Cardiotocography (10% of outliers version#04)
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 (72.8 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 | 74 | 0.33880 | 0.26538 | 0.31383 | 0.23763 | 0.37303 | 0.30341 | 0.70938 |
KNN | 96 | 0.36066 | 0.28966 | 0.32489 | 0.24992 | 0.36564 | 0.29520 | 0.71595 |
KNN | 100 | 0.35519 | 0.28359 | 0.32531 | 0.25039 | 0.36681 | 0.29650 | 0.71655 |
KNNW | 55 | 0.33333 | 0.25930 | 0.27091 | 0.18995 | 0.34906 | 0.27677 | 0.68299 |
KNNW | 94 | 0.32787 | 0.25323 | 0.28779 | 0.20870 | 0.36285 | 0.29210 | 0.69625 |
KNNW | 100 | 0.32787 | 0.25323 | 0.28928 | 0.21036 | 0.36207 | 0.29123 | 0.69768 |
LOF | 88 | 0.28415 | 0.20466 | 0.21442 | 0.12719 | 0.33066 | 0.25633 | 0.72919 |
LOF | 100 | 0.27322 | 0.19252 | 0.22292 | 0.13662 | 0.33831 | 0.26483 | 0.73565 |
SimplifiedLOF | 89 | 0.26776 | 0.18645 | 0.19405 | 0.10455 | 0.30392 | 0.22663 | 0.70138 |
SimplifiedLOF | 99 | 0.26230 | 0.18038 | 0.19655 | 0.10733 | 0.30671 | 0.22972 | 0.70534 |
SimplifiedLOF | 100 | 0.26230 | 0.18038 | 0.19728 | 0.10815 | 0.30671 | 0.22972 | 0.70615 |
LoOP | 91 | 0.24044 | 0.15609 | 0.18703 | 0.09676 | 0.29734 | 0.21931 | 0.68817 |
LoOP | 100 | 0.24044 | 0.15609 | 0.18916 | 0.09913 | 0.30200 | 0.22449 | 0.69112 |
LDOF | 21 | 0.20765 | 0.11966 | 0.17794 | 0.08666 | 0.25060 | 0.16739 | 0.62455 |
LDOF | 23 | 0.22951 | 0.14395 | 0.17584 | 0.08432 | 0.24684 | 0.16321 | 0.62256 |
LDOF | 96 | 0.19672 | 0.10752 | 0.17242 | 0.08052 | 0.28942 | 0.21052 | 0.66936 |
LDOF | 100 | 0.21311 | 0.12574 | 0.17411 | 0.08240 | 0.28920 | 0.21027 | 0.67168 |
ODIN | 100 | 0.21858 | 0.13181 | 0.18687 | 0.09657 | 0.30351 | 0.22617 | 0.70156 |
FastABOD | 89 | 0.26776 | 0.18645 | 0.21161 | 0.12406 | 0.29617 | 0.21801 | 0.66693 |
FastABOD | 100 | 0.26776 | 0.18645 | 0.21270 | 0.12527 | 0.29916 | 0.22134 | 0.66800 |
KDEOS | 12 | 0.19672 | 0.10752 | 0.14960 | 0.05517 | 0.22418 | 0.13803 | 0.59159 |
KDEOS | 15 | 0.15847 | 0.06502 | 0.15368 | 0.05971 | 0.22665 | 0.14077 | 0.59862 |
KDEOS | 99 | 0.13661 | 0.04074 | 0.14077 | 0.04536 | 0.23782 | 0.15318 | 0.63323 |
LDF | 95 | 0.36066 | 0.28966 | 0.31222 | 0.23585 | 0.39103 | 0.32340 | 0.74335 |
LDF | 99 | 0.36066 | 0.28966 | 0.31855 | 0.24288 | 0.39228 | 0.32480 | 0.74546 |
