Cardiotocography (10% of outliers version#10)
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 (71.9 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 | 7 | 0.33333 | 0.25930 | 0.25913 | 0.17686 | 0.34758 | 0.27513 | 0.63907 |
KNN | 97 | 0.31694 | 0.24109 | 0.31936 | 0.24378 | 0.36029 | 0.28926 | 0.72974 |
KNN | 99 | 0.31694 | 0.24109 | 0.32066 | 0.24522 | 0.35888 | 0.28769 | 0.73044 |
KNN | 100 | 0.31694 | 0.24109 | 0.32078 | 0.24535 | 0.35821 | 0.28694 | 0.73018 |
KNNW | 8 | 0.33333 | 0.25930 | 0.25835 | 0.17599 | 0.34054 | 0.26731 | 0.64276 |
KNNW | 100 | 0.31148 | 0.23502 | 0.29421 | 0.21583 | 0.33247 | 0.25834 | 0.70399 |
LOF | 7 | 0.27869 | 0.19859 | 0.21261 | 0.12517 | 0.28902 | 0.21007 | 0.64554 |
LOF | 100 | 0.26776 | 0.18645 | 0.23166 | 0.14634 | 0.33166 | 0.25744 | 0.74965 |
SimplifiedLOF | 11 | 0.28415 | 0.20466 | 0.23409 | 0.14904 | 0.30341 | 0.22605 | 0.65176 |
SimplifiedLOF | 13 | 0.30055 | 0.22288 | 0.23088 | 0.14547 | 0.30812 | 0.23129 | 0.65832 |
SimplifiedLOF | 23 | 0.27869 | 0.19859 | 0.21464 | 0.12743 | 0.33054 | 0.25621 | 0.66775 |
SimplifiedLOF | 100 | 0.26230 | 0.18038 | 0.20599 | 0.11782 | 0.29425 | 0.21588 | 0.70786 |
LoOP | 8 | 0.27869 | 0.19859 | 0.20389 | 0.11549 | 0.28866 | 0.20967 | 0.61959 |
LoOP | 11 | 0.27322 | 0.19252 | 0.21113 | 0.12353 | 0.29804 | 0.22009 | 0.64637 |
LoOP | 16 | 0.27322 | 0.19252 | 0.20264 | 0.11410 | 0.30735 | 0.23044 | 0.65388 |
LoOP | 100 | 0.25683 | 0.17431 | 0.20136 | 0.11267 | 0.29075 | 0.21199 | 0.69732 |
LDOF | 62 | 0.26230 | 0.18038 | 0.18464 | 0.09410 | 0.28438 | 0.20492 | 0.64392 |
LDOF | 92 | 0.24590 | 0.16216 | 0.18940 | 0.09939 | 0.29646 | 0.21834 | 0.66447 |
LDOF | 100 | 0.22951 | 0.14395 | 0.19295 | 0.10334 | 0.28942 | 0.21051 | 0.67077 |
ODIN | 99 | 0.21919 | 0.13248 | 0.19428 | 0.10481 | 0.28085 | 0.20099 | 0.71397 |
ODIN | 100 | 0.22404 | 0.13788 | 0.19498 | 0.10559 | 0.28052 | 0.20063 | 0.71458 |
FastABOD | 48 | 0.26776 | 0.18645 | 0.19276 | 0.10312 | 0.27866 | 0.19856 | 0.67664 |
FastABOD | 92 | 0.25683 | 0.17431 | 0.19607 | 0.10680 | 0.29193 | 0.21330 | 0.68404 |
FastABOD | 100 | 0.24590 | 0.16216 | 0.19690 | 0.10772 | 0.29167 | 0.21301 | 0.68544 |
KDEOS | 17 | 0.21858 | 0.13181 | 0.15346 | 0.05946 | 0.22458 | 0.13848 | 0.61216 |
KDEOS | 19 | 0.20765 | 0.11966 | 0.15921 | 0.06585 | 0.23509 | 0.15016 | 0.61617 |
KDEOS | 58 | 0.16393 | 0.07109 | 0.14498 | 0.05004 | 0.25111 | 0.16795 | 0.62472 |
KDEOS | 100 | 0.17486 | 0.08324 | 0.15316 | 0.05912 | 0.24697 | 0.16335 | 0.64472 |
LDF | 89 | 0.37705 | 0.30787 | 0.31651 | 0.24061 | 0.38746 | 0.31945 | 0.75953 |
LDF | 100 | 0.37705 | 0.30787 | 0.34715 | 0.27466 | 0.40379 | 0.33758 | 0.76462 |
