Cardiotocography (2% of outliers version#03)
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, 1681 objects, 33 outliers (1.96%)
Download raw algorithm results (14.6 MB) Download raw algorithm evaluation table (56.9 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 | 1 | 0.27273 | 0.25816 | 0.20301 | 0.18705 | 0.29508 | 0.28097 | 0.79308 |
KNNW | 1 | 0.30303 | 0.28907 | 0.16720 | 0.15052 | 0.32836 | 0.31491 | 0.74612 |
KNNW | 3 | 0.27273 | 0.25816 | 0.20805 | 0.19220 | 0.31884 | 0.30520 | 0.79207 |
LOF | 5 | 0.27273 | 0.25816 | 0.17775 | 0.16128 | 0.30769 | 0.29383 | 0.74399 |
LOF | 6 | 0.27273 | 0.25816 | 0.20342 | 0.18747 | 0.33333 | 0.31998 | 0.75153 |
LOF | 7 | 0.24242 | 0.22725 | 0.21419 | 0.19846 | 0.32184 | 0.30826 | 0.75131 |
LOF | 11 | 0.21212 | 0.19634 | 0.16601 | 0.14931 | 0.25743 | 0.24256 | 0.77006 |
SimplifiedLOF | 9 | 0.24242 | 0.22725 | 0.20471 | 0.18878 | 0.30769 | 0.29383 | 0.77199 |
SimplifiedLOF | 14 | 0.33333 | 0.31998 | 0.18148 | 0.16509 | 0.35821 | 0.34536 | 0.77948 |
SimplifiedLOF | 15 | 0.27273 | 0.25816 | 0.18790 | 0.17164 | 0.32877 | 0.31533 | 0.78258 |
LoOP | 10 | 0.24242 | 0.22725 | 0.18825 | 0.17200 | 0.30137 | 0.28738 | 0.76945 |
LoOP | 12 | 0.30303 | 0.28907 | 0.18021 | 0.16380 | 0.33735 | 0.32408 | 0.77401 |
LoOP | 13 | 0.24242 | 0.22725 | 0.17065 | 0.15404 | 0.34783 | 0.33477 | 0.77161 |
LoOP | 14 | 0.27273 | 0.25816 | 0.16252 | 0.14575 | 0.31481 | 0.30109 | 0.77628 |
LDOF | 19 | 0.27273 | 0.25816 | 0.16250 | 0.14573 | 0.37037 | 0.35776 | 0.74397 |
LDOF | 29 | 0.33333 | 0.31998 | 0.17467 | 0.15815 | 0.34921 | 0.33617 | 0.74658 |
LDOF | 30 | 0.30303 | 0.28907 | 0.17678 | 0.16029 | 0.35088 | 0.33788 | 0.74930 |
LDOF | 98 | 0.21212 | 0.19634 | 0.13812 | 0.12086 | 0.25532 | 0.24041 | 0.77067 |
ODIN | 12 | 0.28732 | 0.27305 | 0.13692 | 0.11964 | 0.29412 | 0.27998 | 0.76722 |
ODIN | 13 | 0.28469 | 0.27037 | 0.15334 | 0.13639 | 0.29508 | 0.28097 | 0.77315 |
ODIN | 19 | 0.27834 | 0.26389 | 0.13845 | 0.12119 | 0.30137 | 0.28738 | 0.75629 |
FastABOD | 4 | 0.24242 | 0.22725 | 0.13557 | 0.11826 | 0.26667 | 0.25198 | 0.78372 |
FastABOD | 9 | 0.24242 | 0.22725 | 0.13745 | 0.12018 | 0.24615 | 0.23106 | 0.81057 |
FastABOD | 93 | 0.15152 | 0.13452 | 0.13160 | 0.11421 | 0.21978 | 0.20416 | 0.82506 |
KDEOS | 46 | 0.15152 | 0.13452 | 0.07667 | 0.05819 | 0.16162 | 0.14483 | 0.76681 |
