix === a b c d e f g <-- classified as 195 8 233 42 7 3 15 | a = chest 16 59 294 63 5 22 41 | b = forearm 9 5 449 4 1 0 34 | c = head 66 18 7 336 39 7 29 | d = shin 158 9 13 46 208 29 38 | e = thigh 63 7 293 83 1 37 18 | f = upperarm 35 2 220 30 62 4 149 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1428 40.6606 % Incorrectly Classified Instances 2084 59.3394 % Kappa statistic 0.3076 Mean absolute error 0.1731 Root mean squared error 0.3814 Relative absolute error 70.6858 % Root relative squared error 109.0041 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.11 0.377 0.398 0.387 0.794 chest 0.116 0.018 0.518 0.116 0.19 0.794 forearm 0.886 0.361 0.29 0.886 0.437 0.851 head 0.697 0.094 0.552 0.697 0.616 0.884 shin 0.409 0.038 0.643 0.409 0.5 0.857 thigh 0.064 0.014 0.427 0.064 0.111 0.726 upperarm 0.275 0.056 0.448 0.275 0.341 0.807 waist Weighted Avg. 0.407 0.099 0.465 0.407 0.369 0.816 === Confusion Matrix === a b c d e f g <-- classified as 200 4 239 36 4 1 19 | a = chest 18 58 295 71 8 11 39 | b = forearm 10 12 445 1 1 0 33 | c = head 58 12 8 350 33 9 32 | d = shin 168 14 15 49 205 18 32 | e = thigh 56 5 299 95 0 32 15 | f = upperarm 21 7 232 32 68 4 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1429 40.6891 % Incorrectly Classified Instances 2083 59.3109 % Kappa statistic 0.3081 Mean absolute error 0.1758 Root mean squared error 0.3836 Relative absolute error 71.7894 % Root relative squared error 109.6164 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.382 0.114 0.358 0.382 0.37 0.781 chest 0.128 0.017 0.552 0.128 0.208 0.775 forearm 0.888 0.367 0.287 0.888 0.434 0.85 head 0.691 0.072 0.616 0.691 0.652 0.896 shin 0.406 0.042 0.62 0.406 0.491 0.839 thigh 0.082 0.021 0.39 0.082 0.135 0.728 upperarm 0.271 0.059 0.435 0.271 0.334 0.801 waist Weighted Avg. 0.407 0.099 0.465 0.407 0.375 0.81 === Confusion Matrix === a b c d e f g <-- classified as 192 6 252 25 9 3 16 | a = chest 27 64 303 59 2 11 34 | b = forearm 14 8 445 2 0 1 31 | c = head 60 13 8 347 33 11 30 | d = shin 156 14 21 25 204 33 49 | e = thigh 62 6 295 79 2 41 17 | f = upperarm 25 5 226 26 79 5 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1437 40.9169 % Incorrectly Classified Instances 2075 59.0831 % Kappa statistic 0.3107 Mean absolute error 0.173 Root mean squared error 0.3816 Relative absolute error 70.6468 % Root relative squared error 109.0525 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.344 0.113 0.337 0.344 0.341 0.785 chest 0.086 0.015 0.489 0.086 0.146 0.778 forearm 0.898 0.36 0.293 0.898 0.442 0.857 head 0.699 0.092 0.56 0.699 0.622 0.902 shin 0.438 0.038 0.661 0.438 0.527 0.864 thigh 0.088 0.017 0.463 0.088 0.147 0.75 upperarm 0.311 0.055 0.486 0.311 0.379 0.829 waist Weighted Avg. 0.409 0.098 0.47 0.409 0.372 0.824 === Confusion Matrix === a b c d e f g <-- classified as 173 6 255 43 4 5 17 | a = chest 14 43 307 75 2 13 46 | b = forearm 12 6 450 4 3 0 26 | c = head 59 7 6 351 51 7 21 | d = shin 162 8 13 41 220 21 37 | e = thigh 60 8 289 82 1 44 18 | f = upperarm 33 10 215 31 52 5 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1473 41.9419 % Incorrectly Classified Instances 2039 58.0581 % Kappa statistic 0.3227 Mean absolute error 0.1702 Root mean squared error 0.3782 Relative absolute error 69.4938 % Root relative squared error 108.0741 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.39 0.104 0.385 0.39 0.387 0.797 chest 0.11 0.015 0.545 0.11 0.183 0.785 forearm 0.896 0.365 0.29 0.896 0.438 0.854 head 0.697 0.09 0.565 0.697 0.624 0.889 shin 0.488 0.039 0.677 0.488 0.567 0.884 thigh 0.076 0.014 0.469 0.076 0.13 0.758 upperarm 0.279 0.05 0.483 0.279 0.354 0.83 waist Weighted Avg. 0.419 0.097 0.488 0.419 0.383 0.828 === Confusion Matrix === a b c d e f g <-- classified as 196 6 243 38 5 2 13 | a = chest 10 55 312 73 4 16 30 | b = forearm 16 4 449 2 0 0 30 | c = head 52 18 7 350 41 3 31 | d = shin 145 10 12 41 245 21 28 | e = thigh 58 5 306 73 4 38 18 | f = upperarm 32 3 220 43 63 1 140 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1425 40.5752 % Incorrectly Classified Instances 2087 59.4248 % Kappa statistic 0.3067 Mean absolute error 0.1737 Root mean squared error 0.3829 Relative absolute error 70.9113 % Root relative squared error 109.4304 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.334 0.104 0.349 0.334 0.341 0.772 chest 0.098 0.016 0.505 0.098 0.164 0.784 forearm 0.9 0.366 0.29 0.9 0.439 0.847 head 0.697 0.098 0.542 0.697 0.61 0.878 shin 0.436 0.039 0.652 0.436 0.523 0.859 thigh 0.058 0.02 0.322 0.058 0.098 0.724 upperarm 0.317 0.05 0.516 0.317 0.393 0.831 waist Weighted Avg. 0.406 0.099 0.454 0.406 0.367 0.814 === Confusion Matrix === a b c d e f g <-- classified as 168 3 260 43 9 7 13 | a = chest 10 49 304 80 7 10 40 | b = forearm 12 9 451 1 1 2 25 | c = head 57 13 5 350 32 10 35 | d = shin 154 13 16 49 219 27 24 | e = thigh 53 3 307 94 4 29 12 | f = upperarm 28 7 210 29 64 5 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1456 41.4579 % Incorrectly Classified Instances 2056 58.5421 % Kappa statistic 0.317 Mean absolute error 0.1709 Root mean squared error 0.3786 Relative absolute error 69.7962 % Root relative squared error 108.202 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.106 0.39 0.408 0.399 0.8 chest 0.114 0.018 0.518 0.114 0.187 0.804 forearm 0.882 0.358 0.291 0.882 0.437 0.854 head 0.709 0.094 0.558 0.709 0.625 0.896 shin 0.448 0.04 0.652 0.448 0.531 0.86 thigh 0.07 0.014 0.455 0.07 0.121 0.747 upperarm 0.271 0.053 0.458 0.271 0.34 0.809 waist Weighted Avg. 0.415 0.098 0.475 0.415 0.377 0.824 === Confusion Matrix === a b c d e f g <-- classified as 205 5 227 44 9 0 13 | a = chest 15 57 305 61 3 14 45 | b = forearm 9 6 442 0 4 3 37 | c = head 53 7 8 356 42 5 31 | d = shin 162 16 14 40 225 17 28 | e = thigh 49 13 302 96 0 35 7 | f = upperarm 32 6 222 41 62 3 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1436 40.8884 % Incorrectly Classified Instances 2076 59.1116 % Kappa statistic 0.3104 Mean absolute error 0.1727 Root mean squared error 0.38 Relative absolute error 70.5201 % Root relative squared error 108.5827 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.378 0.103 0.379 0.378 0.378 0.79 chest 0.096 0.019 0.453 0.096 0.158 0.776 forearm 0.91 0.366 0.293 0.91 0.443 0.856 head 0.699 0.087 0.572 0.699 0.629 0.894 shin 0.438 0.043 0.63 0.438 0.517 0.859 thigh 0.092 0.013 0.535 0.092 0.156 0.77 upperarm 0.249 0.057 0.419 0.249 0.313 0.804 waist Weighted Avg. 0.409 0.098 0.469 0.409 0.371 0.821 === Confusion Matrix === a b c d e f g <-- classified as 190 4 242 50 5 1 11 | a = chest 15 48 300 62 9 13 53 | b = forearm 6 10 456 0 1 1 27 | c = head 67 12 8 351 38 6 20 | d = shin 153 14 11 40 220 17 47 | e = thigh 43 13 306 79 0 46 15 | f = upperarm 27 5 235 32 76 2 125 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1447 41.2016 % Incorrectly Classified Instances 2065 58.7984 % Kappa statistic 0.314 Mean absolute error 0.1723 Root mean squared error 0.3808 Relative absolute error 70.3759 % Root relative squared error 108.8115 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.355 0.1 0.374 0.355 0.364 0.787 chest 0.118 0.016 0.546 0.118 0.194 0.8 forearm 0.89 0.358 0.293 0.89 0.441 0.847 head 0.729 0.09 0.573 0.729 0.641 0.889 shin 0.414 0.044 0.612 0.414 0.494 0.846 thigh 0.086 0.021 0.41 0.086 0.142 0.749 upperarm 0.293 0.057 0.459 0.293 0.358 0.806 waist Weighted Avg. 0.412 0.098 0.467 0.412 0.376 0.818 === Confusion Matrix === a b c d e f g <-- classified as 179 3 253 34 13 2 20 | a = chest 7 59 300 59 4 25 46 | b = forearm 13 9 446 0 3 2 28 | c = head 55 8 8 365 39 9 17 | d = shin 153 13 14 48 208 24 42 | e = thigh 53 8 289 89 0 43 20 | f = upperarm 19 8 213 42 73 0 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1425 40.5867 % Incorrectly Classified Instances 2086 59.4133 % Kappa statistic 0.3069 Mean absolute error 0.1744 Root mean squared error 0.3824 Relative absolute error 71.2317 % Root relative squared error 109.2728 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.372 0.106 0.37 0.372 0.371 0.791 chest 0.106 0.015 0.535 0.106 0.177 0.798 forearm 0.918 0.361 0.297 0.918 0.449 0.864 head 0.681 0.097 0.539 0.681 0.601 0.885 shin 0.423 0.05 0.587 0.423 0.492 0.85 thigh 0.085 0.013 0.518 0.085 0.147 0.743 upperarm 0.257 0.051 0.457 0.257 0.33 0.805 waist Weighted Avg. 0.406 0.099 0.472 0.406 0.366 0.819 === Confusion Matrix === a b c d e f g <-- classified as 187 5 247 34 12 1 17 | a = chest 7 53 311 75 9 10 36 | b = forearm 12 3 460 1 0 0 25 | c = head 55 10 14 341 42 9 30 | d = shin 171 14 16 36 212 19 33 | e = thigh 52 8 268 120 0 43 12 | f = upperarm 21 6 232 26 86 1 129 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1461 41.6002 % Incorrectly Classified Instances 2051 58.3998 % Kappa statistic 0.3186 Mean absolute error 0.1721 Root mean squared error 0.3786 Relative absolute error 70.2633 % Root relative squared error 108.2072 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.366 0.104 0.371 0.366 0.368 0.785 chest 0.106 0.02 0.469 0.106 0.173 0.769 forearm 0.884 0.357 0.292 0.884 0.439 0.853 head 0.717 0.091 0.569 0.717 0.634 0.893 shin 0.449 0.043 0.637 0.449 0.527 0.856 thigh 0.1 0.017 0.49 0.1 0.166 0.761 upperarm 0.289 0.05 0.492 0.289 0.364 0.82 waist Weighted Avg. 0.416 0.097 0.474 0.416 0.382 0.82 === Confusion Matrix === a b c d e f g <-- classified as 184 6 248 44 8 3 10 | a = chest 12 53 302 73 4 13 43 | b = forearm 16 5 444 1 5 2 29 | c = head 50 13 10 360 38 10 21 | d = shin 155 11 14 45 225 19 32 | e = thigh 47 18 290 82 0 50 15 | f = upperarm 32 7 212 28 73 5 145 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1403 39.9487 % Incorrectly Classified Instances 2109 60.0513 % Kappa statistic 0.2994 Mean absolute error 0.1762 Root mean squared error 0.3857 Relative absolute error 71.9377 % Root relative squared error 110.2248 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.354 0.11 0.35 0.354 0.352 0.778 chest 0.102 0.017 0.495 0.102 0.169 0.773 forearm 0.914 0.367 0.293 0.914 0.444 0.854 head 0.673 0.092 0.55 0.673 0.605 0.878 shin 0.422 0.047 0.599 0.422 0.495 0.848 thigh 0.08 0.013 0.5 0.08 0.137 0.757 upperarm 0.251 0.054 0.436 0.251 0.319 0.808 waist Weighted Avg. 0.399 0.1 0.46 0.399 0.36 0.814 === Confusion Matrix === a b c d e f g <-- classified as 178 4 232 52 16 3 18 | a = chest 16 51 321 61 3 7 42 | b = forearm 12 4 459 0 2 1 24 | c = head 67 10 12 337 36 7 32 | d = shin 158 24 11 44 212 17 36 | e = thigh 54 7 303 87 0 40 11 | f = upperarm 24 3 226 32 85 5 126 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1463 41.6572 % Incorrectly Classified Instances 2049 58.3428 % Kappa statistic 0.3194 Mean absolute error 0.1723 Root mean squared error 0.3807 Relative absolute error 70.3742 % Root relative squared error 108.7994 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.103 0.392 0.398 0.395 0.791 chest 0.138 0.015 0.611 0.138 0.225 0.794 forearm 0.892 0.365 0.289 0.892 0.437 0.843 head 0.727 0.085 0.588 0.727 0.65 0.903 shin 0.414 0.038 0.648 0.414 0.505 0.859 thigh 0.082 0.014 0.488 0.082 0.14 0.749 upperarm 0.267 0.061 0.42 0.267 0.326 0.801 waist Weighted Avg. 0.417 0.097 0.491 0.417 0.383 0.82 === Confusion Matrix === a b c d e f g <-- classified as 200 5 249 30 3 4 12 | a = chest 17 69 302 51 3 11 47 | b = forearm 6 7 447 1 3 0 37 | c = head 56 8 7 364 34 5 27 | d = shin 155 9 18 45 208 21 46 | e = thigh 52 6 293 94 1 41 16 | f = upperarm 24 9 230 34 69 2 134 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1470 41.8565 % Incorrectly Classified Instances 2042 58.1435 % Kappa statistic 0.3217 Mean absolute error 0.1709 Root mean squared error 0.3786 Relative absolute error 69.7821 % Root relative squared error 108.2051 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.386 0.098 0.398 0.386 0.392 0.796 chest 0.112 0.019 0.491 0.112 0.182 0.797 forearm 0.906 0.356 0.298 0.906 0.448 0.866 head 0.713 0.088 0.574 0.713 0.636 0.892 shin 0.446 0.038 0.661 0.446 0.533 0.852 thigh 0.078 0.02 0.398 0.078 0.13 0.744 upperarm 0.289 0.059 0.449 0.289 0.352 0.818 waist Weighted Avg. 0.419 0.097 0.467 0.419 0.382 0.824 === Confusion Matrix === a b c d e f g <-- classified as 194 9 249 29 5 4 13 | a = chest 8 56 294 73 7 18 44 | b = forearm 11 7 454 2 0 0 27 | c = head 54 11 7 358 39 9 24 | d = shin 134 16 17 39 224 24 48 | e = thigh 60 8 285 88 0 39 22 | f = upperarm 27 7 220 35 64 4 145 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1457 41.4863 % Incorrectly Classified Instances 2055 58.5137 % Kappa statistic 0.3174 Mean absolute error 0.1715 Root mean squared error 0.3797 Relative absolute error 70.009 % Root relative squared error 108.5051 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.421 0.113 0.385 0.421 0.402 0.8 chest 0.104 0.015 0.536 0.104 0.174 0.787 forearm 0.894 0.363 0.291 0.894 0.439 0.859 head 0.695 0.089 0.566 0.695 0.624 0.892 shin 0.414 0.041 0.628 0.414 0.499 0.858 thigh 0.076 0.014 0.469 0.076 0.13 0.729 upperarm 0.299 0.048 0.512 0.299 0.377 0.829 waist Weighted Avg. 0.415 0.097 0.484 0.415 0.378 0.822 === Confusion Matrix === a b c d e f g <-- classified as 212 3 226 44 5 2 11 | a = chest 12 52 309 76 7 11 33 | b = forearm 11 9 448 2 0 0 31 | c = head 62 9 8 349 43 6 25 | d = shin 167 10 23 39 208 23 32 | e = thigh 53 6 314 79 1 38 11 | f = upperarm 34 8 214 28 67 1 150 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1408 40.0911 % Incorrectly Classified Instances 2104 59.9089 % Kappa statistic 0.3011 Mean absolute error 0.1733 Root mean squared error 0.3808 Relative absolute error 70.7652 % Root relative squared error 108.8166 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.378 0.114 0.357 0.378 0.367 0.792 chest 0.122 0.017 0.55 0.122 0.2 0.786 forearm 0.896 0.353 0.297 0.896 0.446 0.859 head 0.679 0.098 0.537 0.679 0.6 0.881 shin 0.4 0.046 0.591 0.4 0.477 0.857 thigh 0.072 0.014 0.456 0.072 0.124 0.751 upperarm 0.259 0.057 0.429 0.259 0.323 0.804 waist Weighted Avg. 0.401 0.1 0.459 0.401 0.363 0.819 === Confusion Matrix === a b c d e f g <-- classified as 190 4 250 33 5 2 19 | a = chest 9 61 299 62 8 10 51 | b = forearm 9 11 449 3 0 2 27 | c = head 64 7 9 341 45 9 27 | d = shin 174 12 16 49 201 17 33 | e = thigh 61 12 270 105 2 36 16 | f = upperarm 25 4 219 42 79 3 130 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1438 40.9453 % Incorrectly Classified Instances 2074 59.0547 % Kappa statistic 0.311 Mean absolute error 0.1724 Root mean squared error 0.3812 Relative absolute error 70.3891 % Root relative squared error 108.9483 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.354 0.122 0.327 0.354 0.34 0.766 chest 0.106 0.014 0.552 0.106 0.178 0.787 forearm 0.884 0.359 0.29 0.884 0.437 0.851 head 0.681 0.088 0.563 0.681 0.617 0.887 shin 0.456 0.035 0.684 0.456 0.547 0.869 thigh 0.086 0.017 0.462 0.086 0.145 0.746 upperarm 0.299 0.053 0.482 0.299 0.369 0.821 waist Weighted Avg. 0.409 0.098 0.48 0.409 0.376 0.818 === Confusion Matrix === a b c d e f g <-- classified as 178 3 253 48 6 2 13 | a = chest 19 53 311 62 4 12 39 | b = forearm 12 6 443 1 3 0 36 | c = head 68 14 9 342 33 7 29 | d = shin 169 10 13 31 229 25 25 | e = thigh 60 6 287 86 1 43 19 | f = upperarm 39 4 209 37 59 4 150 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1422 40.4897 % Incorrectly Classified Instances 2090 59.5103 % Kappa statistic 0.3057 Mean absolute error 0.1734 Root mean squared error 0.3803 Relative absolute error 70.8115 % Root relative squared error 108.666 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.111 0.356 0.368 0.362 0.792 chest 0.106 0.014 0.552 0.106 0.178 0.804 forearm 0.892 0.352 0.297 0.892 0.445 0.856 head 0.703 0.092 0.56 0.703 0.624 0.894 shin 0.41 0.048 0.587 0.41 0.483 0.846 thigh 0.074 0.022 0.359 0.074 0.122 0.733 upperarm 0.281 0.055 0.461 0.281 0.349 0.819 waist Weighted Avg. 0.405 0.099 0.453 0.405 0.366 0.821 === Confusion Matrix === a b c d e f g <-- classified as 185 7 237 42 12 2 18 | a = chest 16 53 297 72 3 21 38 | b = forearm 14 8 447 1 1 0 30 | c = head 62 10 5 353 40 11 21 | d = shin 167 8 9 37 206 30 45 | e = thigh 47 7 297 97 4 37 13 | f = upperarm 29 3 214 28 85 2 141 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1422 40.4897 % Incorrectly Classified Instances 2090 59.5103 % Kappa statistic 0.3057 Mean absolute error 0.1747 Root mean squared error 0.3826 Relative absolute error 71.321 % Root relative squared error 109.3447 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.361 0.109 0.358 0.361 0.359 0.778 chest 0.112 0.014 0.577 0.112 0.188 0.792 forearm 0.9 0.376 0.285 0.9 0.433 0.84 head 0.681 0.083 0.578 0.681 0.625 0.89 shin 0.437 0.035 0.678 0.437 0.532 0.862 thigh 0.062 0.025 0.295 0.062 0.102 0.728 upperarm 0.281 0.053 0.467 0.281 0.351 0.819 waist Weighted Avg. 0.405 0.099 0.462 0.405 0.37 0.815 === Confusion Matrix === a b c d e f g <-- classified as 182 2 258 35 7 3 17 | a = chest 12 56 298 66 10 19 39 | b = forearm 8 5 451 2 1 0 34 | c = head 62 14 6 342 37 12 29 | d = shin 165 9 10 37 219 34 27 | e = thigh 57 6 309 83 1 31 15 | f = upperarm 23 5 252 27 48 6 141 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1435 40.8715 % Incorrectly Classified Instances 2076 59.1285 % Kappa statistic 0.3102 Mean absolute error 0.1715 Root mean squared error 0.3801 Relative absolute error 70.0372 % Root relative squared error 108.6109 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.366 0.099 0.382 0.366 0.374 0.801 chest 0.09 0.019 0.441 0.09 0.15 0.776 forearm 0.904 0.361 0.294 0.904 0.444 0.857 head 0.703 0.098 0.544 0.703 0.613 0.889 shin 0.451 0.039 0.659 0.451 0.536 0.868 thigh 0.062 0.018 0.36 0.062 0.105 0.746 upperarm 0.285 0.055 0.463 0.285 0.353 0.805 waist Weighted Avg. 0.409 0.099 0.449 0.409 0.368 0.82 === Confusion Matrix === a b c d e f g <-- classified as 184 5 245 38 5 2 24 | a = chest 20 45 295 81 6 20 33 | b = forearm 10 9 453 1 1 2 25 | c = head 37 14 5 353 43 7 43 | d = shin 145 16 13 49 226 21 31 | e = thigh 63 7 298 92 1 31 10 | f = upperarm 23 6 231 35 61 3 143 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1435 40.8599 % Incorrectly Classified Instances 2077 59.1401 % Kappa statistic 0.31 Mean absolute error 0.1729 Root mean squared error 0.3813 Relative absolute error 70.5895 % Root relative squared error 108.96 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.378 0.114 0.356 0.378 0.367 0.787 chest 0.084 0.009 0.609 0.084 0.148 0.787 forearm 0.918 0.35 0.304 0.918 0.456 0.862 head 0.695 0.094 0.551 0.695 0.615 0.883 shin 0.428 0.044 0.621 0.428 0.507 0.854 thigh 0.078 0.018 0.424 0.078 0.131 0.744 upperarm 0.279 0.061 0.432 0.279 0.339 0.806 waist Weighted Avg. 0.409 0.099 0.471 0.409 0.366 0.818 === Confusion Matrix === a b c d e f g <-- classified as 190 3 245 36 5 4 20 | a = chest 19 42 294 80 4 15 46 | b = forearm 5 2 460 1 1 0 32 | c = head 58 4 14 349 36 8 33 | d = shin 169 12 7 38 215 20 41 | e = thigh 60 4 296 91 0 39 12 | f = upperarm 32 2 199 38 85 6 140 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1411 40.1765 % Incorrectly Classified Instances 2101 59.8235 % Kappa statistic 0.3021 Mean absolute error 0.1745 Root mean squared error 0.3828 Relative absolute error 71.2516 % Root relative squared error 109.3972 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.376 0.119 0.346 0.376 0.36 0.785 chest 0.096 0.018 0.471 0.096 0.159 0.786 forearm 0.864 0.376 0.277 0.864 0.419 0.839 head 0.689 0.078 0.597 0.689 0.64 0.89 shin 0.422 0.04 0.64 0.422 0.509 0.866 thigh 0.058 0.019 0.333 0.058 0.098 0.733 upperarm 0.307 0.049 0.512 0.307 0.384 0.82 waist Weighted Avg. 0.402 0.1 0.454 0.402 0.367 0.817 === Confusion Matrix === a b c d e f g <-- classified as 189 8 247 36 5 3 15 | a = chest 17 48 319 57 5 18 36 | b = forearm 13 7 433 4 2 1 41 | c = head 67 16 7 346 38 10 18 | d = shin 180 9 14 36 212 26 25 | e = thigh 54 9 327 71 0 29 12 | f = upperarm 27 5 217 30 69 0 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1418 40.3759 % Incorrectly Classified Instances 2094 59.6241 % Kappa statistic 0.3044 Mean absolute error 0.1741 Root mean squared error 0.3821 Relative absolute error 71.1048 % Root relative squared error 109.1831 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.37 0.104 0.373 0.37 0.371 0.79 chest 0.104 0.02 0.46 0.104 0.17 0.773 forearm 0.9 0.363 0.292 0.9 0.441 0.852 head 0.663 0.095 0.539 0.663 0.595 0.876 shin 0.444 0.041 0.645 0.444 0.526 0.856 thigh 0.074 0.018 0.411 0.074 0.125 0.735 upperarm 0.271 0.055 0.449 0.271 0.338 0.812 waist Weighted Avg. 0.404 0.099 0.453 0.404 0.367 0.814 === Confusion Matrix === a b c d e f g <-- classified as 186 3 257 36 9 1 11 | a = chest 13 52 292 74 8 11 50 | b = forearm 12 6 451 1 1 1 29 | c = head 68 17 8 333 37 8 31 | d = shin 148 15 16 40 223 28 32 | e = thigh 54 10 293 93 1 37 14 | f = upperarm 18 10 226 41 67 4 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1439 40.9738 % Incorrectly Classified Instances 2073 59.0262 % Kappa statistic 0.3114 Mean absolute error 0.1742 Root mean squared error 0.3827 Relative absolute error 71.125 % Root relative squared error 109.3683 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.374 0.101 0.382 0.374 0.378 0.791 chest 0.132 0.017 0.569 0.132 0.214 0.789 forearm 0.902 0.376 0.285 0.902 0.434 0.851 head 0.683 0.081 0.583 0.683 0.629 0.891 shin 0.402 0.037 0.647 0.402 0.496 0.852 thigh 0.078 0.019 0.406 0.078 0.13 0.736 upperarm 0.297 0.058 0.46 0.297 0.361 0.814 waist Weighted Avg. 0.41 0.098 0.476 0.41 0.378 0.818 === Confusion Matrix === a b c d e f g <-- classified as 188 3 251 33 5 3 20 | a = chest 10 66 307 58 3 22 34 | b = forearm 14 4 452 2 3 1 25 | c = head 55 12 8 343 34 6 44 | d = shin 155 15 21 44 202 24 41 | e = thigh 50 11 309 79 3 39 11 | f = upperarm 20 5 236 29 62 1 149 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1462 41.6287 % Incorrectly Classified Instances 2050 58.3713 % Kappa statistic 0.319 Mean absolute error 0.1716 Root mean squared error 0.3793 Relative absolute error 70.0839 % Root relative squared error 108.4079 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.099 0.402 0.398 0.4 0.791 chest 0.094 0.019 0.452 0.094 0.156 0.79 forearm 0.912 0.345 0.306 0.912 0.458 0.867 head 0.691 0.11 0.513 0.691 0.589 0.875 shin 0.462 0.04 0.657 0.462 0.543 0.866 thigh 0.082 0.013 0.506 0.082 0.141 0.749 upperarm 0.275 0.055 0.454 0.275 0.342 0.815 waist Weighted Avg. 0.416 0.097 0.47 0.416 0.375 0.822 === Confusion Matrix === a b c d e f g <-- classified as 200 5 228 43 8 2 17 | a = chest 13 47 294 87 5 6 48 | b = forearm 9 6 457 2 2 0 25 | c = head 54 18 8 347 40 10 25 | d = shin 140 14 10 51 232 18 37 | e = thigh 59 9 269 110 0 41 14 | f = upperarm 23 5 229 37 66 4 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1420 40.4328 % Incorrectly Classified Instances 2092 59.5672 % Kappa statistic 0.3051 Mean absolute error 0.1744 Root mean squared error 0.3826 Relative absolute error 71.1931 % Root relative squared error 109.3415 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.106 0.363 0.362 0.363 0.776 chest 0.112 0.02 0.487 0.112 0.182 0.787 forearm 0.864 0.357 0.287 0.864 0.431 0.845 head 0.723 0.09 0.573 0.723 0.639 0.897 shin 0.424 0.045 0.61 0.424 0.501 0.852 thigh 0.058 0.024 0.29 0.058 0.096 0.734 upperarm 0.287 0.053 0.472 0.287 0.357 0.821 waist Weighted Avg. 0.404 0.099 0.44 0.404 0.367 0.816 === Confusion Matrix === a b c d e f g <-- classified as 182 5 242 42 14 7 11 | a = chest 7 56 296 70 10 20 41 | b = forearm 15 13 433 2 2 0 36 | c = head 50 12 9 363 37 7 24 | d = shin 155 8 20 37 213 35 34 | e = thigh 61 12 301 82 2 29 15 | f = upperarm 31 9 207 38 71 2 144 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1465 41.7141 % Incorrectly Classified Instances 2047 58.2859 % Kappa statistic 0.32 Mean absolute error 0.1711 Root mean squared error 0.3795 Relative absolute error 69.8646 % Root relative squared error 108.4461 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.374 0.105 0.373 0.374 0.373 0.793 chest 0.13 0.017 0.556 0.13 0.211 0.789 forearm 0.926 0.37 0.294 0.926 0.446 0.857 head 0.703 0.076 0.605 0.703 0.651 0.906 shin 0.441 0.043 0.631 0.441 0.519 0.859 thigh 0.066 0.017 0.398 0.066 0.113 0.743 upperarm 0.281 0.051 0.476 0.281 0.353 0.816 waist Weighted Avg. 0.417 0.097 0.476 0.417 0.381 0.823 === Confusion Matrix === a b c d e f g <-- classified as 188 3 244 40 4 5 19 | a = chest 21 65 317 47 4 15 31 | b = forearm 4 11 464 0 0 2 20 | c = head 56 6 1 353 47 6 33 | d = shin 151 16 17 40 221 17 39 | e = thigh 56 9 317 75 0 33 13 | f = upperarm 28 7 219 28 74 5 141 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1421 40.4613 % Incorrectly Classified Instances 2091 59.5387 % Kappa statistic 0.3054 Mean absolute error 0.174 Root mean squared error 0.3828 Relative absolute error 71.0441 % Root relative squared error 109.3878 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.382 0.117 0.353 0.382 0.367 0.784 chest 0.09 0.017 0.469 0.09 0.151 0.773 forearm 0.884 0.366 0.287 0.884 0.433 0.841 head 0.687 0.092 0.555 0.687 0.614 0.885 shin 0.431 0.036 0.669 0.431 0.524 0.857 thigh 0.094 0.017 0.475 0.094 0.156 0.748 upperarm 0.265 0.05 0.472 0.265 0.339 0.812 waist Weighted Avg. 0.405 0.099 0.468 0.405 0.369 0.814 === Confusion Matrix === a b c d e f g <-- classified as 192 5 239 47 4 3 13 | a = chest 17 45 310 75 3 13 38 | b = forearm 18 5 443 1 1 0 33 | c = head 65 10 8 345 40 9 25 | d = shin 168 15 11 38 216 23 30 | e = thigh 57 10 291 84 3 47 10 | f = upperarm 27 6 244 32 56 4 133 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1474 41.9704 % Incorrectly Classified Instances 2038 58.0296 % Kappa statistic 0.3229 Mean absolute error 0.1699 Root mean squared error 0.3776 Relative absolute error 69.3831 % Root relative squared error 107.9175 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.373 0.101 0.381 0.373 0.377 0.797 chest 0.128 0.014 0.61 0.128 0.212 0.787 forearm 0.9 0.354 0.298 0.9 0.448 0.863 head 0.729 0.091 0.57 0.729 0.64 0.903 shin 0.443 0.045 0.622 0.443 0.517 0.858 thigh 0.082 0.013 0.513 0.082 0.141 0.764 upperarm 0.283 0.059 0.444 0.283 0.345 0.819 waist Weighted Avg. 0.42 0.097 0.491 0.42 0.383 0.827 === Confusion Matrix === a b c d e f g <-- classified as 188 7 238 43 11 1 16 | a = chest 13 64 304 60 5 7 47 | b = forearm 6 5 452 1 2 1 35 | c = head 57 9 5 365 36 3 26 | d = shin 154 10 15 46 222 23 31 | e = thigh 46 6 284 101 1 41 23 | f = upperarm 29 4 219 24 80 4 142 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1453 41.3842 % Incorrectly Classified Instances 2058 58.6158 % Kappa statistic 0.3161 Mean absolute error 0.1716 Root mean squared error 0.3781 Relative absolute error 70.0792 % Root relative squared error 108.0547 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.107 0.364 0.368 0.366 0.786 chest 0.116 0.014 0.574 0.116 0.193 0.803 forearm 0.902 0.356 0.297 0.902 0.447 0.858 head 0.727 0.1 0.547 0.727 0.624 0.892 shin 0.428 0.037 0.657 0.428 0.519 0.858 thigh 0.096 0.019 0.457 0.096 0.158 0.757 upperarm 0.259 0.05 0.466 0.259 0.333 0.816 waist Weighted Avg. 0.414 0.098 0.48 0.414 0.377 0.824 === Confusion Matrix === a b c d e f g <-- classified as 185 5 252 38 6 3 14 | a = chest 15 58 295 76 6 19 31 | b = forearm 12 6 453 1 2 0 28 | c = head 38 11 11 364 44 11 22 | d = shin 166 11 14 43 215 18 35 | e = thigh 52 6 272 105 0 48 19 | f = upperarm 40 4 228 39 54 6 130 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1438 40.9453 % Incorrectly Classified Instances 2074 59.0547 % Kappa statistic 0.311 Mean absolute error 0.1731 Root mean squared error 0.3818 Relative absolute error 70.6991 % Root relative squared error 109.1169 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.108 0.373 0.384 0.378 0.792 chest 0.102 0.017 0.505 0.102 0.17 0.77 forearm 0.892 0.369 0.287 0.892 0.435 0.853 head 0.717 0.088 0.574 0.717 0.638 0.896 shin 0.437 0.033 0.691 0.437 0.535 0.859 thigh 0.072 0.017 0.414 0.072 0.122 0.749 upperarm 0.263 0.057 0.434 0.263 0.328 0.811 waist Weighted Avg. 0.409 0.098 0.468 0.409 0.372 0.818 === Confusion Matrix === a b c d e f g <-- classified as 193 6 237 38 9 3 17 | a = chest 13 51 318 65 5 8 40 | b = forearm 7 5 448 1 1 2 38 | c = head 57 9 5 359 30 9 32 | d = shin 167 9 17 30 219 26 33 | e = thigh 50 14 303 87 1 36 12 | f = upperarm 31 7 232 45 52 3 132 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1448 41.2301 % Incorrectly Classified Instances 2064 58.7699 % Kappa statistic 0.3143 Mean absolute error 0.172 Root mean squared error 0.38 Relative absolute error 70.2351 % Root relative squared error 108.6019 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.379 0.108 0.371 0.379 0.375 0.797 chest 0.1 0.015 0.521 0.1 0.168 0.797 forearm 0.904 0.361 0.295 0.904 0.444 0.859 head 0.719 0.097 0.552 0.719 0.624 0.885 shin 0.451 0.039 0.661 0.451 0.536 0.864 thigh 0.078 0.017 0.429 0.078 0.132 0.735 upperarm 0.255 0.049 0.465 0.255 0.33 0.818 waist Weighted Avg. 0.412 0.098 0.47 0.412 0.373 0.822 === Confusion Matrix === a b c d e f g <-- classified as 191 7 232 54 5 2 13 | a = chest 18 50 302 74 6 17 34 | b = forearm 11 5 454 1 3 0 28 | c = head 61 11 10 360 31 10 18 | d = shin 159 5 9 42 226 20 40 | e = thigh 47 9 301 88 4 39 14 | f = upperarm 28 9 233 33 67 3 128 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1425 40.5752 % Incorrectly Classified Instances 2087 59.4248 % Kappa statistic 0.3067 Mean absolute error 0.1729 Root mean squared error 0.3815 Relative absolute error 70.6058 % Root relative squared error 109.0112 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.374 0.115 0.352 0.374 0.363 0.788 chest 0.106 0.023 0.431 0.106 0.17 0.766 forearm 0.904 0.364 0.292 0.904 0.442 0.863 head 0.695 0.086 0.575 0.695 0.629 0.89 shin 0.402 0.038 0.637 0.402 0.493 0.856 thigh 0.084 0.011 0.553 0.084 0.145 0.75 upperarm 0.275 0.055 0.452 0.275 0.342 0.82 waist Weighted Avg. 0.406 0.099 0.47 0.406 0.369 0.819 === Confusion Matrix === a b c d e f g <-- classified as 188 9 231 39 11 3 22 | a = chest 15 53 320 59 4 7 42 | b = forearm 7 7 453 0 0 1 33 | c = head 54 21 6 349 32 4 36 | d = shin 184 17 10 43 202 18 28 | e = thigh 61 6 297 89 1 42 6 | f = upperarm 25 10 233 28 67 1 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1440 41.0023 % Incorrectly Classified Instances 2072 58.9977 % Kappa statistic 0.3117 Mean absolute error 0.1733 Root mean squared error 0.3809 Relative absolute error 70.7752 % Root relative squared error 108.8633 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.364 0.11 0.355 0.364 0.36 0.776 chest 0.106 0.011 0.609 0.106 0.181 0.802 forearm 0.886 0.36 0.291 0.886 0.438 0.849 head 0.711 0.094 0.557 0.711 0.625 0.891 shin 0.444 0.043 0.632 0.444 0.522 0.866 thigh 0.066 0.019 0.371 0.066 0.112 0.732 upperarm 0.293 0.05 0.492 0.293 0.367 0.817 waist Weighted Avg. 0.41 0.098 0.472 0.41 0.372 0.819 === Confusion Matrix === a b c d e f g <-- classified as 183 6 251 43 5 1 14 | a = chest 12 53 305 67 6 19 38 | b = forearm 19 10 444 2 1 1 24 | c = head 59 6 9 357 42 10 19 | d = shin 151 5 15 51 223 22 35 | e = thigh 59 2 299 87 0 33 22 | f = upperarm 32 5 205 34 76 3 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1457 41.4863 % Incorrectly Classified Instances 2055 58.5137 % Kappa statistic 0.3174 Mean absolute error 0.1718 Root mean squared error 0.3799 Relative absolute error 70.1559 % Root relative squared error 108.5557 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.364 0.107 0.363 0.364 0.363 0.774 chest 0.124 0.016 0.564 0.124 0.203 0.778 forearm 0.914 0.362 0.296 0.914 0.447 0.854 head 0.691 0.091 0.558 0.691 0.617 0.896 shin 0.434 0.038 0.655 0.434 0.522 0.866 thigh 0.086 0.018 0.439 0.086 0.143 0.755 upperarm 0.291 0.05 0.49 0.291 0.365 0.819 waist Weighted Avg. 0.415 0.097 0.481 0.415 0.38 0.82 === Confusion Matrix === a b c d e f g <-- classified as 183 6 247 44 6 6 11 | a = chest 11 62 307 67 2 13 38 | b = forearm 8 3 458 3 2 1 26 | c = head 55 14 10 347 38 6 32 | d = shin 157 13 13 47 218 24 30 | e = thigh 62 11 284 86 1 43 15 | f = upperarm 28 1 228 28 66 5 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1470 41.8565 % Incorrectly Classified Instances 2042 58.1435 % Kappa statistic 0.3217 Mean absolute error 0.1707 Root mean squared error 0.3782 Relative absolute error 69.6883 % Root relative squared error 108.0675 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.386 0.107 0.375 0.386 0.38 0.787 chest 0.132 0.021 0.508 0.132 0.21 0.779 forearm 0.876 0.354 0.292 0.876 0.438 0.847 head 0.709 0.09 0.569 0.709 0.631 0.895 shin 0.444 0.038 0.66 0.444 0.531 0.861 thigh 0.078 0.016 0.443 0.078 0.132 0.764 upperarm 0.305 0.051 0.497 0.305 0.378 0.818 waist Weighted Avg. 0.419 0.097 0.478 0.419 0.386 0.821 === Confusion Matrix === a b c d e f g <-- classified as 194 3 254 32 8 1 11 | a = chest 14 66 305 61 5 10 39 | b = forearm 12 10 439 2 1 1 36 | c = head 59 15 8 356 34 10 20 | d = shin 160 19 10 32 223 24 34 | e = thigh 51 9 278 109 1 39 15 | f = upperarm 27 8 211 34 66 3 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1420 40.4328 % Incorrectly Classified Instances 2092 59.5672 % Kappa statistic 0.3051 Mean absolute error 0.1744 Root mean squared error 0.3828 Relative absolute error 71.2214 % Root relative squared error 109.3824 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.396 0.102 0.393 0.396 0.394 0.799 chest 0.094 0.02 0.435 0.094 0.155 0.789 forearm 0.864 0.361 0.285 0.864 0.429 0.84 head 0.695 0.093 0.555 0.695 0.617 0.876 shin 0.438 0.039 0.651 0.438 0.524 0.854 thigh 0.072 0.017 0.419 0.072 0.122 0.736 upperarm 0.271 0.063 0.418 0.271 0.329 0.795 waist Weighted Avg. 0.404 0.099 0.451 0.404 0.367 0.813 === Confusion Matrix === a b c d e f g <-- classified as 199 5 240 34 5 1 19 | a = chest 11 47 295 78 4 15 50 | b = forearm 14 12 433 3 3 1 35 | c = head 44 18 11 349 42 6 32 | d = shin 155 10 20 37 220 22 38 | e = thigh 56 9 297 89 0 36 15 | f = upperarm 27 7 224 39 64 5 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1456 41.4579 % Incorrectly Classified Instances 2056 58.5421 % Kappa statistic 0.317 Mean absolute error 0.1718 Root mean squared error 0.3784 Relative absolute error 70.1318 % Root relative squared error 108.141 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.354 0.1 0.372 0.354 0.363 0.788 chest 0.092 0.015 0.511 0.092 0.156 0.8 forearm 0.928 0.354 0.304 0.928 0.458 0.862 head 0.737 0.093 0.57 0.737 0.643 0.892 shin 0.438 0.046 0.616 0.438 0.512 0.85 thigh 0.076 0.021 0.376 0.076 0.126 0.745 upperarm 0.277 0.055 0.454 0.277 0.344 0.813 waist Weighted Avg. 0.415 0.098 0.458 0.415 0.372 0.821 === Confusion Matrix === a b c d e f g <-- classified as 178 3 247 35 14 3 23 | a = chest 19 46 284 76 6 21 48 | b = forearm 5 4 465 0 0 0 27 | c = head 52 9 10 370 36 5 20 | d = shin 143 15 21 43 220 31 29 | e = thigh 57 7 283 96 1 38 20 | f = upperarm 25 6 220 29 80 3 139 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1393 39.664 % Incorrectly Classified Instances 2119 60.336 % Kappa statistic 0.2961 Mean absolute error 0.175 Root mean squared error 0.3844 Relative absolute error 71.4534 % Root relative squared error 109.8425 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.382 0.103 0.382 0.382 0.382 0.787 chest 0.098 0.013 0.557 0.098 0.167 0.787 forearm 0.886 0.379 0.28 0.886 0.426 0.84 head 0.635 0.081 0.566 0.635 0.598 0.893 shin 0.4 0.05 0.569 0.4 0.47 0.847 thigh 0.072 0.019 0.391 0.072 0.121 0.732 upperarm 0.303 0.058 0.463 0.303 0.366 0.824 waist Weighted Avg. 0.397 0.101 0.458 0.397 0.362 0.816 === Confusion Matrix === a b c d e f g <-- classified as 192 2 262 30 4 2 11 | a = chest 5 49 317 64 11 17 37 | b = forearm 16 4 444 2 3 0 32 | c = head 56 6 9 319 62 8 42 | d = shin 158 18 15 40 201 25 45 | e = thigh 55 7 309 85 1 36 9 | f = upperarm 20 2 229 24 71 4 152 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1435 40.8715 % Incorrectly Classified Instances 2076 59.1285 % Kappa statistic 0.3102 Mean absolute error 0.174 Root mean squared error 0.3816 Relative absolute error 71.0367 % Root relative squared error 109.0633 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.366 0.116 0.345 0.366 0.355 0.787 chest 0.132 0.011 0.66 0.132 0.22 0.793 forearm 0.894 0.348 0.299 0.894 0.449 0.862 head 0.673 0.093 0.546 0.673 0.603 0.885 shin 0.427 0.042 0.629 0.427 0.509 0.855 thigh 0.08 0.02 0.404 0.08 0.133 0.739 upperarm 0.289 0.059 0.448 0.289 0.351 0.813 waist Weighted Avg. 0.409 0.099 0.476 0.409 0.374 0.819 === Confusion Matrix === a b c d e f g <-- classified as 184 1 242 46 5 8 17 | a = chest 16 66 284 70 6 11 47 | b = forearm 11 9 448 2 1 4 26 | c = head 71 7 3 338 38 8 37 | d = shin 158 9 13 50 214 23 34 | e = thigh 59 5 303 76 1 40 18 | f = upperarm 34 3 203 37 75 5 145 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1444 41.1162 % Incorrectly Classified Instances 2068 58.8838 % Kappa statistic 0.3131 Mean absolute error 0.1724 Root mean squared error 0.3803 Relative absolute error 70.3773 % Root relative squared error 108.6809 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.356 0.107 0.358 0.356 0.357 0.782 chest 0.106 0.013 0.582 0.106 0.179 0.799 forearm 0.916 0.364 0.295 0.916 0.446 0.863 head 0.727 0.094 0.563 0.727 0.635 0.897 shin 0.413 0.041 0.627 0.413 0.498 0.852 thigh 0.08 0.015 0.476 0.08 0.136 0.754 upperarm 0.283 0.054 0.464 0.283 0.351 0.819 waist Weighted Avg. 0.411 0.098 0.481 0.411 0.372 0.824 === Confusion Matrix === a b c d e f g <-- classified as 179 5 257 41 9 2 10 | a = chest 18 53 306 61 2 12 49 | b = forearm 13 6 459 1 0 0 22 | c = head 52 9 6 364 37 4 29 | d = shin 162 11 17 45 207 24 35 | e = thigh 43 4 296 100 1 40 19 | f = upperarm 33 3 214 34 74 2 142 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1459 41.5433 % Incorrectly Classified Instances 2053 58.4567 % Kappa statistic 0.318 Mean absolute error 0.1722 Root mean squared error 0.3808 Relative absolute error 70.3273 % Root relative squared error 108.8266 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.386 0.111 0.368 0.386 0.377 0.79 chest 0.08 0.014 0.482 0.08 0.137 0.783 forearm 0.896 0.356 0.295 0.896 0.444 0.854 head 0.717 0.091 0.567 0.717 0.633 0.894 shin 0.452 0.04 0.652 0.452 0.534 0.872 thigh 0.082 0.018 0.432 0.082 0.137 0.755 upperarm 0.295 0.051 0.49 0.295 0.368 0.823 waist Weighted Avg. 0.415 0.097 0.469 0.415 0.376 0.825 === Confusion Matrix === a b c d e f g <-- classified as 194 4 226 47 9 6 17 | a = chest 20 40 314 61 8 15 42 | b = forearm 9 5 449 1 1 0 36 | c = head 65 6 8 360 36 7 20 | d = shin 144 8 17 55 227 21 30 | e = thigh 67 14 276 94 1 41 9 | f = upperarm 28 6 232 17 66 5 148 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1449 41.2585 % Incorrectly Classified Instances 2063 58.7415 % Kappa statistic 0.3147 Mean absolute error 0.1725 Root mean squared error 0.3811 Relative absolute error 70.4324 % Root relative squared error 108.9007 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.414 0.104 0.4 0.414 0.407 0.793 chest 0.11 0.02 0.478 0.11 0.179 0.774 forearm 0.892 0.366 0.289 0.892 0.436 0.854 head 0.683 0.088 0.565 0.683 0.619 0.886 shin 0.418 0.04 0.638 0.418 0.505 0.848 thigh 0.072 0.018 0.404 0.072 0.122 0.739 upperarm 0.299 0.051 0.493 0.299 0.372 0.82 waist Weighted Avg. 0.413 0.098 0.467 0.413 0.377 0.816 === Confusion Matrix === a b c d e f g <-- classified as 208 4 225 41 7 6 12 | a = chest 12 55 315 59 3 12 44 | b = forearm 8 12 447 1 4 1 28 | c = head 60 15 6 343 43 6 29 | d = shin 154 19 15 40 210 28 36 | e = thigh 56 7 307 90 1 36 5 | f = upperarm 22 3 233 33 61 0 150 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1394 39.6925 % Incorrectly Classified Instances 2118 60.3075 % Kappa statistic 0.2964 Mean absolute error 0.1757 Root mean squared error 0.3839 Relative absolute error 71.7598 % Root relative squared error 109.7175 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.316 0.113 0.319 0.316 0.317 0.758 chest 0.138 0.015 0.6 0.138 0.224 0.804 forearm 0.888 0.363 0.289 0.888 0.436 0.854 head 0.673 0.09 0.555 0.673 0.608 0.884 shin 0.4 0.048 0.581 0.4 0.474 0.848 thigh 0.096 0.018 0.475 0.096 0.159 0.764 upperarm 0.267 0.056 0.441 0.267 0.333 0.81 waist Weighted Avg. 0.397 0.1 0.466 0.397 0.365 0.817 === Confusion Matrix === a b c d e f g <-- classified as 159 3 272 34 13 2 20 | a = chest 13 69 301 62 7 15 33 | b = forearm 14 8 445 1 1 2 30 | c = head 63 16 4 338 45 3 33 | d = shin 171 7 13 48 201 30 32 | e = thigh 57 6 276 92 1 48 22 | f = upperarm 22 6 227 34 78 1 134 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1441 41.0308 % Incorrectly Classified Instances 2071 58.9692 % Kappa statistic 0.312 Mean absolute error 0.1724 Root mean squared error 0.3804 Relative absolute error 70.3767 % Root relative squared error 108.7085 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.392 0.107 0.38 0.392 0.386 0.801 chest 0.104 0.021 0.452 0.104 0.169 0.776 forearm 0.904 0.364 0.293 0.904 0.442 0.851 head 0.693 0.089 0.564 0.693 0.622 0.884 shin 0.446 0.04 0.653 0.446 0.53 0.865 thigh 0.072 0.017 0.409 0.072 0.122 0.741 upperarm 0.261 0.05 0.465 0.261 0.334 0.808 waist Weighted Avg. 0.41 0.098 0.459 0.41 0.372 0.818 === Confusion Matrix === a b c d e f g <-- classified as 197 5 246 33 6 4 12 | a = chest 14 52 298 77 2 17 40 | b = forearm 13 9 453 1 2 0 23 | c = head 53 19 8 348 37 9 28 | d = shin 162 14 13 35 224 18 36 | e = thigh 52 7 312 81 2 36 12 | f = upperarm 28 9 218 42 70 4 131 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1413 40.2335 % Incorrectly Classified Instances 2099 59.7665 % Kappa statistic 0.3027 Mean absolute error 0.1744 Root mean squared error 0.3809 Relative absolute error 71.2092 % Root relative squared error 108.8489 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.113 0.349 0.362 0.355 0.781 chest 0.104 0.019 0.473 0.104 0.17 0.793 forearm 0.866 0.361 0.285 0.866 0.429 0.844 head 0.685 0.091 0.557 0.685 0.614 0.888 shin 0.44 0.041 0.641 0.44 0.522 0.865 thigh 0.07 0.018 0.389 0.07 0.118 0.729 upperarm 0.289 0.053 0.474 0.289 0.359 0.81 waist Weighted Avg. 0.402 0.1 0.452 0.402 0.367 0.816 === Confusion Matrix === a b c d e f g <-- classified as 182 6 242 44 9 4 16 | a = chest 21 52 296 77 4 16 34 | b = forearm 20 6 434 2 2 0 37 | c = head 62 17 10 344 36 8 25 | d = shin 162 13 9 32 221 26 39 | e = thigh 53 8 312 84 0 35 10 | f = upperarm 21 8 219 35 73 1 145 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1445 41.1446 % Incorrectly Classified Instances 2067 58.8554 % Kappa statistic 0.3134 Mean absolute error 0.1718 Root mean squared error 0.3796 Relative absolute error 70.1498 % Root relative squared error 108.4758 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.392 0.103 0.389 0.392 0.39 0.807 chest 0.118 0.016 0.546 0.118 0.194 0.78 forearm 0.902 0.361 0.294 0.902 0.443 0.859 head 0.697 0.09 0.564 0.697 0.623 0.893 shin 0.436 0.041 0.638 0.436 0.518 0.86 thigh 0.058 0.018 0.354 0.058 0.099 0.755 upperarm 0.277 0.058 0.444 0.277 0.341 0.811 waist Weighted Avg. 0.411 0.098 0.461 0.411 0.373 0.824 === Confusion Matrix === a b c d e f g <-- classified as 197 9 230 42 4 1 20 | a = chest 8 59 303 70 9 13 38 | b = forearm 7 4 452 3 1 2 32 | c = head 51 11 7 350 44 8 31 | d = shin 160 10 14 39 219 23 37 | e = thigh 53 10 314 79 1 29 16 | f = upperarm 31 5 218 38 65 6 139 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1457 41.4863 % Incorrectly Classified Instances 2055 58.5137 % Kappa statistic 0.3174 Mean absolute error 0.1717 Root mean squared error 0.3795 Relative absolute error 70.1194 % Root relative squared error 108.4418 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.402 0.101 0.399 0.402 0.4 0.807 chest 0.106 0.015 0.535 0.106 0.177 0.776 forearm 0.898 0.364 0.291 0.898 0.44 0.852 head 0.695 0.092 0.558 0.695 0.619 0.889 shin 0.46 0.04 0.658 0.46 0.542 0.862 thigh 0.074 0.014 0.474 0.074 0.128 0.737 upperarm 0.269 0.057 0.44 0.269 0.334 0.81 waist Weighted Avg. 0.415 0.097 0.479 0.415 0.377 0.819 === Confusion Matrix === a b c d e f g <-- classified as 202 4 239 37 4 2 15 | a = chest 9 53 309 70 4 9 46 | b = forearm 9 10 450 2 2 0 28 | c = head 57 8 13 349 39 7 29 | d = shin 147 15 11 44 231 17 37 | e = thigh 55 4 303 86 0 37 17 | f = upperarm 27 5 220 38 71 6 135 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1461 41.6002 % Incorrectly Classified Instances 2051 58.3998 % Kappa statistic 0.3186 Mean absolute error 0.1721 Root mean squared error 0.3797 Relative absolute error 70.2651 % Root relative squared error 108.5041 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.374 0.107 0.369 0.374 0.372 0.782 chest 0.128 0.013 0.615 0.128 0.212 0.797 forearm 0.878 0.354 0.293 0.878 0.439 0.855 head 0.723 0.096 0.556 0.723 0.629 0.898 shin 0.461 0.039 0.664 0.461 0.544 0.864 thigh 0.078 0.019 0.411 0.078 0.131 0.744 upperarm 0.269 0.054 0.455 0.269 0.338 0.814 waist Weighted Avg. 0.416 0.097 0.48 0.416 0.381 0.822 === Confusion Matrix === a b c d e f g <-- classified as 188 1 242 43 8 2 19 | a = chest 13 64 294 72 6 16 35 | b = forearm 11 5 441 3 1 1 40 | c = head 57 4 10 363 39 8 21 | d = shin 147 12 15 46 231 19 31 | e = thigh 67 11 278 89 2 39 16 | f = upperarm 26 7 226 37 61 10 135 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1430 40.7291 % Incorrectly Classified Instances 2081 59.2709 % Kappa statistic 0.3084 Mean absolute error 0.1733 Root mean squared error 0.3823 Relative absolute error 70.7783 % Root relative squared error 109.2642 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.339 0.113 0.335 0.339 0.337 0.777 chest 0.112 0.019 0.5 0.112 0.183 0.788 forearm 0.918 0.362 0.298 0.918 0.45 0.849 head 0.687 0.087 0.568 0.687 0.621 0.886 shin 0.397 0.036 0.65 0.397 0.493 0.839 thigh 0.092 0.021 0.426 0.092 0.151 0.727 upperarm 0.305 0.055 0.48 0.305 0.373 0.822 waist Weighted Avg. 0.407 0.099 0.465 0.407 0.373 0.813 === Confusion Matrix === a b c d e f g <-- classified as 171 7 270 31 5 1 19 | a = chest 14 56 292 77 5 15 41 | b = forearm 10 6 461 1 0 0 24 | c = head 55 13 7 344 37 12 33 | d = shin 177 13 18 33 199 29 32 | e = thigh 48 9 285 95 2 46 17 | f = upperarm 36 8 216 25 58 5 153 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1457 41.4863 % Incorrectly Classified Instances 2055 58.5137 % Kappa statistic 0.3173 Mean absolute error 0.1719 Root mean squared error 0.3791 Relative absolute error 70.208 % Root relative squared error 108.3434 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.366 0.101 0.376 0.366 0.371 0.782 chest 0.118 0.015 0.562 0.118 0.195 0.801 forearm 0.914 0.369 0.293 0.914 0.443 0.854 head 0.687 0.082 0.581 0.687 0.629 0.894 shin 0.451 0.045 0.624 0.451 0.524 0.855 thigh 0.087 0.019 0.431 0.087 0.145 0.742 upperarm 0.281 0.05 0.481 0.281 0.355 0.811 waist Weighted Avg. 0.415 0.098 0.478 0.415 0.38 0.82 === Confusion Matrix === a b c d e f g <-- classified as 184 6 260 27 13 2 11 | a = chest 14 59 290 71 10 15 41 | b = forearm 9 4 459 1 0 1 28 | c = head 56 7 7 344 55 6 26 | d = shin 144 13 15 43 226 29 31 | e = thigh 54 10 299 81 0 44 15 | f = upperarm 28 6 239 25 58 5 141 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1441 41.0308 % Incorrectly Classified Instances 2071 58.9692 % Kappa statistic 0.312 Mean absolute error 0.1728 Root mean squared error 0.3799 Relative absolute error 70.5706 % Root relative squared error 108.5695 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.36 0.112 0.35 0.36 0.355 0.782 chest 0.108 0.011 0.621 0.108 0.184 0.799 forearm 0.886 0.354 0.295 0.886 0.442 0.851 head 0.719 0.096 0.555 0.719 0.626 0.886 shin 0.439 0.042 0.634 0.439 0.519 0.862 thigh 0.1 0.019 0.467 0.1 0.164 0.763 upperarm 0.259 0.054 0.444 0.259 0.327 0.801 waist Weighted Avg. 0.41 0.098 0.481 0.41 0.374 0.82 === Confusion Matrix === a b c d e f g <-- classified as 181 3 253 41 10 5 10 | a = chest 11 54 300 69 6 12 48 | b = forearm 12 5 445 1 2 1 36 | c = head 67 8 4 361 33 7 22 | d = shin 155 10 16 44 220 27 29 | e = thigh 62 5 265 101 1 50 18 | f = upperarm 29 2 227 34 75 5 130 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1459 41.5433 % Incorrectly Classified Instances 2053 58.4567 % Kappa statistic 0.318 Mean absolute error 0.172 Root mean squared error 0.3802 Relative absolute error 70.2232 % Root relative squared error 108.6554 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.399 0.105 0.388 0.399 0.393 0.791 chest 0.112 0.013 0.596 0.112 0.188 0.8 forearm 0.908 0.365 0.293 0.908 0.443 0.86 head 0.705 0.087 0.575 0.705 0.633 0.895 shin 0.419 0.036 0.662 0.419 0.513 0.854 thigh 0.072 0.017 0.409 0.072 0.122 0.735 upperarm 0.293 0.059 0.454 0.293 0.356 0.821 waist Weighted Avg. 0.415 0.097 0.482 0.415 0.378 0.822 === Confusion Matrix === a b c d e f g <-- classified as 201 4 239 34 4 4 18 | a = chest 13 56 307 62 6 12 45 | b = forearm 14 6 455 0 1 0 25 | c = head 57 8 11 354 27 12 33 | d = shin 154 12 19 45 210 19 42 | e = thigh 53 6 309 83 1 36 14 | f = upperarm 26 2 215 38 68 5 147 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1461 41.6002 % Incorrectly Classified Instances 2051 58.3998 % Kappa statistic 0.3187 Mean absolute error 0.1721 Root mean squared error 0.3793 Relative absolute error 70.2562 % Root relative squared error 108.394 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.34 0.102 0.358 0.34 0.349 0.781 chest 0.12 0.015 0.566 0.12 0.198 0.791 forearm 0.906 0.362 0.294 0.906 0.444 0.845 head 0.721 0.09 0.571 0.721 0.637 0.898 shin 0.44 0.042 0.637 0.44 0.521 0.858 thigh 0.076 0.016 0.437 0.076 0.129 0.744 upperarm 0.309 0.054 0.489 0.309 0.379 0.817 waist Weighted Avg. 0.416 0.097 0.479 0.416 0.38 0.819 === Confusion Matrix === a b c d e f g <-- classified as 171 6 257 41 6 2 20 | a = chest 14 60 309 54 6 10 47 | b = forearm 8 9 454 5 1 0 24 | c = head 56 12 10 362 34 8 20 | d = shin 150 10 17 40 221 27 37 | e = thigh 55 4 287 103 1 38 14 | f = upperarm 23 5 210 29 78 2 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1445 41.1446 % Incorrectly Classified Instances 2067 58.8554 % Kappa statistic 0.3134 Mean absolute error 0.1726 Root mean squared error 0.3803 Relative absolute error 70.4924 % Root relative squared error 108.6856 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.404 0.113 0.373 0.404 0.388 0.795 chest 0.102 0.016 0.51 0.102 0.17 0.783 forearm 0.898 0.355 0.296 0.898 0.446 0.862 head 0.699 0.093 0.555 0.699 0.619 0.882 shin 0.434 0.035 0.675 0.434 0.528 0.863 thigh 0.068 0.023 0.333 0.068 0.113 0.746 upperarm 0.275 0.051 0.473 0.275 0.348 0.812 waist Weighted Avg. 0.411 0.098 0.459 0.411 0.373 0.82 === Confusion Matrix === a b c d e f g <-- classified as 203 3 238 34 7 3 15 | a = chest 13 51 293 79 5 21 38 | b = forearm 10 6 450 1 1 3 30 | c = head 58 13 8 351 26 10 36 | d = shin 173 10 9 43 218 26 23 | e = thigh 60 12 296 86 2 34 12 | f = upperarm 27 5 225 38 64 5 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1459 41.5433 % Incorrectly Classified Instances 2053 58.4567 % Kappa statistic 0.318 Mean absolute error 0.1716 Root mean squared error 0.3797 Relative absolute error 70.0698 % Root relative squared error 108.5148 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.396 0.111 0.374 0.396 0.385 0.8 chest 0.094 0.015 0.511 0.094 0.159 0.776 forearm 0.886 0.355 0.294 0.886 0.441 0.854 head 0.699 0.091 0.562 0.699 0.623 0.888 shin 0.452 0.042 0.643 0.452 0.531 0.858 thigh 0.082 0.017 0.446 0.082 0.138 0.744 upperarm 0.299 0.052 0.49 0.299 0.371 0.828 waist Weighted Avg. 0.415 0.097 0.474 0.415 0.378 0.821 === Confusion Matrix === a b c d e f g <-- classified as 199 6 217 47 9 1 24 | a = chest 13 47 316 71 6 20 27 | b = forearm 13 11 444 1 1 1 30 | c = head 60 12 6 351 41 4 28 | d = shin 164 8 8 39 227 20 36 | e = thigh 57 2 304 84 3 41 11 | f = upperarm 26 6 217 32 66 5 150 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1419 40.4043 % Incorrectly Classified Instances 2093 59.5957 % Kappa statistic 0.3047 Mean absolute error 0.1737 Root mean squared error 0.3818 Relative absolute error 70.9288 % Root relative squared error 109.1026 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.364 0.105 0.366 0.364 0.365 0.788 chest 0.124 0.02 0.504 0.124 0.199 0.777 forearm 0.88 0.362 0.288 0.88 0.434 0.85 head 0.703 0.089 0.568 0.703 0.628 0.906 shin 0.398 0.05 0.571 0.398 0.469 0.844 thigh 0.074 0.011 0.521 0.074 0.129 0.749 upperarm 0.285 0.057 0.453 0.285 0.35 0.821 waist Weighted Avg. 0.404 0.099 0.467 0.404 0.368 0.819 === Confusion Matrix === a b c d e f g <-- classified as 183 5 248 41 8 2 16 | a = chest 12 62 306 68 2 14 36 | b = forearm 11 11 441 1 3 0 34 | c = head 43 12 6 353 53 4 31 | d = shin 168 16 21 43 200 14 40 | e = thigh 56 12 299 81 1 37 16 | f = upperarm 27 5 209 35 83 0 143 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1431 40.746 % Incorrectly Classified Instances 2081 59.254 % Kappa statistic 0.3087 Mean absolute error 0.1726 Root mean squared error 0.3799 Relative absolute error 70.4645 % Root relative squared error 108.5699 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.396 0.11 0.375 0.396 0.385 0.794 chest 0.122 0.02 0.508 0.122 0.197 0.778 forearm 0.88 0.353 0.293 0.88 0.44 0.851 head 0.679 0.091 0.554 0.679 0.61 0.881 shin 0.422 0.04 0.637 0.422 0.508 0.865 thigh 0.062 0.019 0.348 0.062 0.105 0.736 upperarm 0.291 0.057 0.458 0.291 0.356 0.829 waist Weighted Avg. 0.407 0.099 0.453 0.407 0.372 0.819 === Confusion Matrix === a b c d e f g <-- classified as 199 4 238 41 6 4 11 | a = chest 12 61 295 61 5 19 47 | b = forearm 13 6 441 1 1 1 38 | c = head 61 13 10 341 48 10 19 | d = shin 173 10 13 37 212 17 40 | e = thigh 44 15 290 104 0 31 18 | f = upperarm 28 11 218 31 61 7 146 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1379 39.2654 % Incorrectly Classified Instances 2133 60.7346 % Kappa statistic 0.2914 Mean absolute error 0.177 Root mean squared error 0.3871 Relative absolute error 72.2655 % Root relative squared error 110.6249 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.366 0.108 0.362 0.366 0.364 0.784 chest 0.082 0.017 0.446 0.082 0.139 0.784 forearm 0.894 0.381 0.281 0.894 0.427 0.848 head 0.653 0.096 0.531 0.653 0.586 0.873 shin 0.426 0.038 0.654 0.426 0.516 0.844 thigh 0.074 0.017 0.42 0.074 0.125 0.731 upperarm 0.253 0.052 0.449 0.253 0.324 0.806 waist Weighted Avg. 0.393 0.101 0.449 0.393 0.355 0.81 === Confusion Matrix === a b c d e f g <-- classified as 184 5 252 49 3 2 8 | a = chest 17 41 312 80 2 13 35 | b = forearm 13 4 448 1 5 1 29 | c = head 68 16 9 328 43 7 31 | d = shin 148 15 14 44 214 28 39 | e = thigh 51 4 318 76 2 37 14 | f = upperarm 27 7 243 40 58 0 127 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1424 40.5582 % Incorrectly Classified Instances 2087 59.4418 % Kappa statistic 0.3065 Mean absolute error 0.1723 Root mean squared error 0.3816 Relative absolute error 70.3509 % Root relative squared error 109.0505 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.352 0.112 0.344 0.352 0.348 0.783 chest 0.09 0.02 0.433 0.09 0.149 0.777 forearm 0.902 0.36 0.294 0.902 0.444 0.86 head 0.705 0.091 0.564 0.705 0.626 0.898 shin 0.434 0.039 0.653 0.434 0.522 0.866 thigh 0.068 0.019 0.378 0.068 0.115 0.749 upperarm 0.289 0.053 0.475 0.289 0.359 0.811 waist Weighted Avg. 0.406 0.099 0.449 0.406 0.366 0.82 === Confusion Matrix === a b c d e f g <-- classified as 177 6 248 36 8 6 22 | a = chest 22 45 305 73 5 11 39 | b = forearm 12 9 452 0 2 0 26 | c = head 56 15 5 353 34 11 27 | d = shin 157 17 15 39 218 24 32 | e = thigh 60 10 291 92 1 34 14 | f = upperarm 31 2 221 33 66 4 145 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1474 41.9704 % Incorrectly Classified Instances 2038 58.0296 % Kappa statistic 0.3229 Mean absolute error 0.1711 Root mean squared error 0.3784 Relative absolute error 69.8481 % Root relative squared error 108.1389 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.104 0.372 0.368 0.37 0.788 chest 0.132 0.016 0.584 0.132 0.215 0.787 forearm 0.906 0.358 0.297 0.906 0.447 0.858 head 0.695 0.086 0.574 0.695 0.629 0.898 shin 0.459 0.047 0.618 0.459 0.527 0.861 thigh 0.064 0.014 0.432 0.064 0.111 0.743 upperarm 0.313 0.052 0.498 0.313 0.384 0.827 waist Weighted Avg. 0.42 0.097 0.482 0.42 0.383 0.823 === Confusion Matrix === a b c d e f g <-- classified as 185 5 252 36 6 4 15 | a = chest 19 66 294 65 4 5 47 | b = forearm 7 7 455 2 2 0 29 | c = head 58 11 5 349 51 6 22 | d = shin 147 13 11 41 230 24 35 | e = thigh 57 5 307 90 1 32 10 | f = upperarm 24 6 209 25 78 3 157 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1387 39.4932 % Incorrectly Classified Instances 2125 60.5068 % Kappa statistic 0.2941 Mean absolute error 0.1765 Root mean squared error 0.3867 Relative absolute error 72.0745 % Root relative squared error 110.5176 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.352 0.112 0.344 0.352 0.348 0.781 chest 0.098 0.019 0.458 0.098 0.161 0.783 forearm 0.862 0.372 0.279 0.862 0.421 0.839 head 0.673 0.093 0.547 0.673 0.604 0.875 shin 0.432 0.035 0.674 0.432 0.527 0.86 thigh 0.07 0.022 0.347 0.07 0.116 0.734 upperarm 0.277 0.053 0.465 0.277 0.347 0.814 waist Weighted Avg. 0.395 0.101 0.445 0.395 0.361 0.812 === Confusion Matrix === a b c d e f g <-- classified as 177 6 246 43 7 6 18 | a = chest 9 49 311 72 4 16 39 | b = forearm 15 16 432 1 1 10 26 | c = head 65 15 9 338 29 10 36 | d = shin 175 10 14 40 217 17 29 | e = thigh 47 9 306 93 0 35 12 | f = upperarm 26 2 233 31 64 7 139 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1488 42.369 % Incorrectly Classified Instances 2024 57.631 % Kappa statistic 0.3276 Mean absolute error 0.1687 Root mean squared error 0.3759 Relative absolute error 68.8903 % Root relative squared error 107.4207 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.404 0.103 0.396 0.404 0.4 0.804 chest 0.12 0.012 0.625 0.12 0.201 0.796 forearm 0.892 0.348 0.299 0.892 0.448 0.859 head 0.699 0.089 0.566 0.699 0.626 0.891 shin 0.48 0.045 0.641 0.48 0.549 0.867 thigh 0.086 0.018 0.443 0.086 0.144 0.751 upperarm 0.285 0.058 0.451 0.285 0.349 0.811 waist Weighted Avg. 0.424 0.096 0.489 0.424 0.388 0.826 === Confusion Matrix === a b c d e f g <-- classified as 203 5 237 32 7 2 17 | a = chest 11 60 304 59 5 9 52 | b = forearm 12 6 447 2 0 2 32 | c = head 45 10 7 351 48 11 30 | d = shin 146 9 13 42 241 24 27 | e = thigh 71 3 267 102 0 43 16 | f = upperarm 24 3 219 32 75 6 143 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1445 41.1446 % Incorrectly Classified Instances 2067 58.8554 % Kappa statistic 0.3134 Mean absolute error 0.1727 Root mean squared error 0.3807 Relative absolute error 70.5091 % Root relative squared error 108.8082 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.386 0.112 0.366 0.386 0.376 0.795 chest 0.116 0.02 0.496 0.116 0.188 0.794 forearm 0.904 0.362 0.293 0.904 0.443 0.852 head 0.651 0.081 0.572 0.651 0.609 0.888 shin 0.416 0.039 0.643 0.416 0.505 0.85 thigh 0.1 0.019 0.467 0.1 0.164 0.741 upperarm 0.307 0.054 0.486 0.307 0.376 0.821 waist Weighted Avg. 0.411 0.098 0.475 0.411 0.38 0.82 === Confusion Matrix === a b c d e f g <-- classified as 194 6 244 33 6 2 18 | a = chest 11 58 309 65 2 14 41 | b = forearm 7 6 453 0 3 1 31 | c = head 76 10 9 327 44 10 26 | d = shin 167 16 14 35 209 29 32 | e = thigh 52 10 292 82 1 50 15 | f = upperarm 23 11 223 30 60 1 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1407 40.0626 % Incorrectly Classified Instances 2105 59.9374 % Kappa statistic 0.3007 Mean absolute error 0.1748 Root mean squared error 0.3835 Relative absolute error 71.3853 % Root relative squared error 109.583 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.115 0.345 0.362 0.353 0.773 chest 0.088 0.015 0.489 0.088 0.149 0.792 forearm 0.876 0.361 0.288 0.876 0.433 0.851 head 0.733 0.09 0.575 0.733 0.644 0.905 shin 0.392 0.045 0.593 0.392 0.472 0.842 thigh 0.076 0.017 0.432 0.076 0.129 0.747 upperarm 0.277 0.057 0.448 0.277 0.342 0.813 waist Weighted Avg. 0.401 0.1 0.453 0.401 0.361 0.818 === Confusion Matrix === a b c d e f g <-- classified as 182 2 244 49 7 1 18 | a = chest 17 44 301 69 8 24 37 | b = forearm 15 6 439 6 1 0 34 | c = head 61 6 3 368 37 4 23 | d = shin 166 13 18 48 197 21 39 | e = thigh 53 11 309 69 2 38 20 | f = upperarm 33 8 211 31 80 0 139 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1409 40.1196 % Incorrectly Classified Instances 2103 59.8804 % Kappa statistic 0.3014 Mean absolute error 0.1745 Root mean squared error 0.3823 Relative absolute error 71.236 % Root relative squared error 109.246 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.326 0.105 0.342 0.326 0.334 0.773 chest 0.082 0.018 0.427 0.082 0.138 0.773 forearm 0.906 0.364 0.293 0.906 0.442 0.852 head 0.661 0.088 0.557 0.661 0.605 0.883 shin 0.464 0.046 0.628 0.464 0.534 0.867 thigh 0.094 0.025 0.385 0.094 0.151 0.753 upperarm 0.275 0.052 0.466 0.275 0.346 0.82 waist Weighted Avg. 0.401 0.1 0.443 0.401 0.364 0.817 === Confusion Matrix === a b c d e f g <-- classified as 164 10 253 47 6 5 18 | a = chest 15 41 314 65 6 24 35 | b = forearm 10 4 454 1 0 1 31 | c = head 56 14 7 332 49 16 28 | d = shin 149 11 7 44 233 24 34 | e = thigh 58 9 292 82 2 47 12 | f = upperarm 28 7 224 25 75 5 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1432 40.7745 % Incorrectly Classified Instances 2080 59.2255 % Kappa statistic 0.309 Mean absolute error 0.1733 Root mean squared error 0.3809 Relative absolute error 70.7455 % Root relative squared error 108.8396 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.406 0.116 0.37 0.406 0.387 0.787 chest 0.118 0.015 0.573 0.118 0.196 0.768 forearm 0.88 0.361 0.288 0.88 0.434 0.844 head 0.733 0.097 0.557 0.733 0.633 0.895 shin 0.396 0.036 0.648 0.396 0.492 0.856 thigh 0.06 0.013 0.441 0.06 0.105 0.748 upperarm 0.261 0.053 0.449 0.261 0.33 0.813 waist Weighted Avg. 0.408 0.099 0.475 0.408 0.368 0.816 === Confusion Matrix === a b c d e f g <-- classified as 204 7 228 41 7 3 13 | a = chest 17 59 316 65 4 6 33 | b = forearm 9 9 441 2 2 1 37 | c = head 50 10 9 368 37 7 21 | d = shin 183 9 16 38 199 18 39 | e = thigh 59 4 286 104 1 30 18 | f = upperarm 30 5 233 43 57 3 131 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1420 40.4328 % Incorrectly Classified Instances 2092 59.5672 % Kappa statistic 0.3051 Mean absolute error 0.1745 Root mean squared error 0.3821 Relative absolute error 71.2369 % Root relative squared error 109.1861 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.37 0.101 0.38 0.37 0.375 0.791 chest 0.1 0.017 0.495 0.1 0.166 0.791 forearm 0.884 0.361 0.29 0.884 0.436 0.845 head 0.699 0.095 0.551 0.699 0.616 0.88 shin 0.438 0.041 0.64 0.438 0.52 0.858 thigh 0.086 0.022 0.394 0.086 0.141 0.737 upperarm 0.253 0.058 0.422 0.253 0.316 0.802 waist Weighted Avg. 0.404 0.099 0.453 0.404 0.367 0.815 === Confusion Matrix === a b c d e f g <-- classified as 186 2 251 49 5 3 7 | a = chest 11 50 286 80 11 20 42 | b = forearm 10 6 443 0 4 0 38 | c = head 56 13 9 351 30 8 35 | d = shin 146 14 13 40 220 32 37 | e = thigh 55 6 299 82 2 43 15 | f = upperarm 26 10 229 35 72 3 127 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1482 42.1982 % Incorrectly Classified Instances 2030 57.8018 % Kappa statistic 0.3257 Mean absolute error 0.1691 Root mean squared error 0.3765 Relative absolute error 69.0415 % Root relative squared error 107.5911 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.381 0.099 0.392 0.381 0.386 0.793 chest 0.112 0.013 0.583 0.112 0.188 0.787 forearm 0.918 0.356 0.3 0.918 0.453 0.869 head 0.731 0.093 0.567 0.731 0.639 0.895 shin 0.459 0.04 0.659 0.459 0.541 0.857 thigh 0.08 0.02 0.404 0.08 0.133 0.749 upperarm 0.275 0.054 0.457 0.275 0.344 0.812 waist Weighted Avg. 0.422 0.096 0.48 0.422 0.383 0.823 === Confusion Matrix === a b c d e f g <-- classified as 192 2 238 43 8 2 19 | a = chest 11 56 304 73 4 15 38 | b = forearm 12 6 460 1 2 1 19 | c = head 48 9 8 366 32 8 30 | d = shin 147 12 15 29 230 27 41 | e = thigh 44 8 291 102 1 40 17 | f = upperarm 36 3 215 31 72 6 138 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1407 40.0741 % Incorrectly Classified Instances 2104 59.9259 % Kappa statistic 0.3008 Mean absolute error 0.1742 Root mean squared error 0.3828 Relative absolute error 71.1395 % Root relative squared error 109.3864 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.376 0.11 0.363 0.376 0.369 0.795 chest 0.114 0.018 0.509 0.114 0.186 0.794 forearm 0.912 0.371 0.291 0.912 0.441 0.858 head 0.677 0.093 0.549 0.677 0.606 0.884 shin 0.383 0.039 0.623 0.383 0.475 0.856 thigh 0.064 0.018 0.372 0.064 0.109 0.727 upperarm 0.279 0.051 0.478 0.279 0.352 0.817 waist Weighted Avg. 0.401 0.1 0.455 0.401 0.363 0.819 === Confusion Matrix === a b c d e f g <-- classified as 189 6 258 25 10 2 13 | a = chest 19 57 291 73 2 18 40 | b = forearm 10 6 458 2 1 0 25 | c = head 65 12 10 339 44 8 23 | d = shin 158 16 21 54 192 22 38 | e = thigh 54 11 304 86 1 32 14 | f = upperarm 26 4 231 39 58 4 140 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1451 41.3155 % Incorrectly Classified Instances 2061 58.6845 % Kappa statistic 0.3154 Mean absolute error 0.1712 Root mean squared error 0.3786 Relative absolute error 69.92 % Root relative squared error 108.2062 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.372 0.095 0.396 0.372 0.384 0.795 chest 0.088 0.016 0.473 0.088 0.148 0.783 forearm 0.898 0.368 0.289 0.898 0.437 0.857 head 0.709 0.088 0.572 0.709 0.633 0.897 shin 0.476 0.045 0.641 0.476 0.546 0.862 thigh 0.082 0.018 0.432 0.082 0.137 0.748 upperarm 0.267 0.054 0.45 0.267 0.335 0.817 waist Weighted Avg. 0.413 0.098 0.465 0.413 0.375 0.823 === Confusion Matrix === a b c d e f g <-- classified as 187 3 238 49 6 3 17 | a = chest 14 44 319 67 1 20 35 | b = forearm 6 11 450 1 0 1 32 | c = head 49 9 6 356 43 6 33 | d = shin 144 14 11 39 239 24 31 | e = thigh 49 8 314 74 0 41 16 | f = upperarm 23 4 221 36 84 0 134 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1442 41.0592 % Incorrectly Classified Instances 2070 58.9408 % Kappa statistic 0.3124 Mean absolute error 0.1729 Root mean squared error 0.3811 Relative absolute error 70.6099 % Root relative squared error 108.914 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.095 0.388 0.362 0.374 0.794 chest 0.124 0.017 0.549 0.124 0.202 0.786 forearm 0.874 0.369 0.283 0.874 0.427 0.846 head 0.713 0.093 0.56 0.713 0.628 0.89 shin 0.458 0.046 0.627 0.458 0.529 0.871 thigh 0.078 0.016 0.453 0.078 0.133 0.75 upperarm 0.265 0.051 0.462 0.265 0.337 0.813 waist Weighted Avg. 0.411 0.098 0.474 0.411 0.376 0.821 === Confusion Matrix === a b c d e f g <-- classified as 182 8 257 34 8 0 14 | a = chest 11 62 293 74 8 10 42 | b = forearm 13 8 438 4 1 0 37 | c = head 50 12 12 358 40 11 19 | d = shin 148 9 13 47 230 26 29 | e = thigh 44 11 311 83 0 39 14 | f = upperarm 21 3 226 39 80 0 133 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1472 41.9134 % Incorrectly Classified Instances 2040 58.0866 % Kappa statistic 0.3223 Mean absolute error 0.1705 Root mean squared error 0.3779 Relative absolute error 69.6309 % Root relative squared error 107.9816 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.37 0.101 0.379 0.37 0.374 0.788 chest 0.096 0.022 0.425 0.096 0.157 0.782 forearm 0.9 0.347 0.302 0.9 0.452 0.867 head 0.733 0.097 0.558 0.733 0.633 0.896 shin 0.45 0.042 0.644 0.45 0.53 0.847 thigh 0.086 0.018 0.448 0.086 0.144 0.755 upperarm 0.299 0.052 0.49 0.299 0.371 0.816 waist Weighted Avg. 0.419 0.097 0.464 0.419 0.38 0.822 === Confusion Matrix === a b c d e f g <-- classified as 186 9 243 40 7 6 12 | a = chest 10 48 287 82 8 15 50 | b = forearm 10 5 451 2 1 1 31 | c = head 59 10 5 368 35 6 19 | d = shin 155 20 17 27 226 23 34 | e = thigh 52 13 284 98 2 43 10 | f = upperarm 19 8 208 43 72 2 150 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1469 41.828 % Incorrectly Classified Instances 2043 58.172 % Kappa statistic 0.3213 Mean absolute error 0.1702 Root mean squared error 0.3774 Relative absolute error 69.5147 % Root relative squared error 107.8381 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.109 0.37 0.384 0.377 0.801 chest 0.14 0.018 0.565 0.14 0.224 0.8 forearm 0.902 0.358 0.295 0.902 0.445 0.861 head 0.701 0.088 0.571 0.701 0.629 0.898 shin 0.432 0.04 0.642 0.432 0.517 0.858 thigh 0.082 0.014 0.494 0.082 0.14 0.744 upperarm 0.287 0.051 0.482 0.287 0.36 0.821 waist Weighted Avg. 0.418 0.097 0.488 0.418 0.385 0.826 === Confusion Matrix === a b c d e f g <-- classified as 193 3 243 38 8 1 17 | a = chest 12 70 296 74 6 11 31 | b = forearm 11 10 452 0 3 0 25 | c = head 53 13 6 352 38 7 33 | d = shin 155 16 14 45 217 18 37 | e = thigh 63 8 296 82 0 41 12 | f = upperarm 34 4 223 26 66 5 144 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1380 39.2938 % Incorrectly Classified Instances 2132 60.7062 % Kappa statistic 0.2918 Mean absolute error 0.1762 Root mean squared error 0.3844 Relative absolute error 71.9563 % Root relative squared error 109.8625 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.113 0.353 0.368 0.36 0.785 chest 0.096 0.021 0.429 0.096 0.157 0.772 forearm 0.872 0.365 0.284 0.872 0.429 0.847 head 0.691 0.09 0.561 0.691 0.619 0.888 shin 0.384 0.035 0.65 0.384 0.483 0.851 thigh 0.072 0.021 0.36 0.072 0.12 0.739 upperarm 0.267 0.063 0.415 0.267 0.325 0.804 waist Weighted Avg. 0.393 0.101 0.436 0.393 0.356 0.812 === Confusion Matrix === a b c d e f g <-- classified as 185 3 228 41 7 9 30 | a = chest 13 48 322 69 5 10 33 | b = forearm 12 9 437 5 1 1 36 | c = head 49 23 6 347 35 9 33 | d = shin 171 15 7 45 193 24 47 | e = thigh 60 6 300 89 1 36 10 | f = upperarm 34 8 237 23 55 11 134 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1476 42.0273 % Incorrectly Classified Instances 2036 57.9727 % Kappa statistic 0.3237 Mean absolute error 0.1706 Root mean squared error 0.378 Relative absolute error 69.6583 % Root relative squared error 108.0136 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.111 0.386 0.416 0.4 0.796 chest 0.112 0.016 0.533 0.112 0.185 0.782 forearm 0.886 0.352 0.295 0.886 0.443 0.856 head 0.687 0.097 0.541 0.687 0.605 0.878 shin 0.464 0.036 0.683 0.464 0.553 0.867 thigh 0.06 0.013 0.441 0.06 0.105 0.743 upperarm 0.317 0.051 0.506 0.317 0.39 0.826 waist Weighted Avg. 0.42 0.097 0.484 0.42 0.383 0.821 === Confusion Matrix === a b c d e f g <-- classified as 209 4 229 41 7 2 11 | a = chest 17 56 304 75 4 6 38 | b = forearm 13 8 444 1 2 0 33 | c = head 65 13 9 345 32 6 32 | d = shin 154 12 15 42 233 21 25 | e = thigh 61 6 289 99 1 30 16 | f = upperarm 23 6 214 35 62 3 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1382 39.3508 % Incorrectly Classified Instances 2130 60.6492 % Kappa statistic 0.2924 Mean absolute error 0.1767 Root mean squared error 0.3869 Relative absolute error 72.157 % Root relative squared error 110.5592 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.346 0.111 0.342 0.346 0.344 0.777 chest 0.094 0.015 0.511 0.094 0.159 0.778 forearm 0.888 0.38 0.28 0.888 0.426 0.837 head 0.725 0.09 0.574 0.725 0.641 0.896 shin 0.382 0.039 0.619 0.382 0.473 0.857 thigh 0.062 0.023 0.307 0.062 0.103 0.735 upperarm 0.257 0.049 0.466 0.257 0.331 0.812 waist Weighted Avg. 0.394 0.101 0.443 0.394 0.354 0.813 === Confusion Matrix === a b c d e f g <-- classified as 174 4 265 38 5 3 14 | a = chest 14 47 320 56 6 20 37 | b = forearm 11 9 445 2 2 1 31 | c = head 56 6 10 364 37 8 21 | d = shin 178 9 17 37 192 36 33 | e = thigh 48 9 302 97 3 31 12 | f = upperarm 28 8 230 40 65 2 129 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1411 40.1765 % Incorrectly Classified Instances 2101 59.8235 % Kappa statistic 0.302 Mean absolute error 0.1754 Root mean squared error 0.3837 Relative absolute error 71.602 % Root relative squared error 109.6584 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.358 0.105 0.364 0.358 0.361 0.777 chest 0.096 0.015 0.522 0.096 0.162 0.794 forearm 0.922 0.366 0.296 0.922 0.448 0.853 head 0.657 0.095 0.534 0.657 0.589 0.888 shin 0.423 0.045 0.607 0.423 0.499 0.852 thigh 0.074 0.017 0.425 0.074 0.125 0.737 upperarm 0.283 0.055 0.46 0.283 0.35 0.818 waist Weighted Avg. 0.402 0.1 0.458 0.402 0.362 0.817 === Confusion Matrix === a b c d e f g <-- classified as 180 6 258 35 7 1 16 | a = chest 19 48 289 71 7 16 50 | b = forearm 8 2 463 0 0 0 29 | c = head 67 10 4 329 58 8 25 | d = shin 142 12 18 58 212 21 38 | e = thigh 50 7 303 96 1 37 9 | f = upperarm 29 7 229 27 64 4 142 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1457 41.4863 % Incorrectly Classified Instances 2055 58.5137 % Kappa statistic 0.3173 Mean absolute error 0.1719 Root mean squared error 0.3791 Relative absolute error 70.1927 % Root relative squared error 108.3447 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.403 0.12 0.36 0.403 0.38 0.782 chest 0.124 0.012 0.639 0.124 0.208 0.803 forearm 0.892 0.344 0.302 0.892 0.452 0.852 head 0.661 0.089 0.553 0.661 0.602 0.876 shin 0.429 0.038 0.655 0.429 0.519 0.858 thigh 0.088 0.019 0.436 0.088 0.146 0.745 upperarm 0.307 0.062 0.452 0.307 0.365 0.804 waist Weighted Avg. 0.415 0.098 0.485 0.415 0.382 0.817 === Confusion Matrix === a b c d e f g <-- classified as 203 4 229 47 5 2 14 | a = chest 12 62 294 59 5 20 48 | b = forearm 14 5 448 0 4 1 30 | c = head 72 11 11 331 30 10 36 | d = shin 172 8 13 38 215 23 32 | e = thigh 60 1 287 82 1 44 27 | f = upperarm 31 6 200 42 68 1 154 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1437 40.9285 % Incorrectly Classified Instances 2074 59.0715 % Kappa statistic 0.3108 Mean absolute error 0.1729 Root mean squared error 0.3816 Relative absolute error 70.6182 % Root relative squared error 109.0649 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.116 0.342 0.362 0.352 0.781 chest 0.11 0.013 0.591 0.11 0.185 0.787 forearm 0.914 0.362 0.296 0.914 0.447 0.859 head 0.703 0.087 0.575 0.703 0.633 0.89 shin 0.405 0.042 0.617 0.405 0.489 0.853 thigh 0.09 0.016 0.484 0.09 0.151 0.753 upperarm 0.281 0.054 0.465 0.281 0.351 0.817 waist Weighted Avg. 0.409 0.098 0.481 0.409 0.373 0.82 === Confusion Matrix === a b c d e f g <-- classified as 182 6 257 35 11 3 9 | a = chest 17 55 305 62 3 16 43 | b = forearm 12 5 458 1 1 0 24 | c = head 57 4 10 353 43 8 27 | d = shin 174 11 15 43 203 18 37 | e = thigh 58 8 272 96 1 45 22 | f = upperarm 32 4 230 24 67 3 141 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1411 40.1765 % Incorrectly Classified Instances 2101 59.8235 % Kappa statistic 0.3021 Mean absolute error 0.1746 Root mean squared error 0.3833 Relative absolute error 71.282 % Root relative squared error 109.5317 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.106 0.366 0.368 0.367 0.786 chest 0.092 0.015 0.5 0.092 0.155 0.792 forearm 0.886 0.363 0.289 0.886 0.436 0.842 head 0.677 0.096 0.541 0.677 0.602 0.881 shin 0.43 0.046 0.612 0.43 0.505 0.853 thigh 0.104 0.015 0.531 0.104 0.173 0.74 upperarm 0.255 0.057 0.428 0.255 0.32 0.807 waist Weighted Avg. 0.402 0.1 0.467 0.402 0.366 0.814 === Confusion Matrix === a b c d e f g <-- classified as 185 4 250 43 7 3 11 | a = chest 18 46 312 65 5 8 46 | b = forearm 11 9 444 3 1 0 33 | c = head 57 12 12 340 38 10 33 | d = shin 157 10 15 50 216 20 34 | e = thigh 48 4 288 95 1 52 14 | f = upperarm 29 7 216 32 85 5 128 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1414 40.262 % Incorrectly Classified Instances 2098 59.738 % Kappa statistic 0.3031 Mean absolute error 0.1744 Root mean squared error 0.3839 Relative absolute error 71.2293 % Root relative squared error 109.6991 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.35 0.111 0.345 0.35 0.347 0.776 chest 0.106 0.014 0.564 0.106 0.178 0.777 forearm 0.91 0.371 0.29 0.91 0.44 0.863 head 0.679 0.083 0.578 0.679 0.625 0.897 shin 0.426 0.044 0.618 0.426 0.505 0.861 thigh 0.076 0.016 0.437 0.076 0.129 0.754 upperarm 0.271 0.059 0.435 0.271 0.334 0.813 waist Weighted Avg. 0.403 0.1 0.467 0.403 0.365 0.82 === Confusion Matrix === a b c d e f g <-- classified as 176 2 246 37 13 5 24 | a = chest 14 53 309 58 5 11 50 | b = forearm 8 10 456 2 0 1 24 | c = head 60 11 6 341 50 4 30 | d = shin 162 9 15 43 214 25 34 | e = thigh 63 2 308 76 0 38 15 | f = upperarm 27 7 232 33 64 3 136 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1440 41.0023 % Incorrectly Classified Instances 2072 58.9977 % Kappa statistic 0.3117 Mean absolute error 0.1719 Root mean squared error 0.38 Relative absolute error 70.1763 % Root relative squared error 108.6057 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.404 0.114 0.371 0.404 0.387 0.793 chest 0.11 0.013 0.585 0.11 0.185 0.792 forearm 0.894 0.359 0.293 0.894 0.441 0.844 head 0.695 0.1 0.538 0.695 0.606 0.886 shin 0.424 0.035 0.672 0.424 0.52 0.875 thigh 0.07 0.016 0.422 0.07 0.12 0.745 upperarm 0.273 0.051 0.469 0.273 0.345 0.806 waist Weighted Avg. 0.41 0.098 0.478 0.41 0.372 0.82 === Confusion Matrix === a b c d e f g <-- classified as 203 3 230 44 6 5 12 | a = chest 8 55 303 80 2 13 39 | b = forearm 11 6 448 2 1 0 33 | c = head 60 15 10 349 34 6 28 | d = shin 174 7 8 46 213 21 33 | e = thigh 58 5 303 90 1 35 10 | f = upperarm 33 3 228 38 60 3 137 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1455 41.4294 % Incorrectly Classified Instances 2057 58.5706 % Kappa statistic 0.3167 Mean absolute error 0.1727 Root mean squared error 0.3794 Relative absolute error 70.5094 % Root relative squared error 108.4334 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.394 0.107 0.38 0.394 0.387 0.783 chest 0.092 0.017 0.479 0.092 0.154 0.781 forearm 0.902 0.363 0.293 0.902 0.442 0.854 head 0.701 0.082 0.587 0.701 0.639 0.885 shin 0.45 0.044 0.631 0.45 0.526 0.857 thigh 0.098 0.018 0.471 0.098 0.162 0.735 upperarm 0.263 0.052 0.458 0.263 0.334 0.808 waist Weighted Avg. 0.414 0.098 0.471 0.414 0.378 0.814 === Confusion Matrix === a b c d e f g <-- classified as 198 4 234 46 9 2 10 | a = chest 17 46 304 61 8 22 42 | b = forearm 12 5 452 2 1 1 28 | c = head 57 9 9 352 32 10 33 | d = shin 166 15 16 34 226 17 28 | e = thigh 49 11 303 74 1 49 15 | f = upperarm 22 6 227 31 81 3 132 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1446 41.1731 % Incorrectly Classified Instances 2066 58.8269 % Kappa statistic 0.3137 Mean absolute error 0.1722 Root mean squared error 0.3802 Relative absolute error 70.3346 % Root relative squared error 108.6565 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.113 0.361 0.384 0.372 0.788 chest 0.114 0.016 0.543 0.114 0.188 0.788 forearm 0.9 0.356 0.296 0.9 0.446 0.857 head 0.699 0.092 0.558 0.699 0.621 0.885 shin 0.424 0.036 0.664 0.424 0.518 0.858 thigh 0.082 0.02 0.406 0.082 0.136 0.738 upperarm 0.281 0.053 0.467 0.281 0.351 0.82 waist Weighted Avg. 0.412 0.098 0.471 0.412 0.376 0.819 === Confusion Matrix === a b c d e f g <-- classified as 193 6 240 37 5 2 20 | a = chest 12 57 304 69 2 16 40 | b = forearm 12 4 451 1 2 3 28 | c = head 62 11 10 350 35 8 25 | d = shin 162 10 9 48 213 26 34 | e = thigh 59 12 286 90 1 41 14 | f = upperarm 34 5 222 32 63 5 141 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1412 40.205 % Incorrectly Classified Instances 2100 59.795 % Kappa statistic 0.3024 Mean absolute error 0.1744 Root mean squared error 0.3821 Relative absolute error 71.2016 % Root relative squared error 109.1812 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.391 0.113 0.367 0.391 0.378 0.794 chest 0.092 0.017 0.469 0.092 0.154 0.767 forearm 0.892 0.35 0.298 0.892 0.446 0.857 head 0.677 0.1 0.53 0.677 0.594 0.878 shin 0.404 0.043 0.611 0.404 0.487 0.847 thigh 0.076 0.017 0.427 0.076 0.129 0.75 upperarm 0.283 0.057 0.452 0.283 0.348 0.813 waist Weighted Avg. 0.402 0.1 0.451 0.402 0.362 0.815 === Confusion Matrix === a b c d e f g <-- classified as 197 10 230 41 9 3 14 | a = chest 21 46 292 75 12 14 40 | b = forearm 16 8 447 1 1 1 27 | c = head 66 14 7 339 40 7 28 | d = shin 151 9 19 55 203 24 41 | e = thigh 58 8 278 98 0 38 22 | f = upperarm 28 3 229 31 67 2 142 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1470 41.8565 % Incorrectly Classified Instances 2042 58.1435 % Kappa statistic 0.3216 Mean absolute error 0.1714 Root mean squared error 0.3796 Relative absolute error 69.9829 % Root relative squared error 108.4847 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.376 0.107 0.369 0.376 0.372 0.782 chest 0.114 0.015 0.564 0.114 0.19 0.792 forearm 0.896 0.374 0.286 0.896 0.433 0.856 head 0.753 0.087 0.592 0.753 0.663 0.906 shin 0.419 0.032 0.686 0.419 0.52 0.853 thigh 0.076 0.014 0.481 0.076 0.131 0.745 upperarm 0.295 0.05 0.493 0.295 0.369 0.818 waist Weighted Avg. 0.419 0.097 0.496 0.419 0.383 0.822 === Confusion Matrix === a b c d e f g <-- classified