SpamBase (10% of outliers version#01)
A data set representing emails classified as spam (outliers) or nonspam.
Download all data set variants used (25.4 MB). You can also access the original data. (spambase.data)
- Normalized, without duplicates
- Normalized, duplicates
- Not normalized, without duplicates
- Not normalized, duplicates
Normalized, without duplicates
This version contains 57 attributes, 2808 objects, 280 outliers (9.97%)
Download raw algorithm results (25.1 MB) Download raw algorithm evaluation table (69.4 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 | 2 | 0.22857 | 0.14313 | 0.19052 | 0.10087 | 0.28571 | 0.20660 | 0.68041 |
KNN | 5 | 0.26786 | 0.18677 | 0.20131 | 0.11285 | 0.28390 | 0.20459 | 0.69713 |
KNN | 6 | 0.27143 | 0.19073 | 0.20110 | 0.11261 | 0.28186 | 0.20232 | 0.70330 |
KNNW | 7 | 0.25357 | 0.17090 | 0.19434 | 0.10511 | 0.28952 | 0.21083 | 0.68886 |
KNNW | 10 | 0.25357 | 0.17090 | 0.19519 | 0.10604 | 0.28182 | 0.20227 | 0.69217 |
KNNW | 11 | 0.25714 | 0.17486 | 0.19517 | 0.10603 | 0.28235 | 0.20287 | 0.69254 |
KNNW | 14 | 0.27143 | 0.19073 | 0.19406 | 0.10480 | 0.27742 | 0.19739 | 0.69131 |
LOF | 13 | 0.16071 | 0.06776 | 0.17045 | 0.07857 | 0.28084 | 0.20119 | 0.69524 |
LOF | 23 | 0.13929 | 0.04395 | 0.16729 | 0.07506 | 0.30103 | 0.22362 | 0.70483 |
LOF | 77 | 0.19643 | 0.10743 | 0.16716 | 0.07492 | 0.26141 | 0.17960 | 0.67538 |
SimplifiedLOF | 7 | 0.15714 | 0.06379 | 0.13518 | 0.03939 | 0.22078 | 0.13447 | 0.59378 |
SimplifiedLOF | 27 | 0.12857 | 0.03205 | 0.15137 | 0.05737 | 0.28085 | 0.20120 | 0.67331 |
SimplifiedLOF | 28 | 0.12500 | 0.02809 | 0.15101 | 0.05697 | 0.28152 | 0.20194 | 0.67380 |
SimplifiedLOF | 37 | 0.10714 | 0.00825 | 0.14862 | 0.05432 | 0.28719 | 0.20824 | 0.67131 |
LoOP | 39 | 0.12500 | 0.02809 | 0.16679 | 0.07450 | 0.29066 | 0.21209 | 0.68753 |
LoOP | 40 | 0.13214 | 0.03602 | 0.16632 | 0.07398 | 0.29170 | 0.21325 | 0.68656 |
LoOP | 92 | 0.18929 | 0.09949 | 0.17597 | 0.08470 | 0.27662 | 0.19650 | 0.68278 |
LoOP | 98 | 0.19643 | 0.10743 | 0.17582 | 0.08453 | 0.27764 | 0.19763 | 0.68208 |
LDOF | 12 | 0.18571 | 0.09552 | 0.14856 | 0.05425 | 0.22867 | 0.14323 | 0.62343 |
LDOF | 49 | 0.14286 | 0.04792 | 0.17165 | 0.07990 | 0.27027 | 0.18945 | 0.68059 |
LDOF | 51 | 0.15357 | 0.05982 | 0.17185 | 0.08013 | 0.27312 | 0.19261 | 0.68001 |
LDOF | 100 | 0.18214 | 0.09156 | 0.17361 | 0.08207 | 0.26111 | 0.17927 | 0.67186 |