INFLO | 97 | 0.26230 | 0.18038 | 0.21248 | 0.12503 | 0.30326 | 0.22589 | 0.72243 |
INFLO | 98 | 0.26230 | 0.18038 | 0.21137 | 0.12380 | 0.30651 | 0.22951 | 0.71518 |
INFLO | 99 | 0.27322 | 0.19252 | 0.21190 | 0.12439 | 0.30196 | 0.22445 | 0.71725 |
INFLO | 100 | 0.27322 | 0.19252 | 0.21340 | 0.12605 | 0.30390 | 0.22660 | 0.72234 |
COF | 21 | 0.25137 | 0.16824 | 0.20707 | 0.11903 | 0.29758 | 0.21958 | 0.65350 |
COF | 25 | 0.27322 | 0.19252 | 0.20388 | 0.11547 | 0.29289 | 0.21437 | 0.64034 |
COF | 61 | 0.25683 | 0.17431 | 0.24931 | 0.16595 | 0.26598 | 0.18448 | 0.64038 |
COF | 89 | 0.20765 | 0.11966 | 0.23742 | 0.15274 | 0.26781 | 0.18651 | 0.66625 |
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 (72.3 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 | 82 | 0.37158 | 0.30210 | 0.36330 | 0.29289 | 0.38028 | 0.31176 | 0.73536 |
KNN | 84 | 0.37158 | 0.30210 | 0.36407 | 0.29375 | 0.38208 | 0.31375 | 0.73595 |
KNN | 96 | 0.37158 | 0.30210 | 0.36849 | 0.29866 | 0.37872 | 0.31003 | 0.73863 |
KNN | 98 | 0.37158 | 0.30210 | 0.36901 | 0.29923 | 0.37953 | 0.31092 | 0.73825 |
KNNW | 70 | 0.36612 | 0.29603 | 0.32588 | 0.25134 | 0.36866 | 0.29885 | 0.71411 |
KNNW | 83 | 0.36612 | 0.29603 | 0.33151 | 0.25760 | 0.37326 | 0.30396 | 0.71788 |
KNNW | 100 | 0.36612 | 0.29603 | 0.33800 | 0.26479 | 0.37119 | 0.30166 | 0.72231 |
LOF | 79 | 0.30055 | 0.22321 | 0.24813 | 0.16499 | 0.32102 | 0.24595 | 0.74683 |
LOF | 99 | 0.28962 | 0.21107 | 0.26831 | 0.18740 | 0.33694 | 0.26362 | 0.75857 |
LOF | 100 | 0.28962 | 0.21107 | 0.26909 | 0.18827 | 0.33636 | 0.26298 | 0.75874 |
SimplifiedLOF | 19 | 0.28962 | 0.21107 | 0.22189 | 0.13585 | 0.30464 | 0.22775 | 0.66873 |
SimplifiedLOF | 96 | 0.27322 | 0.19286 | 0.23517 | 0.15060 | 0.31930 | 0.24403 | 0.72291 |
SimplifiedLOF | 100 | 0.28415 | 0.20500 | 0.23775 | 0.15346 | 0.31634 | 0.24075 | 0.72447 |
LoOP | 13 | 0.27869 | 0.19893 | 0.21177 | 0.12462 | 0.28412 | 0.20497 | 0.64490 |
LoOP | 98 | 0.26230 | 0.18072 | 0.22819 | 0.14285 | 0.31660 | 0.24104 | 0.71564 |
LoOP | 99 | 0.26230 | 0.18072 | 0.22890 | 0.14363 | 0.31721 | 0.24172 | 0.71534 |
LoOP | 100 | 0.25683 | 0.17466 | 0.22955 | 0.14435 | 0.31721 | 0.24172 | 0.71547 |
LDOF | 29 | 0.27869 | 0.19893 | 0.19491 | 0.10589 | 0.27869 | 0.19893 | 0.63241 |
LDOF | 100 | 0.25137 | 0.16859 | 0.21338 | 0.12640 | 0.29903 | 0.22152 | 0.68530 |
ODIN | 80 | 0.24590 | 0.16252 | 0.19743 | 0.10869 | 0.29841 | 0.22084 | 0.70857 |
ODIN | 98 | 0.23731 | 0.15298 | 0.20565 | 0.11782 | 0.31579 | 0.24013 | 0.72018 |
ODIN | 99 | 0.23975 | 0.15569 | 0.20625 | 0.11848 | 0.31161 | 0.23549 | 0.72053 |
ODIN | 100 | 0.24180 | 0.15797 | 0.20615 | 0.11837 | 0.31307 | 0.23711 | 0.72151 |