as 189 4 259 30 6 1 14 | a = chest 15 57 310 64 4 11 39 | b = forearm 12 8 450 3 1 0 28 | c = head 59 6 8 378 26 4 21 | d = shin 161 15 18 39 210 23 35 | e = thigh 48 7 306 86 2 38 15 | f = upperarm 28 4 224 39 57 2 148 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1415 40.2904 % Incorrectly Classified Instances 2097 59.7096 % Kappa statistic 0.3033 Mean absolute error 0.1742 Root mean squared error 0.3826 Relative absolute error 71.1421 % Root relative squared error 109.3382 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.328 0.104 0.346 0.328 0.337 0.789 chest 0.124 0.018 0.539 0.124 0.202 0.791 forearm 0.894 0.363 0.291 0.894 0.44 0.852 head 0.681 0.092 0.553 0.681 0.61 0.888 shin 0.423 0.044 0.616 0.423 0.502 0.844 thigh 0.064 0.017 0.386 0.064 0.109 0.752 upperarm 0.305 0.06 0.459 0.305 0.366 0.818 waist Weighted Avg. 0.403 0.1 0.456 0.403 0.367 0.819 === Confusion Matrix === a b c d e f g <-- classified as 165 5 271 33 4 5 20 | a = chest 9 62 285 78 8 15 43 | b = forearm 12 7 449 1 1 0 32 | c = head 55 10 9 342 46 7 33 | d = shin 150 18 20 40 212 21 40 | e = thigh 64 6 292 93 3 32 12 | f = upperarm 22 7 215 32 70 3 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1477 42.0558 % Incorrectly Classified Instances 2035 57.9442 % Kappa statistic 0.324 Mean absolute error 0.1707 Root mean squared error 0.3783 Relative absolute error 69.7192 % Root relative squared error 108.109 % Total Number of Instances 3512 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.382 0.105 0.377 0.382 0.379 0.785 chest 0.112 0.016 0.538 0.112 0.185 0.789 forearm 0.914 0.366 0.294 0.914 0.445 0.855 head 0.699 0.087 0.572 0.699 0.629 0.898 shin 0.437 0.034 0.68 0.437 0.532 0.873 thigh 0.062 0.02 0.337 0.062 0.104 0.741 upperarm 0.339 0.047 0.545 0.339 0.418 0.842 waist Weighted Avg. 0.421 0.097 0.478 0.421 0.385 0.826 === Confusion Matrix === a b c d e f g <-- classified as 192 3 242 43 5 3 15 | a = chest 11 56 325 59 4 16 30 | b = forearm 8 5 458 2 1 1 26 | c = head 59 11 6 351 37 9 29 | d = shin 160 15 9 39 219 29 30 | e = thigh 53 8 304 93 1 31 12 | f = upperarm 26 6 215 27 55 3 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1450 41.2988 % Incorrectly Classified Instances 2061 58.7012 % Kappa statistic 0.3152 Mean absolute error 0.172 Root mean squared error 0.3795 Relative absolute error 70.2275 % Root relative squared error 108.4517 % Total Number of Instances 3511 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.105 0.365 0.362 0.363 0.795 chest 0.146 0.02 0.545 0.146 0.23 0.794 forearm 0.874 0.348 0.295 0.874 0.441 0.859 head 0.721 0.091 0.569 0.721 0.636 0.894 shin 0.47 0.046 0.629 0.47 0.538 0.856 thigh 0.066 0.017 0.388 0.066 0.112 0.748 upperarm 0.251 0.057 0.424 0.251 0.316 0.812 waist Weighted Avg. 0.413 0.098 0.459 0.413 0.377 0.822 === Confusion Matrix === a b c d e f g <-- classified as 182 4 249 40 9 3 16 | a = chest 20 73 284 72 1 13 37 | b = forearm 10 8 438 0 3 0 42 | c = head 43 14 3 362 44 8 28 | d = shin 157 15 12 26 236 25 31 | e = thigh 56 14 280 102 0 33 17 | f = upperarm 31 6 219 34 82 3 126 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 10 RUN: 0 FOLD: 0 Correctly Classified Instances 1646 53.4589 % Incorrectly Classified Instances 1433 46.5411 % Kappa statistic 0.457 Mean absolute error 0.1351 Root mean squared error 0.3332 Relative absolute error 55.1506 % Root relative squared error 95.2253 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.416 0.147 0.321 0.416 0.362 0.827 chest 0.317 0.012 0.818 0.317 0.456 0.841 forearm 0.909 0.254 0.373 0.909 0.529 0.924 head 0.898 0.019 0.89 0.898 0.894 0.977 shin 0.526 0.056 0.608 0.526 0.564 0.905 thigh 0.273 0.009 0.839 0.273 0.412 0.714 upperarm 0.404 0.047 0.591 0.404 0.48 0.878 waist Weighted Avg. 0.535 0.078 0.634 0.535 0.528 0.867 === Confusion Matrix === a b c d e f g <-- classified as 183 0 150 0 93 3 11 | a = chest 116 139 125 3 8 6 42 | b = forearm 8 7 400 0 0 1 24 | c = head 8 4 3 395 17 3 10 | d = shin 166 0 7 9 231 9 17 | e = thigh 61 19 192 1 28 120 19 | f = upperarm 28 1 194 36 3 1 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1618 52.5495 % Incorrectly Classified Instances 1461 47.4505 % Kappa statistic 0.4464 Mean absolute error 0.1372 Root mean squared error 0.3367 Relative absolute error 56.0091 % Root relative squared error 96.2164 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.455 0.146 0.342 0.455 0.391 0.834 chest 0.294 0.009 0.843 0.294 0.436 0.819 forearm 0.88 0.262 0.359 0.88 0.51 0.913 head 0.902 0.024 0.861 0.902 0.881 0.973 shin 0.492 0.055 0.597 0.492 0.539 0.894 thigh 0.275 0.008 0.846 0.275 0.415 0.718 upperarm 0.381 0.049 0.564 0.381 0.455 0.871 waist Weighted Avg. 0.525 0.079 0.63 0.525 0.518 0.86 === Confusion Matrix === a b c d e f g <-- classified as 200 1 152 1 78 1 7 | a = chest 97 129 144 5 12 6 46 | b = forearm 8 7 387 2 2 1 33 | c = head 13 2 2 397 14 4 8 | d = shin 175 0 11 8 216 9 20 | e = thigh 61 14 192 2 34 121 16 | f = upperarm 30 0 190 46 6 1 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1589 51.6077 % Incorrectly Classified Instances 1490 48.3923 % Kappa statistic 0.4354 Mean absolute error 0.1393 Root mean squared error 0.3402 Relative absolute error 56.895 % Root relative squared error 97.2068 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.427 0.138 0.341 0.427 0.379 0.825 chest 0.323 0.015 0.785 0.323 0.458 0.843 forearm 0.889 0.261 0.362 0.889 0.515 0.916 head 0.861 0.022 0.865 0.861 0.863 0.955 shin 0.519 0.061 0.588 0.519 0.551 0.898 thigh 0.227 0.015 0.719 0.227 0.345 0.705 upperarm 0.365 0.054 0.531 0.365 0.433 0.861 waist Weighted Avg. 0.516 0.081 0.599 0.516 0.506 0.858 === Confusion Matrix === a b c d e f g <-- classified as 188 0 151 1 79 5 16 | a = chest 85 142 129 4 15 9 55 | b = forearm 12 10 391 3 0 0 24 | c = head 13 6 2 379 21 4 15 | d = shin 160 1 8 8 228 16 18 | e = thigh 65 22 195 2 42 100 14 | f = upperarm 28 0 203 41 3 5 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1619 52.582 % Incorrectly Classified Instances 1460 47.418 % Kappa statistic 0.4468 Mean absolute error 0.1355 Root mean squared error 0.3351 Relative absolute error 55.3142 % Root relative squared error 95.7704 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.348 0.139 0.294 0.348 0.318 0.821 chest 0.378 0.013 0.834 0.378 0.52 0.845 forearm 0.882 0.257 0.364 0.882 0.515 0.918 head 0.9 0.02 0.88 0.9 0.89 0.965 shin 0.527 0.059 0.599 0.527 0.561 0.9 thigh 0.241 0.007 0.855 0.241 0.377 0.704 upperarm 0.404 0.058 0.536 0.404 0.461 0.869 waist Weighted Avg. 0.526 0.079 0.623 0.526 0.52 0.86 === Confusion Matrix === a b c d e f g <-- classified as 153 1 179 1 96 1 9 | a = chest 90 166 119 4 10 3 47 | b = forearm 4 13 388 1 0 1 33 | c = head 15 3 0 396 8 2 16 | d = shin 162 0 4 1 232 11 30 | e = thigh 70 16 192 1 35 106 19 | f = upperarm 27 0 184 46 6 0 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1543 50.1137 % Incorrectly Classified Instances 1536 49.8863 % Kappa statistic 0.418 Mean absolute error 0.143 Root mean squared error 0.3454 Relative absolute error 58.3912 % Root relative squared error 98.7153 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.385 0.149 0.3 0.385 0.337 0.816 chest 0.319 0.012 0.814 0.319 0.458 0.834 forearm 0.868 0.283 0.339 0.868 0.487 0.897 head 0.882 0.02 0.882 0.882 0.882 0.968 shin 0.47 0.057 0.578 0.47 0.519 0.896 thigh 0.22 0.013 0.74 0.22 0.34 0.677 upperarm 0.363 0.048 0.557 0.363 0.44 0.855 waist Weighted Avg. 0.501 0.083 0.602 0.501 0.495 0.849 === Confusion Matrix === a b c d e f g <-- classified as 169 2 165 0 90 0 13 | a = chest 91 140 141 6 9 4 48 | b = forearm 6 13 382 1 4 9 25 | c = head 8 6 2 388 17 5 14 | d = shin 187 0 10 5 207 16 15 | e = thigh 70 11 220 3 27 97 12 | f = upperarm 32 0 208 37 4 0 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1608 52.2247 % Incorrectly Classified Instances 1471 47.7753 % Kappa statistic 0.4426 Mean absolute error 0.1384 Root mean squared error 0.3383 Relative absolute error 56.5189 % Root relative squared error 96.6661 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.431 0.137 0.344 0.431 0.382 0.832 chest 0.282 0.013 0.79 0.282 0.416 0.839 forearm 0.882 0.259 0.363 0.882 0.515 0.911 head 0.897 0.023 0.866 0.897 0.881 0.968 shin 0.52 0.055 0.611 0.52 0.562 0.888 thigh 0.257 0.009 0.819 0.257 0.391 0.717 upperarm 0.385 0.062 0.511 0.385 0.439 0.862 waist Weighted Avg. 0.522 0.08 0.614 0.522 0.512 0.859 === Confusion Matrix === a b c d e f g <-- classified as 189 1 152 1 84 2 10 | a = chest 83 124 141 6 11 7 67 | b = forearm 11 13 389 0 0 2 26 | c = head 9 4 2 394 9 4 17 | d = shin 161 0 7 7 229 7 29 | e = thigh 72 13 189 1 38 113 14 | f = upperarm 25 2 191 46 4 3 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1618 52.5495 % Incorrectly Classified Instances 1461 47.4505 % Kappa statistic 0.4464 Mean absolute error 0.136 Root mean squared error 0.3365 Relative absolute error 55.5314 % Root relative squared error 96.1564 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.131 0.341 0.408 0.371 0.836 chest 0.349 0.014 0.801 0.349 0.486 0.859 forearm 0.875 0.273 0.349 0.875 0.499 0.912 head 0.92 0.021 0.88 0.92 0.9 0.982 shin 0.53 0.056 0.613 0.53 0.568 0.903 thigh 0.236 0.008 0.839 0.236 0.369 0.707 upperarm 0.361 0.051 0.541 0.361 0.433 0.869 waist Weighted Avg. 0.525 0.079 0.623 0.525 0.518 0.867 === Confusion Matrix === a b c d e f g <-- classified as 179 0 164 0 83 4 9 | a = chest 80 153 124 5 17 3 57 | b = forearm 16 8 386 3 1 1 26 | c = head 4 3 2 404 12 1 13 | d = shin 161 3 11 7 233 7 18 | e = thigh 60 24 209 0 31 104 12 | f = upperarm 25 0 210 40 3 4 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1592 51.7219 % Incorrectly Classified Instances 1486 48.2781 % Kappa statistic 0.4367 Mean absolute error 0.139 Root mean squared error 0.3384 Relative absolute error 56.761 % Root relative squared error 96.7175 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.418 0.138 0.336 0.418 0.373 0.826 chest 0.283 0.012 0.8 0.283 0.418 0.841 forearm 0.873 0.264 0.355 0.873 0.505 0.908 head 0.866 0.023 0.862 0.866 0.864 0.968 shin 0.552 0.058 0.612 0.552 0.581 0.905 thigh 0.234 0.01 0.792 0.234 0.361 0.675 upperarm 0.395 0.058 0.532 0.395 0.453 0.871 waist Weighted Avg. 0.517 0.081 0.613 0.517 0.508 0.856 === Confusion Matrix === a b c d e f g <-- classified as 184 1 153 1 83 2 16 | a = chest 94 124 133 10 14 3 60 | b = forearm 10 12 384 1 0 3 30 | c = head 9 6 2 380 23 3 16 | d = shin 162 1 5 6 243 13 10 | e = thigh 66 10 211 1 28 103 21 | f = upperarm 22 1 193 42 6 3 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1592 51.7219 % Incorrectly Classified Instances 1486 48.2781 % Kappa statistic 0.4367 Mean absolute error 0.1395 Root mean squared error 0.3392 Relative absolute error 56.9579 % Root relative squared error 96.9206 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.391 0.148 0.306 0.391 0.343 0.814 chest 0.329 0.013 0.809 0.329 0.468 0.837 forearm 0.875 0.264 0.356 0.875 0.506 0.913 head 0.879 0.017 0.894 0.879 0.886 0.971 shin 0.491 0.059 0.582 0.491 0.533 0.899 thigh 0.241 0.01 0.803 0.241 0.371 0.701 upperarm 0.415 0.052 0.57 0.415 0.48 0.869 waist Weighted Avg. 0.517 0.081 0.617 0.517 0.512 0.858 === Confusion Matrix === a b c d e f g <-- classified as 172 2 164 0 89 1 12 | a = chest 92 144 128 4 13 6 51 | b = forearm 10 13 385 2 0 4 26 | c = head 6 1 3 386 22 3 18 | d = shin 177 1 8 6 216 11 21 | e = thigh 74 16 206 1 27 106 10 | f = upperarm 31 1 188 33 4 1 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1625 52.794 % Incorrectly Classified Instances 1453 47.206 % Kappa statistic 0.4492 Mean absolute error 0.1351 Root mean squared error 0.3349 Relative absolute error 55.1776 % Root relative squared error 95.6924 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.4 0.135 0.331 0.4 0.363 0.833 chest 0.317 0.009 0.848 0.317 0.462 0.835 forearm 0.88 0.274 0.349 0.88 0.499 0.913 head 0.936 0.02 0.884 0.936 0.909 0.977 shin 0.541 0.053 0.63 0.541 0.582 0.907 thigh 0.223 0.007 0.838 0.223 0.352 0.683 upperarm 0.399 0.052 0.562 0.399 0.467 0.879 waist Weighted Avg. 0.528 0.079 0.634 0.528 0.519 0.861 === Confusion Matrix === a b c d e f g <-- classified as 176 0 166 1 82 2 13 | a = chest 85 139 139 8 13 3 51 | b = forearm 7 13 387 3 0 2 28 | c = head 5 1 0 411 10 2 10 | d = shin 154 2 9 7 238 10 20 | e = thigh 82 7 204 6 28 98 15 | f = upperarm 22 2 205 29 7 0 176 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1566 50.8607 % Incorrectly Classified Instances 1513 49.1393 % Kappa statistic 0.4267 Mean absolute error 0.1412 Root mean squared error 0.3416 Relative absolute error 57.6581 % Root relative squared error 97.6097 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.382 0.147 0.302 0.382 0.337 0.816 chest 0.298 0.013 0.799 0.298 0.434 0.842 forearm 0.875 0.262 0.357 0.875 0.508 0.91 head 0.893 0.027 0.847 0.893 0.869 0.969 shin 0.493 0.056 0.596 0.493 0.54 0.895 thigh 0.241 0.009 0.809 0.241 0.371 0.707 upperarm 0.379 0.06 0.515 0.379 0.437 0.871 waist Weighted Avg. 0.509 0.082 0.604 0.509 0.499 0.859 === Confusion Matrix === a b c d e f g <-- classified as 168 1 173 0 81 5 12 | a = chest 99 131 130 10 13 1 55 | b = forearm 5 14 385 2 0 3 31 | c = head 8 3 4 392 10 2 20 | d = shin 177 1 4 7 217 10 24 | e = thigh 68 14 197 0 40 106 15 | f = upperarm 31 0 184 52 3 4 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1598 51.9 % Incorrectly Classified Instances 1481 48.1 % Kappa statistic 0.4388 Mean absolute error 0.139 Root mean squared error 0.3404 Relative absolute error 56.7463 % Root relative squared error 97.2666 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.145 0.317 0.405 0.356 0.82 chest 0.323 0.011 0.835 0.323 0.466 0.852 forearm 0.895 0.266 0.36 0.895 0.513 0.91 head 0.875 0.023 0.865 0.875 0.87 0.967 shin 0.482 0.054 0.597 0.482 0.533 0.902 thigh 0.241 0.014 0.741 0.241 0.364 0.702 upperarm 0.413 0.049 0.585 0.413 0.484 0.876 waist Weighted Avg. 0.519 0.08 0.614 0.519 0.512 0.861 === Confusion Matrix === a b c d e f g <-- classified as 178 1 163 1 85 4 8 | a = chest 88 142 129 8 13 7 52 | b = forearm 9 10 394 1 0 2 24 | c = head 8 3 3 384 17 5 19 | d = shin 179 0 5 10 212 18 16 | e = thigh 73 14 209 3 25 106 10 | f = upperarm 26 0 192 37 3 1 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1607 52.1923 % Incorrectly Classified Instances 1472 47.8077 % Kappa statistic 0.4422 Mean absolute error 0.1365 Root mean squared error 0.3365 Relative absolute error 55.7356 % Root relative squared error 96.1596 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.4 0.131 0.338 0.4 0.366 0.831 chest 0.328 0.015 0.783 0.328 0.462 0.848 forearm 0.882 0.255 0.366 0.882 0.517 0.912 head 0.882 0.023 0.864 0.882 0.873 0.978 shin 0.543 0.067 0.575 0.543 0.558 0.903 thigh 0.234 0.008 0.824 0.234 0.365 0.716 upperarm 0.385 0.058 0.525 0.385 0.444 0.868 waist Weighted Avg. 0.522 0.08 0.61 0.522 0.512 0.865 === Confusion Matrix === a b c d e f g <-- classified as 176 1 150 3 94 1 15 | a = chest 92 144 128 5 16 8 46 | b = forearm 12 9 388 0 0 2 29 | c = head 4 7 3 387 19 1 18 | d = shin 154 1 7 7 239 10 22 | e = thigh 59 22 185 4 43 103 24 | f = upperarm 24 0 200 42 5 0 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1643 53.3615 % Incorrectly Classified Instances 1436 46.6385 % Kappa statistic 0.4559 Mean absolute error 0.1351 Root mean squared error 0.3348 Relative absolute error 55.1799 % Root relative squared error 95.6653 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.425 0.139 0.337 0.425 0.376 0.826 chest 0.328 0.01 0.842 0.328 0.472 0.848 forearm 0.893 0.258 0.366 0.893 0.519 0.92 head 0.902 0.017 0.9 0.902 0.901 0.976 shin 0.541 0.052 0.633 0.541 0.583 0.911 thigh 0.273 0.01 0.816 0.273 0.409 0.705 upperarm 0.374 0.057 0.524 0.374 0.437 0.862 waist Weighted Avg. 0.534 0.078 0.631 0.534 0.528 0.864 === Confusion Matrix === a b c d e f g <-- classified as 187 2 152 2 83 2 12 | a = chest 88 144 121 2 12 9 63 | b = forearm 7 9 393 1 0 1 29 | c = head 11 1 1 396 15 3 12 | d = shin 160 1 9 5 238 12 15 | e = thigh 73 14 187 3 24 120 19 | f = upperarm 29 0 212 31 4 0 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1595 51.8025 % Incorrectly Classified Instances 1484 48.1975 % Kappa statistic 0.4377 Mean absolute error 0.1398 Root mean squared error 0.3408 Relative absolute error 57.0871 % Root relative squared error 97.3988 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.418 0.143 0.328 0.418 0.368 0.831 chest 0.285 0.012 0.796 0.285 0.419 0.826 forearm 0.902 0.277 0.352 0.902 0.506 0.915 head 0.879 0.019 0.883 0.879 0.881 0.954 shin 0.541 0.06 0.599 0.541 0.569 0.899 thigh 0.25 0.005 0.902 0.25 0.391 0.676 upperarm 0.351 0.046 0.56 0.351 0.432 0.854 waist Weighted Avg. 0.518 0.08 0.631 0.518 0.509 0.851 === Confusion Matrix === a b c d e f g <-- classified as 184 1 159 0 92 0 4 | a = chest 98 125 143 4 10 4 55 | b = forearm 8 10 397 1 0 2 22 | c = head 17 5 2 386 14 2 13 | d = shin 167 1 8 6 238 3 17 | e = thigh 57 13 212 3 34 110 11 | f = upperarm 30 2 207 37 9 1 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1579 51.2829 % Incorrectly Classified Instances 1500 48.7171 % Kappa statistic 0.4316 Mean absolute error 0.1397 Root mean squared error 0.34 Relative absolute error 57.0325 % Root relative squared error 97.1645 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.147 0.316 0.409 0.357 0.829 chest 0.308 0.013 0.804 0.308 0.445 0.828 forearm 0.857 0.258 0.356 0.857 0.503 0.907 head 0.87 0.025 0.853 0.87 0.862 0.943 shin 0.519 0.061 0.585 0.519 0.55 0.887 thigh 0.223 0.01 0.79 0.223 0.348 0.705 upperarm 0.404 0.054 0.556 0.404 0.468 0.879 waist Weighted Avg. 0.513 0.081 0.609 0.513 0.505 0.854 === Confusion Matrix === a b c d e f g <-- classified as 180 0 152 0 92 2 14 | a = chest 100 135 143 5 10 1 45 | b = forearm 17 14 377 1 1 2 28 | c = head 15 3 1 383 15 7 16 | d = shin 163 1 8 8 228 9 22 | e = thigh 73 14 197 3 38 98 17 | f = upperarm 21 1 181 49 6 5 178 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1608 52.2247 % Incorrectly Classified Instances 1471 47.7753 % Kappa statistic 0.4425 Mean absolute error 0.1371 Root mean squared error 0.3361 Relative absolute error 55.9749 % Root relative squared error 96.0347 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.382 0.149 0.299 0.382 0.336 0.816 chest 0.319 0.013 0.809 0.319 0.458 0.838 forearm 0.868 0.263 0.356 0.868 0.505 0.913 head 0.902 0.016 0.904 0.902 0.903 0.979 shin 0.533 0.061 0.591 0.533 0.56 0.895 thigh 0.239 0.006 0.861 0.239 0.374 0.703 upperarm 0.41 0.049 0.582 0.41 0.481 0.877 waist Weighted Avg. 0.522 0.08 0.629 0.522 0.517 0.86 === Confusion Matrix === a b c d e f g <-- classified as 168 1 157 0 101 0 13 | a = chest 110 140 133 6 8 3 39 | b = forearm 8 11 383 1 1 3 34 | c = head 6 1 1 397 17 3 15 | d = shin 168 0 9 3 234 8 17 | e = thigh 74 18 201 0 29 105 12 | f = upperarm 27 2 193 32 6 0 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1630 52.9565 % Incorrectly Classified Instances 1448 47.0435 % Kappa statistic 0.4511 Mean absolute error 0.1358 Root mean squared error 0.3355 Relative absolute error 55.4496 % Root relative squared error 95.8682 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.44 0.141 0.341 0.44 0.384 0.832 chest 0.336 0.013 0.817 0.336 0.476 0.843 forearm 0.882 0.262 0.361 0.882 0.512 0.908 head 0.909 0.024 0.866 0.909 0.887 0.984 shin 0.494 0.048 0.631 0.494 0.554 0.9 thigh 0.243 0.012 0.775 0.243 0.37 0.685 upperarm 0.401 0.05 0.573 0.401 0.472 0.874 waist Weighted Avg. 0.53 0.079 0.623 0.53 0.522 0.861 === Confusion Matrix === a b c d e f g <-- classified as 193 2 156 0 78 1 9 | a = chest 78 147 128 7 14 9 55 | b = forearm 8 14 389 2 0 4 24 | c = head 7 3 0 400 16 2 12 | d = shin 171 2 12 8 217 11 18 | e = thigh 76 12 211 1 19 107 14 | f = upperarm 33 0 183 44 0 4 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1601 52.0143 % Incorrectly Classified Instances 1477 47.9857 % Kappa statistic 0.4401 Mean absolute error 0.1376 Root mean squared error 0.3379 Relative absolute error 56.1993 % Root relative squared error 96.5661 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.39 0.137 0.321 0.39 0.352 0.832 chest 0.345 0.01 0.848 0.345 0.49 0.843 forearm 0.884 0.284 0.342 0.884 0.493 0.912 head 0.923 0.02 0.885 0.923 0.903 0.979 shin 0.507 0.053 0.616 0.507 0.556 0.901 thigh 0.25 0.007 0.859 0.25 0.387 0.71 upperarm 0.342 0.049 0.539 0.342 0.419 0.856 waist Weighted Avg. 0.52 0.08 0.63 0.52 0.514 0.862 === Confusion Matrix === a b c d e f g <-- classified as 171 0 175 1 82 1 9 | a = chest 83 151 138 4 11 2 49 | b = forearm 8 8 389 1 0 3 31 | c = head 8 2 1 406 15 1 7 | d = shin 169 0 11 7 223 9 21 | e = thigh 65 16 207 2 28 110 12 | f = upperarm 28 1 218 38 3 2 151 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1640 53.2814 % Incorrectly Classified Instances 1438 46.7186 % Kappa statistic 0.4549 Mean absolute error 0.136 Root mean squared error 0.3346 Relative absolute error 55.528 % Root relative squared error 95.618 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.417 0.13 0.347 0.417 0.379 0.825 chest 0.326 0.015 0.781 0.326 0.461 0.829 forearm 0.886 0.264 0.359 0.886 0.511 0.919 head 0.92 0.019 0.89 0.92 0.905 0.977 shin 0.523 0.053 0.623 0.523 0.569 0.904 thigh 0.234 0.009 0.817 0.234 0.364 0.702 upperarm 0.422 0.055 0.562 0.422 0.482 0.873 waist Weighted Avg. 0.533 0.078 0.626 0.533 0.524 0.861 === Confusion Matrix === a b c d e f g <-- classified as 183 0 160 1 75 1 19 | a = chest 81 143 134 4 11 6 59 | b = forearm 10 13 390 3 1 2 21 | c = head 10 6 1 405 10 1 7 | d = shin 162 2 7 6 230 12 21 | e = thigh 61 18 202 2 36 103 18 | f = upperarm 20 1 193 34 6 1 186 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1625 52.7769 % Incorrectly Classified Instances 1454 47.2231 % Kappa statistic 0.4491 Mean absolute error 0.1363 Root mean squared error 0.3361 Relative absolute error 55.6762 % Root relative squared error 96.0461 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.396 0.141 0.319 0.396 0.353 0.82 chest 0.339 0.014 0.805 0.339 0.478 0.852 forearm 0.87 0.261 0.358 0.87 0.507 0.913 head 0.909 0.021 0.877 0.909 0.893 0.981 shin 0.575 0.058 0.623 0.575 0.598 0.91 thigh 0.241 0.01 0.797 0.241 0.37 0.687 upperarm 0.363 0.046 0.567 0.363 0.443 0.866 waist Weighted Avg. 0.528 0.079 0.621 0.528 0.52 0.861 === Confusion Matrix === a b c d e f g <-- classified as 174 2 159 2 88 4 10 | a = chest 99 149 122 8 11 4 46 | b = forearm 7 11 383 3 1 2 33 | c = head 8 3 0 400 15 5 9 | d = shin 153 0 7 5 253 11 11 | e = thigh 74 20 193 3 31 106 13 | f = upperarm 31 0 207 35 7 1 160 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1598 51.9 % Incorrectly Classified Instances 1481 48.1 % Kappa statistic 0.4388 Mean absolute error 0.1376 Root mean squared error 0.3376 Relative absolute error 56.1971 % Root relative squared error 96.4834 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.419 0.141 0.331 0.419 0.37 0.834 chest 0.33 0.012 0.819 0.33 0.471 0.849 forearm 0.877 0.269 0.353 0.877 0.503 0.91 head 0.877 0.019 0.883 0.877 0.88 0.968 shin 0.548 0.057 0.616 0.548 0.58 0.904 thigh 0.236 0.01 0.8 0.236 0.365 0.678 upperarm 0.345 0.053 0.519 0.345 0.414 0.866 waist Weighted Avg. 0.519 0.08 0.617 0.519 0.512 0.858 === Confusion Matrix === a b c d e f g <-- classified as 184 1 162 0 82 1 9 | a = chest 86 145 126 8 22 7 45 | b = forearm 12 9 386 0 0 2 31 | c = head 11 6 5 386 12 2 18 | d = shin 154 0 9 5 241 11 20 | e = thigh 72 16 198 2 30 104 18 | f = upperarm 37 0 209 36 4 3 152 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1632 53.0042 % Incorrectly Classified Instances 1447 46.9958 % Kappa statistic 0.4517 Mean absolute error 0.1359 Root mean squared error 0.3349 Relative absolute error 55.5038 % Root relative squared error 95.7152 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.394 0.136 0.326 0.394 0.357 0.828 chest 0.314 0.012 0.812 0.314 0.453 0.84 forearm 0.902 0.275 0.354 0.902 0.508 0.922 head 0.927 0.02 0.885 0.927 0.906 0.981 shin 0.539 0.05 0.642 0.539 0.586 0.907 thigh 0.259 0.009 0.832 0.259 0.395 0.701 upperarm 0.374 0.047 0.573 0.374 0.453 0.877 waist Weighted Avg. 0.53 0.078 0.632 0.53 0.523 0.865 === Confusion Matrix === a b c d e f g <-- classified as 173 1 174 1 77 1 12 | a = chest 91 138 133 9 11 5 52 | b = forearm 11 12 397 0 0 1 19 | c = head 4 0 0 408 18 4 6 | d = shin 167 0 7 2 237 8 19 | e = thigh 64 18 204 2 23 114 15 | f = upperarm 21 1 208 39 3 4 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1614 52.4196 % Incorrectly Classified Instances 1465 47.5804 % Kappa statistic 0.4449 Mean absolute error 0.137 Root mean squared error 0.3368 Relative absolute error 55.9483 % Root relative squared error 96.243 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.151 0.332 0.45 0.382 0.824 chest 0.308 0.01 0.833 0.308 0.449 0.834 forearm 0.882 0.251 0.37 0.882 0.521 0.917 head 0.902 0.022 0.871 0.902 0.886 0.97 shin 0.481 0.063 0.56 0.481 0.517 0.889 thigh 0.234 0.009 0.811 0.234 0.363 0.721 upperarm 0.413 0.049 0.585 0.413 0.484 0.881 waist Weighted Avg. 0.524 0.079 0.623 0.524 0.515 0.862 === Confusion Matrix === a b c d e f g <-- classified as 198 1 135 1 98 2 5 | a = chest 87 135 146 5 11 6 49 | b = forearm 12 7 388 3 0 2 28 | c = head 11 3 2 397 12 1 14 | d = shin 181 2 12 8 211 9 16 | e = thigh 78 13 183 3 43 103 17 | f = upperarm 29 1 184 39 2 4 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1584 51.4453 % Incorrectly Classified Instances 1495 48.5547 % Kappa statistic 0.4335 Mean absolute error 0.1393 Root mean squared error 0.3405 Relative absolute error 56.8886 % Root relative squared error 97.3018 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.143 0.317 0.398 0.353 0.825 chest 0.31 0.012 0.814 0.31 0.449 0.825 forearm 0.864 0.271 0.347 0.864 0.495 0.903 head 0.87 0.018 0.889 0.87 0.879 0.967 shin 0.499 0.055 0.603 0.499 0.546 0.9 thigh 0.23 0.01 0.789 0.23 0.356 0.697 upperarm 0.431 0.058 0.552 0.431 0.484 0.865 waist Weighted Avg. 0.514 0.081 0.616 0.514 0.509 0.855 === Confusion Matrix === a b c d e f g <-- classified as 175 1 165 2 78 2 17 | a = chest 100 136 131 5 9 9 49 | b = forearm 10 12 380 3 0 4 31 | c = head 8 4 1 383 24 4 16 | d = shin 179 0 5 7 219 6 23 | e = thigh 62 14 216 1 28 101 18 | f = upperarm 18 0 196 30 5 2 190 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1606 52.1598 % Incorrectly Classified Instances 1473 47.8402 % Kappa statistic 0.4418 Mean absolute error 0.1377 Root mean squared error 0.3374 Relative absolute error 56.2115 % Root relative squared error 96.4169 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.132 0.341 0.409 0.372 0.829 chest 0.298 0.011 0.814 0.298 0.437 0.842 forearm 0.88 0.277 0.346 0.88 0.497 0.911 head 0.913 0.021 0.877 0.913 0.895 0.973 shin 0.503 0.055 0.602 0.503 0.548 0.902 thigh 0.236 0.009 0.819 0.236 0.367 0.694 upperarm 0.41 0.052 0.567 0.41 0.476 0.88 waist Weighted Avg. 0.522 0.08 0.624 0.522 0.513 0.861 === Confusion Matrix === a b c d e f g <-- classified as 180 0 168 0 79 2 11 | a = chest 80 131 151 3 15 5 54 | b = forearm 14 17 388 1 0 1 20 | c = head 4 0 5 401 8 4 17 | d = shin 165 1 8 10 221 11 23 | e = thigh 59 10 217 1 36 104 13 | f = upperarm 26 2 183 41 8 0 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1593 51.7376 % Incorrectly Classified Instances 1486 48.2624 % Kappa statistic 0.4369 Mean absolute error 0.1396 Root mean squared error 0.3416 Relative absolute error 56.989 % Root relative squared error 97.6344 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.386 0.137 0.32 0.386 0.35 0.827 chest 0.294 0.012 0.801 0.294 0.43 0.84 forearm 0.891 0.273 0.353 0.891 0.506 0.906 head 0.902 0.021 0.878 0.902 0.89 0.963 shin 0.53 0.055 0.616 0.53 0.57 0.908 thigh 0.221 0.008 0.815 0.221 0.348 0.693 upperarm 0.397 0.057 0.538 0.397 0.457 0.866 waist Weighted Avg. 0.517 0.081 0.617 0.517 0.507 0.858 === Confusion Matrix === a b c d e f g <-- classified as 170 0 166 0 91 2 11 | a = chest 76 129 157 2 7 8 60 | b = forearm 8 12 393 0 1 0 27 | c = head 11 4 1 396 10 0 17 | d = shin 170 1 4 4 233 10 18 | e = thigh 72 14 205 1 33 97 17 | f = upperarm 25 1 187 48 3 2 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1584 51.462 % Incorrectly Classified Instances 1494 48.538 % Kappa statistic 0.4337 Mean absolute error 0.1392 Root mean squared error 0.3401 Relative absolute error 56.8363 % Root relative squared error 97.1815 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.147 0.317 0.409 0.357 0.822 chest 0.34 0.019 0.753 0.34 0.469 0.842 forearm 0.877 0.254 0.366 0.877 0.516 0.911 head 0.85 0.022 0.865 0.85 0.857 0.955 shin 0.511 0.059 0.591 0.511 0.548 0.896 thigh 0.239 0.01 0.795 0.239 0.367 0.696 upperarm 0.376 0.055 0.532 0.376 0.441 0.866 waist Weighted Avg. 0.515 0.081 0.602 0.515 0.508 0.855 === Confusion Matrix === a b c d e f g <-- classified as 180 2 149 0 93 0 16 | a = chest 105 149 111 4 10 5 54 | b = forearm 8 14 386 1 0 4 27 | c = head 13 10 2 373 23 3 15 | d = shin 166 3 8 7 225 13 18 | e = thigh 63 20 207 1 28 105 16 | f = upperarm 33 0 193 45 2 2 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1581 51.3645 % Incorrectly Classified Instances 1497 48.6355 % Kappa statistic 0.4326 Mean absolute error 0.1395 Root mean squared error 0.3386 Relative absolute error 56.9712 % Root relative squared error 96.7648 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.389 0.137 0.321 0.389 0.352 0.834 chest 0.292 0.01 0.826 0.292 0.432 0.814 forearm 0.884 0.271 0.353 0.884 0.504 0.911 head 0.891 0.026 0.85 0.891 0.87 0.972 shin 0.484 0.053 0.603 0.484 0.537 0.887 thigh 0.257 0.01 0.813 0.257 0.39 0.717 upperarm 0.399 0.061 0.524 0.399 0.453 0.862 waist Weighted Avg. 0.514 0.081 0.613 0.514 0.505 0.857 === Confusion Matrix === a b c d e f g <-- classified as 171 1 176 1 74 4 13 | a = chest 87 128 140 8 9 2 64 | b = forearm 10 3 389 3 1 5 29 | c = head 15 1 0 391 16 2 14 | d = shin 173 1 10 4 213 12 27 | e = thigh 58 19 198 4 35 113 13 | f = upperarm 18 2 190 49 5 1 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1606 52.1767 % Incorrectly Classified Instances 1472 47.8233 % Kappa statistic 0.442 Mean absolute error 0.1372 Root mean squared error 0.3366 Relative absolute error 56.0052 % Root relative squared error 96.1839 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.395 0.143 0.316 0.395 0.352 0.82 chest 0.365 0.013 0.825 0.365 0.506 0.849 forearm 0.873 0.258 0.361 0.873 0.511 0.913 head 0.895 0.022 0.873 0.895 0.884 0.971 shin 0.514 0.063 0.577 0.514 0.543 0.892 thigh 0.259 0.008 0.844 0.259 0.397 0.716 upperarm 0.351 0.052 0.529 0.351 0.422 0.861 waist Weighted Avg. 0.522 0.08 0.618 0.522 0.516 0.86 === Confusion Matrix === a b c d e f g <-- classified as 174 1 151 0 100 1 13 | a = chest 101 160 114 5 11 3 44 | b = forearm 8 14 384 0 0 4 30 | c = head 6 4 5 393 13 6 12 | d = shin 158 3 11 12 226 7 23 | e = thigh 73 11 188 1 37 114 16 | f = upperarm 30 1 211 39 5 0 155 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1578 51.2504 % Incorrectly Classified Instances 1501 48.7496 % Kappa statistic 0.4312 Mean absolute error 0.1403 Root mean squared error 0.3418 Relative absolute error 57.2715 % Root relative squared error 97.6686 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.4 0.146 0.313 0.4 0.351 0.819 chest 0.292 0.016 0.749 0.292 0.42 0.842 forearm 0.9 0.264 0.362 0.9 0.517 0.924 head 0.87 0.017 0.893 0.87 0.881 0.978 shin 0.495 0.06 0.578 0.495 0.534 0.902 thigh 0.205 0.012 0.738 0.205 0.32 0.681 upperarm 0.426 0.052 0.577 0.426 0.49 0.871 waist Weighted Avg. 0.513 0.081 0.601 0.513 0.502 0.86 === Confusion Matrix === a b c d e f g <-- classified as 176 1 166 0 87 1 9 | a = chest 96 128 127 4 17 10 57 | b = forearm 5 5 396 3 0 3 28 | c = head 10 6 1 382 19 4 17 | d = shin 185 1 8 5 218 12 11 | e = thigh 70 28 206 0 30 90 16 | f = upperarm 20 2 189 34 6 2 188 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1644 53.394 % Incorrectly Classified Instances 1435 46.606 % Kappa statistic 0.4563 Mean absolute error 0.1337 Root mean squared error 0.3328 Relative absolute error 54.593 % Root relative squared error 95.0947 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.391 0.124 0.345 0.391 0.366 0.837 chest 0.346 0.015 0.796 0.346 0.483 0.847 forearm 0.905 0.259 0.368 0.905 0.523 0.924 head 0.902 0.022 0.874 0.902 0.888 0.969 shin 0.559 0.065 0.59 0.559 0.574 0.901 thigh 0.225 0.01 0.792 0.225 0.35 0.7 upperarm 0.41 0.05 0.578 0.41 0.48 0.884 waist Weighted Avg. 0.534 0.078 0.62 0.534 0.523 0.866 === Confusion Matrix === a b c d e f g <-- classified as 172 1 148 1 109 0 9 | a = chest 87 152 118 10 9 6 57 | b = forearm 6 12 398 1 0 3 20 | c = head 11 1 4 396 13 3 11 | d = shin 142 3 12 3 246 12 22 | e = thigh 60 20 211 1 36 99 13 | f = upperarm 21 2 190 41 4 2 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1617 52.5171 % Incorrectly Classified Instances 1462 47.4829 % Kappa statistic 0.446 Mean absolute error 0.1373 Root mean squared error 0.3366 Relative absolute error 56.0544 % Root relative squared error 96.1982 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.423 0.15 0.32 0.423 0.364 0.822 chest 0.317 0.011 0.822 0.317 0.457 0.832 forearm 0.868 0.257 0.361 0.868 0.51 0.909 head 0.925 0.025 0.86 0.925 0.891 0.978 shin 0.518 0.055 0.613 0.518 0.562 0.898 thigh 0.268 0.008 0.849 0.268 0.408 0.713 upperarm 0.358 0.049 0.552 0.358 0.435 0.868 waist Weighted Avg. 0.525 0.079 0.625 0.525 0.518 0.86 === Confusion Matrix === a b c d e f g <-- classified as 186 2 153 1 83 3 12 | a = chest 90 139 137 4 7 6 56 | b = forearm 14 15 382 2 1 1 25 | c = head 6 3 0 406 11 0 13 | d = shin 175 0 7 8 228 10 12 | e = thigh 80 9 183 3 37 118 10 | f = upperarm 31 1 197 48 5 1 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1614 52.4196 % Incorrectly Classified Instances 1465 47.5804 % Kappa statistic 0.4449 Mean absolute error 0.1368 Root mean squared error 0.3368 Relative absolute error 55.8581 % Root relative squared error 96.2356 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.425 0.141 0.335 0.425 0.374 0.831 chest 0.346 0.014 0.8 0.346 0.483 0.839 forearm 0.852 0.257 0.356 0.852 0.502 0.9 head 0.895 0.018 0.891 0.895 0.893 0.969 shin 0.523 0.06 0.593 0.523 0.556 0.899 thigh 0.232 0.009 0.803 0.232 0.36 0.705 upperarm 0.395 0.055 0.545 0.395 0.458 0.87 waist Weighted Avg. 0.524 0.079 0.617 0.524 0.518 0.859 === Confusion Matrix === a b c d e f g <-- classified as 187 1 152 2 82 2 14 | a = chest 87 152 136 5 10 5 44 | b = forearm 12 8 375 2 1 5 37 | c = head 10 4 1 394 16 3 12 | d = shin 164 3 7 7 230 8 21 | e = thigh 68 21 185 3 43 102 17 | f = upperarm 31 1 198 29 6 2 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1612 52.3547 % Incorrectly Classified Instances 1467 47.6453 % Kappa statistic 0.4441 Mean absolute error 0.1379 Root mean squared error 0.3385 Relative absolute error 56.3108 % Root relative squared error 96.7342 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.426 0.146 0.326 0.426 0.37 0.818 chest 0.323 0.009 0.855 0.323 0.469 0.857 forearm 0.861 0.258 0.358 0.861 0.505 0.907 head 0.868 0.024 0.858 0.868 0.863 0.957 shin 0.527 0.058 0.601 0.527 0.562 0.897 thigh 0.28 0.009 0.842 0.28 0.42 0.719 upperarm 0.379 0.052 0.551 0.379 0.449 0.866 waist Weighted Avg. 0.524 0.079 0.627 0.524 0.52 0.86 === Confusion Matrix === a b c d e f g <-- classified as 187 1 158 1 79 2 11 | a = chest 95 142 125 12 14 5 46 | b = forearm 14 13 379 0 0 1 33 | c = head 14 2 4 382 23 2 13 | d = shin 164 2 10 3 232 11 18 | e = thigh 72 5 187 2 36 123 15 | f = upperarm 27 1 197 45 2 2 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1612 52.3547 % Incorrectly Classified Instances 1467 47.6453 % Kappa statistic 0.4441 Mean absolute error 0.1368 Root mean squared error 0.3356 Relative absolute error 55.8676 % Root relative squared error 95.9012 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.467 0.156 0.332 0.467 0.388 0.83 chest 0.317 0.008 0.869 0.317 0.464 0.848 forearm 0.9 0.263 0.364 0.9 0.518 0.923 head 0.92 0.02 0.882 0.92 0.901 0.975 shin 0.455 0.05 0.601 0.455 0.517 0.891 thigh 0.225 0.008 0.832 0.225 0.354 0.7 upperarm 0.381 0.05 0.558 0.381 0.453 0.869 waist Weighted Avg. 0.524 0.079 0.634 0.524 0.514 0.862 === Confusion Matrix === a b c d e f g <-- classified as 205 1 145 0 76 1 11 | a = chest 94 139 135 3 12 6 50 | b = forearm 11 7 396 3 0 2 21 | c = head 6 2 1 405 9 3 14 | d = shin 198 1 11 4 200 6 20 | e = thigh 72 10 211 0 31 99 17 | f = upperarm 32 0 190 44 5 2 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1627 52.8418 % Incorrectly Classified Instances 1452 47.1582 % Kappa statistic 0.4498 Mean absolute error 0.1363 Root mean squared error 0.3358 Relative absolute error 55.6582 % Root relative squared error 95.9599 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.403 0.132 0.337 0.403 0.367 0.83 chest 0.308 0.011 0.818 0.308 0.447 0.83 forearm 0.877 0.265 0.356 0.877 0.506 0.913 head 0.914 0.021 0.878 0.914 0.895 0.978 shin 0.543 0.053 0.632 0.543 0.584 0.901 thigh 0.252 0.008 0.847 0.252 0.389 0.714 upperarm 0.401 0.061 0.525 0.401 0.455 0.864 waist Weighted Avg. 0.528 0.079 0.628 0.528 0.521 0.861 === Confusion Matrix === a b c d e f g <-- classified as 177 0 165 0 86 0 11 | a = chest 91 135 130 5 12 6 60 | b = forearm 9 10 386 0 0 5 30 | c = head 6 2 1 402 15 1 13 | d = shin 148 1 9 7 239 8 28 | e = thigh 68 17 198 4 24 111 18 | f = upperarm 26 0 196 40 2 0 177 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1603 52.0793 % Incorrectly Classified Instances 1475 47.9207 % Kappa statistic 0.4409 Mean absolute error 0.1375 Root mean squared error 0.3365 Relative absolute error 56.1462 % Root relative squared error 96.1682 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.436 0.142 0.339 0.436 0.381 0.829 chest 0.326 0.014 0.79 0.326 0.462 0.835 forearm 0.898 0.266 0.36 0.898 0.514 0.915 head 0.893 0.028 0.843 0.893 0.868 0.964 shin 0.51 0.052 0.622 0.51 0.561 0.907 thigh 0.216 0.011 0.76 0.216 0.336 0.699 upperarm 0.365 0.046 0.571 0.365 0.445 0.877 waist Weighted Avg. 0.521 0.08 0.612 0.521 0.51 0.861 === Confusion Matrix === a b c d e f g <-- classified as 192 2 163 1 72 2 8 | a = chest 90 143 140 8 12 3 42 | b = forearm 8 14 395 0 1 2 20 | c = head 11 3 4 393 13 3 13 | d = shin 171 0 4 9 224 15 16 | e = thigh 60 18 211 2 32 95 22 | f = upperarm 35 1 180 53 6 5 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1580 51.332 % Incorrectly Classified Instances 1498 48.668 % Kappa statistic 0.4321 Mean absolute error 0.1397 Root mean squared error 0.3414 Relative absolute error 57.0585 % Root relative squared error 97.5745 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.134 0.331 0.398 0.361 0.832 chest 0.299 0.014 0.784 0.299 0.433 0.833 forearm 0.875 0.276 0.347 0.875 0.497 0.911 head 0.895 0.023 0.868 0.895 0.881 0.971 shin 0.519 0.055 0.61 0.519 0.561 0.911 thigh 0.259 0.012 0.786 0.259 0.39 0.694 upperarm 0.347 0.055 0.515 0.347 0.415 0.859 waist Weighted Avg. 0.513 0.081 0.605 0.513 0.505 0.859 === Confusion Matrix === a b c d e f g <-- classified as 175 1 160 0 90 3 11 | a = chest 86 131 135 3 15 8 60 | b = forearm 9 16 386 2 0 2 26 | c = head 5 5 2 393 16 5 13 | d = shin 164 1 2 9 228 11 24 | e = thigh 67 13 212 2 22 114 10 | f = upperarm 23 0 216 44 3 2 153 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1554 50.4873 % Incorrectly Classified Instances 1524 49.5127 % Kappa statistic 0.4223 Mean absolute error 0.142 Root mean squared error 0.3432 Relative absolute error 57.9649 % Root relative squared error 98.0659 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.332 0.141 0.282 0.332 0.305 0.809 chest 0.301 0.011 0.825 0.301 0.441 0.827 forearm 0.868 0.284 0.339 0.868 0.487 0.901 head 0.868 0.015 0.905 0.868 0.886 0.965 shin 0.51 0.061 0.58 0.51 0.543 0.891 thigh 0.264 0.008 0.841 0.264 0.401 0.684 upperarm 0.39 0.058 0.531 0.39 0.45 0.863 waist Weighted Avg. 0.505 0.083 0.614 0.505 0.502 0.848 === Confusion Matrix === a b c d e f g <-- classified as 146 1 176 0 98 2 17 | a = chest 97 132 147 4 9 3 46 | b = forearm 10 9 383 1 0 3 35 | c = head 14 6 0 381 18 3 17 | d = shin 162 0 11 10 224 11 21 | e = thigh 62 12 202 1 31 116 16 | f = upperarm 27 0 212 24 6 0 172 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1619 52.582 % Incorrectly Classified Instances 1460 47.418 % Kappa statistic 0.4467 Mean absolute error 0.1363 Root mean squared error 0.3368 Relative absolute error 55.673 % Root relative squared error 96.248 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.439 0.144 0.337 0.439 0.381 0.832 chest 0.301 0.012 0.805 0.301 0.439 0.834 forearm 0.882 0.268 0.355 0.882 0.507 0.922 head 0.92 0.022 0.874 0.92 0.897 0.972 shin 0.518 0.047 0.65 0.518 0.576 0.907 thigh 0.227 0.009 0.813 0.227 0.355 0.692 upperarm 0.392 0.053 0.554 0.392 0.459 0.865 waist Weighted Avg. 0.526 0.079 0.627 0.526 0.516 0.86 === Confusion Matrix === a b c d e f g <-- classified as 193 0 160 0 74 2 11 | a = chest 90 132 150 7 9 5 45 | b = forearm 5 8 389 1 0 2 36 | c = head 8 2 1 404 8 5 11 | d = shin 170 1 8 9 228 6 18 | e = thigh 87 19 186 1 29 100 18 | f = upperarm 19 2 201 40 3 3 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1625 52.7769 % Incorrectly Classified Instances 1454 47.2231 % Kappa statistic 0.449 Mean absolute error 0.1361 Root mean squared error 0.3359 Relative absolute error 55.5768 % Root relative squared error 95.9908 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.436 0.142 0.339 0.436 0.381 0.834 chest 0.301 0.015 0.772 0.301 0.433 0.837 forearm 0.871 0.262 0.357 0.871 0.507 0.909 head 0.893 0.018 0.893 0.893 0.893 0.971 shin 0.53 0.055 0.615 0.53 0.569 0.905 thigh 0.248 0.009 0.826 0.248 0.381 0.719 upperarm 0.415 0.05 0.579 0.415 0.483 0.878 waist Weighted Avg. 0.528 0.079 0.625 0.528 0.521 0.865 === Confusion Matrix === a b c d e f g <-- classified as 192 1 142 0 83 2 20 | a = chest 101 132 135 9 10 3 48 | b = forearm 8 17 384 2 0 4 26 | c = head 7 2 0 392 20 3 15 | d = shin 173 1 9 4 233 7 13 | e = thigh 62 18 207 4 29 109 11 | f = upperarm 24 0 198 28 4 4 183 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1605 52.1273 % Incorrectly Classified Instances 1474 47.8727 % Kappa statistic 0.4415 Mean absolute error 0.1391 Root mean squared error 0.3387 Relative absolute error 56.7858 % Root relative squared error 96.8034 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.408 0.135 0.335 0.408 0.368 0.834 chest 0.314 0.009 0.847 0.314 0.458 0.839 forearm 0.884 0.263 0.36 0.884 0.511 0.908 head 0.88 0.022 0.87 0.88 0.875 0.961 shin 0.543 0.059 0.607 0.543 0.573 0.897 thigh 0.236 0.012 0.765 0.236 0.361 0.693 upperarm 0.383 0.059 0.522 0.383 0.442 0.866 waist Weighted Avg. 0.521 0.08 0.615 0.521 0.513 0.857 === Confusion Matrix === a b c d e f g <-- classified as 179 0 172 1 75 0 12 | a = chest 94 138 124 5 13 5 60 | b = forearm 10 9 389 1 0 4 27 | c = head 8 5 4 387 17 2 17 | d = shin 156 0 7 6 239 15 17 | e = thigh 60 10 199 2 43 104 22 | f = upperarm 28 1 187 43 7 6 169 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1589 51.6077 % Incorrectly Classified Instances 1490 48.3923 % Kappa statistic 0.4354 Mean absolute error 0.1398 Root mean squared error 0.3387 Relative absolute error 57.0756 % Root relative squared error 96.8001 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.144 0.319 0.405 0.357 0.819 chest 0.31 0.011 0.824 0.31 0.45 0.826 forearm 0.859 0.26 0.355 0.859 0.503 0.908 head 0.886 0.022 0.872 0.886 0.879 0.97 shin 0.527 0.058 0.603 0.527 0.562 0.903 thigh 0.243 0.012 0.775 0.243 0.37 0.699 upperarm 0.381 0.058 0.522 0.381 0.44 0.86 waist Weighted Avg. 0.516 0.081 0.61 0.516 0.509 0.855 === Confusion Matrix === a b c d e f g <-- classified as 178 0 156 2 92 3 8 | a = chest 85 136 136 9 8 5 60 | b = forearm 12 16 378 1 1 6 26 | c = head 8 0 4 390 16 2 20 | d = shin 159 2 9 7 232 13 18 | e = thigh 81 11 183 3 33 107 22 | f = upperarm 35 0 198 35 3 2 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1606 52.1598 % Incorrectly Classified Instances 1473 47.8402 % Kappa statistic 0.4419 Mean absolute error 0.1382 Root mean squared error 0.3392 Relative absolute error 56.4359 % Root relative squared error 96.9314 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.449 0.142 0.344 0.449 0.39 0.836 chest 0.319 0.011 0.824 0.319 0.46 0.84 forearm 0.873 0.274 0.347 0.873 0.496 0.908 head 0.9 0.027 0.846 0.9 0.872 0.959 shin 0.511 0.046 0.65 0.511 0.573 0.899 thigh 0.248 0.009 0.826 0.248 0.381 0.692 upperarm 0.351 0.049 0.546 0.351 0.428 0.862 waist Weighted Avg. 0.522 0.08 0.626 0.522 0.514 0.857 === Confusion Matrix === a b c d e f g <-- classified as 197 1 161 1 69 2 8 | a = chest 100 140 122 4 16 8 49 | b = forearm 11 9 384 2 1 4 29 | c = head 18 6 2 396 12 0 6 | d = shin 159 0 14 13 225 8 21 | e = thigh 65 14 210 3 23 109 16 | f = upperarm 22 0 214 49 0 1 155 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1650 53.5888 % Incorrectly Classified Instances 1429 46.4112 % Kappa statistic 0.4585 Mean absolute error 0.1338 Root mean squared error 0.3312 Relative absolute error 54.6419 % Root relative squared error 94.6565 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.45 0.133 0.36 0.45 0.4 0.841 chest 0.358 0.018 0.77 0.358 0.488 0.862 forearm 0.886 0.252 0.37 0.886 0.522 0.919 head 0.88 0.018 0.892 0.88 0.886 0.964 shin 0.515 0.059 0.592 0.515 0.551 0.902 thigh 0.255 0.01 0.812 0.255 0.388 0.702 upperarm 0.408 0.052 0.568 0.408 0.475 0.877 waist Weighted Avg. 0.536 0.077 0.623 0.536 0.53 0.867 === Confusion Matrix === a b c d e f g <-- classified as 198 1 152 0 77 1 11 | a = chest 78 157 116 6 17 4 61 | b = forearm 10 15 390 1 0 3 21 | c = head 4 6 3 387 18 4 18 | d = shin 170 2 8 3 226 13 17 | e = thigh 61 21 203 0 34 112 9 | f = upperarm 29 2 182 37 10 1 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1597 51.8675 % Incorrectly Classified Instances 1482 48.1325 % Kappa statistic 0.4384 Mean absolute error 0.1387 Root mean squared error 0.3396 Relative absolute error 56.6171 % Root relative squared error 97.0402 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.355 0.14 0.297 0.355 0.323 0.813 chest 0.323 0.011 0.826 0.323 0.465 0.835 forearm 0.884 0.271 0.353 0.884 0.504 0.909 head 0.875 0.017 0.895 0.875 0.885 0.973 shin 0.565 0.061 0.608 0.565 0.586 0.903 thigh 0.25 0.009 0.827 0.25 0.384 0.711 upperarm 0.379 0.053 0.542 0.379 0.446 0.862 waist Weighted Avg. 0.519 0.08 0.621 0.519 0.513 0.858 === Confusion Matrix === a b c d e f g <-- classified as 156 1 173 1 98 2 9 | a = chest 82 142 134 6 15 6 54 | b = forearm 9 8 389 0 0 0 34 | c = head 12 3 1 385 17 6 16 | d = shin 158 1 2 5 248 8 17 | e = thigh 71 16 203 1 28 110 11 | f = upperarm 37 1 201 32 2 1 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1625 52.794 % Incorrectly Classified Instances 1453 47.206 % Kappa statistic 0.4493 Mean absolute error 0.1362 Root mean squared error 0.3363 Relative absolute error 55.6334 % Root relative squared error 96.0927 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.139 0.323 0.398 0.356 0.825 chest 0.367 0.014 0.817 0.367 0.506 0.859 forearm 0.905 0.264 0.363 0.905 0.519 0.92 head 0.897 0.02 0.881 0.897 0.889 0.972 shin 0.515 0.063 0.578 0.515 0.545 0.904 thigh 0.239 0.007 0.847 0.239 0.372 0.688 upperarm 0.376 0.044 0.589 0.376 0.459 0.876 waist Weighted Avg. 0.528 0.079 0.628 0.528 0.521 0.863 === Confusion Matrix === a b c d e f g <-- classified as 175 3 154 0 93 3 12 | a = chest 83 161 130 2 12 6 45 | b = forearm 9 10 398 1 0 0 22 | c = head 8 8 3 394 17 2 7 | d = shin 173 1 5 8 226 8 18 | e = thigh 66 13 209 1 34 105 12 | f = upperarm 28 1 196 41 9 0 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1558 50.6173 % Incorrectly Classified Instances 1520 49.3827 % Kappa statistic 0.4238 Mean absolute error 0.1416 Root mean squared error 0.3425 Relative absolute error 57.8353 % Root relative squared error 97.8799 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.386 0.149 0.301 0.386 0.339 0.816 chest 0.278 0.011 0.803 0.278 0.413 0.813 forearm 0.87 0.273 0.347 0.87 0.496 0.901 head 0.913 0.022 0.876 0.913 0.894 0.979 shin 0.47 0.058 0.577 0.47 0.518 0.896 thigh 0.239 0.011 0.789 0.239 0.367 0.701 upperarm 0.385 0.052 0.552 0.385 0.454 0.868 waist Weighted Avg. 0.506 0.082 0.606 0.506 0.497 0.854 === Confusion Matrix === a b c d e f g <-- classified as 170 2 164 0 93 2 9 | a = chest 114 122 140 2 12 4 45 | b = forearm 14 11 383 2 0 4 26 | c = head 8 2 1 401 10 1 16 | d = shin 181 0 8 3 207 16 25 | e = thigh 56 15 215 1 30 105 17 | f = upperarm 21 0 193 49 7 1 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1586 51.527 % Incorrectly Classified Instances 1492 48.473 % Kappa statistic 0.4345 Mean absolute error 0.1389 Root mean squared error 0.3401 Relative absolute error 56.7079 % Root relative squared error 97.1809 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.364 0.142 0.3 0.364 0.329 0.81 chest 0.32 0.01 0.838 0.32 0.463 0.84 forearm 0.9 0.26 0.366 0.9 0.52 0.922 head 0.904 0.023 0.865 0.904 0.884 0.98 shin 0.48 0.064 0.554 0.48 0.514 0.878 thigh 0.236 0.008 0.839 0.236 0.369 0.709 upperarm 0.404 0.058 0.538 0.404 0.461 0.872 waist Weighted Avg. 0.515 0.081 0.614 0.515 0.506 0.859 === Confusion Matrix === a b c d e f g <-- classified as 160 1 151 1 111 1 15 | a = chest 94 140 132 5 8 7 52 | b = forearm 8 5 396 3 0 0 28 | c = head 8 3 2 397 14 1 14 | d = shin 174 2 11 6 211 9 27 | e = thigh 66 16 198 3 36 104 17 | f = upperarm 24 0 192 44 1 2 178 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1608 52.2247 % Incorrectly Classified Instances 1471 47.7753 % Kappa statistic 0.4426 Mean absolute error 0.1388 Root mean squared error 0.3386 Relative absolute error 56.6689 % Root relative squared error 96.7503 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.418 0.143 0.327 0.418 0.367 0.826 chest 0.313 0.014 0.792 0.313 0.448 0.822 forearm 0.884 0.267 0.356 0.884 0.507 0.915 head 0.907 0.019 0.891 0.907 0.899 0.976 shin 0.489 0.052 0.613 0.489 0.544 0.892 thigh 0.25 0.011 0.797 0.25 0.381 0.696 upperarm 0.395 0.053 0.556 0.395 0.462 0.869 waist Weighted Avg. 0.522 0.08 0.619 0.522 0.515 0.857 === Confusion Matrix === a b c d e f g <-- classified as 184 1 153 0 87 1 14 | a = chest 93 137 142 4 7 6 49 | b = forearm 7 13 389 2 0 0 29 | c = head 10 2 2 399 7 8 12 | d = shin 180 1 9 3 215 13 19 | e = thigh 64 18 200 2 30 110 16 | f = upperarm 24 1 199 38 5 0 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1643 53.3615 % Incorrectly Classified Instances 1436 46.6385 % Kappa statistic 0.4558 Mean absolute error 0.1351 Root mean squared error 0.3337 Relative absolute error 55.1808 % Root relative squared error 95.3646 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.452 0.143 0.345 0.452 0.391 0.835 chest 0.34 0.008 0.882 0.34 0.491 0.851 forearm 0.891 0.263 0.362 0.891 0.514 0.911 head 0.918 0.023 0.869 0.918 0.893 0.984 shin 0.49 0.049 0.623 0.49 0.548 0.895 thigh 0.245 0.009 0.818 0.245 0.378 0.695 upperarm 0.397 0.049 0.576 0.397 0.47 0.876 waist Weighted Avg. 0.534 0.078 0.639 0.534 0.526 0.864 === Confusion Matrix === a b c d e f g <-- classified as 199 1 156 0 71 4 9 | a = chest 95 149 130 6 11 3 44 | b = forearm 10 9 393 2 0 2 25 | c = head 5 2 1 404 13 3 12 | d = shin 173 0 12 6 215 11 22 | e = thigh 68 8 205 1 33 108 17 | f = upperarm 27 0 190 46 2 1 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1583 51.4128 % Incorrectly Classified Instances 1496 48.5872 % Kappa statistic 0.4331 Mean absolute error 0.1396 Root mean squared error 0.3402 Relative absolute error 57.0003 % Root relative squared error 97.2211 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.395 0.147 0.31 0.395 0.348 0.816 chest 0.315 0.009 0.852 0.315 0.46 0.84 forearm 0.868 0.262 0.356 0.868 0.505 0.909 head 0.895 0.018 0.891 0.895 0.893 0.964 shin 0.519 0.064 0.573 0.519 0.545 0.888 thigh 0.211 0.009 0.802 0.211 0.335 0.664 upperarm 0.392 0.058 0.532 0.392 0.452 0.872 waist Weighted Avg. 0.514 0.081 0.616 0.514 0.505 0.85 === Confusion Matrix === a b c d e f g <-- classified as 174 1 158 0 97 3 7 | a = chest 97 138 119 9 14 4 57 | b = forearm 12 11 383 0 1 2 32 | c = head 10 2 1 394 19 3 11 | d = shin 167 1 7 5 228 9 22 | e = thigh 71 8 215 0 30 93 23 | f = upperarm 30 1 192 34 9 2 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1612 52.3547 % Incorrectly Classified Instances 1467 47.6453 % Kappa statistic 0.4441 Mean absolute error 0.1371 Root mean squared error 0.3379 Relative absolute error 55.9745 % Root relative squared error 96.5574 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.132 0.34 0.409 0.372 0.835 chest 0.321 0.014 0.797 0.321 0.458 0.838 forearm 0.861 0.277 0.341 0.861 0.489 0.903 head 0.905 0.02 0.882 0.905 0.893 0.968 shin 0.517 0.047 0.645 0.517 0.574 0.913 thigh 0.273 0.011 0.805 0.273 0.407 0.702 upperarm 0.379 0.054 0.539 0.379 0.445 0.866 waist Weighted Avg. 0.524 0.079 0.621 0.524 0.52 0.861 === Confusion Matrix === a b c d e f g <-- classified as 180 1 168 1 74 1 15 | a = chest 73 141 138 7 10 9 61 | b = forearm 14 14 379 0 0 5 28 | c = head 7 6 5 398 11 2 11 | d = shin 174 1 4 6 227 10 17 | e = thigh 59 14 206 3 27 120 11 | f = upperarm 22 0 211 36 3 2 167 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1593 51.7376 % Incorrectly Classified Instances 1486 48.2624 % Kappa statistic 0.4369 Mean absolute error 0.1398 Root mean squared error 0.3406 Relative absolute error 57.1044 % Root relative squared error 97.3273 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.43 0.14 0.339 0.43 0.379 0.832 chest 0.298 0.014 0.78 0.298 0.432 0.837 forearm 0.868 0.269 0.35 0.868 0.499 0.906 head 0.877 0.02 0.879 0.877 0.878 0.966 shin 0.523 0.054 0.617 0.523 0.566 0.899 thigh 0.259 0.008 0.851 0.259 0.397 0.703 upperarm 0.367 0.059 0.511 0.367 0.427 0.85 waist Weighted Avg. 0.517 0.08 0.618 0.517 0.511 0.856 === Confusion Matrix === a b c d e f g <-- classified as 189 0 161 1 78 0 11 | a = chest 99 131 128 5 15 5 56 | b = forearm 13 8 382 2 0 3 32 | c = head 9 2 3 385 16 1 23 | d = shin 158 0 12 8 230 10 22 | e = thigh 67 25 194 0 29 114 11 | f = upperarm 23 2 211 37 5 1 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1585 51.4778 % Incorrectly Classified Instances 1494 48.5222 % Kappa statistic 0.4339 Mean absolute error 0.1389 Root mean squared error 0.3388 Relative absolute error 56.6979 % Root relative squared error 96.8332 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.37 0.149 0.293 0.37 0.327 0.822 chest 0.335 0.012 0.826 0.335 0.476 0.841 forearm 0.9 0.253 0.373 0.9 0.527 0.92 head 0.866 0.022 0.868 0.866 0.867 0.961 shin 0.484 0.065 0.555 0.484 0.517 0.889 thigh 0.268 0.014 0.766 0.268 0.397 0.719 upperarm 0.381 0.052 0.551 0.381 0.45 0.864 waist Weighted Avg. 0.515 0.081 0.604 0.515 0.509 0.859 === Confusion Matrix === a b c d e f g <-- classified as 163 1 157 1 102 2 14 | a = chest 96 147 124 5 17 4 46 | b = forearm 9 10 396 2 0 4 19 | c = head 13 4 0 380 20 5 17 | d = shin 175 0 6 6 213 19 21 | e = thigh 62 15 194 2 29 118 20 | f = upperarm 39 1 186 42 3 2 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1568 50.9256 % Incorrectly Classified Instances 1511 49.0744 % Kappa statistic 0.4275 Mean absolute error 0.1408 Root mean squared error 0.3426 Relative absolute error 57.4743 % Root relative squared error 97.8943 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.38 0.147 0.301 0.38 0.336 0.817 chest 0.326 0.013 0.808 0.326 0.464 0.843 forearm 0.864 0.259 0.357 0.864 0.505 0.91 head 0.891 0.023 0.865 0.891 0.878 0.974 shin 0.5 0.064 0.567 0.5 0.531 0.897 thigh 0.216 0.01 0.779 0.216 0.338 0.694 upperarm 0.39 0.056 0.536 0.39 0.451 0.867 waist Weighted Avg. 0.509 0.082 0.602 0.509 0.5 0.857 === Confusion Matrix === a b c d e f g <-- classified as 167 1 166 1 90 1 14 | a = chest 98 143 124 5 16 5 48 | b = forearm 6 11 380 0 1 4 38 | c = head 7 8 0 391 16 5 12 | d = shin 176 1 4 9 220 10 20 | e = thigh 76 13 194 4 41 95 17 | f = upperarm 25 0 196 42 4 2 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1643 53.3788 % Incorrectly Classified Instances 1435 46.6212 % Kappa statistic 0.4561 Mean absolute error 0.1347 Root mean squared error 0.3337 Relative absolute error 55.0014 % Root relative squared error 95.3615 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.419 0.139 0.335 0.419 0.372 0.829 chest 0.335 0.012 0.826 0.335 0.476 0.85 forearm 0.898 0.251 0.374 0.898 0.528 0.918 head 0.907 0.023 0.867 0.907 0.886 0.972 shin 0.564 0.057 0.623 0.564 0.592 0.911 thigh 0.248 0.009 0.826 0.248 0.381 0.707 upperarm 0.367 0.054 0.531 0.367 0.434 0.866 waist Weighted Avg. 0.534 0.078 0.626 0.534 0.524 0.865 === Confusion Matrix === a b c d e f g <-- classified as 184 1 150 1 89 4 10 | a = chest 99 147 107 5 9 7 65 | b = forearm 10 9 395 2 0 1 23 | c = head 10 3 2 398 13 1 12 | d = shin 149 4 8 5 248 9 17 | e = thigh 75 13 190 1 36 109 16 | f = upperarm 23 1 204 47 3 1 162 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1616 52.5016 % Incorrectly Classified Instances 1462 47.4984 % Kappa statistic 0.4458 Mean absolute error 0.1369 Root mean squared error 0.3363 Relative absolute error 55.9134 % Root relative squared error 96.0969 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.131 0.339 0.405 0.369 0.819 chest 0.303 0.014 0.778 0.303 0.436 0.837 forearm 0.891 0.27 0.355 0.891 0.508 0.917 head 0.884 0.022 0.868 0.884 0.876 0.97 shin 0.561 0.052 0.642 0.561 0.599 0.906 thigh 0.223 0.009 0.797 0.223 0.348 0.697 upperarm 0.408 0.055 0.556 0.408 0.471 0.879 waist Weighted Avg. 0.525 0.079 0.619 0.525 0.515 0.861 === Confusion Matrix === a b c d e f g <-- classified as 178 2 163 1 82 3 10 | a = chest 79 133 149 6 9 3 60 | b = forearm 10 10 392 1 0 2 25 | c = head 11 2 2 388 15 5 16 | d = shin 148 1 9 7 247 8 20 | e = thigh 73 22 203 3 28 98 13 | f = upperarm 26 1 185 41 4 4 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1611 52.3392 % Incorrectly Classified Instances 1467 47.6608 % Kappa statistic 0.4439 Mean absolute error 0.1372 Root mean squared error 0.3372 Relative absolute error 56.0436 % Root relative squared error 96.3517 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.403 0.133 0.336 0.403 0.366 0.828 chest 0.303 0.015 0.769 0.303 0.435 0.835 forearm 0.884 0.274 0.35 0.884 0.501 0.909 head 0.891 0.022 0.871 0.891 0.881 0.97 shin 0.532 0.059 0.602 0.532 0.565 0.905 thigh 0.248 0.009 0.82 0.248 0.381 0.714 upperarm 0.401 0.044 0.604 0.401 0.482 0.879 waist Weighted Avg. 0.523 0.079 0.621 0.523 0.516 0.863 === Confusion Matrix === a b c d e f g <-- classified as 177 1 163 0 86 1 11 | a = chest 94 133 158 4 9 3 38 | b = forearm 4 17 389 2 3 3 22 | c = head 8 3 2 392 20 2 13 | d = shin 157 1 9 10 234 11 18 | e = thigh 59 16 207 3 31 109 14 | f = upperarm 28 2 185 39 6 4 177 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1643 53.3615 % Incorrectly Classified Instances 1436 46.6385 % Kappa statistic 0.4559 Mean absolute error 0.1352 Root mean squared error 0.3338 Relative absolute error 55.1869 % Root relative squared error 95.3804 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.43 0.148 0.326 0.43 0.371 0.823 chest 0.349 0.014 0.81 0.349 0.488 0.841 forearm 0.893 0.245 0.378 0.893 0.531 0.921 head 0.886 0.022 0.871 0.886 0.878 0.962 shin 0.53 0.055 0.615 0.53 0.569 0.895 thigh 0.236 0.007 0.852 0.236 0.37 0.699 upperarm 0.41 0.053 0.564 0.41 0.475 0.873 waist Weighted Avg. 0.534 0.078 0.631 0.534 0.526 0.859 === Confusion Matrix === a b c d e f g <-- classified as 189 1 142 0 92 2 14 | a = chest 101 153 113 4 9 5 53 | b = forearm 15 8 393 0 0 1 23 | c = head 10 9 3 390 11 3 14 | d = shin 171 2 6 7 233 6 15 | e = thigh 71 15 199 2 28 104 21 | f = upperarm 23 1 184 45 6 1 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1629 52.9068 % Incorrectly Classified Instances 1450 47.0932 % Kappa statistic 0.4505 Mean absolute error 0.1361 Root mean squared error 0.3365 Relative absolute error 55.5699 % Root relative squared error 96.1745 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.434 0.133 0.352 0.434 0.389 0.838 chest 0.336 0.013 0.808 0.336 0.474 0.852 forearm 0.893 0.252 0.372 0.893 0.525 0.918 head 0.884 0.022 0.87 0.884 0.877 0.975 shin 0.549 0.061 0.6 0.549 0.573 0.894 thigh 0.236 0.009 0.813 0.236 0.366 0.703 upperarm 0.37 0.058 0.514 0.37 0.43 0.868 waist Weighted Avg. 0.529 0.079 0.618 0.529 0.519 0.864 === Confusion Matrix === a b c d e f g <-- classified as 191 1 136 0 94 4 14 | a = chest 90 147 118 7 8 7 61 | b = forearm 6 10 394 1 0 2 28 | c = head 9 2 3 389 21 1 15 | d = shin 144 0 15 11 241 8 20 | e = thigh 71 22 192 1 34 104 16 | f = upperarm 32 0 202 38 4 2 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1611 52.3222 % Incorrectly Classified Instances 1468 47.6778 % Kappa statistic 0.4437 Mean absolute error 0.1376 Root mean squared error 0.3385 Relative absolute error 56.1987 % Root relative squared error 96.7341 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.423 0.133 0.346 0.423 0.381 0.832 chest 0.295 0.012 0.796 0.295 0.43 0.823 forearm 0.891 0.272 0.354 0.891 0.507 0.915 head 0.902 0.022 0.871 0.902 0.886 0.967 shin 0.517 0.05 0.634 0.517 0.57 0.906 thigh 0.264 0.009 0.829 0.264 0.4 0.715 upperarm 0.37 0.058 0.516 0.37 0.431 0.864 waist Weighted Avg. 0.523 0.08 0.621 0.523 0.515 0.86 === Confusion Matrix === a b c d e f g <-- classified as 186 2 165 1 73 1 12 | a = chest 78 129 140 9 10 7 65 | b = forearm 8 12 393 1 0 3 24 | c = head 10 3 2 397 14 1 13 | d = shin 167 0 7 4 227 11 23 | e = thigh 58 16 203 0 31 116 16 | f = upperarm 30 0 200 44 3 1 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1635 53.1017 % Incorrectly Classified Instances 1444 46.8983 % Kappa statistic 0.4528 Mean absolute error 0.1349 Root mean squared error 0.3344 Relative absolute error 55.0753 % Root relative squared error 95.5626 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.443 0.136 0.353 0.443 0.393 0.842 chest 0.323 0.011 0.835 0.323 0.466 0.844 forearm 0.873 0.263 0.356 0.873 0.506 0.915 head 0.918 0.022 0.874 0.918 0.896 0.98 shin 0.517 0.056 0.604 0.517 0.557 0.902 thigh 0.243 0.008 0.836 0.243 0.377 0.71 upperarm 0.399 0.052 0.564 0.399 0.467 0.868 waist Weighted Avg. 0.531 0.078 0.632 0.531 0.523 0.866 === Confusion Matrix === a b c d e f g <-- classified as 195 0 150 1 81 1 12 | a = chest 77 142 145 6 17 6 46 | b = forearm 12 13 384 0 0 2 29 | c = head 3 3 0 404 10 1 19 | d = shin 176 0 14 3 227 9 10 | e = thigh 67 12 195 3 36 107 20 | f = upperarm 23 0 190 45 5 2 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1631 52.9717 % Incorrectly Classified Instances 1448 47.0283 % Kappa statistic 0.4513 Mean absolute error 0.1347 Root mean squared error 0.3335 Relative absolute error 55.0122 % Root relative squared error 95.311 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.398 0.142 0.318 0.398 0.353 0.831 chest 0.346 0.014 0.8 0.346 0.483 0.852 forearm 0.877 0.249 0.37 0.877 0.521 0.914 head 0.916 0.025 0.859 0.916 0.887 0.973 shin 0.52 0.061 0.589 0.52 0.552 0.896 thigh 0.237 0.011 0.776 0.237 0.363 0.702 upperarm 0.413 0.046 0.599 0.413 0.489 0.889 waist Weighted Avg. 0.53 0.078 0.616 0.53 0.521 0.865 === Confusion Matrix === a b c d e f g <-- classified as 175 1 161 1 92 1 9 | a = chest 92 152 126 5 15 5 44 | b = forearm 10 11 386 1 0 4 28 | c = head 7 5 0 403 13 5 7 | d = shin 165 0 7 6 229 15 18 | e = thigh 81 21 181 1 35 104 16 | f = upperarm 21 0 181 52 5 0 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1572 51.0555 % Incorrectly Classified Instances 1507 48.9445 % Kappa statistic 0.429 Mean absolute error 0.1407 Root mean squared error 0.3417 Relative absolute error 57.4436 % Root relative squared error 97.6603 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.37 0.139 0.307 0.37 0.336 0.817 chest 0.278 0.013 0.782 0.278 0.41 0.827 forearm 0.861 0.274 0.344 0.861 0.492 0.905 head 0.879 0.019 0.885 0.879 0.882 0.972 shin 0.559 0.057 0.62 0.559 0.588 0.904 thigh 0.257 0.009 0.831 0.257 0.392 0.708 upperarm 0.37 0.06 0.506 0.37 0.427 0.855 waist Weighted Avg. 0.511 0.082 0.611 0.511 0.504 0.856 === Confusion Matrix === a b c d e f g <-- classified as 163 1 172 3 88 1 12 | a = chest 101 122 137 5 9 4 61 | b = forearm 11 13 379 2 0 2 33 | c = head 9 2 4 386 14 5 19 | d = shin 153 0 7 8 246 7 19 | e = thigh 66 14 196 3 33 113 15 | f = upperarm 28 4 206 29 7 4 163 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1585 51.4778 % Incorrectly Classified Instances 1494 48.5222 % Kappa statistic 0.4339 Mean absolute error 0.1394 Root mean squared error 0.3399 Relative absolute error 56.9045 % Root relative squared error 97.1479 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.395 0.142 0.317 0.395 0.352 0.823 chest 0.305 0.011 0.822 0.305 0.445 0.825 forearm 0.886 0.275 0.349 0.886 0.501 0.909 head 0.897 0.019 0.887 0.897 0.892 0.968 shin 0.495 0.055 0.599 0.495 0.542 0.89 thigh 0.225 0.009 0.798 0.225 0.351 0.692 upperarm 0.399 0.054 0.553 0.399 0.464 0.869 waist Weighted Avg. 0.515 0.081 0.618 0.515 0.507 0.854 === Confusion Matrix === a b c d e f g <-- classified as 174 0 167 0 89 2 8 | a = chest 81 134 137 6 16 3 62 | b = forearm 8 12 390 3 1 3 23 | c = head 7 2 2 394 14 4 16 | d = shin 175 1 7 5 218 11 23 | e = thigh 75 14 219 1 22 99 10 | f = upperarm 29 0 195 35 4 2 176 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1587 51.5595 % Incorrectly Classified Instances 1491 48.4405 % Kappa statistic 0.4349 Mean absolute error 0.1401 Root mean squared error 0.34 Relative absolute error 57.2001 % Root relative squared error 97.1507 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.374 0.14 0.308 0.374 0.337 0.813 chest 0.289 0.01 0.825 0.289 0.428 0.847 forearm 0.911 0.28 0.352 0.911 0.508 0.912 head 0.907 0.018 0.892 0.907 0.899 0.979 shin 0.5 0.053 0.611 0.5 0.55 0.906 thigh 0.248 0.014 0.741 0.248 0.371 0.675 upperarm 0.381 0.049 0.564 0.381 0.455 0.867 waist Weighted Avg. 0.516 0.081 0.613 0.516 0.507 0.857 === Confusion Matrix === a b c d e f g <-- classified as 164 1 174 1 81 3 15 | a = chest 101 127 144 5 9 7 46 | b = forearm 9 7 401 2 0 3 18 | c = head 6 4 1 398 15 3 12 | d = shin 167 2 6 7 220 16 22 | e = thigh 57 13 209 2 33 109 17 | f = upperarm 29 0 205 31 2 6 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1612 52.3717 % Incorrectly Classified Instances 1466 47.6283 % Kappa statistic 0.4443 Mean absolute error 0.1371 Root mean squared error 0.3366 Relative absolute error 55.9805 % Root relative squared error 96.1939 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.431 0.141 0.336 0.431 0.378 0.833 chest 0.344 0.011 0.834 0.344 0.487 0.844 forearm 0.873 0.263 0.357 0.873 0.506 0.917 head 0.902 0.022 0.874 0.902 0.888 0.968 shin 0.484 0.058 0.584 0.484 0.529 0.898 thigh 0.261 0.01 0.81 0.261 0.395 0.725 upperarm 0.372 0.051 0.55 0.372 0.444 0.868 waist Weighted Avg. 0.524 0.079 0.621 0.524 0.518 0.865 === Confusion Matrix === a b c d e f g <-- classified as 189 1 145 0 91 1 12 | a = chest 94 151 133 6 14 4 37 | b = forearm 7 8 384 1 0 3 37 | c = head 11 2 4 396 15 2 9 | d = shin 169 3 6 9 213 14 26 | e = thigh 62 15 203 2 30 115 13 | f = upperarm 30 1 202 39 2 3 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1557 50.5848 % Incorrectly Classified Instances 1521 49.4152 % Kappa statistic 0.4235 Mean absolute error 0.1417 Root mean squared error 0.3428 Relative absolute error 57.8771 % Root relative squared error 97.9577 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.378 0.157 0.286 0.378 0.326 0.81 chest 0.33 0.013 0.806 0.33 0.468 0.84 forearm 0.866 0.272 0.347 0.866 0.495 0.902 head 0.861 0.02 0.875 0.861 0.868 0.958 shin 0.5 0.059 0.587 0.5 0.54 0.908 thigh 0.216 0.006 0.864 0.216 0.345 0.679 upperarm 0.39 0.05 0.568 0.39 0.462 0.868 waist Weighted Avg. 0.506 0.082 0.619 0.506 0.501 0.852 === Confusion Matrix === a b c d e f g <-- classified as 166 2 182 0 78 0 11 | a = chest 106 145 126 3 10 2 47 | b = forearm 8 18 381 4 0 1 28 | c = head 18 1 0 378 21 3 18 | d = shin 184 0 7 3 220 9 17 | e = thigh 73 12 209 5 36 95 10 | f = upperarm 25 2 193 39 10 0 172 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1608 52.2247 % Incorrectly Classified Instances 1471 47.7753 % Kappa statistic 0.4426 Mean absolute error 0.1372 Root mean squared error 0.337 Relative absolute error 56.0358 % Root relative squared error 96.3167 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.418 0.138 0.336 0.418 0.372 0.839 chest 0.33 0.012 0.824 0.33 0.472 0.838 forearm 0.875 0.271 0.35 0.875 0.5 0.911 head 0.882 0.027 0.845 0.882 0.863 0.96 shin 0.539 0.05 0.644 0.539 0.587 0.907 thigh 0.223 0.007 0.838 0.223 0.352 0.694 upperarm 0.39 0.053 0.553 0.39 0.457 0.862 waist Weighted Avg. 0.522 0.08 0.627 0.522 0.515 0.859 === Confusion Matrix === a b c d e f g <-- classified as 184 0 174 0 70 1 11 | a = chest 94 145 127 10 13 2 48 | b = forearm 8 12 385 3 0 4 28 | c = head 11 5 2 387 16 1 17 | d = shin 160 2 7 8 237 10 16 | e = thigh 67 12 213 4 27 98 19 | f = upperarm 24 0 193 46 5 1 172 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1574 51.1205 % Incorrectly Classified Instances 1505 48.8795 % Kappa statistic 0.4297 Mean absolute error 0.1412 Root mean squared error 0.3436 Relative absolute error 57.6714 % Root relative squared error 98.1836 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.414 0.148 0.318 0.414 0.36 0.815 chest 0.305 0.015 0.775 0.305 0.438 0.833 forearm 0.882 0.274 0.349 0.882 0.5 0.907 head 0.913 0.02 0.881 0.913 0.897 0.981 shin 0.464 0.054 0.59 0.464 0.519 0.887 thigh 0.243 0.009 0.817 0.243 0.375 0.709 upperarm 0.358 0.05 0.545 0.358 0.432 0.853 waist Weighted Avg. 0.511 0.082 0.61 0.511 0.503 0.855 === Confusion Matrix === a b c d e f g <-- classified as 182 2 155 0 86 4 11 | a = chest 94 134 147 5 12 3 44 | b = forearm 7 10 388 2 1 4 28 | c = head 7 4 1 401 11 2 13 | d = shin 182 2 10 6 204 9 27 | e = thigh 80 19 194 1 30 107 9 | f = upperarm 20 2 217 40 2 2 158 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1643 53.3615 % Incorrectly Classified Instances 1436 46.6385 % Kappa statistic 0.4559 Mean absolute error 0.1345 Root mean squared error 0.3334 Relative absolute error 54.9109 % Root relative squared error 95.2852 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.411 0.149 0.315 0.411 0.357 0.827 chest 0.333 0.01 0.849 0.333 0.478 0.835 forearm 0.87 0.247 0.37 0.87 0.519 0.912 head 0.911 0.023 0.868 0.911 0.889 0.972 shin 0.541 0.051 0.638 0.541 0.585 0.898 thigh 0.282 0.009 0.844 0.282 0.423 0.727 upperarm 0.385 0.055 0.541 0.385 0.45 0.872 waist Weighted Avg. 0.534 0.078 0.632 0.534 0.529 0.863 === Confusion Matrix === a b c d e f g <-- classified as 181 0 158 2 79 3 17 | a = chest 105 146 116 6 10 6 50 | b = forearm 8 9 383 2 0 4 34 | c = head 15 1 0 401 11 2 10 | d = shin 166 0 9 3 238 6 18 | e = thigh 71 16 180 2 31 124 15 | f = upperarm 29 0 190 46 4 2 170 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1617 52.5171 % Incorrectly Classified Instances 1462 47.4829 % Kappa statistic 0.446 Mean absolute error 0.1367 Root mean squared error 0.3361 Relative absolute error 55.806 % Root relative squared error 96.0365 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.412 0.13 0.345 0.412 0.376 0.834 chest 0.305 0.015 0.77 0.305 0.437 0.845 forearm 0.895 0.266 0.36 0.895 0.513 0.922 head 0.884 0.02 0.878 0.884 0.881 0.974 shin 0.545 0.058 0.609 0.545 0.576 0.91 thigh 0.223 0.009 0.81 0.223 0.349 0.709 upperarm 0.41 0.056 0.552 0.41 0.471 0.873 waist Weighted Avg. 0.525 0.079 0.618 0.525 0.515 0.867 === Confusion Matrix === a b c d e f g <-- classified as 181 1 165 1 82 0 9 | a = chest 81 134 139 3 13 7 62 | b = forearm 11 9 394 1 0 2 23 | c = head 4 7 2 389 22 1 15 | d = shin 152 0 11 7 240 10 20 | e = thigh 65 22 198 2 37 98 18 | f = upperarm 30 1 186 40 0 3 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1603 52.0624 % Incorrectly Classified Instances 1476 47.9376 % Kappa statistic 0.4407 Mean absolute error 0.1381 Root mean squared error 0.3387 Relative absolute error 56.3781 % Root relative squared error 96.8044 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.15 0.31 0.405 0.351 0.824 chest 0.333 0.013 0.807 0.333 0.471 0.84 forearm 0.891 0.258 0.366 0.891 0.519 0.913 head 0.884 0.024 0.859 0.884 0.871 0.964 shin 0.5 0.056 0.598 0.5 0.545 0.887 thigh 0.266 0.008 0.842 0.266 0.404 0.69 upperarm 0.365 0.049 0.553 0.365 0.44 0.868 waist Weighted Avg. 0.521 0.08 0.619 0.521 0.514 0.855 === Confusion Matrix === a b c d e f g <-- classified as 178 1 151 2 96 1 10 | a = chest 106 146 114 6 11 6 50 | b = forearm 9 13 392 2 1 1 22 | c = head 16 4 2 389 11 4 14 | d = shin 176 1 9 6 220 9 19 | e = thigh 67 15 200 4 22 117 15 | f = upperarm 23 1 204 44 7 1 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1612 52.3547 % Incorrectly Classified Instances 1467 47.6453 % Kappa statistic 0.4441 Mean absolute error 0.1372 Root mean squared error 0.3367 Relative absolute error 56.0053 % Root relative squared error 96.2231 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.399 0.142 0.318 0.399 0.354 0.826 chest 0.314 0.008 0.868 0.314 0.462 0.836 forearm 0.893 0.263 0.362 0.893 0.515 0.917 head 0.916 0.019 0.892 0.916 0.904 0.972 shin 0.489 0.056 0.592 0.489 0.535 0.899 thigh 0.245 0.009 0.812 0.245 0.377 0.699 upperarm 0.408 0.058 0.539 0.408 0.465 0.875 waist Weighted Avg. 0.524 0.079 0.626 0.524 0.516 0.86 === Confusion Matrix === a b c d e f g <-- classified as 175 1 163 1 86 0 13 | a = chest 88 138 136 4 12 7 54 | b = forearm 8 9 393 0 0 0 30 | c = head 6 2 2 403 8 5 14 | d = shin 179 0 5 5 215 10 26 | e = thigh 66 8 202 0 39 108 17 | f = upperarm 29 1 186 39 3 3 180 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1606 52.1598 % Incorrectly Classified Instances 1473 47.8402 % Kappa statistic 0.4418 Mean absolute error 0.1377 Root mean squared error 0.3361 Relative absolute error 56.2341 % Root relative squared error 96.0432 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.384 0.122 0.345 0.384 0.363 0.833 chest 0.329 0.013 0.804 0.329 0.467 0.835 forearm 0.864 0.268 0.35 0.864 0.498 0.91 head 0.88 0.022 0.87 0.88 0.875 0.961 shin 0.55 0.061 0.6 0.55 0.574 0.897 thigh 0.227 0.01 0.787 0.227 0.353 0.683 upperarm 0.417 0.063 0.527 0.417 0.466 0.873 waist Weighted Avg. 0.522 0.08 0.612 0.522 0.514 0.856 === Confusion Matrix === a b c d e f g <-- classified as 169 0 158 0 99 2 12 | a = chest 82 144 128 8 11 3 62 | b = forearm 10 13 380 1 0 2 34 | c = head 7 4 5 387 13 6 18 | d = shin 145 2 11 13 242 10 17 | e = thigh 60 16 215 0 27 100 22 | f = upperarm 17 0 189 36 11 4 184 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1601 52.0143 % Incorrectly Classified Instances 1477 47.9857 % Kappa statistic 0.4401 Mean absolute error 0.1387 Root mean squared error 0.3398 Relative absolute error 56.6293 % Root relative squared error 97.1185 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.425 0.152 0.318 0.425 0.364 0.818 chest 0.317 0.012 0.813 0.317 0.456 0.836 forearm 0.887 0.261 0.363 0.887 0.515 0.918 head 0.893 0.018 0.893 0.893 0.893 0.973 shin 0.503 0.064 0.568 0.503 0.534 0.891 thigh 0.255 0.007 0.862 0.255 0.393 0.706 upperarm 0.361 0.047 0.562 0.361 0.439 0.868 waist Weighted Avg. 0.52 0.08 0.625 0.52 0.513 0.859 === Confusion Matrix === a b c d e f g <-- classified as 187 0 146 0 95 0 12 | a = chest 92 139 140 6 15 5 41 | b = forearm 11 7 391 2 0 2 28 | c = head 10 4 2 392 15 4 12 | d = shin 177 2 5 4 221 5 25 | e = thigh 77 17 193 3 32 112 6 | f = upperarm 34 2 201 32 11 2 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1568 50.9422 % Incorrectly Classified Instances 1510 49.0578 % Kappa statistic 0.4276 Mean absolute error 0.1395 Root mean squared error 0.3404 Relative absolute error 56.9786 % Root relative squared error 97.2804 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.38 0.147 0.3 0.38 0.335 0.816 chest 0.326 0.014 0.794 0.326 0.463 0.854 forearm 0.878 0.276 0.347 0.878 0.497 0.908 head 0.863 0.016 0.898 0.863 0.88 0.968 shin 0.51 0.063 0.573 0.51 0.54 0.904 thigh 0.214 0.011 0.77 0.214 0.335 0.68 upperarm 0.395 0.044 0.598 0.395 0.475 0.88 waist Weighted Avg. 0.509 0.082 0.611 0.509 0.503 0.859 === Confusion Matrix === a b c d e f g <-- classified as 167 1 171 0 88 4 9 | a = chest 99 143 132 4 11 8 41 | b = forearm 10 16 387 1 0 4 23 | c = head 9 2 0 379 31 1 17 | d = shin 177 0 8 6 224 10 14 | e = thigh 66 18 214 1 34 94 13 | f = upperarm 28 0 204 31 3 1 174 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1615 52.4691 % Incorrectly Classified Instances 1463 47.5309 % Kappa statistic 0.4455 Mean absolute error 0.1374 Root mean squared error 0.3368 Relative absolute error 56.0965 % Root relative squared error 96.2371 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.134 0.335 0.405 0.366 0.829 chest 0.303 0.012 0.806 0.303 0.44 0.839 forearm 0.868 0.265 0.353 0.868 0.502 0.907 head 0.923 0.02 0.884 0.923 0.903 0.976 shin 0.558 0.055 0.628 0.558 0.591 0.915 thigh 0.255 0.014 0.757 0.255 0.381 0.71 upperarm 0.363 0.054 0.528 0.363 0.43 0.868 waist Weighted Avg. 0.525 0.079 0.613 0.525 0.516 0.863 === Confusion Matrix === a b c d e f g <-- classified as 178 4 163 0 78 3 14 | a = chest 88 133 135 3 8 5 67 | b = forearm 12 14 382 1 2 4 25 | c = head 7 3 1 405 14 2 7 | d = shin 149 1 5 5 245 20 14 | e = thigh 59 9 202 2 40 112 16 | f = upperarm 39 1 194 42 3 2 160 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1570 50.9906 % Incorrectly Classified Instances 1509 49.0094 % Kappa statistic 0.4282 Mean absolute error 0.1405 Root mean squared error 0.3414 Relative absolute error 57.3773 % Root relative squared error 97.5577 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.393 0.138 0.323 0.393 0.355 0.825 chest 0.296 0.016 0.76 0.296 0.426 0.83 forearm 0.864 0.275 0.343 0.864 0.491 0.902 head 0.895 0.022 0.87 0.895 0.882 0.974 shin 0.506 0.054 0.608 0.506 0.552 0.891 thigh 0.241 0.009 0.809 0.241 0.371 0.694 upperarm 0.374 0.057 0.522 0.374 0.436 0.863 waist Weighted Avg. 0.51 0.082 0.605 0.51 0.502 0.854 === Confusion Matrix === a b c d e f g <-- classified as 173 2 160 1 89 1 14 | a = chest 76 130 160 6 9 5 53 | b = forearm 11 14 380 0 0 2 33 | c = head 12 5 2 394 11 0 16 | d = shin 159 0 17 6 222 14 21 | e = thigh 74 19 196 2 29 106 14 | f = upperarm 31 1 192 44 5 3 165 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1564 50.7957 % Incorrectly Classified Instances 1515 49.2043 % Kappa statistic 0.4259 Mean absolute error 0.1411 Root mean squared error 0.3427 Relative absolute error 57.6338 % Root relative squared error 97.934 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.418 0.147 0.322 0.418 0.364 0.818 chest 0.255 0.011 0.8 0.255 0.387 0.824 forearm 0.873 0.263 0.357 0.873 0.506 0.906 head 0.907 0.023 0.866 0.907 0.886 0.978 shin 0.508 0.063 0.572 0.508 0.538 0.895 thigh 0.241 0.012 0.774 0.241 0.367 0.702 upperarm 0.354 0.056 0.515 0.354 0.419 0.86 waist Weighted Avg. 0.508 0.082 0.601 0.508 0.495 0.855 === Confusion Matrix === a b c d e f g <-- classified as 184 0 145 1 89 8 13 | a = chest 99 112 145 3 20 1 59 | b = forearm 9 10 384 3 0 4 30 | c = head 11 0 2 399 11 3 14 | d = shin 170 1 2 11 223 13 19 | e = thigh 69 16 196 0 41 106 12 | f = upperarm 29 1 203 44 6 2 156 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1601 51.9974 % Incorrectly Classified Instances 1478 48.0026 % Kappa statistic 0.4399 Mean absolute error 0.1375 Root mean squared error 0.3374 Relative absolute error 56.15 % Root relative squared error 96.4158 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.386 0.135 0.324 0.386 0.352 0.826 chest 0.313 0.012 0.815 0.313 0.452 0.814 forearm 0.893 0.274 0.352 0.893 0.505 0.911 head 0.88 0.024 0.858 0.88 0.869 0.958 shin 0.545 0.055 0.623 0.545 0.582 0.911 thigh 0.25 0.011 0.797 0.25 0.381 0.697 upperarm 0.372 0.05 0.552 0.372 0.444 0.862 waist Weighted Avg. 0.52 0.08 0.617 0.52 0.512 0.854 === Confusion Matrix === a b c d e f g <-- classified as 170 2 166 0 90 1 11 | a = chest 92 137 142 5 7 7 48 | b = forearm 8 12 393 2 0 3 22 | c = head 8 5 2 387 20 5 13 | d = shin 154 1 5 9 240 10 21 | e = thigh 68 11 205 1 27 110 18 | f = upperarm 25 0 202 47 1 2 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1605 52.1273 % Incorrectly Classified Instances 1474 47.8727 % Kappa statistic 0.4415 Mean absolute error 0.1381 Root mean squared error 0.338 Relative absolute error 56.4014 % Root relative squared error 96.5929 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.43 