LDF | 100 | 0.36066 | 0.28966 | 0.31973 | 0.24419 | 0.39610 | 0.32905 | 0.74546 |
INFLO | 98 | 0.25683 | 0.17431 | 0.20212 | 0.11352 | 0.30870 | 0.23194 | 0.72262 |
INFLO | 99 | 0.26230 | 0.18038 | 0.20217 | 0.11358 | 0.30719 | 0.23026 | 0.72220 |
INFLO | 100 | 0.26230 | 0.18038 | 0.20333 | 0.11487 | 0.31169 | 0.23526 | 0.72252 |
COF | 48 | 0.28962 | 0.21073 | 0.23454 | 0.14954 | 0.29348 | 0.21502 | 0.65672 |
COF | 59 | 0.28962 | 0.21073 | 0.24077 | 0.15647 | 0.29526 | 0.21701 | 0.65199 |
COF | 71 | 0.26230 | 0.18038 | 0.24224 | 0.15809 | 0.27208 | 0.19125 | 0.66727 |
COF | 100 | 0.27322 | 0.19252 | 0.26586 | 0.18434 | 0.28409 | 0.20459 | 0.66056 |
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 | 94 | 0.37705 | 0.30817 | 0.35568 | 0.28443 | 0.39623 | 0.32946 | 0.74640 |
KNN | 95 | 0.38251 | 0.31424 | 0.35575 | 0.28452 | 0.39623 | 0.32946 | 0.74650 |
KNN | 97 | 0.37705 | 0.30817 | 0.35678 | 0.28566 | 0.39130 | 0.32400 | 0.74676 |
KNN | 99 | 0.38251 | 0.31424 | 0.35748 | 0.28644 | 0.39009 | 0.32265 | 0.74669 |
KNNW | 60 | 0.33880 | 0.26569 | 0.31098 | 0.23479 | 0.37241 | 0.30302 | 0.72191 |
KNNW | 93 | 0.35519 | 0.28389 | 0.32632 | 0.25182 | 0.36735 | 0.29739 | 0.73079 |
KNNW | 100 | 0.35519 | 0.28389 | 0.32855 | 0.25431 | 0.36939 | 0.29966 | 0.73217 |
LOF | 100 | 0.32240 | 0.24748 | 0.27449 | 0.19426 | 0.36396 | 0.29363 | 0.77745 |
SimplifiedLOF | 16 | 0.32240 | 0.24748 | 0.26123 | 0.17954 | 0.35845 | 0.28751 | 0.69798 |
SimplifiedLOF | 17 | 0.32787 | 0.25355 | 0.25930 | 0.17740 | 0.35965 | 0.28884 | 0.69880 |
SimplifiedLOF | 100 | 0.31148 | 0.23534 | 0.24921 | 0.16620 | 0.35178 | 0.28010 | 0.74418 |
LoOP | 18 | 0.31148 | 0.23534 | 0.24054 | 0.15656 | 0.32479 | 0.25013 | 0.68700 |
LoOP | 23 | 0.31694 | 0.24141 | 0.23135 | 0.14636 | 0.32779 | 0.25346 | 0.68348 |
LoOP | 88 | 0.30601 | 0.22927 | 0.23584 | 0.15135 | 0.35246 | 0.28086 | 0.72558 |
LoOP | 100 | 0.31148 | 0.23534 | 0.23925 | 0.15513 | 0.34469 | 0.27223 | 0.73263 |
LDOF | 20 | 0.28415 | 0.20500 | 0.23785 | 0.15358 | 0.30159 | 0.22436 | 0.66962 |
LDOF | 77 | 0.27869 | 0.19893 | 0.21748 | 0.13095 | 0.33839 | 0.26524 | 0.69253 |
LDOF | 89 | 0.30055 | 0.22321 | 0.22127 | 0.13516 | 0.33408 | 0.26044 | 0.70005 |