ODIN | 57 | 0.19009 | 0.10038 | 0.16753 | 0.07532 | 0.26320 | 0.18160 | 0.65999 |
ODIN | 94 | 0.23214 | 0.14710 | 0.17208 | 0.08038 | 0.25806 | 0.17589 | 0.66569 |
ODIN | 97 | 0.23135 | 0.14621 | 0.17161 | 0.07986 | 0.25957 | 0.17756 | 0.66594 |
FastABOD | 4 | 0.21071 | 0.12329 | 0.16537 | 0.07293 | 0.25746 | 0.17522 | 0.64709 |
FastABOD | 6 | 0.22143 | 0.13519 | 0.16904 | 0.07700 | 0.25294 | 0.17020 | 0.65049 |
FastABOD | 12 | 0.22857 | 0.14313 | 0.16578 | 0.07339 | 0.24956 | 0.16644 | 0.63965 |
FastABOD | 79 | 0.21071 | 0.12329 | 0.17369 | 0.08216 | 0.25465 | 0.17209 | 0.64092 |
KDEOS | 80 | 0.14643 | 0.05189 | 0.12300 | 0.02586 | 0.22236 | 0.13623 | 0.59918 |
KDEOS | 90 | 0.13571 | 0.03999 | 0.12710 | 0.03042 | 0.22487 | 0.13902 | 0.60735 |
KDEOS | 100 | 0.13214 | 0.03602 | 0.12880 | 0.03231 | 0.22301 | 0.13696 | 0.60837 |
LDF | 3 | 0.17143 | 0.07966 | 0.15296 | 0.05915 | 0.22570 | 0.13994 | 0.60526 |
LDF | 4 | 0.16786 | 0.07569 | 0.16581 | 0.07341 | 0.24648 | 0.16302 | 0.63904 |
LDF | 6 | 0.13571 | 0.03999 | 0.15830 | 0.06508 | 0.26974 | 0.18886 | 0.67005 |
LDF | 7 | 0.14286 | 0.04792 | 0.16284 | 0.07012 | 0.26930 | 0.18836 | 0.68584 |
INFLO | 24 | 0.14643 | 0.05189 | 0.16206 | 0.06925 | 0.28028 | 0.20056 | 0.69279 |
INFLO | 35 | 0.11786 | 0.02015 | 0.15352 | 0.05977 | 0.28352 | 0.20416 | 0.67900 |
INFLO | 56 | 0.17500 | 0.08362 | 0.17739 | 0.08628 | 0.28010 | 0.20036 | 0.68760 |
INFLO | 76 | 0.19286 | 0.10346 | 0.17531 | 0.08396 | 0.27533 | 0.19507 | 0.68467 |
COF | 30 | 0.17500 | 0.08362 | 0.16666 | 0.07436 | 0.27347 | 0.19300 | 0.67956 |
COF | 31 | 0.17143 | 0.07966 | 0.16659 | 0.07429 | 0.27557 | 0.19533 | 0.67983 |
COF | 34 | 0.18571 | 0.09552 | 0.16477 | 0.07226 | 0.27184 | 0.19119 | 0.67643 |
Plots
Normalized, duplicates
This version contains 57 attributes, 3097 objects, 309 outliers (9.98%)
Download raw algorithm results (25.7 MB) Download raw algorithm evaluation table (75.0 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 | 3 | 0.26861 | 0.18755 | 0.21876 | 0.13218 | 0.32346 | 0.24847 | 0.74504 |
KNNW | 10 | 0.25566 | 0.17317 | 0.21348 | 0.12630 | 0.31782 | 0.24221 | 0.73629 |
KNNW | 11 | 0.26214 | 0.18036 | 0.21380 | 0.12667 | 0.31721 | 0.24154 | 0.73623 |
LOF | 15 | 0.13916 | 0.04375 | 0.13862 | 0.04315 | 0.24311 | 0.15922 | 0.65484 |
LOF | 24 | 0.09709 | -0.00298 | 0.13577 | 0.03999 | 0.24945 | 0.16627 | 0.65929 |
LOF | 43 | 0.08091 | -0.02096 | 0.12933 | 0.03283 | 0.26288 | 0.18118 | 0.64739 |
