SpamBase (5% of outliers version#04)
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, 2661 objects, 133 outliers (5.00%)
Download raw algorithm results (23.8 MB) Download raw algorithm evaluation table (71.7 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 | 0.18045 | 0.13733 | 0.13245 | 0.08681 | 0.24474 | 0.20501 | 0.74752 |
KNN | 2 | 0.18045 | 0.13733 | 0.13813 | 0.09279 | 0.24561 | 0.20593 | 0.76503 |
KNN | 5 | 0.14286 | 0.09776 | 0.13168 | 0.08600 | 0.25312 | 0.21383 | 0.75580 |
KNNW | 4 | 0.19549 | 0.15316 | 0.12845 | 0.08260 | 0.22190 | 0.18096 | 0.74463 |
KNNW | 9 | 0.17293 | 0.12942 | 0.13172 | 0.08604 | 0.24490 | 0.20517 | 0.75361 |
KNNW | 10 | 0.17293 | 0.12942 | 0.13176 | 0.08608 | 0.24353 | 0.20373 | 0.75335 |
LOF | 9 | 0.10526 | 0.05819 | 0.07992 | 0.03152 | 0.14062 | 0.09541 | 0.65000 |
LOF | 84 | 0.06015 | 0.01070 | 0.11986 | 0.07355 | 0.22841 | 0.18782 | 0.72937 |
LOF | 97 | 0.06015 | 0.01070 | 0.11909 | 0.07274 | 0.22917 | 0.18861 | 0.72791 |
SimplifiedLOF | 1 | 0.09023 | 0.04236 | 0.05535 | 0.00565 | 0.10084 | 0.05353 | 0.50574 |
SimplifiedLOF | 37 | 0.03008 | -0.02095 | 0.07951 | 0.03108 | 0.17927 | 0.13609 | 0.69522 |
SimplifiedLOF | 60 | 0.04511 | -0.00512 | 0.08433 | 0.03616 | 0.18353 | 0.14057 | 0.68771 |
SimplifiedLOF | 100 | 0.09023 | 0.04236 | 0.09724 | 0.04974 | 0.17943 | 0.13626 | 0.68333 |
LoOP | 1 | 0.09023 | 0.04236 | 0.05548 | 0.00579 | 0.10084 | 0.05353 | 0.50724 |
LoOP | 94 | 0.06767 | 0.01862 | 0.10467 | 0.05757 | 0.21438 | 0.17305 | 0.72045 |
LoOP | 100 | 0.06015 | 0.01070 | 0.10628 | 0.05926 | 0.21167 | 0.17019 | 0.72277 |
LDOF | 2 | 0.07519 | 0.02653 | 0.05248 | 0.00263 | 0.09680 | 0.04928 | 0.48253 |
LDOF | 99 | 0.06015 | 0.01070 | 0.09585 | 0.04829 | 0.17834 | 0.13512 | 0.69196 |
LDOF | 100 | 0.06015 | 0.01070 | 0.09619 | 0.04864 | 0.17807 | 0.13482 | 0.69244 |
ODIN | 81 | 0.06617 | 0.01704 | 0.09359 | 0.04591 | 0.19512 | 0.15278 | 0.70488 |
ODIN | 99 | 0.09023 | 0.04236 | 0.09696 | 0.04945 | 0.19127 | 0.14872 | 0.71087 |
ODIN | 100 | 0.08967 | 0.04178 | 0.09713 | 0.04963 | 0.19287 | 0.15041 | 0.71121 |
FastABOD | 8 | 0.15038 | 0.10568 | 0.10586 | 0.05882 | 0.20121 | 0.15918 | 0.69624 |
FastABOD | 40 | 0.15789 | 0.11359 | 0.10877 | 0.06188 | 0.20000 | 0.15791 | 0.69079 |
FastABOD | 94 | 0.15038 | 0.10568 | 0.11843 | 0.07205 | 0.20853 | 0.16689 | 0.69268 |
