SpamBase (10% of outliers version#05)
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 (69.9 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 | 3 | 0.18571 | 0.09552 | 0.17736 | 0.08625 | 0.28210 | 0.20258 | 0.69501 |
KNN | 7 | 0.20714 | 0.11933 | 0.18328 | 0.09282 | 0.27670 | 0.19659 | 0.70502 |
KNNW | 10 | 0.20000 | 0.11139 | 0.17456 | 0.08313 | 0.27972 | 0.19994 | 0.69169 |
KNNW | 12 | 0.20000 | 0.11139 | 0.17584 | 0.08456 | 0.27914 | 0.19930 | 0.69328 |
KNNW | 13 | 0.20357 | 0.11536 | 0.17605 | 0.08479 | 0.27896 | 0.19910 | 0.69288 |
KNNW | 15 | 0.20714 | 0.11933 | 0.17534 | 0.08400 | 0.27463 | 0.19429 | 0.69167 |
LOF | 31 | 0.10357 | 0.00428 | 0.15139 | 0.05740 | 0.27154 | 0.19086 | 0.66852 |
LOF | 72 | 0.18571 | 0.09552 | 0.17015 | 0.07824 | 0.26827 | 0.18723 | 0.67898 |
LOF | 81 | 0.17500 | 0.08362 | 0.17177 | 0.08003 | 0.26821 | 0.18716 | 0.68375 |
SimplifiedLOF | 44 | 0.08214 | -0.01952 | 0.13614 | 0.04046 | 0.24613 | 0.16263 | 0.63438 |
SimplifiedLOF | 95 | 0.14643 | 0.05189 | 0.15173 | 0.05778 | 0.23653 | 0.15197 | 0.63429 |
SimplifiedLOF | 100 | 0.14643 | 0.05189 | 0.15259 | 0.05873 | 0.23721 | 0.15272 | 0.63617 |
LoOP | 91 | 0.16429 | 0.07172 | 0.16688 | 0.07460 | 0.26204 | 0.18031 | 0.66680 |
LoOP | 94 | 0.16429 | 0.07172 | 0.16781 | 0.07563 | 0.25654 | 0.17420 | 0.66792 |
LoOP | 100 | 0.17500 | 0.08362 | 0.16779 | 0.07561 | 0.25669 | 0.17437 | 0.66955 |
LDOF | 71 | 0.13571 | 0.03999 | 0.15839 | 0.06518 | 0.24921 | 0.16606 | 0.64687 |
LDOF | 81 | 0.14643 | 0.05189 | 0.16072 | 0.06776 | 0.24818 | 0.16490 | 0.64766 |
LDOF | 94 | 0.14643 | 0.05189 | 0.16501 | 0.07253 | 0.24135 | 0.15732 | 0.64641 |
LDOF | 100 | 0.16786 | 0.07569 | 0.16474 | 0.07223 | 0.24054 | 0.15643 | 0.64710 |
ODIN | 81 | 0.18254 | 0.09200 | 0.15744 | 0.06411 | 0.26132 | 0.17950 | 0.65604 |
ODIN | 100 | 0.18448 | 0.09415 | 0.15894 | 0.06579 | 0.25912 | 0.17707 | 0.65867 |
FastABOD | 4 | 0.15714 | 0.06379 | 0.14649 | 0.05195 | 0.22639 | 0.14071 | 0.61989 |
FastABOD | 5 | 0.16786 | 0.07569 | 0.14877 | 0.05448 | 0.22770 | 0.14216 | 0.61861 |
FastABOD | 6 | 0.16429 | 0.07172 | 0.14913 | 0.05489 | 0.22931 | 0.14395 | 0.61710 |
FastABOD | 48 | 0.14643 | 0.05189 | 0.15118 | 0.05717 | 0.22482 | 0.13897 | 0.61269 |
