Cardiotocography (10% of outliers version#08)
Data set related to heart diseases. It describes 3 classes: normal, suspect, or pathological. Normal patients are treated as inliers and the remaining as outliers.
Download all data set variants used (8.8 MB). You can also access the original data. (CTG.xls)
- Normalized, without duplicates
- Normalized, duplicates
- Not normalized, without duplicates
- Not normalized, duplicates
Normalized, without duplicates
This version contains 21 attributes, 1831 objects, 183 outliers (9.99%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (72.6 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 42 | 0.34973 | 0.27752 | 0.31920 | 0.24360 | 0.35294 | 0.28109 | 0.69713 |
KNN | 98 | 0.34426 | 0.27145 | 0.35621 | 0.28472 | 0.36563 | 0.29519 | 0.72449 |
KNN | 100 | 0.34973 | 0.27752 | 0.35727 | 0.28590 | 0.36397 | 0.29334 | 0.72505 |
KNNW | 44 | 0.32787 | 0.25323 | 0.29619 | 0.21804 | 0.35545 | 0.28388 | 0.67882 |
KNNW | 90 | 0.34973 | 0.27752 | 0.32223 | 0.24697 | 0.34973 | 0.27752 | 0.69992 |
KNNW | 100 | 0.34973 | 0.27752 | 0.32531 | 0.25039 | 0.35165 | 0.27965 | 0.70303 |
LOF | 8 | 0.29508 | 0.21681 | 0.21460 | 0.12738 | 0.30270 | 0.22527 | 0.64338 |
LOF | 100 | 0.28962 | 0.21073 | 0.26437 | 0.18269 | 0.33712 | 0.26351 | 0.73311 |
SimplifiedLOF | 14 | 0.28415 | 0.20466 | 0.23652 | 0.15174 | 0.30341 | 0.22605 | 0.66370 |
SimplifiedLOF | 17 | 0.31148 | 0.23502 | 0.22516 | 0.13912 | 0.31492 | 0.23884 | 0.66671 |
SimplifiedLOF | 88 | 0.26776 | 0.18645 | 0.21974 | 0.13309 | 0.32454 | 0.24954 | 0.69363 |
SimplifiedLOF | 100 | 0.26776 | 0.18645 | 0.22870 | 0.14305 | 0.31439 | 0.23826 | 0.70147 |
LoOP | 15 | 0.27869 | 0.19859 | 0.20501 | 0.11673 | 0.28684 | 0.20764 | 0.64812 |
LoOP | 73 | 0.25137 | 0.16824 | 0.20287 | 0.11435 | 0.31676 | 0.24089 | 0.67578 |
LoOP | 100 | 0.27869 | 0.19859 | 0.21778 | 0.13092 | 0.31515 | 0.23910 | 0.69246 |
LDOF | 90 | 0.22951 | 0.14395 | 0.18988 | 0.09992 | 0.28690 | 0.20772 | 0.65486 |
LDOF | 98 | 0.24590 | 0.16216 | 0.19399 | 0.10449 | 0.28221 | 0.20250 | 0.66150 |
LDOF | 100 | 0.25137 | 0.16824 | 0.19356 | 0.10401 | 0.28455 | 0.20511 | 0.66266 |
ODIN | 91 | 0.22469 | 0.13859 | 0.20318 | 0.11470 | 0.29613 | 0.21797 | 0.70245 |
ODIN | 98 | 0.21676 | 0.12978 | 0.20808 | 0.12014 | 0.30213 | 0.22463 | 0.70742 |
ODIN | 99 | 0.22092 | 0.13441 | 0.20714 | 0.11910 | 0.30342 | 0.22607 | 0.70852 |
