SpamBase (5% of outliers version#02)
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 (71.8 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 | 2 | 0.19549 | 0.15316 | 0.14736 | 0.10250 | 0.27103 | 0.23268 | 0.77773 |
KNNW | 1 | 0.20301 | 0.16108 | 0.13454 | 0.08901 | 0.24336 | 0.20356 | 0.70688 |
KNNW | 4 | 0.17293 | 0.12942 | 0.14226 | 0.09713 | 0.25310 | 0.21381 | 0.77416 |
KNNW | 5 | 0.18797 | 0.14525 | 0.14351 | 0.09845 | 0.25962 | 0.22066 | 0.77378 |
KNNW | 6 | 0.18797 | 0.14525 | 0.14363 | 0.09858 | 0.25592 | 0.21678 | 0.77212 |
LOF | 81 | 0.09774 | 0.05028 | 0.12381 | 0.07772 | 0.21696 | 0.17577 | 0.73025 |
LOF | 83 | 0.09774 | 0.05028 | 0.12384 | 0.07774 | 0.21611 | 0.17487 | 0.72989 |
LOF | 84 | 0.09774 | 0.05028 | 0.12340 | 0.07728 | 0.21918 | 0.17810 | 0.72950 |
LOF | 88 | 0.10526 | 0.05819 | 0.12207 | 0.07588 | 0.21318 | 0.17178 | 0.72727 |
SimplifiedLOF | 2 | 0.08271 | 0.03445 | 0.06146 | 0.01208 | 0.11852 | 0.07214 | 0.55710 |
SimplifiedLOF | 37 | 0.02256 | -0.02887 | 0.08617 | 0.03810 | 0.17563 | 0.13226 | 0.69277 |
SimplifiedLOF | 100 | 0.08271 | 0.03445 | 0.10227 | 0.05504 | 0.17181 | 0.12823 | 0.69503 |
LoOP | 16 | 0.10526 | 0.05819 | 0.08149 | 0.03316 | 0.15183 | 0.10720 | 0.67117 |
LoOP | 99 | 0.09023 | 0.04236 | 0.11491 | 0.06834 | 0.20947 | 0.16788 | 0.72787 |
LoOP | 100 | 0.09774 | 0.05028 | 0.11508 | 0.06852 | 0.20852 | 0.16688 | 0.72823 |
LDOF | 88 | 0.09774 | 0.05028 | 0.10307 | 0.05588 | 0.16493 | 0.12100 | 0.69753 |
LDOF | 99 | 0.08271 | 0.03445 | 0.10648 | 0.05947 | 0.17495 | 0.13154 | 0.70274 |
LDOF | 100 | 0.09023 | 0.04236 | 0.10670 | 0.05970 | 0.17438 | 0.13094 | 0.70315 |
ODIN | 89 | 0.10526 | 0.05819 | 0.09646 | 0.04893 | 0.18919 | 0.14653 | 0.70222 |
ODIN | 98 | 0.10419 | 0.05706 | 0.09843 | 0.05100 | 0.19366 | 0.15123 | 0.70542 |
ODIN | 99 | 0.10526 | 0.05819 | 0.09836 | 0.05092 | 0.19463 | 0.15226 | 0.70572 |
FastABOD | 4 | 0.15038 | 0.10568 | 0.11668 | 0.07021 | 0.20913 | 0.16752 | 0.73415 |
FastABOD | 5 | 0.15789 | 0.11359 | 0.11505 | 0.06849 | 0.21116 | 0.16965 | 0.73127 |
FastABOD | 10 | 0.13534 | 0.08985 | 0.11430 | 0.06771 | 0.21538 | 0.17411 | 0.72766 |
FastABOD | 98 | 0.13534 | 0.08985 | 0.12292 | 0.07677 | 0.20408 | 0.16221 | 0.71319 |
KDEOS | 6 | 0.08271 | 0.03445 | 0.06798 | 0.01894 | 0.13636 | 0.09093 | 0.58283 |