KDEOS | 7 | 0.13214 | 0.03602 | 0.10760 | 0.00876 | 0.18437 | 0.09403 | 0.49142 |
KDEOS | 12 | 0.12500 | 0.02809 | 0.11361 | 0.01543 | 0.18349 | 0.09305 | 0.49876 |
KDEOS | 46 | 0.08571 | -0.01555 | 0.10576 | 0.00672 | 0.20073 | 0.11221 | 0.54490 |
KDEOS | 100 | 0.09286 | -0.00762 | 0.10587 | 0.00684 | 0.20926 | 0.12168 | 0.54435 |
LDF | 9 | 0.12143 | 0.02412 | 0.14689 | 0.05239 | 0.26075 | 0.17887 | 0.66811 |
LDF | 10 | 0.12857 | 0.03205 | 0.14401 | 0.04920 | 0.26549 | 0.18413 | 0.66494 |
LDF | 46 | 0.14643 | 0.05189 | 0.10214 | 0.00270 | 0.18440 | 0.09407 | 0.46429 |
INFLO | 75 | 0.17857 | 0.08759 | 0.17412 | 0.08264 | 0.27564 | 0.19541 | 0.68425 |
INFLO | 77 | 0.18571 | 0.09552 | 0.17366 | 0.08214 | 0.27292 | 0.19239 | 0.68448 |
INFLO | 81 | 0.17500 | 0.08362 | 0.17441 | 0.08297 | 0.27190 | 0.19126 | 0.68747 |
INFLO | 92 | 0.17857 | 0.08759 | 0.17328 | 0.08171 | 0.26993 | 0.18907 | 0.68793 |
COF | 44 | 0.12500 | 0.02809 | 0.14523 | 0.05056 | 0.24714 | 0.16375 | 0.64232 |
COF | 45 | 0.12857 | 0.03205 | 0.14588 | 0.05128 | 0.24570 | 0.16215 | 0.64416 |
COF | 100 | 0.16786 | 0.07569 | 0.13216 | 0.03604 | 0.22490 | 0.13905 | 0.61003 |
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 (74.7 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 | 0.24272 | 0.15879 | 0.20915 | 0.12150 | 0.32133 | 0.24612 | 0.73738 |
KNN | 5 | 0.24595 | 0.16238 | 0.20568 | 0.11764 | 0.30757 | 0.23082 | 0.74341 |
KNN | 6 | 0.25243 | 0.16957 | 0.20525 | 0.11717 | 0.30590 | 0.22897 | 0.74218 |
KNNW | 6 | 0.23301 | 0.14800 | 0.20359 | 0.11533 | 0.30996 | 0.23348 | 0.73374 |
KNNW | 11 | 0.24595 | 0.16238 | 0.20525 | 0.11717 | 0.30681 | 0.22998 | 0.73864 |
KNNW | 12 | 0.24919 | 0.16598 | 0.20504 | 0.11693 | 0.30714 | 0.23035 | 0.73831 |
LOF | 12 | 0.15858 | 0.06532 | 0.13506 | 0.03920 | 0.23097 | 0.14573 | 0.63755 |
LOF | 15 | 0.13916 | 0.04375 | 0.13540 | 0.03958 | 0.24377 | 0.15995 | 0.64658 |
LOF | 20 | 0.11003 | 0.01140 | 0.13280 | 0.03669 | 0.24272 | 0.15879 | 0.64734 |
LOF | 33 | 0.07767 | -0.02455 | 0.12768 | 0.03100 | 0.25295 | 0.17015 | 0.63983 |
SimplifiedLOF | 1 | 0.12621 | 0.02937 | 0.11075 | 0.01219 | 0.19108 | 0.10143 | 0.53885 |
SimplifiedLOF | 20 | 0.10032 | 0.00061 | 0.12060 | 0.02314 | 0.22133 | 0.13502 | 0.59999 |