FastABOD | 99 | 0.14286 | 0.09776 | 0.11816 | 0.07177 | 0.20886 | 0.16724 | 0.69253 |
KDEOS | 2 | 0.09774 | 0.05028 | 0.06032 | 0.01088 | 0.10236 | 0.05514 | 0.52847 |
KDEOS | 11 | 0.07519 | 0.02653 | 0.06500 | 0.01580 | 0.11419 | 0.06758 | 0.54364 |
KDEOS | 18 | 0.07519 | 0.02653 | 0.06344 | 0.01417 | 0.12959 | 0.08380 | 0.55482 |
KDEOS | 100 | 0.05263 | 0.00279 | 0.05966 | 0.01018 | 0.11733 | 0.07090 | 0.55879 |
LDF | 7 | 0.12030 | 0.07402 | 0.09535 | 0.04776 | 0.18124 | 0.13816 | 0.69350 |
LDF | 59 | 0.16541 | 0.12151 | 0.08826 | 0.04029 | 0.17266 | 0.12913 | 0.64093 |
INFLO | 11 | 0.08271 | 0.03445 | 0.08227 | 0.03399 | 0.15227 | 0.10767 | 0.65896 |
INFLO | 85 | 0.06767 | 0.01862 | 0.11849 | 0.07212 | 0.23347 | 0.19315 | 0.73438 |
INFLO | 89 | 0.06767 | 0.01862 | 0.11806 | 0.07166 | 0.23782 | 0.19772 | 0.73334 |
COF | 26 | 0.10526 | 0.05819 | 0.08847 | 0.04051 | 0.17226 | 0.12871 | 0.69150 |
COF | 33 | 0.08271 | 0.03445 | 0.09356 | 0.04588 | 0.19072 | 0.14814 | 0.70674 |
COF | 52 | 0.04511 | -0.00512 | 0.08277 | 0.03452 | 0.19259 | 0.15011 | 0.68106 |
Plots
Normalized, duplicates
This version contains 57 attributes, 2934 objects, 146 outliers (4.98%)
Download raw algorithm results (24.2 MB) Download raw algorithm evaluation table (72.2 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 | 0.19863 | 0.15666 | 0.13776 | 0.09260 | 0.21338 | 0.17218 | 0.70725 |
KNN | 2 | 0.17123 | 0.12783 | 0.13681 | 0.09161 | 0.20934 | 0.16793 | 0.73601 |
KNNW | 2 | 0.18493 | 0.14225 | 0.13813 | 0.09299 | 0.21622 | 0.17517 | 0.70799 |
KNNW | 4 | 0.17123 | 0.12783 | 0.13879 | 0.09370 | 0.20805 | 0.16658 | 0.72841 |
KNNW | 5 | 0.16438 | 0.12062 | 0.13833 | 0.09320 | 0.21543 | 0.17435 | 0.73063 |
KNNW | 6 | 0.15753 | 0.11342 | 0.13689 | 0.09169 | 0.21779 | 0.17683 | 0.73028 |
LOF | 1 | 0.08904 | 0.04134 | 0.07473 | 0.02628 | 0.14340 | 0.09854 | 0.61447 |
LOF | 15 | 0.07534 | 0.02692 | 0.08443 | 0.03648 | 0.17281 | 0.12950 | 0.69228 |
LOF | 19 | 0.04795 | -0.00191 | 0.08313 | 0.03512 | 0.17360 | 0.13033 | 0.69428 |
LOF | 28 | 0.02740 | -0.02354 | 0.07815 | 0.02987 | 0.18164 | 0.13878 | 0.68097 |
SimplifiedLOF | 3 | 0.06849 | 0.01971 | 0.06522 | 0.01627 | 0.14060 | 0.09559 | 0.59386 |
SimplifiedLOF | 34 | 0.02740 | -0.02354 | 0.07265 | 0.02409 | 0.16361 | 0.11981 | 0.66330 |