FastABOD | 26 | 0.26776 | 0.18679 | 0.20058 | 0.11218 | 0.27434 | 0.19410 | 0.68046 |
FastABOD | 95 | 0.26230 | 0.18072 | 0.22009 | 0.13385 | 0.31186 | 0.23577 | 0.69550 |
FastABOD | 100 | 0.26230 | 0.18072 | 0.22093 | 0.13478 | 0.31111 | 0.23494 | 0.69623 |
KDEOS | 13 | 0.18033 | 0.08969 | 0.14505 | 0.05051 | 0.22320 | 0.13731 | 0.59896 |
KDEOS | 22 | 0.13661 | 0.04114 | 0.15702 | 0.06381 | 0.22970 | 0.14452 | 0.61455 |
KDEOS | 98 | 0.15301 | 0.05935 | 0.14568 | 0.05122 | 0.24371 | 0.16008 | 0.64550 |
KDEOS | 100 | 0.14754 | 0.05328 | 0.14604 | 0.05161 | 0.24356 | 0.15992 | 0.64712 |
LDF | 97 | 0.37705 | 0.30817 | 0.35156 | 0.27986 | 0.40122 | 0.33501 | 0.75268 |
LDF | 100 | 0.37705 | 0.30817 | 0.35837 | 0.28743 | 0.40625 | 0.34060 | 0.75363 |
INFLO | 91 | 0.27322 | 0.19286 | 0.24125 | 0.15736 | 0.32873 | 0.25450 | 0.74400 |
INFLO | 95 | 0.26776 | 0.18679 | 0.24463 | 0.16111 | 0.33228 | 0.25845 | 0.74272 |
INFLO | 99 | 0.26776 | 0.18679 | 0.24753 | 0.16432 | 0.33068 | 0.25667 | 0.74661 |
COF | 45 | 0.32787 | 0.25355 | 0.27283 | 0.19242 | 0.33136 | 0.25743 | 0.66864 |
COF | 72 | 0.32787 | 0.25355 | 0.29253 | 0.21430 | 0.34568 | 0.27333 | 0.69181 |
COF | 92 | 0.28415 | 0.20500 | 0.30555 | 0.22876 | 0.30363 | 0.22663 | 0.69620 |
COF | 93 | 0.28415 | 0.20500 | 0.30195 | 0.22477 | 0.29851 | 0.22094 | 0.69863 |
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 (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 | 92 | 0.32240 | 0.24716 | 0.23037 | 0.14491 | 0.32708 | 0.25235 | 0.73581 |
KNN | 98 | 0.31148 | 0.23502 | 0.23203 | 0.14675 | 0.32990 | 0.25549 | 0.73824 |
KNN | 100 | 0.31148 | 0.23502 | 0.23219 | 0.14693 | 0.33584 | 0.26209 | 0.73818 |
KNNW | 70 | 0.28962 | 0.21073 | 0.21521 | 0.12806 | 0.29439 | 0.21604 | 0.72172 |
KNNW | 89 | 0.28962 | 0.21073 | 0.21820 | 0.13139 | 0.30594 | 0.22886 | 0.72563 |
KNNW | 100 | 0.28962 | 0.21073 | 0.21992 | 0.13330 | 0.30556 | 0.22844 | 0.72747 |
LOF | 100 | 0.27869 | 0.19859 | 0.23316 | 0.14800 | 0.34981 | 0.27761 | 0.76408 |
SimplifiedLOF | 13 | 0.26776 | 0.18645 | 0.22454 | 0.13844 | 0.28146 | 0.20167 | 0.67088 |
SimplifiedLOF | 83 | 0.25137 | 0.16824 | 0.20820 | 0.12027 | 0.32907 | 0.25456 | 0.71140 |
SimplifiedLOF | 100 | 0.24590 | 0.16216 | 0.21125 | 0.12367 | 0.32523 | 0.25031 | 0.71877 |
LoOP | 11 | 0.24590 | 0.16216 | 0.21067 | 0.12302 | 0.26537 | 0.18380 | 0.65159 |
LoOP | 14 | 0.23497 | 0.15002 | 0.21984 | 0.13321 | 0.27835 | 0.19822 | 0.66601 |
LoOP | 67 | 0.22404 | 0.13788 | 0.19937 | 0.11047 | 0.32282 | 0.24762 | 0.69229 |
LoOP | 99 | 0.24044 | 0.15609 | 0.20643 | 0.11831 | 0.31907 | 0.24345 | 0.70503 |
