SpamBase (10% 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, 2808 objects, 280 outliers (9.97%)
Download raw algorithm results (25.1 MB) Download raw algorithm evaluation table (70.0 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 | 2 | 0.23571 | 0.15106 | 0.19477 | 0.10559 | 0.28857 | 0.20977 | 0.68171 |
KNN | 7 | 0.21429 | 0.12726 | 0.19171 | 0.10219 | 0.27447 | 0.19411 | 0.70380 |
KNNW | 7 | 0.22500 | 0.13916 | 0.18843 | 0.09854 | 0.27756 | 0.19754 | 0.67960 |
KNNW | 11 | 0.23929 | 0.15503 | 0.18942 | 0.09964 | 0.27485 | 0.19454 | 0.68911 |
KNNW | 12 | 0.23929 | 0.15503 | 0.18956 | 0.09979 | 0.27326 | 0.19276 | 0.68999 |
KNNW | 14 | 0.22857 | 0.14313 | 0.18932 | 0.09953 | 0.27143 | 0.19073 | 0.69008 |
LOF | 29 | 0.11786 | 0.02015 | 0.14209 | 0.04707 | 0.26415 | 0.18265 | 0.65257 |
LOF | 80 | 0.21429 | 0.12726 | 0.16797 | 0.07581 | 0.25379 | 0.17113 | 0.65963 |
LOF | 98 | 0.19286 | 0.10346 | 0.16726 | 0.07502 | 0.25319 | 0.17047 | 0.66025 |
SimplifiedLOF | 39 | 0.09286 | -0.00762 | 0.13215 | 0.03602 | 0.24152 | 0.15751 | 0.62213 |
SimplifiedLOF | 42 | 0.10000 | 0.00032 | 0.13317 | 0.03716 | 0.23961 | 0.15539 | 0.62219 |
SimplifiedLOF | 90 | 0.15000 | 0.05585 | 0.14199 | 0.04695 | 0.21895 | 0.13244 | 0.60920 |
SimplifiedLOF | 100 | 0.14643 | 0.05189 | 0.14416 | 0.04936 | 0.22021 | 0.13384 | 0.61362 |
LoOP | 39 | 0.13214 | 0.03602 | 0.13902 | 0.04366 | 0.25230 | 0.16948 | 0.63787 |
LoOP | 85 | 0.20000 | 0.11139 | 0.16258 | 0.06982 | 0.24779 | 0.16447 | 0.64354 |
LoOP | 100 | 0.19643 | 0.10743 | 0.16570 | 0.07329 | 0.25217 | 0.16934 | 0.65074 |
LDOF | 51 | 0.13929 | 0.04395 | 0.13893 | 0.04356 | 0.24178 | 0.15779 | 0.63748 |
LDOF | 56 | 0.14643 | 0.05189 | 0.14056 | 0.04537 | 0.23840 | 0.15405 | 0.63850 |
LDOF | 100 | 0.18571 | 0.09552 | 0.15847 | 0.06526 | 0.23510 | 0.15038 | 0.63240 |
ODIN | 98 | 0.17900 | 0.08807 | 0.15389 | 0.06017 | 0.26002 | 0.17806 | 0.64830 |
ODIN | 100 | 0.17647 | 0.08526 | 0.15438 | 0.06072 | 0.26188 | 0.18013 | 0.64911 |
FastABOD | 10 | 0.21786 | 0.13123 | 0.17273 | 0.08111 | 0.25392 | 0.17129 | 0.62145 |
FastABOD | 18 | 0.22500 | 0.13916 | 0.17598 | 0.08471 | 0.25526 | 0.17278 | 0.61890 |
FastABOD | 49 | 0.22500 | 0.13916 | 0.17755 | 0.08646 | 0.25721 | 0.17494 | 0.61679 |
FastABOD | 64 | 0.21786 | 0.13123 | 0.17363 | 0.08210 | 0.26034 | 0.17842 | 0.61799 |
KDEOS | 3 | 0.12857 | 0.03205 | 0.11312 | 0.01489 | 0.18302 | 0.09253 | 0.49692 |
KDEOS | 85 | 0.09286 | -0.00762 | 0.11270 | 0.01443 | 0.20987 | 0.12236 | 0.55938 |
KDEOS | 98 | 0.10714 | 0.00825 | 0.11417 | 0.01606 | 0.20671 | 0.11885 | 0.56434 |
KDEOS | 100 | 0.11429 | 0.01618 | 0.11456 | 0.01649 | 0.20796 | 0.12023 | 0.56384 |
LDF | 5 | 0.18929 | 0.09949 | 0.15837 | 0.06515 | 0.25000 | 0.16693 | 0.63406 |
LDF | 10 | 0.13929 | 0.04395 | 0.14913 | 0.05489 | 0.26461 | 0.18316 | 0.66719 |