LDOF | 99 | 0.28415 | 0.20500 | 0.22158 | 0.13551 | 0.33188 | 0.25800 | 0.70430 |
ODIN | 94 | 0.26620 | 0.18506 | 0.22085 | 0.13469 | 0.32504 | 0.25041 | 0.73633 |
ODIN | 100 | 0.26230 | 0.18072 | 0.22391 | 0.13810 | 0.33061 | 0.25659 | 0.73966 |
FastABOD | 40 | 0.30055 | 0.22321 | 0.21154 | 0.12435 | 0.30570 | 0.22893 | 0.68243 |
FastABOD | 47 | 0.29508 | 0.21714 | 0.21178 | 0.12463 | 0.30851 | 0.23205 | 0.68366 |
FastABOD | 100 | 0.27322 | 0.19286 | 0.21631 | 0.12965 | 0.30164 | 0.22442 | 0.69129 |
KDEOS | 22 | 0.16393 | 0.07149 | 0.16312 | 0.07058 | 0.26667 | 0.18558 | 0.63585 |
KDEOS | 58 | 0.22404 | 0.13824 | 0.15196 | 0.05819 | 0.23649 | 0.15207 | 0.64087 |
KDEOS | 100 | 0.20765 | 0.12004 | 0.16299 | 0.07044 | 0.27187 | 0.19136 | 0.67216 |
LDF | 97 | 0.36066 | 0.28996 | 0.36004 | 0.28928 | 0.37584 | 0.30682 | 0.76918 |
LDF | 99 | 0.36066 | 0.28996 | 0.36456 | 0.29430 | 0.38040 | 0.31189 | 0.76962 |
LDF | 100 | 0.36066 | 0.28996 | 0.36536 | 0.29519 | 0.38217 | 0.31385 | 0.76956 |
INFLO | 71 | 0.28962 | 0.21107 | 0.23723 | 0.15289 | 0.35802 | 0.28704 | 0.73190 |
INFLO | 91 | 0.32240 | 0.24748 | 0.25123 | 0.16844 | 0.35294 | 0.28139 | 0.74680 |
INFLO | 99 | 0.32240 | 0.24748 | 0.25537 | 0.17303 | 0.35294 | 0.28139 | 0.75336 |
COF | 35 | 0.32787 | 0.25355 | 0.24541 | 0.16197 | 0.32787 | 0.25355 | 0.65508 |
COF | 69 | 0.30601 | 0.22927 | 0.29550 | 0.21761 | 0.33553 | 0.26205 | 0.69184 |
COF | 73 | 0.30601 | 0.22927 | 0.30046 | 0.22311 | 0.33125 | 0.25730 | 0.69422 |
COF | 80 | 0.28962 | 0.21107 | 0.30450 | 0.22760 | 0.30868 | 0.23224 | 0.69325 |
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 (71.3 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 | 0.26230 | 0.18038 | 0.23738 | 0.15270 | 0.28980 | 0.21093 | 0.70910 |
KNN | 2 | 0.24044 | 0.15609 | 0.21621 | 0.12918 | 0.29130 | 0.21260 | 0.72100 |
KNN | 37 | 0.27322 | 0.19252 | 0.20784 | 0.11988 | 0.31929 | 0.24370 | 0.71104 |
KNN | 67 | 0.31148 | 0.23502 | 0.21410 | 0.12683 | 0.31280 | 0.23649 | 0.71450 |
KNNW | 2 | 0.23497 | 0.15002 | 0.24151 | 0.15728 | 0.28708 | 0.20792 | 0.70517 |
KNNW | 4 | 0.24590 | 0.16216 | 0.22371 | 0.13751 | 0.28571 | 0.20640 | 0.72330 |
KNNW | 94 | 0.26776 | 0.18645 | 0.21124 | 0.12365 | 0.32200 | 0.24671 | 0.71534 |