SimplifiedLOF | 1 | 0.13269 | 0.03656 | 0.11125 | 0.01275 | 0.19282 | 0.10336 | 0.54243 |
SimplifiedLOF | 51 | 0.07443 | -0.02815 | 0.12312 | 0.02594 | 0.24567 | 0.16207 | 0.63292 |
SimplifiedLOF | 56 | 0.05825 | -0.04612 | 0.12036 | 0.02287 | 0.24747 | 0.16407 | 0.62581 |
LoOP | 24 | 0.14563 | 0.05094 | 0.13523 | 0.03939 | 0.22253 | 0.13636 | 0.62839 |
LoOP | 25 | 0.14239 | 0.04734 | 0.13537 | 0.03954 | 0.22495 | 0.13905 | 0.62946 |
LoOP | 62 | 0.08738 | -0.01377 | 0.13042 | 0.03404 | 0.25325 | 0.17049 | 0.64623 |
LoOP | 70 | 0.08738 | -0.01377 | 0.12965 | 0.03319 | 0.25586 | 0.17338 | 0.64333 |
LDOF | 13 | 0.12621 | 0.02937 | 0.11624 | 0.01829 | 0.20406 | 0.11584 | 0.56310 |
LDOF | 76 | 0.08738 | -0.01377 | 0.12889 | 0.03234 | 0.24645 | 0.16294 | 0.64089 |
LDOF | 78 | 0.09385 | -0.00658 | 0.13041 | 0.03404 | 0.24350 | 0.15965 | 0.64081 |
LDOF | 79 | 0.09385 | -0.00658 | 0.12976 | 0.03331 | 0.24340 | 0.15955 | 0.64099 |
ODIN | 42 | 0.15117 | 0.05709 | 0.13479 | 0.03890 | 0.22450 | 0.13855 | 0.61801 |
ODIN | 97 | 0.12783 | 0.03117 | 0.14505 | 0.05030 | 0.24746 | 0.16406 | 0.63537 |
ODIN | 100 | 0.13107 | 0.03476 | 0.14584 | 0.05118 | 0.24693 | 0.16347 | 0.63748 |
FastABOD | 9 | 0.17799 | 0.08689 | 0.14622 | 0.05159 | 0.25591 | 0.17344 | 0.64381 |
FastABOD | 23 | 0.18447 | 0.09408 | 0.15212 | 0.05815 | 0.25238 | 0.16952 | 0.64890 |
FastABOD | 74 | 0.18447 | 0.09408 | 0.15737 | 0.06398 | 0.25440 | 0.17176 | 0.65030 |
FastABOD | 97 | 0.18447 | 0.09408 | 0.15912 | 0.06592 | 0.25284 | 0.17003 | 0.64965 |
KDEOS | 30 | 0.14563 | 0.05094 | 0.12697 | 0.03022 | 0.21312 | 0.12591 | 0.59233 |
KDEOS | 32 | 0.15534 | 0.06172 | 0.12588 | 0.02900 | 0.21472 | 0.12769 | 0.59439 |
KDEOS | 63 | 0.08738 | -0.01377 | 0.11822 | 0.02049 | 0.22060 | 0.13422 | 0.59831 |
KDEOS | 64 | 0.09061 | -0.01017 | 0.11698 | 0.01911 | 0.22137 | 0.13507 | 0.59804 |
LDF | 5 | 0.12945 | 0.03296 | 0.14564 | 0.05095 | 0.26154 | 0.17969 | 0.65864 |
LDF | 6 | 0.12621 | 0.02937 | 0.14715 | 0.05262 | 0.26255 | 0.18081 | 0.67315 |
LDF | 7 | 0.10680 | 0.00780 | 0.14638 | 0.05177 | 0.26585 | 0.18448 | 0.67382 |
LDF | 9 | 0.09061 | -0.01017 | 0.13822 | 0.04271 | 0.26621 | 0.18488 | 0.66440 |
INFLO | 15 | 0.14563 | 0.05094 | 0.13182 | 0.03560 | 0.22837 | 0.14285 | 0.62836 |
INFLO | 17 | 0.14239 | 0.04734 | 0.13308 | 0.03700 | 0.23017 | 0.14484 | 0.63459 |