KDEOS | 8 | 0.08271 | 0.03445 | 0.06926 | 0.02029 | 0.12698 | 0.08105 | 0.58148 |
KDEOS | 11 | 0.09774 | 0.05028 | 0.06892 | 0.01994 | 0.12607 | 0.08009 | 0.59316 |
KDEOS | 26 | 0.06015 | 0.01070 | 0.06379 | 0.01454 | 0.11901 | 0.07266 | 0.59948 |
LDF | 5 | 0.10526 | 0.05819 | 0.10286 | 0.05566 | 0.18543 | 0.14258 | 0.74362 |
LDF | 6 | 0.09023 | 0.04236 | 0.10094 | 0.05364 | 0.20359 | 0.16169 | 0.74847 |
LDF | 52 | 0.16541 | 0.12151 | 0.08387 | 0.03567 | 0.16901 | 0.12530 | 0.59295 |
INFLO | 9 | 0.10526 | 0.05819 | 0.08072 | 0.03235 | 0.15011 | 0.10540 | 0.65859 |
INFLO | 81 | 0.10526 | 0.05819 | 0.12352 | 0.07741 | 0.21646 | 0.17524 | 0.73832 |
INFLO | 83 | 0.10526 | 0.05819 | 0.12307 | 0.07694 | 0.21726 | 0.17608 | 0.73723 |
COF | 31 | 0.05263 | 0.00279 | 0.09531 | 0.04772 | 0.19640 | 0.15413 | 0.72538 |
COF | 94 | 0.15038 | 0.10568 | 0.11290 | 0.06623 | 0.21130 | 0.16981 | 0.68823 |
COF | 98 | 0.18045 | 0.13733 | 0.11172 | 0.06499 | 0.20524 | 0.16343 | 0.68943 |
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 (72.9 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 | 0.17808 | 0.13504 | 0.16090 | 0.11696 | 0.24524 | 0.20572 | 0.76851 |
KNN | 8 | 0.19863 | 0.15666 | 0.15604 | 0.11184 | 0.23762 | 0.19770 | 0.75088 |
KNNW | 3 | 0.19178 | 0.14946 | 0.14388 | 0.09904 | 0.23480 | 0.19473 | 0.73573 |
KNNW | 7 | 0.15753 | 0.11342 | 0.15487 | 0.11062 | 0.25155 | 0.21235 | 0.76130 |
KNNW | 9 | 0.15753 | 0.11342 | 0.15686 | 0.11271 | 0.25447 | 0.21543 | 0.76054 |
LOF | 9 | 0.08904 | 0.04134 | 0.08518 | 0.03727 | 0.16943 | 0.12593 | 0.70976 |
LOF | 14 | 0.06164 | 0.01250 | 0.09725 | 0.04998 | 0.20022 | 0.15834 | 0.74372 |
LOF | 15 | 0.06164 | 0.01250 | 0.09738 | 0.05011 | 0.20024 | 0.15836 | 0.74261 |
SimplifiedLOF | 1 | 0.07534 | 0.02692 | 0.06043 | 0.01122 | 0.11876 | 0.07261 | 0.56683 |
SimplifiedLOF | 24 | 0.01370 | -0.03795 | 0.08210 | 0.03403 | 0.17169 | 0.12831 | 0.70318 |
SimplifiedLOF | 39 | 0.00000 | -0.05237 | 0.07888 | 0.03065 | 0.17789 | 0.13484 | 0.69497 |
LoOP | 2 | 0.09589 | 0.04854 | 0.06780 | 0.01898 | 0.12754 | 0.08186 | 0.57488 |
LoOP | 25 | 0.07534 | 0.02692 | 0.09158 | 0.04401 | 0.18440 | 0.14169 | 0.71841 |
LoOP | 26 | 0.06849 | 0.01971 | 0.09130 | 0.04371 | 0.18654 | 0.14395 | 0.71770 |
LoOP | 27 | 0.06849 | 0.01971 | 0.09131 | 0.04372 | 0.18070 | 0.13780 | 0.71845 |