KNNW | 100 | 0.27322 | 0.19252 | 0.21178 | 0.12426 | 0.31944 | 0.24387 | 0.71557 |
LOF | 9 | 0.28415 | 0.20466 | 0.23430 | 0.14928 | 0.28840 | 0.20938 | 0.67790 |
LOF | 11 | 0.27869 | 0.19859 | 0.23508 | 0.15014 | 0.28800 | 0.20894 | 0.69154 |
LOF | 94 | 0.26230 | 0.18038 | 0.22488 | 0.13881 | 0.34866 | 0.27633 | 0.74997 |
LOF | 100 | 0.27322 | 0.19252 | 0.22743 | 0.14164 | 0.34735 | 0.27488 | 0.75284 |
SimplifiedLOF | 12 | 0.29508 | 0.21681 | 0.25363 | 0.17075 | 0.30000 | 0.22227 | 0.68709 |
SimplifiedLOF | 14 | 0.28415 | 0.20466 | 0.26526 | 0.18367 | 0.29918 | 0.22136 | 0.69934 |
SimplifiedLOF | 100 | 0.26230 | 0.18038 | 0.21527 | 0.12813 | 0.33333 | 0.25930 | 0.72537 |
LoOP | 14 | 0.26776 | 0.18645 | 0.24351 | 0.15951 | 0.28720 | 0.20804 | 0.68412 |
LoOP | 16 | 0.28415 | 0.20466 | 0.23619 | 0.15138 | 0.29302 | 0.21451 | 0.69228 |
LoOP | 88 | 0.25137 | 0.16824 | 0.21160 | 0.12405 | 0.33206 | 0.25789 | 0.70863 |
LoOP | 100 | 0.26230 | 0.18038 | 0.21401 | 0.12673 | 0.32950 | 0.25505 | 0.71013 |
LDOF | 17 | 0.27869 | 0.19859 | 0.21313 | 0.12576 | 0.28931 | 0.21039 | 0.63162 |
LDOF | 20 | 0.26776 | 0.18645 | 0.22101 | 0.13450 | 0.28866 | 0.20967 | 0.64786 |
LDOF | 99 | 0.25137 | 0.16824 | 0.21295 | 0.12555 | 0.32715 | 0.25243 | 0.71471 |
LDOF | 100 | 0.25683 | 0.17431 | 0.21292 | 0.12552 | 0.32715 | 0.25243 | 0.71568 |
ODIN | 75 | 0.27620 | 0.19583 | 0.22856 | 0.14290 | 0.33862 | 0.26518 | 0.70316 |
ODIN | 82 | 0.26412 | 0.18240 | 0.23160 | 0.14627 | 0.34581 | 0.27317 | 0.70713 |
ODIN | 94 | 0.26011 | 0.17795 | 0.23974 | 0.15532 | 0.34182 | 0.26873 | 0.71243 |
ODIN | 100 | 0.26279 | 0.18093 | 0.23882 | 0.15429 | 0.33750 | 0.26393 | 0.71428 |
FastABOD | 6 | 0.22951 | 0.14395 | 0.23277 | 0.14758 | 0.27540 | 0.19493 | 0.69255 |
FastABOD | 14 | 0.26230 | 0.18038 | 0.22854 | 0.14288 | 0.27165 | 0.19077 | 0.69526 |
FastABOD | 16 | 0.26230 | 0.18038 | 0.22558 | 0.13959 | 0.27304 | 0.19231 | 0.69629 |
FastABOD | 84 | 0.25683 | 0.17431 | 0.22043 | 0.13386 | 0.29368 | 0.21525 | 0.69218 |
KDEOS | 67 | 0.15301 | 0.05895 | 0.17364 | 0.08188 | 0.27187 | 0.19101 | 0.68333 |
KDEOS | 94 | 0.18033 | 0.08931 | 0.16981 | 0.07762 | 0.27207 | 0.19123 | 0.69211 |