SimplifiedLOF | 39 | 0.06472 | -0.03893 | 0.11837 | 0.02066 | 0.23060 | 0.14532 | 0.61304 |
SimplifiedLOF | 71 | 0.05178 | -0.05331 | 0.11053 | 0.01195 | 0.23300 | 0.14799 | 0.59307 |
LoOP | 14 | 0.14563 | 0.05094 | 0.12798 | 0.03133 | 0.21566 | 0.12873 | 0.60137 |
LoOP | 26 | 0.12945 | 0.03296 | 0.13232 | 0.03616 | 0.22485 | 0.13894 | 0.62186 |
LoOP | 42 | 0.09385 | -0.00658 | 0.12843 | 0.03183 | 0.23119 | 0.14598 | 0.62732 |
LoOP | 95 | 0.08091 | -0.02096 | 0.12156 | 0.02420 | 0.23742 | 0.15290 | 0.61265 |
LDOF | 2 | 0.11974 | 0.02218 | 0.11336 | 0.01509 | 0.18353 | 0.09304 | 0.49325 |
LDOF | 38 | 0.09709 | -0.00298 | 0.12453 | 0.02750 | 0.22388 | 0.13786 | 0.61088 |
LDOF | 78 | 0.09385 | -0.00658 | 0.12363 | 0.02650 | 0.23037 | 0.14507 | 0.61678 |
LDOF | 99 | 0.08738 | -0.01377 | 0.12185 | 0.02452 | 0.23229 | 0.14721 | 0.61278 |
ODIN | 8 | 0.15430 | 0.06057 | 0.12802 | 0.03138 | 0.21033 | 0.12280 | 0.59665 |
ODIN | 91 | 0.14812 | 0.05370 | 0.14612 | 0.05148 | 0.25111 | 0.16810 | 0.64750 |
ODIN | 100 | 0.15154 | 0.05750 | 0.14753 | 0.05305 | 0.24543 | 0.16180 | 0.64940 |
FastABOD | 14 | 0.16828 | 0.07610 | 0.15243 | 0.05849 | 0.26559 | 0.18419 | 0.66699 |
FastABOD | 20 | 0.17476 | 0.08329 | 0.15523 | 0.06160 | 0.26343 | 0.18180 | 0.66939 |
FastABOD | 45 | 0.18123 | 0.09048 | 0.15478 | 0.06110 | 0.26046 | 0.17849 | 0.66580 |
FastABOD | 77 | 0.18123 | 0.09048 | 0.15885 | 0.06562 | 0.26117 | 0.17928 | 0.66626 |
KDEOS | 3 | 0.14563 | 0.05094 | 0.11342 | 0.01516 | 0.18959 | 0.09977 | 0.52561 |
KDEOS | 65 | 0.11003 | 0.01140 | 0.12323 | 0.02606 | 0.22861 | 0.14311 | 0.60820 |
KDEOS | 66 | 0.11003 | 0.01140 | 0.12391 | 0.02681 | 0.22688 | 0.14119 | 0.60904 |
LDF | 3 | 0.17799 | 0.08689 | 0.14822 | 0.05381 | 0.23177 | 0.14663 | 0.62505 |
LDF | 7 | 0.13269 | 0.03656 | 0.15328 | 0.05944 | 0.26312 | 0.18146 | 0.67730 |
LDF | 9 | 0.11327 | 0.01499 | 0.14647 | 0.05187 | 0.27039 | 0.18952 | 0.68158 |
INFLO | 3 | 0.14239 | 0.04734 | 0.12293 | 0.02572 | 0.20917 | 0.12153 | 0.57508 |
INFLO | 12 | 0.13592 | 0.04015 | 0.12957 | 0.03310 | 0.22011 | 0.13367 | 0.61351 |
INFLO | 30 | 0.09061 | -0.01017 | 0.12384 | 0.02673 | 0.23206 | 0.14695 | 0.62499 |
INFLO | 40 | 0.06796 | -0.03534 | 0.12087 | 0.02343 | 0.23621 | 0.15156 | 0.62072 |