0.137 0.344 0.43 0.382 0.835 chest 0.365 0.019 0.762 0.365 0.494 0.853 forearm 0.839 0.266 0.345 0.839 0.488 0.895 head 0.893 0.016 0.901 0.893 0.897 0.984 shin 0.507 0.056 0.603 0.507 0.551 0.901 thigh 0.205 0.009 0.796 0.205 0.325 0.684 upperarm 0.41 0.056 0.55 0.41 0.47 0.868 waist Weighted Avg. 0.521 0.08 0.614 0.521 0.515 0.86 === Confusion Matrix === a b c d e f g <-- classified as 189 2 162 2 78 1 6 | a = chest 88 160 120 4 13 8 45 | b = forearm 9 21 369 0 0 2 39 | c = head 9 5 0 393 16 1 16 | d = shin 168 1 6 6 223 9 27 | e = thigh 65 20 211 5 34 90 15 | f = upperarm 22 1 203 26 6 2 181 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1620 52.6145 % Incorrectly Classified Instances 1459 47.3855 % Kappa statistic 0.4471 Mean absolute error 0.1363 Root mean squared error 0.3358 Relative absolute error 55.66 % Root relative squared error 95.9726 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.434 0.136 0.347 0.434 0.385 0.841 chest 0.311 0.011 0.824 0.311 0.451 0.859 forearm 0.898 0.265 0.361 0.898 0.515 0.92 head 0.902 0.026 0.854 0.902 0.877 0.974 shin 0.539 0.053 0.627 0.539 0.579 0.906 thigh 0.234 0.009 0.805 0.234 0.363 0.692 upperarm 0.365 0.052 0.542 0.365 0.436 0.863 waist Weighted Avg. 0.526 0.079 0.623 0.526 0.515 0.865 === Confusion Matrix === a b c d e f g <-- classified as 191 0 159 1 75 1 13 | a = chest 83 136 141 10 9 8 51 | b = forearm 9 11 395 3 2 3 17 | c = head 10 1 2 397 14 3 13 | d = shin 164 1 5 2 237 5 26 | e = thigh 68 15 205 1 32 103 16 | f = upperarm 26 1 188 51 9 5 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1578 51.2504 % Incorrectly Classified Instances 1501 48.7496 % Kappa statistic 0.4312 Mean absolute error 0.1393 Root mean squared error 0.3397 Relative absolute error 56.8674 % Root relative squared error 97.0808 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.382 0.155 0.291 0.382 0.33 0.811 chest 0.296 0.01 0.828 0.296 0.436 0.818 forearm 0.884 0.265 0.358 0.884 0.509 0.912 head 0.92 0.02 0.882 0.92 0.901 0.979 shin 0.486 0.055 0.596 0.486 0.536 0.898 thigh 0.243 0.01 0.799 0.243 0.373 0.719 upperarm 0.376 0.053 0.544 0.376 0.445 0.87 waist Weighted Avg. 0.513 0.081 0.614 0.513 0.504 0.858 === Confusion Matrix === a b c d e f g <-- classified as 168 0 177 0 84 5 6 | a = chest 102 130 129 6 12 6 54 | b = forearm 7 7 389 1 1 2 33 | c = head 6 3 1 404 6 3 16 | d = shin 185 1 10 6 214 10 14 | e = thigh 75 14 190 3 35 107 16 | f = upperarm 35 2 192 38 7 1 166 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1650 53.5888 % Incorrectly Classified Instances 1429 46.4112 % Kappa statistic 0.4585 Mean absolute error 0.1336 Root mean squared error 0.3322 Relative absolute error 54.5534 % Root relative squared error 94.925 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.14 0.325 0.405 0.36 0.83 chest 0.351 0.009 0.87 0.351 0.5 0.861 forearm 0.895 0.254 0.371 0.895 0.524 0.916 head 0.893 0.018 0.891 0.893 0.892 0.968 shin 0.557 0.069 0.574 0.557 0.565 0.908 thigh 0.255 0.008 0.842 0.255 0.391 0.715 upperarm 0.397 0.044 0.601 0.397 0.478 0.879 waist Weighted Avg. 0.536 0.077 0.639 0.536 0.53 0.868 === Confusion Matrix === a b c d e f g <-- classified as 178 1 144 0 101 0 16 | a = chest 98 154 123 3 17 4 40 | b = forearm 7 7 394 1 0 4 27 | c = head 9 3 2 392 18 5 10 | d = shin 159 1 8 6 245 8 13 | e = thigh 74 11 187 4 42 112 10 | f = upperarm 23 0 205 34 4 0 175 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1644 53.4113 % Incorrectly Classified Instances 1434 46.5887 % Kappa statistic 0.4565 Mean absolute error 0.1357 Root mean squared error 0.334 Relative absolute error 55.4247 % Root relative squared error 95.4594 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.449 0.136 0.354 0.449 0.396 0.832 chest 0.33 0.013 0.81 0.33 0.469 0.839 forearm 0.902 0.26 0.367 0.902 0.522 0.923 head 0.877 0.023 0.865 0.877 0.871 0.959 shin 0.511 0.053 0.616 0.511 0.559 0.902 thigh 0.248 0.009 0.826 0.248 0.381 0.695 upperarm 0.422 0.05 0.583 0.422 0.489 0.88 waist Weighted Avg. 0.534 0.078 0.632 0.534 0.527 0.861 === Confusion Matrix === a b c d e f g <-- classified as 197 0 146 0 84 1 11 | a = chest 92 145 121 7 15 5 54 | b = forearm 10 11 397 1 0 2 19 | c = head 10 2 5 385 18 3 16 | d = shin 173 1 13 7 225 11 10 | e = thigh 60 19 208 0 21 109 23 | f = upperarm 14 1 192 45 2 1 186 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1601 52.0143 % Incorrectly Classified Instances 1477 47.9857 % Kappa statistic 0.4401 Mean absolute error 0.1378 Root mean squared error 0.3383 Relative absolute error 56.2528 % Root relative squared error 96.6776 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.396 0.148 0.308 0.396 0.347 0.819 chest 0.346 0.01 0.849 0.346 0.492 0.852 forearm 0.887 0.259 0.364 0.887 0.516 0.925 head 0.884 0.022 0.87 0.884 0.877 0.969 shin 0.491 0.056 0.593 0.491 0.537 0.888 thigh 0.244 0.009 0.817 0.244 0.375 0.696 upperarm 0.392 0.055 0.544 0.392 0.456 0.873 waist Weighted Avg. 0.52 0.08 0.62 0.52 0.514 0.86 === Confusion Matrix === a b c d e f g <-- classified as 174 1 163 1 84 0 16 | a = chest 85 152 126 6 8 7 55 | b = forearm 12 6 391 2 1 2 27 | c = head 11 3 1 388 21 4 11 | d = shin 182 1 5 8 216 8 20 | e = thigh 64 16 202 3 31 107 16 | f = upperarm 37 0 187 38 3 3 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1607 52.2092 % Incorrectly Classified Instances 1471 47.7908 % Kappa statistic 0.4424 Mean absolute error 0.1383 Root mean squared error 0.3394 Relative absolute error 56.4696 % Root relative squared error 96.9854 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.385 0.14 0.314 0.385 0.346 0.827 chest 0.326 0.013 0.803 0.326 0.464 0.84 forearm 0.882 0.269 0.354 0.882 0.506 0.914 head 0.9 0.018 0.894 0.9 0.897 0.961 shin 0.513 0.051 0.627 0.513 0.564 0.898 thigh 0.264 0.01 0.811 0.264 0.398 0.712 upperarm 0.385 0.057 0.533 0.385 0.447 0.867 waist Weighted Avg. 0.522 0.08 0.619 0.522 0.517 0.86 === Confusion Matrix === a b c d e f g <-- classified as 169 2 172 0 85 1 10 | a = chest 104 143 115 6 7 3 61 | b = forearm 8 11 389 1 0 4 28 | c = head 6 6 2 395 14 3 13 | d = shin 160 2 10 3 225 15 24 | e = thigh 65 14 206 1 25 116 13 | f = upperarm 27 0 204 36 3 1 170 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1629 52.9068 % Incorrectly Classified Instances 1450 47.0932 % Kappa statistic 0.4506 Mean absolute error 0.1354 Root mean squared error 0.3344 Relative absolute error 55.3016 % Root relative squared error 95.5679 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.409 0.144 0.321 0.409 0.36 0.831 chest 0.339 0.01 0.847 0.339 0.485 0.853 forearm 0.882 0.256 0.365 0.882 0.516 0.921 head 0.904 0.019 0.886 0.904 0.895 0.979 shin 0.52 0.062 0.583 0.52 0.55 0.898 thigh 0.236 0.009 0.813 0.236 0.366 0.718 upperarm 0.413 0.048 0.589 0.413 0.485 0.881 waist Weighted Avg. 0.529 0.079 0.629 0.529 0.522 0.869 === Confusion Matrix === a b c d e f g <-- classified as 180 0 161 0 84 1 14 | a = chest 91 149 126 1 15 7 50 | b = forearm 9 11 388 2 0 5 25 | c = head 9 3 3 397 15 2 10 | d = shin 172 0 12 4 229 8 15 | e = thigh 74 12 187 2 48 104 13 | f = upperarm 26 1 187 42 2 1 182 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1590 51.6401 % Incorrectly Classified Instances 1489 48.3599 % Kappa statistic 0.4358 Mean absolute error 0.1394 Root mean squared error 0.3404 Relative absolute error 56.9235 % Root relative squared error 97.2889 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.141 0.324 0.405 0.36 0.828 chest 0.301 0.013 0.795 0.301 0.436 0.824 forearm 0.861 0.269 0.348 0.861 0.495 0.903 head 0.9 0.02 0.882 0.9 0.891 0.966 shin 0.525 0.058 0.602 0.525 0.561 0.902 thigh 0.232 0.009 0.803 0.232 0.36 0.695 upperarm 0.392 0.054 0.549 0.392 0.458 0.868 waist Weighted Avg. 0.516 0.081 0.615 0.516 0.509 0.855 === Confusion Matrix === a b c d e f g <-- classified as 178 0 157 0 89 3 13 | a = chest 105 132 134 5 11 5 47 | b = forearm 11 11 379 2 0 2 35 | c = head 5 4 3 395 17 2 13 | d = shin 162 0 8 7 231 11 21 | e = thigh 62 19 213 1 30 102 13 | f = upperarm 26 0 196 38 6 2 173 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1593 51.7376 % Incorrectly Classified Instances 1486 48.2624 % Kappa statistic 0.4369 Mean absolute error 0.1383 Root mean squared error 0.3378 Relative absolute error 56.4668 % Root relative squared error 96.5356 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.138 0.307 0.368 0.335 0.819 chest 0.339 0.011 0.832 0.339 0.482 0.848 forearm 0.882 0.269 0.353 0.882 0.504 0.915 head 0.897 0.02 0.883 0.897 0.89 0.964 shin 0.475 0.054 0.594 0.475 0.528 0.895 thigh 0.236 0.013 0.759 0.236 0.36 0.696 upperarm 0.424 0.058 0.552 0.424 0.479 0.868 waist Weighted Avg. 0.517 0.08 0.611 0.517 0.511 0.858 === Confusion Matrix === a b c d e f g <-- classified as 162 0 175 1 91 3 8 | a = chest 79 149 131 6 10 7 57 | b = forearm 6 9 388 1 0 5 31 | c = head 13 1 4 394 7 3 17 | d = shin 182 3 5 6 209 15 20 | e = thigh 65 16 204 2 30 104 19 | f = upperarm 20 1 192 36 5 0 187 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1623 52.7119 % Incorrectly Classified Instances 1456 47.2881 % Kappa statistic 0.4483 Mean absolute error 0.1368 Root mean squared error 0.3356 Relative absolute error 55.8596 % Root relative squared error 95.9197 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.393 0.139 0.32 0.393 0.353 0.818 chest 0.322 0.014 0.788 0.322 0.457 0.833 forearm 0.893 0.253 0.371 0.893 0.524 0.919 head 0.88 0.02 0.88 0.88 0.88 0.963 shin 0.536 0.056 0.613 0.536 0.572 0.903 thigh 0.236 0.012 0.77 0.236 0.362 0.701 upperarm 0.429 0.057 0.556 0.429 0.484 0.873 waist Weighted Avg. 0.527 0.079 0.614 0.527 0.519 0.858 === Confusion Matrix === a b c d e f g <-- classified as 173 2 167 1 85 0 12 | a = chest 91 141 127 4 9 5 61 | b = forearm 8 9 393 0 0 2 28 | c = head 9 4 1 387 16 8 15 | d = shin 158 3 9 7 236 11 16 | e = thigh 75 20 182 3 37 104 19 | f = upperarm 26 0 181 38 2 5 189 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1566 50.8607 % Incorrectly Classified Instances 1513 49.1393 % Kappa statistic 0.4267 Mean absolute error 0.1406 Root mean squared error 0.3422 Relative absolute error 57.4064 % Root relative squared error 97.7875 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.42 0.142 0.33 0.42 0.37 0.828 chest 0.306 0.016 0.757 0.306 0.436 0.824 forearm 0.861 0.264 0.352 0.861 0.5 0.904 head 0.884 0.025 0.853 0.884 0.868 0.958 shin 0.507 0.058 0.595 0.507 0.547 0.896 thigh 0.209 0.01 0.773 0.209 0.329 0.681 upperarm 0.372 0.057 0.521 0.372 0.434 0.868 waist Weighted Avg. 0.509 0.082 0.597 0.509 0.498 0.851 === Confusion Matrix === a b c d e f g <-- classified as 185 1 141 0 98 1 14 | a = chest 81 134 142 11 9 6 55 | b = forearm 12 16 379 1 0 4 28 | c = head 12 3 1 389 18 2 15 | d = shin 171 0 5 7 223 10 24 | e = thigh 72 22 214 2 23 92 15 | f = upperarm 28 1 194 46 4 4 164 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1636 53.1341 % Incorrectly Classified Instances 1443 46.8659 % Kappa statistic 0.4532 Mean absolute error 0.1348 Root mean squared error 0.3344 Relative absolute error 55.0507 % Root relative squared error 95.5756 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.445 0.146 0.338 0.445 0.384 0.835 chest 0.354 0.016 0.791 0.354 0.489 0.85 forearm 0.895 0.254 0.37 0.895 0.524 0.915 head 0.882 0.02 0.882 0.882 0.882 0.973 shin 0.507 0.056 0.601 0.507 0.55 0.904 thigh 0.255 0.007 0.855 0.255 0.392 0.707 upperarm 0.381 0.049 0.568 0.381 0.456 0.868 waist Weighted Avg. 0.531 0.078 0.629 0.531 0.525 0.865 === Confusion Matrix === a b c d e f g <-- classified as 196 1 152 0 82 1 8 | a = chest 88 155 119 4 13 3 56 | b = forearm 8 12 394 3 0 3 20 | c = head 10 8 0 388 22 2 10 | d = shin 174 1 4 9 223 8 21 | e = thigh 73 17 197 1 27 112 13 | f = upperarm 31 2 199 35 4 2 168 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1594 51.7701 % Incorrectly Classified Instances 1485 48.2299 % Kappa statistic 0.4373 Mean absolute error 0.1384 Root mean squared error 0.3375 Relative absolute error 56.505 % Root relative squared error 96.4457 % Total Number of Instances 3079 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.405 0.141 0.324 0.405 0.36 0.831 chest 0.303 0.015 0.769 0.303 0.435 0.841 forearm 0.884 0.262 0.36 0.884 0.512 0.914 head 0.909 0.023 0.87 0.909 0.889 0.983 shin 0.498 0.057 0.593 0.498 0.541 0.89 thigh 0.264 0.006 0.872 0.264 0.406 0.717 upperarm 0.361 0.059 0.506 0.361 0.421 0.867 waist Weighted Avg. 0.518 0.08 0.613 0.518 0.509 0.863 === Confusion Matrix === a b c d e f g <-- classified as 178 4 167 0 78 0 13 | a = chest 99 133 119 5 13 3 67 | b = forearm 6 15 389 2 0 1 27 | c = head 5 4 3 400 11 0 17 | d = shin 172 1 13 4 219 12 19 | e = thigh 58 15 198 0 40 116 12 | f = upperarm 31 1 192 49 8 1 159 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1581 51.3645 % Incorrectly Classified Instances 1497 48.6355 % Kappa statistic 0.4326 Mean absolute error 0.1407 Root mean squared error 0.3421 Relative absolute error 57.4667 % Root relative squared error 97.7745 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.419 0.139 0.333 0.419 0.371 0.821 chest 0.255 0.012 0.778 0.255 0.384 0.834 forearm 0.884 0.282 0.343 0.884 0.495 0.913 head 0.907 0.024 0.864 0.907 0.885 0.977 shin 0.544 0.053 0.631 0.544 0.584 0.902 thigh 0.257 0.01 0.807 0.257 0.39 0.699 upperarm 0.329 0.047 0.541 0.329 0.409 0.866 waist Weighted Avg. 0.514 0.081 0.614 0.514 0.503 0.859 === Confusion Matrix === a b c d e f g <-- classified as 184 0 156 3 83 4 9 | a = chest 96 112 161 6 12 9 43 | b = forearm 8 13 389 0 3 0 27 | c = head 6 3 0 399 16 5 11 | d = shin 159 0 6 8 239 9 18 | e = thigh 67 16 202 3 24 113 15 | f = upperarm 32 0 219 43 2 0 145 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1617 52.5341 % Incorrectly Classified Instances 1461 47.4659 % Kappa statistic 0.4462 Mean absolute error 0.1365 Root mean squared error 0.3369 Relative absolute error 55.7389 % Root relative squared error 96.2647 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.401 0.137 0.328 0.401 0.361 0.824 chest 0.358 0.01 0.853 0.358 0.504 0.847 forearm 0.9 0.267 0.36 0.9 0.515 0.918 head 0.868 0.021 0.874 0.868 0.871 0.965 shin 0.54 0.058 0.606 0.54 0.571 0.902 thigh 0.245 0.006 0.864 0.245 0.382 0.708 upperarm 0.365 0.054 0.531 0.365 0.433 0.863 waist Weighted Avg. 0.525 0.079 0.631 0.525 0.519 0.861 === Confusion Matrix === a b c d e f g <-- classified as 176 2 156 0 91 3 11 | a = chest 93 157 124 5 8 4 48 | b = forearm 13 7 397 0 0 1 23 | c = head 15 4 1 381 18 2 18 | d = shin 156 1 6 7 237 6 26 | e = thigh 62 12 209 3 30 108 16 | f = upperarm 22 1 209 40 7 1 161 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1625 52.794 % Incorrectly Classified Instances 1453 47.206 % Kappa statistic 0.4492 Mean absolute error 0.1367 Root mean squared error 0.3363 Relative absolute error 55.8083 % Root relative squared error 96.1036 % Total Number of Instances 3078 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.419 0.139 0.335 0.419 0.372 0.828 chest 0.319 0.009 0.859 0.319 0.465 0.836 forearm 0.875 0.268 0.353 0.875 0.504 0.908 head 0.911 0.019 0.891 0.911 0.901 0.978 shin 0.522 0.055 0.611 0.522 0.563 0.905 thigh 0.239 0.01 0.802 0.239 0.368 0.689 upperarm 0.41 0.052 0.569 0.41 0.477 0.869 waist Weighted Avg. 0.528 0.079 0.631 0.528 0.521 0.859 === Confusion Matrix === a b c d e f g <-- classified as 184 0 161 1 81 1 11 | a = chest 91 140 136 9 16 3 44 | b = forearm 9 8 386 1 1 3 33 | c = head 7 2 2 400 10 3 15 | d = shin 166 0 11 4 229 13 16 | e = thigh 69 13 201 1 33 105 18 | f = upperarm 24 0 195 33 5 3 181 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 11 RUN: 0 FOLD: 0 Correctly Classified Instances 1917 56.3824 % Incorrectly Classified Instances 1483 43.6176 % Kappa statistic 0.4911 Mean absolute error 0.1263 Root mean squared error 0.3244 Relative absolute error 51.587 % Root relative squared error 92.6983 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.086 0.412 0.362 0.386 0.81 chest 0.342 0.023 0.711 0.342 0.462 0.669 forearm 0.922 0.208 0.424 0.922 0.581 0.94 head 0.743 0.008 0.94 0.743 0.83 0.958 shin 0.65 0.092 0.541 0.65 0.591 0.906 thigh 0.171 0.037 0.435 0.171 0.245 0.784 upperarm 0.756 0.055 0.698 0.756 0.726 0.942 waist Weighted Avg. 0.564 0.073 0.595 0.564 0.546 0.859 === Confusion Matrix === a b c d e f g <-- classified as 176 3 133 1 137 4 32 | a = chest 24 165 166 6 10 38 74 | b = forearm 1 6 447 2 0 4 25 | c = head 16 4 18 362 51 32 4 | d = shin 103 12 7 10 316 29 9 | e = thigh 99 39 179 3 68 83 15 | f = upperarm 8 3 104 1 2 1 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1974 58.0588 % Incorrectly Classified Instances 1426 41.9412 % Kappa statistic 0.5107 Mean absolute error 0.1224 Root mean squared error 0.3202 Relative absolute error 49.9618 % Root relative squared error 91.4968 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.377 0.073 0.462 0.377 0.415 0.817 chest 0.37 0.021 0.743 0.37 0.494 0.673 forearm 0.903 0.224 0.402 0.903 0.556 0.934 head 0.756 0.009 0.934 0.756 0.835 0.961 shin 0.685 0.084 0.576 0.685 0.626 0.923 thigh 0.187 0.024 0.569 0.187 0.282 0.803 upperarm 0.784 0.055 0.706 0.784 0.743 0.946 waist Weighted Avg. 0.581 0.07 0.628 0.581 0.565 0.865 === Confusion Matrix === a b c d e f g <-- classified as 183 3 149 2 122 1 25 | a = chest 23 179 183 6 6 22 65 | b = forearm 3 5 438 2 0 1 36 | c = head 10 4 13 368 62 28 2 | d = shin 98 13 7 7 333 16 12 | e = thigh 71 32 214 6 53 91 19 | f = upperarm 8 5 86 3 2 1 382 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1927 56.6931 % Incorrectly Classified Instances 1472 43.3069 % Kappa statistic 0.4948 Mean absolute error 0.1263 Root mean squared error 0.3241 Relative absolute error 51.5725 % Root relative squared error 92.6141 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.346 0.073 0.442 0.346 0.388 0.83 chest 0.326 0.019 0.745 0.326 0.454 0.686 forearm 0.905 0.225 0.401 0.905 0.555 0.934 head 0.778 0.01 0.927 0.778 0.846 0.975 shin 0.66 0.088 0.557 0.66 0.605 0.917 thigh 0.181 0.032 0.486 0.181 0.264 0.77 upperarm 0.77 0.059 0.686 0.77 0.726 0.942 waist Weighted Avg. 0.567 0.072 0.606 0.567 0.548 0.865 === Confusion Matrix === a b c d e f g <-- classified as 168 4 156 2 109 12 34 | a = chest 27 158 177 4 20 27 71 | b = forearm 2 4 439 0 0 6 34 | c = head 6 4 10 379 64 22 2 | d = shin 96 13 8 16 321 23 9 | e = thigh 67 25 221 5 59 88 21 | f = upperarm 14 4 85 3 3 3 374 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1921 56.5166 % Incorrectly Classified Instances 1478 43.4834 % Kappa statistic 0.4927 Mean absolute error 0.1267 Root mean squared error 0.3258 Relative absolute error 51.7165 % Root relative squared error 93.1188 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.356 0.079 0.428 0.356 0.389 0.808 chest 0.345 0.015 0.791 0.345 0.481 0.694 forearm 0.878 0.217 0.403 0.878 0.553 0.926 head 0.817 0.011 0.923 0.817 0.867 0.97 shin 0.619 0.085 0.547 0.619 0.581 0.905 thigh 0.169 0.032 0.471 0.169 0.248 0.787 upperarm 0.772 0.068 0.654 0.772 0.708 0.93 waist Weighted Avg. 0.565 0.072 0.603 0.565 0.547 0.86 === Confusion Matrix === a b c d e f g <-- classified as 173 4 155 3 125 3 23 | a = chest 27 167 161 3 10 37 79 | b = forearm 1 3 426 2 1 5 47 | c = head 12 1 9 397 37 21 9 | d = shin 104 12 8 17 301 23 21 | e = thigh 81 20 204 5 75 82 19 | f = upperarm 6 4 94 3 1 3 375 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1928 56.7226 % Incorrectly Classified Instances 1471 43.2774 % Kappa statistic 0.4951 Mean absolute error 0.1255 Root mean squared error 0.323 Relative absolute error 51.2315 % Root relative squared error 92.302 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.319 0.065 0.452 0.319 0.374 0.804 chest 0.333 0.021 0.722 0.333 0.455 0.678 forearm 0.891 0.213 0.411 0.891 0.562 0.929 head 0.784 0.012 0.916 0.784 0.845 0.97 shin 0.673 0.097 0.536 0.673 0.597 0.904 thigh 0.202 0.034 0.495 0.202 0.287 0.805 upperarm 0.77 0.063 0.671 0.77 0.717 0.943 waist Weighted Avg. 0.567 0.072 0.6 0.567 0.548 0.862 === Confusion Matrix === a b c d e f g <-- classified as 155 7 150 4 130 5 35 | a = chest 19 161 168 8 17 35 76 | b = forearm 5 8 432 1 0 4 35 | c = head 8 2 6 381 54 28 7 | d = shin 89 17 10 11 327 22 10 | e = thigh 61 23 199 4 81 98 20 | f = upperarm 6 5 87 7 1 6 374 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1893 55.6929 % Incorrectly Classified Instances 1506 44.3071 % Kappa statistic 0.4831 Mean absolute error 0.1285 Root mean squared error 0.3279 Relative absolute error 52.4618 % Root relative squared error 93.7025 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.321 0.08 0.4 0.321 0.356 0.822 chest 0.351 0.021 0.736 0.351 0.476 0.672 forearm 0.864 0.229 0.386 0.864 0.534 0.92 head 0.805 0.008 0.942 0.805 0.868 0.975 shin 0.644 0.079 0.577 0.644 0.609 0.907 thigh 0.181 0.033 0.476 0.181 0.262 0.786 upperarm 0.733 0.067 0.646 0.733 0.687 0.926 waist Weighted Avg. 0.557 0.074 0.595 0.557 0.542 0.858 === Confusion Matrix === a b c d e f g <-- classified as 156 4 157 4 123 4 38 | a = chest 36 170 177 4 8 24 65 | b = forearm 5 7 419 0 0 5 49 | c = head 8 3 10 391 38 34 2 | d = shin 92 15 9 12 313 28 17 | e = thigh 80 26 207 2 59 88 24 | f = upperarm 13 6 106 2 1 2 356 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1929 56.752 % Incorrectly Classified Instances 1470 43.248 % Kappa statistic 0.4954 Mean absolute error 0.125 Root mean squared error 0.3238 Relative absolute error 51.0609 % Root relative squared error 92.5437 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.358 0.074 0.447 0.358 0.398 0.812 chest 0.349 0.018 0.765 0.349 0.479 0.677 forearm 0.901 0.235 0.389 0.901 0.544 0.935 head 0.813 0.01 0.932 0.813 0.868 0.964 shin 0.667 0.092 0.546 0.667 0.601 0.915 thigh 0.154 0.026 0.5 0.154 0.236 0.784 upperarm 0.73 0.05 0.71 0.73 0.72 0.938 waist Weighted Avg. 0.568 0.072 0.613 0.568 0.549 0.861 === Confusion Matrix === a b c d e f g <-- classified as 174 3 151 3 129 3 23 | a = chest 24 169 191 3 17 26 54 | b = forearm 4 7 437 0 0 7 30 | c = head 8 3 15 395 45 14 6 | d = shin 96 10 8 11 324 24 13 | e = thigh 77 25 209 6 75 75 19 | f = upperarm 6 4 111 6 3 1 355 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1902 55.9576 % Incorrectly Classified Instances 1497 44.0424 % Kappa statistic 0.4861 Mean absolute error 0.1281 Root mean squared error 0.3276 Relative absolute error 52.3018 % Root relative squared error 93.6134 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.082 0.424 0.362 0.391 0.815 chest 0.324 0.021 0.72 0.324 0.447 0.669 forearm 0.883 0.23 0.391 0.883 0.542 0.926 head 0.79 0.011 0.925 0.79 0.852 0.967 shin 0.637 0.077 0.581 0.637 0.608 0.91 thigh 0.202 0.037 0.478 0.202 0.284 0.766 upperarm 0.718 0.057 0.676 0.718 0.697 0.929 waist Weighted Avg. 0.56 0.073 0.599 0.56 0.546 0.855 === Confusion Matrix === a b c d e f g <-- classified as 176 4 157 2 109 16 22 | a = chest 35 157 174 6 13 25 74 | b = forearm 3 8 429 1 0 3 42 | c = head 17 6 5 384 41 31 2 | d = shin 111 11 7 12 309 24 11 | e = thigh 60 27 220 8 57 98 16 | f = upperarm 13 5 106 2 3 8 349 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1917 56.3989 % Incorrectly Classified Instances 1482 43.6011 % Kappa statistic 0.4913 Mean absolute error 0.1267 Root mean squared error 0.3264 Relative absolute error 51.7413 % Root relative squared error 93.2792 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.325 0.084 0.391 0.325 0.355 0.8 chest 0.355 0.018 0.764 0.355 0.485 0.672 forearm 0.905 0.235 0.391 0.905 0.546 0.932 head 0.819 0.011 0.928 0.819 0.87 0.974 shin 0.669 0.088 0.558 0.669 0.609 0.913 thigh 0.173 0.026 0.528 0.173 0.261 0.792 upperarm 0.7 0.046 0.717 0.7 0.708 0.927 waist Weighted Avg. 0.564 0.073 0.611 0.564 0.548 0.859 === Confusion Matrix === a b c d e f g <-- classified as 158 3 173 1 130 3 18 | a = chest 31 172 180 2 16 26 57 | b = forearm 5 7 440 1 0 4 29 | c = head 16 0 7 398 43 20 2 | d = shin 102 10 3 16 325 19 11 | e = thigh 84 30 198 5 67 84 17 | f = upperarm 8 3 125 6 1 3 340 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1902 55.9576 % Incorrectly Classified Instances 1497 44.0424 % Kappa statistic 0.4862 Mean absolute error 0.1283 Root mean squared error 0.3283 Relative absolute error 52.4062 % Root relative squared error 93.8169 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.35 0.075 0.438 0.35 0.389 0.812 chest 0.371 0.026 0.705 0.371 0.486 0.673 forearm 0.876 0.218 0.401 0.876 0.55 0.926 head 0.753 0.011 0.922 0.753 0.829 0.967 shin 0.601 0.088 0.532 0.601 0.564 0.898 thigh 0.195 0.034 0.487 0.195 0.279 0.787 upperarm 0.77 0.062 0.674 0.77 0.719 0.938 waist Weighted Avg. 0.56 0.073 0.594 0.56 0.545 0.857 === Confusion Matrix === a b c d e f g <-- classified as 170 5 149 2 123 8 29 | a = chest 18 179 176 1 12 28 69 | b = forearm 4 6 425 2 0 4 44 | c = head 9 5 10 366 56 38 2 | d = shin 104 20 11 18 292 21 20 | e = thigh 70 31 203 4 66 95 17 | f = upperarm 13 8 86 4 0 1 375 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1887 55.5 % Incorrectly Classified Instances 1513 44.5 % Kappa statistic 0.4808 Mean absolute error 0.1284 Root mean squared error 0.3284 Relative absolute error 52.4272 % Root relative squared error 93.8416 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.361 0.077 0.44 0.361 0.396 0.823 chest 0.355 0.023 0.717 0.355 0.475 0.672 forearm 0.866 0.226 0.389 0.866 0.537 0.917 head 0.766 0.009 0.933 0.766 0.841 0.967 shin 0.628 0.095 0.525 0.628 0.572 0.907 thigh 0.169 0.031 0.477 0.169 0.249 0.774 upperarm 0.739 0.058 0.681 0.739 0.709 0.931 waist Weighted Avg. 0.555 0.074 0.594 0.555 0.54 0.856 === Confusion Matrix === a b c d e f g <-- classified as 175 5 155 3 119 3 25 | a = chest 28 172 178 2 10 26 68 | b = forearm 3 10 420 1 1 4 46 | c = head 17 1 9 373 58 25 4 | d = shin 104 18 6 13 305 28 12 | e = thigh 63 25 215 4 83 82 14 | f = upperarm 8 9 97 4 5 4 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1929 56.7353 % Incorrectly Classified Instances 1471 43.2647 % Kappa statistic 0.4952 Mean absolute error 0.1251 Root mean squared error 0.3234 Relative absolute error 51.0661 % Root relative squared error 92.4055 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.078 0.438 0.362 0.396 0.807 chest 0.351 0.015 0.791 0.351 0.486 0.684 forearm 0.889 0.226 0.396 0.889 0.548 0.932 head 0.776 0.014 0.904 0.776 0.835 0.964 shin 0.665 0.086 0.563 0.665 0.609 0.917 thigh 0.169 0.035 0.446 0.169 0.245 0.784 upperarm 0.76 0.051 0.713 0.76 0.736 0.946 waist Weighted Avg. 0.567 0.072 0.607 0.567 0.551 0.862 === Confusion Matrix === a b c d e f g <-- classified as 176 4 144 4 127 8 23 | a = chest 24 170 181 8 8 34 59 | b = forearm 4 4 431 3 0 7 36 | c = head 7 6 16 377 51 26 3 | d = shin 101 8 11 15 323 20 8 | e = thigh 83 22 210 6 63 82 20 | f = upperarm 7 1 96 4 2 7 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1978 58.1936 % Incorrectly Classified Instances 1421 41.8064 % Kappa statistic 0.5123 Mean absolute error 0.1232 Root mean squared error 0.3199 Relative absolute error 50.2915 % Root relative squared error 91.4049 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.358 0.072 0.452 0.358 0.4 0.812 chest 0.339 0.015 0.785 0.339 0.473 0.66 forearm 0.926 0.218 0.414 0.926 0.572 0.935 head 0.796 0.008 0.944 0.796 0.864 0.973 shin 0.671 0.086 0.566 0.671 0.614 0.911 thigh 0.202 0.031 0.521 0.202 0.291 0.789 upperarm 0.782 0.057 0.696 0.782 0.736 0.945 waist Weighted Avg. 0.582 0.07 0.625 0.582 0.564 0.861 === Confusion Matrix === a b c d e f g <-- classified as 174 5 136 7 129 6 29 | a = chest 26 164 185 1 15 27 66 | b = forearm 2 4 449 0 0 2 28 | c = head 14 1 4 387 44 30 6 | d = shin 94 8 9 7 326 24 18 | e = thigh 60 23 221 4 61 98 19 | f = upperarm 15 4 81 4 1 1 380 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1880 55.3104 % Incorrectly Classified Instances 1519 44.6896 % Kappa statistic 0.4786 Mean absolute error 0.1294 Root mean squared error 0.3301 Relative absolute error 52.8514 % Root relative squared error 94.3329 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.377 0.082 0.435 0.377 0.404 0.809 chest 0.306 0.023 0.688 0.306 0.423 0.675 forearm 0.897 0.221 0.404 0.897 0.557 0.934 head 0.767 0.01 0.93 0.767 0.841 0.966 shin 0.617 0.092 0.528 0.617 0.569 0.903 thigh 0.187 0.036 0.467 0.187 0.267 0.782 upperarm 0.72 0.059 0.672 0.72 0.695 0.933 waist Weighted Avg. 0.553 0.074 0.589 0.553 0.537 0.857 === Confusion Matrix === a b c d e f g <-- classified as 183 5 152 0 120 2 24 | a = chest 29 148 175 6 15 40 71 | b = forearm 5 7 435 0 0 4 34 | c = head 11 4 10 373 58 28 2 | d = shin 105 19 10 11 300 26 15 | e = thigh 74 28 187 7 74 91 25 | f = upperarm 14 4 109 4 1 4 350 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1946 57.2521 % Incorrectly Classified Instances 1453 42.7479 % Kappa statistic 0.5013 Mean absolute error 0.1247 Root mean squared error 0.3215 Relative absolute error 50.9154 % Root relative squared error 91.8761 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.377 0.084 0.428 0.377 0.4 0.814 chest 0.384 0.019 0.775 0.384 0.514 0.71 forearm 0.909 0.209 0.42 0.909 0.575 0.938 head 0.757 0.009 0.936 0.757 0.837 0.973 shin 0.656 0.088 0.554 0.656 0.601 0.911 thigh 0.173 0.036 0.442 0.173 0.249 0.784 upperarm 0.751 0.054 0.698 0.751 0.723 0.932 waist Weighted Avg. 0.573 0.071 0.608 0.573 0.557 0.866 === Confusion Matrix === a b c d e f g <-- classified as 183 1 149 1 119 7 26 | a = chest 30 186 152 6 14 31 65 | b = forearm 1 5 441 0 0 8 30 | c = head 13 3 10 368 60 28 4 | d = shin 96 9 6 14 319 28 14 | e = thigh 92 30 198 0 63 84 19 | f = upperarm 13 6 93 4 1 4 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1927 56.6931 % Incorrectly Classified Instances 1472 43.3069 % Kappa statistic 0.4948 Mean absolute error 0.1261 Root mean squared error 0.3247 Relative absolute error 51.5026 % Root relative squared error 92.7973 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.389 0.079 0.452 0.389 0.418 0.825 chest 0.335 0.023 0.711 0.335 0.455 0.68 forearm 0.887 0.227 0.394 0.887 0.545 0.928 head 0.807 0.01 0.929 0.807 0.863 0.969 shin 0.648 0.078 0.581 0.648 0.613 0.918 thigh 0.154 0.03 0.466 0.154 0.232 0.775 upperarm 0.749 0.059 0.679 0.749 0.712 0.938 waist Weighted Avg. 0.567 0.072 0.602 0.567 0.548 0.862 === Confusion Matrix === a b c d e f g <-- classified as 189 4 152 2 111 4 24 | a = chest 31 162 171 4 10 27 79 | b = forearm 5 6 430 1 0 7 36 | c = head 8 2 11 392 48 23 2 | d = shin 102 17 5 14 315 23 10 | e = thigh 80 31 217 5 57 75 21 | f = upperarm 3 6 106 4 1 2 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1908 56.1342 % Incorrectly Classified Instances 1491 43.8658 % Kappa statistic 0.4882 Mean absolute error 0.1274 Root mean squared error 0.3259 Relative absolute error 52.0319 % Root relative squared error 93.1422 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.075 0.403 0.302 0.345 0.8 chest 0.355 0.022 0.729 0.355 0.478 0.667 forearm 0.901 0.219 0.407 0.901 0.56 0.932 head 0.796 0.011 0.921 0.796 0.854 0.964 shin 0.634 0.097 0.521 0.634 0.572 0.901 thigh 0.194 0.028 0.531 0.194 0.284 0.804 upperarm 0.745 0.059 0.679 0.745 0.711 0.932 waist Weighted Avg. 0.561 0.073 0.599 0.561 0.544 0.857 === Confusion Matrix === a b c d e f g <-- classified as 147 4 161 3 139 4 28 | a = chest 27 172 174 1 23 20 67 | b = forearm 2 8 438 0 0 4 34 | c = head 11 4 9 387 40 32 3 | d = shin 104 11 5 17 308 20 21 | e = thigh 68 33 185 8 79 94 18 | f = upperarm 6 4 105 4 2 3 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1917 56.3989 % Incorrectly Classified Instances 1482 43.6011 % Kappa statistic 0.4913 Mean absolute error 0.1261 Root mean squared error 0.3256 Relative absolute error 51.5053 % Root relative squared error 93.0502 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.323 0.079 0.407 0.323 0.36 0.818 chest 0.388 0.023 0.734 0.388 0.508 0.707 forearm 0.881 0.222 0.399 0.881 0.549 0.927 head 0.776 0.01 0.926 0.776 0.844 0.961 shin 0.668 0.089 0.557 0.668 0.607 0.917 thigh 0.154 0.028 0.475 0.154 0.233 0.783 upperarm 0.757 0.058 0.687 0.757 0.72 0.932 waist Weighted Avg. 0.564 0.073 0.598 0.564 0.546 0.863 === Confusion Matrix === a b c d e f g <-- classified as 157 3 166 1 121 4 34 | a = chest 26 188 163 8 14 21 64 | b = forearm 5 5 428 3 0 4 41 | c = head 12 5 12 377 55 22 3 | d = shin 90 16 8 10 324 30 7 | e = thigh 83 35 201 5 68 75 19 | f = upperarm 13 4 96 3 0 2 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1955 57.5169 % Incorrectly Classified Instances 1444 42.4831 % Kappa statistic 0.5044 Mean absolute error 0.1234 Root mean squared error 0.3199 Relative absolute error 50.3769 % Root relative squared error 91.4115 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.329 0.08 0.407 0.329 0.364 0.815 chest 0.346 0.018 0.763 0.346 0.476 0.655 forearm 0.885 0.226 0.394 0.885 0.545 0.928 head 0.809 0.008 0.945 0.809 0.872 0.975 shin 0.665 0.082 0.574 0.665 0.616 0.915 thigh 0.212 0.023 0.606 0.212 0.314 0.805 upperarm 0.78 0.058 0.692 0.78 0.733 0.948 waist Weighted Avg. 0.575 0.071 0.626 0.575 0.56 0.863 === Confusion Matrix === a b c d e f g <-- classified as 160 4 161 1 123 4 33 | a = chest 24 167 187 3 11 23 68 | b = forearm 4 4 429 2 0 3 43 | c = head 11 4 8 394 46 21 3 | d = shin 108 15 8 11 323 14 7 | e = thigh 75 23 209 3 58 103 15 | f = upperarm 11 2 87 3 2 2 379 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1881 55.3398 % Incorrectly Classified Instances 1518 44.6602 % Kappa statistic 0.479 Mean absolute error 0.1295 Root mean squared error 0.331 Relative absolute error 52.8986 % Root relative squared error 94.6052 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.324 0.068 0.444 0.324 0.374 0.812 chest 0.311 0.023 0.688 0.311 0.428 0.655 forearm 0.889 0.241 0.381 0.889 0.533 0.927 head 0.793 0.011 0.926 0.793 0.854 0.973 shin 0.66 0.083 0.57 0.66 0.612 0.903 thigh 0.181 0.033 0.481 0.181 0.263 0.788 upperarm 0.715 0.063 0.654 0.715 0.683 0.927 waist Weighted Avg. 0.553 0.074 0.592 0.553 0.536 0.855 === Confusion Matrix === a b c d e f g <-- classified as 157 4 160 4 127 8 25 | a = chest 21 150 192 2 13 32 73 | b = forearm 2 7 431 0 0 4 41 | c = head 5 4 11 386 42 31 8 | d = shin 89 16 11 14 321 19 16 | e = thigh 72 32 210 6 57 88 21 | f = upperarm 8 5 117 5 3 1 348 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1879 55.2647 % Incorrectly Classified Instances 1521 44.7353 % Kappa statistic 0.4781 Mean absolute error 0.129 Root mean squared error 0.3291 Relative absolute error 52.6885 % Root relative squared error 94.0605 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.291 0.08 0.376 0.291 0.328 0.797 chest 0.368 0.022 0.739 0.368 0.491 0.69 forearm 0.893 0.221 0.402 0.893 0.554 0.936 head 0.789 0.01 0.932 0.789 0.854 0.963 shin 0.64 0.099 0.518 0.64 0.573 0.905 thigh 0.16 0.031 0.462 0.16 0.238 0.797 upperarm 0.727 0.059 0.674 0.727 0.7 0.931 waist Weighted Avg. 0.553 0.075 0.586 0.553 0.534 0.86 === Confusion Matrix === a b c d e f g <-- classified as 141 4 159 2 145 6 28 | a = chest 28 178 155 5 17 28 73 | b = forearm 3 5 433 1 1 4 38 | c = head 10 5 10 384 52 21 5 | d = shin 100 14 11 10 311 28 12 | e = thigh 84 29 204 6 70 78 15 | f = upperarm 9 6 106 4 4 4 354 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1910 56.1765 % Incorrectly Classified Instances 1490 43.8235 % Kappa statistic 0.4887 Mean absolute error 0.1271 Root mean squared error 0.3261 Relative absolute error 51.9174 % Root relative squared error 93.1782 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.348 0.074 0.438 0.348 0.388 0.825 chest 0.316 0.014 0.785 0.316 0.451 0.659 forearm 0.905 0.236 0.39 0.905 0.545 0.923 head 0.784 0.01 0.932 0.784 0.852 0.979 shin 0.626 0.081 0.564 0.626 0.593 0.903 thigh 0.179 0.036 0.451 0.179 0.256 0.776 upperarm 0.772 0.06 0.682 0.772 0.724 0.935 waist Weighted Avg. 0.562 0.073 0.606 0.562 0.544 0.857 === Confusion Matrix === a b c d e f g <-- classified as 169 3 169 1 105 7 31 | a = chest 30 153 190 4 11 30 66 | b = forearm 1 7 439 3 0 4 31 | c = head 8 1 6 382 54 31 5 | d = shin 94 13 14 12 304 27 22 | e = thigh 78 15 215 6 65 87 20 | f = upperarm 6 3 93 2 0 7 376 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1941 57.105 % Incorrectly Classified Instances 1458 42.895 % Kappa statistic 0.4996 Mean absolute error 0.1249 Root mean squared error 0.3239 Relative absolute error 51.0197 % Root relative squared error 92.5702 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.348 0.074 0.439 0.348 0.388 0.808 chest 0.384 0.023 0.732 0.384 0.504 0.683 forearm 0.905 0.219 0.408 0.905 0.562 0.93 head 0.815 0.009 0.938 0.815 0.872 0.97 shin 0.628 0.092 0.532 0.628 0.576 0.91 thigh 0.175 0.031 0.486 0.175 0.257 0.792 upperarm 0.743 0.052 0.704 0.743 0.723 0.935 waist Weighted Avg. 0.571 0.071 0.606 0.571 0.555 0.861 === Confusion Matrix === a b c d e f g <-- classified as 169 3 150 2 133 4 25 | a = chest 18 186 172 2 11 27 68 | b = forearm 3 7 439 0 0 4 32 | c = head 10 4 7 396 43 24 2 | d = shin 105 15 6 15 305 29 11 | e = thigh 72 33 197 6 79 85 14 | f = upperarm 8 6 106 1 2 2 361 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1961 57.6934 % Incorrectly Classified Instances 1438 42.3066 % Kappa statistic 0.5064 Mean absolute error 0.1233 Root mean squared error 0.3209 Relative absolute error 50.3434 % Root relative squared error 91.6931 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.36 0.072 0.456 0.36 0.402 0.814 chest 0.337 0.023 0.712 0.337 0.457 0.661 forearm 0.876 0.215 0.404 0.876 0.553 0.928 head 0.8 0.01 0.931 0.8 0.861 0.97 shin 0.679 0.085 0.571 0.679 0.62 0.915 thigh 0.208 0.033 0.513 0.208 0.296 0.803 upperarm 0.778 0.056 0.699 0.778 0.736 0.946 waist Weighted Avg. 0.577 0.07 0.612 0.577 0.561 0.863 === Confusion Matrix === a b c d e f g <-- classified as 175 6 143 1 125 10 26 | a = chest 22 163 189 5 15 30 60 | b = forearm 5 4 425 1 0 5 45 | c = head 12 2 10 389 48 23 2 | d = shin 88 14 6 14 330 25 9 | e = thigh 66 34 201 6 57 101 21 | f = upperarm 16 6 78 2 3 3 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1948 57.311 % Incorrectly Classified Instances 1451 42.689 % Kappa statistic 0.502 Mean absolute error 0.1241 Root mean squared error 0.3215 Relative absolute error 50.6589 % Root relative squared error 91.8659 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.37 0.081 0.433 0.37 0.399 0.823 chest 0.362 0.018 0.771 0.362 0.492 0.681 forearm 0.891 0.226 0.396 0.891 0.548 0.926 head 0.78 0.008 0.945 0.78 0.855 0.967 shin 0.683 0.075 0.603 0.683 0.64 0.917 thigh 0.181 0.031 0.492 0.181 0.265 0.784 upperarm 0.745 0.059 0.679 0.745 0.711 0.932 waist Weighted Avg. 0.573 0.071 0.617 0.573 0.559 0.862 === Confusion Matrix === a b c d e f g <-- classified as 180 3 151 0 118 5 29 | a = chest 21 175 171 7 10 28 72 | b = forearm 7 2 432 3 0 5 36 | c = head 17 2 15 379 44 25 4 | d = shin 93 12 6 8 332 25 10 | e = thigh 86 30 215 1 46 88 20 | f = upperarm 12 3 102 3 1 3 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1899 55.8694 % Incorrectly Classified Instances 1500 44.1306 % Kappa statistic 0.4851 Mean absolute error 0.1277 Root mean squared error 0.3267 Relative absolute error 52.1286 % Root relative squared error 93.359 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.356 0.072 0.451 0.356 0.398 0.814 chest 0.341 0.019 0.747 0.341 0.468 0.678 forearm 0.897 0.22 0.404 0.897 0.557 0.939 head 0.733 0.008 0.939 0.733 0.823 0.966 shin 0.656 0.105 0.51 0.656 0.574 0.905 thigh 0.183 0.033 0.478 0.183 0.265 0.793 upperarm 0.745 0.057 0.687 0.745 0.715 0.939 waist Weighted Avg. 0.559 0.074 0.602 0.559 0.543 0.862 === Confusion Matrix === a b c d e f g <-- classified as 173 1 146 2 136 3 25 | a = chest 30 165 175 2 15 26 71 | b = forearm 3 3 435 0 0 4 40 | c = head 8 4 9 356 69 38 2 | d = shin 99 13 6 13 319 26 10 | e = thigh 62 29 201 3 85 89 17 | f = upperarm 9 6 104 3 2 0 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1907 56.1047 % Incorrectly Classified Instances 1492 43.8953 % Kappa statistic 0.4879 Mean absolute error 0.1274 Root mean squared error 0.3268 Relative absolute error 52.016 % Root relative squared error 93.3838 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.342 0.085 0.401 0.342 0.369 0.81 chest 0.355 0.022 0.732 0.355 0.478 0.682 forearm 0.882 0.228 0.392 0.882 0.543 0.923 head 0.805 0.012 0.918 0.805 0.857 0.971 shin 0.634 0.083 0.559 0.634 0.594 0.909 thigh 0.175 0.027 0.518 0.175 0.262 0.786 upperarm 0.735 0.055 0.691 0.735 0.712 0.934 waist Weighted Avg. 0.561 0.073 0.601 0.561 0.545 0.86 === Confusion Matrix === a b c d e f g <-- classified as 166 2 157 3 127 3 28 | a = chest 30 172 181 4 9 32 56 | b = forearm 4 11 428 0 0 3 39 | c = head 9 4 11 391 46 21 4 | d = shin 103 14 9 18 308 18 16 | e = thigh 92 27 200 6 59 85 17 | f = upperarm 10 5 106 4 2 2 357 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1937 56.9873 % Incorrectly Classified Instances 1462 43.0127 % Kappa statistic 0.4981 Mean absolute error 0.1253 Root mean squared error 0.3233 Relative absolute error 51.1466 % Root relative squared error 92.3931 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.385 0.08 0.446 0.385 0.413 0.824 chest 0.344 0.024 0.7 0.344 0.461 0.684 forearm 0.897 0.218 0.407 0.897 0.56 0.934 head 0.815 0.013 0.91 0.815 0.86 0.974 shin 0.632 0.081 0.564 0.632 0.596 0.912 thigh 0.175 0.027 0.515 0.175 0.261 0.777 upperarm 0.741 0.057 0.683 0.741 0.711 0.932 waist Weighted Avg. 0.57 0.072 0.604 0.57 0.552 0.862 === Confusion Matrix === a b c d e f g <-- classified as 187 1 151 6 108 2 31 | a = chest 26 166 173 7 11 32 68 | b = forearm 1 10 436 1 0 3 35 | c = head 10 3 9 396 44 20 4 | d = shin 110 20 6 13 307 19 11 | e = thigh 67 34 201 9 72 85 18 | f = upperarm 18 3 96 3 2 4 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1902 55.9576 % Incorrectly Classified Instances 1497 44.0424 % Kappa statistic 0.4861 Mean absolute error 0.1273 Root mean squared error 0.3265 Relative absolute error 51.9984 % Root relative squared error 93.3035 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.323 0.074 0.42 0.323 0.365 0.802 chest 0.34 0.018 0.759 0.34 0.469 0.681 forearm 0.897 0.227 0.397 0.897 0.551 0.935 head 0.755 0.007 0.951 0.755 0.842 0.962 shin 0.675 0.089 0.558 0.675 0.611 0.915 thigh 0.16 0.034 0.443 0.16 0.236 0.778 upperarm 0.765 0.065 0.662 0.765 0.71 0.937 waist Weighted Avg. 0.56 0.073 0.598 0.56 0.541 0.859 === Confusion Matrix === a b c d e f g <-- classified as 157 6 155 2 123 12 31 | a = chest 25 164 173 2 13 26 80 | b = forearm 4 3 436 0 0 8 35 | c = head 10 4 14 367 59 30 2 | d = shin 94 12 9 8 328 19 16 | e = thigh 77 22 217 2 64 78 26 | f = upperarm 7 5 93 5 1 3 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1914 56.3107 % Incorrectly Classified Instances 1485 43.6893 % Kappa statistic 0.4903 Mean absolute error 0.1279 Root mean squared error 0.3265 Relative absolute error 52.2285 % Root relative squared error 93.3084 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.364 0.078 0.439 0.364 0.398 0.812 chest 0.329 0.022 0.716 0.329 0.45 0.668 forearm 0.882 0.221 0.399 0.882 0.55 0.927 head 0.77 0.012 0.915 0.77 0.836 0.964 shin 0.629 0.083 0.559 0.629 0.592 0.905 thigh 0.21 0.035 0.5 0.21 0.296 0.776 upperarm 0.756 0.06 0.679 0.756 0.715 0.943 waist Weighted Avg. 0.563 0.073 0.601 0.563 0.548 0.857 === Confusion Matrix === a b c d e f g <-- classified as 177 8 147 4 118 7 25 | a = chest 34 159 177 2 17 32 63 | b = forearm 2 8 428 2 0 5 40 | c = head 17 6 11 375 38 33 7 | d = shin 106 10 8 19 305 24 13 | e = thigh 62 28 199 2 66 102 26 | f = upperarm 5 3 102 6 2 1 368 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1911 56.2059 % Incorrectly Classified Instances 1489 43.7941 % Kappa statistic 0.4891 Mean absolute error 0.1268 Root mean squared error 0.3262 Relative absolute error 51.7708 % Root relative squared error 93.2216 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.37 0.075 0.45 0.37 0.406 0.814 chest 0.347 0.02 0.747 0.347 0.474 0.666 forearm 0.866 0.226 0.39 0.866 0.537 0.922 head 0.78 0.009 0.934 0.78 0.85 0.974 shin 0.656 0.091 0.547 0.656 0.597 0.913 thigh 0.171 0.031 0.483 0.171 0.252 0.772 upperarm 0.743 0.06 0.675 0.743 0.707 0.931 waist Weighted Avg. 0.562 0.073 0.604 0.562 0.546 0.856 === Confusion Matrix === a b c d e f g <-- classified as 180 1 144 4 128 3 26 | a = chest 23 168 185 3 19 28 58 | b = forearm 1 7 420 0 0 3 54 | c = head 4 4 8 380 51 34 6 | d = shin 100 14 5 14 319 20 14 | e = thigh 77 29 212 4 65 83 16 | f = upperarm 15 2 104 2 1 1 361 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1916 56.3529 % Incorrectly Classified Instances 1484 43.6471 % Kappa statistic 0.4908 Mean absolute error 0.1274 Root mean squared error 0.3266 Relative absolute error 52.028 % Root relative squared error 93.3433 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.377 0.077 0.451 0.377 0.41 0.813 chest 0.343 0.019 0.755 0.343 0.472 0.673 forearm 0.876 0.216 0.403 0.876 0.552 0.93 head 0.791 0.011 0.923 0.791 0.852 0.958 shin 0.652 0.09 0.547 0.652 0.595 0.901 thigh 0.181 0.034 0.471 0.181 0.262 0.781 upperarm 0.724 0.063 0.657 0.724 0.689 0.937 waist Weighted Avg. 0.564 0.073 0.601 0.564 0.547 0.856 === Confusion Matrix === a b c d e f g <-- classified as 183 5 133 1 131 5 28 | a = chest 28 166 167 3 14 31 75 | b = forearm 2 6 425 0 0 10 42 | c = head 16 7 13 385 44 21 1 | d = shin 95 11 10 12 317 25 16 | e = thigh 74 22 200 10 70 88 22 | f = upperarm 8 3 106 6 4 7 352 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1907 56.1047 % Incorrectly Classified Instances 1492 43.8953 % Kappa statistic 0.4879 Mean absolute error 0.1272 Root mean squared error 0.3256 Relative absolute error 51.9331 % Root relative squared error 93.0534 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.346 0.083 0.41 0.346 0.375 0.809 chest 0.366 0.017 0.776 0.366 0.497 0.69 forearm 0.889 0.229 0.393 0.889 0.545 0.93 head 0.772 0.007 0.952 0.772 0.853 0.967 shin 0.644 0.091 0.541 0.644 0.588 0.908 thigh 0.169 0.026 0.516 0.169 0.255 0.791 upperarm 0.741 0.059 0.678 0.741 0.708 0.934 waist Weighted Avg. 0.561 0.073 0.609 0.561 0.546 0.861 === Confusion Matrix === a b c d e f g <-- classified as 168 3 152 2 124 1 36 | a = chest 29 177 174 3 17 21 63 | b = forearm 5 6 431 0 1 4 38 | c = head 15 1 10 376 53 27 5 | d = shin 110 13 9 10 313 21 10 | e = thigh 75 24 212 3 70 82 19 | f = upperarm 8 4 109 1 1 3 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1902 55.9576 % Incorrectly Classified Instances 1497 44.0424 % Kappa statistic 0.4862 Mean absolute error 0.129 Root mean squared error 0.3284 Relative absolute error 52.6572 % Root relative squared error 93.8487 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.348 0.08 0.42 0.348 0.381 0.818 chest 0.333 0.026 0.682 0.333 0.447 0.641 forearm 0.874 0.234 0.383 0.874 0.533 0.917 head 0.794 0.009 0.937 0.794 0.86 0.968 shin 0.644 0.073 0.595 0.644 0.619 0.913 thigh 0.191 0.034 0.482 0.191 0.274 0.78 upperarm 0.731 0.057 0.681 0.731 0.705 0.929 waist Weighted Avg. 0.56 0.073 0.597 0.56 0.546 0.852 === Confusion Matrix === a b c d e f g <-- classified as 169 6 167 1 102 11 29 | a = chest 32 161 190 5 5 17 74 | b = forearm 2 11 424 2 0 9 37 | c = head 9 3 9 386 48 30 1 | d = shin 106 16 6 7 313 25 13 | e = thigh 78 31 212 4 55 93 13 | f = upperarm 6 8 99 7 3 8 356 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1917 56.3989 % Incorrectly Classified Instances 1482 43.6011 % Kappa statistic 0.4913 Mean absolute error 0.1265 Root mean squared error 0.3256 Relative absolute error 51.6597 % Root relative squared error 93.0604 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.344 0.08 0.416 0.344 0.377 0.807 chest 0.36 0.019 0.757 0.36 0.487 0.679 forearm 0.887 0.223 0.398 0.887 0.549 0.925 head 0.784 0.011 0.923 0.784 0.848 0.97 shin 0.64 0.089 0.547 0.64 0.59 0.907 thigh 0.177 0.032 0.478 0.177 0.258 0.784 upperarm 0.756 0.054 0.701 0.756 0.727 0.939 waist Weighted Avg. 0.564 0.073 0.603 0.564 0.548 0.859 === Confusion Matrix === a b c d e f g <-- classified as 167 5 149 0 134 8 22 | a = chest 29 174 179 8 11 25 58 | b = forearm 7 7 430 2 0 2 37 | c = head 9 4 14 381 51 24 3 | d = shin 94 10 6 15 311 34 16 | e = thigh 82 27 206 3 61 86 21 | f = upperarm 13 3 97 4 1 1 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1947 57.2816 % Incorrectly Classified Instances 1452 42.7184 % Kappa statistic 0.5016 Mean absolute error 0.1239 Root mean squared error 0.3201 Relative absolute error 50.6057 % Root relative squared error 91.4656 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.372 0.074 0.456 0.372 0.41 0.826 chest 0.358 0.024 0.709 0.358 0.476 0.707 forearm 0.897 0.202 0.425 0.897 0.577 0.935 head 0.788 0.011 0.921 0.788 0.849 0.973 shin 0.632 0.092 0.535 0.632 0.579 0.912 thigh 0.191 0.034 0.482 0.191 0.274 0.783 upperarm 0.77 0.06 0.681 0.77 0.723 0.939 waist Weighted Avg. 0.573 0.071 0.601 0.573 0.555 0.868 === Confusion Matrix === a b c d e f g <-- classified as 181 6 144 2 124 4 25 | a = chest 29 173 154 4 14 34 75 | b = forearm 2 10 435 0 0 2 36 | c = head 12 0 6 383 52 31 2 | d = shin 100 17 3 19 307 25 15 | e = thigh 62 30 197 5 76 93 23 | f = upperarm 11 8 85 3 1 4 375 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1927 56.6931 % Incorrectly Classified Instances 1472 43.3069 % Kappa statistic 0.4947 Mean absolute error 0.1249 Root mean squared error 0.3231 Relative absolute error 51.0099 % Root relative squared error 92.3318 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.342 0.073 0.438 0.342 0.384 0.814 chest 0.352 0.018 0.762 0.352 0.482 0.708 forearm 0.893 0.216 0.408 0.893 0.56 0.932 head 0.79 0.012 0.914 0.79 0.848 0.976 shin 0.646 0.089 0.549 0.646 0.594 0.911 thigh 0.183 0.033 0.484 0.183 0.266 0.794 upperarm 0.761 0.065 0.663 0.761 0.709 0.934 waist Weighted Avg. 0.567 0.072 0.603 0.567 0.549 0.867 === Confusion Matrix === a b c d e f g <-- classified as 166 3 166 4 113 3 31 | a = chest 26 170 151 5 7 45 79 | b = forearm 3 3 434 2 0 3 41 | c = head 11 5 8 384 53 23 2 | d = shin 97 12 9 17 314 19 18 | e = thigh 65 28 201 3 83 89 17 | f = upperarm 11 2 94 5 2 2 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1919 56.4578 % Incorrectly Classified Instances 1480 43.5422 % Kappa statistic 0.492 Mean absolute error 0.1265 Root mean squared error 0.3261 Relative absolute error 51.6507 % Root relative squared error 93.1845 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.333 0.081 0.408 0.333 0.367 0.801 chest 0.329 0.022 0.713 0.329 0.45 0.662 forearm 0.914 0.232 0.397 0.914 0.553 0.933 head 0.79 0.006 0.958 0.79 0.866 0.97 shin 0.649 0.088 0.553 0.649 0.597 0.914 thigh 0.191 0.026 0.554 0.191 0.284 0.798 upperarm 0.745 0.055 0.695 0.745 0.719 0.936 waist Weighted Avg. 0.565 0.073 0.611 0.565 0.548 0.859 === Confusion Matrix === a b c d e f g <-- classified as 162 3 161 1 138 2 19 | a = chest 29 159 191 2 9 27 67 | b = forearm 2 4 444 1 0 3 32 | c = head 12 4 10 384 48 23 5 | d = shin 104 15 11 7 315 19 14 | e = thigh 77 33 199 4 58 93 22 | f = upperarm 11 5 103 2 2 1 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1935 56.9285 % Incorrectly Classified Instances 1464 43.0715 % Kappa statistic 0.4975 Mean absolute error 0.1261 Root mean squared error 0.3245 Relative absolute error 51.5026 % Root relative squared error 92.7337 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.329 0.07 0.44 0.329 0.376 0.819 chest 0.347 0.021 0.737 0.347 0.472 0.673 forearm 0.922 0.228 0.402 0.922 0.56 0.938 head 0.772 0.01 0.926 0.772 0.842 0.962 shin 0.667 0.084 0.568 0.667 0.614 0.903 thigh 0.206 0.033 0.513 0.206 0.294 0.791 upperarm 0.743 0.056 0.688 0.743 0.714 0.937 waist Weighted Avg. 0.569 0.072 0.61 0.569 0.553 0.86 === Confusion Matrix === a b c d e f g <-- classified as 160 3 158 5 122 5 33 | a = chest 19 168 178 4 17 27 71 | b = forearm 2 4 447 1 0 5 26 | c = head 6 0 13 375 54 31 7 | d = shin 87 16 19 7 324 26 7 | e = thigh 80 29 197 8 52 100 20 | f = upperarm 10 8 100 5 1 1 361 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1932 56.8402 % Incorrectly Classified Instances 1467 43.1598 % Kappa statistic 0.4965 Mean absolute error 0.1252 Root mean squared error 0.3242 Relative absolute error 51.1115 % Root relative squared error 92.6549 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.329 0.077 0.416 0.329 0.367 0.801 chest 0.341 0.019 0.753 0.341 0.469 0.667 forearm 0.909 0.223 0.404 0.909 0.559 0.937 head 0.792 0.011 0.921 0.792 0.852 0.964 shin 0.677 0.087 0.565 0.677 0.616 0.918 thigh 0.154 0.033 0.436 0.154 0.228 0.792 upperarm 0.776 0.053 0.71 0.776 0.741 0.946 waist Weighted Avg. 0.568 0.072 0.601 0.568 0.548 0.861 === Confusion Matrix === a b c d e f g <-- classified as 160 3 152 3 125 15 28 | a = chest 16 165 185 4 15 33 66 | b = forearm 6 4 441 1 0 4 29 | c = head 14 6 10 385 42 23 6 | d = shin 96 11 4 17 329 21 8 | e = thigh 80 24 215 6 69 75 17 | f = upperarm 13 6 85 2 2 1 377 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1920 56.4706 % Incorrectly Classified Instances 1480 43.5294 % Kappa statistic 0.4921 Mean absolute error 0.1269 Root mean squared error 0.3257 Relative absolute error 51.8023 % Root relative squared error 93.0675 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.322 0.067 0.443 0.322 0.373 0.81 chest 0.364 0.022 0.736 0.364 0.488 0.689 forearm 0.903 0.223 0.403 0.903 0.557 0.933 head 0.764 0.013 0.907 0.764 0.829 0.962 shin 0.642 0.097 0.523 0.642 0.577 0.898 thigh 0.183 0.032 0.486 0.183 0.266 0.788 upperarm 0.772 0.053 0.709 0.772 0.739 0.94 waist Weighted Avg. 0.565 0.073 0.601 0.565 0.547 0.86 === Confusion Matrix === a b c d e f g <-- classified as 156 4 159 3 135 3 25 | a = chest 27 176 172 4 13 31 60 | b = forearm 2 6 439 1 0 5 33 | c = head 13 5 8 372 54 28 7 | d = shin 93 16 12 18 312 23 12 | e = thigh 56 25 210 7 82 89 17 | f = upperarm 5 7 90 5 0 4 376 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1930 56.7647 % Incorrectly Classified Instances 1470 43.2353 % Kappa statistic 0.4956 Mean absolute error 0.1259 Root mean squared error 0.3246 Relative absolute error 51.42 % Root relative squared error 92.7679 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.366 0.076 0.446 0.366 0.402 0.82 chest 0.354 0.025 0.698 0.354 0.47 0.698 forearm 0.872 0.223 0.395 0.872 0.544 0.929 head 0.805 0.009 0.938 0.805 0.866 0.964 shin 0.671 0.082 0.577 0.671 0.62 0.922 thigh 0.173 0.034 0.462 0.173 0.251 0.776 upperarm 0.73 0.056 0.685 0.73 0.707 0.93 waist Weighted Avg. 0.568 0.072 0.6 0.568 0.552 0.863 === Confusion Matrix === a b c d e f g <-- classified as 178 4 154 2 126 3 19 | a = chest 27 171 168 2 9 35 71 | b = forearm 2 11 424 1 0 5 43 | c = head 7 7 8 392 44 25 4 | d = shin 89 13 6 13 326 25 14 | e = thigh 83 33 211 5 58 84 12 | f = upperarm 13 6 102 3 2 5 355 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1919 56.4578 % Incorrectly Classified Instances 1480 43.5422 % Kappa statistic 0.492 Mean absolute error 0.126 Root mean squared error 0.3253 Relative absolute error 51.4583 % Root relative squared error 92.9582 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.37 0.085 0.42 0.37 0.393 0.801 chest 0.333 0.018 0.756 0.333 0.462 0.673 forearm 0.924 0.224 0.407 0.924 0.565 0.939 head 0.755 0.008 0.941 0.755 0.838 0.97 shin 0.634 0.084 0.557 0.634 0.593 0.909 thigh 0.181 0.034 0.468 0.181 0.261 0.786 upperarm 0.755 0.055 0.698 0.755 0.725 0.938 waist Weighted Avg. 0.565 0.073 0.607 0.565 0.548 0.859 === Confusion Matrix === a b c d e f g <-- classified as 180 8 143 3 116 8 28 | a = chest 30 161 178 4 17 31 63 | b = forearm 3 3 448 1 0 2 28 | c = head 12 2 8 367 58 35 4 | d = shin 113 11 7 10 308 21 16 | e = thigh 84 27 213 2 52 88 20 | f = upperarm 7 1 103 3 2 3 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1887 55.5163 % Incorrectly Classified Instances 1512 44.4837 % Kappa statistic 0.481 Mean absolute error 0.1288 Root mean squared error 0.3289 Relative absolute error 52.6086 % Root relative squared error 93.9999 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.309 0.074 0.409 0.309 0.352 0.81 chest 0.324 0.019 0.741 0.324 0.451 0.665 forearm 0.901 0.231 0.394 0.901 0.548 0.929 head 0.79 0.01 0.928 0.79 0.853 0.968 shin 0.632 0.086 0.55 0.632 0.588 0.9 thigh 0.177 0.038 0.437 0.177 0.252 0.783 upperarm 0.753 0.06 0.675 0.753 0.712 0.935 waist Weighted Avg. 0.555 0.074 0.59 0.555 0.537 0.856 === Confusion Matrix === a b c d e f g <-- classified as 150 2 165 2 122 8 37 | a = chest 21 157 188 3 14 34 67 | b = forearm 2 5 437 0 1 6 34 | c = head 5 3 10 384 50 32 2 | d = shin 99 13 12 18 307 23 14 | e = thigh 81 27 204 4 62 86 22 | f = upperarm 9 5 93 3 2 8 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1947 57.2816 % Incorrectly Classified Instances 1452 42.7184 % Kappa statistic 0.5016 Mean absolute error 0.1251 Root mean squared error 0.323 Relative absolute error 51.0632 % Root relative squared error 92.3138 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.364 0.07 0.465 0.364 0.408 0.831 chest 0.353 0.024 0.713 0.353 0.472 0.669 forearm 0.878 0.227 0.392 0.878 0.542 0.921 head 0.805 0.01 0.931 0.805 0.863 0.974 shin 0.695 0.081 0.589 0.695 0.638 0.927 thigh 0.183 0.029 0.511 0.183 0.27 0.785 upperarm 0.73 0.058 0.679 0.73 0.704 0.933 waist Weighted Avg. 0.573 0.071 0.611 0.573 0.557 0.863 === Confusion Matrix === a b c d e f g <-- classified as 177 7 152 2 102 6 40 | a = chest 21 171 182 5 15 27 63 | b = forearm 4 9 426 3 0 5 38 | c = head 10 5 9 391 46 22 3 | d = shin 90 11 3 9 338 22 13 | e = thigh 71 32 211 2 70 89 11 | f = upperarm 8 5 104 8 3 3 355 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1919 56.4578 % Incorrectly Classified Instances 1480 43.5422 % Kappa statistic 0.492 Mean absolute error 0.1251 Root mean squared error 0.3235 Relative absolute error 51.0981 % Root relative squared error 92.4567 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.335 0.088 0.39 0.335 0.361 0.809 chest 0.393 0.018 0.782 0.393 0.523 0.677 forearm 0.899 0.22 0.405 0.899 0.558 0.929 head 0.776 0.01 0.931 0.776 0.846 0.969 shin 0.623 0.09 0.536 0.623 0.577 0.912 thigh 0.181 0.03 0.506 0.181 0.267 0.796 upperarm 0.745 0.053 0.7 0.745 0.722 0.941 waist Weighted Avg. 0.565 0.073 0.607 0.565 0.55 0.862 === Confusion Matrix === a b c d e f g <-- classified as 163 3 156 3 130 3 28 | a = chest 40 190 169 4 6 22 53 | b = forearm 2 6 436 1 0 5 35 | c = head 12 2 10 377 56 27 2 | d = shin 107 12 10 14 303 28 12 | e = thigh 77 24 198 6 68 88 25 | f = upperarm 17 6 98 0 2 1 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1889 55.5752 % Incorrectly Classified Instances 1510 44.4248 % Kappa statistic 0.4817 Mean absolute error 0.1298 Root mean squared error 0.3294 Relative absolute error 52.9997 % Root relative squared error 94.1345 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.085 0.416 0.362 0.387 0.808 chest 0.31 0.021 0.714 0.31 0.432 0.646 forearm 0.88 0.231 0.388 0.88 0.538 0.922 head 0.786 0.008 0.946 0.786 0.858 0.97 shin 0.621 0.087 0.544 0.621 0.58 0.905 thigh 0.179 0.026 0.534 0.179 0.268 0.794 upperarm 0.751 0.061 0.672 0.751 0.709 0.931 waist Weighted Avg. 0.556 0.074 0.602 0.556 0.539 0.854 === Confusion Matrix === a b c d e f g <-- classified as 176 1 160 1 119 5 24 | a = chest 32 150 189 4 17 21 71 | b = forearm 1 4 427 1 0 4 48 | c = head 16 2 16 382 50 18 2 | d = shin 108 20 9 11 302 26 10 | e = thigh 80 29 198 2 67 87 23 | f = upperarm 10 4 102 3 0 2 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1923 56.5755 % Incorrectly Classified Instances 1476 43.4245 % Kappa statistic 0.4934 Mean absolute error 0.1261 Root mean squared error 0.3242 Relative absolute error 51.4976 % Root relative squared error 92.6544 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.344 0.069 0.454 0.344 0.391 0.808 chest 0.357 0.024 0.715 0.357 0.477 0.696 forearm 0.88 0.217 0.404 0.88 0.553 0.929 head 0.79 0.009 0.939 0.79 0.858 0.963 shin 0.673 0.101 0.527 0.673 0.591 0.903 thigh 0.175 0.03 0.497 0.175 0.259 0.789 upperarm 0.741 0.059 0.678 0.741 0.708 0.937 waist Weighted Avg. 0.566 0.072 0.602 0.566 0.548 0.861 === Confusion Matrix === a b c d e f g <-- classified as 167 6 139 1 144 5 24 | a = chest 24 173 162 5 21 25 74 | b = forearm 5 7 427 0 0 4 42 | c = head 8 7 11 384 44 28 4 | d = shin 89 16 8 13 327 22 11 | e = thigh 65 29 208 5 78 85 16 | f = upperarm 10 4 103 1 6 2 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1950 57.3698 % Incorrectly Classified Instances 1449 42.6302 % Kappa statistic 0.5026 Mean absolute error 0.1234 Root mean squared error 0.3204 Relative absolute error 50.3911 % Root relative squared error 91.5678 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.366 0.081 0.431 0.366 0.396 0.815 chest 0.324 0.016 0.77 0.324 0.456 0.666 forearm 0.922 0.223 0.407 0.922 0.565 0.943 head 0.802 0.012 0.915 0.802 0.855 0.967 shin 0.64 0.08 0.572 0.64 0.604 0.916 thigh 0.198 0.025 0.571 0.198 0.294 0.798 upperarm 0.762 0.06 0.679 0.762 0.718 0.943 waist Weighted Avg. 0.574 0.071 0.621 0.574 0.556 0.864 === Confusion Matrix === a b c d e f g <-- classified as 178 3 152 6 118 2 27 | a = chest 22 157 180 5 11 23 86 | b = forearm 5 4 447 1 0 5 23 | c = head 13 2 13 390 44 21 3 | d = shin 108 10 7 16 311 20 14 | e = thigh 77 25 200 7 58 96 22 | f = upperarm 10 3 99 1 2 1 371 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1922 56.546 % Incorrectly Classified Instances 1477 43.454 % Kappa statistic 0.493 Mean absolute error 0.1266 Root mean squared error 0.3259 Relative absolute error 51.6754 % Root relative squared error 93.1244 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.353 0.072 0.45 0.353 0.395 0.817 chest 0.36 0.022 0.734 0.36 0.483 0.686 forearm 0.868 0.216 0.401 0.868 0.549 0.927 head 0.776 0.012 0.917 0.776 0.841 0.964 shin 0.656 0.088 0.554 0.656 0.601 0.906 thigh 0.175 0.037 0.44 0.175 0.25 0.777 upperarm 0.77 0.061 0.678 0.77 0.721 0.936 waist Weighted Avg. 0.565 0.072 0.597 0.565 0.549 0.859 === Confusion Matrix === a b c d e f g <-- classified as 171 4 152 1 126 6 25 | a = chest 18 174 169 7 10 35 71 | b = forearm 6 6 421 2 0 5 45 | c = head 13 3 9 378 48 31 5 | d = shin 96 18 6 8 318 29 10 | e = thigh 70 29 200 9 71 85 22 | f = upperarm 6 3 93 7 1 2 375 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1904 56 % Incorrectly Classified Instances 1496 44 % Kappa statistic 0.4867 Mean absolute error 0.1275 Root mean squared error 0.3271 Relative absolute error 52.0503 % Root relative squared error 93.4664 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.387 0.081 0.442 0.387 0.413 0.815 chest 0.333 0.022 0.719 0.333 0.455 0.672 forearm 0.907 0.226 0.4 0.907 0.556 0.937 head 0.776 0.011 0.92 0.776 0.842 0.962 shin 0.597 0.083 0.546 0.597 0.57 0.901 thigh 0.173 0.033 0.469 0.173 0.253 0.768 upperarm 0.747 0.058 0.684 0.747 0.714 0.934 waist Weighted Avg. 0.56 0.073 0.597 0.56 0.543 0.856 === Confusion Matrix === a b c d e f g <-- classified as 188 1 136 5 120 7 29 | a = chest 31 161 183 5 9 37 58 | b = forearm 3 6 440 0 0 0 36 | c = head 14 3 11 377 53 24 4 | d = shin 114 16 11 17 290 22 16 | e = thigh 66 30 223 2 56 84 25 | f = upperarm 9 7 95 4 3 5 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1932 56.8235 % Incorrectly Classified Instances 1468 43.1765 % Kappa statistic 0.4962 Mean absolute error 0.126 Root mean squared error 0.3247 Relative absolute error 51.4389 % Root relative squared error 92.8045 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.334 0.077 0.421 0.334 0.372 0.801 chest 0.345 0.023 0.717 0.345 0.466 0.689 forearm 0.877 0.218 0.402 0.877 0.551 0.926 head 0.79 0.011 0.925 0.79 0.852 0.968 shin 0.714 0.081 0.594 0.714 0.649 0.92 thigh 0.183 0.031 0.5 0.183 0.268 0.785 upperarm 0.733 0.065 0.655 0.733 0.692 0.932 waist Weighted Avg. 0.568 0.072 0.602 0.568 0.55 0.86 === Confusion Matrix === a b c d e f g <-- classified as 162 10 147 3 116 7 40 | a = chest 30 167 169 6 13 32 67 | b = forearm 5 6 426 3 0 3 43 | c = head 6 4 11 384 51 24 6 | d = shin 82 11 8 10 347 19 9 | e = thigh 86 30 201 2 55 89 23 | f = upperarm 14 5 98 7 2 4 357 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1950 57.3698 % Incorrectly Classified Instances 1449 42.6302 % Kappa statistic 0.5026 Mean absolute error 0.1251 Root mean squared error 0.3235 Relative absolute error 51.0979 % Root relative squared error 92.4525 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.381 0.081 0.438 0.381 0.408 0.813 chest 0.333 0.014 0.793 0.333 0.469 0.671 forearm 0.909 0.223 0.405 0.909 0.561 0.934 head 0.811 0.01 0.934 0.811 0.868 0.975 shin 0.623 0.084 0.551 0.623 0.585 0.903 thigh 0.198 0.029 0.533 0.198 0.288 0.793 upperarm 0.759 0.056 0.694 0.759 0.725 0.936 waist Weighted Avg. 0.574 0.071 0.621 0.574 0.558 0.861 === Confusion Matrix === a b c d e f g <-- classified as 185 5 148 3 115 2 27 | a = chest 24 161 178 6 20 27 68 | b = forearm 5 4 442 1 0 2 32 | c = head 12 1 10 395 39 25 5 | d = shin 111 12 10 11 302 27 12 | e = thigh 77 17 206 4 67 96 19 | f = upperarm 8 3 97 3 5 1 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1901 55.9282 % Incorrectly Classified Instances 1498 44.0718 % Kappa statistic 0.4858 Mean absolute error 0.1268 Root mean squared error 0.3252 Relative absolute error 51.7668 % Root relative squared error 92.9289 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.327 0.071 0.436 0.327 0.374 0.824 chest 0.331 0.022 0.714 0.331 0.453 0.655 forearm 0.897 0.227 0.397 0.897 0.55 0.936 head 0.756 0.01 0.925 0.756 0.832 0.972 shin 0.656 0.09 0.55 0.656 0.598 0.908 thigh 0.195 0.032 0.508 0.195 0.282 0.777 upperarm 0.751 0.063 0.666 0.751 0.706 0.937 waist Weighted Avg. 0.559 0.073 0.599 0.559 0.542 0.859 === Confusion Matrix === a b c d e f g <-- classified as 159 2 165 3 120 6 31 | a = chest 25 160 176 2 12 29 79 | b = forearm 3 6 435 0 1 6 34 | c = head 9 4 11 368 67 20 8 | d = shin 86 19 8 15 319 25 14 | e = thigh 77 28 201 7 61 95 17 | f = upperarm 6 5 101 3 0 6 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1903 55.9871 % Incorrectly Classified Instances 1496 44.0129 % Kappa statistic 0.4865 Mean absolute error 0.1274 Root mean squared error 0.327 Relative absolute error 52.0182 % Root relative squared error 93.444 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.325 0.079 0.408 0.325 0.362 0.802 chest 0.35 0.019 0.754 0.35 0.478 0.682 forearm 0.907 0.23 0.396 0.907 0.552 0.932 head 0.791 0.009 0.937 0.791 0.857 0.97 shin 0.65 0.094 0.537 0.65 0.588 0.912 thigh 0.169 0.03 0.482 0.169 0.25 0.793 upperarm 0.726 0.053 0.695 0.726 0.71 0.935 waist Weighted Avg. 0.56 0.073 0.601 0.56 0.543 0.861 === Confusion Matrix === a b c d e f g <-- classified as 158 3 159 1 131 6 28 | a = chest 20 169 188 5 10 26 65 | b = forearm 2 7 440 2 0 4 30 | c = head 10 3 9 385 49 27 4 | d = shin 107 11 5 12 316 24 11 | e = thigh 78 26 198 3 82 82 17 | f = upperarm 12 5 111 3 1 1 353 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1905 56.0459 % Incorrectly Classified Instances 1494 43.9541 % Kappa statistic 0.4872 Mean absolute error 0.1281 Root mean squared error 0.3279 Relative absolute error 52.2908 % Root relative squared error 93.6924 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.346 0.079 0.421 0.346 0.38 0.812 chest 0.362 0.023 0.72 0.362 0.481 0.708 forearm 0.882 0.222 0.398 0.882 0.549 0.928 head 0.802 0.008 0.947 0.802 0.869 0.965 shin 0.634 0.09 0.54 0.634 0.583 0.906 thigh 0.156 0.035 0.427 0.156 0.229 0.773 upperarm 0.741 0.056 0.69 0.741 0.714 0.937 waist Weighted Avg. 0.56 0.073 0.592 0.56 0.544 0.861 === Confusion Matrix === a b c d e f g <-- classified as 168 1 154 1 135 3 24 | a = chest 37 175 158 3 13 32 66 | b = forearm 4 6 428 1 0 6 40 | c = head 14 3 10 390 36 32 1 | d = shin 95 20 8 13 308 27 15 | e = thigh 70 35 212 2 75 76 16 | f = upperarm 11 3 105 2 3 2 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1890 55.6046 % Incorrectly Classified Instances 1509 44.3954 % Kappa statistic 0.4821 Mean absolute error 0.1276 Root mean squared error 0.3261 Relative absolute error 52.0876 % Root relative squared error 93.1932 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.325 0.08 0.404 0.325 0.36 0.818 chest 0.36 0.02 0.747 0.36 0.485 0.679 forearm 0.882 0.227 0.393 0.882 0.543 0.922 head 0.78 0.01 0.929 0.78 0.848 0.969 shin 0.613 0.092 0.526 0.613 0.566 0.906 thigh 0.175 0.031 0.489 0.175 0.258 0.8 upperarm 0.757 0.058 0.687 0.757 0.72 0.94 waist Weighted Avg. 0.556 0.074 0.596 0.556 0.54 0.862 === Confusion Matrix === a b c d e f g <-- classified as 158 5 161 1 125 9 27 | a = chest 23 174 179 3 16 24 65 | b = forearm 3 11 428 3 0 5 35 | c = head 12 4 12 379 56 19 4 | d = shin 117 10 7 14 298 28 12 | e = thigh 69 24 206 5 72 85 25 | f = upperarm 9 5 97 3 0 4 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1931 56.8108 % Incorrectly Classified Instances 1468 43.1892 % Kappa statistic 0.4961 Mean absolute error 0.1258 Root mean squared error 0.325 Relative absolute error 51.374 % Root relative squared error 92.8714 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.37 0.077 0.444 0.37 0.404 0.824 chest 0.32 0.017 0.76 0.32 0.451 0.654 forearm 0.903 0.23 0.396 0.903 0.55 0.93 head 0.749 0.009 0.933 0.749 0.831 0.961 shin 0.683 0.087 0.568 0.683 0.62 0.918 thigh 0.21 0.026 0.57 0.21 0.307 0.795 upperarm 0.741 0.058 0.681 0.741 0.709 0.933 waist Weighted Avg. 0.568 0.072 0.622 0.568 0.553 0.859 === Confusion Matrix === a b c d e f g <-- classified as 180 2 154 2 117 3 28 | a = chest 22 155 193 3 17 23 71 | b = forearm 2 3 438 0 0 4 38 | c = head 14 4 10 364 61 31 2 | d = shin 95 14 5 10 332 16 14 | e = thigh 80 23 206 6 53 102 16 | f = upperarm 12 3 101 5 5 0 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1968 57.8994 % Incorrectly Classified Instances 1431 42.1006 % Kappa statistic 0.5088 Mean absolute error 0.1224 Root mean squared error 0.3191 Relative absolute error 49.9618 % Root relative squared error 91.1911 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.335 0.072 0.438 0.335 0.38 0.817 chest 0.376 0.024 0.725 0.376 0.495 0.673 forearm 0.891 0.217 0.406 0.891 0.558 0.93 head 0.829 0.012 0.92 0.829 0.872 0.977 shin 0.671 0.082 0.577 0.671 0.62 0.918 thigh 0.173 0.034 0.462 0.173 0.251 0.806 upperarm 0.778 0.051 0.716 0.778 0.746 0.94 waist Weighted Avg. 0.579 0.07 0.606 0.579 0.56 0.866 === Confusion Matrix === a b c d e f g <-- classified as 163 5 164 3 122 6 23 | a = chest 24 182 173 5 10 25 65 | b = forearm 2 4 432 1 0 10 36 | c = head 7 4 7 403 41 23 1 | d = shin 90 12 7 12 326 32 7 | e = thigh 77 38 193 11 65 84 18 | f = upperarm 9 6 87 3 1 2 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1915 56.3401 % Incorrectly Classified Instances 1484 43.6599 % Kappa statistic 0.4906 Mean absolute error 0.1268 Root mean squared error 0.3248 Relative absolute error 51.7742 % Root relative squared error 92.8311 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.346 0.071 0.447 0.346 0.39 0.805 chest 0.366 0.019 0.766 0.366 0.495 0.688 forearm 0.876 0.217 0.402 0.876 0.552 0.926 head 0.755 0.01 0.924 0.755 0.831 0.96 shin 0.663 0.094 0.54 0.663 0.595 0.906 thigh 0.181 0.034 0.471 0.181 0.262 0.782 upperarm 0.756 0.065 0.662 0.756 0.706 0.938 waist Weighted Avg. 0.563 0.073 0.602 0.563 0.547 0.858 === Confusion Matrix === a b c d e f g <-- classified as 168 4 145 3 139 3 24 | a = chest 27 177 160 5 7 31 77 | b = forearm 5 6 425 0 0 6 43 | c = head 10 4 12 367 53 36 4 | d = shin 91 11 11 13 322 20 18 | e = thigh 62 26 207 6 74 88 22 | f = upperarm 13 3 96 3 1 3 368 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1897 55.7941 % Incorrectly Classified Instances 1503 44.2059 % Kappa statistic 0.4842 Mean absolute error 0.128 Root mean squared error 0.3275 Relative absolute error 52.2727 % Root relative squared error 93.5982 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.084 0.422 0.368 0.393 0.823 chest 0.341 0.017 0.771 0.341 0.473 0.681 forearm 0.866 0.228 0.388 0.866 0.536 0.92 head 0.786 0.006 0.955 0.786 0.862 0.963 shin 0.645 0.085 0.557 0.645 0.598 0.913 thigh 0.169 0.034 0.453 0.169 0.246 0.806 upperarm 0.729 0.061 0.665 0.729 0.695 0.927 waist Weighted Avg. 0.558 0.074 0.602 0.558 0.543 0.862 === Confusion Matrix === a b c d e f g <-- classified as 179 1 161 0 114 8 23 | a = chest 31 165 169 1 13 35 70 | b = forearm 3 6 421 1 0 5 50 | c = head 7 3 18 382 44 28 4 | d = shin 109 17 8 10 313 19 9 | e = thigh 83 20 200 3 75 82 23 | f = upperarm 12 2 108 3 3 4 355 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1928 56.7059 % Incorrectly Classified Instances 1472 43.2941 % Kappa statistic 0.4949 Mean absolute error 0.1262 Root mean squared error 0.3246 Relative absolute error 51.5204 % Root relative squared error 92.7612 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.336 0.078 0.417 0.336 0.372 0.813 chest 0.345 0.023 0.717 0.345 0.466 0.676 forearm 0.895 0.222 0.402 0.895 0.554 0.927 head 0.786 0.012 0.914 0.786 0.845 0.968 shin 0.667 0.085 0.566 0.667 0.612 0.913 thigh 0.173 0.031 0.486 0.173 0.255 0.794 upperarm 0.766 0.054 0.704 0.766 0.734 0.94 waist Weighted Avg. 0.567 0.072 0.601 0.567 0.549 0.862 === Confusion Matrix === a b c d e f g <-- classified as 163 5 166 2 118 2 29 | a = chest 23 167 185 7 13 31 58 | b = forearm 2 6 435 1 0 4 38 | c = head 9 3 9 382 49 30 4 | d = shin 97 18 7 13 324 19 8 | e = thigh 87 32 189 8 66 84 20 | f = upperarm 10 2 92 5 2 3 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1897 55.8105 % Incorrectly Classified Instances 1502 44.1895 % Kappa statistic 0.4845 Mean absolute error 0.1284 Root mean squared error 0.3286 Relative absolute error 52.4206 % Root relative squared error 93.9152 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.336 0.084 0.4 0.336 0.365 0.797 chest 0.345 0.017 0.766 0.345 0.476 0.666 forearm 0.895 0.225 0.398 0.895 0.551 0.925 head 0.766 0.009 0.933 0.766 0.841 0.968 shin 0.656 0.095 0.534 0.656 0.589 0.904 thigh 0.158 0.032 0.456 0.158 0.235 0.776 upperarm 0.749 0.053 0.704 0.749 0.726 0.934 waist Weighted Avg. 0.558 0.074 0.599 0.558 0.541 0.853 === Confusion Matrix === a b c d e f g <-- classified as 163 2 143 5 147 6 19 | a = chest 29 167 181 6 15 30 56 | b = forearm 3 7 434 0 0 5 36 | c = head 11 5 10 373 52 31 5 | d = shin 103 11 7 10 319 17 19 | e = thigh 90 23 211 4 63 77 18 | f = upperarm 9 3 104 2 1 3 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1924 56.6049 % Incorrectly Classified Instances 1475 43.3951 % Kappa statistic 0.4937 Mean absolute error 0.126 Root mean squared error 0.3241 Relative absolute error 51.4635 % Root relative squared error 92.621 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.356 0.077 0.437 0.356 0.392 0.815 chest 0.371 0.022 0.74 0.371 0.494 0.688 forearm 0.897 0.232 0.392 0.897 0.545 0.933 head 0.772 0.01 0.931 0.772 0.844 0.965 shin 0.654 0.082 0.572 0.654 0.61 0.908 thigh 0.183 0.027 0.53 0.183 0.272 0.777 upperarm 0.728 0.058 0.677 0.728 0.702 0.936 waist Weighted Avg. 0.566 0.072 0.611 0.566 0.552 0.86 === Confusion Matrix === a b c d e f g <-- classified as 173 3 163 6 109 4 28 | a = chest 24 179 170 5 13 21 71 | b = forearm 4 4 435 1 0 1 40 | c = head 11 4 11 376 52 28 5 | d = shin 103 15 10 8 318 22 10 | e = thigh 67 31 218 4 62 89 15 | f = upperarm 14 6 103 4 2 3 354 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1932 56.8402 % Incorrectly Classified Instances 1467 43.1598 % Kappa statistic 0.4965 Mean absolute error 0.126 Root mean squared error 0.3242 Relative absolute error 51.4553 % Root relative squared error 92.6443 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.358 0.07 0.459 0.358 0.402 0.818 chest 0.34 0.019 0.749 0.34 0.467 0.67 forearm 0.913 0.232 0.396 0.913 0.553 0.936 head 0.789 0.01 0.93 0.789 0.853 0.962 shin 0.64 0.087 0.552 0.64 0.593 0.905 thigh 0.218 0.028 0.567 0.218 0.315 0.791 upperarm 0.72 0.058 0.673 0.72 0.696 0.931 waist Weighted Avg. 0.568 0.072 0.618 0.568 0.554 0.859 === Confusion Matrix === a b c d e f g <-- classified as 174 6 139 3 131 4 29 | a = chest 25 164 175 3 12 29 75 | b = forearm 4 3 443 1 0 4 30 | c = head 15 2 11 384 56 15 4 | d = shin 91 18 12 11 311 28 15 | e = thigh 57 22 227 5 52 106 17 | f = upperarm 13 4 111 6 1 1 350 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1893 55.6929 % Incorrectly Classified Instances 1506 44.3071 % Kappa statistic 0.4831 Mean absolute error 0.1269 Root mean squared error 0.3256 Relative absolute error 51.8248 % Root relative squared error 93.0427 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.377 0.086 0.422 0.377 0.398 0.819 chest 0.341 0.02 0.737 0.341 0.466 0.683 forearm 0.878 0.221 0.399 0.878 0.548 0.929 head 0.772 0.005 0.959 0.772 0.855 0.97 shin 0.634 0.091 0.537 0.634 0.581 0.909 thigh 0.163 0.033 0.449 0.163 0.239 0.775 upperarm 0.735 0.06 0.672 0.735 0.702 0.933 waist Weighted Avg. 0.557 0.074 0.596 0.557 0.541 0.86 === Confusion Matrix === a b c d e f g <-- classified as 183 4 137 2 123 8 29 | a = chest 34 165 175 1 14 27 68 | b = forearm 2 6 426 0 0 6 45 | c = head 11 4 11 375 56 28 1 | d = shin 109 10 8 8 308 25 18 | e = thigh 83 32 205 3 71 79 13 | f = upperarm 12 3 107 2 2 3 357 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1941 57.105 % Incorrectly Classified Instances 1458 42.895 % Kappa statistic 0.4996 Mean absolute error 0.125 Root mean squared error 0.324 Relative absolute error 51.0546 % Root relative squared error 92.5789 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.381 0.076 0.456 0.381 0.415 0.817 chest 0.353 0.022 0.731 0.353 0.476 0.677 forearm 0.887 0.21 0.413 0.887 0.563 0.932 head 0.802 0.013 0.909 0.802 0.852 0.975 shin 0.632 0.088 0.546 0.632 0.586 0.906 thigh 0.183 0.029 0.511 0.183 0.27 0.779 upperarm 0.759 0.063 0.668 0.759 0.711 0.937 waist Weighted Avg. 0.571 0.071 0.605 0.571 0.553 0.861 === Confusion Matrix === a b c d e f g <-- classified as 185 6 131 1 121 5 37 | a = chest 26 171 169 5 17 25 71 | b = forearm 3 6 430 3 0 4 39 | c = head 11 2 6 390 52 23 2 | d = shin 93 13 13 20 307 26 14 | e = thigh 78 31 199 6 63 89 20 | f = upperarm 10 5 94 4 2 2 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1887 55.5163 % Incorrectly Classified Instances 1512 44.4837 % Kappa statistic 0.481 Mean absolute error 0.1296 Root mean squared error 0.3288 Relative absolute error 52.9074 % Root relative squared error 93.9498 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.3 0.073 0.406 0.3 0.345 0.803 chest 0.329 0.023 0.7 0.329 0.447 0.673 forearm 0.882 0.224 0.396 0.882 0.546 0.926 head 0.772 0.011 0.919 0.772 0.839 0.965 shin 0.656 0.087 0.558 0.656 0.603 0.915 thigh 0.191 0.037 0.465 0.191 0.271 0.791 upperarm 0.755 0.063 0.667 0.755 0.708 0.935 waist Weighted Avg. 0.555 0.074 0.587 0.555 0.537 0.858 === Confusion Matrix === a b c d e f g <-- classified as 146 2 163 3 128 11 33 | a = chest 28 159 170 7 10 28 82 | b = forearm 3 11 428 0 0 9 34 | c = head 14 5 14 375 44 31 3 | d = shin 96 14 6 18 319 24 9 | e = thigh 67 30 202 3 69 93 22 | f = upperarm 6 6 99 2 2 4 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1964 57.7817 % Incorrectly Classified Instances 1435 42.2183 % Kappa statistic 0.5075 Mean absolute error 0.1228 Root mean squared error 0.3198 Relative absolute error 50.1504 % Root relative squared error 91.394 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.356 0.074 0.444 0.356 0.395 0.81 chest 0.37 0.016 0.789 0.37 0.504 0.682 forearm 0.903 0.22 0.406 0.903 0.56 0.937 head 0.821 0.012 0.919 0.821 0.867 0.976 shin 0.642 0.088 0.548 0.642 0.591 0.907 thigh 0.187 0.028 0.529 0.187 0.277 0.801 upperarm 0.765 0.054 0.705 0.765 0.734 0.944 waist Weighted Avg. 0.578 0.07 0.62 0.578 0.561 0.865 === Confusion Matrix === a b c d e f g <-- classified as 173 2 154 3 130 5 19 | a = chest 26 179 179 2 13 24 61 | b = forearm 3 5 438 2 0 3 34 | c = head 12 1 7 399 44 19 4 | d = shin 100 10 8 16 312 26 14 | e = thigh 70 25 198 8 70 91 24 | f = upperarm 6 5 95 4 0 4 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1925 56.6343 % Incorrectly Classified Instances 1474 43.3657 % Kappa statistic 0.4941 Mean absolute error 0.1247 Root mean squared error 0.3238 Relative absolute error 50.917 % Root relative squared error 92.5314 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.319 0.069 0.435 0.319 0.368 0.817 chest 0.345 0.02 0.739 0.345 0.47 0.67 forearm 0.899 0.223 0.401 0.899 0.555 0.933 head 0.786 0.01 0.927 0.786 0.851 0.974 shin 0.669 0.087 0.563 0.669 0.611 0.917 thigh 0.171 0.038 0.43 0.171 0.245 0.78 upperarm 0.774 0.059 0.688 0.774 0.729 0.944 waist Weighted