KDEOS | 98 | 0.17486 | 0.08324 | 0.17187 | 0.07992 | 0.27820 | 0.19804 | 0.69602 |
KDEOS | 100 | 0.17486 | 0.08324 | 0.17184 | 0.07987 | 0.27653 | 0.19619 | 0.69790 |
LDF | 9 | 0.30601 | 0.22895 | 0.29413 | 0.21575 | 0.32224 | 0.24698 | 0.71876 |
LDF | 10 | 0.31148 | 0.23502 | 0.27510 | 0.19460 | 0.32941 | 0.25495 | 0.73009 |
LDF | 97 | 0.30055 | 0.22288 | 0.23526 | 0.15034 | 0.34522 | 0.27251 | 0.76258 |
LDF | 99 | 0.30055 | 0.22288 | 0.23616 | 0.15134 | 0.34091 | 0.26772 | 0.76333 |
INFLO | 10 | 0.26776 | 0.18645 | 0.21942 | 0.13274 | 0.28198 | 0.20225 | 0.65229 |
INFLO | 11 | 0.28962 | 0.21073 | 0.21776 | 0.13089 | 0.29050 | 0.21172 | 0.64702 |
INFLO | 92 | 0.26776 | 0.18645 | 0.21474 | 0.12754 | 0.33061 | 0.25628 | 0.70172 |
INFLO | 99 | 0.27322 | 0.19252 | 0.21634 | 0.12931 | 0.32527 | 0.25035 | 0.71090 |
COF | 15 | 0.26230 | 0.18038 | 0.25874 | 0.17642 | 0.31804 | 0.24232 | 0.69952 |
COF | 17 | 0.26230 | 0.18038 | 0.25626 | 0.17367 | 0.33473 | 0.26085 | 0.71617 |
COF | 19 | 0.27869 | 0.19859 | 0.25090 | 0.16772 | 0.33406 | 0.26011 | 0.71760 |
COF | 20 | 0.28962 | 0.21073 | 0.24305 | 0.15899 | 0.32374 | 0.24865 | 0.71415 |
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 (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 | 0.31148 | 0.23534 | 0.26306 | 0.18158 | 0.32075 | 0.24565 | 0.72636 |
KNN | 3 | 0.29508 | 0.21714 | 0.25506 | 0.17268 | 0.33266 | 0.25887 | 0.74355 |
KNN | 56 | 0.33333 | 0.25962 | 0.23477 | 0.15016 | 0.34573 | 0.27339 | 0.73501 |
KNN | 100 | 0.33333 | 0.25962 | 0.23978 | 0.15572 | 0.35492 | 0.28359 | 0.74157 |
KNNW | 4 | 0.28415 | 0.20500 | 0.25375 | 0.17124 | 0.30722 | 0.23062 | 0.74133 |
KNNW | 5 | 0.28415 | 0.20500 | 0.25324 | 0.17067 | 0.31281 | 0.23683 | 0.74389 |
KNNW | 97 | 0.31148 | 0.23534 | 0.23455 | 0.14991 | 0.36161 | 0.29102 | 0.73752 |
KNNW | 100 | 0.31694 | 0.24141 | 0.23483 | 0.15022 | 0.36080 | 0.29012 | 0.73777 |
LOF | 8 | 0.34973 | 0.27782 | 0.30454 | 0.22764 | 0.36207 | 0.29153 | 0.73521 |
LOF | 9 | 0.34973 | 0.27782 | 0.30479 | 0.22792 | 0.36047 | 0.28975 | 0.73910 |
LOF | 100 | 0.27869 | 0.19893 | 0.24807 | 0.16493 | 0.39394 | 0.32692 | 0.77510 |
SimplifiedLOF | 13 | 0.34426 | 0.27175 | 0.29989 | 0.22247 | 0.35523 | 0.28394 | 0.72692 |