KDEOS | 59 | 0.09091 | 0.07271 | 0.08473 | 0.06640 | 0.18803 | 0.17178 | 0.76986 |
KDEOS | 60 | 0.09091 | 0.07271 | 0.08341 | 0.06506 | 0.18692 | 0.17063 | 0.77207 |
KDEOS | 96 | 0.06061 | 0.04180 | 0.09547 | 0.07736 | 0.15126 | 0.13427 | 0.76550 |
LDF | 91 | 0.27273 | 0.25816 | 0.20373 | 0.18778 | 0.28889 | 0.27465 | 0.76024 |
LDF | 100 | 0.24242 | 0.22725 | 0.21242 | 0.19665 | 0.28235 | 0.26798 | 0.76352 |
INFLO | 7 | 0.27273 | 0.25816 | 0.18080 | 0.16440 | 0.28571 | 0.27141 | 0.77354 |
INFLO | 15 | 0.24242 | 0.22725 | 0.15410 | 0.13716 | 0.31169 | 0.29791 | 0.75441 |
INFLO | 77 | 0.24242 | 0.22725 | 0.15528 | 0.13836 | 0.27273 | 0.25816 | 0.79777 |
COF | 8 | 0.21212 | 0.19634 | 0.21374 | 0.19799 | 0.29167 | 0.27748 | 0.77900 |
COF | 9 | 0.21212 | 0.19634 | 0.21802 | 0.20236 | 0.28000 | 0.26558 | 0.76979 |
COF | 13 | 0.18182 | 0.16543 | 0.20463 | 0.18870 | 0.27273 | 0.25816 | 0.78505 |
COF | 22 | 0.24242 | 0.22725 | 0.19422 | 0.17808 | 0.25000 | 0.23498 | 0.75868 |
Plots
Normalized, duplicates
This version contains 21 attributes, 1688 objects, 33 outliers (1.95%)
Download raw algorithm results (14.6 MB) Download raw algorithm evaluation table (58.3 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 | 1 | 0.21212 | 0.19641 | 0.13203 | 0.11473 | 0.23333 | 0.21805 | 0.73605 |
KNN | 2 | 0.21212 | 0.19641 | 0.13638 | 0.11916 | 0.22857 | 0.21319 | 0.73406 |
KNN | 6 | 0.12121 | 0.10369 | 0.09600 | 0.07798 | 0.18947 | 0.17331 | 0.74093 |
KNNW | 1 | 0.18182 | 0.16550 | 0.10624 | 0.08841 | 0.20000 | 0.18405 | 0.75883 |
KNNW | 2 | 0.21212 | 0.19641 | 0.14651 | 0.12949 | 0.24561 | 0.23057 | 0.75287 |
LOF | 2 | 0.21212 | 0.19641 | 0.08249 | 0.06419 | 0.22222 | 0.20671 | 0.62848 |
LOF | 4 | 0.21212 | 0.19641 | 0.16477 | 0.14811 | 0.26923 | 0.25466 | 0.70763 |
LOF | 7 | 0.21212 | 0.19641 | 0.19586 | 0.17983 | 0.24427 | 0.22921 | 0.76840 |
LOF | 12 | 0.12121 | 0.10369 | 0.12020 | 0.10266 | 0.18750 | 0.17130 | 0.80632 |
SimplifiedLOF | 5 | 0.24242 | 0.22732 | 0.16553 | 0.14889 | 0.24658 | 0.23155 | 0.69486 |
SimplifiedLOF | 11 | 0.24242 | 0.22732 | 0.18982 | 0.17367 | 0.27523 | 0.26078 | 0.76360 |
SimplifiedLOF | 14 | 0.24242 | 0.22732 | 0.17395 | 0.15748 | 0.28571 | 0.27147 | 0.79008 |
SimplifiedLOF | 31 | 0.12121 | 0.10369 | 0.13389 | 0.11662 | 0.17143 | 0.15491 | 0.80720 |