ODIN | 100 | 0.22404 | 0.13788 | 0.20774 | 0.11976 | 0.30137 | 0.22379 | 0.70895 |
FastABOD | 17 | 0.28415 | 0.20466 | 0.20718 | 0.11914 | 0.28493 | 0.20553 | 0.69187 |
FastABOD | 96 | 0.26776 | 0.18645 | 0.21904 | 0.13232 | 0.30792 | 0.23107 | 0.70173 |
FastABOD | 97 | 0.26776 | 0.18645 | 0.21901 | 0.13228 | 0.30838 | 0.23158 | 0.70173 |
FastABOD | 99 | 0.26776 | 0.18645 | 0.21903 | 0.13231 | 0.30838 | 0.23158 | 0.70202 |
KDEOS | 6 | 0.17486 | 0.08324 | 0.13140 | 0.03495 | 0.19753 | 0.10842 | 0.55554 |
KDEOS | 18 | 0.16940 | 0.07717 | 0.15572 | 0.06197 | 0.22778 | 0.14203 | 0.61053 |
KDEOS | 57 | 0.13661 | 0.04074 | 0.13692 | 0.04109 | 0.23814 | 0.15354 | 0.61153 |
KDEOS | 100 | 0.15301 | 0.05895 | 0.13795 | 0.04223 | 0.23158 | 0.14625 | 0.62695 |
LDF | 97 | 0.38251 | 0.31395 | 0.37328 | 0.30369 | 0.39009 | 0.32237 | 0.73220 |
LDF | 100 | 0.37705 | 0.30787 | 0.37779 | 0.30870 | 0.39394 | 0.32664 | 0.73442 |
INFLO | 90 | 0.27869 | 0.19859 | 0.22469 | 0.13860 | 0.30740 | 0.23049 | 0.69860 |
INFLO | 100 | 0.27869 | 0.19859 | 0.23705 | 0.15233 | 0.31504 | 0.23898 | 0.72347 |
COF | 43 | 0.33880 | 0.26538 | 0.26893 | 0.18774 | 0.33973 | 0.26641 | 0.64239 |
COF | 52 | 0.31694 | 0.24109 | 0.28233 | 0.20263 | 0.35410 | 0.28238 | 0.64925 |
COF | 100 | 0.25137 | 0.16824 | 0.28916 | 0.21023 | 0.28364 | 0.20409 | 0.67917 |
Plots
Normalized, duplicates
This version contains 21 attributes, 1838 objects, 183 outliers (9.96%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (72.0 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 43 | 0.35519 | 0.28389 | 0.28648 | 0.20758 | 0.35813 | 0.28715 | 0.68425 |
KNN | 84 | 0.34426 | 0.27175 | 0.31096 | 0.23477 | 0.37309 | 0.30377 | 0.70602 |
KNN | 100 | 0.34426 | 0.27175 | 0.32053 | 0.24540 | 0.36103 | 0.29038 | 0.71255 |
KNNW | 88 | 0.34973 | 0.27782 | 0.28397 | 0.20479 | 0.36658 | 0.29654 | 0.68096 |
KNNW | 97 | 0.36066 | 0.28996 | 0.28726 | 0.20845 | 0.36559 | 0.29544 | 0.68412 |
KNNW | 100 | 0.36066 | 0.28996 | 0.28817 | 0.20946 | 0.36461 | 0.29435 | 0.68515 |
LOF | 8 | 0.24590 | 0.16252 | 0.17989 | 0.08921 | 0.24834 | 0.16523 | 0.60090 |
LOF | 100 | 0.24044 | 0.15645 | 0.22158 | 0.13551 | 0.30949 | 0.23314 | 0.72012 |
SimplifiedLOF | 15 | 0.26230 | 0.18072 | 0.20192 | 0.11368 | 0.26563 | 0.18442 | 0.63270 |
SimplifiedLOF | 19 | 0.24590 | 0.16252 | 0.20397 | 0.11595 | 0.26339 | 0.18194 | 0.64641 |
SimplifiedLOF | 65 | 0.21858 | 0.13217 | 0.19998 | 0.11152 | 0.29200 | 0.21371 | 0.65532 |