LDOF | 5 | 0.09589 | 0.04854 | 0.06128 | 0.01212 | 0.12155 | 0.07554 | 0.53767 |
LDOF | 47 | 0.04795 | -0.00191 | 0.08521 | 0.03730 | 0.18161 | 0.13875 | 0.70456 |
LDOF | 57 | 0.04795 | -0.00191 | 0.08643 | 0.03859 | 0.17951 | 0.13654 | 0.70979 |
LDOF | 78 | 0.04110 | -0.00912 | 0.08664 | 0.03881 | 0.17444 | 0.13121 | 0.70568 |
ODIN | 94 | 0.12920 | 0.08360 | 0.10085 | 0.05377 | 0.18117 | 0.13829 | 0.68305 |
ODIN | 100 | 0.13601 | 0.09076 | 0.10177 | 0.05473 | 0.18075 | 0.13785 | 0.68391 |
FastABOD | 20 | 0.10274 | 0.05575 | 0.09339 | 0.04592 | 0.18428 | 0.14156 | 0.67897 |
FastABOD | 21 | 0.10274 | 0.05575 | 0.09346 | 0.04599 | 0.18231 | 0.13949 | 0.67900 |
FastABOD | 67 | 0.10274 | 0.05575 | 0.09454 | 0.04713 | 0.18732 | 0.14476 | 0.67579 |
FastABOD | 100 | 0.10274 | 0.05575 | 0.10366 | 0.05673 | 0.18598 | 0.14335 | 0.67703 |
KDEOS | 4 | 0.09589 | 0.04854 | 0.06375 | 0.01472 | 0.12355 | 0.07765 | 0.55425 |
KDEOS | 27 | 0.08219 | 0.03413 | 0.06629 | 0.01740 | 0.11932 | 0.07320 | 0.60330 |
KDEOS | 52 | 0.04795 | -0.00191 | 0.05894 | 0.00965 | 0.13175 | 0.08628 | 0.59383 |
KDEOS | 95 | 0.04795 | -0.00191 | 0.06132 | 0.01216 | 0.12991 | 0.08435 | 0.60789 |
LDF | 7 | 0.11644 | 0.07017 | 0.10825 | 0.06155 | 0.19922 | 0.15728 | 0.73892 |
LDF | 8 | 0.11644 | 0.07017 | 0.10103 | 0.05396 | 0.19680 | 0.15474 | 0.74205 |
INFLO | 1 | 0.10274 | 0.05575 | 0.06500 | 0.01604 | 0.11862 | 0.07246 | 0.57276 |
INFLO | 15 | 0.06164 | 0.01250 | 0.08989 | 0.04223 | 0.18391 | 0.14117 | 0.71669 |
INFLO | 16 | 0.04795 | -0.00191 | 0.08979 | 0.04212 | 0.18519 | 0.14252 | 0.72242 |
INFLO | 24 | 0.01370 | -0.03795 | 0.08845 | 0.04072 | 0.19151 | 0.14917 | 0.71747 |
COF | 24 | 0.09589 | 0.04854 | 0.09505 | 0.04766 | 0.19543 | 0.15330 | 0.71530 |
COF | 26 | 0.09589 | 0.04854 | 0.09854 | 0.05134 | 0.20217 | 0.16039 | 0.72451 |
COF | 29 | 0.08219 | 0.03413 | 0.09800 | 0.05076 | 0.19898 | 0.15704 | 0.72586 |
Plots
Not normalized, without duplicates
This version contains 57 attributes, 2661 objects, 133 outliers (5.00%)
Download raw algorithm results (23.1 MB) Download raw algorithm evaluation table (67.2 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 | 0.24060 | 0.20065 | 0.18263 | 0.13963 | 0.26190 | 0.22307 | 0.77591 |
KNN | 3 | 0.26316 | 0.22439 | 0.18681 | 0.14402 | 0.29041 | 0.25308 | 0.77043 |