LoOP | 5 | 0.24242 | 0.22732 | 0.12962 | 0.11226 | 0.26087 | 0.24613 | 0.67654 |
LoOP | 11 | 0.18182 | 0.16550 | 0.15579 | 0.13896 | 0.26374 | 0.24906 | 0.75612 |
LoOP | 12 | 0.21212 | 0.19641 | 0.14493 | 0.12788 | 0.27083 | 0.25629 | 0.77188 |
LoOP | 19 | 0.15152 | 0.13460 | 0.13594 | 0.11871 | 0.21053 | 0.19478 | 0.79846 |
LDOF | 18 | 0.18182 | 0.16550 | 0.12154 | 0.10403 | 0.23077 | 0.21543 | 0.73174 |
LDOF | 23 | 0.21212 | 0.19641 | 0.12495 | 0.10750 | 0.21538 | 0.19974 | 0.74320 |
LDOF | 73 | 0.15152 | 0.13460 | 0.13747 | 0.12027 | 0.20833 | 0.19255 | 0.78881 |
LDOF | 94 | 0.15152 | 0.13460 | 0.13482 | 0.11757 | 0.21277 | 0.19707 | 0.80716 |
ODIN | 14 | 0.14956 | 0.13260 | 0.08329 | 0.06501 | 0.20690 | 0.19108 | 0.79830 |
ODIN | 21 | 0.18561 | 0.16937 | 0.08685 | 0.06864 | 0.18750 | 0.17130 | 0.77841 |
ODIN | 99 | 0.09848 | 0.08051 | 0.10504 | 0.08719 | 0.15584 | 0.13901 | 0.75968 |
FastABOD | 3 | 0.03030 | 0.01097 | 0.08325 | 0.06497 | 0.18182 | 0.16550 | 0.81661 |
FastABOD | 9 | 0.15152 | 0.13460 | 0.11816 | 0.10057 | 0.18919 | 0.17302 | 0.79363 |
FastABOD | 41 | 0.12121 | 0.10369 | 0.10404 | 0.08618 | 0.20408 | 0.18821 | 0.80905 |
FastABOD | 87 | 0.12121 | 0.10369 | 0.12262 | 0.10512 | 0.18182 | 0.16550 | 0.81115 |
KDEOS | 27 | 0.06061 | 0.04187 | 0.09567 | 0.07764 | 0.12632 | 0.10889 | 0.72671 |
KDEOS | 32 | 0.15152 | 0.13460 | 0.05927 | 0.04051 | 0.16438 | 0.14772 | 0.73474 |
KDEOS | 83 | 0.09091 | 0.07278 | 0.06668 | 0.04807 | 0.18391 | 0.16764 | 0.77675 |
KDEOS | 99 | 0.06061 | 0.04187 | 0.07185 | 0.05334 | 0.17949 | 0.16313 | 0.78705 |
LDF | 7 | 0.21212 | 0.19641 | 0.20147 | 0.18555 | 0.23529 | 0.22005 | 0.78284 |
LDF | 10 | 0.18182 | 0.16550 | 0.16606 | 0.14943 | 0.24096 | 0.22583 | 0.82562 |
LDF | 11 | 0.27273 | 0.25823 | 0.15053 | 0.13359 | 0.28571 | 0.27147 | 0.80681 |
INFLO | 4 | 0.21212 | 0.19641 | 0.10990 | 0.09215 | 0.25352 | 0.23864 | 0.65954 |
INFLO | 6 | 0.21212 | 0.19641 | 0.13701 | 0.11980 | 0.25455 | 0.23968 | 0.69842 |
INFLO | 7 | 0.21212 | 0.19641 | 0.16732 | 0.15071 | 0.25352 | 0.23864 | 0.70614 |
INFLO | 100 | 0.15152 | 0.13460 | 0.14538 | 0.12834 | 0.20513 | 0.18928 | 0.80866 |
COF | 6 | 0.27273 | 0.25823 | 0.17840 | 0.16201 | 0.29787 | 0.28387 | 0.70267 |
COF | 12 | 0.27273 | 0.25823 | 0.26070 | 0.24595 | 0.29787 | 0.28387 | 0.80914 |