COF | 5 | 0.13916 | 0.04375 | 0.11817 | 0.02044 | 0.20138 | 0.11286 | 0.56668 |
COF | 33 | 0.10356 | 0.00421 | 0.13183 | 0.03561 | 0.23626 | 0.15161 | 0.63741 |
COF | 34 | 0.10680 | 0.00780 | 0.13204 | 0.03584 | 0.23845 | 0.15405 | 0.63720 |
COF | 55 | 0.07443 | -0.02815 | 0.12380 | 0.02669 | 0.24116 | 0.15706 | 0.62415 |
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 (68.3 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 | 3 | 0.34286 | 0.27007 | 0.27803 | 0.19806 | 0.35503 | 0.28359 | 0.74629 |
KNN | 5 | 0.35000 | 0.27801 | 0.27400 | 0.19359 | 0.35063 | 0.27870 | 0.74582 |
KNN | 7 | 0.34286 | 0.27007 | 0.28660 | 0.20759 | 0.34667 | 0.27430 | 0.74910 |
KNN | 8 | 0.34286 | 0.27007 | 0.28820 | 0.20936 | 0.34735 | 0.27506 | 0.74863 |
KNNW | 4 | 0.32143 | 0.24627 | 0.27274 | 0.19219 | 0.35427 | 0.28275 | 0.73051 |
KNNW | 6 | 0.34643 | 0.27404 | 0.27528 | 0.19501 | 0.34862 | 0.27648 | 0.73565 |
KNNW | 10 | 0.33929 | 0.26611 | 0.28515 | 0.20598 | 0.34622 | 0.27381 | 0.74166 |
KNNW | 100 | 0.30357 | 0.22644 | 0.24984 | 0.16675 | 0.32856 | 0.25419 | 0.74712 |
LOF | 99 | 0.17857 | 0.08759 | 0.17517 | 0.08381 | 0.24977 | 0.16668 | 0.65447 |
LOF | 100 | 0.17857 | 0.08759 | 0.17551 | 0.08419 | 0.25023 | 0.16719 | 0.65475 |
SimplifiedLOF | 67 | 0.18929 | 0.09949 | 0.16982 | 0.07787 | 0.22552 | 0.13974 | 0.61256 |
SimplifiedLOF | 98 | 0.18214 | 0.09156 | 0.18019 | 0.08939 | 0.24062 | 0.15651 | 0.62963 |
SimplifiedLOF | 100 | 0.18214 | 0.09156 | 0.18104 | 0.09033 | 0.23796 | 0.15356 | 0.63064 |
LoOP | 51 | 0.18214 | 0.09156 | 0.13919 | 0.04385 | 0.20970 | 0.12217 | 0.58553 |
LoOP | 95 | 0.16429 | 0.07172 | 0.15138 | 0.05739 | 0.22519 | 0.13937 | 0.60227 |
LoOP | 98 | 0.16429 | 0.07172 | 0.15204 | 0.05812 | 0.22326 | 0.13722 | 0.60498 |
LoOP | 100 | 0.16429 | 0.07172 | 0.15243 | 0.05856 | 0.22262 | 0.13652 | 0.60475 |
LDOF | 60 | 0.16071 | 0.06776 | 0.11757 | 0.01983 | 0.18590 | 0.09573 | 0.52805 |
LDOF | 89 | 0.14643 | 0.05189 | 0.12364 | 0.02657 | 0.19070 | 0.10106 | 0.53729 |
LDOF | 100 | 0.14643 | 0.05189 | 0.12626 | 0.02948 | 0.18917 | 0.09936 | 0.54399 |
ODIN | 80 | 0.11259 | 0.01431 | 0.11736 | 0.01960 | 0.21807 | 0.13147 | 0.58552 |
ODIN | 87 | 0.12370 | 0.02664 | 0.11869 | 0.02107 | 0.21153 | 0.12420 | 0.58612 |