SimplifiedLOF | 100 | 0.24044 | 0.15645 | 0.20170 | 0.11343 | 0.28175 | 0.20233 | 0.67324 |
LoOP | 14 | 0.24590 | 0.16252 | 0.18939 | 0.09976 | 0.25405 | 0.17157 | 0.62518 |
LoOP | 86 | 0.23497 | 0.15038 | 0.19108 | 0.10164 | 0.28325 | 0.20399 | 0.64996 |
LoOP | 100 | 0.24044 | 0.15645 | 0.19543 | 0.10647 | 0.27965 | 0.19999 | 0.65599 |
LDOF | 21 | 0.24044 | 0.15645 | 0.17553 | 0.08437 | 0.24427 | 0.16071 | 0.59593 |
LDOF | 69 | 0.22951 | 0.14431 | 0.18619 | 0.09621 | 0.27938 | 0.19970 | 0.61616 |
LDOF | 100 | 0.23497 | 0.15038 | 0.18785 | 0.09805 | 0.26515 | 0.18390 | 0.63090 |
ODIN | 63 | 0.21858 | 0.13217 | 0.17794 | 0.08704 | 0.25263 | 0.16999 | 0.65261 |
ODIN | 100 | 0.20692 | 0.11923 | 0.19701 | 0.10822 | 0.28019 | 0.20060 | 0.67984 |
FastABOD | 14 | 0.22404 | 0.13824 | 0.18086 | 0.09028 | 0.22947 | 0.14426 | 0.63488 |
FastABOD | 93 | 0.20765 | 0.12004 | 0.18828 | 0.09852 | 0.25778 | 0.17571 | 0.65345 |
FastABOD | 100 | 0.20765 | 0.12004 | 0.18903 | 0.09936 | 0.25697 | 0.17481 | 0.65466 |
KDEOS | 14 | 0.20219 | 0.11397 | 0.15494 | 0.06150 | 0.22268 | 0.13673 | 0.58176 |
KDEOS | 15 | 0.20765 | 0.12004 | 0.15214 | 0.05839 | 0.22993 | 0.14479 | 0.58668 |
KDEOS | 100 | 0.16393 | 0.07149 | 0.13925 | 0.04407 | 0.24499 | 0.16151 | 0.62253 |
LDF | 98 | 0.34973 | 0.27782 | 0.31867 | 0.24334 | 0.36086 | 0.29018 | 0.74160 |
LDF | 100 | 0.34973 | 0.27782 | 0.32390 | 0.24914 | 0.36888 | 0.29909 | 0.74350 |
INFLO | 12 | 0.24044 | 0.15645 | 0.17351 | 0.08212 | 0.24309 | 0.15940 | 0.61542 |
INFLO | 100 | 0.23497 | 0.15038 | 0.20384 | 0.11580 | 0.28571 | 0.20673 | 0.67185 |
COF | 15 | 0.25683 | 0.17466 | 0.20588 | 0.11807 | 0.26590 | 0.18472 | 0.62551 |
COF | 32 | 0.22951 | 0.14431 | 0.20892 | 0.12145 | 0.28169 | 0.20226 | 0.62820 |
COF | 46 | 0.24044 | 0.15645 | 0.22383 | 0.13801 | 0.25000 | 0.16707 | 0.62877 |
COF | 81 | 0.19672 | 0.10790 | 0.20549 | 0.11764 | 0.25212 | 0.16943 | 0.64190 |
Plots
Not normalized, without duplicates
This version contains 21 attributes, 1831 objects, 183 outliers (9.99%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (71.4 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 1 | 0.28415 | 0.20466 | 0.22677 | 0.14090 | 0.31048 | 0.23392 | 0.72810 |
KNN | 40 | 0.33880 | 0.26538 | 0.22867 | 0.14302 | 0.34444 | 0.27165 | 0.71816 |
KNN | 83 | 0.33333 | 0.25930 | 0.23523 | 0.15031 | 0.35949 | 0.28837 | 0.72288 |
KNN | 97 | 0.33333 | 0.25930 | 0.23770 | 0.15305 | 0.35623 | 0.28475 | 0.72551 |