COF | 15 | 0.24242 | 0.22732 | 0.26889 | 0.25431 | 0.35556 | 0.34271 | 0.77673 |
Plots
Not normalized, without duplicates
This version contains 21 attributes, 1681 objects, 33 outliers (1.96%)
Download raw algorithm results (14.5 MB) Download raw algorithm evaluation table (57.9 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 | 1 | 0.24242 | 0.22725 | 0.15854 | 0.14169 | 0.24615 | 0.23106 | 0.79293 |
KNN | 2 | 0.21212 | 0.19634 | 0.12189 | 0.10431 | 0.23881 | 0.22356 | 0.79386 |
KNNW | 1 | 0.21212 | 0.19634 | 0.20079 | 0.18479 | 0.27907 | 0.26463 | 0.80277 |
KNNW | 2 | 0.21212 | 0.19634 | 0.18671 | 0.17043 | 0.24658 | 0.23149 | 0.80562 |
KNNW | 3 | 0.24242 | 0.22725 | 0.16291 | 0.14615 | 0.25397 | 0.23903 | 0.80526 |
LOF | 8 | 0.27273 | 0.25816 | 0.14598 | 0.12887 | 0.29851 | 0.28446 | 0.79935 |
LOF | 9 | 0.33333 | 0.31998 | 0.14056 | 0.12335 | 0.33333 | 0.31998 | 0.79511 |
LOF | 11 | 0.24242 | 0.22725 | 0.11791 | 0.10025 | 0.26230 | 0.24752 | 0.80040 |
SimplifiedLOF | 11 | 0.30303 | 0.28907 | 0.16555 | 0.14884 | 0.32836 | 0.31491 | 0.79900 |
SimplifiedLOF | 13 | 0.33333 | 0.31998 | 0.16175 | 0.14496 | 0.34783 | 0.33477 | 0.80549 |
SimplifiedLOF | 16 | 0.33333 | 0.31998 | 0.16051 | 0.14370 | 0.35484 | 0.34192 | 0.82125 |
SimplifiedLOF | 19 | 0.27273 | 0.25816 | 0.13645 | 0.11916 | 0.29730 | 0.28323 | 0.82134 |
LoOP | 9 | 0.24242 | 0.22725 | 0.15995 | 0.14313 | 0.29730 | 0.28323 | 0.77845 |
LoOP | 13 | 0.33333 | 0.31998 | 0.15315 | 0.13619 | 0.35484 | 0.34192 | 0.79257 |
LoOP | 16 | 0.30303 | 0.28907 | 0.14143 | 0.12424 | 0.32258 | 0.30902 | 0.80833 |
LDOF | 13 | 0.21212 | 0.19634 | 0.13666 | 0.11937 | 0.25641 | 0.24152 | 0.68283 |
LDOF | 16 | 0.27273 | 0.25816 | 0.13328 | 0.11592 | 0.28986 | 0.27563 | 0.71333 |
LDOF | 17 | 0.24242 | 0.22725 | 0.12396 | 0.10642 | 0.30137 | 0.28738 | 0.70947 |
LDOF | 65 | 0.18182 | 0.16543 | 0.09228 | 0.07411 | 0.19565 | 0.17955 | 0.79617 |
ODIN | 6 | 0.13805 | 0.12079 | 0.06741 | 0.04874 | 0.14754 | 0.13047 | 0.77384 |
ODIN | 9 | 0.16727 | 0.15060 | 0.07950 | 0.06107 | 0.17143 | 0.15484 | 0.76433 |
ODIN | 42 | 0.15152 | 0.13452 | 0.12301 | 0.10545 | 0.19608 | 0.17998 | 0.74281 |
ODIN | 100 | 0.12121 | 0.10362 | 0.08417 | 0.06583 | 0.20952 | 0.19370 | 0.74907 |
FastABOD | 4 | 0.18182 | 0.16543 | 0.19438 | 0.17825 | 0.21951 | 0.20388 | 0.81640 |