SimplifiedLOF | 100 | 0.06849 | 0.01971 | 0.07351 | 0.02499 | 0.13098 | 0.08547 | 0.60897 |
LoOP | 1 | 0.11644 | 0.07017 | 0.07007 | 0.02137 | 0.13780 | 0.09265 | 0.60348 |
LoOP | 19 | 0.07534 | 0.02692 | 0.08451 | 0.03657 | 0.15768 | 0.11357 | 0.66812 |
LoOP | 40 | 0.06164 | 0.01250 | 0.08069 | 0.03255 | 0.16378 | 0.11999 | 0.67497 |
LoOP | 44 | 0.06164 | 0.01250 | 0.07998 | 0.03180 | 0.16962 | 0.12613 | 0.67369 |
LDOF | 2 | 0.09589 | 0.04854 | 0.06561 | 0.01668 | 0.13229 | 0.08685 | 0.57520 |
LDOF | 37 | 0.05479 | 0.00530 | 0.07819 | 0.02992 | 0.16051 | 0.11654 | 0.66129 |
LDOF | 51 | 0.05479 | 0.00530 | 0.08116 | 0.03304 | 0.15686 | 0.11271 | 0.66787 |
LDOF | 100 | 0.06164 | 0.01250 | 0.08694 | 0.03913 | 0.14594 | 0.10121 | 0.65420 |
ODIN | 31 | 0.11644 | 0.07017 | 0.08726 | 0.03946 | 0.15983 | 0.11583 | 0.65980 |
ODIN | 99 | 0.10149 | 0.05444 | 0.09917 | 0.05200 | 0.17704 | 0.13394 | 0.66672 |
ODIN | 100 | 0.10149 | 0.05444 | 0.09896 | 0.05177 | 0.17778 | 0.13472 | 0.66632 |
FastABOD | 20 | 0.10959 | 0.06296 | 0.09236 | 0.04483 | 0.16599 | 0.12231 | 0.67255 |
FastABOD | 25 | 0.12329 | 0.07738 | 0.09112 | 0.04352 | 0.16598 | 0.12230 | 0.67118 |
FastABOD | 29 | 0.10959 | 0.06296 | 0.09116 | 0.04357 | 0.16783 | 0.12425 | 0.67146 |
FastABOD | 100 | 0.12329 | 0.07738 | 0.10090 | 0.05382 | 0.16337 | 0.11955 | 0.67001 |
KDEOS | 8 | 0.08904 | 0.04134 | 0.06627 | 0.01738 | 0.12257 | 0.07662 | 0.58692 |
KDEOS | 20 | 0.07534 | 0.02692 | 0.07276 | 0.02421 | 0.14726 | 0.10260 | 0.60960 |
LDF | 6 | 0.13014 | 0.08458 | 0.10733 | 0.06058 | 0.19134 | 0.14900 | 0.71440 |
INFLO | 1 | 0.09589 | 0.04854 | 0.07346 | 0.02494 | 0.14865 | 0.10407 | 0.60790 |
INFLO | 19 | 0.06164 | 0.01250 | 0.08375 | 0.03577 | 0.16330 | 0.11949 | 0.69180 |
INFLO | 35 | 0.02740 | -0.02354 | 0.07575 | 0.02735 | 0.16924 | 0.12574 | 0.67375 |
COF | 17 | 0.08904 | 0.04134 | 0.07944 | 0.03124 | 0.16027 | 0.11630 | 0.64622 |
COF | 29 | 0.07534 | 0.02692 | 0.08560 | 0.03772 | 0.19454 | 0.15236 | 0.67899 |
COF | 30 | 0.07534 | 0.02692 | 0.08727 | 0.03948 | 0.19363 | 0.15140 | 0.68534 |
Plots
Not normalized, without duplicates
This version contains 57 attributes, 2661 objects, 133 outliers (5.00%)
Download raw algorithm results (23.2 MB) Download raw algorithm evaluation table (69.0 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 | 1 | 0.20301 | 0.16108 | 0.17827 | 0.13503 | 0.26593 | 0.22731 | 0.75937 |