LDOF | 34 | 0.27322 | 0.19252 | 0.18745 | 0.09723 | 0.27441 | 0.19383 | 0.63208 |
LDOF | 100 | 0.24044 | 0.15609 | 0.20632 | 0.11818 | 0.31797 | 0.24223 | 0.70835 |
ODIN | 94 | 0.26284 | 0.18098 | 0.22581 | 0.13984 | 0.33677 | 0.26312 | 0.71792 |
ODIN | 98 | 0.25820 | 0.17582 | 0.22799 | 0.14227 | 0.34050 | 0.26727 | 0.72078 |
ODIN | 100 | 0.25902 | 0.17673 | 0.22972 | 0.14419 | 0.34034 | 0.26709 | 0.72196 |
FastABOD | 4 | 0.21311 | 0.12574 | 0.20008 | 0.11125 | 0.24975 | 0.16644 | 0.67426 |
FastABOD | 61 | 0.19672 | 0.10752 | 0.19947 | 0.11057 | 0.27227 | 0.19146 | 0.69867 |
FastABOD | 100 | 0.20765 | 0.11966 | 0.20188 | 0.11325 | 0.27009 | 0.18903 | 0.70393 |
KDEOS | 25 | 0.19126 | 0.10145 | 0.14426 | 0.04924 | 0.24440 | 0.16049 | 0.63355 |
KDEOS | 90 | 0.15847 | 0.06502 | 0.17243 | 0.08053 | 0.26989 | 0.18882 | 0.66750 |
KDEOS | 97 | 0.16940 | 0.07717 | 0.17045 | 0.07833 | 0.27962 | 0.19962 | 0.67187 |
KDEOS | 100 | 0.16940 | 0.07717 | 0.17117 | 0.07913 | 0.27848 | 0.19836 | 0.67460 |
LDF | 9 | 0.29508 | 0.21681 | 0.27530 | 0.19483 | 0.32195 | 0.24666 | 0.71263 |
LDF | 96 | 0.31694 | 0.24109 | 0.25412 | 0.17130 | 0.36364 | 0.29297 | 0.78586 |
LDF | 98 | 0.31148 | 0.23502 | 0.25720 | 0.17472 | 0.36969 | 0.29969 | 0.78864 |
LDF | 100 | 0.31148 | 0.23502 | 0.25761 | 0.17518 | 0.36773 | 0.29752 | 0.78949 |
INFLO | 96 | 0.26230 | 0.18038 | 0.21481 | 0.12762 | 0.32859 | 0.25404 | 0.71904 |
INFLO | 99 | 0.27322 | 0.19252 | 0.21596 | 0.12890 | 0.33171 | 0.25750 | 0.71786 |
INFLO | 100 | 0.27869 | 0.19859 | 0.21528 | 0.12815 | 0.32906 | 0.25456 | 0.71493 |
COF | 17 | 0.22404 | 0.13788 | 0.18766 | 0.09745 | 0.27642 | 0.19607 | 0.67252 |
COF | 53 | 0.25683 | 0.17431 | 0.20285 | 0.11433 | 0.31111 | 0.23461 | 0.65186 |
COF | 63 | 0.26776 | 0.18645 | 0.20757 | 0.11957 | 0.28958 | 0.21069 | 0.65152 |
COF | 77 | 0.28415 | 0.20466 | 0.19189 | 0.10215 | 0.29084 | 0.21210 | 0.64413 |
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 | 53 | 0.35519 | 0.28389 | 0.24442 | 0.16088 | 0.35938 | 0.28854 | 0.74067 |
KNN | 86 | 0.33880 | 0.26569 | 0.24539 | 0.16195 | 0.36181 | 0.29124 | 0.74423 |
KNN | 94 | 0.33880 | 0.26569 | 0.24648 | 0.16316 | 0.35961 | 0.28879 | 0.74538 |
KNN | 100 | 0.33880 | 0.26569 | 0.24635 | 0.16301 | 0.35509 | 0.28378 | 0.74594 |
KNNW | 58 | 0.32787 | 0.25355 | 0.23746 | 0.15314 | 0.35756 | 0.28653 | 0.73819 |
KNNW | 89 | 0.34426 | 0.27175 | 0.24092 | 0.15699 | 0.35267 | 0.28109 | 0.74072 |
KNNW | 100 | 0.33333 | 0.25962 | 0.24187 | 0.15805 | 0.35449 | 0.28311 | 0.74152 |
LOF | 9 | 0.29508 | 0.21714 | 0.23704 | 0.15267 | 0.29680 | 0.21905 | 0.69948 |
LOF | 93 | 0.28962 | 0.21107 | 0.25111 | 0.16830 | 0.39364 | 0.32659 | 0.77998 |