FastABOD | 6 | 0.21212 | 0.19634 | 0.18055 | 0.16414 | 0.24000 | 0.22478 | 0.81794 |
FastABOD | 9 | 0.24242 | 0.22725 | 0.17080 | 0.15420 | 0.25000 | 0.23498 | 0.80772 |
FastABOD | 11 | 0.24242 | 0.22725 | 0.16609 | 0.14939 | 0.26667 | 0.25198 | 0.80950 |
KDEOS | 49 | 0.12121 | 0.10362 | 0.09332 | 0.07516 | 0.13333 | 0.11598 | 0.80702 |
KDEOS | 87 | 0.15152 | 0.13452 | 0.12360 | 0.10605 | 0.20833 | 0.19248 | 0.79531 |
KDEOS | 89 | 0.18182 | 0.16543 | 0.12600 | 0.10850 | 0.20833 | 0.19248 | 0.79297 |
LDF | 2 | 0.18182 | 0.16543 | 0.14562 | 0.12851 | 0.24000 | 0.22478 | 0.74576 |
LDF | 8 | 0.18182 | 0.16543 | 0.11337 | 0.09562 | 0.20000 | 0.18398 | 0.80799 |
INFLO | 3 | 0.15152 | 0.13452 | 0.09670 | 0.07861 | 0.19608 | 0.17998 | 0.79137 |
INFLO | 9 | 0.30303 | 0.28907 | 0.19956 | 0.18353 | 0.32787 | 0.31441 | 0.76733 |
COF | 7 | 0.24242 | 0.22725 | 0.16179 | 0.14500 | 0.30380 | 0.28986 | 0.76929 |
COF | 9 | 0.30303 | 0.28907 | 0.17837 | 0.16192 | 0.30303 | 0.28907 | 0.79560 |
COF | 14 | 0.21212 | 0.19634 | 0.21455 | 0.19882 | 0.27273 | 0.25816 | 0.78321 |
COF | 16 | 0.21212 | 0.19634 | 0.17582 | 0.15931 | 0.24324 | 0.22809 | 0.81395 |
Plots
Not normalized, duplicates
This version contains 21 attributes, 1688 objects, 33 outliers (1.95%)
Download raw algorithm results (14.5 MB) Download raw algorithm evaluation table (62.7 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 | 0.12121 | 0.10369 | 0.08782 | 0.06963 | 0.15385 | 0.13697 | 0.79738 |
KNNW | 2 | 0.12121 | 0.10369 | 0.08337 | 0.06509 | 0.16794 | 0.15135 | 0.80769 |
KNNW | 3 | 0.12121 | 0.10369 | 0.09146 | 0.07334 | 0.15686 | 0.14005 | 0.80613 |
LOF | 7 | 0.18182 | 0.16550 | 0.12061 | 0.10307 | 0.21505 | 0.19940 | 0.71162 |
LOF | 9 | 0.12121 | 0.10369 | 0.10875 | 0.09098 | 0.22989 | 0.21453 | 0.75913 |
LOF | 100 | 0.03030 | 0.01097 | 0.06357 | 0.04490 | 0.12830 | 0.11092 | 0.81225 |
SimplifiedLOF | 13 | 0.21212 | 0.19641 | 0.13078 | 0.11345 | 0.26190 | 0.24719 | 0.76673 |
SimplifiedLOF | 20 | 0.24242 | 0.22732 | 0.09874 | 0.08077 | 0.25397 | 0.23909 | 0.77922 |
SimplifiedLOF | 59 | 0.03030 | 0.01097 | 0.06445 | 0.04580 | 0.12346 | 0.10598 | 0.78413 |
LoOP | 16 | 0.21212 | 0.19641 | 0.13371 | 0.11644 | 0.24000 | 0.22485 | 0.76547 |
LoOP | 19 | 0.18182 | 0.16550 | 0.10080 | 0.08287 | 0.25352 | 0.23864 | 0.76591 |
LoOP | 23 | 0.18182 | 0.16550 | 0.09136 | 0.07325 | 0.20588 | 0.19005 | 0.77032 |