KNNW | 2 | 0.27869 | 0.19859 | 0.23621 | 0.15140 | 0.31154 | 0.23509 | 0.72377 |
KNNW | 3 | 0.29508 | 0.21681 | 0.23219 | 0.14693 | 0.32444 | 0.24943 | 0.72871 |
KNNW | 87 | 0.31694 | 0.24109 | 0.22846 | 0.14278 | 0.34821 | 0.27584 | 0.72233 |
KNNW | 96 | 0.31694 | 0.24109 | 0.22960 | 0.14405 | 0.35135 | 0.27932 | 0.72283 |
LOF | 9 | 0.29508 | 0.21681 | 0.24429 | 0.16037 | 0.30802 | 0.23118 | 0.67687 |
LOF | 10 | 0.29508 | 0.21681 | 0.24606 | 0.16234 | 0.30435 | 0.22710 | 0.68825 |
LOF | 100 | 0.29508 | 0.21681 | 0.23940 | 0.15494 | 0.36868 | 0.29857 | 0.76189 |
SimplifiedLOF | 14 | 0.28415 | 0.20466 | 0.24054 | 0.15621 | 0.29398 | 0.21558 | 0.66969 |
SimplifiedLOF | 16 | 0.30055 | 0.22288 | 0.23549 | 0.15060 | 0.30303 | 0.22564 | 0.67437 |
SimplifiedLOF | 99 | 0.26230 | 0.18038 | 0.21965 | 0.13300 | 0.36989 | 0.29992 | 0.72798 |
SimplifiedLOF | 100 | 0.26230 | 0.18038 | 0.22024 | 0.13365 | 0.36752 | 0.29729 | 0.72851 |
LoOP | 14 | 0.26230 | 0.18038 | 0.22183 | 0.13542 | 0.29148 | 0.21280 | 0.65790 |
LoOP | 18 | 0.27322 | 0.19252 | 0.21843 | 0.13164 | 0.28723 | 0.20809 | 0.66877 |
LoOP | 96 | 0.26776 | 0.18645 | 0.21127 | 0.12369 | 0.35575 | 0.28421 | 0.71022 |
LoOP | 100 | 0.26776 | 0.18645 | 0.21332 | 0.12597 | 0.35398 | 0.28225 | 0.71218 |
LDOF | 86 | 0.27869 | 0.19859 | 0.20926 | 0.12146 | 0.33645 | 0.26277 | 0.70853 |
LDOF | 100 | 0.25683 | 0.17431 | 0.21437 | 0.12713 | 0.35176 | 0.27978 | 0.71592 |
ODIN | 73 | 0.28220 | 0.20249 | 0.23134 | 0.14599 | 0.34507 | 0.27234 | 0.71356 |
ODIN | 91 | 0.26715 | 0.18577 | 0.24247 | 0.15835 | 0.36431 | 0.29372 | 0.72706 |
ODIN | 96 | 0.26776 | 0.18645 | 0.24320 | 0.15917 | 0.35443 | 0.28274 | 0.72952 |
ODIN | 100 | 0.27140 | 0.19050 | 0.24156 | 0.15734 | 0.35439 | 0.28269 | 0.73069 |
FastABOD | 5 | 0.26776 | 0.18645 | 0.21502 | 0.12786 | 0.30072 | 0.22306 | 0.70711 |
FastABOD | 13 | 0.27869 | 0.19859 | 0.21716 | 0.13023 | 0.29612 | 0.21795 | 0.71049 |
FastABOD | 30 | 0.28962 | 0.21073 | 0.21149 | 0.12394 | 0.29032 | 0.21152 | 0.71490 |
FastABOD | 99 | 0.28415 | 0.20466 | 0.21451 | 0.12728 | 0.29911 | 0.22128 | 0.71934 |
KDEOS | 79 | 0.21858 | 0.13181 | 0.16833 | 0.07597 | 0.26707 | 0.18568 | 0.68127 |
KDEOS | 100 | 0.21311 | 0.12574 | 0.18340 | 0.09272 | 0.27200 | 0.19116 | 0.69466 |
LDF | 9 | 0.33880 | 0.26538 | 0.28746 | 0.20834 | 0.36598 | 0.29558 | 0.71233 |
LDF | 93 | 0.34973 | 0.27752 | 0.26264 | 0.18076 | 0.38481 | 0.31650 | 0.76912 |