Avg. 0.566 0.072 0.598 0.566 0.547 0.862 === Confusion Matrix === a b c d e f g <-- classified as 155 4 172 2 117 6 30 | a = chest 19 167 179 4 9 34 72 | b = forearm 5 6 436 1 1 7 29 | c = head 9 5 5 382 49 30 6 | d = shin 94 9 2 13 325 29 14 | e = thigh 65 31 208 6 72 83 20 | f = upperarm 9 4 85 4 4 4 377 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1919 56.4412 % Incorrectly Classified Instances 1481 43.5588 % Kappa statistic 0.4918 Mean absolute error 0.1269 Root mean squared error 0.327 Relative absolute error 51.7994 % Root relative squared error 93.4422 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.35 0.079 0.424 0.35 0.383 0.818 chest 0.333 0.021 0.725 0.333 0.457 0.664 forearm 0.891 0.227 0.396 0.891 0.548 0.927 head 0.811 0.01 0.934 0.811 0.868 0.972 shin 0.64 0.088 0.549 0.64 0.591 0.911 thigh 0.189 0.028 0.532 0.189 0.279 0.784 upperarm 0.735 0.056 0.685 0.735 0.709 0.931 waist Weighted Avg. 0.564 0.073 0.606 0.564 0.548 0.858 === Confusion Matrix === a b c d e f g <-- classified as 170 4 153 1 133 3 22 | a = chest 30 161 179 6 11 29 67 | b = forearm 3 6 433 1 0 2 41 | c = head 4 2 12 395 45 24 5 | d = shin 109 15 10 10 311 20 11 | e = thigh 75 32 203 6 60 92 18 | f = upperarm 10 2 104 4 6 3 357 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1948 57.2941 % Incorrectly Classified Instances 1452 42.7059 % Kappa statistic 0.5017 Mean absolute error 0.1245 Root mean squared error 0.3226 Relative absolute error 50.8385 % Root relative squared error 92.1804 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.35 0.071 0.45 0.35 0.394 0.807 chest 0.344 0.024 0.706 0.344 0.462 0.66 forearm 0.891 0.221 0.402 0.891 0.554 0.934 head 0.77 0.005 0.959 0.77 0.854 0.975 shin 0.71 0.093 0.56 0.71 0.626 0.914 thigh 0.163 0.03 0.479 0.163 0.243 0.774 upperarm 0.782 0.055 0.705 0.782 0.741 0.95 waist Weighted Avg. 0.573 0.071 0.609 0.573 0.554 0.859 === Confusion Matrix === a b c d e f g <-- classified as 170 2 149 0 136 5 24 | a = chest 28 166 187 2 11 22 67 | b = forearm 4 6 433 0 0 2 41 | c = head 11 2 6 375 56 33 4 | d = shin 83 12 7 9 345 22 8 | e = thigh 69 42 209 4 68 79 15 | f = upperarm 13 5 85 1 0 2 380 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1950 57.3698 % Incorrectly Classified Instances 1449 42.6302 % Kappa statistic 0.5027 Mean absolute error 0.1239 Root mean squared error 0.3211 Relative absolute error 50.5806 % Root relative squared error 91.7506 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.356 0.07 0.46 0.356 0.401 0.826 chest 0.355 0.024 0.714 0.355 0.474 0.689 forearm 0.889 0.22 0.402 0.889 0.554 0.932 head 0.79 0.009 0.939 0.79 0.858 0.971 shin 0.693 0.083 0.581 0.693 0.632 0.928 thigh 0.173 0.03 0.488 0.173 0.255 0.794 upperarm 0.759 0.062 0.672 0.759 0.713 0.936 waist Weighted Avg. 0.574 0.071 0.608 0.574 0.556 0.868 === Confusion Matrix === a b c d e f g <-- classified as 173 4 161 1 110 1 36 | a = chest 26 172 169 4 10 33 70 | b = forearm 2 7 431 1 0 1 43 | c = head 8 7 10 384 52 21 4 | d = shin 82 15 4 9 337 29 10 | e = thigh 76 30 202 8 69 84 17 | f = upperarm 9 6 95 2 2 3 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1929 56.752 % Incorrectly Classified Instances 1470 43.248 % Kappa statistic 0.4954 Mean absolute error 0.1259 Root mean squared error 0.3243 Relative absolute error 51.4078 % Root relative squared error 92.6735 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.36 0.075 0.444 0.36 0.398 0.82 chest 0.357 0.018 0.765 0.357 0.487 0.689 forearm 0.915 0.228 0.401 0.915 0.558 0.933 head 0.792 0.009 0.939 0.792 0.859 0.976 shin 0.648 0.085 0.56 0.648 0.601 0.908 thigh 0.175 0.034 0.462 0.175 0.254 0.783 upperarm 0.724 0.056 0.682 0.724 0.703 0.935 waist Weighted Avg. 0.568 0.072 0.608 0.568 0.551 0.864 === Confusion Matrix === a b c d e f g <-- classified as 175 2 159 1 112 8 29 | a = chest 25 173 178 4 11 33 60 | b = forearm 4 4 444 0 0 3 30 | c = head 7 4 7 385 51 32 0 | d = shin 101 18 6 10 315 19 17 | e = thigh 71 19 207 4 72 85 28 | f = upperarm 11 6 106 6 1 4 352 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1867 54.9279 % Incorrectly Classified Instances 1532 45.0721 % Kappa statistic 0.4742 Mean absolute error 0.1301 Root mean squared error 0.3315 Relative absolute error 53.1411 % Root relative squared error 94.7396 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.379 0.081 0.439 0.379 0.407 0.81 chest 0.322 0.019 0.743 0.322 0.45 0.668 forearm 0.88 0.236 0.383 0.88 0.534 0.924 head 0.776 0.011 0.924 0.776 0.843 0.971 shin 0.578 0.087 0.525 0.578 0.55 0.893 thigh 0.181 0.034 0.471 0.181 0.262 0.781 upperarm 0.728 0.059 0.673 0.728 0.7 0.925 waist Weighted Avg. 0.549 0.075 0.594 0.549 0.535 0.853 === Confusion Matrix === a b c d e f g <-- classified as 184 4 141 2 127 6 22 | a = chest 31 156 182 5 13 30 67 | b = forearm 4 6 427 0 0 6 42 | c = head 11 5 11 377 53 24 5 | d = shin 114 17 12 18 281 30 14 | e = thigh 65 19 229 3 60 88 22 | f = upperarm 10 3 112 3 1 3 354 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1925 56.6343 % Incorrectly Classified Instances 1474 43.3657 % Kappa statistic 0.4941 Mean absolute error 0.1271 Root mean squared error 0.3259 Relative absolute error 51.8983 % Root relative squared error 93.1198 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.366 0.079 0.437 0.366 0.399 0.823 chest 0.322 0.021 0.722 0.322 0.446 0.662 forearm 0.891 0.226 0.396 0.891 0.548 0.927 head 0.782 0.014 0.905 0.782 0.839 0.961 shin 0.685 0.083 0.58 0.685 0.628 0.913 thigh 0.187 0.026 0.542 0.187 0.278 0.785 upperarm 0.73 0.057 0.68 0.73 0.704 0.928 waist Weighted Avg. 0.566 0.072 0.609 0.566 0.549 0.857 === Confusion Matrix === a b c d e f g <-- classified as 178 3 150 3 121 4 27 | a = chest 28 156 185 9 12 24 70 | b = forearm 4 8 432 6 1 4 30 | c = head 17 3 8 380 48 24 6 | d = shin 92 9 8 12 333 18 14 | e = thigh 75 31 207 5 57 91 20 | f = upperarm 13 6 102 5 2 3 355 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1904 56.0165 % Incorrectly Classified Instances 1495 43.9835 % Kappa statistic 0.4869 Mean absolute error 0.1272 Root mean squared error 0.3258 Relative absolute error 51.9381 % Root relative squared error 93.0928 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.342 0.07 0.449 0.342 0.388 0.821 chest 0.347 0.019 0.75 0.347 0.475 0.666 forearm 0.899 0.228 0.396 0.899 0.55 0.932 head 0.782 0.012 0.916 0.782 0.844 0.961 shin 0.628 0.097 0.518 0.628 0.567 0.901 thigh 0.177 0.034 0.462 0.177 0.256 0.799 upperarm 0.745 0.052 0.705 0.745 0.725 0.939 waist Weighted Avg. 0.56 0.073 0.599 0.56 0.544 0.86 === Confusion Matrix === a b c d e f g <-- classified as 166 3 163 2 125 3 23 | a = chest 19 168 183 3 14 28 69 | b = forearm 0 4 436 0 0 8 37 | c = head 12 4 12 380 48 28 2 | d = shin 95 17 12 17 305 30 10 | e = thigh 71 20 195 7 96 86 11 | f = upperarm 7 8 99 6 1 3 363 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1899 55.8694 % Incorrectly Classified Instances 1500 44.1306 % Kappa statistic 0.4851 Mean absolute error 0.1279 Root mean squared error 0.3265 Relative absolute error 52.242 % Root relative squared error 93.2946 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.318 0.084 0.386 0.318 0.348 0.796 chest 0.353 0.018 0.767 0.353 0.484 0.672 forearm 0.872 0.218 0.399 0.872 0.548 0.924 head 0.784 0.008 0.943 0.784 0.856 0.963 shin 0.63 0.085 0.553 0.63 0.589 0.909 thigh 0.2 0.032 0.508 0.2 0.287 0.793 upperarm 0.754 0.07 0.644 0.754 0.694 0.933 waist Weighted Avg. 0.559 0.074 0.6 0.559 0.544 0.856 === Confusion Matrix === a b c d e f g <-- classified as 154 7 149 4 125 12 34 | a = chest 26 171 170 3 7 28 79 | b = forearm 3 10 423 0 0 4 45 | c = head 17 1 17 381 44 23 3 | d = shin 107 12 10 9 306 24 18 | e = thigh 83 20 188 5 69 97 24 | f = upperarm 9 2 102 2 2 3 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1897 55.8105 % Incorrectly Classified Instances 1502 44.1895 % Kappa statistic 0.4845 Mean absolute error 0.1278 Root mean squared error 0.3269 Relative absolute error 52.1939 % Root relative squared error 93.4078 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.342 0.084 0.405 0.342 0.371 0.802 chest 0.349 0.019 0.751 0.349 0.477 0.7 forearm 0.897 0.226 0.397 0.897 0.551 0.931 head 0.772 0.014 0.904 0.772 0.832 0.964 shin 0.639 0.088 0.549 0.639 0.59 0.912 thigh 0.154 0.032 0.449 0.154 0.23 0.77 upperarm 0.754 0.053 0.703 0.754 0.727 0.941 waist Weighted Avg. 0.558 0.074 0.594 0.558 0.54 0.86 === Confusion Matrix === a b c d e f g <-- classified as 166 5 152 6 124 5 28 | a = chest 37 169 162 4 20 27 65 | b = forearm 5 5 435 1 0 5 34 | c = head 12 2 12 375 56 25 4 | d = shin 105 7 8 23 310 24 8 | e = thigh 78 34 227 2 54 75 16 | f = upperarm 7 3 99 4 1 6 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1978 58.1936 % Incorrectly Classified Instances 1421 41.8064 % Kappa statistic 0.5123 Mean absolute error 0.1224 Root mean squared error 0.3195 Relative absolute error 49.9627 % Root relative squared error 91.3185 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.335 0.081 0.408 0.335 0.368 0.801 chest 0.393 0.025 0.725 0.393 0.509 0.698 forearm 0.897 0.201 0.426 0.897 0.577 0.934 head 0.803 0.009 0.938 0.803 0.865 0.972 shin 0.648 0.083 0.565 0.648 0.603 0.909 thigh 0.206 0.03 0.532 0.206 0.297 0.798 upperarm 0.79 0.058 0.696 0.79 0.74 0.942 waist Weighted Avg. 0.582 0.07 0.613 0.582 0.566 0.865 === Confusion Matrix === a b c d e f g <-- classified as 163 5 149 2 125 9 33 | a = chest 22 190 161 3 16 26 66 | b = forearm 4 7 435 2 0 6 31 | c = head 12 3 9 391 40 26 6 | d = shin 104 14 5 11 315 20 17 | e = thigh 84 36 185 5 60 100 15 | f = upperarm 11 7 78 3 2 1 384 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1894 55.7059 % Incorrectly Classified Instances 1506 44.2941 % Kappa statistic 0.4832 Mean absolute error 0.128 Root mean squared error 0.3271 Relative absolute error 52.2718 % Root relative squared error 93.474 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.333 0.078 0.418 0.333 0.371 0.808 chest 0.345 0.016 0.78 0.345 0.479 0.671 forearm 0.901 0.226 0.399 0.901 0.553 0.93 head 0.772 0.009 0.933 0.772 0.845 0.969 shin 0.623 0.091 0.533 0.623 0.574 0.908 thigh 0.191 0.035 0.474 0.191 0.273 0.789 upperarm 0.733 0.061 0.667 0.733 0.698 0.933 waist Weighted Avg. 0.557 0.074 0.601 0.557 0.542 0.858 === Confusion Matrix === a b c d e f g <-- classified as 162 4 160 5 118 9 28 | a = chest 17 167 184 5 13 28 70 | b = forearm 2 4 437 0 0 4 38 | c = head 9 2 9 376 59 29 3 | d = shin 110 11 6 7 303 31 18 | e = thigh 71 24 202 3 72 93 21 | f = upperarm 17 2 98 7 4 2 356 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1892 55.6471 % Incorrectly Classified Instances 1508 44.3529 % Kappa statistic 0.4826 Mean absolute error 0.1285 Root mean squared error 0.3276 Relative absolute error 52.4734 % Root relative squared error 93.6209 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.34 0.084 0.401 0.34 0.368 0.799 chest 0.37 0.019 0.768 0.37 0.499 0.681 forearm 0.885 0.224 0.396 0.885 0.548 0.925 head 0.752 0.009 0.934 0.752 0.833 0.958 shin 0.626 0.091 0.535 0.626 0.577 0.901 thigh 0.175 0.034 0.462 0.175 0.254 0.777 upperarm 0.749 0.057 0.687 0.749 0.717 0.936 waist Weighted Avg. 0.556 0.074 0.598 0.556 0.542 0.854 === Confusion Matrix === a b c d e f g <-- classified as 165 2 151 7 129 7 25 | a = chest 28 179 169 3 15 25 65 | b = forearm 5 8 429 0 0 3 40 | c = head 9 6 16 366 51 33 6 | d = shin 115 9 12 11 304 25 10 | e = thigh 79 25 206 2 69 85 20 | f = upperarm 10 4 99 3 0 6 364 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1921 56.5166 % Incorrectly Classified Instances 1478 43.4834 % Kappa statistic 0.4927 Mean absolute error 0.1265 Root mean squared error 0.326 Relative absolute error 51.6544 % Root relative squared error 93.1483 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.372 0.084 0.424 0.372 0.396 0.815 chest 0.36 0.019 0.757 0.36 0.487 0.698 forearm 0.87 0.219 0.398 0.87 0.546 0.922 head 0.782 0.008 0.943 0.782 0.855 0.97 shin 0.639 0.088 0.549 0.639 0.59 0.916 thigh 0.175 0.026 0.531 0.175 0.263 0.78 upperarm 0.757 0.063 0.667 0.757 0.709 0.937 waist Weighted Avg. 0.565 0.072 0.61 0.565 0.55 0.863 === Confusion Matrix === a b c d e f g <-- classified as 181 3 149 2 121 2 28 | a = chest 31 174 163 4 18 22 72 | b = forearm 3 7 422 1 0 3 49 | c = head 14 0 11 381 53 24 4 | d = shin 113 10 4 11 310 22 15 | e = thigh 79 30 212 2 62 85 16 | f = upperarm 6 6 100 3 1 2 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1900 55.8988 % Incorrectly Classified Instances 1499 44.1012 % Kappa statistic 0.4855 Mean absolute error 0.1278 Root mean squared error 0.3275 Relative absolute error 52.196 % Root relative squared error 93.585 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.315 0.08 0.397 0.315 0.351 0.801 chest 0.346 0.02 0.739 0.346 0.471 0.68 forearm 0.895 0.225 0.398 0.895 0.551 0.93 head 0.786 0.011 0.92 0.786 0.848 0.965 shin 0.658 0.09 0.55 0.658 0.599 0.907 thigh 0.158 0.027 0.497 0.158 0.24 0.78 upperarm 0.754 0.061 0.673 0.754 0.711 0.935 waist Weighted Avg. 0.559 0.074 0.596 0.559 0.539 0.857 === Confusion Matrix === a b c d e f g <-- classified as 153 2 167 1 126 5 32 | a = chest 28 167 167 4 12 25 80 | b = forearm 4 8 434 3 1 4 31 | c = head 15 3 11 382 50 21 4 | d = shin 94 15 7 15 320 21 14 | e = thigh 79 27 210 5 71 77 17 | f = upperarm 12 4 95 5 2 2 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1962 57.7229 % Incorrectly Classified Instances 1437 42.2771 % Kappa statistic 0.5067 Mean absolute error 0.1238 Root mean squared error 0.3221 Relative absolute error 50.5316 % Root relative squared error 92.0335 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.373 0.075 0.454 0.373 0.41 0.819 chest 0.35 0.019 0.751 0.35 0.477 0.664 forearm 0.912 0.225 0.403 0.912 0.559 0.935 head 0.796 0.01 0.933 0.796 0.859 0.969 shin 0.66 0.081 0.575 0.66 0.615 0.916 thigh 0.208 0.029 0.546 0.208 0.301 0.791 upperarm 0.739 0.054 0.695 0.739 0.716 0.934 waist Weighted Avg. 0.577 0.071 0.622 0.577 0.563 0.862 === Confusion Matrix === a b c d e f g <-- classified as 181 2 155 0 126 0 21 | a = chest 23 169 185 3 9 32 62 | b = forearm 1 4 443 2 0 2 34 | c = head 11 5 5 387 48 28 2 | d = shin 90 18 10 15 321 20 12 | e = thigh 83 24 195 5 51 101 27 | f = upperarm 10 3 106 3 3 2 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1933 56.8697 % Incorrectly Classified Instances 1466 43.1303 % Kappa statistic 0.4968 Mean absolute error 0.1261 Root mean squared error 0.325 Relative absolute error 51.4751 % Root relative squared error 92.8731 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.348 0.069 0.458 0.348 0.396 0.82 chest 0.343 0.021 0.735 0.343 0.468 0.682 forearm 0.885 0.225 0.397 0.885 0.548 0.925 head 0.786 0.01 0.927 0.786 0.851 0.968 shin 0.656 0.078 0.584 0.656 0.618 0.914 thigh 0.2 0.041 0.449 0.2 0.277 0.776 upperarm 0.76 0.06 0.678 0.76 0.716 0.935 waist Weighted Avg. 0.569 0.072 0.604 0.569 0.554 0.86 === Confusion Matrix === a b c d e f g <-- classified as 169 7 157 0 108 11 33 | a = chest 26 166 168 3 14 38 69 | b = forearm 3 6 430 1 0 5 41 | c = head 13 3 11 382 41 33 3 | d = shin 90 15 7 16 319 28 11 | e = thigh 60 26 214 5 64 97 19 | f = upperarm 8 3 97 5 0 4 370 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1929 56.752 % Incorrectly Classified Instances 1470 43.248 % Kappa statistic 0.4954 Mean absolute error 0.1258 Root mean squared error 0.3237 Relative absolute error 51.3578 % Root relative squared error 92.4966 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.335 0.083 0.403 0.335 0.366 0.818 chest 0.331 0.021 0.724 0.331 0.454 0.661 forearm 0.895 0.222 0.402 0.895 0.555 0.935 head 0.829 0.009 0.937 0.829 0.88 0.975 shin 0.669 0.077 0.591 0.669 0.627 0.912 thigh 0.173 0.032 0.475 0.173 0.253 0.803 upperarm 0.741 0.061 0.67 0.741 0.704 0.931 waist Weighted Avg. 0.568 0.072 0.6 0.568 0.549 0.862 === Confusion Matrix === a b c d e f g <-- classified as 163 5 149 2 120 12 35 | a = chest 24 160 176 4 12 31 77 | b = forearm 6 4 434 0 0 6 35 | c = head 9 3 10 403 35 21 5 | d = shin 103 18 7 8 325 18 7 | e = thigh 93 25 200 9 57 84 18 | f = upperarm 6 6 104 4 1 5 360 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1921 56.5166 % Incorrectly Classified Instances 1478 43.4834 % Kappa statistic 0.4927 Mean absolute error 0.1254 Root mean squared error 0.3237 Relative absolute error 51.2187 % Root relative squared error 92.5062 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.362 0.078 0.437 0.362 0.396 0.823 chest 0.351 0.025 0.702 0.351 0.468 0.669 forearm 0.903 0.224 0.401 0.903 0.556 0.934 head 0.761 0.013 0.909 0.761 0.829 0.963 shin 0.675 0.09 0.556 0.675 0.61 0.919 thigh 0.152 0.026 0.497 0.152 0.233 0.802 upperarm 0.751 0.052 0.706 0.751 0.728 0.938 waist Weighted Avg. 0.565 0.072 0.601 0.565 0.546 0.864 === Confusion Matrix === a b c d e f g <-- classified as 176 3 153 2 125 8 19 | a = chest 28 170 183 4 9 25 65 | b = forearm 2 8 438 3 0 2 32 | c = head 15 2 13 370 56 26 4 | d = shin 92 18 6 17 328 12 13 | e = thigh 80 37 197 8 71 74 19 | f = upperarm 10 4 101 3 1 2 365 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1906 56.0753 % Incorrectly Classified Instances 1493 43.9247 % Kappa statistic 0.4875 Mean absolute error 0.1278 Root mean squared error 0.3265 Relative absolute error 52.1794 % Root relative squared error 93.3052 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.374 0.068 0.479 0.374 0.42 0.817 chest 0.337 0.02 0.738 0.337 0.462 0.67 forearm 0.887 0.225 0.396 0.887 0.547 0.928 head 0.743 0.013 0.905 0.743 0.816 0.966 shin 0.658 0.096 0.533 0.658 0.589 0.902 thigh 0.181 0.032 0.489 0.181 0.264 0.778 upperarm 0.745 0.059 0.679 0.745 0.711 0.934 waist Weighted Avg. 0.561 0.073 0.603 0.561 0.544 0.857 === Confusion Matrix === a b c d e f g <-- classified as 182 3 136 2 127 5 31 | a = chest 24 163 186 8 16 26 61 | b = forearm 5 8 430 0 0 5 37 | c = head 10 1 13 361 68 29 4 | d = shin 89 6 11 18 320 24 18 | e = thigh 63 33 212 5 65 88 20 | f = upperarm 7 7 98 5 4 3 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1930 56.7814 % Incorrectly Classified Instances 1469 43.2186 % Kappa statistic 0.4958 Mean absolute error 0.1244 Root mean squared error 0.3227 Relative absolute error 50.8025 % Root relative squared error 92.2299 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.319 0.079 0.404 0.319 0.356 0.804 chest 0.339 0.025 0.695 0.339 0.456 0.689 forearm 0.903 0.214 0.412 0.903 0.566 0.936 head 0.835 0.008 0.946 0.835 0.887 0.976 shin 0.626 0.095 0.523 0.626 0.57 0.905 thigh 0.181 0.033 0.478 0.181 0.263 0.79 upperarm 0.772 0.05 0.718 0.772 0.744 0.947 waist Weighted Avg. 0.568 0.072 0.597 0.568 0.549 0.864 === Confusion Matrix === a b c d e f g <-- classified as 155 6 154 2 140 7 22 | a = chest 39 164 169 4 13 36 59 | b = forearm 3 5 438 1 0 6 32 | c = head 4 9 6 406 38 21 2 | d = shin 104 18 8 11 304 26 15 | e = thigh 66 30 199 3 83 88 17 | f = upperarm 13 4 89 2 3 0 375 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1919 56.4412 % Incorrectly Classified Instances 1481 43.5588 % Kappa statistic 0.4918 Mean absolute error 0.1265 Root mean squared error 0.3249 Relative absolute error 51.6686 % Root relative squared error 92.8454 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.356 0.076 0.439 0.356 0.393 0.812 chest 0.366 0.019 0.76 0.366 0.494 0.681 forearm 0.868 0.212 0.406 0.868 0.553 0.923 head 0.776 0.011 0.92 0.776 0.842 0.969 shin 0.656 0.094 0.538 0.656 0.591 0.906 thigh 0.173 0.03 0.494 0.173 0.256 0.803 upperarm 0.754 0.067 0.654 0.754 0.7 0.936 waist Weighted Avg. 0.564 0.073 0.601 0.564 0.547 0.862 === Confusion Matrix === a b c d e f g <-- classified as 173 3 140 6 129 4 31 | a = chest 25 177 166 3 22 25 66 | b = forearm 3 6 422 4 0 3 48 | c = head 5 2 12 377 55 33 2 | d = shin 100 15 5 14 319 15 18 | e = thigh 79 26 198 4 65 84 29 | f = upperarm 9 4 96 2 3 6 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1918 56.4118 % Incorrectly Classified Instances 1482 43.5882 % Kappa statistic 0.4914 Mean absolute error 0.1272 Root mean squared error 0.3264 Relative absolute error 51.9521 % Root relative squared error 93.272 % Total Number of Instances 3400 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.374 0.076 0.452 0.374 0.409 0.818 chest 0.35 0.021 0.735 0.35 0.474 0.688 forearm 0.897 0.223 0.402 0.897 0.555 0.932 head 0.763 0.01 0.925 0.763 0.837 0.96 shin 0.66 0.093 0.541 0.66 0.595 0.91 thigh 0.177 0.034 0.467 0.177 0.257 0.781 upperarm 0.725 0.052 0.7 0.725 0.712 0.937 waist Weighted Avg. 0.564 0.073 0.603 0.564 0.549 0.861 === Confusion Matrix === a b c d e f g <-- classified as 182 2 151 2 122 4 23 | a = chest 26 169 166 6 19 31 66 | b = forearm 5 6 436 1 1 5 32 | c = head 16 4 10 371 50 31 4 | d = shin 99 11 6 12 321 24 13 | e = thigh 65 26 217 4 75 86 13 | f = upperarm 10 12 99 5 5 3 353 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1915 56.3401 % Incorrectly Classified Instances 1484 43.6599 % Kappa statistic 0.4906 Mean absolute error 0.1272 Root mean squared error 0.3267 Relative absolute error 51.9361 % Root relative squared error 93.3706 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.348 0.076 0.434 0.348 0.386 0.816 chest 0.337 0.02 0.741 0.337 0.464 0.66 forearm 0.924 0.23 0.401 0.924 0.559 0.933 head 0.755 0.007 0.946 0.755 0.84 0.965 shin 0.652 0.087 0.557 0.652 0.601 0.91 thigh 0.208 0.034 0.508 0.208 0.295 0.795 upperarm 0.719 0.057 0.677 0.719 0.697 0.924 waist Weighted Avg. 0.563 0.073 0.609 0.563 0.549 0.858 === Confusion Matrix === a b c d e f g <-- classified as 169 3 157 1 119 6 31 | a = chest 26 163 179 3 13 26 73 | b = forearm 1 4 448 1 0 6 25 | c = head 11 4 17 367 47 34 6 | d = shin 100 14 10 10 317 23 12 | e = thigh 75 27 188 3 72 101 20 | f = upperarm 7 5 118 3 1 3 350 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1943 57.1639 % Incorrectly Classified Instances 1456 42.8361 % Kappa statistic 0.5002 Mean absolute error 0.1246 Root mean squared error 0.3225 Relative absolute error 50.8756 % Root relative squared error 92.1658 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.353 0.076 0.435 0.353 0.39 0.826 chest 0.347 0.02 0.743 0.347 0.473 0.677 forearm 0.922 0.224 0.406 0.922 0.564 0.937 head 0.782 0.011 0.92 0.782 0.846 0.965 shin 0.658 0.088 0.556 0.658 0.603 0.915 thigh 0.183 0.028 0.517 0.183 0.271 0.774 upperarm 0.755 0.051 0.71 0.755 0.732 0.937 waist Weighted Avg. 0.572 0.071 0.613 0.572 0.554 0.862 === Confusion Matrix === a b c d e f g <-- classified as 171 6 155 2 117 5 29 | a = chest 28 168 178 7 15 26 62 | b = forearm 7 6 447 1 0 2 22 | c = head 10 5 11 381 51 26 3 | d = shin 106 11 4 13 320 18 14 | e = thigh 61 26 210 7 73 89 20 | f = upperarm 10 4 96 3 0 6 367 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1914 56.3107 % Incorrectly Classified Instances 1485 43.6893 % Kappa statistic 0.4903 Mean absolute error 0.1263 Root mean squared error 0.3243 Relative absolute error 51.5842 % Root relative squared error 92.6727 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.311 0.072 0.418 0.311 0.357 0.808 chest 0.362 0.023 0.726 0.362 0.483 0.685 forearm 0.882 0.216 0.405 0.882 0.555 0.931 head 0.797 0.012 0.919 0.797 0.854 0.975 shin 0.638 0.088 0.548 0.638 0.589 0.908 thigh 0.193 0.036 0.475 0.193 0.275 0.787 upperarm 0.757 0.064 0.664 0.757 0.708 0.939 waist Weighted Avg. 0.563 0.073 0.594 0.563 0.546 0.862 === Confusion Matrix === a b c d e f g <-- classified as 151 7 149 2 129 11 36 | a = chest 21 175 173 1 13 28 73 | b = forearm 3 8 428 1 0 3 42 | c = head 10 2 5 388 56 25 1 | d = shin 93 10 8 15 310 33 17 | e = thigh 68 36 208 8 55 94 17 | f = upperarm 15 3 86 7 3 4 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1900 55.8988 % Incorrectly Classified Instances 1499 44.1012 % Kappa statistic 0.4855 Mean absolute error 0.1272 Root mean squared error 0.3262 Relative absolute error 51.9468 % Root relative squared error 93.2221 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.329 0.083 0.398 0.329 0.36 0.803 chest 0.355 0.02 0.748 0.355 0.482 0.707 forearm 0.882 0.231 0.389 0.882 0.54 0.929 head 0.784 0.008 0.941 0.784 0.856 0.964 shin 0.654 0.084 0.564 0.654 0.606 0.92 thigh 0.142 0.031 0.434 0.142 0.214 0.777 upperarm 0.765 0.057 0.69 0.765 0.726 0.939 waist Weighted Avg. 0.559 0.073 0.595 0.559 0.541 0.863 === Confusion Matrix === a b c d e f g <-- classified as 160 5 165 1 121 2 32 | a = chest 28 172 160 2 15 35 72 | b = forearm 1 10 428 1 0 7 38 | c = head 17 1 14 382 47 26 0 | d = shin 103 11 9 15 317 19 11 | e = thigh 85 28 228 3 59 69 14 | f = upperarm 8 3 97 2 3 1 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1895 55.7517 % Incorrectly Classified Instances 1504 44.2483 % Kappa statistic 0.4838 Mean absolute error 0.1277 Root mean squared error 0.3273 Relative absolute error 52.153 % Root relative squared error 93.5413 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.348 0.078 0.428 0.348 0.384 0.821 chest 0.335 0.022 0.717 0.335 0.456 0.653 forearm 0.86 0.234 0.38 0.86 0.527 0.92 head 0.802 0.009 0.938 0.802 0.865 0.971 shin 0.648 0.084 0.563 0.648 0.602 0.912 thigh 0.171 0.026 0.525 0.171 0.258 0.783 upperarm 0.739 0.064 0.658 0.739 0.696 0.936 waist Weighted Avg. 0.558 0.074 0.601 0.558 0.541 0.857 === Confusion Matrix === a b c d e f g <-- classified as 169 2 159 2 117 4 33 | a = chest 30 162 194 1 6 19 72 | b = forearm 4 6 417 0 0 8 50 | c = head 10 6 8 390 48 17 7 | d = shin 102 13 8 13 315 24 11 | e = thigh 72 33 207 6 71 83 14 | f = upperarm 8 4 105 4 3 3 359 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1923 56.5755 % Incorrectly Classified Instances 1476 43.4245 % Kappa statistic 0.4934 Mean absolute error 0.126 Root mean squared error 0.324 Relative absolute error 51.4672 % Root relative squared error 92.6049 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.085 0.419 0.368 0.392 0.816 chest 0.343 0.021 0.731 0.343 0.467 0.68 forearm 0.901 0.218 0.407 0.901 0.561 0.932 head 0.772 0.009 0.938 0.772 0.847 0.969 shin 0.638 0.088 0.547 0.638 0.589 0.903 thigh 0.195 0.028 0.54 0.195 0.287 0.787 upperarm 0.743 0.058 0.682 0.743 0.711 0.936 waist Weighted Avg. 0.566 0.072 0.609 0.566 0.551 0.86 === Confusion Matrix === a b c d e f g <-- classified as 179 0 144 2 128 3 30 | a = chest 29 166 184 4 12 27 62 | b = forearm 2 5 437 0 0 2 39 | c = head 12 5 6 375 55 30 3 | d = shin 110 18 11 11 310 16 10 | e = thigh 85 29 186 6 61 95 24 | f = upperarm 10 4 105 2 1 3 361 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1929 56.752 % Incorrectly Classified Instances 1470 43.248 % Kappa statistic 0.4954 Mean absolute error 0.1261 Root mean squared error 0.3247 Relative absolute error 51.5092 % Root relative squared error 92.7773 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.344 0.077 0.427 0.344 0.381 0.796 chest 0.331 0.023 0.702 0.331 0.449 0.664 forearm 0.901 0.211 0.415 0.901 0.568 0.935 head 0.794 0.013 0.913 0.794 0.849 0.974 shin 0.648 0.093 0.538 0.648 0.588 0.903 thigh 0.177 0.035 0.455 0.177 0.255 0.794 upperarm 0.778 0.052 0.713 0.778 0.744 0.941 waist Weighted Avg. 0.568 0.072 0.595 0.568 0.548 0.858 === Confusion Matrix === a b c d e f g <-- classified as 167 7 149 2 138 3 20 | a = chest 22 160 179 11 10 39 63 | b = forearm 3 6 437 1 0 2 36 | c = head 6 3 10 386 50 26 5 | d = shin 90 15 10 15 315 31 10 | e = thigh 91 35 183 4 69 86 18 | f = upperarm 12 2 85 4 3 2 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1941 57.105 % Incorrectly Classified Instances 1458 42.895 % Kappa statistic 0.4996 Mean absolute error 0.1253 Root mean squared error 0.3242 Relative absolute error 51.1818 % Root relative squared error 92.6336 % Total Number of Instances 3399 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.368 0.07 0.467 0.368 0.412 0.816 chest 0.343 0.019 0.748 0.343 0.47 0.669 forearm 0.895 0.234 0.389 0.895 0.543 0.926 head 0.819 0.01 0.932 0.819 0.872 0.972 shin 0.64 0.078 0.577 0.64 0.607 0.909 thigh 0.177 0.032 0.483 0.177 0.259 0.785 upperarm 0.755 0.058 0.686 0.755 0.719 0.934 waist Weighted Avg. 0.571 0.071 0.612 0.571 0.555 0.859 === Confusion Matrix === a b c d e f g <-- classified as 179 4 160 2 116 11 14 | a = chest 27 166 176 3 11 26 75 | b = forearm 3 5 434 2 0 4 37 | c = head 11 1 8 398 41 20 7 | d = shin 88 20 12 14 311 30 11 | e = thigh 67 19 225 5 60 86 24 | f = upperarm 8 7 100 3 0 1 367 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 12 RUN: 0 FOLD: 0 Correctly Classified Instances 1749 53.7988 % Incorrectly Classified Instances 1502 46.2012 % Kappa statistic 0.4609 Mean absolute error 0.1336 Root mean squared error 0.3289 Relative absolute error 54.5454 % Root relative squared error 93.9865 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.699 0.132 0.47 0.699 0.562 0.896 chest 0.287 0.023 0.679 0.287 0.403 0.741 forearm 0.886 0.179 0.452 0.886 0.598 0.941 head 0.739 0.038 0.766 0.739 0.752 0.953 shin 0.224 0.088 0.299 0.224 0.256 0.813 thigh 0.181 0.039 0.438 0.181 0.256 0.814 upperarm 0.748 0.041 0.752 0.748 0.75 0.948 waist Weighted Avg. 0.538 0.077 0.551 0.538 0.511 0.872 === Confusion Matrix === a b c d e f g <-- classified as 325 5 59 0 54 11 11 | a = chest 9 133 174 12 53 28 55 | b = forearm 7 9 412 7 0 2 28 | c = head 7 6 3 343 61 38 6 | d = shin 235 11 13 71 104 27 3 | e = thigh 101 28 156 7 76 84 12 | f = upperarm 8 4 95 8 0 2 348 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1736 53.399 % Incorrectly Classified Instances 1515 46.601 % Kappa statistic 0.4563 Mean absolute error 0.1356 Root mean squared error 0.3324 Relative absolute error 55.3894 % Root relative squared error 94.9919 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.74 0.138 0.473 0.74 0.577 0.9 chest 0.244 0.022 0.653 0.244 0.355 0.719 forearm 0.903 0.186 0.448 0.903 0.599 0.94 head 0.759 0.033 0.793 0.759 0.775 0.956 shin 0.235 0.084 0.318 0.235 0.27 0.805 thigh 0.183 0.035 0.464 0.183 0.263 0.836 upperarm 0.673 0.047 0.707 0.673 0.689 0.921 waist Weighted Avg. 0.534 0.078 0.551 0.534 0.504 0.868 === Confusion Matrix === a b c d e f g <-- classified as 344 2 46 0 46 16 11 | a = chest 6 113 187 15 53 27 63 | b = forearm 6 6 420 2 0 1 30 | c = head 3 15 5 352 53 30 6 | d = shin 265 7 14 39 109 23 7 | e = thigh 90 25 162 7 82 85 13 | f = upperarm 14 5 103 29 0 1 313 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1719 52.876 % Incorrectly Classified Instances 1532 47.124 % Kappa statistic 0.4502 Mean absolute error 0.1372 Root mean squared error 0.3352 Relative absolute error 56.0409 % Root relative squared error 95.782 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.156 0.433 0.714 0.539 0.875 chest 0.248 0.023 0.639 0.248 0.357 0.733 forearm 0.897 0.19 0.441 0.897 0.591 0.938 head 0.759 0.035 0.782 0.759 0.77 0.95 shin 0.2 0.078 0.3 0.2 0.24 0.801 thigh 0.183 0.036 0.457 0.183 0.262 0.813 upperarm 0.699 0.032 0.785 0.699 0.739 0.934 waist Weighted Avg. 0.529 0.079 0.548 0.529 0.5 0.864 === Confusion Matrix === a b c d e f g <-- classified as 332 4 53 0 59 9 8 | a = chest 8 115 200 11 49 33 48 | b = forearm 11 12 417 3 1 3 18 | c = head 13 9 3 352 49 34 4 | d = shin 275 5 10 56 93 20 5 | e = thigh 118 30 159 7 59 85 6 | f = upperarm 9 5 103 21 0 2 325 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1694 52.107 % Incorrectly Classified Instances 1557 47.893 % Kappa statistic 0.4412 Mean absolute error 0.1372 Root mean squared error 0.3331 Relative absolute error 56.0198 % Root relative squared error 95.1979 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.141 0.451 0.697 0.548 0.886 chest 0.293 0.023 0.677 0.293 0.409 0.747 forearm 0.88 0.181 0.447 0.88 0.593 0.941 head 0.739 0.038 0.766 0.739 0.752 0.959 shin 0.216 0.095 0.275 0.216 0.242 0.797 thigh 0.138 0.037 0.383 0.138 0.203 0.824 upperarm 0.684 0.043 0.724 0.684 0.704 0.937 waist Weighted Avg. 0.521 0.08 0.532 0.521 0.493 0.87 === Confusion Matrix === a b c d e f g <-- classified as 324 7 59 1 56 6 12 | a = chest 4 136 171 7 61 34 51 | b = forearm 12 7 409 3 0 2 32 | c = head 5 14 1 343 59 36 6 | d = shin 249 8 16 60 100 24 7 | e = thigh 117 25 144 13 88 64 13 | f = upperarm 7 4 114 21 0 1 318 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1769 54.414 % Incorrectly Classified Instances 1482 45.586 % Kappa statistic 0.4681 Mean absolute error 0.1334 Root mean squared error 0.3286 Relative absolute error 54.4792 % Root relative squared error 93.9047 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.77 0.152 0.458 0.77 0.575 0.889 chest 0.235 0.022 0.641 0.235 0.344 0.745 forearm 0.927 0.175 0.469 0.927 0.623 0.952 head 0.776 0.034 0.792 0.776 0.784 0.96 shin 0.228 0.076 0.333 0.228 0.271 0.803 thigh 0.2 0.035 0.487 0.2 0.284 0.827 upperarm 0.67 0.038 0.746 0.67 0.706 0.937 waist Weighted Avg. 0.544 0.076 0.561 0.544 0.513 0.873 === Confusion Matrix === a b c d e f g <-- classified as 358 3 44 0 46 6 8 | a = chest 16 109 171 13 63 37 54 | b = forearm 5 6 431 4 0 0 19 | c = head 4 19 4 361 46 25 6 | d = shin 250 10 14 53 106 25 7 | e = thigh 134 20 136 12 57 93 12 | f = upperarm 14 3 118 13 0 5 311 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1756 54.0308 % Incorrectly Classified Instances 1494 45.9692 % Kappa statistic 0.4636 Mean absolute error 0.1343 Root mean squared error 0.3296 Relative absolute error 54.8459 % Root relative squared error 94.1888 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.145 0.456 0.728 0.561 0.891 chest 0.283 0.027 0.636 0.283 0.392 0.748 forearm 0.88 0.179 0.452 0.88 0.597 0.937 head 0.759 0.033 0.793 0.759 0.776 0.951 shin 0.202 0.081 0.294 0.202 0.239 0.796 thigh 0.22 0.037 0.5 0.22 0.306 0.836 upperarm 0.707 0.035 0.772 0.707 0.738 0.943 waist Weighted Avg. 0.54 0.077 0.557 0.54 0.516 0.872 === Confusion Matrix === a b c d e f g <-- classified as 338 6 60 0 43 7 10 | a = chest 8 131 175 9 69 29 42 | b = forearm 7 11 410 3 1 2 32 | c = head 5 10 4 353 46 44 3 | d = shin 263 10 16 58 94 18 6 | e = thigh 114 32 138 6 67 102 4 | f = upperarm 7 6 105 16 0 2 328 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1750 53.8462 % Incorrectly Classified Instances 1500 46.1538 % Kappa statistic 0.4615 Mean absolute error 0.1347 Root mean squared error 0.3311 Relative absolute error 55.0164 % Root relative squared error 94.6215 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.146 0.453 0.726 0.558 0.887 chest 0.235 0.019 0.673 0.235 0.349 0.727 forearm 0.901 0.18 0.457 0.901 0.606 0.94 head 0.753 0.031 0.801 0.753 0.776 0.957 shin 0.234 0.08 0.328 0.234 0.274 0.812 thigh 0.222 0.039 0.488 0.222 0.306 0.832 upperarm 0.694 0.044 0.725 0.694 0.709 0.938 waist Weighted Avg. 0.538 0.077 0.561 0.538 0.511 0.871 === Confusion Matrix === a b c d e f g <-- classified as 337 1 50 1 61 10 4 | a = chest 10 109 181 13 55 34 61 | b = forearm 4 4 420 2 0 0 36 | c = head 3 12 4 350 50 41 5 | d = shin 267 7 10 46 109 23 3 | e = thigh 119 25 139 7 57 103 13 | f = upperarm 4 4 116 18 0 0 322 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1687 51.9077 % Incorrectly Classified Instances 1563 48.0923 % Kappa statistic 0.4389 Mean absolute error 0.138 Root mean squared error 0.3351 Relative absolute error 56.3648 % Root relative squared error 95.7738 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.148 0.439 0.694 0.538 0.892 chest 0.27 0.019 0.702 0.27 0.39 0.736 forearm 0.886 0.185 0.445 0.886 0.593 0.942 head 0.752 0.041 0.752 0.752 0.752 0.944 shin 0.2 0.096 0.258 0.2 0.225 0.785 thigh 0.179 0.032 0.483 0.179 0.261 0.835 upperarm 0.651 0.04 0.731 0.651 0.689 0.922 waist Weighted Avg. 0.519 0.08 0.544 0.519 0.492 0.865 === Confusion Matrix === a b c d e f g <-- classified as 322 2 64 0 57 11 8 | a = chest 9 125 189 15 64 17 44 | b = forearm 6 4 413 2 0 2 39 | c = head 9 8 5 349 54 37 2 | d = shin 265 6 10 68 93 17 6 | e = thigh 116 25 127 9 92 83 12 | f = upperarm 7 8 120 21 1 5 302 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1716 52.8 % Incorrectly Classified Instances 1534 47.2 % Kappa statistic 0.4493 Mean absolute error 0.1367 Root mean squared error 0.3329 Relative absolute error 55.829 % Root relative squared error 95.1456 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.149 0.45 0.731 0.557 0.894 chest 0.251 0.019 0.682 0.251 0.367 0.735 forearm 0.876 0.194 0.43 0.876 0.577 0.936 head 0.728 0.033 0.786 0.728 0.756 0.959 shin 0.26 0.076 0.363 0.26 0.303 0.814 thigh 0.196 0.037 0.472 0.196 0.277 0.817 upperarm 0.653 0.042 0.72 0.653 0.685 0.932 waist Weighted Avg. 0.528 0.079 0.557 0.528 0.503 0.87 === Confusion Matrix === a b c d e f g <-- classified as 339 4 64 0 44 7 6 | a = chest 18 116 197 11 49 23 49 | b = forearm 9 3 408 3 1 6 36 | c = head 6 9 2 338 60 45 4 | d = shin 251 8 11 50 121 19 5 | e = thigh 122 24 140 11 58 91 18 | f = upperarm 9 6 127 17 0 2 303 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1754 53.9692 % Incorrectly Classified Instances 1496 46.0308 % Kappa statistic 0.463 Mean absolute error 0.135 Root mean squared error 0.331 Relative absolute error 55.1448 % Root relative squared error 94.5936 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.75 0.148 0.458 0.75 0.569 0.886 chest 0.263 0.025 0.632 0.263 0.371 0.728 forearm 0.892 0.167 0.472 0.892 0.617 0.941 head 0.754 0.037 0.774 0.754 0.764 0.953 shin 0.205 0.08 0.3 0.205 0.243 0.801 thigh 0.198 0.038 0.462 0.198 0.278 0.81 upperarm 0.714 0.042 0.739 0.714 0.726 0.937 waist Weighted Avg. 0.54 0.077 0.548 0.54 0.51 0.865 === Confusion Matrix === a b c d e f g <-- classified as 348 4 50 0 34 15 13 | a = chest 8 122 176 14 64 26 54 | b = forearm 8 6 415 6 1 0 29 | c = head 7 14 5 350 48 37 3 | d = shin 274 9 5 49 95 27 5 | e = thigh 110 34 130 10 75 92 13 | f = upperarm 5 4 99 23 0 2 332 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1757 54.0449 % Incorrectly Classified Instances 1494 45.9551 % Kappa statistic 0.4638 Mean absolute error 0.1341 Root mean squared error 0.3306 Relative absolute error 54.7488 % Root relative squared error 94.4657 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.141 0.47 0.748 0.578 0.901 chest 0.231 0.023 0.629 0.231 0.338 0.723 forearm 0.912 0.175 0.465 0.912 0.616 0.948 head 0.759 0.034 0.789 0.759 0.774 0.953 shin 0.215 0.083 0.303 0.215 0.252 0.804 thigh 0.194 0.038 0.459 0.194 0.273 0.829 upperarm 0.722 0.043 0.735 0.722 0.728 0.942 waist Weighted Avg. 0.54 0.077 0.55 0.54 0.508 0.872 === Confusion Matrix === a b c d e f g <-- classified as 348 2 56 0 45 9 5 | a = chest 9 107 180 10 62 26 69 | b = forearm 4 5 425 1 1 3 27 | c = head 2 7 6 352 47 46 4 | d = shin 262 14 8 56 100 21 4 | e = thigh 106 30 141 11 74 90 12 | f = upperarm 9 5 97 16 1 1 335 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1760 54.1372 % Incorrectly Classified Instances 1491 45.8628 % Kappa statistic 0.4649 Mean absolute error 0.1338 Root mean squared error 0.3282 Relative absolute error 54.6198 % Root relative squared error 93.7884 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.759 0.139 0.477 0.759 0.586 0.901 chest 0.276 0.023 0.663 0.276 0.39 0.759 forearm 0.925 0.183 0.458 0.925 0.612 0.95 head 0.746 0.036 0.776 0.746 0.76 0.952 shin 0.209 0.083 0.296 0.209 0.245 0.805 thigh 0.198 0.034 0.495 0.198 0.283 0.807 upperarm 0.675 0.037 0.752 0.675 0.711 0.933 waist Weighted Avg. 0.541 0.077 0.559 0.541 0.513 0.873 === Confusion Matrix === a b c d e f g <-- classified as 353 1 45 0 51 11 4 | a = chest 13 128 186 7 53 24 52 | b = forearm 7 2 431 2 0 0 24 | c = head 6 12 5 346 51 35 9 | d = shin 244 10 14 69 97 24 7 | e = thigh 110 30 141 8 76 92 7 | f = upperarm 7 10 120 14 0 0 313 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1734 53.3374 % Incorrectly Classified Instances 1517 46.6626 % Kappa statistic 0.4555 Mean absolute error 0.1354 Root mean squared error 0.3325 Relative absolute error 55.3016 % Root relative squared error 95.0147 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.144 0.448 0.697 0.545 0.887 chest 0.274 0.024 0.658 0.274 0.387 0.745 forearm 0.876 0.17 0.463 0.876 0.606 0.942 head 0.748 0.041 0.752 0.748 0.75 0.952 shin 0.231 0.091 0.297 0.231 0.26 0.802 thigh 0.203 0.033 0.503 0.203 0.289 0.838 upperarm 0.701 0.042 0.736 0.701 0.718 0.932 waist Weighted Avg. 0.533 0.078 0.551 0.533 0.508 0.871 === Confusion Matrix === a b c d e f g <-- classified as 324 5 55 0 59 11 11 | a = chest 15 127 173 16 62 22 48 | b = forearm 8 6 408 3 0 3 38 | c = head 7 8 7 348 55 33 7 | d = shin 252 12 7 61 107 21 4 | e = thigh 111 28 135 9 77 94 9 | f = upperarm 7 7 96 26 0 3 326 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1769 54.414 % Incorrectly Classified Instances 1482 45.586 % Kappa statistic 0.4681 Mean absolute error 0.1317 Root mean squared error 0.3254 Relative absolute error 53.7793 % Root relative squared error 92.9844 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.141 0.466 0.738 0.571 0.897 chest 0.263 0.024 0.649 0.263 0.375 0.733 forearm 0.897 0.172 0.466 0.897 0.613 0.946 head 0.796 0.039 0.771 0.796 0.783 0.959 shin 0.25 0.083 0.334 0.25 0.286 0.815 thigh 0.173 0.035 0.449 0.173 0.25 0.844 upperarm 0.688 0.038 0.753 0.688 0.719 0.936 waist Weighted Avg. 0.544 0.076 0.556 0.544 0.514 0.876 === Confusion Matrix === a b c d e f g <-- classified as 343 3 39 0 58 11 11 | a = chest 8 122 187 16 52 38 40 | b = forearm 7 8 418 2 0 0 31 | c = head 7 14 1 370 47 23 3 | d = shin 240 6 8 65 116 24 5 | e = thigh 118 31 138 7 74 80 15 | f = upperarm 13 4 106 20 0 2 320 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1738 53.4605 % Incorrectly Classified Instances 1513 46.5395 % Kappa statistic 0.457 Mean absolute error 0.1351 Root mean squared error 0.3305 Relative absolute error 55.159 % Root relative squared error 94.4504 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.144 0.46 0.737 0.566 0.891 chest 0.235 0.023 0.63 0.235 0.342 0.718 forearm 0.905 0.179 0.458 0.905 0.608 0.945 head 0.735 0.036 0.776 0.735 0.755 0.954 shin 0.228 0.081 0.318 0.228 0.266 0.806 thigh 0.218 0.042 0.463 0.218 0.296 0.831 upperarm 0.682 0.038 0.749 0.682 0.714 0.936 waist Weighted Avg. 0.535 0.078 0.551 0.535 0.507 0.868 === Confusion Matrix === a b c d e f g <-- classified as 342 3 60 0 42 6 11 | a = chest 8 109 194 14 53 38 48 | b = forearm 8 7 421 3 1 3 22 | c = head 2 9 4 342 62 41 5 | d = shin 256 6 10 54 106 26 6 | e = thigh 121 33 119 7 69 101 14 | f = upperarm 7 6 111 21 0 3 317 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1713 52.7077 % Incorrectly Classified Instances 1537 47.2923 % Kappa statistic 0.4482 Mean absolute error 0.1368 Root mean squared error 0.3336 Relative absolute error 55.8484 % Root relative squared error 95.3378 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.141 0.458 0.713 0.558 0.881 chest 0.25 0.023 0.641 0.25 0.36 0.719 forearm 0.895 0.193 0.437 0.895 0.587 0.935 head 0.741 0.033 0.789 0.741 0.764 0.955 shin 0.19 0.081 0.28 0.19 0.226 0.794 thigh 0.211 0.039 0.473 0.211 0.292 0.822 upperarm 0.688 0.042 0.734 0.688 0.71 0.939 waist Weighted Avg. 0.527 0.079 0.545 0.527 0.5 0.864 === Confusion Matrix === a b c d e f g <-- classified as 331 6 62 1 45 11 8 | a = chest 6 116 196 9 54 25 58 | b = forearm 8 7 416 5 1 1 27 | c = head 11 13 1 344 54 36 5 | d = shin 259 10 13 55 88 31 8 | e = thigh 101 26 146 11 72 98 10 | f = upperarm 7 3 119 11 0 5 320 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1695 52.1538 % Incorrectly Classified Instances 1555 47.8462 % Kappa statistic 0.4418 Mean absolute error 0.1385 Root mean squared error 0.3364 Relative absolute error 56.5578 % Root relative squared error 96.1286 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.694 0.155 0.426 0.694 0.528 0.88 chest 0.289 0.024 0.667 0.289 0.403 0.75 forearm 0.875 0.183 0.444 0.875 0.589 0.932 head 0.746 0.034 0.786 0.746 0.765 0.951 shin 0.203 0.085 0.283 0.203 0.236 0.795 thigh 0.177 0.034 0.466 0.177 0.256 0.827 upperarm 0.667 0.043 0.721 0.667 0.693 0.927 waist Weighted Avg. 0.522 0.08 0.542 0.522 0.496 0.866 === Confusion Matrix === a b c d e f g <-- classified as 322 6 61 0 53 12 10 | a = chest 7 134 157 18 65 25 58 | b = forearm 6 8 407 7 0 1 36 | c = head 5 16 3 346 53 37 4 | d = shin 291 7 14 38 94 17 3 | e = thigh 116 25 158 7 67 82 9 | f = upperarm 8 5 116 24 0 2 310 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1742 53.6 % Incorrectly Classified Instances 1508 46.4 % Kappa statistic 0.4586 Mean absolute error 0.1356 Root mean squared error 0.3316 Relative absolute error 55.3875 % Root relative squared error 94.766 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.713 0.149 0.443 0.713 0.547 0.885 chest 0.267 0.019 0.705 0.267 0.388 0.735 forearm 0.888 0.191 0.437 0.888 0.585 0.94 head 0.754 0.031 0.805 0.754 0.779 0.96 shin 0.254 0.078 0.353 0.254 0.295 0.816 thigh 0.19 0.037 0.463 0.19 0.269 0.819 upperarm 0.685 0.037 0.754 0.685 0.718 0.938 waist Weighted Avg. 0.536 0.077 0.565 0.536 0.511 0.87 === Confusion Matrix === a b c d e f g <-- classified as 331 6 72 0 38 7 10 | a = chest 10 124 189 6 57 35 43 | b = forearm 7 8 413 2 0 3 32 | c = head 9 11 5 350 49 38 2 | d = shin 261 3 13 46 118 18 6 | e = thigh 121 20 142 10 72 88 11 | f = upperarm 8 4 112 21 0 1 318 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1710 52.6154 % Incorrectly Classified Instances 1540 47.3846 % Kappa statistic 0.4472 Mean absolute error 0.1369 Root mean squared error 0.3342 Relative absolute error 55.9194 % Root relative squared error 95.5195 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.147 0.45 0.722 0.554 0.886 chest 0.252 0.022 0.657 0.252 0.364 0.734 forearm 0.884 0.183 0.446 0.884 0.593 0.935 head 0.744 0.038 0.763 0.744 0.753 0.953 shin 0.228 0.084 0.313 0.228 0.264 0.797 thigh 0.162 0.036 0.429 0.162 0.235 0.814 upperarm 0.692 0.042 0.731 0.692 0.711 0.938 waist Weighted Avg. 0.526 0.079 0.541 0.526 0.496 0.865 === Confusion Matrix === a b c d e f g <-- classified as 335 4 43 0 64 11 7 | a = chest 11 117 180 14 53 27 62 | b = forearm 6 9 411 10 0 2 27 | c = head 8 15 5 345 52 36 3 | d = shin 251 9 14 58 106 22 5 | e = thigh 124 23 155 9 64 75 14 | f = upperarm 10 1 114 16 0 2 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1692 52.0615 % Incorrectly Classified Instances 1558 47.9385 % Kappa statistic 0.4407 Mean absolute error 0.1383 Root mean squared error 0.3353 Relative absolute error 56.4595 % Root relative squared error 95.8144 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.155 0.437 0.72 0.544 0.887 chest 0.276 0.019 0.707 0.276 0.398 0.749 forearm 0.875 0.182 0.446 0.875 0.591 0.934 head 0.728 0.035 0.777 0.728 0.752 0.953 shin 0.189 0.086 0.269 0.189 0.222 0.794 thigh 0.166 0.039 0.414 0.166 0.237 0.809 upperarm 0.688 0.044 0.723 0.688 0.705 0.93 waist Weighted Avg. 0.521 0.08 0.539 0.521 0.493 0.865 === Confusion Matrix === a b c d e f g <-- classified as 335 3 54 1 46 12 14 | a = chest 7 128 176 14 63 29 46 | b = forearm 9 6 407 3 1 4 35 | c = head 5 12 2 338 62 40 5 | d = shin 280 4 14 51 88 21 7 | e = thigh 123 22 151 9 67 77 15 | f = upperarm 8 6 109 19 0 3 319 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1714 52.7222 % Incorrectly Classified Instances 1537 47.2778 % Kappa statistic 0.4484 Mean absolute error 0.1352 Root mean squared error 0.3317 Relative absolute error 55.2172 % Root relative squared error 94.8054 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.154 0.443 0.731 0.552 0.888 chest 0.242 0.022 0.651 0.242 0.353 0.744 forearm 0.914 0.178 0.461 0.914 0.613 0.951 head 0.765 0.037 0.777 0.765 0.771 0.96 shin 0.211 0.09 0.282 0.211 0.241 0.814 thigh 0.155 0.034 0.434 0.155 0.229 0.826 upperarm 0.671 0.038 0.745 0.671 0.706 0.941 waist Weighted Avg. 0.527 0.079 0.542 0.527 0.495 0.875 === Confusion Matrix === a b c d e f g <-- classified as 340 1 47 0 62 8 7 | a = chest 12 112 179 14 58 32 56 | b = forearm 6 6 425 2 0 0 26 | c = head 5 15 6 355 49 29 5 | d = shin 269 6 10 56 98 22 4 | e = thigh 126 27 137 12 81 72 9 | f = upperarm 10 5 117 18 0 3 312 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1730 53.2144 % Incorrectly Classified Instances 1521 46.7856 % Kappa statistic 0.4541 Mean absolute error 0.1351 Root mean squared error 0.3313 Relative absolute error 55.1521 % Root relative squared error 94.683 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.148 0.448 0.72 0.552 0.888 chest 0.257 0.025 0.626 0.257 0.364 0.718 forearm 0.89 0.183 0.448 0.89 0.596 0.94 head 0.782 0.037 0.781 0.782 0.781 0.957 shin 0.224 0.079 0.322 0.224 0.264 0.822 thigh 0.196 0.033 0.5 0.196 0.282 0.84 upperarm 0.654 0.041 0.727 0.654 0.689 0.925 waist Weighted Avg. 0.532 0.078 0.55 0.532 0.504 0.87 === Confusion Matrix === a b c d e f g <-- classified as 335 4 54 0 48 12 12 | a = chest 12 119 187 10 49 32 54 | b = forearm 6 8 414 2 1 2 32 | c = head 4 10 5 363 52 28 2 | d = shin 268 4 9 64 104 13 3 | e = thigh 116 37 132 8 69 91 11 | f = upperarm 7 8 124 18 0 4 304 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1777 54.6601 % Incorrectly Classified Instances 1474 45.3399 % Kappa statistic 0.471 Mean absolute error 0.1338 Root mean squared error 0.3278 Relative absolute error 54.6331 % Root relative squared error 93.6687 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.761 0.142 0.471 0.761 0.582 0.893 chest 0.268 0.029 0.602 0.268 0.371 0.726 forearm 0.916 0.182 0.456 0.916 0.609 0.942 head 0.735 0.031 0.799 0.735 0.765 0.955 shin 0.245 0.079 0.34 0.245 0.285 0.805 thigh 0.192 0.032 0.5 0.192 0.277 0.823 upperarm 0.708 0.033 0.783 0.708 0.744 0.944 waist Weighted Avg. 0.547 0.076 0.564 0.547 0.519 0.87 === Confusion Matrix === a b c d e f g <-- classified as 354 7 55 1 34 7 7 | a = chest 13 124 196 12 52 21 45 | b = forearm 8 6 426 3 1 2 19 | c = head 8 19 4 341 51 38 3 | d = shin 255 12 13 44 114 20 7 | e = thigh 99 32 145 6 83 89 10 | f = upperarm 14 6 95 20 0 1 329 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1730 53.2144 % Incorrectly Classified Instances 1521 46.7856 % Kappa statistic 0.4541 Mean absolute error 0.1368 Root mean squared error 0.332 Relative absolute error 55.8796 % Root relative squared error 94.8693 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.143 0.452 0.705 0.551 0.89 chest 0.281 0.019 0.71 0.281 0.402 0.762 forearm 0.912 0.183 0.454 0.912 0.606 0.95 head 0.722 0.036 0.772 0.722 0.746 0.943 shin 0.209 0.082 0.298 0.209 0.246 0.786 thigh 0.222 0.04 0.479 0.222 0.303 0.819 upperarm 0.673 0.043 0.721 0.673 0.696 0.922 waist Weighted Avg. 0.532 0.078 0.555 0.532 0.507 0.868 === Confusion Matrix === a b c d e f g <-- classified as 328 2 65 0 52 10 8 | a = chest 9 130 164 10 55 37 58 | b = forearm 6 5 424 1 0 0 29 | c = head 10 13 6 335 56 34 10 | d = shin 238 12 22 58 97 30 8 | e = thigh 125 19 137 7 65 103 8 | f = upperarm 10 2 116 23 0 1 313 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1726 53.0914 % Incorrectly Classified Instances 1525 46.9086 % Kappa statistic 0.4527 Mean absolute error 0.1371 Root mean squared error 0.3336 Relative absolute error 55.9908 % Root relative squared error 95.3267 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.15 0.439 0.705 0.541 0.88 chest 0.274 0.021 0.686 0.274 0.392 0.752 forearm 0.892 0.178 0.456 0.892 0.604 0.935 head 0.733 0.034 0.784 0.733 0.758 0.939 shin 0.217 0.086 0.297 0.217 0.251 0.795 thigh 0.183 0.038 0.447 0.183 0.26 0.803 upperarm 0.709 0.041 0.741 0.709 0.725 0.941 waist Weighted Avg. 0.531 0.078 0.55 0.531 0.504 0.864 === Confusion Matrix === a b c d e f g <-- classified as 328 2 57 0 55 13 10 | a = chest 7 127 161 9 76 29 54 | b = forearm 15 7 415 3 1 3 21 | c = head 11 10 7 341 51 38 7 | d = shin 273 4 11 51 101 19 6 | e = thigh 110 32 156 8 56 85 17 | f = upperarm 3 3 103 23 0 3 329 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1729 53.2 % Incorrectly Classified Instances 1521 46.8 % Kappa statistic 0.4539 Mean absolute error 0.1355 Root mean squared error 0.3324 Relative absolute error 55.3093 % Root relative squared error 94.991 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.744 0.143 0.464 0.744 0.571 0.898 chest 0.237 0.024 0.625 0.237 0.344 0.726 forearm 0.888 0.189 0.44 0.888 0.589 0.942 head 0.755 0.032 0.798 0.755 0.776 0.955 shin 0.218 0.079 0.314 0.218 0.257 0.796 thigh 0.199 0.036 0.479 0.199 0.281 0.835 upperarm 0.681 0.043 0.725 0.681 0.702 0.93 waist Weighted Avg. 0.532 0.078 0.549 0.532 0.503 0.869 === Confusion Matrix === a b c d e f g <-- classified as 345 6 46 0 50 10 7 | a = chest 8 110 201 9 57 24 55 | b = forearm 6 4 414 5 0 3 34 | c = head 6 14 0 351 51 40 3 | d = shin 259 11 14 52 101 19 8 | e = thigh 109 25 154 7 63 92 13 | f = upperarm 11 6 111 16 0 4 316 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1744 53.6615 % Incorrectly Classified Instances 1506 46.3385 % Kappa statistic 0.4593 Mean absolute error 0.1346 Root mean squared error 0.33 Relative absolute error 54.9642 % Root relative squared error 94.3026 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.14 0.455 0.705 0.553 0.888 chest 0.287 0.023 0.675 0.287 0.402 0.747 forearm 0.888 0.178 0.455 0.888 0.602 0.939 head 0.766 0.037 0.774 0.766 0.77 0.959 shin 0.222 0.079 0.319 0.222 0.262 0.812 thigh 0.21 0.041 0.462 0.21 0.288 0.83 upperarm 0.677 0.043 0.725 0.677 0.7 0.934 waist Weighted Avg. 0.537 0.077 0.552 0.537 0.511 0.873 === Confusion Matrix === a b c d e f g <-- classified as 327 7 60 0 53 9 8 | a = chest 2 133 175 17 52 32 53 | b = forearm 4 7 414 4 0 1 36 | c = head 4 12 3 356 43 41 6 | d = shin 252 12 5 58 103 28 6 | e = thigh 119 22 132 11 72 97 10 | f = upperarm 10 4 120 14 0 2 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1742 53.6 % Incorrectly Classified Instances 1508 46.4 % Kappa statistic 0.4586 Mean absolute error 0.1342 Root mean squared error 0.3313 Relative absolute error 54.7833 % Root relative squared error 94.6873 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.145 0.451 0.718 0.554 0.893 chest 0.263 0.018 0.713 0.263 0.384 0.745 forearm 0.893 0.186 0.446 0.893 0.595 0.936 head 0.774 0.042 0.756 0.774 0.765 0.961 shin 0.216 0.084 0.299 0.216 0.25 0.802 thigh 0.19 0.031 0.503 0.19 0.275 0.834 upperarm 0.698 0.036 0.766 0.698 0.731 0.938 waist Weighted Avg. 0.536 0.077 0.562 0.536 0.508 0.873 === Confusion Matrix === a b c d e f g <-- classified as 333 5 69 0 45 6 6 | a = chest 9 122 188 16 58 27 44 | b = forearm 5 5 416 9 1 5 25 | c = head 4 8 2 359 57 28 6 | d = shin 265 5 8 61 100 20 5 | e = thigh 114 21 141 15 72 88 13 | f = upperarm 8 5 109 15 2 1 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1704 52.4308 % Incorrectly Classified Instances 1546 47.5692 % Kappa statistic 0.445 Mean absolute error 0.1384 Root mean squared error 0.3364 Relative absolute error 56.5265 % Root relative squared error 96.1411 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.145 0.446 0.703 0.546 0.881 chest 0.259 0.023 0.649 0.259 0.37 0.72 forearm 0.869 0.184 0.442 0.869 0.586 0.935 head 0.752 0.038 0.765 0.752 0.759 0.95 shin 0.228 0.083 0.315 0.228 0.265 0.801 thigh 0.166 0.038 0.423 0.166 0.238 0.821 upperarm 0.692 0.044 0.725 0.692 0.708 0.928 waist Weighted Avg. 0.524 0.079 0.538 0.524 0.496 0.862 === Confusion Matrix === a b c d e f g <-- classified as 326 2 51 1 55 16 13 | a = chest 14 120 183 13 58 22 54 | b = forearm 5 10 405 6 0 2 38 | c = head 7 7 4 349 51 45 1 | d = shin 252 8 14 62 106 19 3 | e = thigh 121 32 148 6 67 77 13 | f = upperarm 6 6 111 19 0 1 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1721 52.9538 % Incorrectly Classified Instances 1529 47.0462 % Kappa statistic 0.4511 Mean absolute error 0.1358 Root mean squared error 0.3318 Relative absolute error 55.4514 % Root relative squared error 94.8085 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.744 0.145 0.46 0.744 0.568 0.897 chest 0.259 0.021 0.674 0.259 0.374 0.722 forearm 0.877 0.174 0.457 0.877 0.601 0.938 head 0.728 0.032 0.79 0.728 0.758 0.961 shin 0.209 0.092 0.275 0.209 0.237 0.796 thigh 0.175 0.043 0.401 0.175 0.243 0.807 upperarm 0.714 0.041 0.743 0.714 0.728 0.948 waist Weighted Avg. 0.53 0.078 0.543 0.53 0.502 0.867 === Confusion Matrix === a b c d e f g <-- classified as 345 4 44 0 49 10 12 | a = chest 9 120 183 10 63 28 51 | b = forearm 10 10 408 2 0 2 33 | c = head 4 7 0 338 66 45 4 | d = shin 263 8 9 48 97 34 5 | e = thigh 110 24 150 11 78 81 10 | f = upperarm 9 5 98 19 0 2 332 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1757 54.0449 % Incorrectly Classified Instances 1494 45.9551 % Kappa statistic 0.4638 Mean absolute error 0.1344 Root mean squared error 0.3291 Relative absolute error 54.8856 % Root relative squared error 94.0341 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.149 0.443 0.712 0.546 0.883 chest 0.269 0.021 0.679 0.269 0.386 0.737 forearm 0.88 0.17 0.463 0.88 0.606 0.939 head 0.767 0.031 0.804 0.767 0.785 0.962 shin 0.231 0.089 0.301 0.231 0.261 0.788 thigh 0.235 0.036 0.524 0.235 0.324 0.83 upperarm 0.688 0.039 0.744 0.688 0.715 0.939 waist Weighted Avg. 0.54 0.077 0.565 0.54 0.518 0.868 === Confusion Matrix === a b c d e f g <-- classified as 331 3 37 0 72 14 8 | a = chest 10 125 180 12 55 35 47 | b = forearm 8 7 409 7 0 0 34 | c = head 5 11 1 356 58 28 5 | d = shin 269 8 13 44 107 19 4 | e = thigh 116 24 133 7 63 109 12 | f = upperarm 8 6 111 17 0 3 320 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1734 53.3374 % Incorrectly Classified Instances 1517 46.6626 % Kappa statistic 0.4555 Mean absolute error 0.1349 Root mean squared error 0.3309 Relative absolute error 55.0983 % Root relative squared error 94.5582 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.71 0.148 0.444 0.71 0.546 0.895 chest 0.269 0.019 0.698 0.269 0.389 0.756 forearm 0.921 0.185 0.454 0.921 0.608 0.951 head 0.748 0.033 0.789 0.748 0.768 0.96 shin 0.216 0.086 0.295 0.216 0.249 0.797 thigh 0.194 0.034 0.486 0.194 0.277 0.837 upperarm 0.675 0.038 0.745 0.675 0.708 0.934 waist Weighted Avg. 0.533 0.078 0.559 0.533 0.507 0.876 === Confusion Matrix === a b c d e f g <-- classified as 330 0 66 1 47 10 11 | a = chest 17 125 169 14 56 26 57 | b = forearm 3 5 429 4 0 2 23 | c = head 7 9 3 347 56 37 5 | d = shin 263 15 12 52 100 19 3 | e = thigh 112 22 143 9 80 90 8 | f = upperarm 11 3 123 13 0 1 313 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1746 53.7066 % Incorrectly Classified Instances 1505 46.2934 % Kappa statistic 0.4598 Mean absolute error 0.1345 Root mean squared error 0.3313 Relative absolute error 54.9123 % Root relative squared error 94.6892 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.742 0.146 0.459 0.742 0.567 0.893 chest 0.28 0.025 0.653 0.28 0.392 0.74 forearm 0.876 0.176 0.455 0.876 0.599 0.94 head 0.763 0.031 0.805 0.763 0.783 0.959 shin 0.216 0.08 0.31 0.216 0.254 0.8 thigh 0.188 0.04 0.437 0.188 0.262 0.818 upperarm 0.694 0.043 0.73 0.694 0.712 0.933 waist Weighted Avg. 0.537 0.077 0.55 0.537 0.51 0.869 === Confusion Matrix === a b c d e f g <-- classified as 345 3 54 0 42 8 13 | a = chest 14 130 179 11 56 30 44 | b = forearm 7 7 408 0 1 0 43 | c = head 6 14 2 354 41 46 1 | d = shin 271 12 7 45 100 24 5 | e = thigh 101 30 142 9 82 87 13 | f = upperarm 8 3 105 21 1 4 322 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1747 53.7373 % Incorrectly Classified Instances 1504 46.2627 % Kappa statistic 0.4602 Mean absolute error 0.1344 Root mean squared error 0.3309 Relative absolute error 54.8947 % Root relative squared error 94.5618 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.144 0.465 0.753 0.575 0.896 chest 0.248 0.02 0.673 0.248 0.363 0.733 forearm 0.908 0.185 0.45 0.908 0.602 0.943 head 0.776 0.04 0.763 0.776 0.77 0.956 shin 0.198 0.076 0.303 0.198 0.239 0.811 thigh 0.205 0.036 0.487 0.205 0.289 0.844 upperarm 0.67 0.038 0.746 0.67 0.706 0.93 waist Weighted Avg. 0.537 0.077 0.555 0.537 0.506 0.873 === Confusion Matrix === a b c d e f g <-- classified as 350 4 65 0 36 3 7 | a = chest 9 115 189 14 57 28 51 | b = forearm 5 5 423 4 0 3 26 | c = head 1 12 4 361 47 38 2 | d = shin 268 5 11 60 92 22 7 | e = thigh 114 24 133 12 72 95 13 | f = upperarm 5 6 114 22 0 6 311 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1728 53.1529 % Incorrectly Classified Instances 1523 46.8471 % Kappa statistic 0.4533 Mean absolute error 0.1358 Root mean squared error 0.3327 Relative absolute error 55.4381 % Root relative squared error 95.0654 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.755 0.141 0.471 0.755 0.58 0.895 chest 0.253 0.021 0.669 0.253 0.367 0.735 forearm 0.91 0.198 0.434 0.91 0.588 0.946 head 0.755 0.038 0.77 0.755 0.762 0.95 shin 0.2 0.075 0.309 0.2 0.243 0.801 thigh 0.153 0.035 0.423 0.153 0.225 0.813 upperarm 0.692 0.039 0.747 0.692 0.718 0.933 waist Weighted Avg. 0.532 0.078 0.546 0.532 0.498 0.867 === Confusion Matrix === a b c d e f g <-- classified as 351 2 46 1 46 11 8 | a = chest 9 117 188 10 61 28 50 | b = forearm 6 7 424 2 0 2 25 | c = head 10 12 4 351 48 31 9 | d = shin 255 6 20 62 93 25 4 | e = thigh 106 25 183 12 53 71 13 | f = upperarm 8 6 111 18 0 0 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1716 52.8 % Incorrectly Classified Instances 1534 47.2 % Kappa statistic 0.4493 Mean absolute error 0.1371 Root mean squared error 0.3329 Relative absolute error 55.9724 % Root relative squared error 95.1251 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.145 0.456 0.728 0.561 0.891 chest 0.283 0.024 0.665 0.283 0.397 0.744 forearm 0.884 0.181 0.449 0.884 0.595 0.939 head 0.712 0.033 0.783 0.712 0.745 0.946 shin 0.224 0.085 0.304 0.224 0.258 0.8 thigh 0.164 0.035 0.439 0.164 0.239 0.809 upperarm 0.7 0.047 0.711 0.7 0.706 0.94 waist Weighted Avg. 0.528 0.079 0.544 0.528 0.5 0.867 === Confusion Matrix === a b c d e f g <-- classified as 338 8 53 0 47 9 9 | a = chest 8 131 173 10 50 27 64 | b = forearm 6 5 411 2 0 3 38 | c = head 7 13 7 331 64 39 4 | d = shin 258 11 10 54 104 19 9 | e = thigh 117 22 157 7 77 76 8 | f = upperarm 8 7 105 19 0 0 325 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1713 52.7077 % Incorrectly Classified Instances 1537 47.2923 % Kappa statistic 0.4482 Mean absolute error 0.1369 Root mean squared error 0.3341 Relative absolute error 55.8908 % Root relative squared error 95.4802 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.152 0.442 0.722 0.548 0.878 chest 0.24 0.019 0.673 0.24 0.354 0.739 forearm 0.877 0.184 0.443 0.877 0.589 0.926 head 0.726 0.038 0.759 0.726 0.742 0.949 shin 0.222 0.084 0.305 0.222 0.257 0.818 thigh 0.196 0.037 0.472 0.196 0.277 0.823 upperarm 0.705 0.037 0.761 0.705 0.732 0.94 waist Weighted Avg. 0.527 0.079 0.55 0.527 0.5 0.868 === Confusion Matrix === a b c d e f g <-- classified as 335 3 61 0 46 14 5 | a = chest 8 111 189 9 65 33 48 | b = forearm 16 6 408 10 0 3 22 | c = head 6 15 7 337 57 36 6 | d = shin 264 7 3 65 103 14 9 | e = thigh 125 19 141 8 67 91 13 | f = upperarm 4 4 112 15 0 2 328 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1708 52.5538 % Incorrectly Classified Instances 1542 47.4462 % Kappa statistic 0.4464 Mean absolute error 0.138 Root mean squared error 0.3352 Relative absolute error 56.3359 % Root relative squared error 95.7904 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.69 0.133 0.463 0.69 0.554 0.883 chest 0.244 0.025 0.614 0.244 0.349 0.711 forearm 0.895 0.187 0.443 0.895 0.593 0.937 head 0.744 0.038 0.765 0.744 0.754 0.948 shin 0.237 0.088 0.31 0.237 0.268 0.802 thigh 0.179 0.042 0.415 0.179 0.25 0.824 upperarm 0.69 0.039 0.745 0.69 0.717 0.94 waist Weighted Avg. 0.526 0.079 0.536 0.526 0.498 0.864 === Confusion Matrix === a b c d e f g <-- classified as 320 7 60 0 55 9 13 | a = chest 3 113 194 14 59 26 54 | b = forearm 11 6 416 4 0 4 24 | c = head 4 13 3 345 53 41 5 | d = shin 236 5 16 61 110 34 3 | e = thigh 111 37 137 8 77 83 11 | f = upperarm 6 3 112 19 1 3 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1769 54.4308 % Incorrectly Classified Instances 1481 45.5692 % Kappa statistic 0.4683 Mean absolute error 0.1323 Root mean squared error 0.326 Relative absolute error 54.0303 % Root relative squared error 93.167 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.152 0.441 0.72 0.547 0.896 chest 0.295 0.022 0.692 0.295 0.414 0.751 forearm 0.897 0.174 0.462 0.897 0.61 0.948 head 0.78 0.034 0.794 0.78 0.787 0.96 shin 0.213 0.085 0.296 0.213 0.248 0.808 thigh 0.209 0.029 0.548 0.209 0.303 0.833 upperarm 0.695 0.036 0.762 0.695 0.727 0.938 waist Weighted Avg. 0.544 0.076 0.571 0.544 0.519 0.876 === Confusion Matrix === a b c d e f g <-- classified as 334 2 60 0 47 11 10 | a = chest 6 137 180 11 62 26 42 | b = forearm 7 7 417 2 0 1 31 | c = head 6 11 3 362 56 23 3 | d = shin 274 5 12 50 99 19 5 | e = thigh 122 31 123 10 71 97 10 | f = upperarm 9 5 107 21 0 0 323 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1700 52.3077 % Incorrectly Classified Instances 1550 47.6923 % Kappa statistic 0.4436 Mean absolute error 0.1384 Root mean squared error 0.3358 Relative absolute error 56.5104 % Root relative squared error 95.9743 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.716 0.142 0.457 0.716 0.558 0.885 chest 0.228 0.028 0.579 0.228 0.328 0.727 forearm 0.901 0.175 0.462 0.901 0.611 0.941 head 0.722 0.04 0.751 0.722 0.736 0.95 shin 0.25 0.087 0.325 0.25 0.283 0.801 thigh 0.181 0.041 0.426 0.181 0.254 0.807 upperarm 0.662 0.045 0.711 0.662 0.686 0.917 waist Weighted Avg. 0.523 0.08 0.53 0.523 0.494 0.861 === Confusion Matrix === a b c d e f g <-- classified as 332 7 46 0 62 9 8 | a = chest 11 106 187 15 57 29 59 | b = forearm 7 11 419 3 2 1 22 | c = head 9 9 4 335 55 46 6 | d = shin 238 9 11 58 116 24 8 | e = thigh 113 35 137 8 65 84 22 | f = upperarm 17 6 103 27 0 4 308 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1719 52.876 % Incorrectly Classified Instances 1532 47.124 % Kappa statistic 0.4502 Mean absolute error 0.1375 Root mean squared error 0.3345 Relative absolute error 56.1635 % Root relative squared error 95.5872 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.131 0.464 0.679 0.551 0.883 chest 0.267 0.026 0.629 0.267 0.375 0.713 forearm 0.89 0.192 0.436 0.89 0.585 0.938 head 0.753 0.044 0.742 0.753 0.747 0.956 shin 0.228 0.084 0.312 0.228 0.263 0.806 thigh 0.224 0.031 0.547 0.224 0.318 0.836 upperarm 0.659 0.042 0.723 0.659 0.69 0.916 waist Weighted Avg. 0.529 0.079 0.55 0.529 0.504 0.864 === Confusion Matrix === a b c d e f g <-- classified as 315 7 64 0 59 9 10 | a = chest 12 124 197 16 46 23 46 | b = forearm 5 8 414 3 0 1 34 | c = head 4 13 1 350 63 32 2 | d = shin 234 11 14 73 106 19 8 | e = thigh 95 29 148 5 66 104 17 | f = upperarm 14 5 112 25 0 2 306 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1788 54.9985 % Incorrectly Classified Instances 1463 45.0015 % Kappa statistic 0.475 Mean absolute error 0.1321 Root mean squared error 0.3257 Relative absolute error 53.9343 % Root relative squared error 93.0734 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.131 0.482 0.731 0.581 0.898 chest 0.291 0.027 0.64 0.291 0.4 0.744 forearm 0.897 0.174 0.463 0.897 0.611 0.942 head 0.753 0.036 0.778 0.753 0.765 0.958 shin 0.254 0.082 0.34 0.254 0.291 0.816 thigh 0.226 0.037 0.505 0.226 0.313 0.827 upperarm 0.698 0.038 0.752 0.698 0.724 0.937 waist Weighted Avg. 0.55 0.075 0.566 0.55 0.526 0.874 === Confusion Matrix === a b c d e f g <-- classified as 339 9 53 0 44 12 7 | a = chest 12 135 180 6 50 30 51 | b = forearm 3 7 417 5 1 3 29 | c = head 7 10 1 350 61 36 0 | d = shin 241 9 12 59 118 21 5 | e = thigh 94 39 128 10 73 105 15 | f = upperarm 7 2 110 20 0 1 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1771 54.4755 % Incorrectly Classified Instances 1480 45.5245 % Kappa statistic 0.4689 Mean absolute error 0.1327 Root mean squared error 0.3272 Relative absolute error 54.1764 % Root relative squared error 93.5036 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.151 0.45 0.739 0.559 0.891 chest 0.302 0.022 0.7 0.302 0.422 0.743 forearm 0.901 0.175 0.462 0.901 0.611 0.944 head 0.772 0.032 0.801 0.772 0.786 0.954 shin 0.226 0.076 0.332 0.226 0.269 0.802 thigh 0.164 0.034 0.442 0.164 0.239 0.822 upperarm 0.71 0.042 0.74 0.71 0.724 0.944 waist Weighted Avg. 0.545 0.076 0.561 0.545 0.516 0.871 === Confusion Matrix === a b c d e f g <-- classified as 343 3 51 0 47 11 9 | a = chest 5 140 168 14 52 28 57 | b = forearm 8 3 419 5 0 1 29 | c = head 7 13 5 358 42 34 5 | d = shin 275 9 7 44 105 18 7 | e = thigh 116 26 157 10 70 76 9 | f = upperarm 9 6 100 16 0 4 330 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1750 53.8296 % Incorrectly Classified Instances 1501 46.1704 % Kappa statistic 0.4613 Mean absolute error 0.1345 Root mean squared error 0.3298 Relative absolute error 54.9214 % Root relative squared error 94.2515 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.151 0.437 0.705 0.539 0.886 chest 0.28 0.017 0.73 0.28 0.405 0.752 forearm 0.918 0.183 0.456 0.918 0.61 0.947 head 0.752 0.038 0.765 0.752 0.759 0.946 shin 0.228 0.077 0.331 0.228 0.27 0.806 thigh 0.198 0.041 0.447 0.198 0.275 0.824 upperarm 0.686 0.031 0.786 0.686 0.732 0.94 waist Weighted Avg. 0.538 0.077 0.565 0.538 0.513 0.871 === Confusion Matrix === a b c d e f g <-- classified as 327 1 60 0 54 14 8 | a = chest 11 130 172 19 58 32 42 | b = forearm 9 3 427 2 0 0 24 | c = head 9 11 5 349 45 41 4 | d = shin 264 5 13 50 106 26 1 | e = thigh 121 22 156 8 57 92 8 | f = upperarm 8 6 103 28 0 1 319 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1688 51.9225 % Incorrectly Classified Instances 1563 48.0775 % Kappa statistic 0.439 Mean absolute error 0.1381 Root mean squared error 0.3351 Relative absolute error 56.4046 % Root relative squared error 95.756 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.149 0.455 0.748 0.566 0.9 chest 0.21 0.019 0.647 0.21 0.316 0.738 forearm 0.884 0.186 0.443 0.884 0.59 0.937 head 0.748 0.034 0.785 0.748 0.766 0.957 shin 0.211 0.085 0.293 0.211 0.245 0.79 thigh 0.17 0.04 0.414 0.17 0.241 0.808 upperarm 0.662 0.048 0.698 0.662 0.68 0.929 waist Weighted Avg. 0.519 0.08 0.533 0.519 0.487 0.866 === Confusion Matrix === a b c d e f g <-- classified as 348 2 57 0 43 7 8 | a = chest 6 97 193 6 65 38 58 | b = forearm 10 9 411 4 1 1 29 | c = head 4 12 7 347 51 37 6 | d = shin 260 8 13 53 98 24 9 | e = thigh 130 20 122 13 77 79 23 | f = upperarm 6 2 125 19 0 5 308 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1710 52.6154 % Incorrectly Classified Instances 1540 47.3846 % Kappa statistic 0.4471 Mean absolute error 0.1371 Root mean squared error 0.3337 Relative absolute error 55.9662 % Root relative squared error 95.3521 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.15 0.44 0.708 0.543 0.881 chest 0.244 0.024 0.631 0.244 0.352 0.732 forearm 0.906 0.176 0.463 0.906 0.613 0.946 head 0.731 0.032 0.794 0.731 0.761 0.948 shin 0.207 0.088 0.281 0.207 0.238 0.798 thigh 0.188 0.042 0.426 0.188 0.261 0.804 upperarm 0.697 0.042 0.736 0.697 0.716 0.936 waist Weighted Avg. 0.526 0.079 0.539 0.526 0.498 0.864 === Confusion Matrix === a b c d e f g <-- classified as 329 5 60 0 55 7 9 | a = chest 9 113 171 12 67 30 61 | b = forearm 5 9 422 5 0 1 24 | c = head 9 10 6 339 51 42 7 | d = shin 267 7 6 46 96 36 6 | e = thigh 119 30 134 11 73 87 9 | f = upperarm 9 5 112 14 0 1 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1751 53.8769 % Incorrectly Classified Instances 1499 46.1231 % Kappa statistic 0.4618 Mean absolute error 0.134 Root mean squared error 0.3307 Relative absolute error 54.72 % Root relative squared error 94.4932 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.145 0.462 0.746 0.571 0.892 chest 0.27 0.021 0.679 0.27 0.386 0.735 forearm 0.878 0.179 0.451 0.878 0.596 0.936 head 0.769 0.038 0.773 0.769 0.771 0.961 shin 0.231 0.082 0.319 0.231 0.268 0.808 thigh 0.173 0.036 0.447 0.173 0.249 0.816 upperarm 0.701 0.038 0.753 0.701 0.726 0.937 waist Weighted Avg. 0.539 0.077 0.555 0.539 0.51 0.869 === Confusion Matrix === a b c d e f g <-- classified as 347 4 50 1 42 13 8 | a = chest 9 125 188 10 63 25 43 | b = forearm 11 3 409 2 0 4 37 | c = head 1 9 5 357 49 37 6 | d = shin 261 9 9 56 107 18 4 | e = thigh 112 27 146 15 74 80 9 | f = upperarm 10 7 99 21 0 2 326 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1735 53.3846 % Incorrectly Classified Instances 1515 46.6154 % Kappa statistic 0.4561 Mean absolute error 0.1343 Root mean squared error 0.33 Relative absolute error 54.8563 % Root relative squared error 94.3139 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.143 0.464 0.738 0.569 0.892 chest 0.242 0.019 0.679 0.242 0.357 0.749 forearm 0.91 0.181 0.457 0.91 0.608 0.946 head 0.739 0.038 0.764 0.739 0.751 0.959 shin 0.211 0.094 0.271 0.211 0.238 0.803 thigh 0.205 0.032 0.519 0.205 0.294 0.856 upperarm 0.69 0.037 0.755 0.69 0.721 0.935 waist Weighted Avg. 0.534 0.078 0.558 0.534 0.506 0.877 === Confusion Matrix === a b c d e f g <-- classified as 343 2 45 0 55 10 10 | a = chest 12 112 186 16 64 24 49 | b = forearm 7 5 424 2 0 2 26 | c = head 7 14 3 343 59 33 5 | d = shin 258 5 8 70 98 18 7 | e = thigh 108 24 138 7 85 95 7 | f = upperarm 5 3 124 11 0 1 320 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1713 52.7077 % Incorrectly Classified Instances 1537 47.2923 % Kappa statistic 0.4482 Mean absolute error 0.1372 Root mean squared error 0.3361 Relative absolute error 56.0372 % Root relative squared error 96.0366 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.157 0.437 0.729 0.546 0.881 chest 0.255 0.026 0.621 0.255 0.361 0.732 forearm 0.884 0.183 0.447 0.884 0.594 0.937 head 0.739 0.028 0.817 0.739 0.776 0.952 shin 0.198 0.085 0.28 0.198 0.232 0.789 thigh 0.188 0.036 0.465 0.188 0.267 0.834 upperarm 0.694 0.038 0.754 0.694 0.723 0.94 waist Weighted Avg. 0.527 0.079 0.546 0.527 0.5 0.867 === Confusion Matrix === a b c d e f g <-- classified as 339 4 55 0 51 8 8 | a = chest 9 118 192 7 55 30 52 | b = forearm 10 9 412 3 0 5 27 | c = head 8 18 2 343 54 33 6 | d = shin 272 12 21 43 92 20 4 | e = thigh 130 22 136 5 76 87 8 | f = upperarm 8 7 104 19 0 4 322 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1688 51.9385 % Incorrectly Classified Instances 1562 48.0615 % Kappa statistic 0.4393 Mean absolute error 0.1388 Root mean squared error 0.3357 Relative absolute error 56.6848 % Root relative squared error 95.9265 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.148 0.449 0.722 0.554 0.892 chest 0.233 0.024 0.617 0.233 0.338 0.73 forearm 0.875 0.184 0.442 0.875 0.588 0.934 head 0.738 0.037 0.769 0.738 0.753 0.95 shin 0.203 0.082 0.291 0.203 0.239 0.807 thigh 0.168 0.041 0.406 0.168 0.238 0.813 upperarm 0.696 0.045 0.721 0.696 0.708 0.934 waist Weighted Avg. 0.519 0.08 0.528 0.519 0.488 0.866 === Confusion Matrix === a b c d e f g <-- classified as 335 3 50 1 57 5 13 | a = chest 11 108 178 15 58 34 60 | b = forearm 7 11 407 5 1 1 33 | c = head 7 10 2 343 53 46 4 | d = shin 262 7 13 58 94 26 4 | e = thigh 117 30 161 7 60 78 11 | f = upperarm 7 6 109 17 0 2 323 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1691 52.0148 % Incorrectly Classified Instances 1560 47.9852 % Kappa statistic 0.4401 Mean absolute error 0.1388 Root mean squared error 0.3362 Relative absolute error 56.6745 % Root relative squared error 96.0776 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.151 0.445 0.727 0.552 0.89 chest 0.227 0.02 0.652 0.227 0.337 0.718 forearm 0.882 0.186 0.441 0.882 0.588 0.94 head 0.729 0.033 0.787 0.729 0.757 0.951 shin 0.2 0.085 0.283 0.2 0.235 0.793 thigh 0.188 0.039 0.444 0.188 0.264 0.817 upperarm 0.686 0.046 0.715 0.686 0.7 0.933 waist Weighted Avg. 0.52 0.08 0.538 0.52 0.491 0.863 === Confusion Matrix === a b c d e f g <-- classified as 338 2 47 0 55 7 16 | a = chest 13 105 187 10 55 36 57 | b = forearm 6 6 410 5 0 5 33 | c = head 5 12 2 339 57 45 5 | d = shin 277 7 14 54 93 16 3 | e = thigh 109 27 150 9 69 87 13 | f = upperarm 11 2 119 14 0 0 319 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1750 53.8296 % Incorrectly Classified Instances 1501 46.1704 % Kappa statistic 0.4613 Mean absolute error 0.1352 Root mean squared error 0.3298 Relative absolute error 55.2246 % Root relative squared error 94.2407 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.142 0.458 0.722 0.56 0.889 chest 0.281 0.023 0.67 0.281 0.396 0.728 forearm 0.884 0.182 0.448 0.884 0.595 0.937 head 0.748 0.034 0.784 0.748 0.766 0.955 shin 0.244 0.079 0.34 0.244 0.284 0.81 thigh 0.185 0.037 0.457 0.185 0.264 0.84 upperarm 0.701 0.041 0.739 0.701 0.72 0.936 waist Weighted Avg. 0.538 0.077 0.557 0.538 0.512 0.871 === Confusion Matrix === a b c d e f g <-- classified as 335 5 66 0 40 11 7 | a = chest 8 130 186 14 50 23 52 | b = forearm 6 7 412 6 0 3 32 | c = head 6 11 2 348 49 42 7 | d = shin 254 9 15 48 113 21 4 | e = thigh 117 27 135 6 80 86 13 | f = upperarm 6 5 104 22 0 2 326 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1722 52.9683 % Incorrectly Classified Instances 1529 47.0317 % Kappa statistic 0.4512 Mean absolute error 0.1359 Root mean squared error 0.3324 Relative absolute error 55.4998 % Root relative squared error 94.9992 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.739 0.142 0.464 0.739 0.57 0.894 chest 0.242 0.023 0.64 0.242 0.351 0.738 forearm 0.873 0.188 0.437 0.873 0.583 0.934 head 0.774 0.034 0.789 0.774 0.782 0.952 shin 0.22 0.083 0.305 0.22 0.256 0.797 thigh 0.185 0.037 0.455 0.185 0.263 0.822 upperarm 0.671 0.041 0.731 0.671 0.7 0.936 waist Weighted Avg. 0.53 0.078 0.546 0.53 0.501 0.868 === Confusion Matrix === a b c d e f g <-- classified as 343 2 51 0 50 10 8 | a = chest 7 112 191 11 65 26 51 | b = forearm 9 9 407 3 0 2 36 | c = head 9 10 3 360 40 40 3 | d = shin 254 8 18 55 102 22 5 | e = thigh 112 31 142 4 77 86 12 | f = upperarm 5 3 119 23 0 3 312 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1776 54.6293 % Incorrectly Classified Instances 1475 45.3707 % Kappa statistic 0.4706 Mean absolute error 0.1326 Root mean squared error 0.327 Relative absolute error 54.1619 % Root relative squared error 93.4599 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.146 0.457 0.741 0.566 0.898 chest 0.289 0.024 0.663 0.289 0.403 0.738 forearm 0.891 0.169 0.469 0.891 0.614 0.939 head 0.759 0.035 0.784 0.759 0.771 0.96 shin 0.222 0.079 0.319 0.222 0.261 0.808 thigh 0.211 0.037 0.488 0.211 0.295 0.822 upperarm 0.71 0.039 0.752 0.71 0.73 0.935 waist Weighted Avg. 0.546 0.076 0.562 0.546 0.52 0.872 === Confusion Matrix === a b c d e f g <-- classified as 344 2 55 0 42 12 9 | a = chest 13 134 170 13 67 24 42 | b = forearm 8 7 415 4 1 3 28 | c = head 6 11 3 352 53 34 5 | d = shin 259 8 4 55 103 28 8 | e = thigh 118 36 133 6 56 98 17 | f = upperarm 4 4 105 19 1 2 330 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1709 52.5684 % Incorrectly Classified Instances 1542 47.4316 % Kappa statistic 0.4466 Mean absolute error 0.1376 Root mean squared error 0.3356 Relative absolute error 56.1771 % Root relative squared error 95.9056 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.709 0.151 0.439 0.709 0.542 0.884 chest 0.242 0.027 0.602 0.242 0.345 0.714 forearm 0.912 0.181 0.457 0.912 0.609 0.944 head 0.759 0.041 0.755 0.759 0.757 0.955 shin 0.189 0.084 0.272 0.189 0.223 0.801 thigh 0.192 0.031 0.506 0.192 0.278 0.808 upperarm 0.675 0.038 0.746 0.675 0.709 0.931 waist Weighted Avg. 0.526 0.079 0.54 0.526 0.495 0.863 === Confusion Matrix === a b c d e f g <-- classified as 329 9 48 0 57 14 7 | a = chest 12 112 184 14 57 22 62 | b = forearm 9 5 425 3 0 3 21 | c = head 8 13 3 352 57 29 2 | d = shin 270 11 11 61 88 16 8 | e = thigh 111 33 143 17 64 89 7 | f = upperarm 10 3 116 19 0 3 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1721 52.9538 % Incorrectly Classified Instances 1529 47.0462 % Kappa statistic 0.4511 Mean absolute error 0.136 Root mean squared error 0.3329 Relative absolute error 55.5196 % Root relative squared error 95.1407 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.724 0.144 0.457 0.724 0.56 0.89 chest 0.267 0.022 0.67 0.267 0.382 0.737 forearm 0.897 0.182 0.452 0.897 0.601 0.945 head 0.759 0.043 0.744 0.759 0.751 0.95 shin 0.222 0.087 0.299 0.222 0.254 0.796 thigh 0.177 0.034 0.463 0.177 0.256 0.836 upperarm 0.662 0.037 0.747 0.662 0.702 0.933 waist Weighted Avg. 0.53 0.078 0.547 0.53 0.501 0.869 === Confusion Matrix === a b c d e f g <-- classified as 336 2 44 1 61 10 10 | a = chest 5 124 196 13 55 24 47 | b = forearm 10 10 417 2 0 1 25 | c = head 4 12 4 352 50 37 5 | d = shin 248 10 12 68 103 20 4 | e = thigh 122 19 139 13 76 82 13 | f = upperarm 11 8 111 24 0 3 307 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1718 52.8615 % Incorrectly Classified Instances 1532 47.1385 % Kappa statistic 0.45 