KNN | 4 | 0.25564 | 0.21648 | 0.18996 | 0.14734 | 0.28895 | 0.25154 | 0.76805 |
KNN | 7 | 0.25564 | 0.21648 | 0.18470 | 0.14181 | 0.29050 | 0.25318 | 0.76949 |
KNNW | 3 | 0.23308 | 0.19273 | 0.18778 | 0.14505 | 0.26991 | 0.23150 | 0.77491 |
KNNW | 4 | 0.24060 | 0.20065 | 0.19030 | 0.14770 | 0.28046 | 0.24260 | 0.77456 |
KNNW | 5 | 0.24060 | 0.20065 | 0.19214 | 0.14964 | 0.28506 | 0.24744 | 0.77271 |
KNNW | 15 | 0.22556 | 0.18482 | 0.18186 | 0.13881 | 0.28962 | 0.25224 | 0.76827 |
LOF | 10 | 0.15038 | 0.10568 | 0.08958 | 0.04168 | 0.18182 | 0.13877 | 0.59321 |
LOF | 12 | 0.17293 | 0.12942 | 0.09522 | 0.04762 | 0.17891 | 0.13572 | 0.59017 |
LOF | 18 | 0.15789 | 0.11359 | 0.09979 | 0.05243 | 0.17021 | 0.12656 | 0.60271 |
LOF | 98 | 0.12782 | 0.08193 | 0.09608 | 0.04852 | 0.15089 | 0.10622 | 0.65833 |
SimplifiedLOF | 20 | 0.18797 | 0.14525 | 0.10195 | 0.05470 | 0.18868 | 0.14600 | 0.62368 |
SimplifiedLOF | 22 | 0.18045 | 0.13733 | 0.10445 | 0.05733 | 0.19286 | 0.15039 | 0.62890 |
SimplifiedLOF | 56 | 0.17293 | 0.12942 | 0.10826 | 0.06134 | 0.18785 | 0.14512 | 0.61557 |
SimplifiedLOF | 100 | 0.15789 | 0.11359 | 0.10410 | 0.05696 | 0.17204 | 0.12848 | 0.63329 |
LoOP | 22 | 0.14286 | 0.09776 | 0.08823 | 0.04026 | 0.16617 | 0.12230 | 0.61941 |
LoOP | 44 | 0.18045 | 0.13733 | 0.08978 | 0.04189 | 0.18251 | 0.13950 | 0.58839 |
LoOP | 46 | 0.18045 | 0.13733 | 0.09012 | 0.04225 | 0.18533 | 0.14247 | 0.58501 |
LoOP | 70 | 0.16541 | 0.12151 | 0.09393 | 0.04626 | 0.16949 | 0.12580 | 0.58482 |
LDOF | 27 | 0.09023 | 0.04236 | 0.07126 | 0.02239 | 0.12500 | 0.07897 | 0.55414 |
LDOF | 50 | 0.13534 | 0.08985 | 0.07615 | 0.02754 | 0.13878 | 0.09347 | 0.54087 |
LDOF | 58 | 0.15038 | 0.10568 | 0.07459 | 0.02590 | 0.15190 | 0.10728 | 0.53974 |
LDOF | 80 | 0.15038 | 0.10568 | 0.07537 | 0.02672 | 0.15873 | 0.11447 | 0.54756 |
ODIN | 9 | 0.04967 | -0.00033 | 0.06125 | 0.01187 | 0.12713 | 0.08121 | 0.59661 |
ODIN | 11 | 0.05032 | 0.00035 | 0.06121 | 0.01182 | 0.12320 | 0.07707 | 0.60037 |
ODIN | 87 | 0.09364 | 0.04596 | 0.06415 | 0.01492 | 0.11667 | 0.07019 | 0.56468 |
ODIN | 100 | 0.06767 | 0.01862 | 0.06586 | 0.01671 | 0.12303 | 0.07689 | 0.57115 |
FastABOD | 3 | 0.19549 | 0.15316 | 0.15940 | 0.11518 | 0.25155 | 0.21217 | 0.77884 |
FastABOD | 4 | 0.20301 | 0.16108 | 0.16534 | 0.12143 | 0.25941 | 0.22045 | 0.77522 |