KNN | 2 | 0.21805 | 0.17691 | 0.17157 | 0.12798 | 0.26316 | 0.22439 | 0.75758 |
KNN | 3 | 0.21805 | 0.17691 | 0.17324 | 0.12974 | 0.26741 | 0.22887 | 0.75753 |
KNN | 8 | 0.19549 | 0.15316 | 0.16038 | 0.11620 | 0.25112 | 0.21172 | 0.76130 |
KNNW | 4 | 0.19549 | 0.15316 | 0.17384 | 0.13038 | 0.26512 | 0.22645 | 0.75256 |
KNNW | 5 | 0.21805 | 0.17691 | 0.17135 | 0.12775 | 0.26738 | 0.22884 | 0.75401 |
KNNW | 15 | 0.19549 | 0.15316 | 0.15467 | 0.11020 | 0.25600 | 0.21686 | 0.75881 |
LOF | 12 | 0.12782 | 0.08193 | 0.07559 | 0.02695 | 0.13127 | 0.08557 | 0.58957 |
LOF | 84 | 0.09023 | 0.04236 | 0.08709 | 0.03906 | 0.16416 | 0.12018 | 0.63897 |
LOF | 85 | 0.09023 | 0.04236 | 0.08684 | 0.03880 | 0.16486 | 0.12093 | 0.63969 |
LOF | 100 | 0.08271 | 0.03445 | 0.08662 | 0.03856 | 0.16327 | 0.11924 | 0.65068 |
SimplifiedLOF | 22 | 0.14286 | 0.09776 | 0.08268 | 0.03442 | 0.14516 | 0.10019 | 0.60953 |
SimplifiedLOF | 92 | 0.12782 | 0.08193 | 0.09333 | 0.04563 | 0.15833 | 0.11405 | 0.63542 |
SimplifiedLOF | 97 | 0.12782 | 0.08193 | 0.09394 | 0.04627 | 0.15768 | 0.11336 | 0.63466 |
SimplifiedLOF | 100 | 0.12782 | 0.08193 | 0.09312 | 0.04541 | 0.15880 | 0.11454 | 0.63461 |
LoOP | 38 | 0.12030 | 0.07402 | 0.07407 | 0.02535 | 0.12338 | 0.07726 | 0.58833 |
LoOP | 94 | 0.09774 | 0.05028 | 0.08157 | 0.03325 | 0.15009 | 0.10538 | 0.60687 |
LoOP | 100 | 0.09774 | 0.05028 | 0.08204 | 0.03374 | 0.14870 | 0.10391 | 0.60814 |
LDOF | 66 | 0.11278 | 0.06610 | 0.06025 | 0.01080 | 0.11364 | 0.06700 | 0.52838 |
LDOF | 77 | 0.11278 | 0.06610 | 0.06192 | 0.01257 | 0.12500 | 0.07897 | 0.53393 |
LDOF | 98 | 0.10526 | 0.05819 | 0.06403 | 0.01478 | 0.11360 | 0.06697 | 0.53956 |
LDOF | 100 | 0.09774 | 0.05028 | 0.06399 | 0.01475 | 0.11497 | 0.06841 | 0.54130 |
ODIN | 14 | 0.03818 | -0.01242 | 0.05773 | 0.00816 | 0.11741 | 0.07097 | 0.58728 |
ODIN | 91 | 0.06015 | 0.01070 | 0.06059 | 0.01116 | 0.11548 | 0.06895 | 0.58183 |
ODIN | 94 | 0.06015 | 0.01070 | 0.06070 | 0.01128 | 0.11752 | 0.07109 | 0.58305 |
ODIN | 100 | 0.06015 | 0.01070 | 0.06063 | 0.01121 | 0.12227 | 0.07609 | 0.57949 |
FastABOD | 3 | 0.17293 | 0.12942 | 0.14986 | 0.10514 | 0.22378 | 0.18294 | 0.76006 |
FastABOD | 6 | 0.18797 | 0.14525 | 0.14758 | 0.10273 | 0.22330 | 0.18244 | 0.75688 |
FastABOD | 74 | 0.18797 | 0.14525 | 0.14739 | 0.10254 | 0.22500 | 0.18423 | 0.76037 |