Mean absolute error 0.1364 Root mean squared error 0.3318 Relative absolute error 55.6868 % Root relative squared error 94.8258 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.143 0.457 0.72 0.559 0.896 chest 0.244 0.022 0.646 0.244 0.354 0.753 forearm 0.901 0.182 0.452 0.901 0.602 0.944 head 0.752 0.032 0.795 0.752 0.773 0.956 shin 0.219 0.088 0.293 0.219 0.251 0.805 thigh 0.166 0.039 0.412 0.166 0.237 0.824 upperarm 0.696 0.042 0.732 0.696 0.714 0.933 waist Weighted Avg. 0.529 0.079 0.541 0.529 0.499 0.873 === Confusion Matrix === a b c d e f g <-- classified as 335 6 64 1 42 9 8 | a = chest 8 113 165 16 67 37 58 | b = forearm 8 6 419 2 0 2 28 | c = head 4 10 5 349 58 34 4 | d = shin 259 7 15 49 102 27 6 | e = thigh 113 24 151 6 78 77 14 | f = upperarm 6 9 108 16 1 1 323 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1750 53.8462 % Incorrectly Classified Instances 1500 46.1538 % Kappa statistic 0.4615 Mean absolute error 0.1344 Root mean squared error 0.3305 Relative absolute error 54.8681 % Root relative squared error 94.4364 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.137 0.47 0.729 0.572 0.889 chest 0.274 0.017 0.734 0.274 0.399 0.737 forearm 0.897 0.184 0.449 0.897 0.598 0.943 head 0.737 0.038 0.765 0.737 0.751 0.948 shin 0.228 0.084 0.311 0.228 0.263 0.804 thigh 0.207 0.04 0.462 0.207 0.286 0.819 upperarm 0.696 0.039 0.749 0.696 0.722 0.932 waist Weighted Avg. 0.538 0.077 0.563 0.538 0.513 0.867 === Confusion Matrix === a b c d e f g <-- classified as 339 3 51 0 53 10 9 | a = chest 9 127 185 7 55 31 50 | b = forearm 4 8 417 3 1 2 30 | c = head 3 13 8 342 57 36 5 | d = shin 249 2 11 64 106 29 4 | e = thigh 107 13 154 14 69 96 10 | f = upperarm 10 7 103 17 0 4 323 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1736 53.4154 % Incorrectly Classified Instances 1514 46.5846 % Kappa statistic 0.4565 Mean absolute error 0.1352 Root mean squared error 0.3316 Relative absolute error 55.1892 % Root relative squared error 94.7522 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.714 0.154 0.437 0.714 0.542 0.881 chest 0.265 0.022 0.665 0.265 0.379 0.748 forearm 0.886 0.183 0.446 0.886 0.594 0.935 head 0.744 0.03 0.806 0.744 0.774 0.961 shin 0.222 0.083 0.307 0.222 0.258 0.8 thigh 0.209 0.037 0.483 0.209 0.292 0.831 upperarm 0.698 0.034 0.775 0.698 0.735 0.941 waist Weighted Avg. 0.534 0.078 0.56 0.534 0.51 0.871 === Confusion Matrix === a b c d e f g <-- classified as 332 5 67 0 48 8 5 | a = chest 12 123 179 14 59 33 44 | b = forearm 11 7 412 5 1 0 29 | c = head 7 11 4 345 57 38 2 | d = shin 269 7 8 49 103 23 5 | e = thigh 116 28 144 3 67 97 9 | f = upperarm 13 4 109 12 0 2 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1724 53.0462 % Incorrectly Classified Instances 1526 46.9538 % Kappa statistic 0.4522 Mean absolute error 0.1344 Root mean squared error 0.3304 Relative absolute error 54.89 % Root relative squared error 94.4232 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.147 0.441 0.697 0.54 0.886 chest 0.28 0.025 0.65 0.28 0.392 0.752 forearm 0.908 0.178 0.459 0.908 0.61 0.947 head 0.739 0.034 0.785 0.739 0.761 0.951 shin 0.224 0.082 0.313 0.224 0.261 0.81 thigh 0.175 0.037 0.44 0.175 0.25 0.815 upperarm 0.69 0.045 0.721 0.69 0.705 0.939 waist Weighted Avg. 0.53 0.078 0.544 0.53 0.503 0.872 === Confusion Matrix === a b c d e f g <-- classified as 324 3 59 0 55 11 13 | a = chest 9 130 184 7 51 30 53 | b = forearm 5 3 422 4 0 1 30 | c = head 10 11 5 343 50 36 9 | d = shin 260 11 10 50 104 23 6 | e = thigh 115 37 135 12 71 81 13 | f = upperarm 11 5 104 21 1 2 320 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1735 53.3682 % Incorrectly Classified Instances 1516 46.6318 % Kappa statistic 0.4559 Mean absolute error 0.1352 Root mean squared error 0.3319 Relative absolute error 55.2027 % Root relative squared error 94.8516 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.146 0.457 0.737 0.564 0.894 chest 0.276 0.023 0.663 0.276 0.39 0.746 forearm 0.892 0.181 0.452 0.892 0.6 0.943 head 0.778 0.038 0.772 0.778 0.775 0.958 shin 0.215 0.086 0.294 0.215 0.248 0.806 thigh 0.164 0.03 0.475 0.164 0.244 0.83 upperarm 0.671 0.039 0.739 0.671 0.703 0.932 waist Weighted Avg. 0.534 0.078 0.55 0.534 0.504 0.873 === Confusion Matrix === a b c d e f g <-- classified as 342 4 40 0 63 7 8 | a = chest 11 128 180 11 54 28 51 | b = forearm 5 4 415 4 0 1 36 | c = head 4 17 4 362 47 29 2 | d = shin 258 7 11 65 100 15 9 | e = thigh 121 30 150 7 76 76 4 | f = upperarm 7 3 119 20 0 4 312 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1697 52.1993 % Incorrectly Classified Instances 1554 47.8007 % Kappa statistic 0.4423 Mean absolute error 0.1376 Root mean squared error 0.3359 Relative absolute error 56.176 % Root relative squared error 95.9965 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.737 0.152 0.446 0.737 0.556 0.889 chest 0.235 0.024 0.619 0.235 0.341 0.715 forearm 0.89 0.176 0.458 0.89 0.605 0.937 head 0.733 0.039 0.759 0.733 0.746 0.949 shin 0.204 0.092 0.271 0.204 0.233 0.799 thigh 0.188 0.037 0.46 0.188 0.266 0.833 upperarm 0.665 0.039 0.741 0.665 0.701 0.931 waist Weighted Avg. 0.522 0.08 0.537 0.522 0.493 0.865 === Confusion Matrix === a b c d e f g <-- classified as 342 5 48 1 45 12 11 | a = chest 8 109 185 12 77 21 51 | b = forearm 7 9 414 4 1 2 28 | c = head 7 13 3 341 55 40 6 | d = shin 264 7 13 58 95 26 2 | e = thigh 127 26 127 9 78 87 10 | f = upperarm 11 7 113 24 0 1 309 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1713 52.6915 % Incorrectly Classified Instances 1538 47.3085 % Kappa statistic 0.448 Mean absolute error 0.138 Root mean squared error 0.3341 Relative absolute error 56.3426 % Root relative squared error 95.4908 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.156 0.432 0.712 0.537 0.878 chest 0.256 0.016 0.726 0.256 0.379 0.731 forearm 0.925 0.175 0.468 0.925 0.622 0.947 head 0.756 0.034 0.789 0.756 0.772 0.954 shin 0.191 0.082 0.281 0.191 0.228 0.786 thigh 0.166 0.047 0.372 0.166 0.23 0.8 upperarm 0.681 0.042 0.73 0.681 0.705 0.935 waist Weighted Avg. 0.527 0.079 0.542 0.527 0.496 0.862 === Confusion Matrix === a b c d e f g <-- classified as 331 3 53 0 46 19 13 | a = chest 13 119 166 15 53 39 59 | b = forearm 3 4 430 5 0 0 23 | c = head 7 10 2 351 45 45 4 | d = shin 278 6 13 45 89 24 10 | e = thigh 127 17 141 11 83 77 8 | f = upperarm 8 5 113 18 1 3 316 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1699 52.2608 % Incorrectly Classified Instances 1552 47.7392 % Kappa statistic 0.443 Mean absolute error 0.1382 Root mean squared error 0.336 Relative absolute error 56.4139 % Root relative squared error 96.0288 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.147 0.452 0.725 0.557 0.888 chest 0.233 0.03 0.56 0.233 0.329 0.724 forearm 0.892 0.186 0.445 0.892 0.594 0.936 head 0.731 0.034 0.783 0.731 0.756 0.954 shin 0.243 0.079 0.34 0.243 0.284 0.804 thigh 0.151 0.036 0.412 0.151 0.221 0.813 upperarm 0.683 0.046 0.712 0.683 0.697 0.931 waist Weighted Avg. 0.523 0.08 0.529 0.523 0.491 0.864 === Confusion Matrix === a b c d e f g <-- classified as 337 4 64 0 47 3 10 | a = chest 12 108 188 14 49 32 61 | b = forearm 3 8 415 3 0 4 32 | c = head 3 16 3 339 56 41 6 | d = shin 261 15 7 45 113 17 7 | e = thigh 123 37 149 6 67 70 12 | f = upperarm 7 5 106 26 0 3 317 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1754 53.9526 % Incorrectly Classified Instances 1497 46.0474 % Kappa statistic 0.4627 Mean absolute error 0.1336 Root mean squared error 0.33 Relative absolute error 54.5622 % Root relative squared error 94.3116 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.751 0.148 0.458 0.751 0.569 0.897 chest 0.25 0.017 0.716 0.25 0.371 0.728 forearm 0.916 0.178 0.463 0.916 0.615 0.942 head 0.763 0.033 0.792 0.763 0.777 0.953 shin 0.226 0.09 0.295 0.226 0.256 0.804 thigh 0.175 0.031 0.482 0.175 0.256 0.833 upperarm 0.696 0.04 0.743 0.696 0.719 0.94 waist Weighted Avg. 0.54 0.077 0.564 0.54 0.509 0.871 === Confusion Matrix === a b c d e f g <-- classified as 349 4 45 0 55 8 4 | a = chest 10 116 164 14 62 29 69 | b = forearm 6 5 426 6 0 1 21 | c = head 8 3 8 354 57 31 3 | d = shin 272 7 13 51 105 15 2 | e = thigh 111 23 153 6 77 81 13 | f = upperarm 6 4 112 16 0 3 323 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1789 55.0462 % Incorrectly Classified Instances 1461 44.9538 % Kappa statistic 0.4755 Mean absolute error 0.1325 Root mean squared error 0.3256 Relative absolute error 54.0889 % Root relative squared error 93.062 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.138 0.471 0.733 0.574 0.897 chest 0.287 0.023 0.679 0.287 0.403 0.737 forearm 0.895 0.184 0.449 0.895 0.598 0.943 head 0.756 0.035 0.782 0.756 0.769 0.946 shin 0.239 0.072 0.357 0.239 0.286 0.813 thigh 0.238 0.036 0.521 0.238 0.326 0.842 upperarm 0.703 0.037 0.758 0.703 0.729 0.938 waist Weighted Avg. 0.55 0.075 0.574 0.55 0.527 0.874 === Confusion Matrix === a b c d e f g <-- classified as 341 6 56 0 44 10 8 | a = chest 12 133 202 6 43 29 39 | b = forearm 7 6 417 2 1 2 31 | c = head 6 15 4 351 47 36 5 | d = shin 239 9 11 66 111 24 4 | e = thigh 109 23 129 10 65 110 17 | f = upperarm 10 4 110 14 0 0 326 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1733 53.3231 % Incorrectly Classified Instances 1517 46.6769 % Kappa statistic 0.4553 Mean absolute error 0.1357 Root mean squared error 0.3325 Relative absolute error 55.4019 % Root relative squared error 95.0164 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.684 0.146 0.439 0.684 0.534 0.885 chest 0.25 0.019 0.69 0.25 0.367 0.742 forearm 0.863 0.188 0.434 0.863 0.578 0.933 head 0.756 0.032 0.796 0.756 0.776 0.953 shin 0.252 0.082 0.339 0.252 0.289 0.806 thigh 0.207 0.036 0.49 0.207 0.291 0.815 upperarm 0.718 0.042 0.742 0.718 0.729 0.939 waist Weighted Avg. 0.533 0.078 0.561 0.533 0.509 0.868 === Confusion Matrix === a b c d e f g <-- classified as 318 4 66 0 59 9 9 | a = chest 6 116 188 13 59 30 52 | b = forearm 12 9 402 4 0 3 36 | c = head 10 3 4 351 53 37 6 | d = shin 254 8 15 46 117 20 4 | e = thigh 117 21 151 12 57 96 9 | f = upperarm 8 7 100 15 0 1 333 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1688 51.9385 % Incorrectly Classified Instances 1562 48.0615 % Kappa statistic 0.4392 Mean absolute error 0.1388 Root mean squared error 0.3354 Relative absolute error 56.6704 % Root relative squared error 95.8536 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.703 0.149 0.439 0.703 0.541 0.878 chest 0.244 0.025 0.621 0.244 0.35 0.739 forearm 0.897 0.184 0.449 0.897 0.599 0.943 head 0.735 0.033 0.786 0.735 0.759 0.961 shin 0.19 0.089 0.262 0.19 0.22 0.792 thigh 0.183 0.04 0.434 0.183 0.258 0.816 upperarm 0.682 0.041 0.737 0.682 0.708 0.931 waist Weighted Avg. 0.519 0.08 0.533 0.519 0.491 0.866 === Confusion Matrix === a b c d e f g <-- classified as 326 5 57 1 56 8 11 | a = chest 11 113 182 13 65 27 52 | b = forearm 9 6 418 2 0 2 29 | c = head 4 11 5 341 60 38 5 | d = shin 266 10 10 53 88 33 4 | e = thigh 114 32 149 6 66 85 12 | f = upperarm 12 5 109 18 1 3 317 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1757 54.0615 % Incorrectly Classified Instances 1493 45.9385 % Kappa statistic 0.464 Mean absolute error 0.1331 Root mean squared error 0.3276 Relative absolute error 54.3465 % Root relative squared error 93.6273 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.145 0.462 0.746 0.57 0.894 chest 0.298 0.025 0.663 0.298 0.411 0.761 forearm 0.88 0.173 0.46 0.88 0.604 0.943 head 0.737 0.037 0.767 0.737 0.752 0.955 shin 0.226 0.087 0.302 0.226 0.259 0.809 thigh 0.19 0.033 0.486 0.19 0.273 0.843 upperarm 0.705 0.035 0.77 0.705 0.736 0.942 waist Weighted Avg. 0.541 0.077 0.559 0.541 0.515 0.878 === Confusion Matrix === a b c d e f g <-- classified as 346 3 55 0 46 10 4 | a = chest 11 138 178 10 63 25 38 | b = forearm 7 9 410 5 0 2 33 | c = head 9 19 3 342 57 32 2 | d = shin 256 9 7 60 105 21 6 | e = thigh 116 24 131 13 77 88 15 | f = upperarm 4 6 108 16 0 3 328 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1750 53.8462 % Incorrectly Classified Instances 1500 46.1538 % Kappa statistic 0.4615 Mean absolute error 0.1344 Root mean squared error 0.3294 Relative absolute error 54.8729 % Root relative squared error 94.1388 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.728 0.134 0.475 0.728 0.575 0.897 chest 0.287 0.024 0.665 0.287 0.401 0.744 forearm 0.892 0.184 0.447 0.892 0.596 0.94 head 0.738 0.039 0.759 0.738 0.748 0.956 shin 0.22 0.078 0.319 0.22 0.26 0.805 thigh 0.207 0.039 0.468 0.207 0.287 0.811 upperarm 0.695 0.04 0.744 0.695 0.719 0.933 waist Weighted Avg. 0.538 0.077 0.554 0.538 0.513 0.87 === Confusion Matrix === a b c d e f g <-- classified as 338 0 57 0 40 17 12 | a = chest 4 133 189 14 53 27 43 | b = forearm 12 8 415 2 1 2 25 | c = head 5 12 1 343 59 39 6 | d = shin 250 5 14 61 102 24 8 | e = thigh 90 39 147 10 65 96 17 | f = upperarm 12 3 105 22 0 0 323 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1721 52.9376 % Incorrectly Classified Instances 1530 47.0624 % Kappa statistic 0.4509 Mean absolute error 0.1364 Root mean squared error 0.3336 Relative absolute error 55.6834 % Root relative squared error 95.343 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.725 0.143 0.458 0.725 0.561 0.893 chest 0.248 0.024 0.632 0.248 0.357 0.732 forearm 0.89 0.19 0.439 0.89 0.588 0.936 head 0.761 0.041 0.755 0.761 0.758 0.951 shin 0.211 0.078 0.31 0.211 0.251 0.816 thigh 0.188 0.034 0.481 0.188 0.27 0.809 upperarm 0.681 0.038 0.747 0.681 0.713 0.937 waist Weighted Avg. 0.529 0.079 0.546 0.529 0.5 0.868 === Confusion Matrix === a b c d e f g <-- classified as 337 1 63 0 47 10 7 | a = chest 9 115 186 13 60 31 49 | b = forearm 8 8 414 3 1 0 31 | c = head 4 19 4 354 54 27 3 | d = shin 250 6 10 70 98 26 5 | e = thigh 118 27 155 9 56 87 12 | f = upperarm 10 6 112 20 0 0 316 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1746 53.7066 % Incorrectly Classified Instances 1505 46.2934 % Kappa statistic 0.4599 Mean absolute error 0.1337 Root mean squared error 0.3298 Relative absolute error 54.5755 % Root relative squared error 94.2474 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.727 0.15 0.447 0.727 0.554 0.881 chest 0.292 0.028 0.637 0.292 0.4 0.769 forearm 0.89 0.168 0.469 0.89 0.614 0.939 head 0.751 0.033 0.793 0.751 0.771 0.955 shin 0.228 0.082 0.316 0.228 0.265 0.795 thigh 0.159 0.038 0.411 0.159 0.23 0.826 upperarm 0.711 0.041 0.742 0.711 0.726 0.938 waist Weighted Avg. 0.537 0.077 0.545 0.537 0.509 0.872 === Confusion Matrix === a b c d e f g <-- classified as 338 11 49 1 49 7 10 | a = chest 7 135 173 8 59 35 46 | b = forearm 3 6 414 5 1 2 34 | c = head 9 15 7 349 49 35 1 | d = shin 255 8 10 52 106 25 9 | e = thigh 137 33 129 5 71 74 15 | f = upperarm 7 4 101 20 0 2 330 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1745 53.6758 % Incorrectly Classified Instances 1506 46.3242 % Kappa statistic 0.4595 Mean absolute error 0.1356 Root mean squared error 0.3321 Relative absolute error 55.3538 % Root relative squared error 94.9081 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.729 0.145 0.456 0.729 0.561 0.885 chest 0.255 0.019 0.69 0.255 0.372 0.74 forearm 0.916 0.18 0.459 0.916 0.612 0.954 head 0.768 0.042 0.752 0.768 0.76 0.952 shin 0.204 0.087 0.283 0.204 0.237 0.792 thigh 0.228 0.033 0.533 0.228 0.32 0.842 upperarm 0.655 0.034 0.762 0.655 0.705 0.939 waist Weighted Avg. 0.537 0.077 0.562 0.537 0.51 0.872 === Confusion Matrix === a b c d e f g <-- classified as 339 5 42 0 57 12 10 | a = chest 10 118 192 15 63 31 34 | b = forearm 6 3 426 1 0 0 29 | c = head 6 9 5 357 52 32 4 | d = shin 260 8 12 70 95 15 5 | e = thigh 111 24 134 7 69 106 13 | f = upperarm 11 4 117 25 0 3 304 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1774 54.5678 % Incorrectly Classified Instances 1477 45.4322 % Kappa statistic 0.4699 Mean absolute error 0.1327 Root mean squared error 0.3263 Relative absolute error 54.1675 % Root relative squared error 93.2344 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.139 0.463 0.718 0.563 0.893 chest 0.292 0.024 0.672 0.292 0.407 0.75 forearm 0.895 0.176 0.46 0.895 0.607 0.944 head 0.763 0.035 0.783 0.763 0.773 0.952 shin 0.237 0.082 0.325 0.237 0.274 0.802 thigh 0.224 0.037 0.505 0.224 0.31 0.813 upperarm 0.69 0.038 0.752 0.69 0.72 0.934 waist Weighted Avg. 0.546 0.076 0.565 0.546 0.522 0.87 === Confusion Matrix === a b c d e f g <-- classified as 333 3 59 0 46 12 11 | a = chest 13 135 166 10 64 29 46 | b = forearm 9 8 417 2 0 1 29 | c = head 8 10 6 354 48 36 2 | d = shin 254 11 11 54 110 20 5 | e = thigh 95 28 140 14 70 104 13 | f = upperarm 8 6 108 18 0 4 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1733 53.3067 % Incorrectly Classified Instances 1518 46.6933 % Kappa statistic 0.4552 Mean absolute error 0.1358 Root mean squared error 0.332 Relative absolute error 55.4412 % Root relative squared error 94.874 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.696 0.144 0.446 0.696 0.544 0.882 chest 0.216 0.022 0.625 0.216 0.321 0.709 forearm 0.891 0.191 0.439 0.891 0.588 0.937 head 0.767 0.029 0.813 0.767 0.789 0.959 shin 0.215 0.074 0.327 0.215 0.259 0.806 thigh 0.209 0.04 0.464 0.209 0.288 0.839 upperarm 0.735 0.045 0.731 0.735 0.733 0.943 waist Weighted Avg. 0.533 0.078 0.549 0.533 0.503 0.868 === Confusion Matrix === a b c d e f g <-- classified as 323 3 67 0 44 15 12 | a = chest 8 100 193 13 58 25 66 | b = forearm 5 6 415 7 1 3 29 | c = head 8 12 4 356 39 40 5 | d = shin 275 7 13 41 100 27 2 | e = thigh 98 29 153 11 64 97 12 | f = upperarm 7 3 101 10 0 2 342 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1721 52.9538 % Incorrectly Classified Instances 1529 47.0462 % Kappa statistic 0.4511 Mean absolute error 0.1362 Root mean squared error 0.3323 Relative absolute error 55.6218 % Root relative squared error 94.9525 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.735 0.141 0.465 0.735 0.57 0.891 chest 0.267 0.024 0.653 0.267 0.379 0.759 forearm 0.897 0.177 0.459 0.897 0.607 0.94 head 0.728 0.039 0.758 0.728 0.743 0.946 shin 0.216 0.088 0.29 0.216 0.247 0.795 thigh 0.181 0.04 0.431 0.181 0.255 0.815 upperarm 0.68 0.041 0.735 0.68 0.706 0.932 waist Weighted Avg. 0.53 0.078 0.541 0.53 0.501 0.868 === Confusion Matrix === a b c d e f g <-- classified as 341 3 48 0 52 11 9 | a = chest 12 124 174 14 53 34 53 | b = forearm 6 7 418 3 0 2 30 | c = head 8 13 2 338 57 38 8 | d = shin 252 8 14 59 100 25 6 | e = thigh 105 29 143 11 83 84 8 | f = upperarm 9 6 112 21 0 1 316 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1720 52.9231 % Incorrectly Classified Instances 1530 47.0769 % Kappa statistic 0.4507 Mean absolute error 0.1371 Root mean squared error 0.3332 Relative absolute error 55.9929 % Root relative squared error 95.2211 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.722 0.145 0.453 0.722 0.557 0.892 chest 0.259 0.022 0.667 0.259 0.373 0.727 forearm 0.873 0.184 0.443 0.873 0.588 0.934 head 0.707 0.029 0.802 0.707 0.751 0.956 shin 0.224 0.086 0.302 0.224 0.257 0.811 thigh 0.203 0.04 0.456 0.203 0.281 0.818 upperarm 0.714 0.043 0.733 0.714 0.723 0.937 waist Weighted Avg. 0.529 0.079 0.551 0.529 0.505 0.868 === Confusion Matrix === a b c d e f g <-- classified as 335 0 58 1 53 7 10 | a = chest 5 120 184 13 62 25 55 | b = forearm 10 11 407 4 0 2 32 | c = head 6 16 2 328 57 47 8 | d = shin 260 8 14 43 104 26 9 | e = thigh 115 22 153 5 67 94 7 | f = upperarm 8 3 101 15 1 5 332 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1729 53.2 % Incorrectly Classified Instances 1521 46.8 % Kappa statistic 0.454 Mean absolute error 0.1353 Root mean squared error 0.3316 Relative absolute error 55.2513 % Root relative squared error 94.7642 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.741 0.149 0.453 0.741 0.562 0.895 chest 0.25 0.017 0.707 0.25 0.369 0.732 forearm 0.888 0.174 0.46 0.888 0.606 0.944 head 0.765 0.041 0.755 0.765 0.76 0.96 shin 0.22 0.092 0.286 0.22 0.248 0.804 thigh 0.157 0.031 0.456 0.157 0.234 0.831 upperarm 0.701 0.042 0.738 0.701 0.719 0.94 waist Weighted Avg. 0.532 0.078 0.551 0.532 0.5 0.872 === Confusion Matrix === a b c d e f g <-- classified as 344 4 47 0 50 11 8 | a = chest 11 116 186 18 50 30 53 | b = forearm 15 8 413 2 0 3 24 | c = head 2 5 3 355 66 26 7 | d = shin 261 4 10 65 102 14 8 | e = thigh 116 24 135 11 89 73 16 | f = upperarm 11 3 103 19 0 3 326 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1699 52.2769 % Incorrectly Classified Instances 1551 47.7231 % Kappa statistic 0.4432 Mean absolute error 0.1375 Root mean squared error 0.335 Relative absolute error 56.1321 % Root relative squared error 95.737 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.152 0.437 0.705 0.54 0.887 chest 0.282 0.023 0.672 0.282 0.398 0.727 forearm 0.89 0.189 0.441 0.89 0.59 0.938 head 0.741 0.033 0.789 0.741 0.764 0.955 shin 0.226 0.087 0.302 0.226 0.259 0.8 thigh 0.151 0.035 0.417 0.151 0.222 0.832 upperarm 0.662 0.038 0.742 0.662 0.699 0.921 waist Weighted Avg. 0.523 0.08 0.543 0.523 0.496 0.866 === Confusion Matrix === a b c d e f g <-- classified as 328 2 63 0 59 6 7 | a = chest 12 131 190 8 50 24 49 | b = forearm 6 8 414 5 0 4 28 | c = head 6 7 1 344 59 42 5 | d = shin 265 7 12 50 105 19 6 | e = thigh 127 31 141 8 75 70 12 | f = upperarm 6 9 118 21 0 3 307 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1729 53.2 % Incorrectly Classified Instances 1521 46.8 % Kappa statistic 0.454 Mean absolute error 0.1361 Root mean squared error 0.3321 Relative absolute error 55.5794 % Root relative squared error 94.9075 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.148 0.457 0.746 0.567 0.897 chest 0.241 0.024 0.629 0.241 0.349 0.723 forearm 0.901 0.184 0.45 0.901 0.6 0.943 head 0.754 0.032 0.799 0.754 0.776 0.957 shin 0.224 0.076 0.33 0.224 0.267 0.801 thigh 0.196 0.038 0.462 0.196 0.275 0.819 upperarm 0.659 0.045 0.71 0.659 0.684 0.928 waist Weighted Avg. 0.532 0.078 0.548 0.532 0.503 0.867 === Confusion Matrix === a b c d e f g <-- classified as 347 6 49 0 43 10 10 | a = chest 10 112 175 9 60 29 69 | b = forearm 5 3 419 5 0 2 31 | c = head 5 13 4 350 48 40 4 | d = shin 266 14 7 48 104 24 1 | e = thigh 115 27 153 8 60 91 10 | f = upperarm 11 3 125 18 0 1 306 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1740 53.522 % Incorrectly Classified Instances 1511 46.478 % Kappa statistic 0.4577 Mean absolute error 0.1362 Root mean squared error 0.3324 Relative absolute error 55.6009 % Root relative squared error 94.9816 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.148 0.458 0.746 0.567 0.889 chest 0.228 0.022 0.635 0.228 0.336 0.726 forearm 0.897 0.184 0.448 0.897 0.598 0.942 head 0.748 0.029 0.809 0.748 0.777 0.956 shin 0.249 0.085 0.33 0.249 0.284 0.795 thigh 0.183 0.033 0.48 0.183 0.265 0.819 upperarm 0.694 0.042 0.735 0.694 0.714 0.931 waist Weighted Avg. 0.535 0.078 0.556 0.535 0.506 0.865 === Confusion Matrix === a b c d e f g <-- classified as 347 2 39 0 59 9 9 | a = chest 9 106 199 10 60 29 51 | b = forearm 7 5 417 2 0 0 34 | c = head 4 17 4 347 52 35 5 | d = shin 272 4 13 37 116 19 4 | e = thigh 111 28 154 8 65 85 13 | f = upperarm 8 5 104 25 0 0 322 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1744 53.645 % Incorrectly Classified Instances 1507 46.355 % Kappa statistic 0.4592 Mean absolute error 0.1343 Root mean squared error 0.33 Relative absolute error 54.823 % Root relative squared error 94.3034 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.141 0.465 0.733 0.569 0.897 chest 0.297 0.024 0.67 0.297 0.412 0.748 forearm 0.888 0.178 0.454 0.888 0.601 0.936 head 0.744 0.041 0.75 0.744 0.747 0.952 shin 0.228 0.086 0.306 0.228 0.261 0.804 thigh 0.179 0.029 0.503 0.179 0.264 0.834 upperarm 0.685 0.04 0.74 0.685 0.711 0.93 waist Weighted Avg. 0.536 0.077 0.555 0.536 0.509 0.872 === Confusion Matrix === a b c d e f g <-- classified as 341 6 62 0 44 5 7 | a = chest 10 138 171 12 51 28 54 | b = forearm 4 6 413 8 0 1 33 | c = head 7 9 5 345 61 34 3 | d = shin 248 15 9 68 106 14 5 | e = thigh 117 26 136 8 84 83 10 | f = upperarm 7 6 114 19 0 0 318 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1727 53.1221 % Incorrectly Classified Instances 1524 46.8779 % Kappa statistic 0.453 Mean absolute error 0.1357 Root mean squared error 0.3317 Relative absolute error 55.4143 % Root relative squared error 94.7985 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.738 0.149 0.453 0.738 0.561 0.896 chest 0.259 0.02 0.678 0.259 0.374 0.737 forearm 0.875 0.187 0.438 0.875 0.584 0.938 head 0.768 0.037 0.778 0.768 0.773 0.957 shin 0.203 0.075 0.309 0.203 0.245 0.813 thigh 0.205 0.039 0.468 0.205 0.285 0.827 upperarm 0.67 0.039 0.739 0.67 0.703 0.93 waist Weighted Avg. 0.531 0.078 0.552 0.531 0.504 0.871 === Confusion Matrix === a b c d e f g <-- classified as 343 3 50 0 45 15 9 | a = chest 14 120 188 11 52 30 49 | b = forearm 8 9 407 5 1 2 33 | c = head 7 12 3 357 49 35 2 | d = shin 262 5 15 55 94 25 8 | e = thigh 116 24 147 10 63 95 9 | f = upperarm 8 4 119 21 0 1 311 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1714 52.7222 % Incorrectly Classified Instances 1537 47.2778 % Kappa statistic 0.4483 Mean absolute error 0.137 Root mean squared error 0.3339 Relative absolute error 55.9234 % Root relative squared error 95.4086 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.697 0.148 0.44 0.697 0.54 0.883 chest 0.285 0.02 0.698 0.285 0.405 0.748 forearm 0.91 0.188 0.448 0.91 0.6 0.944 head 0.748 0.032 0.798 0.748 0.772 0.958 shin 0.218 0.095 0.277 0.218 0.244 0.794 thigh 0.192 0.034 0.486 0.192 0.275 0.843 upperarm 0.638 0.036 0.749 0.638 0.689 0.929 waist Weighted Avg. 0.527 0.079 0.557 0.527 0.504 0.871 === Confusion Matrix === a b c d e f g <-- classified as 324 4 60 1 56 11 9 | a = chest 10 132 178 10 57 28 48 | b = forearm 7 7 424 0 1 2 25 | c = head 8 11 3 348 60 31 4 | d = shin 260 10 14 55 101 19 5 | e = thigh 113 23 136 5 90 89 8 | f = upperarm 14 2 132 17 0 3 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1713 52.6915 % Incorrectly Classified Instances 1538 47.3085 % Kappa statistic 0.448 Mean absolute error 0.1376 Root mean squared error 0.3339 Relative absolute error 56.1788 % Root relative squared error 95.4213 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.68 0.139 0.45 0.68 0.542 0.879 chest 0.272 0.023 0.663 0.272 0.386 0.746 forearm 0.906 0.177 0.461 0.906 0.611 0.949 head 0.744 0.036 0.778 0.744 0.76 0.947 shin 0.224 0.088 0.298 0.224 0.256 0.79 thigh 0.194 0.042 0.433 0.194 0.268 0.803 upperarm 0.666 0.047 0.701 0.666 0.683 0.925 waist Weighted Avg. 0.527 0.079 0.54 0.527 0.501 0.863 === Confusion Matrix === a b c d e f g <-- classified as 316 6 71 0 53 10 9 | a = chest 6 126 154 17 64 28 68 | b = forearm 7 3 422 2 0 1 31 | c = head 5 8 6 346 58 40 2 | d = shin 257 12 10 41 104 32 8 | e = thigh 104 28 141 17 70 90 14 | f = upperarm 7 7 112 22 0 7 309 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1722 52.9846 % Incorrectly Classified Instances 1528 47.0154 % Kappa statistic 0.4514 Mean absolute error 0.136 Root mean squared error 0.332 Relative absolute error 55.5353 % Root relative squared error 94.8874 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.139 0.463 0.718 0.563 0.898 chest 0.257 0.026 0.623 0.257 0.364 0.711 forearm 0.893 0.186 0.445 0.893 0.594 0.94 head 0.737 0.035 0.777 0.737 0.757 0.953 shin 0.22 0.09 0.29 0.22 0.25 0.804 thigh 0.192 0.034 0.484 0.192 0.275 0.822 upperarm 0.69 0.039 0.747 0.69 0.717 0.936 waist Weighted Avg. 0.53 0.078 0.547 0.53 0.503 0.866 === Confusion Matrix === a b c d e f g <-- classified as 333 1 61 0 41 18 10 | a = chest 16 119 187 10 65 19 47 | b = forearm 6 9 416 3 0 4 28 | c = head 10 16 2 342 60 29 5 | d = shin 252 7 14 63 102 23 3 | e = thigh 89 34 143 10 83 89 16 | f = upperarm 13 5 111 12 1 2 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1732 53.2923 % Incorrectly Classified Instances 1518 46.7077 % Kappa statistic 0.455 Mean absolute error 0.1362 Root mean squared error 0.3323 Relative absolute error 55.6 % Root relative squared error 94.9578 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.151 0.445 0.726 0.552 0.896 chest 0.218 0.016 0.697 0.218 0.332 0.725 forearm 0.891 0.189 0.441 0.891 0.59 0.932 head 0.741 0.035 0.78 0.741 0.76 0.951 shin 0.22 0.073 0.333 0.22 0.265 0.812 thigh 0.224 0.037 0.5 0.224 0.31 0.817 upperarm 0.708 0.045 0.726 0.708 0.717 0.941 waist Weighted Avg. 0.533 0.078 0.56 0.533 0.504 0.868 === Confusion Matrix === a b c d e f g <-- classified as 337 3 64 0 44 8 8 | a = chest 13 101 192 14 63 28 52 | b = forearm 9 3 415 1 0 2 36 | c = head 4 10 6 344 48 44 8 | d = shin 264 4 13 54 102 20 7 | e = thigh 119 19 150 10 49 104 13 | f = upperarm 11 5 100 18 0 2 329 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1739 53.5077 % Incorrectly Classified Instances 1511 46.4923 % Kappa statistic 0.4576 Mean absolute error 0.1346 Root mean squared error 0.3312 Relative absolute error 54.9676 % Root relative squared error 94.6512 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.72 0.154 0.437 0.72 0.544 0.88 chest 0.272 0.02 0.692 0.272 0.391 0.75 forearm 0.895 0.177 0.458 0.895 0.606 0.946 head 0.761 0.038 0.769 0.761 0.765 0.957 shin 0.228 0.079 0.326 0.228 0.268 0.812 thigh 0.17 0.038 0.429 0.17 0.244 0.823 upperarm 0.699 0.037 0.761 0.699 0.729 0.946 waist Weighted Avg. 0.535 0.078 0.553 0.535 0.507 0.874 === Confusion Matrix === a b c d e f g <-- classified as 334 9 46 1 53 10 11 | a = chest 4 126 184 10 62 33 44 | b = forearm 10 4 416 6 0 3 26 | c = head 4 9 2 353 51 39 6 | d = shin 256 4 12 61 106 18 8 | e = thigh 150 27 141 8 52 79 7 | f = upperarm 6 3 108 20 1 2 325 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1710 52.6154 % Incorrectly Classified Instances 1540 47.3846 % Kappa statistic 0.4471 Mean absolute error 0.1368 Root mean squared error 0.335 Relative absolute error 55.8516 % Root relative squared error 95.7319 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.726 0.143 0.458 0.726 0.562 0.889 chest 0.263 0.03 0.592 0.263 0.364 0.732 forearm 0.884 0.177 0.455 0.884 0.601 0.937 head 0.731 0.038 0.762 0.731 0.746 0.951 shin 0.209 0.084 0.292 0.209 0.243 0.793 thigh 0.168 0.043 0.396 0.168 0.236 0.825 upperarm 0.701 0.038 0.756 0.701 0.728 0.937 waist Weighted Avg. 0.526 0.079 0.53 0.526 0.497 0.866 === Confusion Matrix === a b c d e f g <-- classified as 337 3 54 0 52 8 10 | a = chest 4 122 193 10 50 39 46 | b = forearm 8 13 411 4 1 3 25 | c = head 6 18 3 339 47 44 7 | d = shin 253 11 12 64 97 23 5 | e = thigh 121 31 131 6 84 78 12 | f = upperarm 7 8 99 22 1 2 326 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1764 54.2769 % Incorrectly Classified Instances 1486 45.7231 % Kappa statistic 0.4665 Mean absolute error 0.1327 Root mean squared error 0.3273 Relative absolute error 54.1949 % Root relative squared error 93.5339 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.746 0.148 0.457 0.746 0.567 0.889 chest 0.278 0.021 0.69 0.278 0.396 0.737 forearm 0.895 0.171 0.467 0.895 0.614 0.943 head 0.778 0.038 0.775 0.778 0.776 0.96 shin 0.198 0.079 0.295 0.198 0.237 0.803 thigh 0.179 0.037 0.444 0.179 0.255 0.827 upperarm 0.725 0.041 0.749 0.725 0.737 0.942 waist Weighted Avg. 0.543 0.076 0.554 0.543 0.512 0.872 === Confusion Matrix === a b c d e f g <-- classified as 346 2 43 0 55 8 10 | a = chest 11 129 172 15 53 24 60 | b = forearm 6 11 416 6 0 2 24 | c = head 6 4 5 361 45 40 3 | d = shin 276 6 6 57 92 27 1 | e = thigh 105 32 152 9 67 83 15 | f = upperarm 7 3 97 18 0 3 337 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1744 53.645 % Incorrectly Classified Instances 1507 46.355 % Kappa statistic 0.4591 Mean absolute error 0.1347 Root mean squared error 0.3309 Relative absolute error 55.0074 % Root relative squared error 94.576 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.731 0.138 0.47 0.731 0.572 0.896 chest 0.276 0.026 0.64 0.276 0.386 0.741 forearm 0.89 0.185 0.446 0.89 0.594 0.941 head 0.759 0.032 0.8 0.759 0.779 0.956 shin 0.213 0.078 0.314 0.213 0.254 0.805 thigh 0.172 0.041 0.41 0.172 0.243 0.82 upperarm 0.712 0.042 0.739 0.712 0.725 0.934 waist Weighted Avg. 0.536 0.077 0.545 0.536 0.508 0.87 === Confusion Matrix === a b c d e f g <-- classified as 340 5 54 0 49 8 9 | a = chest 6 128 179 8 44 40 58 | b = forearm 8 9 414 3 0 1 30 | c = head 8 14 4 352 47 36 3 | d = shin 255 7 14 58 99 27 5 | e = thigh 97 29 165 5 76 80 12 | f = upperarm 10 8 99 14 0 3 331 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1722 52.9683 % Incorrectly Classified Instances 1529 47.0317 % Kappa statistic 0.4512 Mean absolute error 0.1368 Root mean squared error 0.3336 Relative absolute error 55.8704 % Root relative squared error 95.3312 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.153 0.445 0.733 0.554 0.891 chest 0.261 0.027 0.621 0.261 0.367 0.722 forearm 0.871 0.178 0.45 0.871 0.594 0.938 head 0.763 0.031 0.803 0.763 0.782 0.963 shin 0.2 0.082 0.29 0.2 0.237 0.794 thigh 0.205 0.036 0.485 0.205 0.288 0.824 upperarm 0.672 0.042 0.726 0.672 0.698 0.928 waist Weighted Avg. 0.53 0.078 0.545 0.53 0.503 0.866 === Confusion Matrix === a b c d e f g <-- classified as 341 4 57 0 40 12 11 | a = chest 4 121 185 8 66 29 51 | b = forearm 14 5 406 3 0 3 35 | c = head 6 8 5 354 53 37 1 | d = shin 268 14 12 52 93 17 8 | e = thigh 120 36 124 8 69 95 12 | f = upperarm 13 7 113 16 0 3 312 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1734 53.3374 % Incorrectly Classified Instances 1517 46.6626 % Kappa statistic 0.4555 Mean absolute error 0.1359 Root mean squared error 0.332 Relative absolute error 55.5062 % Root relative squared error 94.8654 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.712 0.139 0.461 0.712 0.56 0.891 chest 0.269 0.021 0.683 0.269 0.386 0.73 forearm 0.918 0.197 0.438 0.918 0.593 0.938 head 0.731 0.035 0.778 0.731 0.753 0.955 shin 0.22 0.075 0.328 0.22 0.263 0.814 thigh 0.2 0.04 0.454 0.2 0.278 0.834 upperarm 0.681 0.038 0.751 0.681 0.714 0.939 waist Weighted Avg. 0.533 0.078 0.556 0.533 0.507 0.872 === Confusion Matrix === a b c d e f g <-- classified as 331 2 63 0 42 13 14 | a = chest 8 125 196 10 52 28 45 | b = forearm 6 3 428 5 1 2 21 | c = head 6 12 4 339 50 46 7 | d = shin 258 5 16 59 102 19 5 | e = thigh 105 32 154 3 64 93 13 | f = upperarm 4 4 116 20 0 4 316 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1714 52.7222 % Incorrectly Classified Instances 1537 47.2778 % Kappa statistic 0.4483 Mean absolute error 0.1365 Root mean squared error 0.3333 Relative absolute error 55.7464 % Root relative squared error 95.2576 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.708 0.159 0.427 0.708 0.532 0.881 chest 0.261 0.022 0.669 0.261 0.375 0.758 forearm 0.886 0.18 0.451 0.886 0.598 0.94 head 0.751 0.034 0.784 0.751 0.767 0.948 shin 0.198 0.085 0.28 0.198 0.232 0.791 thigh 0.199 0.033 0.497 0.199 0.284 0.829 upperarm 0.685 0.038 0.748 0.685 0.715 0.935 waist Weighted Avg. 0.527 0.079 0.551 0.527 0.501 0.869 === Confusion Matrix === a b c d e f g <-- classified as 329 5 61 0 54 8 8 | a = chest 12 121 181 17 60 27 46 | b = forearm 5 9 413 5 1 3 30 | c = head 9 13 5 349 54 31 4 | d = shin 280 12 8 47 92 21 4 | e = thigh 124 18 138 8 68 92 15 | f = upperarm 12 3 109 19 0 3 318 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1753 53.9219 % Incorrectly Classified Instances 1498 46.0781 % Kappa statistic 0.4623 Mean absolute error 0.1346 Root mean squared error 0.3306 Relative absolute error 54.9714 % Root relative squared error 94.464 % Total Number of Instances 3251 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.753 0.134 0.485 0.753 0.59 0.909 chest 0.228 0.02 0.65 0.228 0.338 0.718 forearm 0.914 0.175 0.467 0.914 0.618 0.945 head 0.755 0.038 0.77 0.755 0.762 0.948 shin 0.235 0.093 0.296 0.235 0.262 0.796 thigh 0.175 0.036 0.45 0.175 0.252 0.817 upperarm 0.711 0.043 0.733 0.711 0.722 0.936 waist Weighted Avg. 0.539 0.077 0.55 0.539 0.507 0.867 === Confusion Matrix === a b c d e f g <-- classified as 350 2 44 1 48 10 10 | a = chest 13 106 182 16 65 20 62 | b = forearm 6 4 426 4 1 2 23 | c = head 7 9 4 351 51 40 3 | d = shin 245 7 13 54 109 26 10 | e = thigh 94 32 140 10 94 81 12 | f = upperarm 7 3 103 20 0 1 330 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1695 52.1538 % Incorrectly Classified Instances 1555 47.8462 % Kappa statistic 0.4418 Mean absolute error 0.1379 Root mean squared error 0.3349 Relative absolute error 56.3229 % Root relative squared error 95.6928 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.705 0.154 0.433 0.705 0.536 0.878 chest 0.235 0.021 0.653 0.235 0.345 0.73 forearm 0.86 0.177 0.448 0.86 0.589 0.935 head 0.763 0.038 0.768 0.763 0.766 0.961 shin 0.241 0.089 0.312 0.241 0.272 0.806 thigh 0.168 0.036 0.441 0.168 0.243 0.819 upperarm 0.677 0.044 0.72 0.677 0.698 0.934 waist Weighted Avg. 0.522 0.08 0.539 0.522 0.493 0.866 === Confusion Matrix === a b c d e f g <-- classified as 327 3 57 0 55 16 6 | a = chest 12 109 169 16 70 28 60 | b = forearm 12 7 400 2 0 1 43 | c = head 6 7 0 355 61 32 4 | d = shin 262 6 13 50 112 20 1 | e = thigh 128 30 150 9 61 78 8 | f = upperarm 9 5 104 30 0 2 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1725 53.0769 % Incorrectly Classified Instances 1525 46.9231 % Kappa statistic 0.4525 Mean absolute error 0.1362 Root mean squared error 0.3335 Relative absolute error 55.6094 % Root relative squared error 95.2914 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.733 0.148 0.453 0.733 0.56 0.889 chest 0.274 0.028 0.623 0.274 0.381 0.72 forearm 0.875 0.191 0.433 0.875 0.579 0.933 head 0.735 0.037 0.766 0.735 0.75 0.956 shin 0.224 0.069 0.351 0.224 0.273 0.807 thigh 0.196 0.034 0.487 0.196 0.28 0.815 upperarm 0.677 0.04 0.738 0.677 0.706 0.931 waist Weighted Avg. 0.531 0.078 0.55 0.531 0.504 0.865 === Confusion Matrix === a b c d e f g <-- classified as 340 9 56 0 44 12 3 | a = chest 12 127 196 12 46 18 52 | b = forearm 10 9 407 6 0 2 31 | c = head 2 22 4 341 49 41 5 | d = shin 264 6 9 54 104 21 7 | e = thigh 115 29 145 17 53 91 14 | f = upperarm 8 2 123 15 0 2 315 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1743 53.6308 % Incorrectly Classified Instances 1507 46.3692 % Kappa statistic 0.459 Mean absolute error 0.1348 Root mean squared error 0.33 Relative absolute error 55.0231 % Root relative squared error 94.2944 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.679 0.14 0.447 0.679 0.539 0.875 chest 0.276 0.023 0.667 0.276 0.391 0.758 forearm 0.92 0.18 0.461 0.92 0.614 0.945 head 0.765 0.035 0.785 0.765 0.775 0.952 shin 0.239 0.098 0.288 0.239 0.261 0.799 thigh 0.177 0.033 0.469 0.177 0.257 0.828 upperarm 0.697 0.032 0.785 0.697 0.738 0.942 waist Weighted Avg. 0.536 0.077 0.557 0.536 0.511 0.871 === Confusion Matrix === a b c d e f g <-- classified as 315 2 65 1 69 4 8 | a = chest 6 128 175 10 73 29 42 | b = forearm 4 10 428 4 0 3 16 | c = head 6 10 4 355 52 31 6 | d = shin 258 7 5 54 111 24 6 | e = thigh 107 29 144 11 80 82 11 | f = upperarm 8 6 108 17 0 2 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1728 53.1692 % Incorrectly Classified Instances 1522 46.8308 % Kappa statistic 0.4536 Mean absolute error 0.1341 Root mean squared error 0.3301 Relative absolute error 54.7751 % Root relative squared error 94.3321 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.748 0.144 0.464 0.748 0.573 0.897 chest 0.246 0.021 0.659 0.246 0.358 0.755 forearm 0.886 0.179 0.452 0.886 0.599 0.945 head 0.759 0.036 0.78 0.759 0.769 0.95 shin 0.219 0.085 0.3 0.219 0.253 0.8 thigh 0.192 0.042 0.432 0.192 0.266 0.824 upperarm 0.671 0.039 0.741 0.671 0.704 0.938 waist Weighted Avg. 0.532 0.078 0.547 0.532 0.503 0.873 === Confusion Matrix === a b c d e f g <-- classified as 347 3 46 0 48 12 8 | a = chest 6 114 177 14 61 39 52 | b = forearm 4 8 412 3 0 4 34 | c = head 9 11 4 352 51 33 4 | d = shin 255 7 14 54 102 28 5 | e = thigh 119 21 140 11 78 89 6 | f = upperarm 8 9 118 17 0 1 312 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1745 53.6923 % Incorrectly Classified Instances 1505 46.3077 % Kappa statistic 0.4597 Mean absolute error 0.1347 Root mean squared error 0.3297 Relative absolute error 55.0077 % Root relative squared error 94.2261 % Total Number of Instances 3250 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.718 0.148 0.447 0.718 0.551 0.887 chest 0.285 0.018 0.725 0.285 0.409 0.734 forearm 0.91 0.175 0.465 0.91 0.616 0.948 head 0.722 0.038 0.76 0.722 0.74 0.952 shin 0.219 0.085 0.302 0.219 0.254 0.811 thigh 0.198 0.034 0.492 0.198 0.283 0.835 upperarm 0.705 0.043 0.732 0.705 0.719 0.931 waist Weighted Avg. 0.537 0.077 0.56 0.537 0.51 0.871 === Confusion Matrix === a b c d e f g <-- classified as 333 5 49 0 59 5 13 | a = chest 16 132 181 10 46 28 50 | b = forearm 7 3 423 1 0 0 31 | c = head 3 13 3 335 62 39 9 | d = shin 247 9 12 68 102 23 4 | e = thigh 133 16 132 9 69 92 13 | f = upperarm 6 4 109 18 0 0 328 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 13 RUN: 0 FOLD: 0 Correctly Classified Instances 1652 50.3659 % Incorrectly Classified Instances 1628 49.6341 % Kappa statistic 0.4208 Mean absolute error 0.1444 Root mean squared error 0.348 Relative absolute error 58.9605 % Root relative squared error 99.4517 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.222 0.04 0.479 0.222 0.303 0.815 chest 0.227 0.016 0.707 0.227 0.344 0.767 forearm 0.941 0.283 0.358 0.941 0.519 0.923 head 0.738 0.044 0.736 0.738 0.737 0.963 shin 0.513 0.033 0.719 0.513 0.599 0.915 thigh 0.216 0.055 0.395 0.216 0.279 0.671 upperarm 0.667 0.108 0.506 0.667 0.576 0.899 waist Weighted Avg. 0.504 0.083 0.557 0.504 0.479 0.851 === Confusion Matrix === a b c d e f g <-- classified as 104 5 143 51 57 22 87 | a = chest 3 106 209 6 1 62 80 | b = forearm 3 11 443 0 0 4 10 | c = head 48 3 3 346 19 43 7 | d = shin 42 7 52 18 240 23 86 | e = thigh 14 14 272 21 12 101 34 | f = upperarm 3 4 115 28 5 1 312 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1702 51.8902 % Incorrectly Classified Instances 1578 48.1098 % Kappa statistic 0.4386 Mean absolute error 0.1411 Root mean squared error 0.3431 Relative absolute error 57.6359 % Root relative squared error 98.04 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.214 0.028 0.559 0.214 0.309 0.814 chest 0.263 0.023 0.654 0.263 0.376 0.777 forearm 0.919 0.268 0.365 0.919 0.523 0.926 head 0.783 0.048 0.73 0.783 0.755 0.957 shin 0.514 0.035 0.709 0.514 0.596 0.916 thigh 0.267 0.055 0.448 0.267 0.335 0.716 upperarm 0.669 0.104 0.517 0.669 0.583 0.892 waist Weighted Avg. 0.519 0.08 0.569 0.519 0.497 0.857 === Confusion Matrix === a b c d e f g <-- classified as 100 9 147 57 57 28 70 | a = chest 2 123 195 13 3 58 73 | b = forearm 0 13 433 1 2 10 12 | c = head 35 4 9 367 15 35 4 | d = shin 23 13 48 21 241 23 100 | e = thigh 17 21 234 19 18 125 34 | f = upperarm 2 5 119 25 4 0 313 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1696 51.7073 % Incorrectly Classified Instances 1584 48.2927 % Kappa statistic 0.4365 Mean absolute error 0.142 Root mean squared error 0.3431 Relative absolute error 57.9792 % Root relative squared error 98.0531 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.252 0.033 0.557 0.252 0.347 0.813 chest 0.24 0.022 0.647 0.24 0.35 0.768 forearm 0.907 0.26 0.369 0.907 0.525 0.918 head 0.748 0.039 0.763 0.748 0.756 0.959 shin 0.52 0.03 0.744 0.52 0.612 0.907 thigh 0.276 0.061 0.429 0.276 0.336 0.709 upperarm 0.673 0.119 0.485 0.673 0.564 0.9 waist Weighted Avg. 0.517 0.081 0.57 0.517 0.499 0.854 === Confusion Matrix === a b c d e f g <-- classified as 118 10 132 39 48 28 93 | a = chest 3 112 185 6 1 73 87 | b = forearm 3 14 427 0 0 8 19 | c = head 41 5 5 351 15 42 10 | d = shin 27 7 55 25 244 21 90 | e = thigh 19 23 232 12 18 129 35 | f = upperarm 1 2 121 27 2 0 315 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1715 52.2866 % Incorrectly Classified Instances 1565 47.7134 % Kappa statistic 0.4432 Mean absolute error 0.1396 Root mean squared error 0.3415 Relative absolute error 57.0026 % Root relative squared error 97.5869 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.226 0.034 0.522 0.226 0.316 0.811 chest 0.242 0.016 0.715 0.242 0.362 0.795 forearm 0.947 0.269 0.371 0.947 0.533 0.929 head 0.759 0.043 0.746 0.759 0.752 0.958 shin 0.544 0.032 0.737 0.544 0.626 0.922 thigh 0.239 0.051 0.438 0.239 0.309 0.697 upperarm 0.699 0.111 0.513 0.699 0.592 0.905 waist Weighted Avg. 0.523 0.08 0.577 0.523 0.499 0.86 === Confusion Matrix === a b c d e f g <-- classified as 106 2 149 49 60 17 85 | a = chest 6 113 193 5 3 58 89 | b = forearm 1 9 446 0 2 5 8 | c = head 41 2 7 355 12 43 8 | d = shin 28 6 47 23 255 20 90 | e = thigh 17 21 252 20 14 112 32 | f = upperarm 4 5 107 24 0 1 328 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1746 53.2317 % Incorrectly Classified Instances 1534 46.7683 % Kappa statistic 0.4542 Mean absolute error 0.138 Root mean squared error 0.3363 Relative absolute error 56.3313 % Root relative squared error 96.1191 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.311 0.036 0.593 0.311 0.408 0.826 chest 0.197 0.02 0.617 0.197 0.299 0.769 forearm 0.934 0.252 0.383 0.934 0.544 0.929 head 0.782 0.041 0.759 0.782 0.771 0.96 shin 0.552 0.03 0.755 0.552 0.638 0.916 thigh 0.246 0.063 0.394 0.246 0.303 0.696 upperarm 0.699 0.104 0.529 0.699 0.602 0.912 waist Weighted Avg. 0.532 0.078 0.576 0.532 0.509 0.858 === Confusion Matrix === a b c d e f g <-- classified as 146 12 122 41 46 28 74 | a = chest 4 92 191 10 1 80 89 | b = forearm 1 10 440 0 1 7 12 | c = head 38 4 4 366 15 32 9 | d = shin 24 7 50 28 259 29 72 | e = thigh 31 21 235 11 18 115 36 | f = upperarm 2 3 106 26 3 1 328 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1742 53.1098 % Incorrectly Classified Instances 1538 46.8902 % Kappa statistic 0.4528 Mean absolute error 0.1372 Root mean squared error 0.3364 Relative absolute error 56.0105 % Root relative squared error 96.1345 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.031 0.564 0.243 0.34 0.831 chest 0.253 0.02 0.682 0.253 0.369 0.784 forearm 0.947 0.257 0.382 0.947 0.545 0.93 head 0.769 0.045 0.739 0.769 0.754 0.957 shin 0.518 0.036 0.708 0.518 0.599 0.907 thigh 0.272 0.063 0.419 0.272 0.33 0.705 upperarm 0.71 0.096 0.552 0.71 0.621 0.916 waist Weighted Avg. 0.531 0.078 0.578 0.531 0.508 0.862 === Confusion Matrix === a b c d e f g <-- classified as 114 8 139 51 57 29 71 | a = chest 5 118 176 11 3 77 76 | b = forearm 1 10 447 0 2 6 6 | c = head 31 3 9 360 17 42 6 | d = shin 34 10 48 23 243 21 90 | e = thigh 15 24 252 11 17 127 21 | f = upperarm 2 0 98 31 4 1 333 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1719 52.4245 % Incorrectly Classified Instances 1560 47.5755 % Kappa statistic 0.4448 Mean absolute error 0.14 Root mean squared error 0.3409 Relative absolute error 57.1583 % Root relative squared error 97.4067 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.256 0.037 0.533 0.256 0.346 0.823 chest 0.231 0.022 0.632 0.231 0.339 0.771 forearm 0.941 0.257 0.381 0.941 0.542 0.933 head 0.761 0.038 0.769 0.761 0.765 0.962 shin 0.511 0.03 0.74 0.511 0.604 0.909 thigh 0.261 0.062 0.414 0.261 0.32 0.686 upperarm 0.705 0.109 0.518 0.705 0.597 0.911 waist Weighted Avg. 0.524 0.08 0.569 0.524 0.502 0.857 === Confusion Matrix === a b c d e f g <-- classified as 120 15 125 37 51 30 91 | a = chest 3 108 198 10 2 75 71 | b = forearm 1 7 444 1 0 6 13 | c = head 42 7 3 356 13 37 10 | d = shin 29 6 61 21 239 25 87 | e = thigh 25 26 223 19 17 122 35 | f = upperarm 5 2 111 19 1 0 330 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1742 53.126 % Incorrectly Classified Instances 1537 46.874 % Kappa statistic 0.453 Mean absolute error 0.1385 Root mean squared error 0.3386 Relative absolute error 56.5383 % Root relative squared error 96.7505 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.269 0.032 0.586 0.269 0.368 0.817 chest 0.227 0.02 0.65 0.227 0.337 0.772 forearm 0.951 0.259 0.382 0.951 0.545 0.941 head 0.776 0.04 0.764 0.776 0.77 0.968 shin 0.562 0.034 0.733 0.562 0.636 0.928 thigh 0.241 0.059 0.405 0.241 0.303 0.715 upperarm 0.69 0.104 0.526 0.69 0.597 0.91 waist Weighted Avg. 0.531 0.078 0.578 0.531 0.508 0.865 === Confusion Matrix === a b c d e f g <-- classified as 126 6 145 41 51 24 76 | a = chest 4 106 196 8 3 74 76 | b = forearm 0 8 448 1 0 6 8 | c = head 41 3 4 363 17 36 4 | d = shin 24 9 35 26 263 25 86 | e = thigh 15 28 232 17 22 113 41 | f = upperarm 5 3 114 19 3 1 323 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1719 52.4245 % Incorrectly Classified Instances 1560 47.5755 % Kappa statistic 0.4448 Mean absolute error 0.1405 Root mean squared error 0.3419 Relative absolute error 57.3743 % Root relative squared error 97.6972 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.222 0.032 0.533 0.222 0.313 0.813 chest 0.231 0.024 0.614 0.231 0.336 0.782 forearm 0.934 0.249 0.387 0.934 0.547 0.932 head 0.776 0.052 0.715 0.776 0.744 0.958 shin 0.581 0.034 0.741 0.581 0.651 0.921 thigh 0.248 0.066 0.384 0.248 0.301 0.711 upperarm 0.675 0.099 0.533 0.675 0.596 0.905 waist Weighted Avg. 0.524 0.079 0.558 0.524 0.498 0.86 === Confusion Matrix === a b c d e f g <-- classified as 104 13 134 57 58 28 75 | a = chest 2 108 192 9 3 75 78 | b = forearm 2 15 440 1 2 5 6 | c = head 35 2 4 363 15 46 3 | d = shin 25 6 36 21 272 31 77 | e = thigh 25 29 233 14 13 116 38 | f = upperarm 2 3 99 43 4 1 316 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1677 51.1436 % Incorrectly Classified Instances 1602 48.8564 % Kappa statistic 0.4299 Mean absolute error 0.1422 Root mean squared error 0.3442 Relative absolute error 58.045 % Root relative squared error 98.3735 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.23 0.037 0.509 0.23 0.317 0.817 chest 0.257 0.022 0.663 0.257 0.37 0.769 forearm 0.911 0.262 0.368 0.911 0.524 0.917 head 0.746 0.049 0.717 0.746 0.731 0.953 shin 0.513 0.038 0.694 0.513 0.59 0.911 thigh 0.271 0.059 0.433 0.271 0.334 0.706 upperarm 0.65 0.104 0.511 0.65 0.572 0.896 waist Weighted Avg. 0.511 0.082 0.556 0.511 0.491 0.853 === Confusion Matrix === a b c d e f g <-- classified as 108 14 121 50 69 27 80 | a = chest 0 120 211 8 2 57 69 | b = forearm 0 14 429 0 1 10 17 | c = head 48 3 8 349 16 41 3 | d = shin 34 8 39 27 240 31 89 | e = thigh 21 19 238 17 13 127 33 | f = upperarm 1 3 119 36 5 0 304 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1667 50.8232 % Incorrectly Classified Instances 1613 49.1768 % Kappa statistic 0.4261 Mean absolute error 0.143 Root mean squared error 0.3448 Relative absolute error 58.3925 % Root relative squared error 98.5479 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.212 0.038 0.483 0.212 0.294 0.795 chest 0.225 0.021 0.636 0.225 0.332 0.78 forearm 0.926 0.267 0.368 0.926 0.526 0.928 head 0.768 0.048 0.726 0.768 0.746 0.957 shin 0.557 0.035 0.727 0.557 0.63 0.924 thigh 0.222 0.059 0.385 0.222 0.282 0.702 upperarm 0.645 0.106 0.504 0.645 0.566 0.895 waist Weighted Avg. 0.508 0.082 0.547 0.508 0.483 0.855 === Confusion Matrix === a b c d e f g <-- classified as 99 11 149 58 56 21 74 | a = chest 4 105 191 7 3 77 80 | b = forearm 2 10 436 1 2 5 15 | c = head 41 3 4 360 22 31 8 | d = shin 28 7 34 28 261 29 82 | e = thigh 29 27 244 16 10 104 38 | f = upperarm 2 2 128 26 5 3 302 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1698 51.7683 % Incorrectly Classified Instances 1582 48.2317 % Kappa statistic 0.4372 Mean absolute error 0.1413 Root mean squared error 0.3431 Relative absolute error 57.699 % Root relative squared error 98.0358 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.256 0.031 0.58 0.256 0.355 0.823 chest 0.236 0.021 0.647 0.236 0.345 0.773 forearm 0.934 0.268 0.369 0.934 0.529 0.926 head 0.737 0.043 0.742 0.737 0.74 0.956 shin 0.537 0.03 0.75 0.537 0.626 0.915 thigh 0.252 0.062 0.403 0.252 0.31 0.705 upperarm 0.669 0.107 0.509 0.669 0.578 0.898 waist Weighted Avg. 0.518 0.081 0.571 0.518 0.498 0.857 === Confusion Matrix === a b c d e f g <-- classified as 120 9 133 41 53 26 87 | a = chest 3 110 193 11 1 68 81 | b = forearm 0 11 440 0 2 7 11 | c = head 44 3 7 345 14 45 10 | d = shin 23 9 54 23 252 29 79 | e = thigh 16 25 248 14 13 118 34 | f = upperarm 1 3 119 31 1 0 313 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1688 51.4634 % Incorrectly Classified Instances 1592 48.5366 % Kappa statistic 0.4336 Mean absolute error 0.1422 Root mean squared error 0.3445 Relative absolute error 58.0704 % Root relative squared error 98.4577 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.258 0.03 0.593 0.258 0.36 0.824 chest 0.225 0.02 0.648 0.225 0.334 0.757 forearm 0.928 0.271 0.365 0.928 0.524 0.92 head 0.774 0.035 0.785 0.774 0.779 0.969 shin 0.503 0.04 0.676 0.503 0.577 0.898 thigh 0.233 0.06 0.392 0.233 0.292 0.695 upperarm 0.679 0.11 0.506 0.679 0.58 0.908 waist Weighted Avg. 0.515 0.081 0.566 0.515 0.492 0.853 === Confusion Matrix === a b c d e f g <-- classified as 121 10 136 31 65 29 77 | a = chest 3 105 199 5 1 58 96 | b = forearm 1 13 437 0 1 8 11 | c = head 31 4 2 362 20 44 5 | d = shin 22 4 56 24 236 30 97 | e = thigh 25 24 254 12 20 109 24 | f = upperarm 1 2 114 27 6 0 318 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1732 52.8049 % Incorrectly Classified Instances 1548 47.1951 % Kappa statistic 0.4493 Mean absolute error 0.1396 Root mean squared error 0.3413 Relative absolute error 57.0188 % Root relative squared error 97.5383 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.029 0.585 0.243 0.343 0.823 chest 0.229 0.018 0.673 0.229 0.342 0.768 forearm 0.953 0.267 0.374 0.953 0.537 0.939 head 0.788 0.044 0.75 0.788 0.769 0.962 shin 0.542 0.032 0.741 0.542 0.626 0.906 thigh 0.261 0.049 0.467 0.261 0.335 0.715 upperarm 0.677 0.111 0.503 0.677 0.577 0.902 waist Weighted Avg. 0.528 0.079 0.585 0.528 0.504 0.859 === Confusion Matrix === a b c d e f g <-- classified as 114 6 142 45 55 24 83 | a = chest 1 107 206 6 3 52 92 | b = forearm 1 9 449 1 1 3 7 | c = head 32 4 5 369 10 40 8 | d = shin 23 8 59 19 254 20 86 | e = thigh 21 23 222 23 20 122 37 | f = upperarm 3 2 117 29 0 0 317 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1773 54.0549 % Incorrectly Classified Instances 1507 45.9451 % Kappa statistic 0.4639 Mean absolute error 0.1352 Root mean squared error 0.3338 Relative absolute error 55.1888 % Root relative squared error 95.3899 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.23 0.031 0.551 0.23 0.325 0.824 chest 0.296 0.02 0.708 0.296 0.417 0.786 forearm 0.926 0.247 0.385 0.926 0.544 0.93 head 0.776 0.045 0.742 0.776 0.759 0.962 shin 0.561 0.032 0.745 0.561 0.64 0.919 thigh 0.274 0.06 0.431 0.274 0.335 0.729 upperarm 0.72 0.1 0.544 0.72 0.62 0.916 waist Weighted Avg. 0.541 0.077 0.587 0.541 0.52 0.867 === Confusion Matrix === a b c d e f g <-- classified as 108 8 133 51 56 29 84 | a = chest 2 138 184 13 2 60 68 | b = forearm 1 8 436 1 0 13 12 | c = head 36 6 4 363 15 39 5 | d = shin 29 6 42 14 263 27 88 | e = thigh 16 24 238 21 16 128 25 | f = upperarm 4 5 94 26 1 1 337 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1696 51.7073 % Incorrectly Classified Instances 1584 48.2927 % Kappa statistic 0.4364 Mean absolute error 0.1424 Root mean squared error 0.344 Relative absolute error 58.1409 % Root relative squared error 98.3152 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.235 0.035 0.529 0.235 0.325 0.803 chest 0.231 0.023 0.628 0.231 0.338 0.771 forearm 0.932 0.255 0.38 0.932 0.54 0.93 head 0.733 0.038 0.761 0.733 0.746 0.958 shin 0.532 0.033 0.726 0.532 0.614 0.913 thigh 0.261 0.065 0.401 0.261 0.316 0.692 upperarm 0.693 0.114 0.503 0.693 0.583 0.902 waist Weighted Avg. 0.517 0.081 0.561 0.517 0.495 0.853 === Confusion Matrix === a b c d e f g <-- classified as 110 15 135 44 54 24 87 | a = chest 1 108 192 11 2 77 76 | b = forearm 2 14 439 0 1 8 7 | c = head 45 6 6 343 19 43 6 | d = shin 23 5 50 17 249 30 94 | e = thigh 23 18 223 15 16 122 51 | f = upperarm 4 6 111 21 2 0 325 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1737 52.9735 % Incorrectly Classified Instances 1542 47.0265 % Kappa statistic 0.4512 Mean absolute error 0.138 Root mean squared error 0.3371 Relative absolute error 56.3674 % Root relative squared error 96.3434 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.252 0.032 0.57 0.252 0.349 0.826 chest 0.227 0.026 0.589 0.227 0.328 0.779 forearm 0.938 0.25 0.386 0.938 0.547 0.927 head 0.791 0.042 0.758 0.791 0.774 0.96 shin 0.543 0.037 0.709 0.543 0.615 0.915 thigh 0.257 0.063 0.405 0.257 0.315 0.694 upperarm 0.697 0.099 0.54 0.697 0.609 0.909 waist Weighted Avg. 0.53 0.079 0.565 0.53 0.505 0.859 === Confusion Matrix === a b c d e f g <-- classified as 118 11 129 45 57 37 72 | a = chest 4 106 185 14 2 82 74 | b = forearm 1 12 442 0 1 4 11 | c = head 33 5 7 370 15 31 7 | d = shin 36 10 43 22 254 22 81 | e = thigh 14 30 233 10 27 120 33 | f = upperarm 1 6 106 27 2 0 327 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1706 52.0281 % Incorrectly Classified Instances 1573 47.9719 % Kappa statistic 0.4402 Mean absolute error 0.1406 Root mean squared error 0.3419 Relative absolute error 57.4278 % Root relative squared error 97.698 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.256 0.043 0.496 0.256 0.338 0.816 chest 0.227 0.017 0.684 0.227 0.341 0.785 forearm 0.943 0.264 0.375 0.943 0.536 0.93 head 0.763 0.047 0.73 0.763 0.746 0.962 shin 0.517 0.031 0.733 0.517 0.607 0.928 thigh 0.244 0.058 0.412 0.244 0.306 0.685 upperarm 0.689 0.099 0.537 0.689 0.604 0.907 waist Weighted Avg. 0.52 0.08 0.566 0.52 0.497 0.859 === Confusion Matrix === a b c d e f g <-- classified as 120 9 124 55 61 22 78 | a = chest 6 106 199 8 1 70 77 | b = forearm 1 9 444 0 1 7 9 | c = head 51 1 4 357 14 38 3 | d = shin 39 10 42 29 242 26 80 | e = thigh 21 18 259 14 10 114 31 | f = upperarm 4 2 113 26 1 0 323 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1723 52.5465 % Incorrectly Classified Instances 1556 47.4535 % Kappa statistic 0.4462 Mean absolute error 0.1395 Root mean squared error 0.3403 Relative absolute error 56.9646 % Root relative squared error 97.2409 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.278 0.039 0.542 0.278 0.367 0.834 chest 0.231 0.022 0.635 0.231 0.339 0.771 forearm 0.9 0.259 0.369 0.9 0.523 0.921 head 0.776 0.047 0.735 0.776 0.755 0.962 shin 0.556 0.03 0.754 0.556 0.64 0.922 thigh 0.242 0.059 0.406 0.242 0.303 0.691 upperarm 0.69 0.098 0.539 0.69 0.605 0.911 waist Weighted Avg. 0.525 0.079 0.568 0.525 0.505 0.859 === Confusion Matrix === a b c d e f g <-- classified as 130 7 129 47 54 24 77 | a = chest 6 108 205 7 1 71 69 | b = forearm 3 18 425 0 2 9 15 | c = head 43 4 4 364 8 39 7 | d = shin 36 9 46 19 260 21 77 | e = thigh 18 20 245 24 16 113 31 | f = upperarm 4 4 98 34 4 1 323 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1692 51.6011 % Incorrectly Classified Instances 1587 48.3989 % Kappa statistic 0.4351 Mean absolute error 0.1414 Root mean squared error 0.3427 Relative absolute error 57.7273 % Root relative squared error 97.9401 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.239 0.032 0.552 0.239 0.334 0.82 chest 0.225 0.019 0.66 0.225 0.336 0.786 forearm 0.943 0.264 0.375 0.943 0.536 0.931 head 0.727 0.053 0.697 0.727 0.712 0.948 shin 0.511 0.026 0.766 0.511 0.613 0.92 thigh 0.269 0.063 0.417 0.269 0.327 0.701 upperarm 0.692 0.108 0.517 0.692 0.592 0.906 waist Weighted Avg. 0.516 0.081 0.569 0.516 0.493 0.859 === Confusion Matrix === a b c d e f g <-- classified as 112 6 147 59 42 24 78 | a = chest 1 105 190 11 1 77 81 | b = forearm 0 13 445 0 1 3 10 | c = head 44 1 9 341 17 49 8 | d = shin 23 10 46 33 239 21 96 | e = thigh 21 24 241 14 12 126 30 | f = upperarm 2 0 109 31 0 2 324 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1718 52.378 % Incorrectly Classified Instances 1562 47.622 % Kappa statistic 0.4443 Mean absolute error 0.1406 Root mean squared error 0.3423 Relative absolute error 57.3949 % Root relative squared error 97.8147 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.036 0.528 0.243 0.333 0.821 chest 0.253 0.022 0.659 0.253 0.365 0.779 forearm 0.945 0.256 0.382 0.945 0.544 0.926 head 0.759 0.046 0.732 0.759 0.745 0.963 shin 0.507 0.033 0.721 0.507 0.596 0.921 thigh 0.246 0.058 0.415 0.246 0.309 0.692 upperarm 0.712 0.105 0.529 0.712 0.607 0.903 waist Weighted Avg. 0.524 0.08 0.567 0.524 0.5 0.858 === Confusion Matrix === a b c d e f g <-- classified as 114 7 148 48 57 24 71 | a = chest 2 118 182 14 3 58 90 | b = forearm 2 10 445 0 2 5 7 | c = head 42 6 3 355 16 44 2 | d = shin 33 8 41 26 238 31 92 | e = thigh 19 27 243 17 13 115 34 | f = upperarm 4 3 102 25 1 0 333 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1708 52.0732 % Incorrectly Classified Instances 1572 47.9268 % Kappa statistic 0.4407 Mean absolute error 0.1399 Root mean squared error 0.3405 Relative absolute error 57.1436 % Root relative squared error 97.3013 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.215 0.027 0.567 0.215 0.312 0.814 chest 0.248 0.026 0.611 0.248 0.353 0.769 forearm 0.89 0.272 0.354 0.89 0.507 0.919 head 0.784 0.045 0.744 0.784 0.764 0.958 shin 0.582 0.031 0.76 0.582 0.659 0.921 thigh 0.274 0.069 0.398 0.274 0.324 0.706 upperarm 0.65 0.089 0.548 0.65 0.594 0.907 waist Weighted Avg. 0.521 0.08 0.569 0.521 0.502 0.856 === Confusion Matrix === a b c d e f g <-- classified as 101 13 143 46 56 43 67 | a = chest 3 116 213 6 1 67 61 | b = forearm 2 21 419 0 1 16 12 | c = head 30 5 7 367 10 41 8 | d = shin 19 9 52 21 273 27 68 | e = thigh 18 22 229 20 16 128 35 | f = upperarm 5 4 120 33 2 0 304 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1719 52.4085 % Incorrectly Classified Instances 1561 47.5915 % Kappa statistic 0.4446 Mean absolute error 0.1402 Root mean squared error 0.3408 Relative absolute error 57.2439 % Root relative squared error 97.3935 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.258 0.035 0.553 0.258 0.352 0.804 chest 0.246 0.018 0.689 0.246 0.363 0.776 forearm 0.936 0.263 0.374 0.936 0.534 0.926 head 0.776 0.048 0.73 0.776 0.752 0.958 shin 0.51 0.029 0.747 0.51 0.606 0.916 thigh 0.248 0.055 0.426 0.248 0.314 0.709 upperarm 0.692 0.107 0.518 0.692 0.593 0.906 waist Weighted Avg. 0.524 0.08 0.577 0.524 0.502 0.857 === Confusion Matrix === a b c d e f g <-- classified as 121 10 138 56 47 14 83 | a = chest 3 115 207 4 2 69 67 | b = forearm 0 12 441 1 0 6 11 | c = head 38 1 5 363 18 37 6 | d = shin 32 8 50 17 239 29 94 | e = thigh 22 17 242 19 12 116 40 | f = upperarm 3 4 97 37 2 1 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1742 53.1098 % Incorrectly Classified Instances 1538 46.8902 % Kappa statistic 0.4528 Mean absolute error 0.1393 Root mean squared error 0.3397 Relative absolute error 56.8621 % Root relative squared error 97.0711 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.273 0.03 0.604 0.273 0.376 0.829 chest 0.233 0.021 0.645 0.233 0.343 0.76 forearm 0.919 0.251 0.38 0.919 0.538 0.927 head 0.75 0.043 0.742 0.75 0.746 0.955 shin 0.567 0.034 0.737 0.567 0.641 0.92 thigh 0.259 0.057 0.432 0.259 0.324 0.702 upperarm 0.714 0.111 0.516 0.714 0.599 0.913 waist Weighted Avg. 0.531 0.078 0.579 0.531 0.51 0.858 === Confusion Matrix === a b c d e f g <-- classified as 128 13 117 52 58 22 79 | a = chest 3 109 188 10 0 64 93 | b = forearm 0 12 433 0 0 10 16 | c = head 39 1 8 351 21 38 10 | d = shin 25 9 38 24 266 25 82 | e = thigh 16 22 246 17 13 121 33 | f = upperarm 1 3 108 19 3 0 334 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1686 51.4024 % Incorrectly Classified Instances 1594 48.5976 % Kappa statistic 0.4329 Mean absolute error 0.1411 Root mean squared error 0.3429 Relative absolute error 57.6062 % Root relative squared error 97.9777 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.235 0.029 0.573 0.235 0.333 0.819 chest 0.21 0.027 0.56 0.21 0.305 0.778 forearm 0.941 0.266 0.373 0.941 0.534 0.932 head 0.78 0.041 0.759 0.78 0.769 0.966 shin 0.537 0.034 0.726 0.537 0.618 0.925 thigh 0.218 0.067 0.353 0.218 0.269 0.688 upperarm 0.675 0.103 0.521 0.675 0.588 0.908 waist Weighted Avg. 0.514 0.081 0.552 0.514 0.488 0.86 === Confusion Matrix === a b c d e f g <-- classified as 110 6 139 51 57 27 79 | a = chest 3 98 198 4 1 82 81 | b = forearm 2 12 443 0 1 6 7 | c = head 35 3 6 365 16 38 5 | d = shin 25 10 42 21 252 33 86 | e = thigh 16 39 245 13 20 102 33 | f = upperarm 1 7 116 27 0 1 316 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1708 52.0732 % Incorrectly Classified Instances 1572 47.9268 % Kappa statistic 0.4407 Mean absolute error 0.1404 Root mean squared error 0.3422 Relative absolute error 57.3496 % Root relative squared error 97.7916 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.235 0.03 0.564 0.235 0.331 0.829 chest 0.238 0.021 0.657 0.238 0.349 0.771 forearm 0.938 0.259 0.378 0.938 0.539 0.932 head 0.768 0.041 0.759 0.768 0.764 0.963 shin 0.517 0.038 0.691 0.517 0.592 0.903 thigh 0.254 0.06 0.415 0.254 0.315 0.698 upperarm 0.692 0.111 0.51 0.692 0.587 0.905 waist Weighted Avg. 0.521 0.08 0.568 0.521 0.497 0.857 === Confusion Matrix === a b c d e f g <-- classified as 110 10 130 43 69 21 86 | a = chest 1 111 189 10 2 74 80 | b = forearm 1 12 442 0 0 6 10 | c = head 41 2 4 360 13 40 9 | d = shin 25 9 49 28 242 24 91 | e = thigh 15 23 236 18 22 119 35 | f = upperarm 2 2 120 15 2 3 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1734 52.882 % Incorrectly Classified Instances 1545 47.118 % Kappa statistic 0.4501 Mean absolute error 0.1396 Root mean squared error 0.3402 Relative absolute error 57.0057 % Root relative squared error 97.2097 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.279 0.037 0.56 0.279 0.373 0.816 chest 0.263 0.021 0.672 0.263 0.378 0.78 forearm 0.941 0.264 0.374 0.941 0.536 0.925 head 0.751 0.042 0.751 0.751 0.751 0.955 shin 0.532 0.033 0.728 0.532 0.615 0.916 thigh 0.281 0.057 0.449 0.281 0.345 0.713 upperarm 0.652 0.096 0.53 0.652 0.584 0.898 waist Weighted Avg. 0.529 0.079 0.58 0.529 0.512 0.858 === Confusion Matrix === a b c d e f g <-- classified as 131 12 132 45 56 17 76 | a = chest 5 123 185 10 1 73 70 | b = forearm 0 10 443 0 2 5 11 | c = head 42 4 7 352 16 42 6 | d = shin 32 9 50 24 249 23 81 | e = thigh 20 25 240 9 15 131 27 | f = upperarm 4 0 126 29 3 1 305 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1688 51.4791 % Incorrectly Classified Instances 1591 48.5209 % Kappa statistic 0.4338 Mean absolute error 0.1417 Root mean squared error 0.3443 Relative absolute error 57.8671 % Root relative squared error 98.404 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.222 0.035 0.517 0.222 0.311 0.825 chest 0.206 0.015 0.696 0.206 0.317 0.769 forearm 0.932 0.261 0.375 0.932 0.534 0.929 head 0.783 0.046 0.74 0.783 0.761 0.965 shin 0.502 0.03 0.739 0.502 0.598 0.908 thigh 0.248 0.068 0.378 0.248 0.3 0.687 upperarm 0.706 0.112 0.512 0.706 0.593 0.904 waist Weighted Avg. 0.515 0.081 0.565 0.515 0.488 0.856 === Confusion Matrix === a b c d e f g <-- classified as 104 10 128 46 53 45 82 | a = chest 6 96 189 12 2 71 91 | b = forearm 1 8 439 1 1 7 14 | c = head 38 4 4 367 11 40 5 | d = shin 26 4 56 19 235 27 101 | e = thigh 25 14 257 20 12 116 23 | f = upperarm 1 2 99 31 4 1 331 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1726 52.638 % Incorrectly Classified Instances 1553 47.362 % Kappa statistic 0.4472 Mean absolute error 0.1391 Root mean squared error 0.3386 Relative absolute error 56.79 % Root relative squared error 96.7493 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.244 0.037 0.521 0.244 0.332 0.813 chest 0.229 0.023 0.622 0.229 0.335 0.777 forearm 0.93 0.256 0.379 0.93 0.539 0.926 head 0.754 0.044 0.74 0.754 0.747 0.952 shin 0.545 0.032 0.739 0.545 0.627 0.912 thigh 0.27 0.058 0.436 0.27 0.333 0.711 upperarm 0.708 0.102 0.535 0.708 0.61 0.908 waist Weighted Avg. 0.526 0.079 0.567 0.526 0.503 0.857 === Confusion Matrix === a b c d e f g <-- classified as 114 9 139 42 49 32 83 | a = chest 3 107 198 9 1 68 81 | b = forearm 3 15 439 1 1 5 8 | c = head 37 4 7 353 17 44 6 | d = shin 32 8 47 34 255 14 78 | e = thigh 27 24 223 16 19 126 32 | f = upperarm 3 5 104 22 3 0 332 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1689 51.5096 % Incorrectly Classified Instances 1590 48.4904 % Kappa statistic 0.4341 Mean absolute error 0.1412 Root mean squared error 0.3424 Relative absolute error 57.6721 % Root relative squared error 97.8451 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.233 0.04 0.493 0.233 0.316 0.813 chest 0.217 0.014 0.716 0.217 0.333 0.791 forearm 0.951 0.263 0.378 0.951 0.541 0.938 head 0.726 0.042 0.744 0.726 0.735 0.96 shin 0.553 0.032 0.74 0.553 0.633 0.918 thigh 0.246 0.06 0.405 0.246 0.306 0.705 upperarm 0.674 0.115 0.495 0.674 0.57 0.899 waist Weighted Avg. 0.515 0.081 0.567 0.515 0.491 0.861 === Confusion Matrix === a b c d e f g <-- classified as 109 6 140 43 55 23 92 | a = chest 2 101 202 9 3 73 76 | b = forearm 1 6 449 1 0 3 12 | c = head 55 3 1 340 14 46 9 | d = shin 32 4 46 14 259 24 89 | e = thigh 19 19 240 15 15 115 45 | f = upperarm 3 2 109 35 4 0 316 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1704 51.9512 % Incorrectly Classified Instances 1576 48.0488 % Kappa statistic 0.4392 Mean absolute error 0.14 Root mean squared error 0.3404 Relative absolute error 57.1692 % Root relative squared error 97.2862 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.245 0.032 0.564 0.245 0.342 0.808 chest 0.242 0.024 0.628 0.242 0.349 0.782 forearm 0.939 0.253 0.384 0.939 0.545 0.934 head 0.724 0.044 0.731 0.724 0.727 0.959 shin 0.526 0.032 0.73 0.526 0.611 0.919 thigh 0.268 0.066 0.401 0.268 0.321 0.693 upperarm 0.689 0.109 0.513 0.689 0.588 0.904 waist Weighted Avg. 0.52 0.08 0.564 0.52 0.498 0.857 === Confusion Matrix === a b c d e f g <-- classified as 115 17 142 48 55 28 64 | a = chest 2 113 175 8 1 83 85 | b = forearm 2 12 443 0 0 5 10 | c = head 40 7 4 339 18 49 11 | d = shin 31 13 41 18 246 21 98 | e = thigh 14 17 235 23 14 125 39 | f = upperarm 0 1 113 28 3 1 323 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1715 52.2866 % Incorrectly Classified Instances 1565 47.7134 % Kappa statistic 0.4432 Mean absolute error 0.1405 Root mean squared error 0.3424 Relative absolute error 57.3762 % Root relative squared error 97.8477 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.263 0.037 0.544 0.263 0.354 0.815 chest 0.24 0.023 0.629 0.24 0.347 0.789 forearm 0.926 0.257 0.377 0.926 0.535 0.927 head 0.763 0.042 0.754 0.763 0.758 0.964 shin 0.533 0.03 0.751 0.533 0.623 0.905 thigh 0.251 0.059 0.415 0.251 0.312 0.714 upperarm 0.68 0.11 0.508 0.68 0.582 0.898 waist Weighted Avg. 0.523 0.08 0.568 0.523 0.502 0.859 === Confusion Matrix === a b c d e f g <-- classified as 123 8 131 45 50 25 86 | a = chest 6 112 187 11 1 74 76 | b = forearm 1 15 436 0 1 8 10 | c = head 48 4 3 358 13 37 6 | d = shin 29 9 56 10 250 21 94 | e = thigh 15 25 237 20 16 117 37 | f = upperarm 4 5 108 31 2 0 319 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1755 53.5061 % Incorrectly Classified Instances 1525 46.4939 % Kappa statistic 0.4574 Mean absolute error 0.1381 Root mean squared error 0.3381 Relative absolute error 56.3865 % Root relative squared error 96.6141 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.261 0.032 0.573 0.261 0.358 0.811 chest 0.246 0.021 0.661 0.246 0.359 0.779 forearm 0.93 0.266 0.37 0.93 0.529 0.924 head 0.774 0.043 0.752 0.774 0.763 0.961 shin 0.561 0.023 0.799 0.561 0.659 0.922 thigh 0.271 0.058 0.438 0.271 0.335 0.703 upperarm 0.699 0.1 0.539 0.699 0.608 0.906 waist Weighted Avg. 0.535 0.078 0.59 0.535 0.516 0.858 === Confusion Matrix === a b c d e f g <-- classified as 122 9 138 49 38 25 87 | a = chest 4 115 198 14 1 63 72 | b = forearm 2 15 438 1 0 6 9 | c = head 35 2 6 363 15 45 3 | d = shin 29 7 36 23 263 24 87 | e = thigh 19 24 254 11 11 127 22 | f = upperarm 2 2 114 22 1 0 327 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1732 52.8049 % Incorrectly Classified Instances 1548 47.1951 % Kappa statistic 0.4492 Mean absolute error 0.139 Root mean squared error 0.3403 Relative absolute error 56.7615 % Root relative squared error 97.2624 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.261 0.032 0.573 0.261 0.358 0.832 chest 0.221 0.016 0.691 0.221 0.334 0.768 forearm 0.958 0.269 0.374 0.958 0.538 0.933 head 0.768 0.042 0.752 0.768 0.759 0.956 shin 0.542 0.035 0.722 0.542 0.619 0.912 thigh 0.244 0.056 0.421 0.244 0.309 0.7 upperarm 0.701 0.1 0.538 0.701 0.609 0.906 waist Weighted Avg. 0.528 0.079 0.581 0.528 0.504 0.858 === Confusion Matrix === a b c d e f g <-- classified as 122 6 131 49 61 24 75 | a = chest 2 103 208 9 0 62 83 | b = forearm 1 5 451 1 1 7 5 | c = head 38 3 6 360 16 36 10 | d = shin 29 3 59 24 254 28 72 | e = thigh 18 27 240 15 17 114 37 | f = upperarm 3 2 111 21 3 0 328 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1682 51.2805 % Incorrectly Classified Instances 1598 48.7195 % Kappa statistic 0.4315 Mean absolute error 0.1428 Root mean squared error 0.3448 Relative absolute error 58.2974 % Root relative squared error 98.5236 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.252 0.036 0.539 0.252 0.343 0.812 chest 0.229 0.021 0.645 0.229 0.338 0.77 forearm 0.909 0.269 0.361 0.909 0.517 0.916 head 0.756 0.041 0.756 0.756 0.756 0.958 shin 0.546 0.032 0.742 0.546 0.629 0.924 thigh 0.233 0.062 0.387 0.233 0.291 0.697 upperarm 0.662 0.108 0.504 0.662 0.572 0.898 waist Weighted Avg. 0.513 0.081 0.562 0.513 0.492 0.854 === Confusion Matrix === a b c d e f g <-- classified as 118 8 144 36 55 27 81 | a = chest 0 107 205 8 1 67 79 | b = forearm 1 18 428 1 2 9 12 | c = head 44 2 8 354 16 41 3 | d = shin 22 8 43 23 256 29 88 | e = thigh 32 22 233 17 13 109 42 | f = upperarm 2 1 124 29 2 0 310 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1708 52.0732 % Incorrectly Classified Instances 1572 47.9268 % Kappa statistic 0.4407 Mean absolute error 0.1401 Root mean squared error 0.341 Relative absolute error 57.2028 % Root relative squared error 97.4501 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.226 0.031 0.546 0.226 0.32 0.821 chest 0.272 0.02 0.69 0.272 0.39 0.784 forearm 0.938 0.263 0.375 0.938 0.535 0.934 head 0.778 0.047 0.732 0.778 0.754 0.963 shin 0.505 0.03 0.736 0.505 0.599 0.919 thigh 0.256 0.064 0.399 0.256 0.312 0.69 upperarm 0.667 0.103 0.518 0.667 0.583 0.908 waist Weighted Avg. 0.521 0.08 0.571 0.521 0.499 0.86 === Confusion Matrix === a b c d e f g <-- classified as 106 5 140 53 51 29 85 | a = chest 4 127 193 8 4 68 63 | b = forearm 0 9 442 0 1 5 14 | c = head 32 3 3 364 13 44 9 | d = shin 34 7 49 22 237 29 91 | e = thigh 16 30 250 10 14 120 28 | f = upperarm 2 3 103 40 2 6 312 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1680 51.2351 % Incorrectly Classified Instances 1599 48.7649 % Kappa statistic 0.4309 Mean absolute error 0.1415 Root mean squared error 0.3439 Relative absolute error 57.7994 % Root relative squared error 98.2893 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.222 0.032 0.533 0.222 0.313 0.814 chest 0.216 0.023 0.605 0.216 0.319 0.765 forearm 0.93 0.271 0.365 0.93 0.524 0.925 head 0.784 0.047 0.735 0.784 0.759 0.96 shin 0.545 0.034 0.729 0.545 0.623 0.916 thigh 0.235 0.059 0.4 0.235 0.296 0.703 upperarm 0.652 0.102 0.514 0.652 0.575 0.902 waist Weighted Avg. 0.512 0.081 0.554 0.512 0.487 0.855 === Confusion Matrix === a b c d e f g <-- classified as 104 11 138 49 62 26 79 | a = chest 4 101 208 10 1 66 77 | b = forearm 0 14 438 0 2 3 14 | c = head 32 3 6 367 12 44 4 | d = shin 27 9 47 25 255 25 80 | e = thigh 21 24 244 19 16 110 34 | f = upperarm 7 5 119 29 2 1 305 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1749 53.3394 % Incorrectly Classified Instances 1530 46.6606 % Kappa statistic 0.4555 Mean absolute error 0.139 Root mean squared error 0.3399 Relative absolute error 56.7399 % Root relative squared error 97.1401 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.249 0.035 0.544 0.249 0.342 0.827 chest 0.244 0.02 0.675 0.244 0.358 0.774 forearm 0.921 0.253 0.379 0.921 0.537 0.928 head 0.752 0.042 0.751 0.752 0.751 0.955 shin 0.536 0.039 0.695 0.536 0.606 0.909 thigh 0.276 0.053 0.462 0.276 0.345 0.699 upperarm 0.752 0.103 0.548 0.752 0.634 0.921 waist Weighted Avg. 0.533 0.078 0.579 0.533 0.511 0.859 === Confusion Matrix === a b c d e f g <-- classified as 117 12 134 49 63 28 66 | a = chest 4 114 191 8 4 61 85 | b = forearm 0 8 434 0 2 10 17 | c = head 45 2 8 352 18 33 10 | d = shin 29 11 51 26 251 18 82 | e = thigh 18 17 237 16 21 129 30 | f = upperarm 2 5 89 18 2 0 352 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1695 51.6926 % Incorrectly Classified Instances 1584 48.3074 % Kappa statistic 0.4363 Mean absolute error 0.1422 Root mean squared error 0.3433 Relative absolute error 58.0455 % Root relative squared error 98.0955 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.23 0.038 0.502 0.23 0.316 0.804 chest 0.251 0.023 0.643 0.251 0.361 0.771 forearm 0.93 0.256 0.379 0.93 0.538 0.925 head 0.744 0.049 0.716 0.744 0.73 0.958 shin 0.521 0.038 0.697 0.521 0.597 0.912 thigh 0.254 0.057 0.428 0.254 0.319 0.699 upperarm 0.686 0.103 0.525 0.686 0.595 0.906 waist Weighted Avg. 0.517 0.081 0.556 0.517 0.494 0.854 === Confusion Matrix === a b c d e f g <-- classified as 108 13 136 57 61 21 73 | a = chest 3 117 189 4 4 68 82 | b = forearm 1 15 438 2 0 6 9 | c = head 43 3 4 348 22 41 7 | d = shin 29 11 45 32 244 22 85 | e = thigh 28 21 235 15 16 119 34 | f = upperarm 3 2 110 28 3 1 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1718 52.394 % Incorrectly Classified Instances 1561 47.606 % Kappa statistic 0.4444 Mean absolute error 0.14 Root mean squared error 0.3397 Relative absolute error 57.1769 % Root relative squared error 97.0789 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.254 0.033 0.559 0.254 0.349 0.831 chest 0.208 0.017 0.674 0.208 0.318 0.774 forearm 0.943 0.255 0.383 0.943 0.545 0.933 head 0.778 0.043 0.752 0.778 0.765 0.962 shin 0.556 0.031 0.747 0.556 0.637 0.922 thigh 0.251 0.067 0.382 0.251 0.303 0.704 upperarm 0.674 0.109 0.508 0.674 0.579 0.9 waist Weighted Avg. 0.524 0.08 0.572 0.524 0.5 0.861 === Confusion Matrix === a b c d e f g <-- classified as 119 6 121 41 53 35 94 | a = chest 2 97 190 9 2 80 86 | b = forearm 3 6 445 0 0 7 11 | c = head 44 5 5 364 15 31 4 | d = shin 22 6 46 21 260 34 79 | e = thigh 22 19 242 20 15 117 32 | f = upperarm 1 5 113 29 3 2 316 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1707 52.0427 % Incorrectly Classified Instances 1573 47.9573 % Kappa statistic 0.4404 Mean absolute error 0.1396 Root mean squared error 0.3408 Relative absolute error 56.9923 % Root relative squared error 97.3955 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.213 0.028 0.556 0.213 0.308 0.823 chest 0.233 0.021 0.653 0.233 0.344 0.76 forearm 0.93 0.27 0.366 0.93 0.525 0.929 head 0.774 0.047 0.732 0.774 0.752 0.962 shin 0.553 0.033 0.736 0.553 0.632 0.921 thigh 0.254 0.068 0.383 0.254 0.306 0.699 upperarm 0.682 0.092 0.553 0.682 0.611 0.913 waist Weighted Avg. 0.52 0.08 0.568 0.52 0.497 0.858 === Confusion Matrix === a b c d e f g <-- classified as 100 16 137 53 62 32 69 | a = chest 1 109 212 10 1 72 62 | b = forearm 0 12 438 0 3 10 8 | c = head 40 1 5 363 11 48 1 | d = shin 19 3 44 27 259 29 87 | e = thigh 15 24 251 13 15 119 31 | f = upperarm 5 2 110 30 1 1 319 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1741 53.0793 % Incorrectly Classified Instances 1539 46.9207 % Kappa statistic 0.4525 Mean absolute error 0.1387 Root mean squared error 0.339 Relative absolute error 56.619 % Root relative squared error 96.8697 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.224 0.031 0.547 0.224 0.318 0.819 chest 0.257 0.019 0.694 0.257 0.375 0.773 forearm 0.93 0.258 0.376 0.93 0.536 0.927 head 0.748 0.046 0.731 0.748 0.74 0.958 shin 0.585 0.033 0.745 0.585 0.656 0.932 thigh 0.274 0.052 0.469 0.274 0.345 0.71 upperarm 0.694 0.108 0.516 0.694 0.592 0.9 waist Weighted Avg. 0.531 0.078 0.582 0.531 0.509 0.86 === Confusion Matrix === a b c d e f g <-- classified as 105 9 143 60 51 15 86 | a = chest 2 120 190 10 1 59 85 | b = forearm 2 14 438 0 1 1 15 | c = head 39 3 2 351 20 43 11 | d = shin 28 4 36 21 274 26 79 | e = thigh 13 21 243 13 21 128 29 | f = upperarm 3 2 112 25 0 1 325 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1701 51.8598 % Incorrectly Classified Instances 1579 48.1402 % Kappa statistic 0.4382 Mean absolute error 0.1412 Root mean squared error 0.3416 Relative absolute error 57.6611 % Root relative squared error 97.6334 