INFLO | 50 | 0.06796 | -0.03534 | 0.12641 | 0.02959 | 0.25075 | 0.16771 | 0.64205 |
INFLO | 52 | 0.07443 | -0.02815 | 0.12589 | 0.02901 | 0.25416 | 0.17149 | 0.64095 |
COF | 26 | 0.14563 | 0.05094 | 0.13664 | 0.04095 | 0.24339 | 0.15954 | 0.64304 |
COF | 41 | 0.11650 | 0.01859 | 0.13988 | 0.04456 | 0.26676 | 0.18549 | 0.66331 |
COF | 50 | 0.09709 | -0.00298 | 0.13903 | 0.04361 | 0.27459 | 0.19419 | 0.66130 |
Plots
Not normalized, without duplicates
This version contains 57 attributes, 2808 objects, 280 outliers (9.97%)
Download raw algorithm results (24.4 MB) Download raw algorithm evaluation table (67.8 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 | 1 | 0.29464 | 0.21652 | 0.27899 | 0.19913 | 0.34133 | 0.26837 | 0.73735 |
KNN | 3 | 0.28929 | 0.21057 | 0.27531 | 0.19504 | 0.33503 | 0.26137 | 0.74157 |
KNN | 4 | 0.30357 | 0.22644 | 0.27020 | 0.18936 | 0.33062 | 0.25648 | 0.74068 |
KNN | 10 | 0.28929 | 0.21057 | 0.25840 | 0.17626 | 0.34483 | 0.27226 | 0.73874 |
KNNW | 4 | 0.29643 | 0.21850 | 0.27551 | 0.19527 | 0.33777 | 0.26442 | 0.73564 |
KNNW | 13 | 0.28929 | 0.21057 | 0.26541 | 0.18405 | 0.34511 | 0.27257 | 0.73857 |
KNNW | 18 | 0.28929 | 0.21057 | 0.25660 | 0.17426 | 0.34214 | 0.26928 | 0.73937 |
LOF | 15 | 0.17143 | 0.07966 | 0.13920 | 0.04386 | 0.21631 | 0.12950 | 0.59532 |
LOF | 96 | 0.15000 | 0.05585 | 0.15851 | 0.06531 | 0.23986 | 0.15566 | 0.63040 |
LOF | 100 | 0.15000 | 0.05585 | 0.15968 | 0.06660 | 0.23942 | 0.15518 | 0.63411 |
SimplifiedLOF | 16 | 0.18929 | 0.09949 | 0.14100 | 0.04586 | 0.21790 | 0.13127 | 0.58769 |
SimplifiedLOF | 99 | 0.15357 | 0.05982 | 0.16509 | 0.07262 | 0.22757 | 0.14202 | 0.61798 |
SimplifiedLOF | 100 | 0.15357 | 0.05982 | 0.16516 | 0.07270 | 0.22727 | 0.14169 | 0.61831 |
LoOP | 23 | 0.18214 | 0.09156 | 0.13326 | 0.03726 | 0.20801 | 0.12029 | 0.59077 |
LoOP | 24 | 0.17500 | 0.08362 | 0.13416 | 0.03826 | 0.21202 | 0.12474 | 0.59191 |
LoOP | 85 | 0.15357 | 0.05982 | 0.14313 | 0.04822 | 0.21560 | 0.12872 | 0.58313 |
LoOP | 100 | 0.15714 | 0.06379 | 0.14579 | 0.05118 | 0.21045 | 0.12301 | 0.58738 |
LDOF | 44 | 0.16786 | 0.07569 | 0.11696 | 0.01915 | 0.19215 | 0.10267 | 0.53470 |
LDOF | 54 | 0.16786 | 0.07569 | 0.11808 | 0.02040 | 0.19451 | 0.10530 | 0.53708 |
LDOF | 100 | 0.15000 | 0.05585 | 0.12336 | 0.02626 | 0.18971 | 0.09996 | 0.54316 |
ODIN | 14 | 0.12725 | 0.03059 | 0.11833 | 0.02068 | 0.21298 | 0.12581 | 0.58838 |
ODIN | 17 | 0.12203 | 0.02479 | 0.11819 | 0.02053 | 0.21496 | 0.12801 | 0.58493 |