FastABOD | 99 | 0.18797 | 0.14525 | 0.14769 | 0.10285 | 0.22500 | 0.18423 | 0.76089 |
KDEOS | 92 | 0.07519 | 0.02653 | 0.07066 | 0.02177 | 0.14085 | 0.09564 | 0.61821 |
KDEOS | 99 | 0.07519 | 0.02653 | 0.07098 | 0.02210 | 0.13873 | 0.09342 | 0.61561 |
KDEOS | 100 | 0.08271 | 0.03445 | 0.07073 | 0.02184 | 0.13859 | 0.09328 | 0.61559 |
LDF | 57 | 0.17293 | 0.12942 | 0.11536 | 0.06882 | 0.19816 | 0.15597 | 0.69926 |
LDF | 73 | 0.16541 | 0.12151 | 0.13137 | 0.08568 | 0.19725 | 0.15501 | 0.71584 |
LDF | 96 | 0.17293 | 0.12942 | 0.12481 | 0.07877 | 0.21017 | 0.16862 | 0.73228 |
LDF | 99 | 0.17293 | 0.12942 | 0.12621 | 0.08024 | 0.20946 | 0.16787 | 0.73488 |
INFLO | 22 | 0.11278 | 0.06610 | 0.07413 | 0.02542 | 0.14139 | 0.09621 | 0.58987 |
INFLO | 58 | 0.09023 | 0.04236 | 0.08316 | 0.03492 | 0.16458 | 0.12063 | 0.64536 |
INFLO | 100 | 0.08271 | 0.03445 | 0.08515 | 0.03701 | 0.16640 | 0.12254 | 0.62948 |
COF | 69 | 0.13534 | 0.08985 | 0.13667 | 0.09125 | 0.20031 | 0.15824 | 0.67758 |
COF | 72 | 0.13534 | 0.08985 | 0.13262 | 0.08699 | 0.20779 | 0.16611 | 0.68049 |
COF | 99 | 0.18045 | 0.13733 | 0.13194 | 0.08627 | 0.20161 | 0.15961 | 0.68534 |
COF | 100 | 0.17293 | 0.12942 | 0.13248 | 0.08684 | 0.20361 | 0.16171 | 0.68581 |
Plots
Not normalized, duplicates
This version contains 57 attributes, 2934 objects, 146 outliers (4.98%)
Download raw algorithm results (24.0 MB) Download raw algorithm evaluation table (69.5 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 | 0.19863 | 0.15666 | 0.17371 | 0.13044 | 0.23721 | 0.19726 | 0.73617 |
KNN | 2 | 0.20548 | 0.16387 | 0.17644 | 0.13331 | 0.24878 | 0.20944 | 0.73107 |
KNN | 3 | 0.19863 | 0.15666 | 0.18309 | 0.14032 | 0.24623 | 0.20676 | 0.72975 |
KNNW | 1 | 0.22603 | 0.18550 | 0.18773 | 0.14519 | 0.25532 | 0.21632 | 0.70938 |
KNNW | 3 | 0.21918 | 0.17829 | 0.18257 | 0.13976 | 0.25178 | 0.21260 | 0.73594 |
KNNW | 4 | 0.21918 | 0.17829 | 0.18806 | 0.14554 | 0.25352 | 0.21443 | 0.73489 |
KNNW | 6 | 0.21233 | 0.17108 | 0.18313 | 0.14036 | 0.25728 | 0.21839 | 0.73163 |
LOF | 5 | 0.15068 | 0.10621 | 0.07881 | 0.03057 | 0.15632 | 0.11214 | 0.61367 |
LOF | 6 | 0.14384 | 0.09900 | 0.07940 | 0.03119 | 0.15881 | 0.11476 | 0.60453 |
LOF | 100 | 0.10274 | 0.05575 | 0.09809 | 0.05086 | 0.13549 | 0.09022 | 0.60487 |
SimplifiedLOF | 4 | 0.13014 | 0.08458 | 0.08110 | 0.03298 | 0.16285 | 0.11901 | 0.62859 |