ODIN | 88 | 0.12398 | 0.02695 | 0.11853 | 0.02090 | 0.21107 | 0.12369 | 0.58545 |
ODIN | 99 | 0.11627 | 0.01839 | 0.11927 | 0.02173 | 0.20906 | 0.12145 | 0.58390 |
FastABOD | 6 | 0.26786 | 0.18677 | 0.24796 | 0.16467 | 0.31687 | 0.24121 | 0.74150 |
FastABOD | 20 | 0.28214 | 0.20263 | 0.24707 | 0.16367 | 0.32666 | 0.25208 | 0.74048 |
FastABOD | 37 | 0.28571 | 0.20660 | 0.24766 | 0.16434 | 0.32244 | 0.24740 | 0.74045 |
FastABOD | 99 | 0.28571 | 0.20660 | 0.24896 | 0.16578 | 0.31974 | 0.24439 | 0.74048 |
KDEOS | 79 | 0.13929 | 0.04395 | 0.12381 | 0.02676 | 0.21704 | 0.13032 | 0.59101 |
KDEOS | 99 | 0.12143 | 0.02412 | 0.12732 | 0.03066 | 0.21859 | 0.13205 | 0.59729 |
KDEOS | 100 | 0.12143 | 0.02412 | 0.12691 | 0.03020 | 0.22062 | 0.13430 | 0.59725 |
LDF | 73 | 0.24643 | 0.16296 | 0.23641 | 0.15183 | 0.29313 | 0.21484 | 0.70625 |
LDF | 86 | 0.23929 | 0.15503 | 0.22713 | 0.14153 | 0.30154 | 0.22418 | 0.70934 |
LDF | 99 | 0.25357 | 0.17090 | 0.22600 | 0.14027 | 0.28472 | 0.20549 | 0.71535 |
INFLO | 33 | 0.17500 | 0.08362 | 0.14077 | 0.04561 | 0.26146 | 0.17966 | 0.60778 |
INFLO | 65 | 0.15000 | 0.05585 | 0.16000 | 0.06696 | 0.29051 | 0.21193 | 0.65145 |
INFLO | 100 | 0.17143 | 0.07966 | 0.16476 | 0.07225 | 0.29761 | 0.21981 | 0.63780 |
COF | 50 | 0.21429 | 0.12726 | 0.17975 | 0.08890 | 0.22928 | 0.14391 | 0.60679 |
COF | 93 | 0.21071 | 0.12329 | 0.22045 | 0.13411 | 0.26537 | 0.18401 | 0.65186 |
COF | 97 | 0.20714 | 0.11933 | 0.21737 | 0.13069 | 0.26915 | 0.18820 | 0.65145 |
COF | 100 | 0.21071 | 0.12329 | 0.21890 | 0.13238 | 0.26847 | 0.18745 | 0.65294 |
Plots
Not normalized, duplicates
This version contains 57 attributes, 3097 objects, 309 outliers (9.98%)
Download raw algorithm results (25.4 MB) Download raw algorithm evaluation table (72.7 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 | 0.31392 | 0.23788 | 0.30235 | 0.22503 | 0.34031 | 0.26720 | 0.75283 |
KNN | 5 | 0.33657 | 0.26304 | 0.29741 | 0.21954 | 0.33871 | 0.26542 | 0.75257 |
KNN | 6 | 0.33333 | 0.25945 | 0.29765 | 0.21981 | 0.34076 | 0.26770 | 0.75251 |
KNNW | 5 | 0.32686 | 0.25226 | 0.30411 | 0.22699 | 0.33770 | 0.26429 | 0.74868 |
KNNW | 6 | 0.32362 | 0.24866 | 0.30362 | 0.22644 | 0.34179 | 0.26884 | 0.74877 |
KNNW | 9 | 0.33657 | 0.26304 | 0.29937 | 0.22172 | 0.33712 | 0.26365 | 0.74933 |