ODIN | 24 | 0.10557 | 0.00651 | 0.12014 | 0.02268 | 0.21340 | 0.12627 | 0.58830 |
ODIN | 59 | 0.14315 | 0.04825 | 0.11860 | 0.02097 | 0.20472 | 0.11664 | 0.57149 |
FastABOD | 3 | 0.26786 | 0.18677 | 0.24756 | 0.16422 | 0.30523 | 0.22828 | 0.73345 |
FastABOD | 8 | 0.27500 | 0.19470 | 0.24631 | 0.16283 | 0.31351 | 0.23748 | 0.73171 |
FastABOD | 11 | 0.28214 | 0.20263 | 0.24462 | 0.16095 | 0.31203 | 0.23583 | 0.73051 |
KDEOS | 76 | 0.15000 | 0.05585 | 0.13758 | 0.04205 | 0.22884 | 0.14343 | 0.61198 |
KDEOS | 99 | 0.16429 | 0.07172 | 0.13934 | 0.04401 | 0.22884 | 0.14343 | 0.61327 |
KDEOS | 100 | 0.16071 | 0.06776 | 0.13992 | 0.04466 | 0.22850 | 0.14305 | 0.61373 |
LDF | 79 | 0.23929 | 0.15503 | 0.22793 | 0.14241 | 0.27049 | 0.18969 | 0.68861 |
LDF | 91 | 0.25357 | 0.17090 | 0.21964 | 0.13321 | 0.26981 | 0.18894 | 0.69630 |
LDF | 98 | 0.25357 | 0.17090 | 0.22334 | 0.13731 | 0.27738 | 0.19735 | 0.70199 |
LDF | 99 | 0.25000 | 0.16693 | 0.22023 | 0.13386 | 0.27940 | 0.19959 | 0.70164 |
INFLO | 18 | 0.18571 | 0.09552 | 0.13770 | 0.04219 | 0.25672 | 0.17439 | 0.60214 |
INFLO | 100 | 0.15357 | 0.05982 | 0.15834 | 0.06512 | 0.29822 | 0.22049 | 0.63748 |
COF | 84 | 0.17857 | 0.08759 | 0.20498 | 0.11692 | 0.24775 | 0.16443 | 0.63397 |
COF | 86 | 0.17857 | 0.08759 | 0.20509 | 0.11705 | 0.24235 | 0.15843 | 0.63356 |
COF | 100 | 0.18929 | 0.09949 | 0.20169 | 0.11327 | 0.24110 | 0.15704 | 0.63704 |
Plots
Not normalized, duplicates
This version contains 57 attributes, 3097 objects, 309 outliers (9.98%)
Download raw algorithm results (25.3 MB) Download raw algorithm evaluation table (72.4 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 | 3 | 0.33981 | 0.26664 | 0.33713 | 0.26367 | 0.35831 | 0.28719 | 0.77202 |
KNN | 6 | 0.35922 | 0.28820 | 0.32957 | 0.25526 | 0.37465 | 0.30534 | 0.77251 |
KNN | 7 | 0.36246 | 0.29180 | 0.33001 | 0.25576 | 0.37274 | 0.30322 | 0.77318 |
KNNW | 7 | 0.34951 | 0.27742 | 0.33432 | 0.26054 | 0.36796 | 0.29791 | 0.76945 |
KNNW | 12 | 0.35922 | 0.28820 | 0.33019 | 0.25595 | 0.37099 | 0.30128 | 0.77028 |
KNNW | 25 | 0.34304 | 0.27023 | 0.31105 | 0.23469 | 0.37640 | 0.30729 | 0.77155 |
KNNW | 61 | 0.33657 | 0.26304 | 0.29372 | 0.21544 | 0.36179 | 0.29106 | 0.77330 |
LOF | 99 | 0.16181 | 0.06891 | 0.16918 | 0.07710 | 0.24821 | 0.16489 | 0.64139 |
LOF | 100 | 0.16505 | 0.07251 | 0.17036 | 0.07840 | 0.24801 | 0.16466 | 0.64288 |