LOF | 100 | 0.29508 | 0.21714 | 0.25328 | 0.17071 | 0.38911 | 0.32156 | 0.78287 |
SimplifiedLOF | 16 | 0.29508 | 0.21714 | 0.22824 | 0.14290 | 0.29845 | 0.22088 | 0.67950 |
SimplifiedLOF | 99 | 0.26230 | 0.18072 | 0.23641 | 0.15198 | 0.36717 | 0.29720 | 0.74814 |
SimplifiedLOF | 100 | 0.26230 | 0.18072 | 0.23659 | 0.15217 | 0.36638 | 0.29632 | 0.74818 |
LoOP | 20 | 0.26776 | 0.18679 | 0.20996 | 0.12260 | 0.28391 | 0.20473 | 0.67949 |
LoOP | 81 | 0.25137 | 0.16859 | 0.23080 | 0.14575 | 0.36364 | 0.29327 | 0.73585 |
LoOP | 90 | 0.26230 | 0.18072 | 0.23420 | 0.14952 | 0.35935 | 0.28851 | 0.73773 |
LoOP | 99 | 0.26230 | 0.18072 | 0.23571 | 0.15120 | 0.36090 | 0.29023 | 0.73758 |
LDOF | 31 | 0.25683 | 0.17466 | 0.20416 | 0.11616 | 0.28783 | 0.20909 | 0.65364 |
LDOF | 91 | 0.24590 | 0.16252 | 0.23037 | 0.14527 | 0.35630 | 0.28513 | 0.72674 |
LDOF | 99 | 0.25137 | 0.16859 | 0.23397 | 0.14927 | 0.35473 | 0.28338 | 0.73003 |
ODIN | 81 | 0.30999 | 0.23369 | 0.25817 | 0.17614 | 0.37158 | 0.30210 | 0.73850 |
ODIN | 90 | 0.30540 | 0.22860 | 0.26775 | 0.18678 | 0.38532 | 0.31735 | 0.74479 |
ODIN | 93 | 0.30367 | 0.22667 | 0.26856 | 0.18769 | 0.38148 | 0.31309 | 0.74707 |
ODIN | 100 | 0.29430 | 0.21627 | 0.26761 | 0.18663 | 0.38408 | 0.31598 | 0.75028 |
FastABOD | 70 | 0.26230 | 0.18072 | 0.20698 | 0.11930 | 0.30411 | 0.22717 | 0.70533 |
FastABOD | 96 | 0.26230 | 0.18072 | 0.20926 | 0.12182 | 0.30496 | 0.22811 | 0.70770 |
FastABOD | 99 | 0.26230 | 0.18072 | 0.20899 | 0.12152 | 0.30634 | 0.22964 | 0.70789 |
FastABOD | 100 | 0.26230 | 0.18072 | 0.20896 | 0.12149 | 0.30627 | 0.22956 | 0.70796 |
KDEOS | 25 | 0.18579 | 0.09576 | 0.14616 | 0.05174 | 0.23545 | 0.15091 | 0.63462 |
KDEOS | 100 | 0.17486 | 0.08362 | 0.17065 | 0.07894 | 0.29134 | 0.21298 | 0.69614 |
LDF | 7 | 0.34973 | 0.27782 | 0.28317 | 0.20391 | 0.36745 | 0.29751 | 0.72895 |
LDF | 9 | 0.29508 | 0.21714 | 0.28659 | 0.20770 | 0.34968 | 0.27777 | 0.74411 |
LDF | 39 | 0.30055 | 0.22321 | 0.22693 | 0.14145 | 0.37308 | 0.30376 | 0.72947 |
LDF | 100 | 0.32240 | 0.24748 | 0.25954 | 0.17767 | 0.36283 | 0.29238 | 0.78765 |
INFLO | 65 | 0.25683 | 0.17466 | 0.22981 | 0.14465 | 0.34915 | 0.27719 | 0.74463 |
INFLO | 98 | 0.29508 | 0.21714 | 0.23487 | 0.15027 | 0.35730 | 0.28623 | 0.74089 |
INFLO | 100 | 0.29508 | 0.21714 | 0.23548 | 0.15095 | 0.36123 | 0.29060 | 0.73732 |
COF | 47 | 0.27322 | 0.19286 | 0.23046 | 0.14537 | 0.31810 | 0.24271 | 0.69700 |
COF | 57 | 0.25137 | 0.16859 | 0.23324 | 0.14846 | 0.30564 | 0.22886 | 0.70458 |
COF | 98 | 0.25683 | 0.17466 | 0.21762 | 0.13111 | 0.32083 | 0.24574 | 0.72837 |
COF | 99 | 0.26230 | 0.18072 | 0.21842 | 0.13199 | 0.32773 | 0.25340 | 0.72822 |