FastABOD | 7 | 0.21805 | 0.17691 | 0.16367 | 0.11967 | 0.25734 | 0.21826 | 0.77536 |
FastABOD | 93 | 0.20301 | 0.16108 | 0.16603 | 0.12216 | 0.25592 | 0.21678 | 0.76887 |
KDEOS | 57 | 0.10526 | 0.05819 | 0.07336 | 0.02461 | 0.13324 | 0.08764 | 0.62443 |
KDEOS | 60 | 0.09023 | 0.04236 | 0.07359 | 0.02485 | 0.13724 | 0.09185 | 0.62267 |
KDEOS | 69 | 0.12030 | 0.07402 | 0.07357 | 0.02483 | 0.13324 | 0.08764 | 0.61871 |
KDEOS | 100 | 0.10526 | 0.05819 | 0.07642 | 0.02783 | 0.13108 | 0.08537 | 0.62257 |
LDF | 5 | 0.18045 | 0.13733 | 0.09376 | 0.04608 | 0.20561 | 0.16381 | 0.55856 |
LDF | 69 | 0.18045 | 0.13733 | 0.13909 | 0.09379 | 0.19679 | 0.15453 | 0.70798 |
LDF | 88 | 0.20301 | 0.16108 | 0.12813 | 0.08226 | 0.20301 | 0.16108 | 0.71813 |
LDF | 98 | 0.19549 | 0.15316 | 0.12969 | 0.08391 | 0.20295 | 0.16101 | 0.72691 |
INFLO | 37 | 0.15789 | 0.11359 | 0.08812 | 0.04015 | 0.15970 | 0.11549 | 0.59498 |
INFLO | 84 | 0.12030 | 0.07402 | 0.09645 | 0.04891 | 0.17323 | 0.12973 | 0.64165 |
COF | 17 | 0.18797 | 0.14525 | 0.11411 | 0.06750 | 0.20000 | 0.15791 | 0.59543 |
COF | 58 | 0.15789 | 0.11359 | 0.14597 | 0.10104 | 0.23392 | 0.19361 | 0.61839 |
COF | 68 | 0.16541 | 0.12151 | 0.14801 | 0.10319 | 0.21978 | 0.17873 | 0.62678 |
COF | 95 | 0.18045 | 0.13733 | 0.13004 | 0.08427 | 0.22346 | 0.18261 | 0.65517 |
Plots
Not normalized, duplicates
This version contains 57 attributes, 2934 objects, 146 outliers (4.98%)
Download raw algorithm results (23.9 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 | 2 | 0.25342 | 0.21433 | 0.22925 | 0.18889 | 0.28000 | 0.24230 | 0.78820 |
KNN | 3 | 0.26712 | 0.22874 | 0.22498 | 0.18439 | 0.28902 | 0.25179 | 0.78509 |
KNN | 15 | 0.23973 | 0.19991 | 0.19126 | 0.14890 | 0.27248 | 0.23438 | 0.79083 |
KNNW | 1 | 0.26027 | 0.22154 | 0.21751 | 0.17654 | 0.28169 | 0.24407 | 0.76796 |
KNNW | 4 | 0.26027 | 0.22154 | 0.23185 | 0.19163 | 0.28455 | 0.24709 | 0.78980 |
KNNW | 20 | 0.24658 | 0.20712 | 0.20852 | 0.16707 | 0.26913 | 0.23086 | 0.79152 |
LOF | 74 | 0.10959 | 0.06296 | 0.08159 | 0.03350 | 0.12794 | 0.08227 | 0.61686 |
LOF | 100 | 0.10959 | 0.06296 | 0.09967 | 0.05252 | 0.15070 | 0.10622 | 0.65240 |
SimplifiedLOF | 8 | 0.10959 | 0.06296 | 0.07378 | 0.02527 | 0.14800 | 0.10338 | 0.60141 |
SimplifiedLOF | 19 | 0.10959 | 0.06296 | 0.07127 | 0.02264 | 0.13439 | 0.08906 | 0.61594 |