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.26 0.039 0.526 0.26 0.348 0.799 chest 0.246 0.018 0.689 0.246 0.363 0.782 forearm 0.919 0.255 0.377 0.919 0.534 0.926 head 0.763 0.05 0.717 0.763 0.739 0.961 shin 0.512 0.029 0.745 0.512 0.607 0.919 thigh 0.241 0.063 0.39 0.241 0.298 0.7 upperarm 0.686 0.107 0.517 0.686 0.59 0.905 waist Weighted Avg. 0.519 0.08 0.566 0.519 0.497 0.856 === Confusion Matrix === a b c d e f g <-- classified as 122 6 139 50 46 24 82 | a = chest 3 115 191 7 2 65 84 | b = forearm 2 9 433 3 3 10 11 | c = head 49 3 2 357 11 40 6 | d = shin 24 13 45 35 240 37 75 | e = thigh 31 18 229 18 17 113 42 | f = upperarm 1 3 111 28 3 1 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1684 51.3415 % Incorrectly Classified Instances 1596 48.6585 % Kappa statistic 0.4322 Mean absolute error 0.1425 Root mean squared error 0.344 Relative absolute error 58.2046 % Root relative squared error 98.3202 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.235 0.036 0.519 0.235 0.323 0.819 chest 0.251 0.023 0.646 0.251 0.361 0.784 forearm 0.926 0.257 0.377 0.926 0.535 0.927 head 0.735 0.036 0.773 0.735 0.754 0.962 shin 0.518 0.038 0.696 0.518 0.594 0.9 thigh 0.248 0.063 0.397 0.248 0.305 0.706 upperarm 0.679 0.116 0.495 0.679 0.572 0.893 waist Weighted Avg. 0.513 0.081 0.557 0.513 0.492 0.856 === Confusion Matrix === a b c d e f g <-- classified as 110 8 141 38 70 23 79 | a = chest 4 117 173 6 2 79 86 | b = forearm 1 13 436 2 1 7 11 | c = head 45 6 5 344 15 39 14 | d = shin 27 11 52 15 243 27 94 | e = thigh 23 20 234 19 15 116 41 | f = upperarm 2 6 117 21 3 1 318 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1710 52.1341 % Incorrectly Classified Instances 1570 47.8659 % Kappa statistic 0.4414 Mean absolute error 0.1408 Root mean squared error 0.3427 Relative absolute error 57.4756 % Root relative squared error 97.9411 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.239 0.037 0.519 0.239 0.327 0.812 chest 0.218 0.025 0.59 0.218 0.319 0.778 forearm 0.921 0.255 0.378 0.921 0.536 0.92 head 0.784 0.046 0.738 0.784 0.761 0.961 shin 0.533 0.035 0.718 0.533 0.612 0.916 thigh 0.239 0.064 0.385 0.239 0.295 0.673 upperarm 0.712 0.097 0.55 0.712 0.62 0.907 waist Weighted Avg. 0.521 0.08 0.554 0.521 0.496 0.853 === Confusion Matrix === a b c d e f g <-- classified as 112 9 127 51 62 24 84 | a = chest 4 102 198 6 2 81 74 | b = forearm 3 17 434 0 1 7 9 | c = head 30 7 3 367 14 43 4 | d = shin 44 8 51 16 250 24 76 | e = thigh 20 25 247 21 17 112 26 | f = upperarm 3 5 89 36 2 0 333 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1735 52.8963 % Incorrectly Classified Instances 1545 47.1037 % Kappa statistic 0.4503 Mean absolute error 0.1393 Root mean squared error 0.3404 Relative absolute error 56.8855 % Root relative squared error 97.271 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.258 0.036 0.545 0.258 0.35 0.813 chest 0.248 0.022 0.652 0.248 0.36 0.771 forearm 0.947 0.272 0.368 0.947 0.53 0.931 head 0.767 0.034 0.787 0.767 0.777 0.96 shin 0.537 0.033 0.733 0.537 0.62 0.922 thigh 0.25 0.054 0.435 0.25 0.318 0.691 upperarm 0.692 0.098 0.54 0.692 0.607 0.914 waist Weighted Avg. 0.529 0.079 0.58 0.529 0.509 0.858 === Confusion Matrix === a b c d e f g <-- classified as 121 9 149 38 49 35 68 | a = chest 5 116 206 9 3 57 71 | b = forearm 1 10 446 0 1 4 9 | c = head 39 3 9 359 18 37 3 | d = shin 38 7 46 17 252 19 90 | e = thigh 16 28 242 10 20 117 35 | f = upperarm 2 5 113 23 1 0 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1701 51.8756 % Incorrectly Classified Instances 1578 48.1244 % Kappa statistic 0.4384 Mean absolute error 0.1403 Root mean squared error 0.341 Relative absolute error 57.2952 % Root relative squared error 97.445 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.211 0.032 0.527 0.211 0.301 0.823 chest 0.26 0.016 0.725 0.26 0.382 0.785 forearm 0.932 0.267 0.369 0.932 0.529 0.935 head 0.778 0.043 0.752 0.778 0.765 0.962 shin 0.527 0.037 0.706 0.527 0.603 0.91 thigh 0.251 0.058 0.418 0.251 0.313 0.703 upperarm 0.67 0.109 0.506 0.67 0.576 0.905 waist Weighted Avg. 0.519 0.08 0.571 0.519 0.496 0.86 === Confusion Matrix === a b c d e f g <-- classified as 99 7 148 40 57 36 82 | a = chest 3 121 188 10 2 67 75 | b = forearm 2 10 439 0 2 4 14 | c = head 39 2 5 364 20 33 5 | d = shin 25 4 55 19 247 22 97 | e = thigh 18 20 245 18 15 117 34 | f = upperarm 2 3 109 33 7 1 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1724 52.577 % Incorrectly Classified Instances 1555 47.423 % Kappa statistic 0.4465 Mean absolute error 0.14 Root mean squared error 0.3406 Relative absolute error 57.1793 % Root relative squared error 97.3487 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.271 0.029 0.611 0.271 0.376 0.825 chest 0.221 0.022 0.62 0.221 0.325 0.765 forearm 0.934 0.27 0.368 0.934 0.528 0.926 head 0.763 0.037 0.773 0.763 0.768 0.961 shin 0.558 0.033 0.737 0.558 0.635 0.92 thigh 0.287 0.061 0.439 0.287 0.347 0.702 upperarm 0.642 0.101 0.515 0.642 0.571 0.901 waist Weighted Avg. 0.526 0.079 0.58 0.526 0.507 0.857 === Confusion Matrix === a b c d e f g <-- classified as 127 14 126 37 61 32 71 | a = chest 3 103 199 4 2 63 93 | b = forearm 0 10 441 1 1 9 10 | c = head 33 4 8 357 12 47 7 | d = shin 26 9 49 25 261 19 79 | e = thigh 15 22 250 11 11 134 24 | f = upperarm 4 4 126 27 6 1 301 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1693 51.6316 % Incorrectly Classified Instances 1586 48.3684 % Kappa statistic 0.4355 Mean absolute error 0.1411 Root mean squared error 0.3422 Relative absolute error 57.6044 % Root relative squared error 97.785 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.265 0.041 0.519 0.265 0.351 0.821 chest 0.195 0.023 0.58 0.195 0.292 0.773 forearm 0.928 0.249 0.385 0.928 0.544 0.925 head 0.78 0.048 0.729 0.78 0.753 0.958 shin 0.5 0.03 0.734 0.5 0.595 0.92 thigh 0.227 0.063 0.373 0.227 0.282 0.706 upperarm 0.714 0.109 0.523 0.714 0.604 0.911 waist Weighted Avg. 0.516 0.081 0.549 0.516 0.489 0.859 === Confusion Matrix === a b c d e f g <-- classified as 124 10 119 62 46 22 85 | a = chest 4 91 193 12 2 87 78 | b = forearm 1 11 438 0 1 8 13 | c = head 48 2 5 365 15 30 3 | d = shin 33 11 42 28 234 31 89 | e = thigh 28 32 234 11 18 106 38 | f = upperarm 1 0 107 23 3 0 335 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1713 52.2415 % Incorrectly Classified Instances 1566 47.7585 % Kappa statistic 0.4427 Mean absolute error 0.1402 Root mean squared error 0.3419 Relative absolute error 57.2297 % Root relative squared error 97.7073 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.267 0.034 0.568 0.267 0.363 0.831 chest 0.246 0.02 0.669 0.246 0.36 0.78 forearm 0.955 0.258 0.383 0.955 0.547 0.933 head 0.725 0.051 0.705 0.725 0.715 0.946 shin 0.511 0.03 0.742 0.511 0.605 0.899 thigh 0.263 0.052 0.456 0.263 0.333 0.719 upperarm 0.686 0.113 0.503 0.686 0.58 0.903 waist Weighted Avg. 0.522 0.08 0.575 0.522 0.501 0.859 === Confusion Matrix === a b c d e f g <-- classified as 125 7 130 47 50 22 87 | a = chest 1 115 198 12 2 58 81 | b = forearm 0 8 450 1 0 3 9 | c = head 41 5 8 340 16 44 15 | d = shin 26 11 53 29 239 19 91 | e = thigh 24 23 227 24 13 123 34 | f = upperarm 3 3 109 29 2 1 321 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1722 52.5 % Incorrectly Classified Instances 1558 47.5 % Kappa statistic 0.4456 Mean absolute error 0.1392 Root mean squared error 0.3386 Relative absolute error 56.8284 % Root relative squared error 96.7533 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.224 0.033 0.533 0.224 0.315 0.822 chest 0.251 0.026 0.616 0.251 0.356 0.778 forearm 0.913 0.258 0.373 0.913 0.53 0.924 head 0.788 0.046 0.742 0.788 0.765 0.958 shin 0.566 0.029 0.766 0.566 0.651 0.915 thigh 0.257 0.063 0.404 0.257 0.314 0.705 upperarm 0.672 0.101 0.527 0.672 0.59 0.905 waist Weighted Avg. 0.525 0.079 0.566 0.525 0.503 0.858 === Confusion Matrix === a b c d e f g <-- classified as 105 9 137 42 48 40 88 | a = chest 4 117 195 9 1 67 74 | b = forearm 4 17 431 0 0 5 15 | c = head 30 4 8 369 13 40 4 | d = shin 30 8 47 23 265 24 71 | e = thigh 21 28 229 22 16 120 31 | f = upperarm 3 7 108 32 3 1 315 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1693 51.6159 % Incorrectly Classified Instances 1587 48.3841 % Kappa statistic 0.4353 Mean absolute error 0.1414 Root mean squared error 0.3434 Relative absolute error 57.7188 % Root relative squared error 98.1477 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.249 0.033 0.555 0.249 0.344 0.822 chest 0.214 0.02 0.637 0.214 0.321 0.786 forearm 0.941 0.268 0.371 0.941 0.532 0.932 head 0.765 0.036 0.78 0.765 0.772 0.964 shin 0.53 0.037 0.707 0.53 0.606 0.914 thigh 0.227 0.06 0.384 0.227 0.285 0.681 upperarm 0.682 0.11 0.509 0.682 0.583 0.901 waist Weighted Avg. 0.516 0.081 0.563 0.516 0.492 0.857 === Confusion Matrix === a b c d e f g <-- classified as 117 11 142 39 67 24 69 | a = chest 7 100 189 4 2 77 88 | b = forearm 1 8 444 0 2 6 11 | c = head 35 2 6 358 19 41 7 | d = shin 28 9 46 15 248 21 101 | e = thigh 19 21 259 18 11 106 33 | f = upperarm 4 6 111 25 2 1 320 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1688 51.4634 % Incorrectly Classified Instances 1592 48.5366 % Kappa statistic 0.4336 Mean absolute error 0.1424 Root mean squared error 0.3448 Relative absolute error 58.1337 % Root relative squared error 98.5369 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.183 0.032 0.491 0.183 0.267 0.806 chest 0.247 0.026 0.612 0.247 0.352 0.768 forearm 0.938 0.263 0.375 0.938 0.535 0.929 head 0.77 0.053 0.709 0.77 0.738 0.955 shin 0.528 0.032 0.733 0.528 0.614 0.93 thigh 0.263 0.062 0.416 0.263 0.322 0.689 upperarm 0.67 0.1 0.528 0.67 0.59 0.91 waist Weighted Avg. 0.515 0.081 0.552 0.515 0.488 0.855 === Confusion Matrix === a b c d e f g <-- classified as 86 12 134 63 55 36 83 | a = chest 4 115 212 9 0 64 62 | b = forearm 2 14 442 1 1 6 5 | c = head 33 4 5 361 18 41 7 | d = shin 29 17 31 30 247 26 88 | e = thigh 19 22 238 16 14 123 36 | f = upperarm 2 4 118 29 2 0 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1693 51.6159 % Incorrectly Classified Instances 1587 48.3841 % Kappa statistic 0.4354 Mean absolute error 0.1414 Root mean squared error 0.3423 Relative absolute error 57.7557 % Root relative squared error 97.8218 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.256 0.033 0.561 0.256 0.351 0.824 chest 0.242 0.024 0.624 0.242 0.349 0.781 forearm 0.926 0.256 0.377 0.926 0.536 0.925 head 0.708 0.04 0.748 0.708 0.727 0.952 shin 0.549 0.036 0.718 0.549 0.622 0.917 thigh 0.229 0.063 0.377 0.229 0.285 0.703 upperarm 0.701 0.112 0.51 0.701 0.59 0.912 waist Weighted Avg. 0.516 0.081 0.559 0.516 0.494 0.859 === Confusion Matrix === a b c d e f g <-- classified as 120 10 129 50 54 23 83 | a = chest 2 113 189 6 1 76 80 | b = forearm 1 10 436 1 3 4 16 | c = head 46 2 10 332 19 51 9 | d = shin 29 10 47 19 257 22 84 | e = thigh 15 34 235 13 21 107 43 | f = upperarm 1 2 110 23 3 1 328 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1698 51.7683 % Incorrectly Classified Instances 1582 48.2317 % Kappa statistic 0.4372 Mean absolute error 0.1403 Root mean squared error 0.3423 Relative absolute error 57.2974 % Root relative squared error 97.8158 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.224 0.035 0.52 0.224 0.313 0.815 chest 0.253 0.018 0.702 0.253 0.372 0.771 forearm 0.932 0.259 0.376 0.932 0.536 0.924 head 0.763 0.044 0.744 0.763 0.754 0.962 shin 0.494 0.032 0.72 0.494 0.586 0.91 thigh 0.267 0.06 0.425 0.267 0.328 0.711 upperarm 0.688 0.116 0.498 0.688 0.578 0.903 waist Weighted Avg. 0.518 0.081 0.569 0.518 0.495 0.857 === Confusion Matrix === a b c d e f g <-- classified as 105 9 138 45 54 28 90 | a = chest 4 118 186 10 1 57 91 | b = forearm 0 13 439 0 0 10 9 | c = head 36 3 5 358 17 40 10 | d = shin 32 3 55 25 231 33 89 | e = thigh 22 19 236 15 15 125 36 | f = upperarm 3 3 108 28 3 1 322 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1713 52.2256 % Incorrectly Classified Instances 1567 47.7744 % Kappa statistic 0.4425 Mean absolute error 0.1414 Root mean squared error 0.3433 Relative absolute error 57.7398 % Root relative squared error 98.0975 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.267 0.038 0.536 0.267 0.356 0.825 chest 0.248 0.019 0.682 0.248 0.364 0.763 forearm 0.947 0.263 0.376 0.947 0.539 0.931 head 0.754 0.04 0.759 0.754 0.757 0.956 shin 0.531 0.034 0.724 0.531 0.613 0.905 thigh 0.235 0.059 0.399 0.235 0.296 0.684 upperarm 0.671 0.104 0.517 0.671 0.584 0.895 waist Weighted Avg. 0.522 0.08 0.57 0.522 0.501 0.851 === Confusion Matrix === a b c d e f g <-- classified as 125 12 128 35 61 29 79 | a = chest 5 116 195 7 4 64 76 | b = forearm 1 6 446 0 2 9 7 | c = head 44 4 9 353 14 39 5 | d = shin 30 4 48 21 249 25 92 | e = thigh 23 25 245 20 11 110 34 | f = upperarm 5 3 114 29 3 0 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1762 53.7359 % Incorrectly Classified Instances 1517 46.2641 % Kappa statistic 0.4601 Mean absolute error 0.1368 Root mean squared error 0.3364 Relative absolute error 55.8735 % Root relative squared error 96.1324 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.269 0.031 0.594 0.269 0.371 0.823 chest 0.214 0.021 0.633 0.214 0.32 0.761 forearm 0.926 0.259 0.375 0.926 0.534 0.923 head 0.778 0.043 0.751 0.778 0.764 0.961 shin 0.588 0.03 0.767 0.588 0.666 0.923 thigh 0.265 0.06 0.423 0.265 0.326 0.706 upperarm 0.718 0.097 0.552 0.718 0.624 0.912 waist Weighted Avg. 0.537 0.077 0.585 0.537 0.515 0.858 === Confusion Matrix === a b c d e f g <-- classified as 126 8 127 49 50 34 74 | a = chest 1 100 209 7 1 67 82 | b = forearm 0 15 436 0 1 5 14 | c = head 40 4 4 364 14 35 7 | d = shin 26 8 47 18 276 28 66 | e = thigh 19 21 239 17 18 124 30 | f = upperarm 0 2 100 30 0 0 336 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1712 52.211 % Incorrectly Classified Instances 1567 47.789 % Kappa statistic 0.4423 Mean absolute error 0.1406 Root mean squared error 0.3423 Relative absolute error 57.4181 % Root relative squared error 97.8202 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.233 0.033 0.537 0.233 0.325 0.814 chest 0.24 0.022 0.64 0.24 0.349 0.776 forearm 0.953 0.26 0.381 0.953 0.544 0.936 head 0.754 0.051 0.71 0.754 0.732 0.959 shin 0.507 0.033 0.719 0.507 0.595 0.917 thigh 0.265 0.055 0.446 0.265 0.332 0.712 upperarm 0.699 0.103 0.531 0.699 0.603 0.905 waist Weighted Avg. 0.522 0.08 0.566 0.522 0.497 0.86 === Confusion Matrix === a b c d e f g <-- classified as 109 11 139 55 48 17 89 | a = chest 1 112 194 17 3 63 77 | b = forearm 1 10 449 0 0 7 4 | c = head 42 6 2 353 14 42 9 | d = shin 30 8 54 31 238 24 84 | e = thigh 18 25 237 14 24 124 26 | f = upperarm 2 3 104 27 4 1 327 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1716 52.333 % Incorrectly Classified Instances 1563 47.667 % Kappa statistic 0.4437 Mean absolute error 0.1404 Root mean squared error 0.3421 Relative absolute error 57.3347 % Root relative squared error 97.7501 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.286 0.036 0.573 0.286 0.382 0.816 chest 0.214 0.02 0.645 0.214 0.322 0.782 forearm 0.924 0.271 0.363 0.924 0.522 0.923 head 0.782 0.044 0.745 0.782 0.763 0.967 shin 0.527 0.031 0.742 0.527 0.616 0.909 thigh 0.263 0.051 0.461 0.263 0.335 0.718 upperarm 0.665 0.104 0.517 0.665 0.581 0.901 waist Weighted Avg. 0.523 0.08 0.578 0.523 0.503 0.86 === Confusion Matrix === a b c d e f g <-- classified as 134 6 152 47 49 13 67 | a = chest 2 100 198 12 3 76 76 | b = forearm 0 17 435 0 0 10 9 | c = head 47 4 1 366 17 28 5 | d = shin 20 4 54 26 247 16 102 | e = thigh 25 18 242 13 15 123 32 | f = upperarm 6 6 115 27 2 1 311 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1714 52.272 % Incorrectly Classified Instances 1565 47.728 % Kappa statistic 0.443 Mean absolute error 0.1394 Root mean squared error 0.3389 Relative absolute error 56.9229 % Root relative squared error 96.8546 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.258 0.036 0.545 0.258 0.35 0.819 chest 0.225 0.018 0.673 0.225 0.337 0.777 forearm 0.934 0.256 0.38 0.934 0.54 0.932 head 0.769 0.043 0.748 0.769 0.759 0.962 shin 0.514 0.033 0.719 0.514 0.6 0.917 thigh 0.268 0.068 0.396 0.268 0.319 0.699 upperarm 0.688 0.102 0.528 0.688 0.597 0.909 waist Weighted Avg. 0.523 0.08 0.57 0.523 0.5 0.859 === Confusion Matrix === a b c d e f g <-- classified as 121 6 129 49 66 23 75 | a = chest 2 105 185 9 1 85 80 | b = forearm 2 9 440 0 1 3 16 | c = head 39 3 3 360 12 46 5 | d = shin 40 10 42 22 241 34 80 | e = thigh 18 22 243 16 11 125 32 | f = upperarm 0 1 117 25 3 0 322 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1693 51.6159 % Incorrectly Classified Instances 1587 48.3841 % Kappa statistic 0.4354 Mean absolute error 0.1415 Root mean squared error 0.3431 Relative absolute error 57.7797 % Root relative squared error 98.0475 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.035 0.535 0.243 0.334 0.815 chest 0.24 0.023 0.633 0.24 0.348 0.782 forearm 0.936 0.26 0.377 0.936 0.537 0.928 head 0.748 0.042 0.746 0.748 0.747 0.953 shin 0.506 0.037 0.697 0.506 0.587 0.908 thigh 0.233 0.054 0.416 0.233 0.299 0.697 upperarm 0.704 0.113 0.509 0.704 0.591 0.909 waist Weighted Avg. 0.516 0.081 0.559 0.516 0.492 0.856 === Confusion Matrix === a b c d e f g <-- classified as 114 13 140 47 57 21 77 | a = chest 4 112 191 6 2 63 89 | b = forearm 1 6 441 1 0 12 10 | c = head 37 8 4 350 22 36 11 | d = shin 39 6 47 22 237 21 96 | e = thigh 17 30 243 13 21 109 35 | f = upperarm 1 2 105 30 1 0 330 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1722 52.5 % Incorrectly Classified Instances 1558 47.5 % Kappa statistic 0.4457 Mean absolute error 0.1395 Root mean squared error 0.3393 Relative absolute error 56.9521 % Root relative squared error 96.9537 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.26 0.036 0.545 0.26 0.352 0.818 chest 0.242 0.02 0.673 0.242 0.356 0.774 forearm 0.926 0.25 0.383 0.926 0.542 0.928 head 0.767 0.044 0.745 0.767 0.756 0.961 shin 0.515 0.036 0.705 0.515 0.595 0.921 thigh 0.286 0.067 0.417 0.286 0.34 0.708 upperarm 0.676 0.103 0.523 0.676 0.59 0.906 waist Weighted Avg. 0.525 0.079 0.57 0.525 0.504 0.859 === Confusion Matrix === a b c d e f g <-- classified as 122 12 134 42 63 19 77 | a = chest 0 113 189 9 5 78 73 | b = forearm 2 11 436 0 3 10 9 | c = head 42 1 4 359 16 42 4 | d = shin 29 7 41 27 241 34 89 | e = thigh 28 22 225 15 7 134 37 | f = upperarm 1 2 108 30 7 4 317 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1730 52.7439 % Incorrectly Classified Instances 1550 47.2561 % Kappa statistic 0.4485 Mean absolute error 0.1382 Root mean squared error 0.3382 Relative absolute error 56.435 % Root relative squared error 96.6623 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.247 0.033 0.555 0.247 0.342 0.821 chest 0.248 0.019 0.682 0.248 0.364 0.771 forearm 0.934 0.255 0.381 0.934 0.541 0.923 head 0.748 0.045 0.734 0.748 0.741 0.96 shin 0.564 0.031 0.752 0.564 0.645 0.921 thigh 0.229 0.063 0.375 0.229 0.284 0.689 upperarm 0.719 0.105 0.533 0.719 0.612 0.913 waist Weighted Avg. 0.527 0.079 0.573 0.527 0.504 0.857 === Confusion Matrix === a b c d e f g <-- classified as 116 8 125 55 45 28 92 | a = chest 6 116 197 10 3 62 73 | b = forearm 2 7 440 0 2 5 15 | c = head 35 3 6 350 15 53 6 | d = shin 27 6 44 17 264 29 81 | e = thigh 21 30 246 19 17 107 28 | f = upperarm 2 0 98 26 5 1 337 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1728 52.6829 % Incorrectly Classified Instances 1552 47.3171 % Kappa statistic 0.4478 Mean absolute error 0.1393 Root mean squared error 0.3392 Relative absolute error 56.8871 % Root relative squared error 96.9327 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.237 0.036 0.526 0.237 0.326 0.821 chest 0.248 0.022 0.648 0.248 0.359 0.775 forearm 0.953 0.259 0.381 0.953 0.545 0.931 head 0.744 0.043 0.742 0.744 0.743 0.96 shin 0.533 0.03 0.749 0.533 0.623 0.916 thigh 0.284 0.067 0.416 0.284 0.338 0.709 upperarm 0.686 0.096 0.544 0.686 0.607 0.911 waist Weighted Avg. 0.527 0.079 0.572 0.527 0.506 0.861 === Confusion Matrix === a b c d e f g <-- classified as 111 13 135 44 53 36 77 | a = chest 5 116 185 9 2 73 77 | b = forearm 1 8 449 0 0 5 8 | c = head 43 5 4 348 15 48 5 | d = shin 32 7 59 24 250 25 72 | e = thigh 15 25 235 16 14 133 30 | f = upperarm 4 5 110 28 0 0 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1696 51.7073 % Incorrectly Classified Instances 1584 48.2927 % Kappa statistic 0.4364 Mean absolute error 0.141 Root mean squared error 0.3431 Relative absolute error 57.5805 % Root relative squared error 98.0395 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.26 0.027 0.619 0.26 0.366 0.816 chest 0.227 0.023 0.616 0.227 0.332 0.765 forearm 0.941 0.273 0.366 0.941 0.527 0.926 head 0.751 0.047 0.727 0.751 0.739 0.957 shin 0.548 0.029 0.758 0.548 0.636 0.93 thigh 0.218 0.059 0.382 0.218 0.278 0.691 upperarm 0.671 0.105 0.515 0.671 0.583 0.906 waist Weighted Avg. 0.517 0.081 0.569 0.517 0.495 0.856 === Confusion Matrix === a b c d e f g <-- classified as 122 14 138 45 38 23 89 | a = chest 4 106 212 8 1 68 68 | b = forearm 1 14 443 0 2 4 7 | c = head 35 5 4 352 22 47 4 | d = shin 18 8 38 32 257 23 93 | e = thigh 16 24 257 16 17 102 35 | f = upperarm 1 1 119 31 2 0 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1671 50.9451 % Incorrectly Classified Instances 1609 49.0549 % Kappa statistic 0.4275 Mean absolute error 0.1422 Root mean squared error 0.3439 Relative absolute error 58.0799 % Root relative squared error 98.2829 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.25 0.036 0.537 0.25 0.341 0.827 chest 0.229 0.02 0.656 0.229 0.34 0.78 forearm 0.936 0.263 0.374 0.936 0.535 0.929 head 0.763 0.051 0.716 0.763 0.739 0.956 shin 0.503 0.039 0.684 0.503 0.58 0.907 thigh 0.21 0.055 0.387 0.21 0.272 0.686 upperarm 0.669 0.109 0.505 0.669 0.575 0.899 waist Weighted Avg. 0.509 0.082 0.551 0.509 0.483 0.855 === Confusion Matrix === a b c d e f g <-- classified as 117 3 127 50 67 26 78 | a = chest 0 107 196 8 0 69 87 | b = forearm 1 14 442 0 2 5 8 | c = head 40 5 6 358 17 32 11 | d = shin 30 11 49 36 236 22 85 | e = thigh 24 14 257 16 20 98 38 | f = upperarm 6 9 104 32 3 1 313 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1702 51.9061 % Incorrectly Classified Instances 1577 48.0939 % Kappa statistic 0.4387 Mean absolute error 0.1421 Root mean squared error 0.3441 Relative absolute error 58.0123 % Root relative squared error 98.3377 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.241 0.042 0.491 0.241 0.324 0.811 chest 0.215 0.02 0.641 0.215 0.322 0.77 forearm 0.934 0.263 0.374 0.934 0.534 0.927 head 0.755 0.04 0.76 0.755 0.757 0.964 shin 0.527 0.029 0.751 0.527 0.619 0.908 thigh 0.283 0.061 0.436 0.283 0.343 0.71 upperarm 0.673 0.107 0.511 0.673 0.581 0.898 waist Weighted Avg. 0.519 0.08 0.566 0.519 0.497 0.856 === Confusion Matrix === a b c d e f g <-- classified as 113 7 136 45 54 24 89 | a = chest 4 100 201 8 0 69 84 | b = forearm 2 15 441 0 0 5 9 | c = head 48 7 3 354 10 43 4 | d = shin 34 9 51 16 247 30 82 | e = thigh 27 17 231 13 14 132 33 | f = upperarm 2 1 116 30 4 0 315 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1734 52.882 % Incorrectly Classified Instances 1545 47.118 % Kappa statistic 0.4502 Mean absolute error 0.1387 Root mean squared error 0.3386 Relative absolute error 56.631 % Root relative squared error 96.75 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.244 0.033 0.548 0.244 0.337 0.812 chest 0.233 0.02 0.661 0.233 0.345 0.778 forearm 0.932 0.257 0.378 0.932 0.538 0.934 head 0.791 0.047 0.737 0.791 0.763 0.963 shin 0.525 0.035 0.715 0.525 0.605 0.91 thigh 0.267 0.056 0.443 0.267 0.333 0.71 upperarm 0.707 0.102 0.536 0.707 0.61 0.91 waist Weighted Avg. 0.529 0.079 0.574 0.529 0.505 0.86 === Confusion Matrix === a b c d e f g <-- classified as 114 11 140 52 58 17 76 | a = chest 0 109 197 10 1 68 82 | b = forearm 0 11 439 1 3 9 8 | c = head 43 1 4 370 13 30 7 | d = shin 29 6 47 25 246 31 85 | e = thigh 18 26 233 19 19 125 28 | f = upperarm 4 1 101 25 4 2 331 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1754 53.4919 % Incorrectly Classified Instances 1525 46.5081 % Kappa statistic 0.4573 Mean absolute error 0.1389 Root mean squared error 0.3401 Relative absolute error 56.7286 % Root relative squared error 97.1856 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.249 0.032 0.568 0.249 0.347 0.812 chest 0.248 0.02 0.671 0.248 0.363 0.777 forearm 0.928 0.256 0.378 0.928 0.538 0.931 head 0.797 0.04 0.769 0.797 0.783 0.963 shin 0.562 0.034 0.735 0.562 0.637 0.916 thigh 0.271 0.057 0.444 0.271 0.337 0.722 upperarm 0.686 0.105 0.521 0.686 0.592 0.901 waist Weighted Avg. 0.535 0.078 0.583 0.535 0.514 0.86 === Confusion Matrix === a b c d e f g <-- classified as 117 13 140 42 58 25 74 | a = chest 4 116 184 7 4 73 79 | b = forearm 0 12 437 0 0 8 14 | c = head 41 0 5 373 10 33 6 | d = shin 24 8 46 19 263 20 88 | e = thigh 19 21 230 17 20 127 34 | f = upperarm 1 3 113 27 3 0 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1675 51.0826 % Incorrectly Classified Instances 1604 48.9174 % Kappa statistic 0.4292 Mean absolute error 0.1423 Root mean squared error 0.3455 Relative absolute error 58.1171 % Root relative squared error 98.743 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.228 0.029 0.566 0.228 0.325 0.826 chest 0.212 0.022 0.619 0.212 0.316 0.771 forearm 0.915 0.274 0.359 0.915 0.516 0.922 head 0.776 0.043 0.748 0.776 0.762 0.953 shin 0.538 0.037 0.71 0.538 0.612 0.912 thigh 0.246 0.064 0.39 0.246 0.301 0.681 upperarm 0.658 0.102 0.518 0.658 0.579 0.902 waist Weighted Avg. 0.511 0.082 0.558 0.511 0.487 0.853 === Confusion Matrix === a b c d e f g <-- classified as 107 7 136 48 67 33 71 | a = chest 4 99 193 12 4 78 77 | b = forearm 1 17 431 1 0 9 12 | c = head 29 1 11 363 20 37 7 | d = shin 30 10 48 17 252 21 90 | e = thigh 15 22 251 24 11 115 30 | f = upperarm 3 4 130 20 1 2 308 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1689 51.4939 % Incorrectly Classified Instances 1591 48.5061 % Kappa statistic 0.4339 Mean absolute error 0.1417 Root mean squared error 0.3445 Relative absolute error 57.8714 % Root relative squared error 98.4457 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.239 0.031 0.563 0.239 0.336 0.817 chest 0.197 0.022 0.597 0.197 0.297 0.768 forearm 0.934 0.269 0.369 0.934 0.529 0.93 head 0.756 0.043 0.744 0.756 0.75 0.955 shin 0.516 0.039 0.689 0.516 0.59 0.904 thigh 0.244 0.06 0.401 0.244 0.303 0.687 upperarm 0.712 0.102 0.539 0.712 0.613 0.911 waist Weighted Avg. 0.515 0.081 0.557 0.515 0.489 0.853 === Confusion Matrix === a b c d e f g <-- classified as 112 9 136 44 65 24 78 | a = chest 2 92 209 14 2 74 73 | b = forearm 3 13 441 0 1 5 9 | c = head 39 6 8 354 16 42 3 | d = shin 26 8 49 31 242 25 88 | e = thigh 16 22 249 11 21 114 35 | f = upperarm 1 4 104 22 4 0 334 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1702 51.8902 % Incorrectly Classified Instances 1578 48.1098 % Kappa statistic 0.4386 Mean absolute error 0.1424 Root mean squared error 0.344 Relative absolute error 58.1667 % Root relative squared error 98.3068 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.267 0.034 0.568 0.267 0.363 0.813 chest 0.236 0.022 0.643 0.236 0.345 0.765 forearm 0.945 0.271 0.369 0.945 0.531 0.926 head 0.75 0.039 0.763 0.75 0.756 0.96 shin 0.525 0.028 0.759 0.525 0.62 0.916 thigh 0.237 0.059 0.399 0.237 0.298 0.686 upperarm 0.67 0.109 0.506 0.67 0.576 0.9 waist Weighted Avg. 0.519 0.08 0.572 0.519 0.499 0.853 === Confusion Matrix === a b c d e f g <-- classified as 125 8 138 44 46 22 85 | a = chest 4 110 197 3 1 67 85 | b = forearm 3 7 445 1 1 6 8 | c = head 45 8 6 351 14 41 3 | d = shin 24 9 42 20 246 29 99 | e = thigh 16 24 259 16 15 111 27 | f = upperarm 3 5 119 25 1 2 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1729 52.7134 % Incorrectly Classified Instances 1551 47.2866 % Kappa statistic 0.4482 Mean absolute error 0.1387 Root mean squared error 0.3384 Relative absolute error 56.648 % Root relative squared error 96.7177 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.277 0.032 0.591 0.277 0.377 0.833 chest 0.253 0.018 0.702 0.253 0.372 0.775 forearm 0.932 0.261 0.374 0.932 0.534 0.924 head 0.735 0.039 0.758 0.735 0.746 0.955 shin 0.553 0.033 0.738 0.553 0.632 0.923 thigh 0.306 0.065 0.439 0.306 0.36 0.718 upperarm 0.631 0.104 0.503 0.631 0.56 0.893 waist Weighted Avg. 0.527 0.079 0.586 0.527 0.512 0.86 === Confusion Matrix === a b c d e f g <-- classified as 130 8 127 42 59 21 82 | a = chest 2 118 192 8 2 77 68 | b = forearm 1 11 439 0 0 10 10 | c = head 41 4 6 344 16 47 10 | d = shin 24 4 45 26 259 26 84 | e = thigh 19 23 220 14 11 143 38 | f = upperarm 3 0 144 20 4 2 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1758 53.5976 % Incorrectly Classified Instances 1522 46.4024 % Kappa statistic 0.4585 Mean absolute error 0.1367 Root mean squared error 0.3373 Relative absolute error 55.8172 % Root relative squared error 96.3921 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.239 0.032 0.552 0.239 0.333 0.822 chest 0.257 0.022 0.659 0.257 0.37 0.786 forearm 0.926 0.252 0.381 0.926 0.54 0.923 head 0.763 0.044 0.744 0.763 0.754 0.961 shin 0.551 0.026 0.777 0.551 0.645 0.924 thigh 0.288 0.057 0.458 0.288 0.354 0.722 upperarm 0.724 0.108 0.528 0.724 0.611 0.918 waist Weighted Avg. 0.536 0.078 0.585 0.536 0.515 0.865 === Confusion Matrix === a b c d e f g <-- classified as 112 11 145 44 50 26 81 | a = chest 2 120 185 12 2 62 84 | b = forearm 0 14 436 1 1 5 14 | c = head 39 2 3 358 14 46 7 | d = shin 28 6 45 22 258 21 88 | e = thigh 20 27 236 15 6 135 29 | f = upperarm 2 2 95 29 1 0 339 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1672 50.9756 % Incorrectly Classified Instances 1608 49.0244 % Kappa statistic 0.4279 Mean absolute error 0.1434 Root mean squared error 0.3467 Relative absolute error 58.5443 % Root relative squared error 99.0688 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.232 0.032 0.548 0.232 0.326 0.818 chest 0.244 0.021 0.659 0.244 0.356 0.762 forearm 0.907 0.275 0.356 0.907 0.511 0.915 head 0.774 0.052 0.715 0.774 0.743 0.962 shin 0.513 0.029 0.745 0.513 0.608 0.915 thigh 0.241 0.063 0.39 0.241 0.298 0.693 upperarm 0.654 0.101 0.52 0.654 0.579 0.899 waist Weighted Avg. 0.51 0.082 0.562 0.51 0.489 0.852 === Confusion Matrix === a b c d e f g <-- classified as 109 9 142 55 44 37 73 | a = chest 4 114 203 11 2 56 77 | b = forearm 1 11 427 0 1 11 20 | c = head 40 3 5 363 15 37 6 | d = shin 26 7 53 23 240 36 83 | e = thigh 16 24 251 22 18 113 24 | f = upperarm 3 5 118 34 2 0 306 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1724 52.561 % Incorrectly Classified Instances 1556 47.439 % Kappa statistic 0.4464 Mean absolute error 0.1393 Root mean squared error 0.3394 Relative absolute error 56.8912 % Root relative squared error 97.0036 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.224 0.035 0.52 0.224 0.313 0.824 chest 0.276 0.02 0.694 0.276 0.395 0.787 forearm 0.934 0.265 0.371 0.934 0.531 0.931 head 0.757 0.046 0.732 0.757 0.744 0.954 shin 0.566 0.033 0.742 0.566 0.642 0.923 thigh 0.239 0.055 0.421 0.239 0.305 0.703 upperarm 0.679 0.1 0.531 0.679 0.596 0.905 waist Weighted Avg. 0.526 0.079 0.573 0.526 0.504 0.861 === Confusion Matrix === a b c d e f g <-- classified as 105 11 138 45 58 31 81 | a = chest 3 129 187 8 0 54 86 | b = forearm 1 10 440 1 0 7 12 | c = head 43 2 9 355 17 37 6 | d = shin 33 7 45 23 265 25 70 | e = thigh 14 24 250 27 15 112 26 | f = upperarm 3 3 116 26 2 0 318 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1697 51.7536 % Incorrectly Classified Instances 1582 48.2464 % Kappa statistic 0.437 Mean absolute error 0.1403 Root mean squared error 0.3422 Relative absolute error 57.3056 % Root relative squared error 97.7836 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.239 0.037 0.516 0.239 0.327 0.809 chest 0.227 0.019 0.663 0.227 0.338 0.785 forearm 0.943 0.256 0.382 0.943 0.544 0.933 head 0.767 0.048 0.727 0.767 0.746 0.956 shin 0.53 0.035 0.719 0.53 0.61 0.917 thigh 0.226 0.062 0.377 0.226 0.283 0.695 upperarm 0.688 0.106 0.519 0.688 0.592 0.907 waist Weighted Avg. 0.518 0.081 0.557 0.518 0.491 0.858 === Confusion Matrix === a b c d e f g <-- classified as 112 12 137 61 60 18 69 | a = chest 5 106 189 10 1 88 68 | b = forearm 1 10 444 0 1 5 10 | c = head 37 2 6 359 14 42 8 | d = shin 34 6 39 20 248 22 99 | e = thigh 26 21 237 16 18 106 44 | f = upperarm 2 3 110 28 3 0 322 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1714 52.272 % Incorrectly Classified Instances 1565 47.728 % Kappa statistic 0.443 Mean absolute error 0.1401 Root mean squared error 0.3402 Relative absolute error 57.2137 % Root relative squared error 97.2179 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.232 0.034 0.532 0.232 0.323 0.817 chest 0.24 0.023 0.629 0.24 0.347 0.778 forearm 0.919 0.252 0.379 0.919 0.537 0.925 head 0.778 0.042 0.755 0.778 0.766 0.963 shin 0.512 0.043 0.663 0.512 0.578 0.901 thigh 0.278 0.056 0.451 0.278 0.344 0.707 upperarm 0.697 0.106 0.523 0.697 0.598 0.904 waist Weighted Avg. 0.523 0.08 0.562 0.523 0.499 0.856 === Confusion Matrix === a b c d e f g <-- classified as 109 6 122 47 72 27 86 | a = chest 5 112 197 10 1 71 71 | b = forearm 0 21 433 0 2 5 10 | c = head 40 2 6 364 21 28 7 | d = shin 30 7 55 18 240 27 92 | e = thigh 20 29 226 11 20 130 31 | f = upperarm 1 1 102 32 6 0 326 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1716 52.333 % Incorrectly Classified Instances 1563 47.667 % Kappa statistic 0.4438 Mean absolute error 0.1393 Root mean squared error 0.3401 Relative absolute error 56.8869 % Root relative squared error 97.1934 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.215 0.035 0.505 0.215 0.302 0.819 chest 0.223 0.018 0.667 0.223 0.334 0.781 forearm 0.949 0.255 0.384 0.949 0.547 0.941 head 0.78 0.041 0.759 0.78 0.769 0.963 shin 0.529 0.031 0.738 0.529 0.616 0.915 thigh 0.244 0.06 0.401 0.244 0.304 0.701 upperarm 0.72 0.114 0.512 0.72 0.599 0.913 waist Weighted Avg. 0.523 0.08 0.566 0.523 0.496 0.862 === Confusion Matrix === a b c d e f g <-- classified as 101 10 142 48 53 32 83 | a = chest 4 104 185 7 3 65 99 | b = forearm 2 7 447 0 0 5 10 | c = head 34 5 4 365 11 41 8 | d = shin 29 8 54 18 248 26 86 | e = thigh 27 18 237 15 21 114 35 | f = upperarm 3 4 95 28 0 1 337 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1721 52.4855 % Incorrectly Classified Instances 1558 47.5145 % Kappa statistic 0.4455 Mean absolute error 0.1405 Root mean squared error 0.3405 Relative absolute error 57.3606 % Root relative squared error 97.3161 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.267 0.033 0.573 0.267 0.364 0.813 chest 0.21 0.024 0.59 0.21 0.31 0.766 forearm 0.93 0.254 0.381 0.93 0.54 0.925 head 0.767 0.039 0.765 0.767 0.766 0.964 shin 0.559 0.035 0.728 0.559 0.632 0.92 thigh 0.246 0.061 0.401 0.246 0.305 0.7 upperarm 0.69 0.108 0.516 0.69 0.59 0.904 waist Weighted Avg. 0.525 0.079 0.565 0.525 0.501 0.856 === Confusion Matrix === a b c d e f g <-- classified as 125 11 125 40 57 25 85 | a = chest 2 98 199 7 3 78 80 | b = forearm 0 12 439 0 0 6 15 | c = head 38 3 3 359 17 39 9 | d = shin 31 14 45 22 262 22 73 | e = thigh 17 25 238 11 20 115 41 | f = upperarm 5 3 104 30 1 2 323 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1727 52.6524 % Incorrectly Classified Instances 1553 47.3476 % Kappa statistic 0.4475 Mean absolute error 0.1402 Root mean squared error 0.3415 Relative absolute error 57.2378 % Root relative squared error 97.5869 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.26 0.035 0.552 0.26 0.354 0.819 chest 0.233 0.023 0.623 0.233 0.34 0.775 forearm 0.93 0.267 0.369 0.93 0.528 0.924 head 0.791 0.045 0.746 0.791 0.768 0.962 shin 0.562 0.028 0.767 0.562 0.649 0.925 thigh 0.231 0.058 0.4 0.231 0.293 0.69 upperarm 0.676 0.096 0.539 0.676 0.6 0.898 waist Weighted Avg. 0.527 0.079 0.571 0.527 0.504 0.856 === Confusion Matrix === a b c d e f g <-- classified as 122 7 159 39 45 32 65 | a = chest 2 109 197 8 3 75 73 | b = forearm 1 13 438 1 3 5 10 | c = head 48 5 5 370 10 26 4 | d = shin 29 7 42 20 263 23 84 | e = thigh 15 27 244 25 14 108 35 | f = upperarm 4 7 102 33 5 1 317 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1721 52.4695 % Incorrectly Classified Instances 1559 47.5305 % Kappa statistic 0.4453 Mean absolute error 0.1397 Root mean squared error 0.3415 Relative absolute error 57.0553 % Root relative squared error 97.5889 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.264 0.032 0.577 0.264 0.363 0.823 chest 0.223 0.016 0.693 0.223 0.338 0.779 forearm 0.964 0.268 0.376 0.964 0.541 0.934 head 0.744 0.041 0.75 0.744 0.747 0.956 shin 0.507 0.031 0.732 0.507 0.599 0.9 thigh 0.28 0.062 0.43 0.28 0.339 0.707 upperarm 0.687 0.104 0.524 0.687 0.595 0.906 waist Weighted Avg. 0.525 0.079 0.583 0.525 0.503 0.858 === Confusion Matrix === a b c d e f g <-- classified as 124 12 130 48 55 27 73 | a = chest 1 104 204 2 1 71 83 | b = forearm 1 4 454 0 1 5 6 | c = head 43 3 8 348 14 46 6 | d = shin 23 7 60 26 238 25 90 | e = thigh 20 19 239 11 14 131 34 | f = upperarm 3 1 112 29 2 0 322 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1718 52.378 % Incorrectly Classified Instances 1562 47.622 % Kappa statistic 0.4443 Mean absolute error 0.14 Root mean squared error 0.3405 Relative absolute error 57.1808 % Root relative squared error 97.3185 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.192 0.033 0.489 0.192 0.276 0.824 chest 0.221 0.018 0.669 0.221 0.332 0.757 forearm 0.943 0.258 0.38 0.943 0.541 0.933 head 0.788 0.042 0.759 0.788 0.774 0.964 shin 0.544 0.032 0.741 0.544 0.627 0.924 thigh 0.291 0.06 0.444 0.291 0.351 0.729 upperarm 0.686 0.112 0.504 0.686 0.581 0.903 waist Weighted Avg. 0.524 0.08 0.569 0.524 0.498 0.862 === Confusion Matrix === a b c d e f g <-- classified as 90 10 134 54 64 32 85 | a = chest 4 103 197 5 1 66 91 | b = forearm 1 9 444 0 0 10 7 | c = head 35 5 7 369 9 37 6 | d = shin 28 4 39 25 255 24 94 | e = thigh 21 21 234 10 13 136 33 | f = upperarm 5 2 114 23 2 1 321 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1710 52.1341 % Incorrectly Classified Instances 1570 47.8659 % Kappa statistic 0.4414 Mean absolute error 0.1403 Root mean squared error 0.3413 Relative absolute error 57.2746 % Root relative squared error 97.5402 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.241 0.039 0.507 0.241 0.327 0.813 chest 0.263 0.022 0.665 0.263 0.377 0.779 forearm 0.928 0.26 0.375 0.928 0.534 0.93 head 0.746 0.042 0.747 0.746 0.747 0.956 shin 0.533 0.038 0.698 0.533 0.605 0.901 thigh 0.218 0.054 0.4 0.218 0.282 0.696 upperarm 0.718 0.103 0.537 0.718 0.614 0.91 waist Weighted Avg. 0.521 0.08 0.561 0.521 0.498 0.855 === Confusion Matrix === a b c d e f g <-- classified as 113 7 136 41 61 22 89 | a = chest 3 123 189 15 3 69 65 | b = forearm 3 14 437 0 3 3 11 | c = head 49 5 4 349 19 33 9 | d = shin 28 10 58 14 250 25 84 | e = thigh 22 23 249 18 22 102 32 | f = upperarm 5 3 93 30 0 1 336 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1686 51.4024 % Incorrectly Classified Instances 1594 48.5976 % Kappa statistic 0.4328 Mean absolute error 0.1423 Root mean squared error 0.3438 Relative absolute error 58.1125 % Root relative squared error 98.2468 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.252 0.038 0.524 0.252 0.341 0.814 chest 0.229 0.025 0.605 0.229 0.332 0.769 forearm 0.924 0.259 0.375 0.924 0.533 0.921 head 0.746 0.047 0.727 0.746 0.736 0.957 shin 0.546 0.033 0.736 0.546 0.627 0.921 thigh 0.254 0.06 0.412 0.254 0.314 0.694 upperarm 0.643 0.106 0.503 0.643 0.565 0.897 waist Weighted Avg. 0.514 0.081 0.554 0.514 0.493 0.853 === Confusion Matrix === a b c d e f g <-- classified as 118 14 129 49 54 20 84 | a = chest 4 107 197 13 1 71 74 | b = forearm 1 11 436 0 1 5 18 | c = head 39 6 5 349 16 44 9 | d = shin 33 8 37 23 256 29 83 | e = thigh 27 29 230 19 15 119 29 | f = upperarm 3 2 129 27 5 1 301 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1716 52.3171 % Incorrectly Classified Instances 1564 47.6829 % Kappa statistic 0.4435 Mean absolute error 0.1394 Root mean squared error 0.3408 Relative absolute error 56.9245 % Root relative squared error 97.3803 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.229 0.03 0.557 0.229 0.324 0.823 chest 0.223 0.02 0.65 0.223 0.332 0.787 forearm 0.941 0.259 0.379 0.941 0.541 0.938 head 0.786 0.043 0.751 0.786 0.768 0.964 shin 0.527 0.034 0.722 0.527 0.609 0.917 thigh 0.256 0.07 0.38 0.256 0.306 0.698 upperarm 0.697 0.101 0.534 0.697 0.605 0.913 waist Weighted Avg. 0.523 0.08 0.568 0.523 0.498 0.863 === Confusion Matrix === a b c d e f g <-- classified as 107 8 138 52 56 28 79 | a = chest 3 104 181 12 3 89 75 | b = forearm 1 10 444 0 0 4 13 | c = head 31 2 0 368 13 47 7 | d = shin 29 7 54 23 247 28 81 | e = thigh 18 27 241 11 22 120 29 | f = upperarm 3 2 112 24 1 0 326 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1734 52.882 % Incorrectly Classified Instances 1545 47.118 % Kappa statistic 0.4501 Mean absolute error 0.1386 Root mean squared error 0.3393 Relative absolute error 56.5963 % Root relative squared error 96.9694 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.274 0.034 0.574 0.274 0.37 0.813 chest 0.255 0.018 0.704 0.255 0.374 0.762 forearm 0.93 0.271 0.365 0.93 0.524 0.925 head 0.759 0.038 0.767 0.759 0.763 0.957 shin 0.519 0.03 0.741 0.519 0.611 0.914 thigh 0.248 0.049 0.455 0.248 0.321 0.693 upperarm 0.714 0.109 0.522 0.714 0.603 0.913 waist Weighted Avg. 0.529 0.079 0.59 0.529 0.51 0.854 === Confusion Matrix === a b c d e f g <-- classified as 128 8 141 44 43 16 88 | a = chest 2 119 217 5 2 49 73 | b = forearm 1 9 438 2 0 9 12 | c = head 40 4 8 356 20 32 9 | d = shin 28 7 53 27 243 31 79 | e = thigh 23 17 243 8 16 116 45 | f = upperarm 1 5 100 22 4 2 334 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1710 52.15 % Incorrectly Classified Instances 1569 47.85 % Kappa statistic 0.4416 Mean absolute error 0.1406 Root mean squared error 0.3405 Relative absolute error 57.4248 % Root relative squared error 97.3143 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.262 0.034 0.564 0.262 0.358 0.819 chest 0.244 0.023 0.633 0.244 0.352 0.789 forearm 0.909 0.252 0.377 0.909 0.533 0.925 head 0.731 0.047 0.722 0.731 0.727 0.951 shin 0.547 0.039 0.699 0.547 0.614 0.918 thigh 0.257 0.063 0.405 0.257 0.315 0.705 upperarm 0.697 0.1 0.536 0.697 0.606 0.905 waist Weighted Avg. 0.522 0.08 0.562 0.522 0.501 0.859 === Confusion Matrix === a b c d e f g <-- classified as 123 8 126 47 64 26 75 | a = chest 2 114 190 3 3 67 88 | b = forearm 3 16 428 0 1 13 10 | c = head 41 2 7 343 22 47 7 | d = shin 27 9 45 33 256 22 76 | e = thigh 21 29 234 18 19 120 26 | f = upperarm 1 2 106 31 1 1 326 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1669 50.8997 % Incorrectly Classified Instances 1610 49.1003 % Kappa statistic 0.427 Mean absolute error 0.1425 Root mean squared error 0.3441 Relative absolute error 58.1923 % Root relative squared error 98.3333 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.245 0.028 0.596 0.245 0.347 0.83 chest 0.199 0.019 0.633 0.199 0.303 0.768 forearm 0.902 0.262 0.366 0.902 0.521 0.915 head 0.778 0.044 0.746 0.778 0.762 0.964 shin 0.526 0.034 0.719 0.526 0.607 0.921 thigh 0.246 0.065 0.385 0.246 0.3 0.695 upperarm 0.662 0.12 0.479 0.662 0.556 0.899 waist Weighted Avg. 0.509 0.082 0.56 0.509 0.485 0.856 === Confusion Matrix === a b c d e f g <-- classified as 115 7 127 49 58 25 88 | a = chest 1 93 195 9 3 75 91 | b = forearm 0 16 425 0 3 11 16 | c = head 31 1 4 365 12 50 6 | d = shin 27 12 42 22 246 23 96 | e = thigh 17 14 241 23 17 115 40 | f = upperarm 2 4 128 21 3 0 310 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1702 51.9061 % Incorrectly Classified Instances 1577 48.0939 % Kappa statistic 0.4388 Mean absolute error 0.1402 Root mean squared error 0.3414 Relative absolute error 57.2319 % Root relative squared error 97.572 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.235 0.04 0.498 0.235 0.319 0.805 chest 0.257 0.021 0.667 0.257 0.371 0.784 forearm 0.941 0.256 0.381 0.941 0.542 0.93 head 0.748 0.048 0.722 0.748 0.735 0.96 shin 0.515 0.032 0.73 0.515 0.604 0.919 thigh 0.255 0.058 0.422 0.255 0.318 0.705 upperarm 0.68 0.106 0.516 0.68 0.587 0.901 waist Weighted Avg. 0.519 0.08 0.562 0.519 0.497 0.858 === Confusion Matrix === a b c d e f g <-- classified as 110 12 138 53 51 31 74 | a = chest 8 120 181 14 0 64 80 | b = forearm 1 13 443 0 1 3 10 | c = head 44 3 6 350 21 40 4 | d = shin 40 6 43 13 241 24 101 | e = thigh 16 23 246 18 15 119 30 | f = upperarm 2 3 106 37 1 1 319 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1709 52.1037 % Incorrectly Classified Instances 1571 47.8963 % Kappa statistic 0.4411 Mean absolute error 0.1397 Root mean squared error 0.3404 Relative absolute error 57.0479 % Root relative squared error 97.268 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.277 0.034 0.575 0.277 0.374 0.833 chest 0.225 0.022 0.625 0.225 0.331 0.774 forearm 0.926 0.261 0.373 0.926 0.532 0.93 head 0.763 0.044 0.741 0.763 0.752 0.965 shin 0.504 0.033 0.72 0.504 0.593 0.913 thigh 0.256 0.059 0.421 0.256 0.319 0.697 upperarm 0.692 0.106 0.521 0.692 0.594 0.911 waist Weighted Avg. 0.521 0.08 0.568 0.521 0.499 0.86 === Confusion Matrix === a b c d e f g <-- classified as 130 9 128 48 47 32 75 | a = chest 1 105 201 8 1 70 81 | b = forearm 0 15 436 1 2 7 10 | c = head 44 3 4 358 22 33 5 | d = shin 33 7 50 24 236 21 97 | e = thigh 15 23 250 12 18 120 30 | f = upperarm 3 6 99 32 2 2 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1658 50.5488 % Incorrectly Classified Instances 1622 49.4512 % Kappa statistic 0.4229 Mean absolute error 0.1445 Root mean squared error 0.3464 Relative absolute error 59.0112 % Root relative squared error 99.0005 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.035 0.538 0.243 0.335 0.836 chest 0.225 0.02 0.648 0.225 0.334 0.758 forearm 0.9 0.261 0.366 0.9 0.521 0.917 head 0.763 0.049 0.72 0.763 0.741 0.96 shin 0.502 0.037 0.693 0.502 0.582 0.905 thigh 0.271 0.058 0.439 0.271 0.336 0.714 upperarm 0.63 0.117 0.473 0.63 0.54 0.89 waist Weighted Avg. 0.505 0.083 0.554 0.505 0.484 0.855 === Confusion Matrix === a b c d e f g <-- classified as 114 9 131 39 58 23 95 | a = chest 5 105 195 10 2 64 86 | b = forearm 1 17 424 1 2 8 18 | c = head 38 2 4 358 20 45 2 | d = shin 29 7 49 28 235 19 101 | e = thigh 20 20 234 23 17 127 27 | f = upperarm 5 2 120 38 5 3 295 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1718 52.378 % Incorrectly Classified Instances 1562 47.622 % Kappa statistic 0.4443 Mean absolute error 0.1396 Root mean squared error 0.3405 Relative absolute error 57.0221 % Root relative squared error 97.3115 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.22 0.036 0.505 0.22 0.306 0.81 chest 0.229 0.018 0.677 0.229 0.342 0.784 forearm 0.958 0.261 0.381 0.958 0.545 0.94 head 0.759 0.048 0.725 0.759 0.742 0.958 shin 0.568 0.036 0.727 0.568 0.638 0.914 thigh 0.231 0.062 0.384 0.231 0.288 0.703 upperarm 0.699 0.096 0.549 0.699 0.615 0.911 waist Weighted Avg. 0.524 0.08 0.564 0.524 0.497 0.86 === Confusion Matrix === a b c d e f g <-- classified as 103 10 130 49 63 22 92 | a = chest 0 107 200 10 4 77 69 | b = forearm 2 3 451 2 0 4 9 | c = head 44 3 6 356 14 41 5 | d = shin 30 7 44 26 266 28 67 | e = thigh 21 26 255 13 18 108 27 | f = upperarm 4 2 98 35 1 1 327 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1665 50.7622 % Incorrectly Classified Instances 1615 49.2378 % Kappa statistic 0.4254 Mean absolute error 0.1436 Root mean squared error 0.3468 Relative absolute error 58.6427 % Root relative squared error 99.0958 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.209 0.038 0.478 0.209 0.291 0.801 chest 0.206 0.025 0.575 0.206 0.303 0.773 forearm 0.919 0.275 0.359 0.919 0.516 0.924 head 0.748 0.043 0.742 0.748 0.745 0.957 shin 0.559 0.031 0.751 0.559 0.641 0.93 thigh 0.229 0.063 0.378 0.229 0.285 0.692 upperarm 0.682 0.099 0.533 0.682 0.598 0.905 waist Weighted Avg. 0.508 0.082 0.545 0.508 0.483 0.855 === Confusion Matrix === a b c d e f g <-- classified as 98 14 156 56 61 23 61 | a = chest 5 96 195 7 1 74 89 | b = forearm 3 14 433 0 0 7 14 | c = head 41 6 6 350 10 48 7 | d = shin 28 8 39 29 262 24 79 | e = thigh 29 27 253 12 11 107 29 | f = upperarm 1 2 124 18 4 0 319 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1724 52.561 % Incorrectly Classified Instances 1556 47.439 % Kappa statistic 0.4464 Mean absolute error 0.1395 Root mean squared error 0.339 Relative absolute error 56.9489 % Root relative squared error 96.8677 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.249 0.035 0.544 0.249 0.342 0.821 chest 0.248 0.019 0.682 0.248 0.364 0.77 forearm 0.943 0.256 0.381 0.943 0.543 0.923 head 0.756 0.04 0.758 0.756 0.757 0.96 shin 0.542 0.032 0.741 0.542 0.626 0.918 thigh 0.231 0.065 0.372 0.231 0.285 0.685 upperarm 0.707 0.107 0.525 0.707 0.602 0.91 waist Weighted Avg. 0.526 0.079 0.572 0.526 0.503 0.855 === Confusion Matrix === a b c d e f g <-- classified as 117 7 125 43 56 34 87 | a = chest 5 116 195 6 1 65 79 | b = forearm 1 12 444 0 1 5 8 | c = head 42 2 6 354 11 45 8 | d = shin 24 10 45 21 254 33 82 | e = thigh 22 22 245 17 18 108 36 | f = upperarm 4 1 104 26 2 0 331 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1748 53.2927 % Incorrectly Classified Instances 1532 46.7073 % Kappa statistic 0.455 Mean absolute error 0.1375 Root mean squared error 0.3379 Relative absolute error 56.1467 % Root relative squared error 96.5596 % Total Number of Instances 3280 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.23 0.033 0.537 0.23 0.322 0.811 chest 0.291 0.018 0.727 0.291 0.416 0.781 forearm 0.949 0.253 0.386 0.949 0.548 0.934 head 0.769 0.041 0.758 0.769 0.764 0.963 shin 0.548 0.038 0.704 0.548 0.616 0.913 thigh 0.269 0.054 0.455 0.269 0.338 0.728 upperarm 0.671 0.107 0.51 0.671 0.579 0.898 waist Weighted Avg. 0.533 0.078 0.582 0.533 0.512 0.861 === Confusion Matrix === a b c d e f g <-- classified as 108 7 144 42 59 26 83 | a = chest 4 136 180 7 3 62 75 | b = forearm 1 10 447 0 1 5 7 | c = head 40 2 7 360 20 32 7 | d = shin 25 8 48 20 257 25 86 | e = thigh 20 23 210 21 24 126 44 | f = upperarm 3 1 123 25 1 1 314 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1737 52.9735 % Incorrectly Classified Instances 1542 47.0265 % Kappa statistic 0.4512 Mean absolute error 0.1384 Root mean squared error 0.3384 Relative absolute error 56.5185 % Root relative squared error 96.7152 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.261 0.031 0.581 0.261 0.36 0.814 chest 0.238 0.025 0.61 0.238 0.342 0.777 forearm 0.947 0.252 0.387 0.947 0.549 0.937 head 0.778 0.049 0.725 0.778 0.751 0.957 shin 0.527 0.027 0.762 0.527 0.623 0.914 thigh 0.271 0.059 0.435 0.271 0.334 0.716 upperarm 0.684 0.105 0.519 0.684 0.59 0.906 waist Weighted Avg. 0.53 0.079 0.574 0.53 0.507 0.86 === Confusion Matrix === a b c d e f g <-- classified as 122 8 133 51 45 33 76 | a = chest 5 111 192 14 1 70 74 | b = forearm 1 10 446 1 1 5 7 | c = head 38 11 3 364 14 30 8 | d = shin 23 13 45 19 247 27 95 | e = thigh 19 24 229 20 13 127 36 | f = upperarm 2 5 105 33 3 0 320 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1702 51.9061 % Incorrectly Classified Instances 1577 48.0939 % Kappa statistic 0.4387 Mean absolute error 0.1411 Root mean squared error 0.3435 Relative absolute error 57.6184 % Root relative squared error 98.162 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.241 0.03 0.571 0.241 0.339 0.822 chest 0.227 0.025 0.599 0.227 0.33 0.772 forearm 0.928 0.254 0.38 0.928 0.539 0.933 head 0.746 0.044 0.738 0.746 0.742 0.956 shin 0.495 0.035 0.705 0.495 0.581 0.906 thigh 0.27 0.064 0.41 0.27 0.326 0.705 upperarm 0.721 0.109 0.526 0.721 0.608 0.905 waist Weighted Avg. 0.519 0.08 0.561 0.519 0.495 0.857 === Confusion Matrix === a b c d e f g <-- classified as 113 11 136 52 62 27 67 | a = chest 3 106 192 8 0 66 91 | b = forearm 1 12 438 0 0 6 15 | c = head 33 5 7 349 19 50 5 | d = shin 25 7 56 28 232 32 89 | e = thigh 20 31 225 13 14 126 38 | f = upperarm 3 5 98 23 2 0 338 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1743 53.1565 % Incorrectly Classified Instances 1536 46.8435 % Kappa statistic 0.4533 Mean absolute error 0.1381 Root mean squared error 0.3386 Relative absolute error 56.3709 % Root relative squared error 96.7716 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.254 0.033 0.564 0.254 0.351 0.817 chest 0.229 0.016 0.699 0.229 0.345 0.768 forearm 0.926 0.271 0.365 0.926 0.523 0.917 head 0.788 0.041 0.764 0.788 0.776 0.955 shin 0.568 0.033 0.739 0.568 0.643 0.924 thigh 0.259 0.054 0.442 0.259 0.327 0.696 upperarm 0.691 0.098 0.54 0.691 0.606 0.916 waist Weighted Avg. 0.532 0.078 0.587 0.532 0.51 0.856 === Confusion Matrix === a b c d e f g <-- classified as 119 10 133 51 56 21 78 | a = chest 2 107 209 5 2 69 73 | b = forearm 1 9 437 0 4 7 14 | c = head 34 1 9 369 14 34 7 | d = shin 36 7 44 19 266 22 74 | e = thigh 17 12 255 17 15 121 30 | f = upperarm 2 7 111 22 3 0 324 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1693 51.6316 % Incorrectly Classified Instances 1586 48.3684 % Kappa statistic 0.4355 Mean absolute error 0.142 Root mean squared error 0.3445 Relative absolute error 58.002 % Root relative squared error 98.4529 % Total Number of Instances 3279 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.267 0.031 0.587 0.267 0.367 0.822 chest 0.242 0.025 0.614 0.242 0.347 0.779 forearm 0.934 0.268 0.369 0.934 0.529 0.924 head 0.75 0.043 0.742 0.75 0.746 0.961 shin 0.511 0.027 0.756 0.511 0.61 0.917 thigh 0.24 0.064 0.385 0.24 0.296 0.676 upperarm 0.667 0.106 0.513 0.667 0.58 0.898 waist Weighted Avg. 0.516 0.081 0.566 0.516 0.496 0.854 === Confusion Matrix === a b c d e f g <-- classified as 125 14 134 45 43 23 85 | a = chest 0 113 188 13 4 77 72 | b = forearm 2 16 440 0 0 7 6 | c = head 37 4 4 351 17 46 9 | d = shin 34 6 47 22 239 24 96 | e = thigh 15 30 253 16 12 112 29 | f = upperarm 0 1 126 26 1 2 313 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 14 RUN: 0 FOLD: 0 Correctly Classified Instances 1689 56.7159 % Incorrectly Classified Instances 1289 43.2841 % Kappa statistic 0.495 Mean absolute error 0.1288 Root mean squared error 0.3216 Relative absolute error 52.5803 % Root relative squared error 91.9148 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.153 0.493 0.892 0.635 0.949 chest 0.259 0.038 0.529 0.259 0.348 0.825 forearm 0.708 0.146 0.447 0.708 0.548 0.888 head 0.753 0.036 0.775 0.753 0.764 0.947 shin 0.479 0.036 0.687 0.479 0.564 0.885 thigh 0.185 0.015 0.675 0.185 0.29 0.781 upperarm 0.695 0.08 0.591 0.695 0.639 0.901 waist Weighted Avg. 0.567 0.072 0.6 0.567 0.541 0.882 === Confusion Matrix === a b c d e f g <-- classified as 379 12 14 0 6 5 9 | a = chest 34 110 252 6 6 4 12 | b = forearm 40 67 301 9 2 2 4 | c = head 22 2 9 320 27 6 39 | d = shin 40 2 6 20 204 21 133 | e = thigh 220 9 73 6 32 79 8 | f = upperarm 34 6 18 52 20 0 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1716 57.6226 % Incorrectly Classified Instances 1262 42.3774 % Kappa statistic 0.5056 Mean absolute error 0.1254 Root mean squared error 0.3174 Relative absolute error 51.2198 % Root relative squared error 90.693 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.904 0.148 0.505 0.904 0.648 0.948 chest 0.269 0.034 0.567 0.269 0.365 0.836 forearm 0.692 0.155 0.428 0.692 0.529 0.887 head 0.805 0.029 0.82 0.805 0.812 0.966 shin 0.477 0.031 0.717 0.477 0.573 0.89 thigh 0.22 0.014 0.729 0.22 0.338 0.785 upperarm 0.668 0.083 0.571 0.668 0.616 0.909 waist Weighted Avg. 0.576 0.071 0.62 0.576 0.554 0.889 === Confusion Matrix === a b c d e f g <-- classified as 384 13 12 0 3 5 8 | a = chest 21 114 258 5 7 2 17 | b = forearm 53 63 295 7 2 2 4 | c = head 11 1 13 342 20 1 37 | d = shin 37 2 8 13 203 25 138 | e = thigh 210 5 70 5 34 94 9 | f = upperarm 45 3 34 45 14 0 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1739 58.3949 % Incorrectly Classified Instances 1239 41.6051 % Kappa statistic 0.5146 Mean absolute error 0.1233 Root mean squared error 0.3151 Relative absolute error 50.3522 % Root relative squared error 90.0561 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.904 0.148 0.504 0.904 0.647 0.95 chest 0.285 0.039 0.55 0.285 0.376 0.852 forearm 0.725 0.147 0.452 0.725 0.557 0.894 head 0.781 0.033 0.8 0.781 0.79 0.961 shin 0.467 0.031 0.716 0.467 0.565 0.875 thigh 0.214 0.011 0.758 0.214 0.333 0.798 upperarm 0.711 0.077 0.606 0.711 0.654 0.916 waist Weighted Avg. 0.584 0.069 0.627 0.584 0.561 0.892 === Confusion Matrix === a b c d e f g <-- classified as 384 13 12 2 5 3 6 | a = chest 19 121 247 7 9 3 18 | b = forearm 45 64 309 5 0 1 2 | c = head 10 7 12 332 26 8 30 | d = shin 51 2 6 21 199 13 134 | e = thigh 215 10 67 7 29 91 7 | f = upperarm 38 3 30 41 10 1 303 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1684 56.548 % Incorrectly Classified Instances 1294 43.452 % Kappa statistic 0.4931 Mean absolute error 0.128 Root mean squared error 0.321 Relative absolute error 52.2788 % Root relative squared error 91.7444 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.873 0.154 0.486 0.873 0.625 0.945 chest 0.231 0.034 0.533 0.231 0.322 0.828 forearm 0.702 0.146 0.445 0.702 0.545 0.892 head 0.826 0.036 0.791 0.826 0.808 0.962 shin 0.448 0.036 0.673 0.448 0.538 0.883 thigh 0.216 0.015 0.708 0.216 0.331 0.795 upperarm 0.662 0.086 0.563 0.662 0.608 0.896 waist Weighted Avg. 0.565 0.072 0.6 0.565 0.54 0.886 === Confusion Matrix === a b c d e f g <-- classified as 371 19 17 0 5 5 8 | a = chest 30 98 251 8 13 4 20 | b = forearm 55 57 299 10 1 2 2 | c = head 9 1 11 351 17 2 34 | d = shin 38 2 5 19 191 23 148 | e = thigh 223 6 58 4 36 92 7 | f = upperarm 37 1 31 52 21 2 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1721 57.7905 % Incorrectly Classified Instances 1257 42.2095 % Kappa statistic 0.5075 Mean absolute error 0.1247 Root mean squared error 0.3165 Relative absolute error 50.9351 % Root relative squared error 90.4354 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.163 0.477 0.889 0.621 0.942 chest 0.292 0.031 0.614 0.292 0.396 0.849 forearm 0.688 0.142 0.447 0.688 0.542 0.889 head 0.807 0.029 0.821 0.807 0.814 0.959 shin 0.486 0.036 0.69 0.486 0.57 0.889 thigh 0.188 0.011 0.734 0.188 0.299 0.781 upperarm 0.695 0.08 0.592 0.695 0.639 0.908 waist Weighted Avg. 0.578 0.07 0.625 0.578 0.554 0.888 === Confusion Matrix === a b c d e f g <-- classified as 378 11 12 3 5 6 10 | a = chest 30 124 242 4 7 2 15 | b = forearm 64 56 293 7 2 0 4 | c = head 14 1 7 343 21 3 36 | d = shin 45 2 11 12 207 17 132 | e = thigh 223 4 68 4 40 80 7 | f = upperarm 39 4 23 45 18 1 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1652 55.4921 % Incorrectly Classified Instances 1325 44.5079 % Kappa statistic 0.4808 Mean absolute error 0.1296 Root mean squared error 0.3225 Relative absolute error 52.935 % Root relative squared error 92.1752 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.146 0.5 0.882 0.638 0.947 chest 0.255 0.039 0.522 0.255 0.342 0.83 forearm 0.714 0.152 0.44 0.714 0.544 0.887 head 0.755 0.038 0.77 0.755 0.762 0.941 shin 0.43 0.04 0.642 0.43 0.515 0.871 thigh 0.19 0.018 0.638 0.19 0.293 0.792 upperarm 0.66 0.087 0.56 0.66 0.606 0.895 waist Weighted Avg. 0.555 0.074 0.582 0.555 0.529 0.88 === Confusion Matrix === a b c d e f g <-- classified as 374 17 18 0 5 4 6 | a = chest 31 108 241 11 10 4 19 | b = forearm 45 60 304 11 2 1 3 | c = head 19 4 9 321 22 9 41 | d = shin 42 0 8 21 183 27 145 | e = thigh 192 12 85 5 44 81 7 | f = upperarm 45 6 26 48 19 1 281 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1668 56.0296 % Incorrectly Classified Instances 1309 43.9704 % Kappa statistic 0.487 Mean absolute error 0.1296 Root mean squared error 0.3247 Relative absolute error 52.919 % Root relative squared error 92.7839 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.157 0.485 0.892 0.628 0.945 chest 0.217 0.04 0.477 0.217 0.298 0.814 forearm 0.721 0.154 0.439 0.721 0.546 0.882 head 0.733 0.03 0.802 0.733 0.766 0.952 shin 0.446 0.032 0.699 0.446 0.544 0.874 thigh 0.204 0.013 0.719 0.204 0.318 0.781 upperarm 0.711 0.087 0.577 0.711 0.637 0.911 waist Weighted Avg. 0.56 0.073 0.6 0.56 0.534 0.88 === Confusion Matrix === a b c d e f g <-- classified as 378 13 19 1 3 6 4 | a = chest 29 92 256 9 13 3 22 | b = forearm 39 65 307 11 0 0 4 | c = head 15 5 12 311 24 3 54 | d = shin 54 1 9 21 190 21 130 | e = thigh 229 13 67 4 19 87 8 | f = upperarm 35 4 29 31 23 1 303 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1685 56.6006 % Incorrectly Classified Instances 1292 43.3994 % Kappa statistic 0.4937 Mean absolute error 0.1286 Root mean squared error 0.3219 Relative absolute error 52.5174 % Root relative squared error 91.9815 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.903 0.16 0.484 0.903 0.63 0.948 chest 0.233 0.041 0.488 0.233 0.315 0.839 forearm 0.692 0.147 0.44 0.692 0.538 0.888 head 0.816 0.035 0.794 0.816 0.805 0.968 shin 0.438 0.029 0.713 0.438 0.542 0.882 thigh 0.197 0.01 0.764 0.197 0.313 0.757 upperarm 0.685 0.083 0.578 0.685 0.627 0.899 waist Weighted Avg. 0.566 0.072 0.609 0.566 0.538 0.883 === Confusion Matrix === a b c d e f g <-- classified as 383 13 12 2 6 4 4 | a = chest 37 99 258 4 8 3 16 | b = forearm 48 71 295 9 1 1 1 | c = head 9 4 4 346 27 1 33 | d = shin 47 4 6 18 186 17 147 | e = thigh 223 7 72 8 21 84 12 | f = upperarm 44 5 24 49 12 0 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1713 57.5411 % Incorrectly Classified Instances 1264 42.4589 % Kappa statistic 0.5047 Mean absolute error 0.1252 Root mean squared error 0.3175 Relative absolute error 51.1338 % Root relative squared error 90.7207 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.159 0.484 0.899 0.629 0.951 chest 0.252 0.028 0.601 0.252 0.355 0.827 forearm 0.751 0.14 0.472 0.751 0.579 0.9 head 0.757 0.032 0.797 0.757 0.776 0.96 shin 0.484 0.038 0.678 0.484 0.564 0.882 thigh 0.197 0.013 0.712 0.197 0.308 0.796 upperarm 0.692 0.084 0.578 0.692 0.63 0.917 waist Weighted Avg. 0.575 0.071 0.617 0.575 0.549 0.89 === Confusion Matrix === a b c d e f g <-- classified as 381 11 16 2 1 4 9 | a = chest 26 107 244 11 12 4 21 | b = forearm 54 44 319 5 1 2 0 | c = head 12 3 8 321 28 5 47 | d = shin 42 0 6 18 206 18 136 | e = thigh 236 5 58 5 37 84 2 | f = upperarm 37 8 25 41 19 1 295 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1698 57.0373 % Incorrectly Classified Instances 1279 42.9627 % Kappa statistic 0.4988 Mean absolute error 0.1271 Root mean squared error 0.3199 Relative absolute error 51.8994 % Root relative squared error 91.4101 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.922 0.144 0.516 0.922 0.662 0.954 chest 0.269 0.033 0.576 0.269 0.367 0.828 forearm 0.715 0.149 0.444 0.715 0.548 0.885 head 0.792 0.037 0.781 0.792 0.787 0.962 shin 0.474 0.045 0.635 0.474 0.543 0.877 thigh 0.159 0.019 0.586 0.159 0.25 0.75 upperarm 0.662 0.074 0.597 0.662 0.628 0.909 waist Weighted Avg. 0.57 0.072 0.591 0.57 0.541 0.881 === Confusion Matrix === a b c d e f g <-- classified as 392 8 12 1 5 4 3 | a = chest 26 114 245 9 10 7 13 | b = forearm 41 60 304 10 3 1 6 | c = head 5 3 10 336 29 7 34 | d = shin 40 1 12 17 202 25 129 | e = thigh 223 7 78 6 40 68 5 | f = upperarm 32 5 23 51 29 4 282 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1691 56.7831 % Incorrectly Classified Instances 1287 43.2169 % Kappa statistic 0.4958 Mean absolute error 0.1282 Root mean squared error 0.3217 Relative absolute error 52.3594 % Root relative squared error 91.9314 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.161 0.476 0.878 0.617 0.941 chest 0.238 0.028 0.584 0.238 0.338 0.813 forearm 0.728 0.159 0.433 0.728 0.543 0.889 head 0.783 0.034 0.792 0.783 0.788 0.952 shin 0.495 0.031 0.725 0.495 0.589 0.878 thigh 0.178 0.013 0.704 0.178 0.284 0.778 upperarm 0.676 0.078 0.591 0.676 0.631 0.915 waist Weighted Avg. 0.568 0.072 0.615 0.568 0.541 0.881 === Confusion Matrix === a b c d e f g <-- classified as 373 11 22 1 8 5 5 | a = chest 32 101 260 6 7 5 13 | b = forearm 51 50 310 10 1 1 3 | c = head 21 1 11 332 14 3 42 | d = shin 37 0 11 18 211 18 131 | e = thigh 228 8 70 5 35 76 5 | f = upperarm 42 2 32 47 15 0 288 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1734 58.227 % Incorrectly Classified Instances 1244 41.773 % Kappa statistic 0.5127 Mean absolute error 0.1239 Root mean squared error 0.3159 Relative absolute error 50.5884 % Root relative squared error 90.2692 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.92 0.158 0.491 0.92 0.64 0.958 chest 0.252 0.035 0.546 0.252 0.345 0.836 forearm 0.707 0.131 0.474 0.707 0.567 0.892 head 0.816 0.037 0.787 0.816 0.801 0.964 shin 0.491 0.037 0.688 0.491 0.573 0.886 thigh 0.204 0.012 0.737 0.204 0.319 0.777 upperarm 0.688 0.077 0.598 0.688 0.64 0.912 waist Weighted Avg. 0.582 0.07 0.617 0.582 0.555 0.889 === Confusion Matrix === a b c d e f g <-- classified as 390 6 14 0 4 4 6 | a = chest 40 107 235 10 12 2 18 | b = forearm 45 65 301 9 1 0 5 | c = head 7 5 5 347 23 6 32 | d = shin 43 1 5 21 209 18 129 | e = thigh 234 9 53 8 29 87 7 | f = upperarm 35 3 22 46 26 1 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1717 57.6561 % Incorrectly Classified Instances 1261 42.3439 % Kappa statistic 0.506 Mean absolute error 0.1256 Root mean squared error 0.3182 Relative absolute error 51.3008 % Root relative squared error 90.938 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.146 0.502 0.884 0.64 0.943 chest 0.243 0.042 0.493 0.243 0.325 0.83 forearm 0.7 0.158 0.426 0.7 0.529 0.88 head 0.786 0.024 0.848 0.786 0.816 0.959 shin 0.507 0.031 0.732 0.507 0.599 0.899 thigh 0.187 0.012 0.727 0.187 0.298 0.778 upperarm 0.73 0.083 0.595 0.73 0.655 0.917 waist Weighted Avg. 0.577 0.071 0.618 0.577 0.552 0.887 === Confusion Matrix === a b c d e f g <-- classified as 375 13 10 0 5 7 14 | a = chest 19 103 272 9 3 3 15 | b = forearm 44 77 298 2 4 0 1 | c = head 14 3 7 334 21 4 42 | d = shin 34 4 8 16 216 16 132 | e = thigh 221 6 76 3 33 80 8 | f = upperarm 40 3 29 30 13 0 311 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1676 56.2794 % Incorrectly Classified Instances 1302 43.7206 % Kappa statistic 0.49 Mean absolute error 0.129 Root mean squared error 0.3209 Relative absolute error 52.6698 % Root relative squared error 91.6924 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.15 0.491 0.87 0.628 0.941 chest 0.282 0.04 0.538 0.282 0.37 0.842 forearm 0.714 0.14 0.459 0.714 0.559 0.899 head 0.774 0.034 0.789 0.774 0.781 0.966 shin 0.427 0.037 0.659 0.427 0.519 0.86 thigh 0.188 0.016 0.667 0.188 0.293 0.778 upperarm 0.685 0.092 0.553 0.685 0.612 0.898 waist Weighted Avg. 0.563 0.073 0.594 0.563 0.537 0.883 === Confusion Matrix === a b c d e f g <-- classified as 369 18 19 2 3 2 11 | a = chest 31 120 234 6 11 7 16 | b = forearm 44 63 304 8 1 4 2 | c = head 7 5 8 329 25 5 46 | d = shin 48 1 8 15 182 18 154 | e = thigh 216 12 72 5 34 80 7 | f = upperarm 37 4 17 52 20 4 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1703 57.186 % Incorrectly Classified Instances 1275 42.814 % Kappa statistic 0.5005 Mean absolute error 0.1263 Root mean squared error 0.3188 Relative absolute error 51.5624 % Root relative squared error 91.0945 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.903 0.16 0.484 0.903 0.63 0.948 chest 0.256 0.032 0.571 0.256 0.354 0.835 forearm 0.709 0.147 0.447 0.709 0.548 0.898 head 0.809 0.032 0.809 0.809 0.809 0.965 shin 0.42 0.029 0.71 0.42 0.528 0.884 thigh 0.2 0.012 0.739 0.2 0.314 0.768 upperarm 0.707 0.089 0.571 0.707 0.632 0.904 waist Weighted Avg. 0.572 0.071 0.619 0.572 0.545 0.886 === Confusion Matrix === a b c d e f g <-- classified as 383 15 11 1 5 3 6 | a = chest 30 109 250 3 12 2 19 | b = forearm 52 56 302 11 0 1 4 | c = head 12 1 8 344 24 1 35 | d = shin 48 2 5 17 179 23 152 | e = thigh 223 3 79 7 19 85 10 | f = upperarm 44 5 21 42 13 0 301 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1694 56.9029 % Incorrectly Classified Instances 1283 43.0971 % Kappa statistic 0.4972 Mean absolute error 0.1266 Root mean squared error 0.3196 Relative absolute error 51.6793 % Root relative squared error 91.3392 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.906 0.147 0.507 0.906 0.65 0.955 chest 0.255 0.036 0.54 0.255 0.346 0.834 forearm 0.723 0.145 0.454 0.723 0.558 0.893 head 0.786 0.035 0.79 0.786 0.788 0.961 shin 0.452 0.036 0.674 0.452 0.541 0.889 thigh 0.2 0.016 0.669 0.2 0.307 0.799 upperarm 0.662 0.087 0.56 0.662 0.606 0.899 waist Weighted Avg. 0.569 0.072 0.599 0.569 0.542 0.89 === Confusion Matrix === a b c d e f g <-- classified as 385 13 15 1 3 3 5 | a = chest 25 108 247 13 12 1 18 | b = forearm 49 57 308 9 1 1 1 | c = head 11 2 9 334 18 5 46 | d = shin 35 1 6 15 192 30 146 | e = thigh 218 10 67 5 35 85 6 | f = upperarm 37 9 26 46 24 2 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1698 57.0373 % Incorrectly Classified Instances 1279 42.9627 % Kappa statistic 0.4988 Mean absolute error 0.1271 Root mean squared error 0.3214 Relative absolute error 51.8931 % Root relative squared error 91.851 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.16 0.483 0.899 0.628 0.945 chest 0.255 0.032 0.568 0.255 0.352 0.848 forearm 0.711 0.146 0.448 0.711 0.55 0.891 head 0.772 0.033 0.796 0.772 0.784 0.958 shin 0.458 0.033 0.699 0.458 0.553 0.883 thigh 0.207 0.013 0.733 0.207 0.322 0.779 upperarm 0.692 0.084 0.578 0.692 0.63 0.895 waist Weighted Avg. 0.57 0.072 0.615 0.57 0.546 0.885 === Confusion Matrix === a b c d e f g <-- classified as 382 12 14 3 5 4 5 | a = chest 27 108 244 4 14 1 26 | b = forearm 53 52 303 10 2 3 3 | c = head 11 4 9 328 24 2 47 | d = shin 51 4 8 21 195 20 127 | e = thigh 232 8 69 2 20 88 7 | f = upperarm 35 2 29 44 19 2 294 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1664 55.8952 % Incorrectly Classified Instances 1313 44.1048 % Kappa statistic 0.4855 Mean absolute error 0.1293 Root mean squared error 0.323 Relative absolute error 52.8018 % Root relative squared error 92.3171 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.908 0.156 0.492 0.908 0.639 0.952 chest 0.241 0.035 0.531 0.241 0.331 0.835 forearm 0.706 0.153 0.434 0.706 0.538 0.882 head 0.752 0.031 0.799 0.752 0.775 0.946 shin 0.465 0.044 0.639 0.465 0.538 0.881 thigh 0.19 0.013 0.717 0.19 0.3 0.791 upperarm 0.653 0.082 0.57 0.653 0.608 0.898 waist Weighted Avg. 0.559 0.073 0.598 0.559 0.533 0.883 === Confusion Matrix === a b c d e f g <-- classified as 386 12 13 1 2 8 3 | a = chest 23 102 260 9 10 3 17 | b = forearm 54 59 300 9 1 0 2 | c = head 23 4 9 319 30 3 36 | d = shin 42 2 7 16 198 17 144 | e = thigh 208 5 70 4 51 81 8 | f = upperarm 48 8 32 41 18 1 278 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1691 56.8021 % Incorrectly Classified Instances 1286 43.1979 % Kappa statistic 0.4961 Mean absolute error 0.1275 Root mean squared error 0.3199 Relative absolute error 52.063 % Root relative squared error 91.4186 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.146 0.504 0.892 0.644 0.95 chest 0.271 0.036 0.558 0.271 0.365 0.827 forearm 0.706 0.152 0.437 0.706 0.54 0.885 head 0.767 0.037 0.774 0.767 0.77 0.949 shin 0.469 0.038 0.671 0.469 0.552 0.882 thigh 0.208 0.018 0.659 0.208 0.317 0.788 upperarm 0.664 0.077 0.591 0.664 0.625 0.908 waist Weighted Avg. 0.568 0.072 0.599 0.568 0.545 0.884 === Confusion Matrix === a b c d e f g <-- classified as 379 17 16 0 3 5 5 | a = chest 17 115 258 11 6 6 11 | b = forearm 50 62 300 8 0 0 5 | c = head 11 1 15 325 29 8 35 | d = shin 44 1 11 13 200 25 132 | e = thigh 215 8 57 9 41 89 8 | f = upperarm 36 2 30 54 19 2 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1716 57.6419 % Incorrectly Classified Instances 1261 42.3581 % Kappa statistic 0.5059 Mean absolute error 0.1263 Root mean squared error 0.3179 Relative absolute error 51.5589 % Root relative squared error 90.8403 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.144 0.51 0.901 0.651 0.947 chest 0.283 0.036 0.563 0.283 0.377 0.829 forearm 0.706 0.15 0.44 0.706 0.542 0.882 head 0.774 0.036 0.783 0.774 0.778 0.957 shin 0.455 0.034 0.69 0.455 0.549 0.868 thigh 0.213 0.017 0.674 0.213 0.324 0.776 upperarm 0.704 0.077 0.605 0.704 0.651 0.916 waist Weighted Avg. 0.576 0.071 0.609 0.576 0.553 0.882 === Confusion Matrix === a b c d e f g <-- classified as 383 11 12 1 5 8 5 | a = chest 31 120 236 4 9 5 19 | b = forearm 47 62 300 10 2 0 4 | c = head 6 4 18 328 26 9 33 | d = shin 54 2 6 21 194 21 128 | e = thigh 199 9 84 6 31 91 7 | f = upperarm 31 5 26 49 14 1 300 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1692 56.8167 % Incorrectly Classified Instances 1286 43.1833 % Kappa statistic 0.4962 Mean absolute error 0.1283 Root mean squared error 0.3208 Relative absolute error 52.4086 % Root relative squared error 91.6789 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.903 0.168 0.472 0.903 0.62 0.943 chest 0.255 0.04 0.517 0.255 0.341 0.827 forearm 0.718 0.139 0.463 0.718 0.563 0.893 head 0.755 0.03 0.809 0.755 0.781 0.955 shin 0.467 0.037 0.677 0.467 0.553 0.886 thigh 0.178 0.015 0.673 0.178 0.281 0.767 upperarm 0.702 0.076 0.606 0.702 0.651 0.903 waist Weighted Avg. 0.568 0.072 0.602 0.568 0.541 0.882 === Confusion Matrix === a b c d e f g <-- classified as 383 15 15 0 4 3 4 | a = chest 37 108 243 5 12 4 15 | b = forearm 42 68 306 6 1 0 3 | c = head 17 5 10 321 29 3 40 | d = shin 46 4 5 21 199 26 125 | e = thigh 245 5 58 2 34 76 7 | f = upperarm 41 4 24 42 15 1 299 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1713 57.5218 % Incorrectly Classified Instances 1265 42.4782 % Kappa statistic 0.5044 Mean absolute error 0.1261 Root mean squared error 0.319 Relative absolute error 51.4839 % Root relative squared error 91.1487 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.148 0.502 0.896 0.644 0.95 chest 0.259 0.036 0.542 0.259 0.351 0.843 forearm 0.707 0.149 0.441 0.707 0.543 0.891 head 0.814 0.032 0.808 0.814 0.811 0.966 shin 0.455 0.035 0.683 0.455 0.546 0.871 thigh 0.206 0.015 0.693 0.206 0.318 0.791 upperarm 0.689 0.079 0.592 0.689 0.637 0.908 waist Weighted Avg. 0.575 0.071 0.609 0.575 0.55 0.889 === Confusion Matrix === a b c d e f g <-- classified as 381 12 15 0 4 7 6 | a = chest 22 110 263 8 7 4 10 | b = forearm 44 67 301 11 0 2 1 | c = head 9 2 6 346 23 6 33 | d = shin 46 1 6 16 194 19 144 | e = thigh 210 6 64 10 41 88 8 | f = upperarm 47 5 27 37 15 1 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1683 56.5144 % Incorrectly Classified Instances 1295 43.4856 % Kappa statistic 0.4927 Mean absolute error 0.1275 Root mean squared error 0.3206 Relative absolute error 52.0735 % Root relative squared error 91.6246 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.16 0.478 0.882 0.62 0.948 chest 0.276 0.038 0.549 0.276 0.367 0.84 forearm 0.707 0.147 0.446 0.707 0.547 0.887 head 0.8 0.033 0.804 0.8 0.802 0.971 shin 0.46 0.036 0.681 0.46 0.549 0.885 thigh 0.19 0.013 0.717 0.19 0.301 0.77 upperarm 0.641 0.082 0.566 0.641 0.601 0.896 waist Weighted Avg. 0.565 0.072 0.606 0.565 0.541 0.885 === Confusion Matrix === a b c d e f g <-- classified as 375 14 16 0 8 5 7 | a = chest 22 117 254 4 10 4 13 | b = forearm 46 64 301 9 1 0 5 | c = head 4 4 10 340 24 4 39 | d = shin 47 1 8 15 196 18 141 | e = thigh 239 8 61 1 32 81 4 | f = upperarm 51 5 25 54 17 1 273 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1720 57.7569 % Incorrectly Classified Instances 1258 42.2431 % Kappa statistic 0.5072 Mean absolute error 0.1248 Root mean squared error 0.3181 Relative absolute error 50.9585 % Root relative squared error 90.892 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.153 0.49 0.885 0.631 0.942 chest 0.252 0.032 0.569 0.252 0.35 0.83 forearm 0.718 0.147 0.45 0.718 0.553 0.894 head 0.793 0.031 0.81 0.793 0.801 0.953 shin 0.502 0.04 0.677 0.502 0.577 0.889 thigh 0.183 0.014 0.684 0.183 0.289 0.794 upperarm 0.709 0.076 0.608 0.709 0.654 0.907 waist Weighted Avg. 0.578 0.07 0.613 0.578 0.551 0.887 === Confusion Matrix === a b c d e f g <-- classified as 376 10 17 0 8 5 9 | a = chest 31 107 248 9 13 4 12 | b = forearm 55 54 306 5 1 1 4 | c = head 12 4 7 337 22 4 39 | d = shin 42 0 4 21 214 19 126 | e = thigh 220 9 67 7 40 78 5 | f = upperarm 31 4 31 37 18 3 302 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1715 57.589 % Incorrectly Classified Instances 1263 42.411 % Kappa statistic 0.5052 Mean absolute error 0.1248 Root mean squared error 0.3164 Relative absolute error 50.9751 % Root relative squared error 90.4139 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.911 0.146 0.509 0.911 0.653 0.955 chest 0.25 0.036 0.535 0.25 0.341 0.838 forearm 0.695 0.15 0.436 0.695 0.536 0.888 head 0.776 0.039 0.769 0.776 0.773 0.955 shin 0.486 0.027 0.753 0.486 0.591 0.886 thigh 0.225 0.013 0.744 0.225 0.346 0.786 upperarm 0.688 0.084 0.577 0.688 0.627 0.912 waist Weighted Avg. 0.576 0.071 0.618 0.576 0.552 0.889 === Confusion Matrix === a b c d e f g <-- classified as 387 10 11 0 3 7 7 | a = chest 27 106 249 11 6 7 18 | b = forearm 50 64 296 13 0 1 2 | c = head 10 1 18 330 24 3 39 | d = shin 45 0 5 18 207 13 138 | e = thigh 204 11 73 7 24 96 11 | f = upperarm 37 6 27 50 11 2 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1686 56.6342 % Incorrectly Classified Instances 1291 43.3658 % Kappa statistic 0.494 Mean absolute error 0.1283 Root mean squared error 0.3218 Relative absolute error 52.3841 % Root relative squared error 91.9521 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.918 0.147 0.51 0.918 0.655 0.956 chest 0.241 0.034 0.537 0.241 0.332 0.819 forearm 0.709 0.145 0.449 0.709 0.55 0.883 head 0.776 0.031 0.809 0.776 0.792 0.958 shin 0.435 0.041 0.64 0.435 0.518 0.862 thigh 0.195 0.015 0.692 0.195 0.304 0.796 upperarm 0.69 0.094 0.552 0.69 0.613 0.901 waist Weighted Avg. 0.566 0.072 0.598 0.566 0.538 0.882 === Confusion Matrix === a b c d e f g <-- classified as 390 8 11 0 3 3 10 | a = chest 25 102 253 7 7 7 23 | b = forearm 44 62 302 13 2 0 3 | c = head 16 1 6 330 24 4 44 | d = shin 43 0 9 12 185 22 154 | e = thigh 210 13 62 4 49 83 5 | f = upperarm 37 4 29 42 19 1 294 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1664 55.8952 % Incorrectly Classified Instances 1313 44.1048 % Kappa statistic 0.4855 Mean absolute error 0.1298 Root mean squared error 0.3236 Relative absolute error 53.0134 % Root relative squared error 92.4793 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.148 0.501 0.892 0.641 0.95 chest 0.25 0.032 0.567 0.25 0.347 0.834 forearm 0.678 0.167 0.404 0.678 0.506 0.874 head 0.778 0.041 0.759 0.778 0.768 0.952 shin 0.453 0.03 0.717 0.453 0.555 0.876 thigh 0.192 0.016 0.672 0.192 0.299 0.794 upperarm 0.671 0.082 0.579 0.671 0.622 0.914 waist Weighted Avg. 0.559 0.073 0.6 0.559 0.534 0.885 === Confusion Matrix === a b c d e f g <-- classified as 379 8 19 1 2 7 9 | a = chest 24 106 250 13 12 3 16 | b = forearm 60 55 288 12 2 4 4 | c = head 16 3 9 330 17 8 41 | d = shin 45 3 9 29 193 15 132 | e = thigh 195 9 103 3 29 82 6 | f = upperarm 38 3 35 47 14 3 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1691 56.8021 % Incorrectly Classified Instances 1286 43.1979 % Kappa statistic 0.4961 Mean absolute error 0.1285 Root mean squared error 0.3212 Relative absolute error 52.4683 % Root relative squared error 91.7886 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.877 0.146 0.499 0.877 0.636 0.941 chest 0.275 0.04 0.537 0.275 0.364 0.822 forearm 0.718 0.154 0.438 0.718 0.544 0.889 head 0.778 0.035 0.786 0.778 0.782 0.949 shin 0.444 0.032 0.7 0.444 0.543 0.881 thigh 0.206 0.016 0.677 0.206 0.316 0.782 upperarm 0.681 0.081 0.584 0.681 0.628 0.908 waist Weighted Avg. 0.568 0.072 0.603 0.568 0.545 0.882 === Confusion Matrix === a b c d e f g <-- classified as 372 15 16 6 4 4 7 | a = chest 29 117 246 7 6 2 18 | b = forearm 43 67 305 5 1 1 3 | c = head 16 5 13 330 19 6 35 | d = shin 46 2 14 14 189 27 134 | e = thigh 209 6 80 4 30 88 10 | f = upperarm 30 6 23 54 21 2 290 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1714 57.5747 % Incorrectly Classified Instances 1263 42.4253 % Kappa statistic 0.5051 Mean absolute error 0.1257 Root mean squared error 0.3167 Relative absolute error 51.3457 % Root relative squared error 90.5147 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.873 0.155 0.483 0.873 0.622 0.939 chest 0.289 0.038 0.559 0.289 0.381 0.841 forearm 0.722 0.132 0.476 0.722 0.574 0.903 head 0.795 0.037 0.78 0.795 0.787 0.96 shin 0.453 0.032 0.702 0.453 0.551 0.884 