SimplifiedLOF | 81 | 0.16828 | 0.07610 | 0.12991 | 0.03347 | 0.21090 | 0.12344 | 0.59731 |
SimplifiedLOF | 96 | 0.16505 | 0.07251 | 0.14556 | 0.05086 | 0.22167 | 0.13540 | 0.60601 |
SimplifiedLOF | 100 | 0.16505 | 0.07251 | 0.14942 | 0.05515 | 0.21968 | 0.13320 | 0.60874 |
LoOP | 5 | 0.15534 | 0.06172 | 0.11821 | 0.02048 | 0.19111 | 0.10146 | 0.54583 |
LoOP | 99 | 0.14239 | 0.04734 | 0.13422 | 0.03826 | 0.20993 | 0.12237 | 0.58111 |
LoOP | 100 | 0.14239 | 0.04734 | 0.13468 | 0.03877 | 0.21038 | 0.12286 | 0.58111 |
LDOF | 2 | 0.15534 | 0.06172 | 0.12884 | 0.03228 | 0.18473 | 0.09437 | 0.49513 |
LDOF | 69 | 0.12298 | 0.02578 | 0.10397 | 0.00467 | 0.19120 | 0.10156 | 0.51889 |
LDOF | 100 | 0.11974 | 0.02218 | 0.11398 | 0.01579 | 0.18873 | 0.09881 | 0.53125 |
ODIN | 10 | 0.08675 | -0.01447 | 0.11207 | 0.01366 | 0.21634 | 0.12949 | 0.57761 |
ODIN | 11 | 0.09211 | -0.00852 | 0.11305 | 0.01474 | 0.21162 | 0.12425 | 0.57959 |
ODIN | 58 | 0.11650 | 0.01859 | 0.11000 | 0.01136 | 0.21045 | 0.12294 | 0.56269 |
ODIN | 100 | 0.10610 | 0.00703 | 0.11585 | 0.01786 | 0.21053 | 0.12303 | 0.57953 |
FastABOD | 75 | 0.33981 | 0.26664 | 0.30367 | 0.22650 | 0.34706 | 0.27469 | 0.76549 |
FastABOD | 97 | 0.33981 | 0.26664 | 0.30421 | 0.22709 | 0.35155 | 0.27968 | 0.76570 |
FastABOD | 100 | 0.33981 | 0.26664 | 0.30436 | 0.22726 | 0.35155 | 0.27968 | 0.76576 |
KDEOS | 3 | 0.14887 | 0.05453 | 0.11422 | 0.01605 | 0.19127 | 0.10163 | 0.52574 |
KDEOS | 53 | 0.09709 | -0.00298 | 0.11184 | 0.01340 | 0.21463 | 0.12758 | 0.57138 |
KDEOS | 100 | 0.11003 | 0.01140 | 0.12127 | 0.02387 | 0.21145 | 0.12406 | 0.58651 |
LDF | 90 | 0.30421 | 0.22709 | 0.24604 | 0.16248 | 0.30719 | 0.23040 | 0.69123 |
LDF | 99 | 0.29773 | 0.21990 | 0.25579 | 0.17331 | 0.31068 | 0.23428 | 0.71002 |
LDF | 100 | 0.29773 | 0.21990 | 0.25292 | 0.17012 | 0.31356 | 0.23748 | 0.71003 |
INFLO | 89 | 0.16828 | 0.07610 | 0.15175 | 0.05773 | 0.28277 | 0.20327 | 0.61967 |
INFLO | 93 | 0.16505 | 0.07251 | 0.15554 | 0.06195 | 0.28941 | 0.21065 | 0.62950 |
INFLO | 100 | 0.15858 | 0.06532 | 0.15722 | 0.06381 | 0.28660 | 0.20754 | 0.62193 |
COF | 68 | 0.17799 | 0.08689 | 0.13349 | 0.03745 | 0.21456 | 0.12751 | 0.59636 |
COF | 88 | 0.17152 | 0.07970 | 0.14889 | 0.05456 | 0.23447 | 0.14963 | 0.61790 |
COF | 98 | 0.16505 | 0.07251 | 0.17011 | 0.07813 | 0.23181 | 0.14667 | 0.63052 |
COF | 100 | 0.16828 | 0.07610 | 0.17350 | 0.08190 | 0.22967 | 0.14430 | 0.63042 |