SimplifiedLOF | 90 | 0.13014 | 0.08458 | 0.07228 | 0.02370 | 0.13296 | 0.08756 | 0.60725 |
SimplifiedLOF | 100 | 0.13014 | 0.08458 | 0.08283 | 0.03480 | 0.14545 | 0.10070 | 0.61553 |
LoOP | 1 | 0.11644 | 0.07017 | 0.07139 | 0.02276 | 0.12378 | 0.07789 | 0.56613 |
LoOP | 11 | 0.11644 | 0.07017 | 0.07359 | 0.02508 | 0.13996 | 0.09493 | 0.60722 |
LDOF | 8 | 0.10959 | 0.06296 | 0.06039 | 0.01118 | 0.11730 | 0.07108 | 0.51743 |
LDOF | 13 | 0.08904 | 0.04134 | 0.06041 | 0.01120 | 0.12860 | 0.08297 | 0.53782 |
LDOF | 19 | 0.06849 | 0.01971 | 0.05752 | 0.00817 | 0.11798 | 0.07179 | 0.54127 |
LDOF | 100 | 0.08219 | 0.03413 | 0.06477 | 0.01579 | 0.10404 | 0.05712 | 0.53965 |
ODIN | 1 | 0.06700 | 0.01814 | 0.06387 | 0.01485 | 0.11810 | 0.07191 | 0.61047 |
ODIN | 6 | 0.06748 | 0.01865 | 0.06252 | 0.01342 | 0.11942 | 0.07331 | 0.60226 |
ODIN | 8 | 0.04574 | -0.00423 | 0.06136 | 0.01220 | 0.12338 | 0.07747 | 0.60911 |
ODIN | 10 | 0.04884 | -0.00097 | 0.06211 | 0.01300 | 0.12061 | 0.07456 | 0.61091 |
FastABOD | 70 | 0.28767 | 0.25037 | 0.20361 | 0.16190 | 0.29066 | 0.25351 | 0.79405 |
FastABOD | 75 | 0.28767 | 0.25037 | 0.20436 | 0.16269 | 0.29371 | 0.25672 | 0.79430 |
FastABOD | 100 | 0.28767 | 0.25037 | 0.20476 | 0.16312 | 0.29371 | 0.25672 | 0.79446 |
KDEOS | 11 | 0.07534 | 0.02692 | 0.06008 | 0.01086 | 0.11902 | 0.07289 | 0.57960 |
KDEOS | 43 | 0.03425 | -0.01633 | 0.05992 | 0.01069 | 0.13738 | 0.09220 | 0.59030 |
KDEOS | 98 | 0.04795 | -0.00191 | 0.06259 | 0.01350 | 0.12825 | 0.08260 | 0.60399 |
LDF | 93 | 0.21918 | 0.17829 | 0.15100 | 0.10654 | 0.23708 | 0.19713 | 0.71581 |
LDF | 95 | 0.20548 | 0.16387 | 0.15481 | 0.11055 | 0.23270 | 0.19252 | 0.71723 |
LDF | 96 | 0.23288 | 0.19270 | 0.15262 | 0.10825 | 0.23492 | 0.19486 | 0.71704 |
LDF | 100 | 0.21233 | 0.17108 | 0.14958 | 0.10504 | 0.23077 | 0.19049 | 0.72298 |
INFLO | 98 | 0.12329 | 0.07738 | 0.09255 | 0.04502 | 0.17259 | 0.12926 | 0.63669 |
INFLO | 99 | 0.12329 | 0.07738 | 0.09260 | 0.04508 | 0.17184 | 0.12847 | 0.63024 |
COF | 9 | 0.10274 | 0.05575 | 0.07428 | 0.02581 | 0.16292 | 0.11909 | 0.59336 |
COF | 12 | 0.13014 | 0.08458 | 0.07316 | 0.02463 | 0.14674 | 0.10206 | 0.60208 |
COF | 97 | 0.12329 | 0.07738 | 0.08974 | 0.04207 | 0.14634 | 0.10164 | 0.64559 |
COF | 100 | 0.12329 | 0.07738 | 0.09356 | 0.04609 | 0.14177 | 0.09682 | 0.64545 |