SimplifiedLOF | 16 | 0.34973 | 0.27782 | 0.29312 | 0.21496 | 0.37149 | 0.30199 | 0.73688 |
SimplifiedLOF | 72 | 0.29508 | 0.21714 | 0.23931 | 0.15520 | 0.37632 | 0.30736 | 0.74888 |
SimplifiedLOF | 95 | 0.27322 | 0.19286 | 0.23883 | 0.15467 | 0.38877 | 0.32118 | 0.74748 |
LoOP | 13 | 0.33880 | 0.26569 | 0.28844 | 0.20976 | 0.35685 | 0.28573 | 0.71960 |
LoOP | 18 | 0.34973 | 0.27782 | 0.27439 | 0.19416 | 0.36564 | 0.29549 | 0.72657 |
LoOP | 93 | 0.27322 | 0.19286 | 0.23691 | 0.15253 | 0.37959 | 0.31099 | 0.73488 |
LoOP | 98 | 0.27322 | 0.19286 | 0.23695 | 0.15258 | 0.38462 | 0.31657 | 0.73432 |
LDOF | 19 | 0.36066 | 0.28996 | 0.25568 | 0.17338 | 0.36364 | 0.29327 | 0.68331 |
LDOF | 20 | 0.35519 | 0.28389 | 0.26470 | 0.18339 | 0.36641 | 0.29635 | 0.68781 |
LDOF | 100 | 0.30601 | 0.22927 | 0.24400 | 0.16040 | 0.37712 | 0.30824 | 0.74025 |
ODIN | 64 | 0.31823 | 0.24284 | 0.25815 | 0.17612 | 0.36502 | 0.29481 | 0.72747 |
ODIN | 76 | 0.30710 | 0.23049 | 0.26012 | 0.17831 | 0.37247 | 0.30308 | 0.73424 |
ODIN | 100 | 0.31216 | 0.23610 | 0.26475 | 0.18345 | 0.36800 | 0.29812 | 0.74236 |
FastABOD | 14 | 0.28415 | 0.20500 | 0.23965 | 0.15558 | 0.31180 | 0.23571 | 0.70996 |
FastABOD | 17 | 0.29508 | 0.21714 | 0.23794 | 0.15367 | 0.30385 | 0.22688 | 0.70936 |
FastABOD | 96 | 0.28962 | 0.21107 | 0.23473 | 0.15011 | 0.31676 | 0.24121 | 0.70913 |
KDEOS | 99 | 0.25137 | 0.16859 | 0.20252 | 0.11434 | 0.31467 | 0.23890 | 0.72165 |
KDEOS | 100 | 0.24590 | 0.16252 | 0.20192 | 0.11368 | 0.31454 | 0.23875 | 0.72219 |
LDF | 8 | 0.30601 | 0.22927 | 0.28781 | 0.20907 | 0.37662 | 0.30769 | 0.75567 |
LDF | 90 | 0.33333 | 0.25962 | 0.25001 | 0.16708 | 0.35075 | 0.27896 | 0.77888 |
LDF | 100 | 0.32787 | 0.25355 | 0.25719 | 0.17505 | 0.35606 | 0.28486 | 0.78809 |
INFLO | 11 | 0.35519 | 0.28389 | 0.27931 | 0.19962 | 0.38095 | 0.31250 | 0.73206 |
INFLO | 67 | 0.26776 | 0.18679 | 0.23943 | 0.15533 | 0.37354 | 0.30427 | 0.74671 |
COF | 18 | 0.27322 | 0.19286 | 0.24014 | 0.15612 | 0.29161 | 0.21328 | 0.71765 |
COF | 45 | 0.28962 | 0.21107 | 0.26600 | 0.18484 | 0.34526 | 0.27287 | 0.69412 |
COF | 48 | 0.28415 | 0.20500 | 0.26869 | 0.18782 | 0.34146 | 0.26865 | 0.69135 |
COF | 73 | 0.31148 | 0.23534 | 0.23756 | 0.15325 | 0.31496 | 0.23921 | 0.68579 |