SimplifiedLOF | 8 | 0.15068 | 0.10621 | 0.07638 | 0.02801 | 0.16234 | 0.11847 | 0.60334 |
SimplifiedLOF | 100 | 0.13699 | 0.09179 | 0.08247 | 0.03442 | 0.13855 | 0.09344 | 0.59109 |
LoOP | 4 | 0.10959 | 0.06296 | 0.08454 | 0.03660 | 0.13588 | 0.09063 | 0.61234 |
LoOP | 7 | 0.11644 | 0.07017 | 0.08532 | 0.03742 | 0.13551 | 0.09024 | 0.59385 |
LoOP | 9 | 0.15068 | 0.10621 | 0.07925 | 0.03104 | 0.15924 | 0.11521 | 0.59012 |
LDOF | 4 | 0.08219 | 0.03413 | 0.06356 | 0.01452 | 0.12967 | 0.08409 | 0.52789 |
LDOF | 5 | 0.09589 | 0.04854 | 0.07065 | 0.02198 | 0.12432 | 0.07847 | 0.53217 |
LDOF | 9 | 0.10959 | 0.06296 | 0.06381 | 0.01479 | 0.11448 | 0.06811 | 0.51895 |
LDOF | 100 | 0.08904 | 0.04134 | 0.06992 | 0.02122 | 0.12346 | 0.07755 | 0.55606 |
ODIN | 2 | 0.07156 | 0.02294 | 0.06597 | 0.01706 | 0.12254 | 0.07659 | 0.61805 |
ODIN | 6 | 0.06587 | 0.01695 | 0.06360 | 0.01457 | 0.12584 | 0.08007 | 0.60937 |
ODIN | 100 | 0.08562 | 0.03773 | 0.06685 | 0.01799 | 0.11225 | 0.06576 | 0.57267 |
FastABOD | 3 | 0.15753 | 0.11342 | 0.11455 | 0.06818 | 0.21497 | 0.17386 | 0.74407 |
FastABOD | 8 | 0.15068 | 0.10621 | 0.13166 | 0.08619 | 0.23318 | 0.19303 | 0.74559 |
FastABOD | 9 | 0.15753 | 0.11342 | 0.13294 | 0.08754 | 0.23214 | 0.19193 | 0.74635 |
FastABOD | 100 | 0.15753 | 0.11342 | 0.15715 | 0.11302 | 0.22944 | 0.18908 | 0.74462 |
KDEOS | 2 | 0.08904 | 0.04134 | 0.06420 | 0.01519 | 0.10758 | 0.06085 | 0.54391 |
KDEOS | 98 | 0.06849 | 0.01971 | 0.06739 | 0.01856 | 0.13544 | 0.09016 | 0.60448 |
KDEOS | 100 | 0.06849 | 0.01971 | 0.06803 | 0.01922 | 0.13428 | 0.08894 | 0.60507 |
LDF | 74 | 0.17808 | 0.13504 | 0.12724 | 0.08153 | 0.18391 | 0.14117 | 0.59805 |
LDF | 93 | 0.19863 | 0.15666 | 0.11513 | 0.06879 | 0.20478 | 0.16313 | 0.63682 |
LDF | 100 | 0.19863 | 0.15666 | 0.11331 | 0.06688 | 0.20209 | 0.16031 | 0.64699 |
INFLO | 9 | 0.13014 | 0.08458 | 0.07088 | 0.02223 | 0.13592 | 0.09067 | 0.57491 |
INFLO | 100 | 0.10959 | 0.06296 | 0.09797 | 0.05073 | 0.16138 | 0.11747 | 0.61184 |
COF | 4 | 0.13014 | 0.08458 | 0.08727 | 0.03947 | 0.14488 | 0.10010 | 0.63330 |
COF | 5 | 0.13699 | 0.09179 | 0.08639 | 0.03855 | 0.14576 | 0.10102 | 0.62139 |
COF | 6 | 0.13699 | 0.09179 | 0.09103 | 0.04343 | 0.15562 | 0.11140 | 0.62901 |
COF | 9 | 0.13014 | 0.08458 | 0.08471 | 0.03678 | 0.16121 | 0.11728 | 0.59748 |