LDF | 95 | 0.35519 | 0.28359 | 0.26379 | 0.18204 | 0.38384 | 0.31542 | 0.77063 |
LDF | 100 | 0.34973 | 0.27752 | 0.26547 | 0.18391 | 0.38168 | 0.31302 | 0.77233 |
INFLO | 9 | 0.26230 | 0.18038 | 0.22680 | 0.14094 | 0.28090 | 0.20105 | 0.63482 |
INFLO | 98 | 0.28962 | 0.21073 | 0.22010 | 0.13349 | 0.36017 | 0.28912 | 0.71264 |
INFLO | 99 | 0.29508 | 0.21681 | 0.22004 | 0.13343 | 0.36129 | 0.29037 | 0.71121 |
COF | 35 | 0.27322 | 0.19252 | 0.21887 | 0.13213 | 0.33175 | 0.25755 | 0.70306 |
COF | 43 | 0.29508 | 0.21681 | 0.22576 | 0.13979 | 0.34624 | 0.27365 | 0.69852 |
COF | 46 | 0.31694 | 0.24109 | 0.22103 | 0.13453 | 0.34409 | 0.27125 | 0.69238 |
COF | 47 | 0.30601 | 0.22895 | 0.21959 | 0.13293 | 0.35246 | 0.28055 | 0.69081 |
Plots
Not normalized, duplicates
This version contains 21 attributes, 1838 objects, 183 outliers (9.96%)
Download raw algorithm results (15.9 MB) Download raw algorithm evaluation table (72.1 kB)
Best Parameters
The following table contains the best
(overall and per-method)
results for each method and evaluation measure (when the same score was achieved twice, only the smallest k is given).
The Maximum F1-Measure is complimentary in addition to the measures in the original publication.
Algorithm | k | P@n | Adj. P@n | AP | Adj. AP | Max-F1 | Adj. MF1 | ROC AUC |
---|---|---|---|---|---|---|---|---|
KNN | 44 | 0.32787 | 0.25355 | 0.20817 | 0.12062 | 0.33239 | 0.25857 | 0.70114 |
KNN | 98 | 0.31148 | 0.23534 | 0.21594 | 0.12924 | 0.34653 | 0.27428 | 0.71306 |
KNN | 100 | 0.31148 | 0.23534 | 0.21615 | 0.12947 | 0.34398 | 0.27144 | 0.71333 |
KNNW | 83 | 0.30601 | 0.22927 | 0.20579 | 0.11797 | 0.32471 | 0.25004 | 0.70341 |
KNNW | 88 | 0.31694 | 0.24141 | 0.20649 | 0.11874 | 0.32212 | 0.24716 | 0.70390 |
KNNW | 100 | 0.31694 | 0.24141 | 0.20794 | 0.12036 | 0.32275 | 0.24787 | 0.70534 |
LOF | 9 | 0.27322 | 0.19286 | 0.22980 | 0.14464 | 0.28516 | 0.20612 | 0.65632 |
LOF | 97 | 0.28962 | 0.21107 | 0.21793 | 0.13146 | 0.34783 | 0.27571 | 0.73930 |
LOF | 99 | 0.28962 | 0.21107 | 0.21918 | 0.13284 | 0.34943 | 0.27749 | 0.74070 |
LOF | 100 | 0.28962 | 0.21107 | 0.21974 | 0.13346 | 0.34862 | 0.27660 | 0.74124 |
SimplifiedLOF | 12 | 0.28415 | 0.20500 | 0.22951 | 0.14431 | 0.28649 | 0.20759 | 0.64751 |
SimplifiedLOF | 13 | 0.28415 | 0.20500 | 0.23390 | 0.14919 | 0.28650 | 0.20761 | 0.65465 |
SimplifiedLOF | 99 | 0.26230 | 0.18072 | 0.20242 | 0.11423 | 0.33810 | 0.26491 | 0.70353 |