LDOF | 13 | 0.15152 | 0.13460 | 0.13115 | 0.11382 | 0.21053 | 0.19478 | 0.63444 |
LDOF | 14 | 0.18182 | 0.16550 | 0.12873 | 0.11135 | 0.18421 | 0.16794 | 0.63746 |
LDOF | 23 | 0.18182 | 0.16550 | 0.09405 | 0.07599 | 0.23077 | 0.21543 | 0.67459 |
LDOF | 94 | 0.06061 | 0.04187 | 0.06193 | 0.04322 | 0.12676 | 0.10935 | 0.76605 |
ODIN | 9 | 0.14509 | 0.12804 | 0.06152 | 0.04280 | 0.16216 | 0.14546 | 0.73429 |
ODIN | 20 | 0.15152 | 0.13460 | 0.06700 | 0.04839 | 0.15625 | 0.13943 | 0.72647 |
ODIN | 26 | 0.10390 | 0.08603 | 0.07949 | 0.06113 | 0.12245 | 0.10495 | 0.72389 |
ODIN | 100 | 0.06061 | 0.04187 | 0.05534 | 0.03650 | 0.12857 | 0.11120 | 0.77287 |
FastABOD | 6 | 0.15152 | 0.13460 | 0.11569 | 0.09806 | 0.19277 | 0.17668 | 0.82384 |
FastABOD | 7 | 0.12121 | 0.10369 | 0.11891 | 0.10135 | 0.18987 | 0.17372 | 0.82844 |
FastABOD | 12 | 0.12121 | 0.10369 | 0.11133 | 0.09362 | 0.19608 | 0.18005 | 0.83137 |
FastABOD | 64 | 0.12121 | 0.10369 | 0.10152 | 0.08361 | 0.16667 | 0.15005 | 0.83752 |
KDEOS | 71 | 0.12121 | 0.10369 | 0.11693 | 0.09932 | 0.17073 | 0.15420 | 0.78905 |
KDEOS | 83 | 0.18182 | 0.16550 | 0.09360 | 0.07552 | 0.18462 | 0.16836 | 0.78867 |
KDEOS | 88 | 0.18182 | 0.16550 | 0.09887 | 0.08091 | 0.19672 | 0.18070 | 0.79222 |
KDEOS | 91 | 0.15152 | 0.13460 | 0.09943 | 0.08147 | 0.17949 | 0.16313 | 0.79449 |
LDF | 7 | 0.06061 | 0.04187 | 0.07799 | 0.05960 | 0.16471 | 0.14805 | 0.79396 |
LDF | 8 | 0.12121 | 0.10369 | 0.09869 | 0.08071 | 0.13675 | 0.11954 | 0.80353 |
LDF | 9 | 0.12121 | 0.10369 | 0.09968 | 0.08173 | 0.15385 | 0.13697 | 0.77741 |
LDF | 99 | 0.06061 | 0.04187 | 0.07560 | 0.05717 | 0.14286 | 0.12577 | 0.84918 |
INFLO | 11 | 0.18182 | 0.16550 | 0.11248 | 0.09478 | 0.21818 | 0.20259 | 0.72023 |
INFLO | 12 | 0.21212 | 0.19641 | 0.09746 | 0.07947 | 0.21212 | 0.19641 | 0.71830 |
INFLO | 13 | 0.21212 | 0.19641 | 0.10972 | 0.09197 | 0.22222 | 0.20671 | 0.72254 |
INFLO | 96 | 0.06061 | 0.04187 | 0.06185 | 0.04314 | 0.11258 | 0.09489 | 0.76917 |
COF | 4 | 0.18182 | 0.16550 | 0.06539 | 0.04675 | 0.19048 | 0.17433 | 0.64329 |
COF | 10 | 0.18182 | 0.16550 | 0.12991 | 0.11256 | 0.20690 | 0.19108 | 0.77580 |
COF | 13 | 0.18182 | 0.16550 | 0.16018 | 0.14344 | 0.20000 | 0.18405 | 0.78899 |
COF | 26 | 0.06061 | 0.04187 | 0.08167 | 0.06336 | 0.15569 | 0.13885 | 0.83912 |