thigh 0.206 0.015 0.693 0.206 0.318 0.758 upperarm 0.695 0.085 0.578 0.695 0.631 0.916 waist Weighted Avg. 0.576 0.071 0.61 0.576 0.552 0.886 === Confusion Matrix === a b c d e f g <-- classified as 370 22 12 4 6 5 5 | a = chest 29 123 231 4 11 2 25 | b = forearm 51 59 307 7 0 0 1 | c = head 12 1 6 337 26 4 38 | d = shin 36 4 6 19 193 27 141 | e = thigh 236 8 58 7 24 88 6 | f = upperarm 32 3 25 54 15 1 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1703 57.2052 % Incorrectly Classified Instances 1274 42.7948 % Kappa statistic 0.5008 Mean absolute error 0.1263 Root mean squared error 0.32 Relative absolute error 51.5684 % Root relative squared error 91.4448 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.92 0.156 0.495 0.92 0.644 0.955 chest 0.208 0.029 0.547 0.208 0.301 0.831 forearm 0.751 0.148 0.458 0.751 0.569 0.892 head 0.762 0.029 0.814 0.762 0.787 0.958 shin 0.481 0.041 0.663 0.481 0.558 0.893 thigh 0.194 0.013 0.722 0.194 0.306 0.773 upperarm 0.69 0.084 0.578 0.69 0.629 0.898 waist Weighted Avg. 0.572 0.071 0.611 0.572 0.542 0.886 === Confusion Matrix === a b c d e f g <-- classified as 390 11 11 1 5 2 4 | a = chest 32 88 257 8 13 2 24 | b = forearm 47 46 320 5 1 2 5 | c = head 11 5 12 323 30 3 40 | d = shin 43 2 9 11 205 23 133 | e = thigh 230 5 66 8 26 83 9 | f = upperarm 35 4 23 41 29 0 294 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1692 56.8167 % Incorrectly Classified Instances 1286 43.1833 % Kappa statistic 0.4962 Mean absolute error 0.1273 Root mean squared error 0.3198 Relative absolute error 51.9776 % Root relative squared error 91.3878 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.145 0.509 0.901 0.651 0.954 chest 0.262 0.031 0.584 0.262 0.362 0.827 forearm 0.721 0.149 0.447 0.721 0.552 0.886 head 0.758 0.038 0.768 0.758 0.763 0.955 shin 0.448 0.037 0.67 0.448 0.537 0.879 thigh 0.232 0.017 0.692 0.232 0.348 0.793 upperarm 0.655 0.087 0.556 0.655 0.601 0.9 waist Weighted Avg. 0.568 0.072 0.604 0.568 0.545 0.885 === Confusion Matrix === a b c d e f g <-- classified as 383 8 12 0 5 5 12 | a = chest 29 111 237 13 10 3 21 | b = forearm 45 56 307 10 2 0 6 | c = head 16 2 11 322 32 9 33 | d = shin 36 3 9 18 191 26 143 | e = thigh 204 6 72 4 33 99 8 | f = upperarm 39 4 39 52 12 1 279 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1717 57.6561 % Incorrectly Classified Instances 1261 42.3439 % Kappa statistic 0.506 Mean absolute error 0.1256 Root mean squared error 0.3178 Relative absolute error 51.2972 % Root relative squared error 90.8185 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.904 0.153 0.495 0.904 0.64 0.95 chest 0.276 0.032 0.588 0.276 0.376 0.845 forearm 0.744 0.148 0.456 0.744 0.566 0.895 head 0.784 0.031 0.808 0.784 0.796 0.957 shin 0.472 0.034 0.7 0.472 0.564 0.885 thigh 0.183 0.013 0.703 0.183 0.291 0.787 upperarm 0.674 0.083 0.575 0.674 0.621 0.901 waist Weighted Avg. 0.577 0.071 0.618 0.577 0.55 0.888 === Confusion Matrix === a b c d e f g <-- classified as 384 11 16 1 4 3 6 | a = chest 18 117 250 5 10 1 23 | b = forearm 48 49 317 8 0 2 2 | c = head 9 6 13 333 26 3 35 | d = shin 57 3 3 7 201 22 133 | e = thigh 223 9 64 5 34 78 13 | f = upperarm 36 4 32 53 12 2 287 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1654 55.5406 % Incorrectly Classified Instances 1324 44.4594 % Kappa statistic 0.4813 Mean absolute error 0.1302 Root mean squared error 0.3251 Relative absolute error 53.1575 % Root relative squared error 92.9125 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.165 0.473 0.892 0.618 0.944 chest 0.219 0.042 0.463 0.219 0.298 0.827 forearm 0.676 0.147 0.434 0.676 0.529 0.875 head 0.771 0.034 0.788 0.771 0.779 0.962 shin 0.484 0.033 0.708 0.484 0.575 0.889 thigh 0.187 0.015 0.678 0.187 0.294 0.775 upperarm 0.66 0.082 0.575 0.66 0.614 0.9 waist Weighted Avg. 0.555 0.074 0.588 0.555 0.529 0.882 === Confusion Matrix === a b c d e f g <-- classified as 379 14 16 0 4 6 6 | a = chest 31 93 267 8 7 6 12 | b = forearm 61 65 288 7 2 0 3 | c = head 11 8 10 327 17 5 46 | d = shin 40 2 6 19 206 18 135 | e = thigh 236 13 55 5 32 80 6 | f = upperarm 43 6 21 49 23 3 281 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1705 57.2532 % Incorrectly Classified Instances 1273 42.7468 % Kappa statistic 0.5013 Mean absolute error 0.1264 Root mean squared error 0.3196 Relative absolute error 51.6029 % Root relative squared error 91.3473 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.158 0.482 0.882 0.623 0.941 chest 0.238 0.034 0.537 0.238 0.33 0.827 forearm 0.707 0.142 0.454 0.707 0.553 0.888 head 0.802 0.035 0.793 0.802 0.797 0.951 shin 0.455 0.032 0.705 0.455 0.553 0.882 thigh 0.201 0.017 0.662 0.201 0.309 0.772 upperarm 0.723 0.081 0.598 0.723 0.655 0.919 waist Weighted Avg. 0.573 0.071 0.604 0.573 0.546 0.883 === Confusion Matrix === a b c d e f g <-- classified as 375 18 13 1 6 6 6 | a = chest 36 101 245 6 15 3 18 | b = forearm 48 55 301 13 0 3 6 | c = head 12 2 10 340 18 4 38 | d = shin 44 1 8 19 194 28 132 | e = thigh 229 10 62 8 25 86 7 | f = upperarm 34 1 24 42 17 0 308 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1712 57.4882 % Incorrectly Classified Instances 1266 42.5118 % Kappa statistic 0.504 Mean absolute error 0.1265 Root mean squared error 0.3187 Relative absolute error 51.6565 % Root relative squared error 91.0704 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.878 0.157 0.483 0.878 0.623 0.943 chest 0.292 0.028 0.633 0.292 0.4 0.851 forearm 0.735 0.15 0.45 0.735 0.558 0.9 head 0.802 0.027 0.829 0.802 0.815 0.965 shin 0.444 0.035 0.677 0.444 0.536 0.87 thigh 0.19 0.013 0.717 0.19 0.3 0.784 upperarm 0.685 0.086 0.57 0.685 0.623 0.894 waist Weighted Avg. 0.575 0.071 0.623 0.575 0.551 0.886 === Confusion Matrix === a b c d e f g <-- classified as 373 14 17 3 3 7 8 | a = chest 21 124 248 3 10 3 15 | b = forearm 53 48 313 7 0 3 2 | c = head 9 1 8 340 22 2 42 | d = shin 45 1 15 17 189 15 144 | e = thigh 226 4 70 4 33 81 9 | f = upperarm 46 4 24 36 22 2 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1659 55.7272 % Incorrectly Classified Instances 1318 44.2728 % Kappa statistic 0.4835 Mean absolute error 0.1299 Root mean squared error 0.3228 Relative absolute error 53.0315 % Root relative squared error 92.2439 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.866 0.166 0.465 0.866 0.605 0.935 chest 0.242 0.042 0.49 0.242 0.324 0.821 forearm 0.682 0.147 0.435 0.682 0.532 0.887 head 0.783 0.036 0.781 0.783 0.782 0.954 shin 0.477 0.032 0.715 0.477 0.572 0.885 thigh 0.197 0.016 0.672 0.197 0.304 0.783 upperarm 0.656 0.077 0.587 0.656 0.62 0.902 waist Weighted Avg. 0.557 0.074 0.592 0.557 0.534 0.881 === Confusion Matrix === a b c d e f g <-- classified as 368 20 17 4 3 6 7 | a = chest 35 103 255 8 5 4 15 | b = forearm 48 75 290 7 0 2 3 | c = head 24 2 6 332 20 4 36 | d = shin 46 1 7 16 203 23 130 | e = thigh 226 6 55 7 44 84 5 | f = upperarm 45 3 36 51 9 2 279 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1748 58.7168 % Incorrectly Classified Instances 1229 41.2832 % Kappa statistic 0.5184 Mean absolute error 0.1224 Root mean squared error 0.3132 Relative absolute error 49.9687 % Root relative squared error 89.514 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.92 0.145 0.514 0.92 0.659 0.957 chest 0.294 0.035 0.584 0.294 0.391 0.85 forearm 0.722 0.136 0.47 0.722 0.57 0.9 head 0.772 0.035 0.785 0.772 0.778 0.958 shin 0.456 0.042 0.642 0.456 0.534 0.879 thigh 0.22 0.011 0.764 0.22 0.342 0.798 upperarm 0.728 0.078 0.61 0.728 0.664 0.917 waist Weighted Avg. 0.587 0.069 0.624 0.587 0.562 0.894 === Confusion Matrix === a b c d e f g <-- classified as 390 8 10 1 4 4 7 | a = chest 22 125 235 10 14 5 14 | b = forearm 51 62 307 4 1 0 0 | c = head 14 5 10 328 30 4 34 | d = shin 45 2 6 27 194 16 135 | e = thigh 212 9 64 5 35 94 8 | f = upperarm 25 3 21 43 24 0 310 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1678 56.3655 % Incorrectly Classified Instances 1299 43.6345 % Kappa statistic 0.491 Mean absolute error 0.1284 Root mean squared error 0.3228 Relative absolute error 52.4355 % Root relative squared error 92.2444 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.142 0.517 0.915 0.661 0.955 chest 0.25 0.033 0.558 0.25 0.345 0.825 forearm 0.718 0.159 0.428 0.718 0.536 0.882 head 0.739 0.033 0.787 0.739 0.762 0.955 shin 0.472 0.04 0.661 0.472 0.551 0.885 thigh 0.185 0.014 0.693 0.185 0.292 0.779 upperarm 0.669 0.087 0.561 0.669 0.61 0.902 waist Weighted Avg. 0.564 0.073 0.601 0.564 0.537 0.883 === Confusion Matrix === a b c d e f g <-- classified as 388 10 17 0 4 2 3 | a = chest 27 106 256 7 8 5 15 | b = forearm 39 62 305 9 6 0 4 | c = head 12 1 8 314 29 7 54 | d = shin 36 0 7 19 201 19 144 | e = thigh 212 6 87 7 33 79 3 | f = upperarm 36 5 32 43 23 2 285 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1724 57.9106 % Incorrectly Classified Instances 1253 42.0894 % Kappa statistic 0.509 Mean absolute error 0.1253 Root mean squared error 0.3161 Relative absolute error 51.1722 % Root relative squared error 90.3241 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.142 0.513 0.901 0.654 0.955 chest 0.257 0.038 0.532 0.257 0.347 0.82 forearm 0.707 0.148 0.443 0.707 0.545 0.888 head 0.807 0.033 0.805 0.807 0.806 0.958 shin 0.502 0.037 0.695 0.502 0.583 0.885 thigh 0.202 0.013 0.717 0.202 0.315 0.784 upperarm 0.678 0.081 0.584 0.678 0.628 0.901 waist Weighted Avg. 0.579 0.07 0.613 0.579 0.554 0.884 === Confusion Matrix === a b c d e f g <-- classified as 382 12 16 0 6 4 4 | a = chest 23 109 250 11 7 3 21 | b = forearm 41 64 301 11 3 2 4 | c = head 13 2 7 343 21 3 36 | d = shin 39 1 6 12 214 20 134 | e = thigh 206 8 81 4 34 86 7 | f = upperarm 40 9 18 45 23 2 289 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1674 56.2311 % Incorrectly Classified Instances 1303 43.7689 % Kappa statistic 0.4894 Mean absolute error 0.1286 Root mean squared error 0.3224 Relative absolute error 52.4991 % Root relative squared error 92.1369 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.157 0.488 0.901 0.633 0.947 chest 0.226 0.038 0.495 0.226 0.311 0.834 forearm 0.704 0.158 0.427 0.704 0.532 0.889 head 0.8 0.03 0.817 0.8 0.809 0.964 shin 0.418 0.034 0.674 0.418 0.516 0.873 thigh 0.162 0.012 0.69 0.162 0.262 0.762 upperarm 0.725 0.082 0.595 0.725 0.654 0.925 waist Weighted Avg. 0.562 0.073 0.598 0.562 0.531 0.885 === Confusion Matrix === a b c d e f g <-- classified as 382 10 16 0 5 3 8 | a = chest 33 96 260 4 9 5 17 | b = forearm 48 72 300 4 1 0 1 | c = head 8 2 15 340 24 3 33 | d = shin 46 3 11 23 178 20 145 | e = thigh 229 6 78 3 35 69 6 | f = upperarm 36 5 22 42 12 0 309 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1687 56.6488 % Incorrectly Classified Instances 1291 43.3512 % Kappa statistic 0.4942 Mean absolute error 0.1272 Root mean squared error 0.3208 Relative absolute error 51.9566 % Root relative squared error 91.6632 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.153 0.499 0.915 0.646 0.947 chest 0.257 0.039 0.522 0.257 0.344 0.828 forearm 0.692 0.137 0.458 0.692 0.551 0.895 head 0.752 0.034 0.786 0.752 0.769 0.956 shin 0.441 0.04 0.648 0.441 0.525 0.873 thigh 0.213 0.015 0.711 0.213 0.328 0.789 upperarm 0.695 0.089 0.567 0.695 0.624 0.91 waist Weighted Avg. 0.566 0.072 0.599 0.566 0.541 0.885 === Confusion Matrix === a b c d e f g <-- classified as 389 12 9 2 6 0 7 | a = chest 30 109 244 9 10 5 17 | b = forearm 49 70 295 4 3 1 4 | c = head 13 4 6 319 30 3 49 | d = shin 40 1 6 21 188 27 143 | e = thigh 215 9 64 5 37 91 6 | f = upperarm 43 4 20 46 16 1 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1720 57.7569 % Incorrectly Classified Instances 1258 42.2431 % Kappa statistic 0.5072 Mean absolute error 0.1267 Root mean squared error 0.3188 Relative absolute error 51.7304 % Root relative squared error 91.1015 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.154 0.492 0.899 0.636 0.952 chest 0.243 0.034 0.539 0.243 0.335 0.808 forearm 0.742 0.144 0.463 0.742 0.57 0.899 head 0.797 0.03 0.816 0.797 0.807 0.963 shin 0.495 0.035 0.703 0.495 0.581 0.892 thigh 0.197 0.013 0.724 0.197 0.309 0.77 upperarm 0.671 0.083 0.574 0.671 0.619 0.904 waist Weighted Avg. 0.578 0.07 0.616 0.578 0.551 0.884 === Confusion Matrix === a b c d e f g <-- classified as 382 11 13 0 7 6 6 | a = chest 37 103 248 7 8 4 17 | b = forearm 43 51 316 8 1 2 5 | c = head 13 3 7 338 26 2 35 | d = shin 44 0 8 11 211 17 135 | e = thigh 210 16 68 4 31 84 14 | f = upperarm 47 7 23 46 16 1 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1724 57.8912 % Incorrectly Classified Instances 1254 42.1088 % Kappa statistic 0.5088 Mean absolute error 0.1247 Root mean squared error 0.3166 Relative absolute error 50.9001 % Root relative squared error 90.4768 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.87 0.146 0.497 0.87 0.633 0.945 chest 0.261 0.033 0.566 0.261 0.357 0.836 forearm 0.711 0.147 0.448 0.711 0.549 0.881 head 0.835 0.038 0.785 0.835 0.809 0.962 shin 0.502 0.038 0.688 0.502 0.581 0.886 thigh 0.178 0.017 0.639 0.178 0.278 0.782 upperarm 0.697 0.072 0.616 0.697 0.654 0.92 waist Weighted Avg. 0.579 0.07 0.606 0.579 0.552 0.887 === Confusion Matrix === a b c d e f g <-- classified as 369 14 20 2 6 11 2 | a = chest 28 111 240 12 13 8 13 | b = forearm 54 54 303 11 1 0 3 | c = head 5 4 7 354 24 6 24 | d = shin 39 2 5 12 214 18 136 | e = thigh 220 7 68 11 38 76 7 | f = upperarm 27 4 34 49 15 0 297 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1709 57.3875 % Incorrectly Classified Instances 1269 42.6125 % Kappa statistic 0.5029 Mean absolute error 0.1255 Root mean squared error 0.3184 Relative absolute error 51.2354 % Root relative squared error 90.9804 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.917 0.152 0.5 0.917 0.647 0.952 chest 0.294 0.032 0.604 0.294 0.396 0.853 forearm 0.746 0.152 0.451 0.746 0.562 0.894 head 0.745 0.032 0.796 0.745 0.77 0.958 shin 0.448 0.029 0.723 0.448 0.554 0.88 thigh 0.171 0.012 0.702 0.171 0.275 0.774 upperarm 0.697 0.089 0.568 0.697 0.626 0.899 waist Weighted Avg. 0.574 0.071 0.621 0.574 0.547 0.887 === Confusion Matrix === a b c d e f g <-- classified as 389 12 14 1 1 2 5 | a = chest 16 125 250 9 9 0 16 | b = forearm 50 48 318 7 1 0 2 | c = head 12 5 15 316 16 7 53 | d = shin 45 4 8 14 191 20 144 | e = thigh 228 9 80 5 26 73 6 | f = upperarm 38 4 20 45 20 2 297 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1674 56.2122 % Incorrectly Classified Instances 1304 43.7878 % Kappa statistic 0.4892 Mean absolute error 0.1288 Root mean squared error 0.3221 Relative absolute error 52.6105 % Root relative squared error 92.0454 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.159 0.485 0.901 0.631 0.947 chest 0.222 0.032 0.537 0.222 0.314 0.832 forearm 0.711 0.152 0.438 0.711 0.542 0.89 head 0.765 0.034 0.791 0.765 0.778 0.948 shin 0.451 0.033 0.696 0.451 0.547 0.875 thigh 0.206 0.015 0.693 0.206 0.318 0.78 upperarm 0.681 0.086 0.569 0.681 0.62 0.902 waist Weighted Avg. 0.562 0.073 0.601 0.562 0.535 0.882 === Confusion Matrix === a b c d e f g <-- classified as 382 13 8 1 2 8 10 | a = chest 32 94 259 5 12 5 17 | b = forearm 50 58 303 11 1 1 2 | c = head 20 3 11 325 20 5 41 | d = shin 46 3 8 15 192 19 143 | e = thigh 216 2 77 3 34 88 7 | f = upperarm 41 2 26 51 15 1 290 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1699 57.0709 % Incorrectly Classified Instances 1278 42.9291 % Kappa statistic 0.4992 Mean absolute error 0.1269 Root mean squared error 0.319 Relative absolute error 51.8188 % Root relative squared error 91.1529 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.873 0.149 0.493 0.873 0.63 0.945 chest 0.269 0.034 0.564 0.269 0.364 0.841 forearm 0.702 0.152 0.436 0.702 0.538 0.887 head 0.798 0.038 0.779 0.798 0.788 0.96 shin 0.481 0.034 0.704 0.481 0.572 0.894 thigh 0.199 0.013 0.726 0.199 0.313 0.779 upperarm 0.675 0.082 0.579 0.675 0.623 0.898 waist Weighted Avg. 0.571 0.072 0.612 0.571 0.547 0.886 === Confusion Matrix === a b c d e f g <-- classified as 370 14 18 0 6 6 10 | a = chest 20 114 252 2 10 6 20 | b = forearm 48 63 299 12 0 0 4 | c = head 10 1 11 339 24 3 37 | d = shin 36 4 5 28 205 16 132 | e = thigh 226 3 71 5 31 85 6 | f = upperarm 40 3 30 49 15 1 287 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1687 56.6678 % Incorrectly Classified Instances 1290 43.3322 % Kappa statistic 0.4944 Mean absolute error 0.1272 Root mean squared error 0.3199 Relative absolute error 51.9433 % Root relative squared error 91.4099 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.904 0.158 0.489 0.904 0.634 0.95 chest 0.271 0.039 0.535 0.271 0.36 0.834 forearm 0.669 0.145 0.434 0.669 0.527 0.88 head 0.807 0.038 0.781 0.807 0.794 0.963 shin 0.426 0.033 0.683 0.426 0.525 0.87 thigh 0.218 0.015 0.71 0.218 0.334 0.784 upperarm 0.671 0.078 0.59 0.671 0.628 0.913 waist Weighted Avg. 0.567 0.072 0.603 0.567 0.543 0.885 === Confusion Matrix === a b c d e f g <-- classified as 384 11 14 2 4 4 6 | a = chest 35 115 245 8 8 0 13 | b = forearm 59 65 285 10 2 2 3 | c = head 15 9 4 343 16 5 33 | d = shin 44 1 7 30 181 27 135 | e = thigh 214 7 66 5 32 93 9 | f = upperarm 35 7 35 41 22 0 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1729 58.0786 % Incorrectly Classified Instances 1248 41.9214 % Kappa statistic 0.5109 Mean absolute error 0.1248 Root mean squared error 0.3171 Relative absolute error 50.9434 % Root relative squared error 90.6319 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.913 0.147 0.509 0.913 0.653 0.956 chest 0.278 0.034 0.578 0.278 0.376 0.842 forearm 0.722 0.144 0.455 0.722 0.558 0.894 head 0.772 0.032 0.8 0.772 0.786 0.963 shin 0.484 0.038 0.678 0.484 0.564 0.878 thigh 0.197 0.012 0.737 0.197 0.311 0.796 upperarm 0.7 0.082 0.588 0.7 0.639 0.901 waist Weighted Avg. 0.581 0.07 0.621 0.581 0.555 0.89 === Confusion Matrix === a b c d e f g <-- classified as 388 12 15 1 3 2 4 | a = chest 22 118 239 8 7 5 25 | b = forearm 44 59 307 9 2 1 3 | c = head 7 1 9 328 32 6 42 | d = shin 47 1 11 14 206 14 133 | e = thigh 217 10 71 6 36 84 2 | f = upperarm 38 3 23 44 18 2 298 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1657 55.6601 % Incorrectly Classified Instances 1320 44.3399 % Kappa statistic 0.4827 Mean absolute error 0.1314 Root mean squared error 0.3254 Relative absolute error 53.6528 % Root relative squared error 92.9774 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.157 0.483 0.88 0.623 0.942 chest 0.217 0.038 0.487 0.217 0.3 0.814 forearm 0.692 0.158 0.421 0.692 0.524 0.882 head 0.776 0.032 0.803 0.776 0.789 0.952 shin 0.432 0.031 0.702 0.432 0.535 0.883 thigh 0.211 0.014 0.714 0.211 0.326 0.787 upperarm 0.688 0.087 0.568 0.688 0.622 0.902 waist Weighted Avg. 0.557 0.074 0.597 0.557 0.531 0.88 === Confusion Matrix === a b c d e f g <-- classified as 374 16 18 1 4 5 7 | a = chest 26 92 273 7 9 2 15 | b = forearm 51 71 294 4 0 3 2 | c = head 15 0 12 330 19 4 45 | d = shin 46 1 11 15 184 20 149 | e = thigh 227 7 63 6 28 90 5 | f = upperarm 36 2 27 48 18 2 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1703 57.2052 % Incorrectly Classified Instances 1274 42.7948 % Kappa statistic 0.5007 Mean absolute error 0.1262 Root mean squared error 0.3188 Relative absolute error 51.5484 % Root relative squared error 91.1163 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.157 0.485 0.887 0.627 0.946 chest 0.259 0.035 0.55 0.259 0.353 0.84 forearm 0.732 0.148 0.451 0.732 0.558 0.892 head 0.779 0.029 0.815 0.779 0.797 0.949 shin 0.479 0.036 0.689 0.479 0.565 0.885 thigh 0.19 0.018 0.638 0.19 0.293 0.774 upperarm 0.678 0.075 0.601 0.678 0.637 0.913 waist Weighted Avg. 0.572 0.071 0.604 0.572 0.547 0.886 === Confusion Matrix === a b c d e f g <-- classified as 377 10 19 2 3 5 9 | a = chest 29 110 250 7 10 3 15 | b = forearm 36 64 311 8 0 2 4 | c = head 18 0 12 331 26 6 32 | d = shin 50 0 5 17 204 28 122 | e = thigh 228 7 64 3 33 81 10 | f = upperarm 40 9 28 38 20 2 289 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1689 56.7159 % Incorrectly Classified Instances 1289 43.2841 % Kappa statistic 0.4951 Mean absolute error 0.1279 Root mean squared error 0.321 Relative absolute error 52.2389 % Root relative squared error 91.7268 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.917 0.158 0.491 0.917 0.639 0.95 chest 0.252 0.032 0.566 0.252 0.349 0.837 forearm 0.707 0.15 0.441 0.707 0.543 0.889 head 0.793 0.032 0.804 0.793 0.799 0.959 shin 0.439 0.032 0.698 0.439 0.539 0.877 thigh 0.183 0.012 0.716 0.183 0.291 0.784 upperarm 0.681 0.089 0.561 0.681 0.615 0.892 waist Weighted Avg. 0.567 0.072 0.611 0.567 0.539 0.884 === Confusion Matrix === a b c d e f g <-- classified as 389 7 17 0 2 3 6 | a = chest 35 107 245 4 6 4 23 | b = forearm 56 57 301 5 2 1 4 | c = head 11 2 10 337 19 4 42 | d = shin 45 3 10 18 187 19 144 | e = thigh 219 9 75 7 31 78 8 | f = upperarm 38 4 25 48 21 0 290 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1721 57.7905 % Incorrectly Classified Instances 1257 42.2095 % Kappa statistic 0.5076 Mean absolute error 0.1254 Root mean squared error 0.3171 Relative absolute error 51.2213 % Root relative squared error 90.6267 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.141 0.519 0.915 0.662 0.957 chest 0.243 0.039 0.507 0.243 0.329 0.84 forearm 0.718 0.15 0.444 0.718 0.549 0.891 head 0.786 0.033 0.799 0.786 0.792 0.956 shin 0.5 0.04 0.678 0.5 0.576 0.89 thigh 0.201 0.013 0.723 0.201 0.315 0.793 upperarm 0.683 0.077 0.598 0.683 0.637 0.914 waist Weighted Avg. 0.578 0.07 0.61 0.578 0.551 0.891 === Confusion Matrix === a b c d e f g <-- classified as 388 9 14 0 2 9 2 | a = chest 26 103 259 7 12 3 14 | b = forearm 41 71 306 4 1 3 0 | c = head 17 4 10 334 22 4 34 | d = shin 40 1 3 16 213 13 140 | e = thigh 208 7 65 5 50 86 6 | f = upperarm 28 8 32 52 14 1 291 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1681 56.4473 % Incorrectly Classified Instances 1297 43.5527 % Kappa statistic 0.4919 Mean absolute error 0.1282 Root mean squared error 0.3224 Relative absolute error 52.3651 % Root relative squared error 92.1256 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.904 0.158 0.487 0.904 0.633 0.949 chest 0.257 0.034 0.553 0.257 0.351 0.842 forearm 0.742 0.147 0.458 0.742 0.566 0.896 head 0.767 0.03 0.808 0.767 0.787 0.955 shin 0.413 0.035 0.664 0.413 0.509 0.875 thigh 0.199 0.014 0.708 0.199 0.311 0.792 upperarm 0.671 0.09 0.554 0.671 0.607 0.908 waist Weighted Avg. 0.564 0.073 0.605 0.564 0.538 0.888 === Confusion Matrix === a b c d e f g <-- classified as 384 13 12 2 4 6 4 | a = chest 26 109 251 7 6 3 22 | b = forearm 49 52 316 7 0 0 2 | c = head 11 6 10 325 24 4 44 | d = shin 46 3 10 17 176 22 152 | e = thigh 228 7 64 3 34 85 6 | f = upperarm 44 7 27 41 21 0 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1745 58.5964 % Incorrectly Classified Instances 1233 41.4036 % Kappa statistic 0.517 Mean absolute error 0.1243 Root mean squared error 0.3161 Relative absolute error 50.7482 % Root relative squared error 90.3326 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.152 0.495 0.894 0.637 0.95 chest 0.245 0.031 0.568 0.245 0.343 0.825 forearm 0.73 0.151 0.447 0.73 0.554 0.893 head 0.823 0.026 0.839 0.823 0.831 0.973 shin 0.488 0.027 0.754 0.488 0.593 0.896 thigh 0.206 0.014 0.71 0.206 0.319 0.78 upperarm 0.716 0.082 0.592 0.716 0.648 0.915 waist Weighted Avg. 0.586 0.069 0.629 0.586 0.561 0.89 === Confusion Matrix === a b c d e f g <-- classified as 380 14 21 0 3 3 4 | a = chest 31 104 247 4 10 5 23 | b = forearm 50 53 311 7 0 2 3 | c = head 8 0 8 349 19 4 36 | d = shin 33 3 12 15 208 20 135 | e = thigh 227 3 76 2 22 88 9 | f = upperarm 39 6 21 39 14 2 305 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1711 57.4547 % Incorrectly Classified Instances 1267 42.5453 % Kappa statistic 0.5037 Mean absolute error 0.1256 Root mean squared error 0.3179 Relative absolute error 51.2906 % Root relative squared error 90.8436 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.906 0.158 0.489 0.906 0.635 0.952 chest 0.292 0.036 0.571 0.292 0.387 0.848 forearm 0.688 0.145 0.442 0.688 0.538 0.885 head 0.795 0.034 0.793 0.795 0.794 0.955 shin 0.498 0.034 0.709 0.498 0.585 0.879 thigh 0.199 0.011 0.759 0.199 0.315 0.79 upperarm 0.646 0.078 0.58 0.646 0.611 0.898 waist Weighted Avg. 0.575 0.071 0.62 0.575 0.552 0.887 === Confusion Matrix === a b c d e f g <-- classified as 385 11 16 1 2 3 7 | a = chest 29 124 234 7 9 4 17 | b = forearm 50 67 293 11 2 0 3 | c = head 13 3 10 337 26 3 32 | d = shin 51 1 3 10 212 16 133 | e = thigh 212 10 77 6 30 85 7 | f = upperarm 48 1 30 53 18 1 275 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1665 55.9288 % Incorrectly Classified Instances 1312 44.0712 % Kappa statistic 0.4859 Mean absolute error 0.129 Root mean squared error 0.324 Relative absolute error 52.6768 % Root relative squared error 92.5805 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.918 0.161 0.486 0.918 0.636 0.953 chest 0.241 0.036 0.528 0.241 0.331 0.825 forearm 0.722 0.148 0.448 0.722 0.553 0.885 head 0.733 0.029 0.81 0.733 0.77 0.943 shin 0.43 0.036 0.665 0.43 0.522 0.881 thigh 0.19 0.017 0.648 0.19 0.293 0.771 upperarm 0.683 0.087 0.567 0.683 0.62 0.899 waist Weighted Avg. 0.559 0.073 0.593 0.559 0.532 0.88 === Confusion Matrix === a b c d e f g <-- classified as 390 13 9 2 4 2 5 | a = chest 31 102 257 5 9 5 15 | b = forearm 41 61 307 10 3 1 2 | c = head 21 1 12 311 27 7 45 | d = shin 49 3 6 13 183 24 148 | e = thigh 227 7 68 7 30 81 7 | f = upperarm 43 6 26 36 19 5 291 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1665 55.9288 % Incorrectly Classified Instances 1312 44.0712 % Kappa statistic 0.4858 Mean absolute error 0.1306 Root mean squared error 0.3248 Relative absolute error 53.3273 % Root relative squared error 92.8138 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.845 0.145 0.493 0.845 0.623 0.933 chest 0.229 0.037 0.508 0.229 0.315 0.815 forearm 0.722 0.152 0.441 0.722 0.548 0.879 head 0.762 0.036 0.777 0.762 0.77 0.954 shin 0.469 0.04 0.662 0.469 0.549 0.876 thigh 0.216 0.018 0.672 0.216 0.327 0.781 upperarm 0.671 0.086 0.565 0.671 0.614 0.9 waist Weighted Avg. 0.559 0.073 0.588 0.559 0.535 0.877 === Confusion Matrix === a b c d e f g <-- classified as 359 22 15 2 4 6 17 | a = chest 28 97 265 5 13 5 11 | b = forearm 45 62 307 6 1 2 2 | c = head 13 2 11 324 28 7 40 | d = shin 35 0 5 18 200 24 144 | e = thigh 221 6 62 6 33 92 6 | f = upperarm 27 2 31 56 23 1 286 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1721 57.8099 % Incorrectly Classified Instances 1256 42.1901 % Kappa statistic 0.5078 Mean absolute error 0.1258 Root mean squared error 0.3178 Relative absolute error 51.3626 % Root relative squared error 90.8231 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.147 0.503 0.896 0.645 0.946 chest 0.278 0.043 0.518 0.278 0.362 0.83 forearm 0.699 0.144 0.447 0.699 0.545 0.891 head 0.816 0.037 0.787 0.816 0.801 0.959 shin 0.465 0.031 0.712 0.465 0.563 0.882 thigh 0.174 0.015 0.661 0.174 0.275 0.769 upperarm 0.718 0.075 0.616 0.718 0.663 0.911 waist Weighted Avg. 0.578 0.07 0.606 0.578 0.551 0.884 === Confusion Matrix === a b c d e f g <-- classified as 381 17 8 3 5 5 6 | a = chest 26 118 242 12 9 2 15 | b = forearm 45 69 297 8 1 0 5 | c = head 8 4 9 347 19 6 32 | d = shin 41 3 11 25 198 24 124 | e = thigh 222 11 74 5 31 74 9 | f = upperarm 34 6 23 41 15 1 306 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1712 57.5076 % Incorrectly Classified Instances 1265 42.4924 % Kappa statistic 0.5043 Mean absolute error 0.1257 Root mean squared error 0.3177 Relative absolute error 51.3285 % Root relative squared error 90.7879 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.153 0.493 0.894 0.635 0.947 chest 0.261 0.033 0.569 0.261 0.358 0.834 forearm 0.702 0.142 0.453 0.702 0.551 0.888 head 0.791 0.037 0.781 0.791 0.786 0.96 shin 0.466 0.04 0.662 0.466 0.547 0.877 thigh 0.216 0.015 0.702 0.216 0.33 0.767 upperarm 0.697 0.077 0.602 0.697 0.646 0.914 waist Weighted Avg. 0.575 0.071 0.609 0.575 0.55 0.884 === Confusion Matrix === a b c d e f g <-- classified as 379 11 10 1 10 8 5 | a = chest 30 111 241 10 15 6 12 | b = forearm 45 61 299 12 2 2 5 | c = head 13 2 8 336 28 4 34 | d = shin 50 0 8 19 198 19 131 | e = thigh 217 7 64 3 34 92 9 | f = upperarm 35 3 30 49 12 0 297 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1689 56.735 % Incorrectly Classified Instances 1288 43.265 % Kappa statistic 0.4953 Mean absolute error 0.1268 Root mean squared error 0.318 Relative absolute error 51.7635 % Root relative squared error 90.8696 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.875 0.152 0.488 0.875 0.627 0.943 chest 0.266 0.033 0.577 0.266 0.364 0.833 forearm 0.709 0.15 0.442 0.709 0.544 0.895 head 0.772 0.036 0.779 0.772 0.775 0.965 shin 0.469 0.036 0.687 0.469 0.558 0.879 thigh 0.19 0.015 0.675 0.19 0.297 0.791 upperarm 0.692 0.083 0.582 0.692 0.632 0.912 waist Weighted Avg. 0.567 0.072 0.604 0.567 0.542 0.888 === Confusion Matrix === a b c d e f g <-- classified as 371 11 20 0 7 5 10 | a = chest 18 113 255 10 7 3 19 | b = forearm 57 51 302 9 1 1 5 | c = head 9 4 8 328 22 6 48 | d = shin 48 1 7 26 200 23 121 | e = thigh 212 13 68 8 36 81 8 | f = upperarm 45 3 24 40 18 1 294 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1701 57.1189 % Incorrectly Classified Instances 1277 42.8811 % Kappa statistic 0.4997 Mean absolute error 0.1268 Root mean squared error 0.3183 Relative absolute error 51.7887 % Root relative squared error 90.9741 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.145 0.506 0.894 0.646 0.951 chest 0.241 0.042 0.488 0.241 0.322 0.821 forearm 0.676 0.151 0.428 0.676 0.524 0.88 head 0.807 0.034 0.799 0.807 0.803 0.965 shin 0.477 0.033 0.705 0.477 0.569 0.888 thigh 0.183 0.014 0.69 0.183 0.289 0.785 upperarm 0.723 0.082 0.597 0.723 0.654 0.924 waist Weighted Avg. 0.571 0.071 0.602 0.571 0.544 0.887 === Confusion Matrix === a b c d e f g <-- classified as 380 11 17 0 5 4 8 | a = chest 30 102 251 7 13 5 16 | b = forearm 41 75 288 13 1 2 6 | c = head 8 2 9 342 20 5 38 | d = shin 44 2 5 16 203 19 137 | e = thigh 219 9 81 6 31 78 3 | f = upperarm 29 8 22 44 15 0 308 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1707 57.3203 % Incorrectly Classified Instances 1271 42.6797 % Kappa statistic 0.5021 Mean absolute error 0.1267 Root mean squared error 0.3191 Relative absolute error 51.7454 % Root relative squared error 91.1979 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.152 0.493 0.892 0.635 0.942 chest 0.29 0.03 0.618 0.29 0.395 0.842 forearm 0.742 0.145 0.461 0.742 0.568 0.896 head 0.792 0.032 0.804 0.792 0.798 0.963 shin 0.444 0.043 0.63 0.444 0.521 0.875 thigh 0.19 0.016 0.669 0.19 0.296 0.775 upperarm 0.664 0.08 0.582 0.664 0.621 0.896 waist Weighted Avg. 0.573 0.071 0.608 0.573 0.547 0.884 === Confusion Matrix === a b c d e f g <-- classified as 379 11 12 0 7 12 4 | a = chest 30 123 240 5 11 1 14 | b = forearm 55 45 316 7 0 1 2 | c = head 7 4 14 336 25 2 36 | d = shin 42 3 7 24 189 23 138 | e = thigh 209 8 63 4 53 81 9 | f = upperarm 46 5 34 42 15 1 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1691 56.7831 % Incorrectly Classified Instances 1287 43.2169 % Kappa statistic 0.4958 Mean absolute error 0.1264 Root mean squared error 0.3198 Relative absolute error 51.6142 % Root relative squared error 91.3867 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.899 0.148 0.502 0.899 0.644 0.948 chest 0.252 0.033 0.557 0.252 0.347 0.847 forearm 0.716 0.152 0.44 0.716 0.545 0.881 head 0.772 0.035 0.785 0.772 0.778 0.959 shin 0.432 0.032 0.692 0.432 0.532 0.876 thigh 0.202 0.016 0.683 0.202 0.312 0.786 upperarm 0.702 0.087 0.573 0.702 0.631 0.908 waist Weighted Avg. 0.568 0.072 0.604 0.568 0.541 0.886 === Confusion Matrix === a b c d e f g <-- classified as 382 7 22 2 1 4 7 | a = chest 22 107 251 6 11 4 23 | b = forearm 57 55 305 8 1 0 0 | c = head 12 7 4 328 24 8 42 | d = shin 53 1 6 18 184 23 141 | e = thigh 201 11 83 5 30 86 10 | f = upperarm 34 4 22 51 15 1 299 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1715 57.589 % Incorrectly Classified Instances 1263 42.411 % Kappa statistic 0.5052 Mean absolute error 0.1254 Root mean squared error 0.3179 Relative absolute error 51.1995 % Root relative squared error 90.8603 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.885 0.159 0.481 0.885 0.624 0.949 chest 0.257 0.037 0.537 0.257 0.348 0.837 forearm 0.718 0.144 0.455 0.718 0.557 0.894 head 0.795 0.036 0.786 0.795 0.791 0.962 shin 0.502 0.03 0.738 0.502 0.598 0.895 thigh 0.197 0.014 0.7 0.197 0.308 0.783 upperarm 0.676 0.076 0.599 0.676 0.635 0.916 waist Weighted Avg. 0.576 0.071 0.614 0.576 0.551 0.891 === Confusion Matrix === a b c d e f g <-- classified as 376 23 15 2 1 2 6 | a = chest 30 109 250 6 7 3 19 | b = forearm 41 56 306 14 1 3 5 | c = head 14 6 7 338 25 3 32 | d = shin 40 1 9 11 214 25 126 | e = thigh 240 4 62 5 26 84 5 | f = upperarm 40 4 24 54 16 0 288 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1686 56.6152 % Incorrectly Classified Instances 1292 43.3848 % Kappa statistic 0.4938 Mean absolute error 0.1284 Root mean squared error 0.3215 Relative absolute error 52.4457 % Root relative squared error 91.8901 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.918 0.159 0.489 0.918 0.638 0.951 chest 0.269 0.032 0.582 0.269 0.368 0.85 forearm 0.683 0.147 0.436 0.683 0.532 0.889 head 0.8 0.033 0.804 0.8 0.802 0.969 shin 0.451 0.04 0.653 0.451 0.533 0.861 thigh 0.181 0.015 0.664 0.181 0.284 0.77 upperarm 0.662 0.08 0.581 0.662 0.619 0.898 waist Weighted Avg. 0.566 0.072 0.601 0.566 0.54 0.884 === Confusion Matrix === a b c d e f g <-- classified as 390 6 17 0 5 2 5 | a = chest 26 114 246 11 5 6 16 | b = forearm 58 65 291 8 1 2 1 | c = head 12 0 7 340 24 4 38 | d = shin 50 0 12 14 192 22 136 | e = thigh 217 8 68 8 41 77 7 | f = upperarm 44 3 26 42 26 3 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1701 57.1381 % Incorrectly Classified Instances 1276 42.8619 % Kappa statistic 0.5 Mean absolute error 0.1264 Root mean squared error 0.3199 Relative absolute error 51.5943 % Root relative squared error 91.4209 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.149 0.5 0.894 0.641 0.948 chest 0.269 0.037 0.545 0.269 0.36 0.832 forearm 0.699 0.147 0.441 0.699 0.541 0.897 head 0.776 0.034 0.793 0.776 0.785 0.946 shin 0.484 0.037 0.687 0.484 0.567 0.886 thigh 0.209 0.013 0.73 0.209 0.325 0.77 upperarm 0.669 0.083 0.573 0.669 0.618 0.91 waist Weighted Avg. 0.571 0.071 0.61 0.571 0.548 0.884 === Confusion Matrix === a b c d e f g <-- classified as 380 12 13 1 9 2 8 | a = chest 19 114 255 9 8 4 15 | b = forearm 45 70 297 5 3 2 3 | c = head 15 0 17 330 24 3 36 | d = shin 39 2 4 12 206 21 142 | e = thigh 221 8 61 8 31 89 8 | f = upperarm 41 3 26 51 19 1 285 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1665 55.9288 % Incorrectly Classified Instances 1312 44.0712 % Kappa statistic 0.4859 Mean absolute error 0.1303 Root mean squared error 0.3244 Relative absolute error 53.2025 % Root relative squared error 92.7145 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.15 0.494 0.882 0.633 0.947 chest 0.241 0.037 0.52 0.241 0.329 0.823 forearm 0.715 0.159 0.428 0.715 0.535 0.874 head 0.755 0.031 0.803 0.755 0.778 0.95 shin 0.437 0.039 0.653 0.437 0.523 0.878 thigh 0.178 0.015 0.661 0.178 0.28 0.766 upperarm 0.709 0.083 0.589 0.709 0.643 0.91 waist Weighted Avg. 0.559 0.073 0.593 0.559 0.532 0.878 === Confusion Matrix === a b c d e f g <-- classified as 374 15 16 1 7 4 7 | a = chest 26 102 265 9 10 1 11 | b = forearm 50 56 304 8 5 0 2 | c = head 16 5 12 321 27 9 35 | d = shin 36 3 11 19 186 23 148 | e = thigh 225 12 69 6 31 76 8 | f = upperarm 30 3 34 36 19 2 302 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1719 57.7427 % Incorrectly Classified Instances 1258 42.2573 % Kappa statistic 0.5071 Mean absolute error 0.1262 Root mean squared error 0.3181 Relative absolute error 51.527 % Root relative squared error 90.9005 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.91 0.166 0.476 0.91 0.625 0.947 chest 0.278 0.036 0.559 0.278 0.372 0.837 forearm 0.68 0.135 0.456 0.68 0.546 0.889 head 0.776 0.029 0.817 0.776 0.796 0.952 shin 0.488 0.032 0.72 0.488 0.582 0.894 thigh 0.197 0.011 0.75 0.197 0.312 0.78 upperarm 0.714 0.083 0.589 0.714 0.645 0.904 waist Weighted Avg. 0.577 0.07 0.624 0.577 0.554 0.886 === Confusion Matrix === a b c d e f g <-- classified as 386 13 10 3 3 3 6 | a = chest 29 118 238 6 12 4 17 | b = forearm 55 69 289 6 3 1 2 | c = head 17 3 8 330 19 3 45 | d = shin 42 0 4 19 208 15 138 | e = thigh 239 5 66 5 24 84 4 | f = upperarm 43 3 19 35 20 2 304 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1687 56.6678 % Incorrectly Classified Instances 1290 43.3322 % Kappa statistic 0.4945 Mean absolute error 0.1269 Root mean squared error 0.3196 Relative absolute error 51.8212 % Root relative squared error 91.3247 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.903 0.147 0.505 0.903 0.648 0.949 chest 0.235 0.038 0.51 0.235 0.322 0.825 forearm 0.714 0.153 0.438 0.714 0.543 0.892 head 0.764 0.037 0.773 0.764 0.769 0.954 shin 0.48 0.033 0.706 0.48 0.571 0.882 thigh 0.227 0.015 0.713 0.227 0.345 0.798 upperarm 0.646 0.082 0.568 0.646 0.604 0.888 waist Weighted Avg. 0.567 0.072 0.602 0.567 0.543 0.884 === Confusion Matrix === a b c d e f g <-- classified as 383 15 12 1 2 4 7 | a = chest 26 100 252 7 12 9 19 | b = forearm 43 68 304 7 0 1 3 | c = head 15 1 9 324 25 5 45 | d = shin 40 2 11 23 204 18 127 | e = thigh 211 6 76 4 25 97 8 | f = upperarm 41 4 30 53 21 2 275 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1694 56.9029 % Incorrectly Classified Instances 1283 43.0971 % Kappa statistic 0.4973 Mean absolute error 0.127 Root mean squared error 0.3202 Relative absolute error 51.8513 % Root relative squared error 91.5083 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.887 0.15 0.496 0.887 0.636 0.948 chest 0.228 0.032 0.545 0.228 0.322 0.815 forearm 0.754 0.153 0.451 0.754 0.564 0.899 head 0.781 0.031 0.805 0.781 0.793 0.958 shin 0.432 0.035 0.672 0.432 0.526 0.871 thigh 0.211 0.015 0.709 0.211 0.325 0.804 upperarm 0.694 0.087 0.571 0.694 0.626 0.908 waist Weighted Avg. 0.569 0.072 0.607 0.569 0.541 0.886 === Confusion Matrix === a b c d e f g <-- classified as 376 12 14 0 5 10 7 | a = chest 39 97 251 10 5 2 21 | b = forearm 38 54 321 5 1 0 7 | c = head 11 1 12 331 28 2 39 | d = shin 51 2 9 20 184 23 137 | e = thigh 206 6 73 3 38 90 11 | f = upperarm 37 6 32 42 13 0 295 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1709 57.3875 % Incorrectly Classified Instances 1269 42.6125 % Kappa statistic 0.5028 Mean absolute error 0.1248 Root mean squared error 0.3166 Relative absolute error 50.944 % Root relative squared error 90.4672 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.904 0.159 0.486 0.904 0.632 0.951 chest 0.304 0.032 0.614 0.304 0.407 0.848 forearm 0.711 0.144 0.452 0.711 0.552 0.891 head 0.781 0.031 0.81 0.781 0.795 0.965 shin 0.462 0.033 0.704 0.462 0.558 0.895 thigh 0.192 0.017 0.651 0.192 0.297 0.785 upperarm 0.662 0.082 0.574 0.662 0.615 0.911 waist Weighted Avg. 0.574 0.071 0.613 0.574 0.551 0.892 === Confusion Matrix === a b c d e f g <-- classified as 384 12 12 0 5 4 8 | a = chest 25 129 236 7 9 6 12 | b = forearm 53 55 303 5 6 1 3 | c = head 11 2 10 332 22 4 44 | d = shin 38 2 5 18 197 27 139 | e = thigh 231 7 71 5 27 82 3 | f = upperarm 48 3 34 43 14 2 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1669 56.0443 % Incorrectly Classified Instances 1309 43.9557 % Kappa statistic 0.4872 Mean absolute error 0.1306 Root mean squared error 0.3251 Relative absolute error 53.3374 % Root relative squared error 92.9063 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.156 0.49 0.901 0.635 0.947 chest 0.245 0.034 0.542 0.245 0.338 0.809 forearm 0.718 0.151 0.442 0.718 0.547 0.881 head 0.8 0.036 0.789 0.8 0.794 0.958 shin 0.399 0.032 0.677 0.399 0.502 0.862 thigh 0.2 0.013 0.714 0.2 0.312 0.772 upperarm 0.66 0.091 0.549 0.66 0.599 0.9 waist Weighted Avg. 0.56 0.073 0.601 0.56 0.533 0.876 === Confusion Matrix === a b c d e f g <-- classified as 383 9 13 1 4 4 11 | a = chest 34 104 254 8 11 2 11 | b = forearm 38 64 306 12 0 3 3 | c = head 14 2 6 340 18 4 41 | d = shin 51 2 7 19 170 20 157 | e = thigh 224 7 72 6 24 85 8 | f = upperarm 37 4 34 45 24 1 281 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1690 56.7495 % Incorrectly Classified Instances 1288 43.2505 % Kappa statistic 0.4954 Mean absolute error 0.1271 Root mean squared error 0.3207 Relative absolute error 51.887 % Root relative squared error 91.6493 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.896 0.155 0.491 0.896 0.634 0.948 chest 0.25 0.034 0.546 0.25 0.343 0.837 forearm 0.711 0.15 0.442 0.711 0.545 0.893 head 0.772 0.03 0.81 0.772 0.79 0.962 shin 0.472 0.032 0.71 0.472 0.567 0.879 thigh 0.19 0.014 0.698 0.19 0.299 0.769 upperarm 0.681 0.089 0.56 0.681 0.614 0.895 waist Weighted Avg. 0.567 0.072 0.608 0.567 0.542 0.883 === Confusion Matrix === a b c d e f g <-- classified as 381 11 14 2 4 9 4 | a = chest 26 106 252 8 7 3 22 | b = forearm 52 60 303 7 1 0 3 | c = head 10 1 13 328 22 6 45 | d = shin 41 3 11 13 201 17 140 | e = thigh 224 8 70 4 25 81 14 | f = upperarm 42 5 23 43 23 0 290 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1708 57.3539 % Incorrectly Classified Instances 1270 42.6461 % Kappa statistic 0.5025 Mean absolute error 0.1267 Root mean squared error 0.3183 Relative absolute error 51.7514 % Root relative squared error 90.9575 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.148 0.499 0.889 0.64 0.95 chest 0.243 0.038 0.512 0.243 0.33 0.827 forearm 0.744 0.147 0.457 0.744 0.567 0.897 head 0.751 0.03 0.808 0.751 0.778 0.952 shin 0.473 0.034 0.696 0.473 0.563 0.879 thigh 0.197 0.015 0.694 0.197 0.307 0.783 upperarm 0.718 0.085 0.586 0.718 0.646 0.917 waist Weighted Avg. 0.574 0.071 0.608 0.574 0.547 0.886 === Confusion Matrix === a b c d e f g <-- classified as 378 17 13 0 8 2 7 | a = chest 25 103 258 7 12 3 16 | b = forearm 35 62 317 7 0 1 4 | c = head 16 4 9 319 24 10 43 | d = shin 49 1 2 13 201 21 138 | e = thigh 231 9 72 3 20 84 8 | f = upperarm 23 5 22 46 24 0 306 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1706 57.2868 % Incorrectly Classified Instances 1272 42.7132 % Kappa statistic 0.5017 Mean absolute error 0.1271 Root mean squared error 0.3196 Relative absolute error 51.9155 % Root relative squared error 91.3351 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.159 0.489 0.915 0.637 0.95 chest 0.252 0.034 0.552 0.252 0.346 0.833 forearm 0.709 0.139 0.46 0.709 0.558 0.896 head 0.774 0.025 0.835 0.774 0.803 0.944 shin 0.488 0.041 0.665 0.488 0.563 0.892 thigh 0.183 0.014 0.684 0.183 0.288 0.781 upperarm 0.69 0.085 0.575 0.69 0.628 0.893 waist Weighted Avg. 0.573 0.071 0.608 0.573 0.546 0.884 === Confusion Matrix === a b c d e f g <-- classified as 389 9 11 1 4 4 7 | a = chest 30 107 250 5 10 6 16 | b = forearm 48 67 302 6 0 1 2 | c = head 19 1 9 328 26 2 39 | d = shin 36 2 3 10 208 21 146 | e = thigh 234 4 55 5 44 78 7 | f = upperarm 40 4 27 38 21 2 294 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1691 56.8021 % Incorrectly Classified Instances 1286 43.1979 % Kappa statistic 0.4961 Mean absolute error 0.1264 Root mean squared error 0.3198 Relative absolute error 51.6116 % Root relative squared error 91.3772 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.157 0.483 0.882 0.624 0.943 chest 0.233 0.036 0.518 0.233 0.322 0.83 forearm 0.678 0.148 0.434 0.678 0.529 0.883 head 0.818 0.039 0.776 0.818 0.797 0.963 shin 0.488 0.031 0.722 0.488 0.583 0.89 thigh 0.215 0.015 0.713 0.215 0.331 0.792 upperarm 0.662 0.078 0.585 0.662 0.621 0.901 waist Weighted Avg. 0.568 0.072 0.605 0.568 0.544 0.886 === Confusion Matrix === a b c d e f g <-- classified as 374 16 18 3 3 7 3 | a = chest 34 99 241 11 8 8 23 | b = forearm 63 58 289 12 1 1 2 | c = head 8 5 9 347 18 4 33 | d = shin 38 1 8 21 208 15 135 | e = thigh 219 8 71 4 29 92 4 | f = upperarm 38 4 30 49 21 2 282 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1706 57.306 % Incorrectly Classified Instances 1271 42.694 % Kappa statistic 0.502 Mean absolute error 0.1267 Root mean squared error 0.3199 Relative absolute error 51.7559 % Root relative squared error 91.4156 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.913 0.156 0.492 0.913 0.64 0.948 chest 0.233 0.034 0.535 0.233 0.325 0.84 forearm 0.709 0.139 0.46 0.709 0.558 0.892 head 0.802 0.04 0.771 0.802 0.786 0.961 shin 0.455 0.035 0.683 0.455 0.546 0.877 thigh 0.183 0.009 0.772 0.183 0.295 0.782 upperarm 0.72 0.085 0.585 0.72 0.646 0.911 waist Weighted Avg. 0.573 0.071 0.614 0.573 0.542 0.887 === Confusion Matrix === a b c d e f g <-- classified as 387 9 17 0 3 2 6 | a = chest 35 99 248 10 10 3 20 | b = forearm 56 56 302 6 2 0 4 | c = head 10 5 8 340 20 4 37 | d = shin 40 2 4 29 194 13 144 | e = thigh 226 10 58 5 44 78 6 | f = upperarm 32 4 20 51 11 1 306 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1718 57.7091 % Incorrectly Classified Instances 1259 42.2909 % Kappa statistic 0.5067 Mean absolute error 0.1258 Root mean squared error 0.3166 Relative absolute error 51.3686 % Root relative squared error 90.4663 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.142 0.513 0.901 0.654 0.951 chest 0.282 0.036 0.563 0.282 0.376 0.841 forearm 0.706 0.148 0.443 0.706 0.544 0.886 head 0.804 0.037 0.784 0.804 0.794 0.963 shin 0.451 0.035 0.681 0.451 0.542 0.875 thigh 0.215 0.017 0.681 0.215 0.327 0.78 upperarm 0.683 0.078 0.594 0.683 0.635 0.908 waist Weighted Avg. 0.577 0.07 0.609 0.577 0.553 0.886 === Confusion Matrix === a b c d e f g <-- classified as 382 12 13 2 6 4 5 | a = chest 22 120 245 9 8 2 19 | b = forearm 46 60 300 13 1 1 4 | c = head 8 5 8 341 25 5 32 | d = shin 43 0 16 14 192 29 132 | e = thigh 199 12 76 8 33 92 7 | f = upperarm 45 4 19 48 17 2 291 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1687 56.6678 % Incorrectly Classified Instances 1290 43.3322 % Kappa statistic 0.4945 Mean absolute error 0.1277 Root mean squared error 0.3216 Relative absolute error 52.1283 % Root relative squared error 91.9051 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.877 0.165 0.47 0.877 0.612 0.941 chest 0.307 0.031 0.625 0.307 0.411 0.84 forearm 0.72 0.147 0.449 0.72 0.553 0.888 head 0.751 0.035 0.782 0.751 0.766 0.956 shin 0.465 0.035 0.69 0.465 0.555 0.876 thigh 0.185 0.015 0.681 0.185 0.291 0.772 upperarm 0.664 0.079 0.585 0.664 0.622 0.907 waist Weighted Avg. 0.567 0.072 0.612 0.567 0.544 0.883 === Confusion Matrix === a b c d e f g <-- classified as 372 12 18 1 6 7 8 | a = chest 27 130 237 5 7 1 17 | b = forearm 50 52 306 10 0 3 4 | c = head 16 2 14 319 31 4 39 | d = shin 53 2 10 19 198 20 124 | e = thigh 230 5 66 6 32 79 9 | f = upperarm 44 5 31 48 13 2 283 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1687 56.6678 % Incorrectly Classified Instances 1290 43.3322 % Kappa statistic 0.4945 Mean absolute error 0.1269 Root mean squared error 0.3195 Relative absolute error 51.8159 % Root relative squared error 91.2981 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.137 0.521 0.894 0.659 0.951 chest 0.226 0.042 0.473 0.226 0.306 0.827 forearm 0.701 0.163 0.417 0.701 0.523 0.888 head 0.762 0.033 0.794 0.762 0.778 0.954 shin 0.479 0.042 0.654 0.479 0.553 0.881 thigh 0.209 0.014 0.712 0.209 0.323 0.795 upperarm 0.695 0.074 0.609 0.695 0.649 0.918 waist Weighted Avg. 0.567 0.072 0.597 0.567 0.542 0.888 === Confusion Matrix === a b c d e f g <-- classified as 380 18 14 1 2 5 5 | a = chest 21 96 270 7 10 4 16 | b = forearm 48 71 298 4 1 1 2 | c = head 12 3 14 324 28 2 42 | d = shin 51 2 6 23 204 23 117 | e = thigh 181 9 82 6 51 89 8 | f = upperarm 36 4 30 43 16 1 296 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1734 58.227 % Incorrectly Classified Instances 1244 41.773 % Kappa statistic 0.5127 Mean absolute error 0.1241 Root mean squared error 0.3154 Relative absolute error 50.6781 % Root relative squared error 90.142 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.903 0.146 0.507 0.903 0.649 0.954 chest 0.267 0.041 0.521 0.267 0.353 0.833 forearm 0.709 0.151 0.439 0.709 0.542 0.888 head 0.814 0.027 0.836 0.814 0.825 0.962 shin 0.453 0.03 0.717 0.453 0.555 0.89 thigh 0.225 0.017 0.686 0.225 0.339 0.783 upperarm 0.707 0.076 0.609 0.707 0.654 0.912 waist Weighted Avg. 0.582 0.07 0.616 0.582 0.559 0.889 === Confusion Matrix === a b c d e f g <-- classified as 383 15 13 2 4 4 3 | a = chest 23 113 255 6 8 5 14 | b = forearm 41 77 302 5 1 0 0 | c = head 13 2 13 346 19 4 28 | d = shin 34 1 12 17 193 28 141 | e = thigh 220 7 68 5 24 96 7 | f = upperarm 42 2 25 33 20 3 301 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1692 56.8167 % Incorrectly Classified Instances 1286 43.1833 % Kappa statistic 0.4962 Mean absolute error 0.1276 Root mean squared error 0.3203 Relative absolute error 52.1062 % Root relative squared error 91.5379 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.884 0.151 0.493 0.884 0.633 0.948 chest 0.257 0.037 0.537 0.257 0.348 0.823 forearm 0.7 0.15 0.438 0.7 0.538 0.88 head 0.786 0.031 0.809 0.786 0.797 0.961 shin 0.462 0.032 0.706 0.462 0.559 0.894 thigh 0.201 0.017 0.662 0.201 0.309 0.781 upperarm 0.688 0.085 0.573 0.688 0.625 0.905 waist Weighted Avg. 0.568 0.072 0.603 0.568 0.544 0.884 === Confusion Matrix === a b c d e f g <-- classified as 375 17 13 1 5 7 6 | a = chest 21 109 261 5 9 3 16 | b = forearm 65 53 298 5 1 0 4 | c = head 14 4 6 334 21 6 40 | d = shin 38 0 10 15 197 27 139 | e = thigh 214 8 66 8 32 86 13 | f = upperarm 34 12 27 45 14 1 293 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1703 57.186 % Incorrectly Classified Instances 1275 42.814 % Kappa statistic 0.5005 Mean absolute error 0.1274 Root mean squared error 0.3184 Relative absolute error 52.0175 % Root relative squared error 90.9844 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.165 0.474 0.894 0.619 0.942 chest 0.248 0.034 0.55 0.248 0.341 0.835 forearm 0.707 0.139 0.459 0.707 0.556 0.895 head 0.774 0.032 0.8 0.774 0.787 0.957 shin 0.488 0.035 0.7 0.488 0.575 0.884 thigh 0.18 0.014 0.681 0.18 0.285 0.766 upperarm 0.714 0.081 0.596 0.714 0.65 0.904 waist Weighted Avg. 0.572 0.071 0.609 0.572 0.545 0.883 === Confusion Matrix === a b c d e f g <-- classified as 379 11 14 1 6 7 6 | a = chest 40 105 236 9 9 3 22 | b = forearm 50 58 301 10 1 3 3 | c = head 13 4 13 329 23 3 40 | d = shin 44 0 10 19 208 14 131 | e = thigh 231 7 63 10 35 77 4 | f = upperarm 43 6 19 33 15 6 304 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1674 56.2122 % Incorrectly Classified Instances 1304 43.7878 % Kappa statistic 0.4892 Mean absolute error 0.1279 Root mean squared error 0.3226 Relative absolute error 52.2115 % Root relative squared error 92.1815 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.889 0.163 0.475 0.889 0.62 0.941 chest 0.267 0.032 0.582 0.267 0.366 0.843 forearm 0.709 0.153 0.436 0.709 0.54 0.891 head 0.769 0.039 0.768 0.769 0.769 0.947 shin 0.469 0.033 0.707 0.469 0.564 0.885 thigh 0.164 0.009 0.745 0.164 0.269 0.776 upperarm 0.669 0.082 0.576 0.669 0.619 0.907 waist Weighted Avg. 0.562 0.073 0.613 0.562 0.535 0.884 === Confusion Matrix === a b c d e f g <-- classified as 377 13 14 0 5 4 11 | a = chest 28 113 248 12 7 1 15 | b = forearm 49 62 302 9 1 0 3 | c = head 17 0 11 327 29 4 37 | d = shin 56 1 5 16 200 14 134 | e = thigh 230 4 85 7 21 70 10 | f = upperarm 36 1 28 55 20 1 285 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1716 57.6226 % Incorrectly Classified Instances 1262 42.3774 % Kappa statistic 0.5056 Mean absolute error 0.1266 Root mean squared error 0.3198 Relative absolute error 51.7 % Root relative squared error 91.3817 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.906 0.156 0.491 0.906 0.637 0.946 chest 0.25 0.028 0.599 0.25 0.353 0.835 forearm 0.732 0.15 0.45 0.732 0.557 0.887 head 0.793 0.03 0.816 0.793 0.804 0.959 shin 0.475 0.039 0.669 0.475 0.556 0.884 thigh 0.183 0.016 0.655 0.183 0.286 0.776 upperarm 0.695 0.076 0.605 0.695 0.647 0.901 waist Weighted Avg. 0.576 0.071 0.612 0.576 0.548 0.884 === Confusion Matrix === a b c d e f g <-- classified as 385 11 10 2 4 8 5 | a = chest 27 106 250 8 13 3 17 | b = forearm 51 48 312 6 5 1 3 | c = head 16 2 6 337 24 4 36 | d = shin 43 2 7 21 202 24 126 | e = thigh 227 6 73 2 35 78 6 | f = upperarm 35 2 36 37 19 1 296 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1711 57.474 % Incorrectly Classified Instances 1266 42.526 % Kappa statistic 0.5039 Mean absolute error 0.1261 Root mean squared error 0.3185 Relative absolute error 51.4708 % Root relative squared error 91.0235 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.149 0.5 0.894 0.641 0.949 chest 0.25 0.033 0.558 0.25 0.345 0.831 forearm 0.725 0.148 0.449 0.725 0.554 0.893 head 0.791 0.034 0.796 0.791 0.793 0.952 shin 0.488 0.037 0.689 0.488 0.571 0.892 thigh 0.185 0.012 0.725 0.185 0.295 0.785 upperarm 0.692 0.084 0.579 0.692 0.63 0.905 waist Weighted Avg. 0.575 0.071 0.614 0.575 0.547 0.887 === Confusion Matrix === a b c d e f g <-- classified as 380 12 18 3 2 3 7 | a = chest 29 106 256 4 8 5 16 | b = forearm 43 58 308 11 1 0 4 | c = head 14 3 12 336 22 1 37 | d = shin 35 3 7 13 208 20 140 | e = thigh 221 7 63 5 42 79 10 | f = upperarm 38 1 22 50 19 1 294 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1691 56.8021 % Incorrectly Classified Instances 1286 43.1979 % Kappa statistic 0.496 Mean absolute error 0.1273 Root mean squared error 0.3202 Relative absolute error 51.9698 % Root relative squared error 91.4955 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.15 0.499 0.901 0.643 0.947 chest 0.245 0.037 0.525 0.245 0.334 0.842 forearm 0.725 0.143 0.458 0.725 0.562 0.893 head 0.769 0.041 0.756 0.769 0.763 0.95 shin 0.458 0.038 0.666 0.458 0.542 0.869 thigh 0.214 0.011 0.765 0.214 0.334 0.786 upperarm 0.667 0.083 0.571 0.667 0.615 0.906 waist Weighted Avg. 0.568 0.072 0.606 0.568 0.542 0.885 === Confusion Matrix === a b c d e f g <-- classified as 383 13 14 0 6 3 6 | a = chest 27 104 255 9 11 5 14 | b = forearm 40 57 308 14 0 2 4 | c = head 10 7 14 326 22 3 42 | d = shin 49 1 4 20 195 14 143 | e = thigh 215 10 61 1 44 91 4 | f = upperarm 43 6 16 61 15 1 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1656 55.6265 % Incorrectly Classified Instances 1321 44.3735 % Kappa statistic 0.4823 Mean absolute error 0.1301 Root mean squared error 0.3246 Relative absolute error 53.1092 % Root relative squared error 92.7549 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.882 0.153 0.49 0.882 0.63 0.948 chest 0.268 0.035 0.559 0.268 0.362 0.823 forearm 0.715 0.153 0.437 0.715 0.543 0.886 head 0.752 0.036 0.774 0.752 0.763 0.957 shin 0.43 0.034 0.678 0.43 0.526 0.873 thigh 0.19 0.017 0.653 0.19 0.295 0.796 upperarm 0.657 0.089 0.553 0.657 0.601 0.901 waist Weighted Avg. 0.556 0.074 0.592 0.556 0.531 0.883 === Confusion Matrix === a b c d e f g <-- classified as 375 10 22 1 4 3 10 | a = chest 22 114 239 8 14 4 24 | b = forearm 47 60 304 9 0 2 3 | c = head 15 1 10 319 28 5 46 | d = shin 53 2 6 17 183 29 136 | e = thigh 215 13 82 3 25 81 7 | f = upperarm 39 4 32 55 16 0 280 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1758 59.0527 % Incorrectly Classified Instances 1219 40.9473 % Kappa statistic 0.5223 Mean absolute error 0.123 Root mean squared error 0.3149 Relative absolute error 50.213 % Root relative squared error 89.9776 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.925 0.146 0.513 0.925 0.66 0.954 chest 0.283 0.034 0.58 0.283 0.38 0.836 forearm 0.714 0.143 0.454 0.714 0.555 0.896 head 0.8 0.029 0.819 0.8 0.809 0.962 shin 0.458 0.033 0.696 0.458 0.552 0.857 thigh 0.251 0.014 0.754 0.251 0.377 0.8 upperarm 0.704 0.078 0.602 0.704 0.649 0.913 waist Weighted Avg. 0.591 0.068 0.631 0.591 0.569 0.888 === Confusion Matrix === a b c d e f g <-- classified as 393 6 11 1 2 6 6 | a = chest 32 120 239 7 7 4 15 | b = forearm 46 60 304 8 2 2 4 | c = head 9 3 8 339 20 7 38 | d = shin 52 4 9 19 195 16 131 | e = thigh 197 9 69 4 36 107 4 | f = upperarm 37 5 30 36 18 0 300 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1665 55.9288 % Incorrectly Classified Instances 1312 44.0712 % Kappa statistic 0.4858 Mean absolute error 0.1299 Root mean squared error 0.3226 Relative absolute error 53.0226 % Root relative squared error 92.1916 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.15 0.5 0.901 0.643 0.953 chest 0.229 0.038 0.5 0.229 0.314 0.828 forearm 0.697 0.146 0.443 0.697 0.542 0.882 head 0.769 0.033 0.795 0.769 0.782 0.971 shin 0.462 0.045 0.633 0.462 0.535 0.883 thigh 0.181 0.015 0.675 0.181 0.285 0.765 upperarm 0.676 0.088 0.563 0.676 0.614 0.909 waist Weighted Avg. 0.559 0.073 0.587 0.559 0.531 0.884 === Confusion Matrix === a b c d e f g <-- classified as 383 15 13 0 6 4 4 | a = chest 30 97 260 6 10 4 17 | b = forearm 51 67 297 5 1 1 4 | c = head 4 4 6 326 31 8 45 | d = shin 36 2 4 20 197 20 147 | e = thigh 227 3 62 6 44 77 7 | f = upperarm 35 6 28 47 22 0 288 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1714 57.5554 % Incorrectly Classified Instances 1264 42.4446 % Kappa statistic 0.5048 Mean absolute error 0.1252 Root mean squared error 0.3176 Relative absolute error 51.1427 % Root relative squared error 90.7583 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.148 0.508 0.915 0.653 0.955 chest 0.267 0.034 0.568 0.267 0.363 0.847 forearm 0.707 0.154 0.434 0.707 0.538 0.888 head 0.767 0.031 0.804 0.767 0.785 0.951 shin 0.465 0.038 0.671 0.465 0.549 0.884 thigh 0.201 0.015 0.699 0.201 0.313 0.785 upperarm 0.709 0.076 0.608 0.709 0.654 0.916 waist Weighted Avg. 0.576 0.071 0.613 0.576 0.551 0.889 === Confusion Matrix === a b c d e f g <-- classified as 389 5 19 0 6 2 4 | a = chest 14 113 262 9 10 4 12 | b = forearm 47 66 301 8 1 2 1 | c = head 15 3 12 325 31 5 33 | d = shin 40 2 7 16 198 24 139 | e = thigh 228 9 62 6 30 86 6 | f = upperarm 33 1 31 40 19 0 302 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1746 58.63 % Incorrectly Classified Instances 1232 41.37 % Kappa statistic 0.5173 Mean absolute error 0.1225 Root mean squared error 0.3133 Relative absolute error 50.0092 % Root relative squared error 89.5342 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.915 0.156 0.495 0.915 0.642 0.951 chest 0.255 0.031 0.578 0.255 0.354 0.841 forearm 0.73 0.14 0.466 0.73 0.569 0.903 head 0.802 0.034 0.799 0.802 0.8 0.969 shin 0.528 0.032 0.733 0.528 0.614 0.9 thigh 0.188 0.011 0.741 0.188 0.3 0.795 upperarm 0.685 0.08 0.59 0.685 0.634 0.91 waist Weighted Avg. 0.586 0.069 0.629 0.586 0.559 0.896 === Confusion Matrix === a b c d e f g <-- classified as 389 16 8 1 3 2 6 | a = chest 35 108 239 7 11 4 20 | b = forearm 59 45 311 5 1 2 3 | c = head 9 1 10 341 23 5 36 | d = shin 33 3 6 18 225 14 127 | e = thigh 218 10 70 4 33 80 11 | f = upperarm 43 4 24 51 11 1 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1720 57.7569 % Incorrectly Classified Instances 1258 42.2431 % Kappa statistic 0.5072 Mean absolute error 0.1252 Root mean squared error 0.3155 Relative absolute error 51.1032 % Root relative squared error 90.1567 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.904 0.156 0.492 0.904 0.637 0.955 chest 0.288 0.038 0.557 0.288 0.379 0.853 forearm 0.7 0.137 0.46 0.7 0.555 0.897 head 0.769 0.033 0.798 0.769 0.783 0.959 shin 0.516 0.037 0.701 0.516 0.595 0.889 thigh 0.218 0.014 0.721 0.218 0.335 0.79 upperarm 0.648 0.079 0.579 0.648 0.611 0.903 waist Weighted Avg. 0.578 0.07 0.615 0.578 0.557 0.892 === Confusion Matrix === a b c d e f g <-- classified as 384 8 16 1 1 9 6 | a = chest 27 122 235 4 14 3 19 | b = forearm 50 66 298 7 2 1 2 | c = head 14 2 12 327 24 3 43 | d = shin 42 2 2 16 220 17 127 | e = thigh 218 11 69 3 28 93 4 | f = upperarm 46 8 16 52 25 3 276 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1731 58.1263 % Incorrectly Classified Instances 1247 41.8737 % Kappa statistic 0.5115 Mean absolute error 0.1251 Root mean squared error 0.3175 Relative absolute error 51.0748 % Root relative squared error 90.7274 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.918 0.147 0.51 0.918 0.655 0.951 chest 0.264 0.033 0.571 0.264 0.361 0.834 forearm 0.709 0.144 0.451 0.709 0.551 0.885 head 0.786 0.033 0.799 0.786 0.792 0.959 shin 0.493 0.034 0.705 0.493 0.58 0.883 thigh 0.221 0.015 0.712 0.221 0.337 0.79 upperarm 0.678 0.082 0.579 0.678 0.625 0.906 waist Weighted Avg. 0.581 0.07 0.618 0.581 0.557 0.887 === Confusion Matrix === a b c d e f g <-- classified as 390 12 4 1 5 4 9 | a = chest 30 112 245 5 11 5 16 | b = forearm 52 52 302 13 2 0 5 | c = head 14 3 6 334 18 5 45 | d = shin 45 2 11 11 210 21 126 | e = thigh 200 10 74 7 32 94 9 | f = upperarm 34 5 28 47 20 3 289 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1678 56.3465 % Incorrectly Classified Instances 1300 43.6535 % Kappa statistic 0.4907 Mean absolute error 0.1288 Root mean squared error 0.3237 Relative absolute error 52.6136 % Root relative squared error 92.5034 % Total Number of Instances 2978 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.894 0.161 0.481 0.894 0.626 0.945 chest 0.271 0.035 0.561 0.271 0.366 0.831 forearm 0.692 0.154 0.429 0.692 0.53 0.884 head 0.784 0.028 0.822 0.784 0.802 0.96 shin 0.408 0.031 0.688 0.408 0.513 0.863 thigh 0.195 0.014 0.697 0.195 0.305 0.781 upperarm 0.7 0.086 0.575 0.7 0.631 0.898 waist Weighted Avg. 0.563 0.073 0.608 0.563 0.539 0.881 === Confusion Matrix === a b c d e f g <-- classified as 380 15 21 0 2 2 5 | a = chest 29 115 239 11 10 3 17 | b = forearm 56 62 295 6 3 0 4 | c = head 12 2 11 333 26 6 35 | d = shin 53 0 17 9 174 23 150 | e = thigh 222 8 80 5 19 83 9 | f = upperarm 38 3 25 41 19 2 298 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1669 56.0632 % Incorrectly Classified Instances 1308 43.9368 % Kappa statistic 0.4874 Mean absolute error 0.1297 Root mean squared error 0.323 Relative absolute error 52.9775 % Root relative squared error 92.2958 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.873 0.153 0.486 0.873 0.624 0.941 chest 0.219 0.034 0.52 0.219 0.308 0.822 forearm 0.732 0.148 0.452 0.732 0.559 0.889 head 0.791 0.039 0.772 0.791 0.781 0.963 shin 0.458 0.04 0.659 0.458 0.54 0.881 thigh 0.169 0.016 0.637 0.169 0.267 0.768 upperarm 0.685 0.083 0.579 0.685 0.627 0.901 waist Weighted Avg. 0.561 0.073 0.586 0.561 0.53 0.881 === Confusion Matrix === a b c d e f g <-- classified as 370 12 16 3 4 6 13 | a = chest 29 93 258 11 4 7 22 | b = forearm 39 62 312 6 2 0 5 | c = head 8 3 11 336 32 3 32 | d = shin 43 0 5 24 195 25 134 | e = thigh 236 6 59 5 43 72 6 | f = upperarm 36 3 29 50 16 0 291 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1676 56.2983 % Incorrectly Classified Instances 1301 43.7017 % Kappa statistic 0.4902 Mean absolute error 0.1291 Root mean squared error 0.3232 Relative absolute error 52.7186 % Root relative squared error 92.3618 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.873 0.151 0.489 0.873 0.627 0.943 chest 0.264 0.034 0.563 0.264 0.36 0.831 forearm 0.715 0.156 0.433 0.715 0.539 0.883 head 0.802 0.032 0.808 0.802 0.805 0.957 shin 0.437 0.036 0.669 0.437 0.528 0.865 thigh 0.192 0.016 0.672 0.192 0.299 0.787 upperarm 0.66 0.085 0.564 0.66 0.608 0.907 waist Weighted Avg. 0.563 0.073 0.6 0.563 0.538 0.882 === Confusion Matrix === a b c d e f g <-- classified as 370 15 21 1 3 6 8 | a = chest 30 112 246 8 7 5 16 | b = forearm 48 59 304 10 0 1 3 | c = head 13 2 8 341 18 6 37 | d = shin 47 1 10 15 186 21 146 | e = thigh 207 4 73 6 48 82 7 | f = upperarm 41 6 40 41 16 1 281 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1684 56.567 % Incorrectly Classified Instances 1293 43.433 % Kappa statistic 0.4934 Mean absolute error 0.1265 Root mean squared error 0.3182 Relative absolute error 51.6442 % Root relative squared error 90.9431 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.901 0.156 0.489 0.901 0.634 0.949 chest 0.228 0.037 0.505 0.228 0.314 0.83 forearm 0.706 0.147 0.445 0.706 0.546 0.889 head 0.804 0.037 0.784 0.804 0.794 0.962 shin 0.427 0.031 0.7 0.427 0.531 0.895 thigh 0.211 0.017 0.672 0.211 0.321 0.78 upperarm 0.685 0.082 0.583 0.685 0.63 0.916 waist Weighted Avg. 0.566 0.072 0.597 0.566 0.538 0.889 === Confusion Matrix === a b c d e f g <-- classified as 382 14 13 1 4 5 5 | a = chest 25 97 256 12 7 6 22 | b = forearm 51 61 300 6 2 2 3 | c = head 13 4 7 341 22 2 35 | d = shin 45 2 5 28 182 28 136 | e = thigh 218 8 66 7 30 90 8 | f = upperarm 47 6 27 40 13 1 292 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1679 56.3991 % Incorrectly Classified Instances 1298 43.6009 % Kappa statistic 0.4914 Mean absolute error 0.1293 Root mean squared error 0.3229 Relative absolute error 52.7843 % Root relative squared error 92.2894 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.892 0.153 0.492 0.892 0.634 0.948 chest 0.254 0.041 0.507 0.254 0.339 0.823 forearm 0.696 0.152 0.433 0.696 0.534 0.881 head 0.767 0.029 0.817 0.767 0.791 0.941 shin 0.469 0.036 0.685 0.469 0.557 0.886 thigh 0.206 0.014 0.71 0.206 0.319 0.761 upperarm 0.667 0.083 0.571 0.667 0.615 0.892 waist Weighted Avg. 0.564 0.073 0.602 0.564 0.541 0.876 === Confusion Matrix === a b c d e f g <-- classified as 378 15 12 1 6 6 6 | a = chest 26 108 258 3 10 2 18 | b = forearm 38 70 296 11 2 3 5 | c = head 16 5 14 325 23 2 39 | d = shin 40 3 6 16 200 21 140 | e = thigh 233 5 68 3 25 88 5 | f = upperarm 38 7 30 39 26 2 284 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1673 56.1975 % Incorrectly Classified Instances 1304 43.8025 % Kappa statistic 0.489 Mean absolute error 0.1282 Root mean squared error 0.3218 Relative absolute error 52.3292 % Root relative squared error 91.9728 % Total Number of Instances 2977 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.88 0.149 0.495 0.88 0.634 0.943 chest 0.259 0.036 0.542 0.259 0.351 0.811 forearm 0.728 0.149 0.45 0.728 0.556 0.895 head 0.757 0.037 0.772 0.757 0.764 0.957 shin 0.433 0.039 0.648 0.433 0.519 0.871 thigh 0.178 0.01 0.745 0.178 0.287 0.774 upperarm 0.7 0.09 0.564 0.7 0.625 0.914 waist Weighted Avg. 0.562 0.073 0.602 0.562 0.534 0.881 === Confusion Matrix === a b c d e f g <-- classified as 374 13 19 0 9 5 5 | a = chest 34 110 250 3 11 1 15 | b = forearm 44 62 310 10 0 0 0 | c = head 11 5 5 321 21 6 55 | d = shin 50 3 7 21 184 14 146 | e = thigh 209 8 76 7 42 76 9 | f = upperarm 33 2 22 54 17 0 298 | g = waist ------------------------------------------------------------------------------------------------------ SUBJECT: 15 RUN: 0 FOLD: 0 Correctly Classified Instances 1585 46.3315 % Incorrectly Classified Instances 1836 53.6685 % Kappa statistic 0.3738 Mean absolute error 0.1571 Root mean squared error 0.3601 Relative absolute error 64.1312 % Root relative squared error 102.9168 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.31 0.021 0.714 0.31 0.432 0.848 chest 0.307 0.038 0.571 0.307 0.399 0.756 forearm 0.853 0.299 0.323 0.853 0.469 0.888 head 0.624 0.065 0.616 0.624 0.62 0.919 shin 0.207 0.049 0.411 0.207 0.275 0.81 thigh 0.149 0.008 0.768 0.149 0.25 0.698 upperarm 0.791 0.147 0.473 0.791 0.592 0.901 waist Weighted Avg. 0.463 0.09 0.554 0.463 0.434 0.831 === Confusion Matrix === a b c d e f g <-- classified as 152 14 196 69 13 7 39 | a = chest 6 149 238 7 20 6 60 | b = forearm 3 12 418 16 13 2 26 | c = head 20 9 82 305 59 3 11 | d = shin 12 15 46 79 101 2 233 | e = thigh 17 59 251 5 22 73 62 | f = upperarm 3 3 62 14 18 2 387 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1562 45.6592 % Incorrectly Classified Instances 1859 54.3408 % Kappa statistic 0.3659 Mean absolute error 0.158 Root mean squared error 0.362 Relative absolute error 64.5327 % Root relative squared error 103.4515 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.319 0.024 0.693 0.319 0.437 0.842 chest 0.296 0.041 0.543 0.296 0.383 0.773 forearm 0.835 0.317 0.306 0.835 0.447 0.873 head 0.661 0.063 0.637 0.661 0.649 0.926 shin 0.19 0.043 0.423 0.19 0.262 0.781 thigh 0.108 0.009 0.671 0.108 0.187 0.71 upperarm 0.785 0.137 0.488 0.785 0.602 0.904 waist Weighted Avg. 0.457 0.091 0.537 0.457 0.424 0.83 === Confusion Matrix === a b c d e f g <-- classified as 156 7 218 47 13 5 43 | a = chest 4 144 244 4 27 9 54 | b = forearm 2 13 409 15 5 4 42 | c = head 24 5 87 323 40 5 5 | d = shin 14 23 62 93 93 1 203 | e = thigh 25 70 252 9 24 53 56 | f = upperarm 0 3 66 16 18 2 384 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1525 44.5776 % Incorrectly Classified Instances 1896 55.4224 % Kappa statistic 0.3533 Mean absolute error 0.1601 Root mean squared error 0.3656 Relative absolute error 65.3831 % Root relative squared error 104.4702 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.28 0.021 0.685 0.28 0.398 0.833 chest 0.3 0.049 0.503 0.3 0.376 0.743 forearm 0.839 0.326 0.301 0.839 0.443 0.878 head 0.64 0.059 0.645 0.64 0.643 0.914 shin 0.166 0.039 0.413 0.166 0.236 0.803 thigh 0.131 0.009 0.719 0.131 0.221 0.708 upperarm 0.763 0.144 0.469 0.763 0.581 0.893 waist Weighted Avg. 0.446 0.092 0.534 0.446 0.414 0.824 === Confusion Matrix === a b c d e f g <-- classified as 137 15 223 49 14 7 44 | a = chest 3 146 249 6 16 5 61 | b = forearm 5 18 411 14 7 3 32 | c = head 21 12 88 313 42 6 7 | d = shin 7 19 65 88 81 3 226 | e = thigh 22 71 262 4 14 64 52 | f = upperarm 5 9 68 11 22 1 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1540 45.0161 % Incorrectly Classified Instances 1881 54.9839 % Kappa statistic 0.3584 Mean absolute error 0.1584 Root mean squared error 0.3625 Relative absolute error 64.6666 % Root relative squared error 103.5792 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.278 0.021 0.69 0.278 0.397 0.842 chest 0.305 0.042 0.548 0.305 0.392 0.761 forearm 0.833 0.307 0.312 0.833 0.454 0.88 head 0.622 0.068 0.606 0.622 0.614 0.917 shin 0.176 0.047 0.382 0.176 0.241 0.789 thigh 0.117 0.014 0.582 0.117 0.194 0.704 upperarm 0.82 0.143 0.489 0.82 0.613 0.915 waist Weighted Avg. 0.45 0.092 0.515 0.45 0.415 0.83 === Confusion Matrix === a b c d e f g <-- classified as 136 9 214 57 14 9 50 | a = chest 1 148 244 4 17 8 64 | b = forearm 3 14 408 23 5 5 32 | c = head 19 12 73 304 59 12 10 | d = shin 12 19 57 94 86 5 216 | e = thigh 24 67 256 9 29 57 47 | f = upperarm 2 1 57 11 15 2 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1561 45.6299 % Incorrectly Classified Instances 1860 54.3701 % Kappa statistic 0.3656 Mean absolute error 0.1583 Root mean squared error 0.3634 Relative absolute error 64.6594 % Root relative squared error 103.8566 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.309 0.023 0.696 0.309 0.428 0.847 chest 0.337 0.044 0.562 0.337 0.422 0.759 forearm 0.841 0.317 0.307 0.841 0.45 0.874 head 0.616 0.057 0.642 0.616 0.628 0.913 shin 0.194 0.047 0.408 0.194 0.263 0.804 thigh 0.141 0.008 0.758 0.141 0.238 0.714 upperarm 0.755 0.14 0.474 0.755 0.582 0.89 waist Weighted Avg. 0.456 0.091 0.549 0.456 0.43 0.829 === Confusion Matrix === a b c d e f g <-- classified as 151 13 207 54 13 5 46 | a = chest 3 164 228 5 23 4 59 | b = forearm 4 16 412 17 4 0 37 | c = head 22 11 89 301 49 10 7 | d = shin 13 15 62 71 95 3 230 | e = thigh 23 68 268 7 23 69 31 | f = upperarm 1 5 74 14 26 0 369 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1555 45.4545 % Incorrectly Classified Instances 1866 54.5455 % Kappa statistic 0.3635 Mean absolute error 0.1581 Root mean squared error 0.3631 Relative absolute error 64.5512 % Root relative squared error 103.7768 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.309 0.022 0.702 0.309 0.429 0.848 chest 0.265 0.047 0.485 0.265 0.343 0.742 forearm 0.863 0.334 0.301 0.863 0.447 0.88 head 0.644 0.055 0.663 0.644 0.654 0.917 shin 0.192 0.043 0.425 0.192 0.265 0.796 thigh 0.119 0.013 0.598 0.119 0.198 0.717 upperarm 0.787 0.122 0.517 0.787 0.624 0.905 waist Weighted Avg. 0.455 0.091 0.527 0.455 0.423 0.829 === Confusion Matrix === a b c d e f g <-- classified as 151 12 211 46 17 11 41 | a = chest 4 129 263 5 20 10 55 | b = forearm 2 12 423 19 8 7 19 | c = head 21 7 89 315 43 7 7 | d = shin 15 23 72 80 94 4 201 | e = thigh 15 82 273 1 24 58 36 | f = upperarm 7 1 72 9 15 0 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1544 45.133 % Incorrectly Classified Instances 1877 54.867 % Kappa statistic 0.3598 Mean absolute error 0.159 Root mean squared error 0.3648 Relative absolute error 64.9315 % Root relative squared error 104.2487 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.243 0.024 0.626 0.243 0.35 0.838 chest 0.295 0.043 0.53 0.295 0.379 0.757 forearm 0.827 0.322 0.3 0.827 0.441 0.869 head 0.675 0.072 0.609 0.675 0.64 0.912 shin 0.182 0.043 0.414 0.182 0.253 0.807 thigh 0.127 0.01 0.674 0.127 0.213 0.709 upperarm 0.81 0.126 0.518 0.81 0.632 0.909 waist Weighted Avg. 0.451 0.092 0.524 0.451 0.415 0.829 === Confusion Matrix === a b c d e f g <-- classified as 119 13 240 62 22 4 30 | a = chest 0 143 240 8 22 7 65 | b = forearm 9 12 405 26 5 7 26 | c = head 19 9 87 330 33 6 5 | d = shin 15 15 55 103 89 5 207 | e = thigh 28 73 258 5 28 62 35 | f = upperarm 0 5 63 8 16 1 396 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1544 45.133 % Incorrectly Classified Instances 1877 54.867 % Kappa statistic 0.3598 Mean absolute error 0.1588 Root mean squared error 0.3631 Relative absolute error 64.8583 % Root relative squared error 103.7716 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.261 0.022 0.667 0.261 0.375 0.843 chest 0.282 0.046 0.504 0.282 0.362 0.746 forearm 0.845 0.314 0.31 0.845 0.454 0.88 head 0.658 0.059 0.648 0.658 0.653 0.923 shin 0.207 0.044 0.441 0.207 0.281 0.788 thigh 0.133 0.013 0.637 0.133 0.22 0.744 upperarm 0.771 0.143 0.475 0.771 0.588 0.888 waist Weighted Avg. 0.451 0.092 0.526 0.451 0.419 0.83 === Confusion Matrix === a b c d e f g <-- classified as 128 10 225 57 13 10 47 | a = chest 13 137 253 6 16 6 54 | b = forearm 7 10 414 25 4 2 28 | c = head 15 9 72 321 51 11 9 | d = shin 9 19 56 68 101 2 234 | e = thigh 19 83 242 3 31 65 46 | f = upperarm 1 4 73 15 13 6 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1540 45.0161 % Incorrectly Classified Instances 1881 54.9839 % Kappa statistic 0.3584 Mean absolute error 0.1599 Root mean squared error 0.3641 Relative absolute error 65.2969 % Root relative squared error 104.0472 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.294 0.02 0.713 0.294 0.416 0.843 chest 0.262 0.052 0.455 0.262 0.332 0.739 forearm 0.843 0.316 0.308 0.843 0.451 0.881 head 0.639 0.065 0.62 0.639 0.63 0.916 shin 0.209 0.043 0.445 0.209 0.284 0.797 thigh 0.092 0.008 0.662 0.092 0.162 0.707 upperarm 0.81 0.137 0.496 0.81 0.616 0.901 waist Weighted Avg. 0.45 0.092 0.529 0.45 0.413 0.827 === Confusion Matrix === a b c d e f g <-- classified as 144 8 222 55 13 2 46 | a = chest 6 127 249 9 20 9 65 | b = forearm 1 15 413 21 4 0 36 | c = head 20 13 88 312 42 6 7 | d = shin 11 28 55 85 102 5 203 | e = thigh 17 83 262 6 30 45 46 | f = upperarm 3 5 51 15 18 1 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1552 45.3801 % Incorrectly Classified Instances 1868 54.6199 % Kappa statistic 0.3627 Mean absolute error 0.1574 Root mean squared error 0.3618 Relative absolute error 64.2543 % Root relative squared error 103.3912 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.296 0.019 0.721 0.296 0.42 0.849 chest 0.315 0.048 0.522 0.315 0.393 0.766 forearm 0.855 0.305 0.319 0.855 0.464 0.884 head 0.618 0.063 0.619 0.618 0.618 0.914 shin 0.194 0.051 0.388 0.194 0.259 0.793 thigh 0.119 0.014 0.592 0.119 0.198 0.708 upperarm 0.779 0.137 0.487 0.779 0.599 0.901 waist Weighted Avg. 0.454 0.091 0.521 0.454 0.422 0.831 === Confusion Matrix === a b c d e f g <-- classified as 145 12 210 49 11 14 49 | a = chest 4 153 224 11 23 6 65 | b = forearm 4 11 418 19 8 7 22 | c = head 20 12 88 302 53 7 7 | d = shin 8 20 55 88 95 4 219 | e = thigh 18 83 256 6 27 58 40 | f = upperarm 2 2 61 13 28 2 381 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 1 FOLD: 0 Correctly Classified Instances 1549 45.2792 % Incorrectly Classified Instances 1872 54.7208 % Kappa statistic 0.3615 Mean absolute error 0.1599 Root mean squared error 0.3644 Relative absolute error 65.3013 % Root relative squared error 104.126 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.288 0.029 0.627 0.288 0.394 0.827 chest 0.315 0.038 0.58 0.315 0.409 0.756 forearm 0.843 0.325 0.303 0.843 0.445 0.877 head 0.63 0.057 0.647 0.63 0.638 0.918 shin 0.184 0.045 0.404 0.184 0.253 0.787 thigh 0.11 0.014 0.568 0.11 0.185 0.668 upperarm 0.796 0.131 0.505 0.796 0.618 0.902 waist Weighted Avg. 0.453 0.091 0.519 0.453 0.42 0.819 === Confusion Matrix === a b c d e f g <-- classified as 141 7 225 58 17 9 33 | a = chest 4 153 239 7 21 8 53 | b = forearm 6 9 413 15 6 10 31 | c = head 26 11 86 308 47 3 8 | d = shin 14 21 60 77 90 5 221 | e = thigh 32 60 282 4 20 54 37 | f = upperarm 2 3 60 7 22 6 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1536 44.8992 % Incorrectly Classified Instances 1885 55.1008 % Kappa statistic 0.3571 Mean absolute error 0.1593 Root mean squared error 0.3645 Relative absolute error 65.0499 % Root relative squared error 104.1688 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.296 0.022 0.694 0.296 0.415 0.846 chest 0.256 0.042 0.502 0.256 0.339 0.737 forearm 0.843 0.318 0.307 0.843 0.45 0.885 head 0.613 0.058 0.637 0.613 0.625 0.921 shin 0.209 0.054 0.392 0.209 0.272 0.788 thigh 0.117 0.005 0.803 0.117 0.204 0.724 upperarm 0.808 0.145 0.483 0.808 0.605 0.904 waist Weighted Avg. 0.449 0.092 0.545 0.449 0.416 0.83 === Confusion Matrix === a b c d e f g <-- classified as 145 15 223 53 11 2 41 | a = chest 5 124 242 4 31 4 75 | b = forearm 8 10 412 18 9 1 31 | c = head 19 10 91 300 55 6 8 | d = shin 10 17 60 79 102 1 220 | e = thigh 19 71 258 6 29 57 49 | f = upperarm 3 0 57 11 23 0 396 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1563 45.6884 % Incorrectly Classified Instances 1858 54.3116 % Kappa statistic 0.3663 Mean absolute error 0.157 Root mean squared error 0.361 Relative absolute error 64.1232 % Root relative squared error 103.1764 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.3 0.024 0.681 0.3 0.416 0.846 chest 0.321 0.044 0.545 0.321 0.404 0.77 forearm 0.849 0.316 0.31 0.849 0.454 0.88 head 0.627 0.06 0.636 0.627 0.632 0.92 shin 0.166 0.045 0.382 0.166 0.231 0.801 thigh 0.145 0.006 0.798 0.145 0.246 0.727 upperarm 0.789 0.14 0.485 0.789 0.601 0.901 waist Weighted Avg. 0.457 0.091 0.548 0.457 0.426 0.835 === Confusion Matrix === a b c d e f g <-- classified as 147 16 211 41 19 7 49 | a = chest 4 156 235 3 14 8 66 | b = forearm 3 16 416 21 3 1 30 | c = head 29 12 83 306 51 1 6 | d = shin 14 15 64 95 81 1 219 | e = thigh 17 69 266 6 20 71 40 | f = upperarm 2 2 66 9 24 0 386 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1565 45.7469 % Incorrectly Classified Instances 1856 54.2531 % Kappa statistic 0.367 Mean absolute error 0.1575 Root mean squared error 0.3613 Relative absolute error 64.2987 % Root relative squared error 103.2414 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.286 0.02 0.707 0.286 0.407 0.848 chest 0.307 0.046 0.523 0.307 0.387 0.75 forearm 0.833 0.312 0.308 0.833 0.45 0.882 head 0.676 0.06 0.653 0.676 0.665 0.923 shin 0.19 0.049 0.391 0.19 0.256 0.793 thigh 0.125 0.013 0.616 0.125 0.207 0.724 upperarm 0.785 0.133 0.497 0.785 0.609 0.901 waist Weighted Avg. 0.457 0.091 0.528 0.457 0.426 0.832 === Confusion Matrix === a b c d e f g <-- classified as 140 13 220 48 17 7 45 | a = chest 4 149 253 8 19 6 47 | b = forearm 2 12 408 18 9 3 38 | c = head 20 7 69 330 48 10 4 | d = shin 11 21 65 82 93 8 209 | e = thigh 20 76 246 6 34 61 46 | f = upperarm 1 7 62 13 18 4 384 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1521 44.4607 % Incorrectly Classified Instances 1900 55.5393 % Kappa statistic 0.3519 Mean absolute error 0.161 Root mean squared error 0.3655 Relative absolute error 65.7441 % Root relative squared error 104.4528 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.269 0.025 0.647 0.269 0.38 0.831 chest 0.28 0.044 0.513 0.28 0.362 0.755 forearm 0.839 0.319 0.305 0.839 0.448 0.874 head 0.626 0.069 0.601 0.626 0.613 0.906 shin 0.223 0.045 0.45 0.223 0.298 0.797 thigh 0.113 0.016 0.545 0.113 0.187 0.688 upperarm 0.761 0.13 0.493 0.761 0.599 0.89 waist Weighted Avg. 0.445 0.093 0.508 0.445 0.413 0.82 === Confusion Matrix === a b c d e f g <-- classified as 132 6 222 62 9 11 48 | a = chest 5 136 243 9 29 10 54 | b = forearm 6 19 411 22 2 5 25 | c = head 21 13 80 306 50 12 7 | d = shin 13 19 59 85 109 4 200 | e = thigh 25 66 264 9 21 55 48 | f = upperarm 2 6 67 16 22 4 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1527 44.6361 % Incorrectly Classified Instances 1894 55.3639 % Kappa statistic 0.354 Mean absolute error 0.1604 Root mean squared error 0.3653 Relative absolute error 65.4823 % Root relative squared error 104.3864 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.28 0.017 0.729 0.28 0.405 0.851 chest 0.28 0.043 0.519 0.28 0.364 0.749 forearm 0.837 0.312 0.31 0.837 0.452 0.875 head 0.624 0.066 0.612 0.624 0.618 0.917 shin 0.198 0.049 0.401 0.198 0.265 0.791 thigh 0.121 0.014 0.59 0.121 0.2 0.708 upperarm 0.783 0.145 0.475 0.783 0.591 0.896 waist Weighted Avg. 0.446 0.092 0.519 0.446 0.414 0.827 === Confusion Matrix === a b c d e f g <-- classified as 137 4 213 67 14 4 50 | a = chest 1 136 242 5 23 11 68 | b = forearm 4 16 410 12 6 6 36 | c = head 16 10 89 305 54 8 7 | d = shin 11 10 47 95 97 7 222 | e = thigh 15 84 256 2 32 59 41 | f = upperarm 4 2 67 12 16 5 383 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1602 46.8284 % Incorrectly Classified Instances 1819 53.1716 % Kappa statistic 0.3796 Mean absolute error 0.1554 Root mean squared error 0.3586 Relative absolute error 63.452 % Root relative squared error 102.4785 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.297 0.023 0.681 0.297 0.413 0.855 chest 0.296 0.045 0.524 0.296 0.378 0.756 forearm 0.829 0.302 0.314 0.829 0.456 0.878 head 0.685 0.06 0.654 0.685 0.669 0.921 shin 0.213 0.039 0.479 0.213 0.295 0.809 thigh 0.151 0.012 0.685 0.151 0.248 0.717 upperarm 0.806 0.14 0.49 0.806 0.609 0.895 waist Weighted Avg. 0.468 0.089 0.547 0.468 0.438 0.833 === Confusion Matrix === a b c d e f g <-- classified as 145 17 219 46 14 7 41 | a = chest 7 144 228 12 16 6 73 | b = forearm 7 14 406 25 7 2 29 | c = head 14 8 74 335 36 12 10 | d = shin 13 19 51 69 104 5 228 | e = thigh 24 70 260 4 28 74 29 | f = upperarm 3 3 54 21 12 2 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1553 45.3961 % Incorrectly Classified Instances 1868 54.6039 % Kappa statistic 0.3629 Mean absolute error 0.1582 Root mean squared error 0.364 Relative absolute error 64.6149 % Root relative squared error 104.0341 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.292 0.019 0.715 0.292 0.415 0.839 chest 0.298 0.051 0.492 0.298 0.371 0.748 forearm 0.831 0.318 0.304 0.831 0.445 0.875 head 0.656 0.062 0.638 0.656 0.647 0.92 shin 0.18 0.045 0.402 0.18 0.249 0.795 thigh 0.139 0.008 0.756 0.139 0.235 0.731 upperarm 0.779 0.134 0.492 0.779 0.603 0.907 waist Weighted Avg. 0.454 0.091 0.543 0.454 0.424 0.831 === Confusion Matrix === a b c d e f g <-- classified as 143 15 206 66 12 5 42 | a = chest 6 145 261 5 16 5 48 | b = forearm 5 17 407 17 11 3 30 | c = head 13 9 84 321 48 6 8 | d = shin 9 26 66 77 88 2 221 | e = thigh 22 78 244 6 27 68 44 | f = upperarm 2 5 72 11 17 1 381 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1549 45.2792 % Incorrectly Classified Instances 1872 54.7208 % Kappa statistic 0.3615 Mean absolute error 0.159 Root mean squared error 0.3634 Relative absolute error 64.9379 % Root relative squared error 103.8608 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.28 0.021 0.685 0.28 0.398 0.842 chest 0.321 0.039 0.576 0.321 0.412 0.765 forearm 0.882 0.316 0.318 0.882 0.467 0.893 head 0.589 0.069 0.587 0.589 0.588 0.904 shin 0.182 0.039 0.436 0.182 0.257 0.813 thigh 0.129 0.011 0.67 0.129 0.216 0.719 upperarm 0.785 0.143 0.479 0.785 0.595 0.901 waist Weighted Avg. 0.453 0.091 0.536 0.453 0.419 0.834 === Confusion Matrix === a b c d e f g <-- classified as 137 10 210 59 16 5 52 | a = chest 3 156 241 2 19 8 57 | b = forearm 2 6 432 20 3 0 27 | c = head 26 7 96 288 46 16 10 | d = shin 14 9 66 98 89 1 212 | e = thigh 14 79 251 6 16 63 60 | f = upperarm 4 4 63 18 15 1 384 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1537 44.9415 % Incorrectly Classified Instances 1883 55.0585 % Kappa statistic 0.3575 Mean absolute error 0.1586 Root mean squared error 0.3643 Relative absolute error 64.7715 % Root relative squared error 104.1082 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.321 0.02 0.73 0.321 0.446 0.837 chest 0.295 0.048 0.505 0.295 0.372 0.756 forearm 0.82 0.318 0.301 0.82 0.441 0.867 head 0.654 0.062 0.636 0.654 0.645 0.92 shin 0.17 0.039 0.423 0.17 0.242 0.797 thigh 0.102 0.013 0.562 0.102 0.173 0.713 upperarm 0.781 0.142 0.478 0.781 0.593 0.899 waist Weighted Avg. 0.449 0.092 0.519 0.449 0.416 0.827 === Confusion Matrix === a b c d e f g <-- classified as 157 9 220 42 11 11 39 | a = chest 3 143 237 10 20 7 65 | b = forearm 1 14 402 24 7 8 34 | c = head 21 10 89 320 33 7 9 | d = shin 11 28 48 89 83 5 225 | e = thigh 21 78 266 6 23 50 45 | f = upperarm 1 1 73 12 19 1 382 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 2 FOLD: 0 Correctly Classified Instances 1546 45.1915 % Incorrectly Classified Instances 1875 54.8085 % Kappa statistic 0.3605 Mean absolute error 0.1587 Root mean squared error 0.3634 Relative absolute error 64.7957 % Root relative squared error 103.8486 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.282 0.019 0.711 0.282 0.404 0.843 chest 0.288 0.049 0.495 0.288 0.364 0.74 forearm 0.855 0.311 0.315 0.855 0.46 0.886 head 0.65 0.066 0.619 0.65 0.634 0.911 shin 0.178 0.049 0.378 0.178 0.242 0.797 thigh 0.133 0.007 0.765 0.133 0.226 0.725 upperarm 0.777 0.138 0.484 0.777 0.597 0.895 waist Weighted Avg. 0.452 0.091 0.538 0.452 0.418 0.828 === Confusion Matrix === a b c d e f g <-- classified as 138 13 211 63 16 4 45 | a = chest 4 140 241 6 28 4 63 | b = forearm 4 7 419 16 8 4 32 | c = head 15 14 86 317 44 5 7 | d = shin 16 20 60 90 87 3 213 | e = thigh 15 83 247 7 27 65 45 | f = upperarm 2 6 68 13 20 0 380 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1528 44.6653 % Incorrectly Classified Instances 1893 55.3347 % Kappa statistic 0.3544 Mean absolute error 0.1597 Root mean squared error 0.3652 Relative absolute error 65.2239 % Root relative squared error 104.3645 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.314 0.028 0.655 0.314 0.425 0.856 chest 0.294 0.043 0.53 0.294 0.378 0.743 forearm 0.814 0.318 0.299 0.814 0.438 0.87 head 0.618 0.067 0.605 0.618 0.611 0.911 shin 0.198 0.044 0.427 0.198 0.271 0.801 thigh 0.127 0.013 0.614 0.127 0.21 0.716 upperarm 0.761 0.132 0.489 0.761 0.596 0.894 waist Weighted Avg. 0.447 0.092 0.517 0.447 0.418 0.827 === Confusion Matrix === a b c d e f g <-- classified as 154 8 208 55 13 13 39 | a = chest 4 143 244 7 20 5 63 | b = forearm 3 19 398 20 10 6 33 | c = head 20 6 93 302 50 6 12 | d = shin 19 13 54 94 97 6 206 | e = thigh 29 79 258 6 20 62 35 | f = upperarm 6 2 74 15 17 3 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1568 45.8346 % Incorrectly Classified Instances 1853 54.1654 % Kappa statistic 0.368 Mean absolute error 0.1579 Root mean squared error 0.3616 Relative absolute error 64.4701 % Root relative squared error 103.3371 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.02 0.715 0.302 0.425 0.842 chest 0.29 0.05 0.491 0.29 0.365 0.746 forearm 0.835 0.314 0.308 0.835 0.45 0.875 head 0.603 0.053 0.656 0.603 0.628 0.914 shin 0.225 0.047 0.445 0.225 0.299 0.793 thigh 0.137 0.015 0.604 0.137 0.224 0.73 upperarm 0.814 0.134 0.503 0.814 0.622 0.908 waist Weighted Avg. 0.458 0.09 0.532 0.458 0.43 0.83 === Confusion Matrix === a b c d e f g <-- classified as 148 10 228 52 11 11 30 | a = chest 3 141 237 5 24 6 70 | b = forearm 2 13 409 24 8 3 31 | c = head 18 13 89 295 53 14 7 | d = shin 13 21 54 63 110 7 221 | e = thigh 21 84 252 6 24 67 34 | f = upperarm 2 5 59 5 17 3 398 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1566 45.7761 % Incorrectly Classified Instances 1855 54.2239 % Kappa statistic 0.3673 Mean absolute error 0.1572 Root mean squared error 0.3618 Relative absolute error 64.2003 % Root relative squared error 103.3959 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.286 0.02 0.707 0.286 0.407 0.852 chest 0.321 0.044 0.547 0.321 0.405 0.774 forearm 0.851 0.312 0.313 0.851 0.458 0.879 head 0.681 0.064 0.638 0.681 0.659 0.925 shin 0.18 0.043 0.409 0.18 0.25 0.788 thigh 0.108 0.013 0.589 0.108 0.183 0.711 upperarm 0.775 0.136 0.487 0.775 0.598 0.906 waist Weighted Avg. 0.458 0.09 0.527 0.458 0.423 0.834 === Confusion Matrix === a b c d e f g <-- classified as 140 9 220 48 15 6 52 | a = chest 1 156 236 6 21 11 55 | b = forearm 2 13 417 25 3 2 28 | c = head 13 3 83 333 41 10 6 | d = shin 10 20 61 93 88 4 212 | e = thigh 28 83 244 5 29 53 47 | f = upperarm 4 1 71 12 18 4 379 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1514 44.2561 % Incorrectly Classified Instances 1907 55.7439 % Kappa statistic 0.3496 Mean absolute error 0.161 Root mean squared error 0.366 Relative absolute error 65.7465 % Root relative squared error 104.6034 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.271 0.021 0.679 0.271 0.388 0.835 chest 0.297 0.039 0.558 0.297 0.388 0.762 forearm 0.827 0.318 0.303 0.827 0.444 0.874 head 0.638 0.074 0.591 0.638 0.614 0.914 shin 0.182 0.047 0.39 0.182 0.248 0.791 thigh 0.115 0.01 0.651 0.115 0.195 0.694 upperarm 0.767 0.141 0.475 0.767 0.587 0.892 waist Weighted Avg. 0.443 0.093 0.521 0.443 0.409 0.823 === Confusion Matrix === a b c d e f g <-- classified as 133 12 213 68 9 10 45 | a = chest 6 144 249 6 17 6 57 | b = forearm 5 11 405 29 6 6 28 | c = head 25 10 74 312 54 7 7 | d = shin 4 14 64 93 89 1 224 | e = thigh 21 63 262 4 30 56 53 | f = upperarm 2 4 69 16 23 0 375 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1532 44.7822 % Incorrectly Classified Instances 1889 55.2178 % Kappa statistic 0.3557 Mean absolute error 0.1604 Root mean squared error 0.3642 Relative absolute error 65.5171 % Root relative squared error 104.0681 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.301 0.029 0.634 0.301 0.408 0.826 chest 0.264 0.047 0.483 0.264 0.341 0.739 forearm 0.837 0.309 0.312 0.837 0.454 0.871 head 0.632 0.056 0.652 0.632 0.642 0.924 shin 0.172 0.045 0.389 0.172 0.238 0.793 thigh 0.115 0.012 0.622 0.115 0.193 0.701 upperarm 0.812 0.147 0.481 0.812 0.604 0.9 waist Weighted Avg. 0.448 0.092 0.51 0.448 0.412 0.822 === Confusion Matrix === a b c d e f g <-- classified as 147 25 200 47 13 9 48 | a = chest 5 128 256 10 24 7 55 | b = forearm 7 16 410 15 7 2 33 | c = head 23 10 84 309 44 10 9 | d = shin 20 21 52 80 84 5 227 | e = thigh 26 61 258 4 26 56 58 | f = upperarm 4 4 56 9 18 1 398 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1518 44.373 % Incorrectly Classified Instances 1903 55.627 % Kappa statistic 0.3509 Mean absolute error 0.1603 Root mean squared error 0.3659 Relative absolute error 65.4382 % Root relative squared error 104.5695 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.29 0.023 0.676 0.29 0.406 0.847 chest 0.293 0.04 0.55 0.293 0.382 0.755 forearm 0.837 0.319 0.305 0.837 0.447 0.873 head 0.605 0.072 0.585 0.605 0.595 0.906 shin 0.172 0.044 0.396 0.172 0.24 0.783 thigh 0.131 0.011 0.674 0.131 0.219 0.69 upperarm 0.776 0.142 0.478 0.776 0.591 0.904 waist Weighted Avg. 0.444 0.093 0.523 0.444 0.412 0.823 === Confusion Matrix === a b c d e f g <-- classified as 142 7 220 54 17 4 45 | a = chest 3 142 241 4 19 9 67 | b = forearm 8 10 410 22 3 3 34 | c = head 23 17 88 296 46 13 6 | d = shin 12 21 50 109 84 1 212 | e = thigh 21 60 266 5 22 64 51 | f = upperarm 1 1 70 16 21 1 380 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1589 46.4484 % Incorrectly Classified Instances 1832 53.5516 % Kappa statistic 0.3751 Mean absolute error 0.1566 Root mean squared error 0.3607 Relative absolute error 63.9598 % Root relative squared error 103.0756 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.292 0.017 0.741 0.292 0.419 0.837 chest 0.284 0.041 0.537 0.284 0.371 0.762 forearm 0.847 0.314 0.311 0.847 0.455 0.884 head 0.669 0.053 0.678 0.669 0.674 0.928 shin 0.211 0.04 0.466 0.211 0.29 0.817 thigh 0.137 0.009 0.713 0.137 0.23 0.711 upperarm 0.81 0.151 0.473 0.81 0.597 0.899 waist Weighted Avg. 0.464 0.089 0.56 0.464 0.434 0.834 === Confusion Matrix === a b c d e f g <-- classified as 143 15 221 45 10 8 47 | a = chest 5 138 250 6 19 7 61 | b = forearm 1 14 415 16 7 4 33 | c = head 22 9 71 327 46 3 11 | d = shin 6 12 54 72 103 2 240 | e = thigh 15 60 271 4 22 67 50 | f = upperarm 1 9 54 12 14 3 396 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1597 46.6823 % Incorrectly Classified Instances 1824 53.3177 % Kappa statistic 0.3779 Mean absolute error 0.155 Root mean squared error 0.3579 Relative absolute error 63.3069 % Root relative squared error 102.2805 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.288 0.018 0.727 0.288 0.413 0.854 chest 0.331 0.04 0.581 0.331 0.422 0.768 forearm 0.855 0.316 0.312 0.855 0.457 0.894 head 0.667 0.061 0.646 0.667 0.656 0.925 shin 0.192 0.048 0.4 0.192 0.26 0.805 thigh 0.149 0.009 0.73 0.149 0.248 0.72 upperarm 0.783 0.131 0.5 0.783 0.61 0.904 waist Weighted Avg. 0.467 0.089 0.556 0.467 0.438 0.839 === Confusion Matrix === a b c d e f g <-- classified as 141 6 229 49 21 6 37 | a = chest 5 161 227 8 15 7 63 | b = forearm 4 15 419 11 4 3 34 | c = head 13 12 77 326 53 4 4 | d = shin 13 19 59 95 94 3 206 | e = thigh 16 61 268 5 27 73 39 | f = upperarm 2 3 65 11 21 4 383 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1562 45.6725 % Incorrectly Classified Instances 1858 54.3275 % Kappa statistic 0.3661 Mean absolute error 0.1583 Root mean squared error 0.3629 Relative absolute error 64.634 % Root relative squared error 103.7193 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.27 0.02 0.691 0.27 0.388 0.841 chest 0.305 0.05 0.5 0.305 0.379 0.754 forearm 0.863 0.317 0.313 0.863 0.459 0.881 head 0.643 0.062 0.634 0.643 0.639 0.918 shin 0.207 0.047 0.423 0.207 0.277 0.794 thigh 0.106 0.005 0.776 0.106 0.187 0.725 upperarm 0.802 0.132 0.503 0.802 0.618 0.904 waist Weighted Avg. 0.457 0.091 0.549 0.457 0.421 0.831 === Confusion Matrix === a b c d e f g <-- classified as 132 8 218 64 20 3 44 | a = chest 6 148 241 8 23 5 55 | b = forearm 4 15 423 17 8 0 23 | c = head 23 6 93 314 41 5 6 | d = shin 8 22 74 68 101 2 214 | e = thigh 16 96 249 6 25 52 45 | f = upperarm 2 1 55 18 21 0 392 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 3 FOLD: 0 Correctly Classified Instances 1591 46.5069 % Incorrectly Classified Instances 1830 53.4931 % Kappa statistic 0.3758 Mean absolute error 0.1549 Root mean squared error 0.3589 Relative absolute error 63.2712 % Root relative squared error 102.5751 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.288 0.021 0.698 0.288 0.408 0.837 chest 0.327 0.04 0.574 0.327 0.417 0.77 forearm 0.847 0.318 0.308 0.847 0.452 0.884 head 0.687 0.065 0.639 0.687 0.662 0.931 shin 0.182 0.041 0.428 0.182 0.256 0.801 thigh 0.137 0.012 0.657 0.137 0.227 0.711 upperarm 0.785 0.128 0.506 0.785 0.615 0.907 waist Weighted Avg. 0.465 0.089 0.544 0.465 0.434 0.835 === Confusion Matrix === a b c d e f g <-- classified as 141 11 229 38 17 8 46 | a = chest 2 159 238 7 20 6 54 | b = forearm 5 10 415 17 4 8 31 | c = head 21 5 77 336 42 6 2 | d = shin 11 22 58 109 89 5 194 | e = thigh 21 66 259 9 19 67 48 | f = upperarm 1 4 71 10 17 2 384 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1509 44.1099 % Incorrectly Classified Instances 1912 55.8901 % Kappa statistic 0.3478 Mean absolute error 0.1612 Root mean squared error 0.3659 Relative absolute error 65.8069 % Root relative squared error 104.5525 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.269 0.023 0.66 0.269 0.383 0.837 chest 0.267 0.042 0.512 0.267 0.351 0.743 forearm 0.847 0.315 0.31 0.847 0.454 0.872 head 0.63 0.059 0.64 0.63 0.635 0.926 shin 0.178 0.05 0.372 0.178 0.241 0.789 thigh 0.119 0.012 0.63 0.119 0.2 0.712 upperarm 0.775 0.151 0.461 0.775 0.578 0.894 waist Weighted Avg. 0.441 0.093 0.512 0.441 0.406 0.825 === Confusion Matrix === a b c d e f g <-- classified as 132 9 225 57 10 9 48 | a = chest 4 130 249 2 22 9 70 | b = forearm 4 9 415 17 8 2 35 | c = head 22 13 79 308 56 6 5 | d = shin 10 15 55 82 87 5 235 | e = thigh 24 72 250 3 31 58 50 | f = upperarm 4 6 65 12 20 3 379 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1549 45.2792 % Incorrectly Classified Instances 1872 54.7208 % Kappa statistic 0.3616 Mean absolute error 0.1588 Root mean squared error 0.3643 Relative absolute error 64.8466 % Root relative squared error 104.1043 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.339 0.019 0.744 0.339 0.466 0.855 chest 0.288 0.052 0.479 0.288 0.36 0.745 forearm 0.853 0.315 0.311 0.853 0.456 0.882 head 0.62 0.064 0.616 0.62 0.618 0.897 shin 0.17 0.043 0.395 0.17 0.237 0.789 thigh 0.117 0.007 0.74 0.117 0.201 0.714 upperarm 0.783 0.138 0.487 0.783 0.6 0.898 waist Weighted Avg. 0.453 0.091 0.539 0.453 0.42 0.826 === Confusion Matrix === a b c d e f g <-- classified as 166 12 209 46 13 4 40 | a = chest 5 140 261 6 24 2 48 | b = forearm 1 17 417 16 8 1 29 | c = head 22 14 97 303 39 9 5 | d = shin 12 19 47 98 83 3 227 | e = thigh 16 82 242 8 29 57 55 | f = upperarm 1 8 67 15 14 1 383 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1544 45.133 % Incorrectly Classified Instances 1877 54.867 % Kappa statistic 0.3598 Mean absolute error 0.1586 Root mean squared error 0.3631 Relative absolute error 64.7481 % Root relative squared error 103.7505 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.3 0.023 0.69 0.3 0.418 0.846 chest 0.3 0.046 0.52 0.3 0.381 0.756 forearm 0.851 0.316 0.311 0.851 0.455 0.885 head 0.627 0.059 0.639 0.627 0.633 0.916 shin 0.166 0.048 0.365 0.166 0.228 0.777 thigh 0.123 0.013 0.612 0.123 0.204 0.708 upperarm 0.791 0.136 0.492 0.791 0.607 0.9 waist Weighted Avg. 0.451 0.092 0.518 0.451 0.418 0.827 === Confusion Matrix === a b c d e f g <-- classified as 147 10 219 47 18 9 40 | a = chest 6 146 236 5 24 9 60 | b = forearm 1 18 417 16 5 5 28 | c = head 23 9 85 306 48 6 11 | d = shin 12 23 63 86 81 4 220 | e = thigh 21 71 264 4 29 60 40 | f = upperarm 3 4 58 15 17 5 387 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1552 45.3669 % Incorrectly Classified Instances 1869 54.6331 % Kappa statistic 0.3625 Mean absolute error 0.1582 Root mean squared error 0.3625 Relative absolute error 64.6027 % Root relative squared error 103.5875 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.304 0.021 0.703 0.304 0.425 0.845 chest 0.261 0.047 0.479 0.261 0.338 0.738 forearm 0.841 0.328 0.3 0.841 0.442 0.878 head 0.65 0.062 0.634 0.65 0.642 0.934 shin 0.213 0.042 0.46 0.213 0.291 0.821 thigh 0.119 0.006 0.753 0.119 0.205 0.711 upperarm 0.787 0.13 0.502 0.787 0.613 0.909 waist Weighted Avg. 0.454 0.091 0.547 0.454 0.422 0.834 === Confusion Matrix === a b c d e f g <-- classified as 149 17 218 49 14 4 39 | a = chest 2 127 267 11 21 4 54 | b = forearm 6 18 412 12 7 2 33 | c = head 23 11 74 317 52 6 5 | d = shin 8 19 53 96 104 2 207 | e = thigh 18 73 273 8 15 58 44 | f = upperarm 6 0 77 7 13 1 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1546 45.1915 % Incorrectly Classified Instances 1875 54.8085 % Kappa statistic 0.3605 Mean absolute error 0.1589 Root mean squared error 0.3636 Relative absolute error 64.8826 % Root relative squared error 103.9149 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.276 0.028 0.625 0.276 0.383 0.831 chest 0.3 0.049 0.505 0.3 0.377 0.757 forearm 0.841 0.312 0.311 0.841 0.454 0.882 head 0.652 0.053 0.672 0.652 0.662 0.92 shin 0.178 0.036 0.453 0.178 0.256 0.789 thigh 0.115 0.011 0.636 0.115 0.194 0.725 upperarm 0.8 0.151 0.468 0.8 0.591 0.897 waist Weighted Avg. 0.452 0.091 0.524 0.452 0.417 0.829 === Confusion Matrix === a b c d e f g <-- classified as 135 17 220 47 8 8 54 | a = chest 7 146 242 4 17 7 63 | b = forearm 8 11 412 17 5 2 35 | c = head 20 6 80 319 41 11 12 | d = shin 20 21 61 69 87 2 229 | e = thigh 22 85 251 2 22 56 51 | f = upperarm 4 3 60 17 12 2 391 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1526 44.6068 % Incorrectly Classified Instances 1895 55.3932 % Kappa statistic 0.3537 Mean absolute error 0.1606 Root mean squared error 0.3649 Relative absolute error 65.5941 % Root relative squared error 104.2865 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.276 0.024 0.662 0.276 0.39 0.835 chest 0.284 0.051 0.479 0.284 0.357 0.757 forearm 0.829 0.305 0.313 0.829 0.454 0.879 head 0.603 0.064 0.611 0.603 0.607 0.907 shin 0.211 0.051 0.409 0.211 0.278 0.816 thigh 0.121 0.012 0.621 0.121 0.202 0.718 upperarm 0.798 0.14 0.488 0.798 0.605 0.896 waist Weighted Avg. 0.446 0.092 0.512 0.446 0.413 0.83 === Confusion Matrix === a b c d e f g <-- classified as 135 7 226 67 10 10 34 | a = chest 5 138 228 10 30 11 64 | b = forearm 5 21 406 23 6 3 26 | c = head 24 11 81 295 55 8 15 | d = shin 12 15 56 67 103 4 232 | e = thigh 22 91 247 5 26 59 39 | f = upperarm 1 5 55 16 22 0 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1572 45.9515 % Incorrectly Classified Instances 1849 54.0485 % Kappa statistic 0.3693 Mean absolute error 0.1573 Root mean squared error 0.3612 Relative absolute error 64.2133 % Root relative squared error 103.2204 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.294 0.02 0.706 0.294 0.416 0.846 chest 0.328 0.041 0.57 0.328 0.416 0.775 forearm 0.831 0.302 0.315 0.831 0.457 0.874 head 0.638 0.063 0.628 0.638 0.633 0.921 shin 0.198 0.047 0.413 0.198 0.268 0.8 thigh 0.129 0.015 0.589 0.129 0.211 0.726 upperarm 0.796 0.142 0.483 0.796 0.601 0.9 waist Weighted Avg. 0.46 0.09 0.529 0.46 0.429 0.835 === Confusion Matrix === a b c d e f g <-- classified as 144 13 205 58 15 9 45 | a = chest 6 159 230 7 16 7 60 | b = forearm 4 13 407 19 5 7 35 | c = head 17 8 84 312 48 12 8 | d = shin 12 13 53 85 97 4 225 | e = thigh 18 71 257 6 30 63 44 | f = upperarm 3 2 56 10 24 5 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1550 45.3084 % Incorrectly Classified Instances 1871 54.6916 % Kappa statistic 0.3618 Mean absolute error 0.1583 Root mean squared error 0.3629 Relative absolute error 64.627 % Root relative squared error 103.7193 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.276 0.02 0.696 0.276 0.395 0.85 chest 0.334 0.037 0.598 0.334 0.429 0.759 forearm 0.827 0.325 0.298 0.827 0.438 0.872 head 0.638 0.065 0.62 0.638 0.629 0.906 shin 0.204 0.044 0.439 0.204 0.279 0.797 thigh 0.117 0.012 0.613 0.117 0.196 0.692 upperarm 0.773 0.135 0.49 0.773 0.6 0.9 waist Weighted Avg. 0.453 0.091 0.536 0.453 0.424 0.825 === Confusion Matrix === a b c d e f g <-- classified as 135 8 203 74 18 9 42 | a = chest 4 162 227 4 12 8 68 | b = forearm 4 10 405 28 9 3 31 | c = head 13 9 98 312 41 8 8 | d = shin 15 22 74 69 100 7 202 | e = thigh 20 60 282 5 21 57 44 | f = upperarm 3 0 69 11 27 1 379 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1553 45.4094 % Incorrectly Classified Instances 1867 54.5906 % Kappa statistic 0.363 Mean absolute error 0.1589 Root mean squared error 0.3638 Relative absolute error 64.8658 % Root relative squared error 103.9581 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.266 0.023 0.657 0.266 0.378 0.848 chest 0.287 0.041 0.537 0.287 0.374 0.742 forearm 0.847 0.317 0.309 0.847 0.453 0.878 head 0.65 0.071 0.606 0.65 0.627 0.915 shin 0.2 0.048 0.41 0.2 0.269 0.788 thigh 0.139 0.005 0.81 0.139 0.237 0.701 upperarm 0.787 0.132 0.499 0.787 0.611 0.9 waist Weighted Avg. 0.454 0.091 0.547 0.454 0.421 0.825 === Confusion Matrix === a b c d e f g <-- classified as 130 14 215 61 17 0 52 | a = chest 6 139 247 9 17 6 61 | b = forearm 5 10 415 24 6 5 25 | c = head 18 6 84 318 54 4 5 | d = shin 10 18 62 89 98 1 211 | e = thigh 28 70 258 6 27 68 32 | f = upperarm 1 2 63 18 20 0 385 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 4 FOLD: 0 Correctly Classified Instances 1523 44.5191 % Incorrectly Classified Instances 1898 55.4809 % Kappa statistic 0.3526 Mean absolute error 0.16 Root mean squared error 0.3641 Relative absolute error 65.3393 % Root relative squared error 104.0448 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.271 0.025 0.649 0.271 0.383 0.844 chest 0.29 0.049 0.496 0.29 0.366 0.733 forearm 0.843 0.318 0.307 0.843 0.45 0.874 head 0.621 0.062 0.623 0.621 0.622 0.913 shin 0.198 0.048 0.409 0.198 0.267 0.805 thigh 0.106 0.012 0.598 0.106 0.181 0.693 upperarm 0.785 0.134 0.494 0.785 0.607 0.906 waist Weighted Avg. 0.445 0.093 0.511 0.445 0.411 0.824 === Confusion Matrix === a b c d e f g <-- classified as 133 11 218 55 18 8 47 | a = chest 3 141 243 7 19 3 70 | b = forearm 8 18 413 16 8 4 23 | c = head 31 9 82 303 44 13 6 | d = shin 10 20 58 90 97 3 211 | e = thigh 17 79 269 4 32 52 36 | f = upperarm 3 6 62 11 19 4 384 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1563 45.6884 % Incorrectly Classified Instances 1858 54.3116 % Kappa statistic 0.3663 Mean absolute error 0.1578 Root mean squared error 0.3624 Relative absolute error 64.4292 % Root relative squared error 103.5716 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.286 0.025 0.657 0.286 0.398 0.84 chest 0.323 0.039 0.579 0.323 0.415 0.766 forearm 0.851 0.327 0.303 0.851 0.446 0.877 head 0.638 0.061 0.634 0.638 0.636 0.914 shin 0.202 0.043 0.438 0.202 0.277 0.793 thigh 0.135 0.008 0.75 0.135 0.229 0.696 upperarm 0.763 0.131 0.493 0.763 0.599 0.896 waist Weighted Avg. 0.457 0.091 0.551 0.457 0.429 0.826 === Confusion Matrix === a b c d e f g <-- classified as 140 12 217 63 15 5 38 | a = chest 5 157 236 6 21 8 53 | b = forearm 8 12 416 21 3 1 28 | c = head 19 10 98 312 41 3 6 | d = shin 16 21 68 70 99 5 210 | e = thigh 21 58 270 5 21 66 48 | f = upperarm 4 1 70 15 26 0 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1596 46.653 % Incorrectly Classified Instances 1825 53.347 % Kappa statistic 0.3775 Mean absolute error 0.1552 Root mean squared error 0.359 Relative absolute error 63.3651 % Root relative squared error 102.582 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.306 0.017 0.746 0.306 0.434 0.857 chest 0.309 0.046 0.524 0.309 0.389 0.752 forearm 0.853 0.313 0.313 0.853 0.458 0.885 head 0.658 0.067 0.622 0.658 0.64 0.925 shin 0.207 0.04 0.463 0.207 0.286 0.809 thigh 0.119 0.01 0.667 0.119 0.201 0.71 upperarm 0.812 0.13 0.511 0.812 0.627 0.914 waist Weighted Avg. 0.467 0.089 0.55 0.467 0.434 0.836 === Confusion Matrix === a b c d e f g <-- classified as 150 14 215 51 14 9 37 | a = chest 3 150 241 7 25 8 52 | b = forearm 4 10 418 17 7 2 32 | c = head 13 11 85 322 42 5 11 | d = shin 9 20 58 102 101 3 195 | e = thigh 19 77 256 10 16 58 53 | f = upperarm 3 4 61 9 13 2 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1517 44.3438 % Incorrectly Classified Instances 1904 55.6562 % Kappa statistic 0.3506 Mean absolute error 0.1607 Root mean squared error 0.3679 Relative absolute error 65.6352 % Root relative squared error 105.1286 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.28 0.019 0.706 0.28 0.401 0.842 chest 0.276 0.042 0.521 0.276 0.361 0.754 forearm 0.833 0.329 0.298 0.833 0.438 0.874 head 0.646 0.065 0.623 0.646 0.635 0.909 shin 0.188 0.05 0.383 0.188 0.252 0.788 thigh 0.102 0.013 0.568 0.102 0.174 0.712 upperarm 0.777 0.131 0.497 0.777 0.607 0.898 waist Weighted Avg. 0.443 0.093 0.514 0.443 0.41 0.826 === Confusion Matrix === a b c d e f g <-- classified as 137 9 218 57 18 6 45 | a = chest 3 134 268 6 24 9 42 | b = forearm 2 14 408 14 10 8 34 | c = head 19 4 91 316 45 11 3 | d = shin 5 19 56 95 92 3 219 | e = thigh 25 71 262 7 32 50 41 | f = upperarm 3 6 68 12 19 1 380 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1527 44.6361 % Incorrectly Classified Instances 1894 55.3639 % Kappa statistic 0.354 Mean absolute error 0.1602 Root mean squared error 0.3642 Relative absolute error 65.4183 % Root relative squared error 104.0892 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.282 0.022 0.68 0.282 0.399 0.848 chest 0.267 0.049 0.476 0.267 0.343 0.755 forearm 0.865 0.313 0.316 0.865 0.463 0.886 head 0.638 0.062 0.633 0.638 0.635 0.921 shin 0.202 0.048 0.413 0.202 0.272 0.789 thigh 0.108 0.01 0.654 0.108 0.186 0.716 upperarm 0.759 0.143 0.469 0.759 0.58 0.895 waist Weighted Avg. 0.446 0.092 0.52 0.446 0.411 0.83 === Confusion Matrix === a b c d e f g <-- classified as 138 9 214 64 15 6 43 | a = chest 7 130 244 4 19 4 78 | b = forearm 2 9 424 20 5 2 28 | c = head 15 8 74 312 55 13 12 | d = shin 20 22 54 77 99 2 215 | e = thigh 18 94 254 4 22 53 44 | f = upperarm 3 1 76 12 25 1 371 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1544 45.133 % Incorrectly Classified Instances 1877 54.867 % Kappa statistic 0.3598 Mean absolute error 0.1592 Root mean squared error 0.3634 Relative absolute error 65.021 % Root relative squared error 103.8477 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.272 0.021 0.679 0.272 0.388 0.834 chest 0.309 0.047 0.523 0.309 0.388 0.757 forearm 0.837 0.303 0.316 0.837 0.459 0.876 head 0.644 0.075 0.588 0.644 0.615 0.923 shin 0.174 0.049 0.37 0.174 0.236 0.789 thigh 0.141 0.008 0.758 0.141 0.238 0.708 upperarm 0.781 0.137 0.487 0.781 0.6 0.899 waist Weighted Avg. 0.451 0.092 0.531 0.451 0.418 0.827 === Confusion Matrix === a b c d e f g <-- classified as 133 10 212 63 10 6 55 | a = chest 5 150 241 8 23 7 52 | b = forearm 3 18 410 24 4 2 29 | c = head 19 12 71 315 62 3 7 | d = shin 15 18 50 102 85 1 218 | e = thigh 18 69 259 6 27 69 41 | f = upperarm 3 10 54 18 19 3 382 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1543 45.1038 % Incorrectly Classified Instances 1878 54.8962 % Kappa statistic 0.3594 Mean absolute error 0.16 Root mean squared error 0.3647 Relative absolute error 65.3419 % Root relative squared error 104.2283 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.297 0.024 0.671 0.297 0.411 0.833 chest 0.278 0.045 0.508 0.278 0.359 0.731 forearm 0.843 0.315 0.309 0.843 0.453 0.878 head 0.632 0.066 0.616 0.632 0.624 0.913 shin 0.19 0.044 0.419 0.19 0.262 0.79 thigh 0.129 0.006 0.788 0.129 0.221 0.708 upperarm 0.787 0.142 0.481 0.787 0.597 0.901 waist Weighted Avg. 0.451 0.092 0.542 0.451 0.418 0.822 === Confusion Matrix === a b c d e f g <-- classified as 145 13 217 51 10 2 51 | a = chest 3 135 244 6 19 5 74 | b = forearm 4 8 413 22 7 3 33 | c = head 19 12 91 309 42 6 10 | d = shin 11 26 58 98 93 0 203 | e = thigh 33 68 246 4 31 63 44 | f = upperarm 1 4 66 12 20 1 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1597 46.6823 % Incorrectly Classified Instances 1824 53.3177 % Kappa statistic 0.3778 Mean absolute error 0.155 Root mean squared error 0.3588 Relative absolute error 63.3027 % Root relative squared error 102.5466 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.282 0.021 0.69 0.282 0.401 0.832 chest 0.324 0.036 0.595 0.324 0.419 0.786 forearm 0.857 0.314 0.313 0.857 0.459 0.884 head 0.65 0.054 0.668 0.65 0.659 0.923 shin 0.198 0.039 0.462 0.198 0.278 0.809 thigh 0.157 0.014 0.647 0.157 0.253 0.732 upperarm 0.796 0.144 0.481 0.796 0.6 0.898 waist Weighted Avg. 0.467 0.089 0.551 0.467 0.438 0.838 === Confusion Matrix === a b c d e f g <-- classified as 138 11 228 42 10 9 51 | a = chest 5 157 225 6 18 9 65 | b = forearm 2 11 420 16 9 7 25 | c = head 20 7 88 318 40 8 8 | d = shin 11 13 67 76 97 5 220 | e = thigh 22 63 252 4 19 77 52 | f = upperarm 2 2 61 14 17 4 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1545 45.1622 % Incorrectly Classified Instances 1876 54.8378 % Kappa statistic 0.3601 Mean absolute error 0.1592 Root mean squared error 0.364 Relative absolute error 65.0089 % Root relative squared error 104.0185 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.301 0.023 0.69 0.301 0.419 0.846 chest 0.315 0.042 0.554 0.315 0.402 0.752 forearm 0.816 0.318 0.3 0.816 0.439 0.873 head 0.62 0.063 0.62 0.62 0.62 0.911 shin 0.162 0.044 0.382 0.162 0.227 0.795 thigh 0.127 0.013 0.62 0.127 0.211 0.716 upperarm 0.818 0.137 0.499 0.818 0.62 0.903 waist Weighted Avg. 0.452 0.092 0.523 0.452 0.42 0.828 === Confusion Matrix === a b c d e f g <-- classified as 147 6 221 52 12 14 37 | a = chest 4 153 232 11 24 6 55 | b = forearm 4 14 400 24 5 5 38 | c = head 24 16 84 303 46 8 8 | d = shin 12 18 70 79 79 4 227 | e = thigh 22 66 268 6 27 62 38 | f = upperarm 0 3 57 14 14 1 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1552 45.3801 % Incorrectly Classified Instances 1868 54.6199 % Kappa statistic 0.3627 Mean absolute error 0.1582 Root mean squared error 0.3623 Relative absolute error 64.5826 % Root relative squared error 103.5361 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.314 0.02 0.72 0.314 0.438 0.855 chest 0.293 0.051 0.485 0.293 0.365 0.757 forearm 0.831 0.303 0.315 0.831 0.456 0.882 head 0.639 0.052 0.672 0.639 0.655 0.923 shin 0.188 0.047 0.402 0.188 0.256 0.801 thigh 0.119 0.009 0.699 0.119 0.203 0.732 upperarm 0.791 0.156 0.459 0.791 0.581 0.893 waist Weighted Avg. 0.454 0.091 0.536 0.454 0.422 0.835 === Confusion Matrix === a b c d e f g <-- classified as 154 14 208 48 18 8 40 | a = chest 4 142 243 4 17 6 69 | b = forearm 5 19 407 16 7 2 34 | c = head 23 9 84 312 47 6 7 | d = shin 12 21 47 63 92 2 252 | e = thigh 12 87 241 9 28 58 54 | f = upperarm 4 1 64 12 20 1 387 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 5 FOLD: 0 Correctly Classified Instances 1561 45.6299 % Incorrectly Classified Instances 1860 54.3701 % Kappa statistic 0.3656 Mean absolute error 0.1585 Root mean squared error 0.3624 Relative absolute error 64.7046 % Root relative squared error 103.5698 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.02 0.712 0.302 0.424 0.836 chest 0.292 0.045 0.516 0.292 0.373 0.77 forearm 0.869 0.317 0.315 0.869 0.462 0.889 head 0.646 0.053 0.672 0.646 0.659 0.922 shin 0.17 0.048 0.369 0.17 0.233 0.791 thigh 0.123 0.012 0.625 0.123 0.205 0.707 upperarm 0.789 0.139 0.487 0.789 0.602 0.898 waist Weighted Avg. 0.456 0.091 0.528 0.456 0.423 0.831 === Confusion Matrix === a b c d e f g <-- classified as 148 10 221 43 14 8 46 | a = chest 5 142 244 13 18 12 52 | b = forearm 2 10 426 20 8 5 19 | c = head 20 8 84 316 51 5 5 | d = shin 10 26 63 61 83 2 243 | e = thigh 19 74 258 6 30 60 42 | f = upperarm 4 5 58 11 21 4 386 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1528 44.6653 % Incorrectly Classified Instances 1893 55.3347 % Kappa statistic 0.3543 Mean absolute error 0.1595 Root mean squared error 0.3654 Relative absolute error 65.1159 % Root relative squared error 104.426 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.261 0.021 0.677 0.261 0.377 0.839 chest 0.313 0.054 0.49 0.313 0.382 0.748 forearm 0.829 0.318 0.303 0.829 0.444 0.871 head 0.632 0.066 0.614 0.632 0.623 0.924 shin 0.166 0.041 0.401 0.166 0.234 0.807 thigh 0.131 0.005 0.81 0.131 0.225 0.726 upperarm 0.793 0.14 0.486 0.793 0.602 0.903 waist Weighted Avg. 0.447 0.092 0.54 0.447 0.413 0.831 === Confusion Matrix === a b c d e f g <-- classified as 128 14 224 65 21 2 36 | a = chest 2 152 236 10 18 8 59 | b = forearm 5 21 406 18 5 3 32 | c = head 28 11 89 309 45 2 5 | d = shin 8 15 63 88 81 0 234 | e = thigh 17 92 247 5 19 64 45 | f = upperarm 1 5 74 8 13 0 388 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1531 44.753 % Incorrectly Classified Instances 1890 55.247 % Kappa statistic 0.3553 Mean absolute error 0.1602 Root mean squared error 0.3658 Relative absolute error 65.412 % Root relative squared error 104.5482 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.276 0.02 0.699 0.276 0.395 0.845 chest 0.28 0.041 0.531 0.28 0.367 0.734 forearm 0.835 0.328 0.298 0.835 0.44 0.871 head 0.636 0.067 0.613 0.636 0.624 0.91 shin 0.217 0.045 0.447 0.217 0.292 0.795 thigh 0.123 0.009 0.698 0.123 0.209 0.729 upperarm 0.763 0.135 0.485 0.763 0.593 0.893 waist Weighted Avg. 0.448 0.092 0.539 0.448 0.417 0.825 === Confusion Matrix === a b c d e f g <-- classified as 135 6 226 60 9 5 49 | a = chest 1 136 255 5 22 3 63 | b = forearm 4 7 409 24 9 5 32 | c = head 19 4 89 311 44 9 13 | d = shin 12 15 62 93 106 3 198 | e = thigh 20 86 250 6 24 60 42 | f = upperarm 2 2 80 8 23 1 374 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1537 44.9284 % Incorrectly Classified Instances 1884 55.0716 % Kappa statistic 0.3574 Mean absolute error 0.1584 Root mean squared error 0.3621 Relative absolute error 64.6764 % Root relative squared error 103.4819 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.251 0.021 0.668 0.251 0.365 0.843 chest 0.293 0.051 0.486 0.293 0.366 0.753 forearm 0.839 0.306 0.314 0.839 0.457 0.881 head 0.656 0.064 0.631 0.656 0.643 0.919 shin 0.196 0.044 0.427 0.196 0.269 0.793 thigh 0.112 0.007 0.724 0.112 0.195 0.719 upperarm 0.796 0.15 0.47 0.796 0.591 0.907 waist Weighted Avg. 0.449 0.092 0.532 0.449 0.412 0.831 === Confusion Matrix === a b c d e f g <-- classified as 123 11 212 70 12 7 55 | a = chest 5 142 234 9 27 4 64 | b = forearm 4 10 411 14 11 0 40 | c = head 20 12 83 320 39 6 8 | d = shin 12 19 56 81 96 3 222 | e = thigh 15 93 250 3 23 55 50 | f = upperarm 5 5 62 10 17 1 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1554 45.4253 % Incorrectly Classified Instances 1867 54.5747 % Kappa statistic 0.3632 Mean absolute error 0.1585 Root mean squared error 0.3629 Relative absolute error 64.7333 % Root relative squared error 103.7036 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.296 0.026 0.659 0.296 0.408 0.846 chest 0.274 0.043 0.512 0.274 0.357 0.737 forearm 0.861 0.314 0.314 0.861 0.461 0.884 head 0.65 0.058 0.65 0.65 0.65 0.915 shin 0.18 0.043 0.411 0.18 0.25 0.794 thigh 0.133 0.016 0.575 0.133 0.216 0.706 upperarm 0.785 0.136 0.49 0.785 0.603 0.901 waist Weighted Avg. 0.454 0.091 0.516 0.454 0.421 0.826 === Confusion Matrix === a b c d e f g <-- classified as 145 7 220 49 14 12 43 | a = chest 6 133 240 4 23 10 70 | b = forearm 6 12 422 18 4 5 23 | c = head 23 14 80 317 40 11 3 | d = shin 14 25 65 73 88 9 215 | e = thigh 22 65 257 5 29 65 46 | f = upperarm 4 4 58 22 16 1 384 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1545 45.1622 % Incorrectly Classified Instances 1876 54.8378 % Kappa statistic 0.3601 Mean absolute error 0.1602 Root mean squared error 0.3649 Relative absolute error 65.4304 % Root relative squared error 104.2706 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.315 0.022 0.703 0.315 0.435 0.838 chest 0.272 0.041 0.524 0.272 0.358 0.757 forearm 0.861 0.318 0.312 0.861 0.458 0.88 head 0.624 0.058 0.641 0.624 0.632 0.918 shin 0.186 0.049 0.386 0.186 0.251 0.775 thigh 0.121 0.007 0.738 0.121 0.207 0.709 upperarm 0.781 0.144 0.475 0.781 0.591 0.886 waist Weighted Avg. 0.452 0.092 0.54 0.452 0.419 0.823 === Confusion Matrix === a b c d e f g <-- classified as 154 19 215 46 15 2 38 | a = chest 6 132 263 6 19 3 57 | b = forearm 4 8 422 15 3 1 37 | c = head 22 8 75 305 62 9 8 | d = shin 5 22 52 84 91 5 230 | e = thigh 27 59 257 5 30 59 52 | f = upperarm 1 4 70 15 16 1 382 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1577 46.0976 % Incorrectly Classified Instances 1844 53.9024 % Kappa statistic 0.371 Mean absolute error 0.1573 Root mean squared error 0.3619 Relative absolute error 64.2287 % Root relative squared error 103.4256 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.294 0.021 0.699 0.294 0.414 0.839 chest 0.298 0.044 0.527 0.298 0.381 0.761 forearm 0.847 0.319 0.307 0.847 0.451 0.879 head 0.63 0.054 0.661 0.63 0.645 0.921 shin 0.221 0.046 0.443 0.221 0.295 0.799 thigh 0.143 0.009 0.722 0.143 0.239 0.717 upperarm 0.791 0.135 0.494 0.791 0.608 0.895 waist Weighted Avg. 0.461 0.09 0.55 0.461 0.433 0.83 === Confusion Matrix === a b c d e f g <-- classified as 144 15 233 37 13 9 38 | a = chest 2 145 248 7 21 7 56 | b = forearm 3 22 415 13 8 2 27 | c = head 16 11 83 308 55 6 10 | d = shin 11 18 55 79 108 1 217 | e = thigh 27 58 259 6 21 70 48 | f = upperarm 3 6 57 16 18 2 387 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1584 46.3023 % Incorrectly Classified Instances 1837 53.6977 % Kappa statistic 0.3734 Mean absolute error 0.1551 Root mean squared error 0.3579 Relative absolute error 63.3128 % Root relative squared error 102.2678 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.301 0.02 0.714 0.301 0.423 0.858 chest 0.356 0.035 0.629 0.356 0.455 0.775 forearm 0.835 0.3 0.318 0.835 0.46 0.884 head 0.638 0.069 0.608 0.638 0.623 0.912 shin 0.178 0.044 0.403 0.178 0.247 0.799 thigh 0.135 0.017 0.564 0.135 0.218 0.69 upperarm 0.798 0.142 0.484 0.798 0.602 0.913 waist Weighted Avg. 0.463 0.09 0.531 0.463 0.432 0.833 === Confusion Matrix === a b c d e f g <-- classified as 147 6 206 63 16 6 45 | a = chest 4 173 214 2 16 13 64 | b = forearm 7 9 409 16 5 8 36 | c = head 13 7 93 312 46 11 7 | d = shin 17 24 49 102 87 5 205 | e = thigh 18 55 257 7 27 66 59 | f = upperarm 0 1 60 11 19 8 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1530 44.7238 % Incorrectly Classified Instances 1891 55.2762 % Kappa statistic 0.355 Mean absolute error 0.1608 Root mean squared error 0.3657 Relative absolute error 65.6482 % Root relative squared error 104.4995 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.299 0.025 0.667 0.299 0.412 0.854 chest 0.296 0.049 0.498 0.296 0.372 0.753 forearm 0.829 0.311 0.308 0.829 0.449 0.876 head 0.64 0.069 0.608 0.64 0.624 0.913 shin 0.184 0.041 0.427 0.184 0.257 0.798 thigh 0.1 0.01 0.628 0.1 0.173 0.689 upperarm 0.781 0.139 0.484 0.781 0.597 0.894 waist Weighted Avg. 0.447 0.092 0.517 0.447 0.412 0.825 === Confusion Matrix === a b c d e f g <-- classified as 146 14 206 59 13 7 44 | a = chest 5 144 239 6 20 5 67 | b = forearm 4 15 406 24 6 5 30 | c = head 24 13 90 313 36 7 6 | d = shin 11 19 55 95 90 3 216 | e = thigh 26 73 270 3 23 49 45 | f = upperarm 3 11 53 15 23 2 382 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1558 45.5556 % Incorrectly Classified Instances 1862 54.4444 % Kappa statistic 0.3648 Mean absolute error 0.1575 Root mean squared error 0.3626 Relative absolute error 64.3208 % Root relative squared error 103.6302 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.299 0.021 0.699 0.299 0.418 0.836 chest 0.302 0.047 0.516 0.302 0.381 0.746 forearm 0.836 0.319 0.304 0.836 0.446 0.875 head 0.64 0.066 0.62 0.64 0.63 0.92 shin 0.215 0.046 0.438 0.215 0.288 0.817 thigh 0.115 0.011 0.629 0.115 0.194 0.719 upperarm 0.781 0.125 0.511 0.781 0.618 0.906 waist Weighted Avg. 0.456 0.091 0.531 0.456 0.425 0.831 === Confusion Matrix === a b c d e f g <-- classified as 146 17 209 55 10 8 44 | a = chest 5 147 243 5 27 7 52 | b = forearm 2 13 409 27 4 7 27 | c = head 18 10 77 313 51 8 12 | d = shin 16 18 61 86 105 3 200 | e = thigh 19 80 271 8 24 56 31 | f = upperarm 3 0 74 11 19 0 382 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 6 FOLD: 0 Correctly Classified Instances 1561 45.6299 % Incorrectly Classified Instances 1860 54.3701 % Kappa statistic 0.3656 Mean absolute error 0.1576 Root mean squared error 0.362 Relative absolute error 64.3392 % Root relative squared error 103.464 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.278 0.021 0.687 0.278 0.395 0.843 chest 0.303 0.047 0.514 0.303 0.381 0.753 forearm 0.849 0.31 0.314 0.849 0.458 0.891 head 0.64 0.065 0.622 0.64 0.631 0.915 shin 0.188 0.045 0.409 0.188 0.258 0.792 thigh 0.115 0.009 0.683 0.115 0.196 0.716 upperarm 0.82 0.136 0.501 0.82 0.622 0.908 waist Weighted Avg. 0.456 0.091 0.533 0.456 0.42 0.831 === Confusion Matrix === a b c d e f g <-- classified as 136 10 235 52 12 6 39 | a = chest 6 147 236 6 20 4 66 | b = forearm 2 12 416 17 7 6 30 | c = head 18 8 92 313 45 7 6 | d = shin 17 20 52 94 92 2 212 | e = thigh 16 84 252 4 30 56 47 | f = upperarm 3 5 43 17 19 1 401 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1520 44.4315 % Incorrectly Classified Instances 1901 55.5685 % Kappa statistic 0.3516 Mean absolute error 0.1603 Root mean squared error 0.3654 Relative absolute error 65.4704 % Root relative squared error 104.4294 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.286 0.021 0.69 0.286 0.404 0.852 chest 0.305 0.042 0.548 0.305 0.392 0.761 forearm 0.833 0.328 0.298 0.833 0.439 0.868 head 0.661 0.065 0.628 0.661 0.644 0.917 shin 0.16 0.04 0.4 0.16 0.228 0.796 thigh 0.112 0.018 0.509 0.112 0.184 0.703 upperarm 0.753 0.134 0.483 0.753 0.588 0.89 waist Weighted Avg. 0.444 0.093 0.508 0.444 0.411 0.827 === Confusion Matrix === a b c d e f g <-- classified as 140 10 221 60 13 13 33 | a = chest 2 148 241 7 20 11 56 | b = forearm 4 18 408 20 4 5 31 | c = head 16 9 82 323 39 13 7 | d = shin 12 14 70 85 78 6 224 | e = thigh 25 70 261 8 27 55 43 | f = upperarm 4 1 86 11 14 5 368 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1532 44.7822 % Incorrectly Classified Instances 1889 55.2178 % Kappa statistic 0.3557 Mean absolute error 0.1597 Root mean squared error 0.3647 Relative absolute error 65.2248 % Root relative squared error 104.235 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.286 0.024 0.67 0.286 0.401 0.843 chest 0.296 0.046 0.516 0.296 0.376 0.752 forearm 0.857 0.334 0.3 0.857 0.445 0.884 head 0.63 0.055 0.655 0.63 0.642 0.918 shin 0.178 0.046 0.392 0.178 0.245 0.785 thigh 0.112 0.007 0.724 0.112 0.195 0.723 upperarm 0.773 0.132 0.493 0.773 0.602 0.899 waist Weighted Avg. 0.448 0.092 0.536 0.448 0.415 0.829 === Confusion Matrix === a b c d e f g <-- classified as 140 11 228 53 11 8 39 | a = chest 5 144 253 3 32 5 44 | b = forearm 3 10 420 13 8 3 33 | c = head 24 11 100 308 37 0 9 | d = shin 11 16 69 84 87 3 218 | e = thigh 26 81 258 3 21 55 45 | f = upperarm 0 6 71 6 26 2 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1570 45.893 % Incorrectly Classified Instances 1851 54.107 % Kappa statistic 0.3687 Mean absolute error 0.1576 Root mean squared error 0.3621 Relative absolute error 64.3349 % Root relative squared error 103.4781 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.323 0.023 0.702 0.323 0.443 0.848 chest 0.292 0.043 0.53 0.292 0.377 0.754 forearm 0.847 0.315 0.31 0.847 0.454 0.884 head 0.632 0.058 0.644 0.632 0.638 0.92 shin 0.18 0.042 0.415 0.18 0.251 0.794 thigh 0.147 0.008 0.758 0.147 0.247 0.727 upperarm 0.789 0.142 0.481 0.789 0.598 0.899 waist Weighted Avg. 0.459 0.09 0.548 0.459 0.43 0.832 === Confusion Matrix === a b c d e f g <-- classified as 158 11 211 44 13 8 44 | a = chest 8 142 240 9 18 8 61 | b = forearm 5 16 415 19 6 0 29 | c = head 22 11 82 309 53 7 5 | d = shin 9 22 58 79 88 0 233 | e = thigh 18 63 258 10 23 72 45 | f = upperarm 5 3 74 10 11 0 386 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1576 46.0684 % Incorrectly Classified Instances 1845 53.9316 % Kappa statistic 0.3707 Mean absolute error 0.1566 Root mean squared error 0.3607 Relative absolute error 63.9606 % Root relative squared error 103.0812 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.297 0.02 0.707 0.297 0.418 0.849 chest 0.309 0.039 0.568 0.309 0.4 0.763 forearm 0.861 0.316 0.313 0.861 0.459 0.88 head 0.642 0.071 0.603 0.642 0.622 0.918 shin 0.196 0.04 0.449 0.196 0.273 0.799 thigh 0.112 0.009 0.671 0.112 0.193 0.703 upperarm 0.806 0.134 0.501 0.806 0.618 0.91 waist Weighted Avg. 0.461 0.09 0.544 0.461 0.426 0.832 === Confusion Matrix === a b c d e f g <-- classified as 145 5 214 63 13 4 45 | a = chest 3 150 231 11 17 8 66 | b = forearm 3 13 422 15 7 3 27 | c = head 18 6 89 314 47 8 7 | d = shin 11 19 60 100 96 4 199 | e = thigh 20 67 268 5 25 55 49 | f = upperarm 5 4 64 13 9 0 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1525 44.5776 % Incorrectly Classified Instances 1896 55.4224 % Kappa statistic 0.3533 Mean absolute error 0.1603 Root mean squared error 0.3668 Relative absolute error 65.4452 % Root relative squared error 104.8185 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.256 0.023 0.654 0.256 0.368 0.836 chest 0.294 0.044 0.526 0.294 0.377 0.749 forearm 0.849 0.319 0.308 0.849 0.452 0.867 head 0.644 0.058 0.648 0.644 0.646 0.922 shin 0.2 0.044 0.43 0.2 0.273 0.809 thigh 0.127 0.01 0.689 0.127 0.214 0.714 upperarm 0.748 0.149 0.456 0.748 0.567 0.882 waist Weighted Avg. 0.446 0.092 0.53 0.446 0.414 0.826 === Confusion Matrix === a b c d e f g <-- classified as 125 16 223 57 12 6 50 | a = chest 4 143 245 6 16 8 64 | b = forearm 5 7 416 20 6 5 31 | c = head 23 11 75 315 51 7 7 | d = shin 10 14 54 64 98 1 248 | e = thigh 21 79 262 5 24 62 36 | f = upperarm 3 2 77 19 21 1 366 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1557 45.513 % Incorrectly Classified Instances 1864 54.487 % Kappa statistic 0.3642 Mean absolute error 0.1584 Root mean squared error 0.3639 Relative absolute error 64.6992 % Root relative squared error 104.0023 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.313 0.021 0.715 0.313 0.435 0.839 chest 0.286 0.041 0.537 0.286 0.373 0.757 forearm 0.851 0.323 0.306 0.851 0.45 0.878 head 0.64 0.064 0.625 0.64 0.632 0.924 shin 0.196 0.049 0.402 0.196 0.264 0.798 thigh 0.119 0.01 0.674 0.119 0.202 0.711 upperarm 0.778 0.129 0.502 0.778 0.61 0.903 waist Weighted Avg. 0.455 0.091 0.537 0.455 0.424 0.83 === Confusion Matrix === a b c d e f g <-- classified as 153 4 227 51 10 5 39 | a = chest 5 139 241 7 19 8 67 | b = forearm 4 12 417 24 5 5 23 | c = head 17 11 75 313 60 6 7 | d = shin 13 22 57 89 96 4 208 | e = thigh 21 70 277 3 25 58 34 | f = upperarm 1 1 69 14 24 0 381 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1569 45.8638 % Incorrectly Classified Instances 1852 54.1362 % Kappa statistic 0.3684 Mean absolute error 0.1575 Root mean squared error 0.3613 Relative absolute error 64.3254 % Root relative squared error 103.2573 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.315 0.022 0.706 0.315 0.436 0.843 chest 0.3 0.048 0.51 0.3 0.378 0.75 forearm 0.822 0.302 0.313 0.822 0.453 0.88 head 0.648 0.067 0.618 0.648 0.633 0.906 shin 0.198 0.047 0.411 0.198 0.268 0.804 thigh 0.137 0.01 0.698 0.137 0.229 0.7 upperarm 0.788 0.136 0.491 0.788 0.605 0.901 waist Weighted Avg. 0.459 0.09 0.535 0.459 0.429 0.827 === Confusion Matrix === a b c d e f g <-- classified as 154 14 204 44 15 9 49 | a = chest 4 146 244 4 18 6 64 | b = forearm 4 18 402 26 10 2 27 | c = head 23 12 81 317 35 10 11 | d = shin 16 23 51 104 97 1 197 | e = thigh 15 67 251 6 31 67 52 | f = upperarm 2 6 53 12 30 1 386 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1530 44.7238 % Incorrectly Classified Instances 1891 55.2762 % Kappa statistic 0.355 Mean absolute error 0.1603 Root mean squared error 0.3633 Relative absolute error 65.4383 % Root relative squared error 103.8263 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.273 0.022 0.677 0.273 0.39 0.832 chest 0.28 0.056 0.455 0.28 0.346 0.739 forearm 0.816 0.296 0.315 0.816 0.455 0.874 head 0.623 0.07 0.598 0.623 0.61 0.903 shin 0.211 0.047 0.429 0.211 0.283 0.802 thigh 0.121 0.011 0.641 0.121 0.203 0.71 upperarm 0.806 0.144 0.483 0.806 0.604 0.903 waist Weighted Avg. 0.447 0.092 0.514 0.447 0.413 0.823 === Confusion Matrix === a b c d e f g <-- classified as 134 19 206 63 18 6 44 | a = chest 5 136 239 7 29 5 65 | b = forearm 4 15 400 25 5 4 37 | c = head 21 10 76 304 53 12 12 | d = shin 9 22 52 85 103 4 214 | e = thigh 22 91 239 8 20 59 50 | f = upperarm 3 6 56 16 12 2 394 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1546 45.2047 % Incorrectly Classified Instances 1874 54.7953 % Kappa statistic 0.3606 Mean absolute error 0.1577 Root mean squared error 0.361 Relative absolute error 64.3976 % Root relative squared error 103.1626 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.282 0.022 0.68 0.282 0.398 0.847 chest 0.301 0.044 0.533 0.301 0.385 0.763 forearm 0.841 0.308 0.313 0.841 0.457 0.881 head 0.631 0.059 0.64 0.631 0.636 0.922 shin 0.19 0.047 0.403 0.19 0.258 0.789 thigh 0.123 0.016 0.566 0.123 0.202 0.711 upperarm 0.796 0.144 0.48 0.796 0.599 0.906 waist Weighted Avg. 0.452 0.091 0.516 0.452 0.419 0.831 === Confusion Matrix === a b c d e f g <-- classified as 138 13 205 58 14 9 53 | a = chest 3 146 244 5 19 9 59 | b = forearm 5 8 412 18 8 7 32 | c = head 22 9 85 308 49 9 6 | d = shin 13 24 60 74 93 7 218 | e = thigh 22 67 255 5 27 60 53 | f = upperarm 0 7 54 13 21 5 389 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 7 FOLD: 0 Correctly Classified Instances 1564 45.7176 % Incorrectly Classified Instances 1857 54.2824 % Kappa statistic 0.3666 Mean absolute error 0.1574 Root mean squared error 0.3614 Relative absolute error 64.2762 % Root relative squared error 103.2827 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.299 0.018 0.73 0.299 0.424 0.85 chest 0.323 0.042 0.563 0.323 0.41 0.766 forearm 0.831 0.31 0.309 0.831 0.45 0.884 head 0.65 0.066 0.621 0.65 0.635 0.917 shin 0.182 0.048 0.385 0.182 0.247 0.79 thigh 0.125 0.009 0.693 0.125 0.211 0.716 upperarm 0.789 0.139 0.486 0.789 0.602 0.904 waist Weighted Avg. 0.457 0.091 0.541 0.457 0.426 0.833 === Confusion Matrix === a b c d e f g <-- classified as 146 11 206 52 15 11 48 | a = chest 4 157 238 7 24 1 55 | b = forearm 4 12 407 22 9 3 33 | c = head 17 7 86 318 44 9 8 | d = shin 6 22 58 91 89 3 220 | e = thigh 19 67 261 6 31 61 44 | f = upperarm 4 3 61 16 19 0 386 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1519 44.4022 % Incorrectly Classified Instances 1902 55.5978 % Kappa statistic 0.3513 Mean absolute error 0.1609 Root mean squared error 0.3658 Relative absolute error 65.7092 % Root relative squared error 104.55 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.278 0.028 0.624 0.278 0.385 0.836 chest 0.261 0.05 0.464 0.261 0.334 0.733 forearm 0.849 0.32 0.307 0.849 0.451 0.875 head 0.638 0.065 0.619 0.638 0.628 0.91 shin 0.198 0.05 0.399 0.198 0.265 0.795 thigh 0.119 0.007 0.744 0.119 0.205 0.707 upperarm 0.763 0.129 0.497 0.763 0.602 0.896 waist Weighted Avg. 0.444 0.093 0.522 0.444 0.41 0.822 === Confusion Matrix === a b c d e f g <-- classified as 136 14 220 58 18 5 38 | a = chest 7 127 259 7 21 5 60 | b = forearm 3 14 416 17 4 0 36 | c = head 18 19 82 312 49 7 2 | d = shin 19 25 48 92 97 1 207 | e = thigh 31 68 262 3 33 58 34 | f = upperarm 4 7 67 15 21 2 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1564 45.7176 % Incorrectly Classified Instances 1857 54.2824 % Kappa statistic 0.3666 Mean absolute error 0.1575 Root mean squared error 0.3636 Relative absolute error 64.2923 % Root relative squared error 103.8959 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.305 0.019 0.723 0.305 0.429 0.852 chest 0.294 0.04 0.55 0.294 0.383 0.749 forearm 0.837 0.323 0.302 0.837 0.444 0.874 head 0.661 0.055 0.669 0.661 0.665 0.928 shin 0.184 0.041 0.427 0.184 0.257 0.809 thigh 0.121 0.009 0.694 0.121 0.206 0.706 upperarm 0.798 0.146 0.477 0.798 0.597 0.905 waist Weighted Avg. 0.457 0.091 0.549 0.457 0.426 0.832 === Confusion Matrix === a b c d e f g <-- classified as 149 9 222 40 11 6 52 | a = chest 3 143 243 5 21 9 62 | b = forearm 5 10 410 17 8 3 37 | c = head 25 9 83 323 43 2 4 | d = shin 7 16 52 87 90 3 234 | e = thigh 15 69 277 5 25 59 39 | f = upperarm 2 4 71 6 13 3 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1588 46.4192 % Incorrectly Classified Instances 1833 53.5808 % Kappa statistic 0.3748 Mean absolute error 0.1553 Root mean squared error 0.3578 Relative absolute error 63.3996 % Root relative squared error 102.2621 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.262 0.023 0.656 0.262 0.374 0.842 chest 0.335 0.045 0.551 0.335 0.417 0.779 forearm 0.859 0.3 0.324 0.859 0.47 0.892 head 0.673 0.074 0.604 0.673 0.636 0.92 shin 0.192 0.046 0.41 0.192 0.262 0.793 thigh 0.129 0.008 0.724 0.129 0.219 0.728 upperarm 0.798 0.129 0.507 0.798 0.62 0.907 waist Weighted Avg. 0.464 0.089 0.539 0.464 0.428 0.837 === Confusion Matrix === a b c d e f g <-- classified as 128 10 210 69 19 6 47 | a = chest 6 163 230 8 17 1 61 | b = forearm 5 11 421 23 7 3 20 | c = head 12 10 81 329 44 8 5 | d = shin 16 22 57 95 94 5 200 | e = thigh 26 77 240 8 29 63 46 | f = upperarm 2 3 61 13 19 1 390 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1556 45.4838 % Incorrectly Classified Instances 1865 54.5162 % Kappa statistic 0.3639 Mean absolute error 0.1578 Root mean squared error 0.3607 Relative absolute error 64.4302 % Root relative squared error 103.0745 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.274 0.023 0.663 0.274 0.388 0.838 chest 0.319 0.048 0.525 0.319 0.397 0.763 forearm 0.831 0.303 0.315 0.831 0.456 0.881 head 0.652 0.06 0.643 0.652 0.648 0.92 shin 0.202 0.046 0.421 0.202 0.273 0.804 thigh 0.123 0.017 0.541 0.123 0.2 0.695 upperarm 0.781 0.138 0.485 0.781 0.598 0.899 waist Weighted Avg. 0.455 0.091 0.513 0.455 0.423 0.829 === Confusion Matrix === a b c d e f g <-- classified as 134 13 210 61 18 16 37 | a = chest 2 155 217 8 29 14 61 | b = forearm 3 12 407 16 9 8 35 | c = head 31 8 65 319 47 8 11 | d = shin 12 21 67 73 99 3 214 | e = thigh 18 84 259 5 15 60 48 | f = upperarm 2 2 69 14 18 2 382 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1554 45.4253 % Incorrectly Classified Instances 1867 54.5747 % Kappa statistic 0.3632 Mean absolute error 0.1586 Root mean squared error 0.3634 Relative absolute error 64.7468 % Root relative squared error 103.8581 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.025 0.67 0.302 0.416 0.833 chest 0.265 0.046 0.487 0.265 0.344 0.74 forearm 0.843 0.317 0.308 0.843 0.451 0.873 head 0.652 0.07 0.609 0.652 0.63 0.926 shin 0.162 0.038 0.416 0.162 0.233 0.795 thigh 0.137 0.008 0.744 0.137 0.231 0.741 upperarm 0.816 0.133 0.505 0.816 0.624 0.909 waist Weighted Avg. 0.454 0.091 0.534 0.454 0.419 0.831 === Confusion Matrix === a b c d e f g <-- classified as 148 10 215 70 8 2 37 | a = chest 4 129 265 7 13 9 59 | b = forearm 8 15 413 20 4 2 28 | c = head 25 8 77 319 49 4 7 | d = shin 13 19 64 96 79 2 215 | e = thigh 22 81 244 5 25 67 45 | f = upperarm 1 3 63 7 12 4 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1546 45.1915 % Incorrectly Classified Instances 1875 54.8085 % Kappa statistic 0.3605 Mean absolute error 0.159 Root mean squared error 0.3648 Relative absolute error 64.9412 % Root relative squared error 104.2565 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.316 0.02 0.721 0.316 0.44 0.846 chest 0.296 0.052 0.485 0.296 0.368 0.756 forearm 0.845 0.306 0.316 0.845 0.459 0.875 head 0.603 0.059 0.632 0.603 0.617 0.912 shin 0.209 0.044 0.44 0.209 0.283 0.798 thigh 0.109 0.009 0.679 0.109 0.187 0.702 upperarm 0.783 0.149 0.467 0.783 0.585 0.891 waist Weighted Avg. 0.452 0.091 0.534 0.452 0.42 0.826 === Confusion Matrix === a b c d e f g <-- classified as 155 12 215 42 8 4 54 | a = chest 3 144 238 7 21 6 67 | b = forearm 5 18 414 23 4 1 25 | c = head 21 12 83 295 55 11 12 | d = shin 8 16 55 77 102 3 228 | e = thigh 18 88 250 7 21 53 51 | f = upperarm 5 7 57 16 21 0 383 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1553 45.3961 % Incorrectly Classified Instances 1868 54.6039 % Kappa statistic 0.3628 Mean absolute error 0.1582 Root mean squared error 0.3627 Relative absolute error 64.6144 % Root relative squared error 103.6603 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.288 0.019 0.712 0.288 0.41 0.838 chest 0.322 0.042 0.561 0.322 0.409 0.768 forearm 0.847 0.327 0.302 0.847 0.445 0.877 head 0.625 0.059 0.639 0.625 0.632 0.916 shin 0.209 0.042 0.451 0.209 0.285 0.803 thigh 0.127 0.014 0.596 0.127 0.209 0.712 upperarm 0.759 0.134 0.487 0.759 0.593 0.893 waist Weighted Avg. 0.454 0.091 0.535 0.454 0.426 0.83 === Confusion Matrix === a b c d e f g <-- classified as 141 10 218 60 18 5 38 | a = chest 5 156 239 2 19 8 56 | b = forearm 4 11 415 16 7 8 29 | c = head 17 5 101 305 39 12 9 | d = shin 10 13 67 77 102 5 215 | e = thigh 16 80 261 6 19 62 45 | f = upperarm 5 3 73 11 22 4 372 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1528 44.6653 % Incorrectly Classified Instances 1893 55.3347 % Kappa statistic 0.3543 Mean absolute error 0.1611 Root mean squared error 0.3663 Relative absolute error 65.7909 % Root relative squared error 104.6716 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.02 0.712 0.302 0.424 0.849 chest 0.266 0.045 0.496 0.266 0.346 0.737 forearm 0.837 0.317 0.306 0.837 0.448 0.876 head 0.615 0.059 0.636 0.615 0.625 0.904 shin 0.188 0.045 0.411 0.188 0.258 0.791 thigh 0.131 0.013 0.627 0.131 0.217 0.705 upperarm 0.786 0.147 0.472 0.786 0.59 0.895 waist Weighted Avg. 0.447 0.092 0.523 0.447 0.416 0.823 === Confusion Matrix === a b c d e f g <-- classified as 148 12 220 45 10 12 43 | a = chest 7 129 241 12 19 8 69 | b = forearm 2 17 410 24 7 5 25 | c = head 16 15 90 300 55 6 6 | d = shin 14 23 53 73 92 5 229 | e = thigh 20 58 263 4 22 64 58 | f = upperarm 1 6 63 14 19 2 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1526 44.6199 % Incorrectly Classified Instances 1894 55.3801 % Kappa statistic 0.3539 Mean absolute error 0.1597 Root mean squared error 0.3644 Relative absolute error 65.2057 % Root relative squared error 104.1236 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.269 0.02 0.695 0.269 0.388 0.841 chest 0.295 0.036 0.577 0.295 0.39 0.744 forearm 0.838 0.332 0.296 0.838 0.438 0.88 head 0.622 0.064 0.618 0.622 0.62 0.917 shin 0.186 0.05 0.384 0.186 0.251 0.793 thigh 0.127 0.01 0.674 0.127 0.213 0.708 upperarm 0.785 0.134 0.494 0.785 0.607 0.903 waist Weighted Avg. 0.446 0.092 0.534 0.446 0.415 0.827 === Confusion Matrix === a b c d e f g <-- classified as 132 9 234 53 16 6 40 | a = chest 1 143 250 4 23 4 60 | b = forearm 3 9 410 18 6 6 37 | c = head 19 9 95 304 40 10 12 | d = shin 10 14 65 93 91 4 212 | e = thigh 23 63 270 5 34 62 32 | f = upperarm 2 1 60 15 27 0 384 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 8 FOLD: 0 Correctly Classified Instances 1561 45.6299 % Incorrectly Classified Instances 1860 54.3701 % Kappa statistic 0.3656 Mean absolute error 0.1576 Root mean squared error 0.3616 Relative absolute error 64.333 % Root relative squared error 103.3356 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.306 0.024 0.685 0.306 0.423 0.837 chest 0.309 0.051 0.502 0.309 0.383 0.768 forearm 0.853 0.303 0.32 0.853 0.465 0.888 head 0.63 0.062 0.627 0.63 0.629 0.918 shin 0.182 0.052 0.371 0.182 0.244 0.792 thigh 0.109 0.015 0.541 0.109 0.181 0.7 upperarm 0.802 0.128 0.512 0.802 0.625 0.907 waist Weighted Avg. 0.456 0.091 0.508 0.456 0.422 0.83 === Confusion Matrix === a b c d e f g <-- classified as 150 12 216 47 18 7 40 | a = chest 2 150 234 8 28 11 52 | b = forearm 5 11 418 16 5 1 34 | c = head 26 9 75 308 53 11 7 | d = shin 10 22 63 98 89 8 199 | e = thigh 23 91 244 6 29 53 42 | f = upperarm 3 4 57 8 18 7 393 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1558 45.5422 % Incorrectly Classified Instances 1863 54.4578 % Kappa statistic 0.3645 Mean absolute error 0.158 Root mean squared error 0.3638 Relative absolute error 64.5236 % Root relative squared error 103.9596 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.302 0.022 0.695 0.302 0.421 0.848 chest 0.315 0.046 0.529 0.315 0.395 0.761 forearm 0.845 0.319 0.307 0.845 0.45 0.887 head 0.628 0.057 0.649 0.628 0.638 0.916 shin 0.195 0.043 0.432 0.195 0.268 0.807 thigh 0.117 0.006 0.75 0.117 0.202 0.721 upperarm 0.784 0.143 0.479 0.784 0.594 0.89 waist Weighted Avg. 0.455 0.091 0.549 0.455 0.424 0.833 === Confusion Matrix === a b c d e f g <-- classified as 148 10 213 53 13 5 48 | a = chest 1 153 248 4 12 2 65 | b = forearm 5 13 414 18 3 2 35 | c = head 19 17 80 307 49 7 10 | d = shin 18 12 64 76 95 2 221 | e = thigh 22 81 261 5 24 57 39 | f = upperarm 0 3 68 10 24 1 384 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1556 45.4838 % Incorrectly Classified Instances 1865 54.5162 % Kappa statistic 0.3639 Mean absolute error 0.1586 Root mean squared error 0.363 Relative absolute error 64.7641 % Root relative squared error 103.7305 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.298 0.02 0.709 0.298 0.42 0.852 chest 0.295 0.041 0.546 0.295 0.383 0.761 forearm 0.824 0.308 0.309 0.824 0.45 0.872 head 0.679 0.068 0.624 0.679 0.65 0.927 shin 0.18 0.04 0.427 0.18 0.253 0.786 thigh 0.119 0.008 0.716 0.119 0.204 0.715 upperarm 0.787 0.151 0.466 0.787 0.585 0.899 waist Weighted Avg. 0.455 0.091 0.542 0.455 0.421 0.83 === Confusion Matrix === a b c d e f g <-- classified as 146 6 209 56 15 4 54 | a = chest 3 143 226 7 21 7 78 | b = forearm 3 18 404 27 7 3 28 | c = head 21 5 77 332 41 5 8 | d = shin 8 25 73 84 88 3 208 | e = thigh 20 63 251 4 27 58 66 | f = upperarm 5 2 67 22 7 1 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1583 46.273 % Incorrectly Classified Instances 1838 53.727 % Kappa statistic 0.3731 Mean absolute error 0.1572 Root mean squared error 0.3615 Relative absolute error 64.1802 % Root relative squared error 103.3124 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.272 0.018 0.711 0.272 0.393 0.849 chest 0.309 0.033 0.607 0.309 0.409 0.757 forearm 0.863 0.322 0.309 0.863 0.455 0.877 head 0.63 0.065 0.616 0.63 0.623 0.919 shin 0.2 0.045 0.426 0.2 0.273 0.81 thigh 0.145 0.014 0.634 0.145 0.236 0.693 upperarm 0.818 0.129 0.515 0.818 0.632 0.907 waist Weighted Avg. 0.463 0.09 0.545 0.463 0.432 0.83 === Confusion Matrix === a b c d e f g <-- classified as 133 6 231 62 9 6 42 | a = chest 4 150 239 5 23 5 60 | b = forearm 3 7 423 20 7 7 23 | c = head 20 9 85 308 51 8 8 | d = shin 9 15 60 92 98 7 208 | e = thigh 17 58 279 4 24 71 36 | f = upperarm 1 2 51 9 18 8 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1565 45.7469 % Incorrectly Classified Instances 1856 54.2531 % Kappa statistic 0.367 Mean absolute error 0.1567 Root mean squared error 0.3614 Relative absolute error 63.9673 % Root relative squared error 103.2808 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.286 0.025 0.66 0.286 0.399 0.83 chest 0.315 0.047 0.528 0.315 0.394 0.757 forearm 0.835 0.303 0.315 0.835 0.457 0.888 head 0.675 0.068 0.624 0.675 0.648 0.925 shin 0.168 0.047 0.373 0.168 0.231 0.793 thigh 0.135 0.004 0.835 0.135 0.232 0.724 upperarm 0.787 0.139 0.485 0.787 0.601 0.902 waist Weighted Avg. 0.457 0.091 0.546 0.457 0.423 0.831 === Confusion Matrix === a b c d e f g <-- classified as 140 14 210 68 12 5 40 | a = chest 8 153 240 5 31 4 45 | b = forearm 5 7 409 20 6 1 42 | c = head 20 19 66 330 46 1 7 | d = shin 15 25 53 86 82 2 226 | e = thigh 21 65 260 7 22 66 48 | f = upperarm 3 7 60 13 21 0 385 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1517 44.3438 % Incorrectly Classified Instances 1904 55.6562 % Kappa statistic 0.3506 Mean absolute error 0.1602 Root mean squared error 0.3653 Relative absolute error 65.4303 % Root relative squared error 104.3961 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.278 0.026 0.638 0.278 0.387 0.846 chest 0.278 0.044 0.511 0.278 0.36 0.754 forearm 0.849 0.318 0.309 0.849 0.453 0.88 head 0.656 0.066 0.623 0.656 0.639 0.917 shin 0.18 0.049 0.381 0.18 0.244 0.798 thigh 0.121 0.008 0.711 0.121 0.206 0.725 upperarm 0.74 0.138 0.471 0.74 0.576 0.889 waist Weighted Avg. 0.443 0.093 0.521 0.443 0.41 0.83 === Confusion Matrix === a b c d e f g <-- classified as 136 13 214 61 18 6 41 | a = chest 9 135 250 9 13 10 60 | b = forearm 7 11 416 21 10 2 23 | c = head 16 15 82 321 46 4 5 | d = shin 24 14 56 73 88 1 233 | e = thigh 19 71 255 9 32 59 44 | f = upperarm 2 5 74 21 24 1 362 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1554 45.4253 % Incorrectly Classified Instances 1867 54.5747 % Kappa statistic 0.3632 Mean absolute error 0.1583 Root mean squared error 0.3618 Relative absolute error 64.6368 % Root relative squared error 103.3883 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.297 0.021 0.7 0.297 0.417 0.838 chest 0.309 0.044 0.54 0.309 0.393 0.755 forearm 0.829 0.306 0.312 0.829 0.453 0.872 head 0.632 0.063 0.627 0.632 0.629 0.913 shin 0.207 0.049 0.414 0.207 0.276 0.799 thigh 0.137 0.017 0.573 0.137 0.221 0.716 upperarm 0.769 0.137 0.483 0.769 0.593 0.899 waist Weighted Avg. 0.454 0.091 0.521 0.454 0.426 0.827 === Confusion Matrix === a b c d e f g <-- classified as 145 11 198 49 14 14 58 | a = chest 5 150 233 7 18 13 60 | b = forearm 5 21 406 22 7 6 23 | c = head 17 7 79 309 59 9 9 | d = shin 11 19 57 87 101 4 210 | e = thigh 23 70 255 5 26 67 43 | f = upperarm 1 0 75 14 19 4 376 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1552 45.3669 % Incorrectly Classified Instances 1869 54.6331 % Kappa statistic 0.3625 Mean absolute error 0.1588 Root mean squared error 0.3625 Relative absolute error 64.8375 % Root relative squared error 103.5904 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.301 0.02 0.717 0.301 0.424 0.849 chest 0.263 0.051 0.46 0.263 0.335 0.732 forearm 0.839 0.319 0.306 0.839 0.448 0.882 head 0.609 0.056 0.644 0.609 0.626 0.905 shin 0.239 0.045 0.468 0.239 0.317 0.798 thigh 0.11 0.008 0.711 0.11 0.191 0.7 upperarm 0.812 0.139 0.494 0.812 0.614 0.905 waist Weighted Avg. 0.454 0.091 0.543 0.454 0.422 0.824 === Confusion Matrix === a b c d e f g <-- classified as 147 13 213 46 16 5 49 | a = chest 3 128 252 13 24 5 61 | b = forearm 4 13 411 16 7 2 37 | c = head 18 11 97 298 53 9 3 | d = shin 7 22 55 78 117 1 209 | e = thigh 22 86 257 6 16 54 48 | f = upperarm 4 5 60 6 17 0 397 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1515 44.2853 % Incorrectly Classified Instances 1906 55.7147 % Kappa statistic 0.3499 Mean absolute error 0.1609 Root mean squared error 0.3663 Relative absolute error 65.6971 % Root relative squared error 104.6897 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.286 0.022 0.683 0.286 0.403 0.848 chest 0.288 0.044 0.522 0.288 0.371 0.752 forearm 0.847 0.327 0.302 0.847 0.446 0.872 head 0.609 0.057 0.641 0.609 0.625 0.912 shin 0.182 0.041 0.426 0.182 0.255 0.779 thigh 0.125 0.02 0.513 0.125 0.201 0.705 upperarm 0.763 0.14 0.476 0.763 0.586 0.894 waist Weighted Avg. 0.443 0.093 0.509 0.443 0.412 0.823 === Confusion Matrix === a b c d e f g <-- classified as 140 12 234 43 13 14 34 | a = chest 5 140 252 1 16 14 58 | b = forearm 2 11 415 17 4 6 35 | c = head 26 6 97 297 42 11 9 | d = shin 11 20 55 84 89 9 221 | e = thigh 18 77 250 6 23 61 54 | f = upperarm 3 2 70 15 22 4 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1538 44.9708 % Incorrectly Classified Instances 1882 55.0292 % Kappa statistic 0.358 Mean absolute error 0.1599 Root mean squared error 0.3656 Relative absolute error 65.2876 % Root relative squared error 104.492 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.263 0.02 0.686 0.263 0.381 0.832 chest 0.286 0.044 0.517 0.286 0.368 0.744 forearm 0.838 0.325 0.301 0.838 0.443 0.869 head 0.648 0.062 0.635 0.648 0.641 0.921 shin 0.188 0.041 0.434 0.188 0.262 0.807 thigh 0.123 0.01 0.674 0.123 0.208 0.713 upperarm 0.802 0.14 0.489 0.802 0.608 0.904 waist Weighted Avg. 0.45 0.092 0.534 0.45 0.416 0.827 === Confusion Matrix === a b c d e f g <-- classified as 129 13 230 59 11 8 40 | a = chest 3 139 245 7 23 6 63 | b = forearm 3 17 410 19 7 2 31 | c = head 16 4 104 316 30 8 10 | d = shin 10 15 55 84 92 4 229 | e = thigh 26 76 257 5 29 60 36 | f = upperarm 1 5 62 8 20 1 392 | g = waist ------------------------------------------------------------------------------------------------------ RUN: 9 FOLD: 0 Correctly Classified Instances 1569 45.8638 % Incorrectly Classified Instances 1852 54.1362 % Kappa statistic 0.3683 Mean absolute error 0.1573 Root mean squared error 0.3608 Relative absolute error 64.2298 % Root relative squared error 103.1134 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.282 0.025 0.654 0.282 0.394 0.847 chest 0.272 0.039 0.534 0.272 0.361 0.744 forearm 0.831 0.305 0.313 0.831 0.455 0.879 head 0.648 0.064 0.629 0.648 0.638 0.91 shin 0.233 0.049 0.444 0.233 0.306 0.799 thigh 0.127 0.008 0.721 0.127 0.216 0.704 upperarm 0.816 0.142 0.489 0.816 0.611 0.908 waist Weighted Avg. 0.459 0.09 0.541 0.459 0.426 0.827 === Confusion Matrix === a b c d e f g <-- classified as 138 15 206 58 18 9 46 | a = chest 9 132 229 2 32 3 78 | b = forearm 9 13 407 20 6 0 35 | c = head 22 4 91 317 38 10 7 | d = shin 8 18 47 93 114 2 207 | e = thigh 24 61 264 6 28 62 44 | f = upperarm 1 4 56 8 21 0 399 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 1 Correctly Classified Instances 1520 44.4315 % Incorrectly Classified Instances 1901 55.5685 % Kappa statistic 0.3516 Mean absolute error 0.161 Root mean squared error 0.3678 Relative absolute error 65.7604 % Root relative squared error 105.1195 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.273 0.024 0.66 0.273 0.387 0.837 chest 0.264 0.042 0.508 0.264 0.347 0.743 forearm 0.843 0.331 0.298 0.843 0.441 0.873 head 0.642 0.061 0.637 0.642 0.64 0.92 shin 0.198 0.042 0.439 0.198 0.273 0.797 thigh 0.125 0.018 0.535 0.125 0.202 0.695 upperarm 0.763 0.13 0.495 0.763 0.6 0.895 waist Weighted Avg. 0.444 0.093 0.51 0.444 0.413 0.823 === Confusion Matrix === a b c d e f g <-- classified as 134 8 237 46 11 15 39 | a = chest 6 128 267 4 20 13 47 | b = forearm 5 16 413 25 6 5 20 | c = head 24 12 83 314 43 7 6 | d = shin 7 22 53 95 97 8 207 | e = thigh 19 65 252 4 26 61 62 | f = upperarm 8 1 79 5 18 5 373 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 2 Correctly Classified Instances 1548 45.2499 % Incorrectly Classified Instances 1873 54.7501 % Kappa statistic 0.3611 Mean absolute error 0.1586 Root mean squared error 0.3636 Relative absolute error 64.7618 % Root relative squared error 103.9214 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.255 0.023 0.648 0.255 0.366 0.826 chest 0.33 0.034 0.615 0.33 0.43 0.782 forearm 0.843 0.334 0.296 0.843 0.439 0.879 head 0.615 0.054 0.656 0.615 0.635 0.922 shin 0.2 0.046 0.422 0.2 0.272 0.79 thigh 0.149 0.011 0.689 0.149 0.245 0.732 upperarm 0.773 0.137 0.486 0.773 0.597 0.9 waist Weighted Avg. 0.452 0.091 0.545 0.452 0.426 0.833 === Confusion Matrix === a b c d e f g <-- classified as 125 8 246 42 15 8 46 | a = chest 5 160 229 7 17 7 60 | b = forearm 4 8 413 19 7 4 35 | c = head 19 13 93 300 44 11 8 | d = shin 12 16 68 71 98 2 222 | e = thigh 27 53 271 5 30 73 30 | f = upperarm 1 2 73 13 21 1 379 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 3 Correctly Classified Instances 1518 44.373 % Incorrectly Classified Instances 1903 55.627 % Kappa statistic 0.3509 Mean absolute error 0.1614 Root mean squared error 0.368 Relative absolute error 65.925 % Root relative squared error 105.164 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.28 0.019 0.706 0.28 0.401 0.847 chest 0.284 0.052 0.473 0.284 0.355 0.754 forearm 0.837 0.328 0.299 0.837 0.441 0.875 head 0.619 0.065 0.611 0.619 0.615 0.909 shin 0.158 0.043 0.381 0.158 0.223 0.795 thigh 0.137 0.005 0.827 0.137 0.235 0.72 upperarm 0.79 0.136 0.492 0.79 0.606 0.9 waist Weighted Avg. 0.444 0.093 0.541 0.444 0.411 0.829 === Confusion Matrix === a b c d e f g <-- classified as 137 10 223 46 16 4 54 | a = chest 2 138 256 7 25 3 55 | b = forearm 7 13 410 23 6 2 29 | c = head 13 17 104 302 41 4 7 | d = shin 15 25 52 99 77 0 220 | e = thigh 19 86 258 3 21 67 35 | f = upperarm 1 3 68 14 16 1 387 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 4 Correctly Classified Instances 1530 44.7238 % Incorrectly Classified Instances 1891 55.2762 % Kappa statistic 0.355 Mean absolute error 0.1589 Root mean squared error 0.3622 Relative absolute error 64.8864 % Root relative squared error 103.51 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.303 0.025 0.67 0.303 0.417 0.838 chest 0.276 0.045 0.506 0.276 0.357 0.739 forearm 0.824 0.317 0.303 0.824 0.443 0.871 head 0.652 0.065 0.627 0.652 0.639 0.923 shin 0.188 0.044 0.416 0.188 0.259 0.803 thigh 0.112 0.013 0.585 0.112 0.189 0.707 upperarm 0.773 0.136 0.486 0.773 0.597 0.904 waist Weighted Avg. 0.447 0.092 0.513 0.447 0.414 0.827 === Confusion Matrix === a b c d e f g <-- classified as 148 14 211 60 8 4 44 | a = chest 3 134 244 4 21 8 72 | b = forearm 2 11 404 19 9 8 37 | c = head 23 3 75 319 53 10 6 | d = shin 15 21 66 91 92 6 198 | e = thigh 24 78 263 6 20 55 43 | f = upperarm 6 4 70 10 18 3 378 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 5 Correctly Classified Instances 1554 45.4253 % Incorrectly Classified Instances 1867 54.5747 % Kappa statistic 0.3632 Mean absolute error 0.1585 Root mean squared error 0.363 Relative absolute error 64.725 % Root relative squared error 103.7369 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.288 0.02 0.701 0.288 0.409 0.835 chest 0.302 0.05 0.502 0.302 0.377 0.752 forearm 0.843 0.294 0.324 0.843 0.468 0.885 head 0.63 0.064 0.62 0.63 0.625 0.913 shin 0.182 0.05 0.379 0.182 0.246 0.792 thigh 0.139 0.011 0.68 0.139 0.231 0.7 upperarm 0.793 0.147 0.473 0.793 0.593 0.9 waist Weighted Avg. 0.454 0.091 0.525 0.454 0.421 0.825 === Confusion Matrix === a b c d e f g <-- classified as 141 23 192 65 13 9 46 | a = chest 5 147 241 9 17 5 62 | b = forearm 3 17 413 16 6 4 31 | c = head 24 14 70 308 54 8 11 | d = shin 12 24 51 78 89 4 231 | e = thigh 15 64 253 7 31 68 51 | f = upperarm 1 4 55 14 25 2 388 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 6 Correctly Classified Instances 1544 45.133 % Incorrectly Classified Instances 1877 54.867 % Kappa statistic 0.3598 Mean absolute error 0.1592 Root mean squared error 0.3638 Relative absolute error 65.0191 % Root relative squared error 103.9534 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.315 0.021 0.716 0.315 0.438 0.85 chest 0.276 0.041 0.53 0.276 0.363 0.738 forearm 0.841 0.325 0.302 0.841 0.444 0.873 head 0.683 0.067 0.629 0.683 0.655 0.923 shin 0.182 0.046 0.397 0.182 0.25 0.796 thigh 0.102 0.01 0.625 0.102 0.176 0.694 upperarm 0.759 0.13 0.493 0.759 0.598 0.892 waist Weighted Avg. 0.451 0.092 0.527 0.451 0.418 0.824 === Confusion Matrix === a b c d e f g <-- classified as 154 11 208 55 14 6 41 | a = chest 3 134 261 9 24 6 49 | b = forearm 6 15 412 16 10 8 23 | c = head 12 6 82 334 42 5 8 | d = shin 13 13 57 98 89 3 216 | e = thigh 25 70 274 5 21 50 44 | f = upperarm 2 4 72 14 24 2 371 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 7 Correctly Classified Instances 1545 45.1622 % Incorrectly Classified Instances 1876 54.8378 % Kappa statistic 0.3601 Mean absolute error 0.1591 Root mean squared error 0.3641 Relative absolute error 64.9568 % Root relative squared error 104.0573 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.297 0.018 0.729 0.297 0.422 0.847 chest 0.315 0.05 0.508 0.315 0.389 0.751 forearm 0.829 0.315 0.305 0.829 0.446 0.871 head 0.638 0.064 0.623 0.638 0.63 0.914 shin 0.174 0.043 0.405 0.174 0.243 0.799 thigh 0.119 0.011 0.644 0.119 0.2 0.713 upperarm 0.789 0.138 0.489 0.789 0.604 0.899 waist Weighted Avg. 0.452 0.092 0.529 0.452 0.419 0.828 === Confusion Matrix === a b c d e f g <-- classified as 145 13 205 56 13 15 42 | a = chest 6 153 250 6 18 2 51 | b = forearm 0 16 406 27 5 7 29 | c = head 16 12 86 312 50 6 7 | d = shin 10 18 71 74 85 2 229 | e = thigh 21 82 253 7 22 58 46 | f = upperarm 1 7 59 19 17 0 386 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 8 Correctly Classified Instances 1600 46.77 % Incorrectly Classified Instances 1821 53.23 % Kappa statistic 0.3789 Mean absolute error 0.1551 Root mean squared error 0.3577 Relative absolute error 63.3398 % Root relative squared error 102.2134 % Total Number of Instances 3421 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.297 0.021 0.704 0.297 0.417 0.847 chest 0.34 0.045 0.556 0.34 0.421 0.774 forearm 0.873 0.302 0.326 0.873 0.475 0.892 head 0.64 0.061 0.636 0.64 0.638 0.921 shin 0.211 0.048 0.42 0.211 0.281 0.801 thigh 0.094 0.006 0.719 0.094 0.166 0.73 upperarm 0.818 0.138 0.497 0.818 0.618 0.905 waist Weighted Avg. 0.468 0.089 0.551 0.468 0.431 0.839 === Confusion Matrix === a b c d e f g <-- classified as 145 10 222 56 14 3 39 | a = chest 3 165 220 12 19 5 62 | b = forearm 2 12 428 13 7 0 28 | c = head 22 11 76 313 54 7 6 | d = shin 12 18 57 75 103 3 221 | e = thigh 21 80 255 5 33 46 49 | f = upperarm 1 1 54 18 15 0 400 | g = waist ------------------------------------------------------------------------------------------------------ FOLD: 9 Correctly Classified Instances 1567 45.8187 % Incorrectly Classified Instances 1853 54.1813 % Kappa statistic 0.3678 Mean absolute error 0.1564 Root mean squared error 0.3601 Relative absolute error 63.8779 % Root relative squared error 102.9127 % Total Number of Instances 3420 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.286 0.025 0.66 0.286 0.399 0.845 chest 0.319 0.043 0.554 0.319 0.405 0.763 forearm 0.847 0.302 0.319 0.847 0.463 0.887 head 0.634 0.063 0.625 0.634 0.629 0.92 shin 0.172 0.043 0.4 0.172 0.24 0.797 thigh 0.15 0.012 0.676 0.15 0.245 0.726 upperarm 0.8 0.145 0.48 0.8 0.6 0.898 waist Weighted Avg. 0.458 0.09 0.53 0.458 0.426 0.834 === Confusion Matrix === a b c d e f g <-- classified as 140 3 218 63 19 5 42 | a = chest 4 155 226 7 15 10 69 | b = forearm 8 9 414 13 5 5 35 | c = head 24 3 87 310 50 6 9 | d = shin 12 17 60 82 84 6 228 | e = thigh 21 87 239 6 21 73 41 | f = upperarm 3 6 55 15 16 3 391 | g = waist ------------------------------------------------------------------------------------------------------