SimplifiedLOF | 100 | 0.26230 | 0.18072 | 0.20271 | 0.11455 | 0.33810 | 0.26491 | 0.70380 |
LoOP | 15 | 0.26776 | 0.18679 | 0.21437 | 0.12750 | 0.28698 | 0.20813 | 0.64747 |
LoOP | 16 | 0.27322 | 0.19286 | 0.21384 | 0.12691 | 0.29231 | 0.21406 | 0.64753 |
LoOP | 89 | 0.23497 | 0.15038 | 0.19656 | 0.10772 | 0.32400 | 0.24925 | 0.69098 |
LoOP | 100 | 0.24590 | 0.16252 | 0.19788 | 0.10919 | 0.33019 | 0.25612 | 0.68975 |
LDOF | 16 | 0.26776 | 0.18679 | 0.19402 | 0.10490 | 0.27885 | 0.19911 | 0.60948 |
LDOF | 20 | 0.25683 | 0.17466 | 0.20033 | 0.11191 | 0.27014 | 0.18944 | 0.60663 |
LDOF | 90 | 0.23497 | 0.15038 | 0.19083 | 0.10136 | 0.30714 | 0.23053 | 0.68348 |
LDOF | 100 | 0.23497 | 0.15038 | 0.19554 | 0.10659 | 0.30466 | 0.22777 | 0.69064 |
ODIN | 98 | 0.25865 | 0.17668 | 0.22531 | 0.13965 | 0.33121 | 0.25726 | 0.70441 |
ODIN | 99 | 0.25956 | 0.17769 | 0.22570 | 0.14008 | 0.32712 | 0.25272 | 0.70504 |
ODIN | 100 | 0.25888 | 0.17693 | 0.22617 | 0.14060 | 0.32985 | 0.25575 | 0.70599 |
FastABOD | 11 | 0.20219 | 0.11397 | 0.18982 | 0.10024 | 0.25843 | 0.17643 | 0.65581 |
FastABOD | 49 | 0.22951 | 0.14431 | 0.19042 | 0.10090 | 0.25455 | 0.17212 | 0.66323 |
FastABOD | 50 | 0.23497 | 0.15038 | 0.19022 | 0.10067 | 0.25507 | 0.17270 | 0.66345 |
FastABOD | 98 | 0.23497 | 0.15038 | 0.18531 | 0.09523 | 0.25646 | 0.17425 | 0.66806 |
KDEOS | 67 | 0.16940 | 0.07756 | 0.15342 | 0.05982 | 0.25581 | 0.17353 | 0.65211 |
KDEOS | 100 | 0.16393 | 0.07149 | 0.16515 | 0.07284 | 0.26705 | 0.18600 | 0.66996 |
LDF | 8 | 0.27322 | 0.19286 | 0.23936 | 0.15525 | 0.31034 | 0.23409 | 0.68730 |
LDF | 96 | 0.29508 | 0.21714 | 0.23058 | 0.14550 | 0.32877 | 0.25455 | 0.76538 |
LDF | 100 | 0.29508 | 0.21714 | 0.23414 | 0.14946 | 0.33622 | 0.26283 | 0.76905 |
INFLO | 11 | 0.26776 | 0.18679 | 0.21405 | 0.12714 | 0.29829 | 0.22070 | 0.64467 |
INFLO | 73 | 0.23497 | 0.15038 | 0.19779 | 0.10909 | 0.31818 | 0.24279 | 0.70419 |
INFLO | 78 | 0.22951 | 0.14431 | 0.19593 | 0.10702 | 0.32482 | 0.25016 | 0.68950 |
INFLO | 100 | 0.28415 | 0.20500 | 0.20275 | 0.11460 | 0.31602 | 0.24039 | 0.69829 |
COF | 60 | 0.27869 | 0.19893 | 0.19995 | 0.11148 | 0.29851 | 0.22094 | 0.65999 |
COF | 70 | 0.29508 | 0.21714 | 0.19262 | 0.10334 | 0.30318 | 0.22613 | 0.66701 |
COF | 80 | 0.28962 | 0.21107 | 0.19580 | 0.10688 | 0.31202 | 0.23595 | 0.67311 |
COF | 82 | 0.28415 | 0.20500 | 0.19466 | 0.10561 | 0.32242 | 0.24750 | 0.67293 |