KNNW | 100 | 0.28803 | 0.20912 | 0.25438 | 0.17174 | 0.31791 | 0.24231 | 0.75198 |
LOF | 13 | 0.15534 | 0.06172 | 0.11814 | 0.02041 | 0.20444 | 0.11627 | 0.56400 |
LOF | 100 | 0.14887 | 0.05453 | 0.16849 | 0.07633 | 0.25442 | 0.17178 | 0.65480 |
SimplifiedLOF | 20 | 0.16828 | 0.07610 | 0.12305 | 0.02585 | 0.21012 | 0.12258 | 0.57582 |
SimplifiedLOF | 97 | 0.15534 | 0.06172 | 0.14361 | 0.04869 | 0.22709 | 0.14143 | 0.61412 |
SimplifiedLOF | 100 | 0.14887 | 0.05453 | 0.14592 | 0.05126 | 0.22674 | 0.14104 | 0.61608 |
LoOP | 1 | 0.16181 | 0.06891 | 0.14404 | 0.04918 | 0.18144 | 0.09072 | 0.53538 |
LoOP | 100 | 0.14563 | 0.05094 | 0.13383 | 0.03783 | 0.21728 | 0.13053 | 0.59051 |
LDOF | 2 | 0.15534 | 0.06172 | 0.13235 | 0.03619 | 0.18745 | 0.09739 | 0.49055 |
LDOF | 87 | 0.13269 | 0.03656 | 0.10931 | 0.01059 | 0.19883 | 0.11004 | 0.53244 |
LDOF | 100 | 0.13269 | 0.03656 | 0.11620 | 0.01824 | 0.19460 | 0.10534 | 0.54078 |
ODIN | 2 | 0.12075 | 0.02330 | 0.12104 | 0.02362 | 0.21319 | 0.12598 | 0.59525 |
ODIN | 3 | 0.12432 | 0.02727 | 0.11901 | 0.02137 | 0.21067 | 0.12319 | 0.58235 |
ODIN | 9 | 0.08624 | -0.01503 | 0.11562 | 0.01760 | 0.21933 | 0.13281 | 0.58860 |
FastABOD | 95 | 0.28803 | 0.20912 | 0.27723 | 0.19713 | 0.32146 | 0.24625 | 0.74201 |
FastABOD | 100 | 0.28803 | 0.20912 | 0.27734 | 0.19725 | 0.32146 | 0.24625 | 0.74211 |
KDEOS | 100 | 0.11974 | 0.02218 | 0.12267 | 0.02544 | 0.22481 | 0.13889 | 0.59778 |
LDF | 89 | 0.27184 | 0.19114 | 0.23811 | 0.15366 | 0.29958 | 0.22196 | 0.68802 |
LDF | 96 | 0.27184 | 0.19114 | 0.24370 | 0.15987 | 0.30618 | 0.22928 | 0.69793 |
LDF | 100 | 0.27184 | 0.19114 | 0.24024 | 0.15603 | 0.30812 | 0.23144 | 0.70105 |
INFLO | 84 | 0.15210 | 0.05813 | 0.15158 | 0.05755 | 0.29652 | 0.21855 | 0.63385 |
INFLO | 96 | 0.14563 | 0.05094 | 0.15906 | 0.06586 | 0.30598 | 0.22906 | 0.64214 |
INFLO | 100 | 0.15210 | 0.05813 | 0.16048 | 0.06744 | 0.30550 | 0.22853 | 0.64031 |
COF | 78 | 0.16181 | 0.06891 | 0.14432 | 0.04948 | 0.24829 | 0.16497 | 0.63519 |
COF | 88 | 0.16828 | 0.07610 | 0.15137 | 0.05731 | 0.24354 | 0.15970 | 0.63707 |
COF | 98 | 0.16505 | 0.07251 | 0.16358 | 0.07088 | 0.24483 | 0.16113 | 0.65032 |
COF | 100 | 0.16181 | 0.06891 | 0.16791 | 0.07569 | 0.24518 | 0.16152 | 0.65015 |