LDF | 69 | 0.19643 | 0.10743 | 0.14649 | 0.05196 | 0.21716 | 0.13045 | 0.60923 |
INFLO | 74 | 0.21429 | 0.12726 | 0.16719 | 0.07495 | 0.25688 | 0.17457 | 0.65728 |
INFLO | 80 | 0.20357 | 0.11536 | 0.16925 | 0.07724 | 0.26455 | 0.18309 | 0.66555 |
INFLO | 98 | 0.19643 | 0.10743 | 0.16939 | 0.07740 | 0.26424 | 0.18274 | 0.66864 |
INFLO | 99 | 0.19643 | 0.10743 | 0.16925 | 0.07724 | 0.26216 | 0.18044 | 0.66879 |
COF | 35 | 0.15714 | 0.06379 | 0.13795 | 0.04247 | 0.23792 | 0.15351 | 0.62013 |
COF | 36 | 0.16429 | 0.07172 | 0.13783 | 0.04234 | 0.23394 | 0.14909 | 0.62132 |
COF | 96 | 0.15000 | 0.05585 | 0.14007 | 0.04482 | 0.22317 | 0.13713 | 0.60620 |
Plots
Normalized, duplicates
This version contains 57 attributes, 3097 objects, 309 outliers (9.98%)
Download raw algorithm results (25.6 MB) Download raw algorithm evaluation table (74.2 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 | 2 | 0.23301 | 0.14800 | 0.19710 | 0.10812 | 0.28781 | 0.20888 | 0.70180 |
KNN | 4 | 0.23301 | 0.14800 | 0.20617 | 0.11818 | 0.28460 | 0.20531 | 0.72380 |
KNN | 5 | 0.22654 | 0.14081 | 0.20776 | 0.11995 | 0.27927 | 0.19939 | 0.72242 |
KNN | 6 | 0.23625 | 0.15160 | 0.20663 | 0.11870 | 0.27907 | 0.19917 | 0.72006 |
KNNW | 8 | 0.23948 | 0.15519 | 0.20090 | 0.11234 | 0.27810 | 0.19809 | 0.71235 |
KNNW | 9 | 0.24595 | 0.16238 | 0.20227 | 0.11385 | 0.27728 | 0.19718 | 0.71303 |
KNNW | 10 | 0.24272 | 0.15879 | 0.20229 | 0.11388 | 0.27692 | 0.19678 | 0.71292 |
LOF | 10 | 0.17476 | 0.08329 | 0.15502 | 0.06137 | 0.26188 | 0.18007 | 0.67535 |
LOF | 12 | 0.17476 | 0.08329 | 0.15529 | 0.06167 | 0.25476 | 0.17217 | 0.67736 |
LOF | 18 | 0.14563 | 0.05094 | 0.14796 | 0.05352 | 0.25887 | 0.17673 | 0.67765 |
LOF | 23 | 0.12621 | 0.02937 | 0.14409 | 0.04923 | 0.26578 | 0.18440 | 0.67516 |
SimplifiedLOF | 1 | 0.14239 | 0.04734 | 0.11601 | 0.01804 | 0.19687 | 0.10786 | 0.54746 |
SimplifiedLOF | 14 | 0.13269 | 0.03656 | 0.13314 | 0.03706 | 0.23678 | 0.15219 | 0.62456 |
SimplifiedLOF | 40 | 0.09061 | -0.01017 | 0.12941 | 0.03292 | 0.24797 | 0.16462 | 0.64358 |
LoOP | 16 | 0.17476 | 0.08329 | 0.14851 | 0.05413 | 0.24725 | 0.16382 | 0.64758 |
LoOP | 20 | 0.16505 | 0.07251 | 0.15060 | 0.05646 | 0.25553 | 0.17302 | 0.65407 |
LoOP | 22 | 0.16505 | 0.07251 | 0.15173 | 0.05771 | 0.25389 | 0.17119 | 0.65743 |
LoOP | 42 | 0.12621 | 0.02937 | 0.14293 | 0.04794 | 0.24499 | 0.16131 | 0.65850 |
LDOF | 18 | 0.15534 | 0.06172 | 0.13470 | 0.03880 | 0.22404 | 0.13804 | 0.61763 |
LDOF | 53 | 0.12621 | 0.02937 | 0.14049 | 0.04523 | 0.24481 | 0.16111 | 0.65211 |
LDOF | 78 | 0.13592 | 0.04015 | 0.14184 | 0.04672 | 0.24211 | 0.15811 | 0.64980 |
ODIN | 43 | 0.16328 | 0.07055 | 0.15571 | 0.06214 | 0.24880 | 0.16554 | 0.65521 |
ODIN | 71 | 0.15811 | 0.06481 | 0.15564 | 0.06206 | 0.25295 | 0.17015 | 0.64971 |
ODIN | 80 | 0.17237 | 0.08064 | 0.15697 | 0.06354 | 0.25000 | 0.16688 | 0.64963 |
ODIN | 100 | 0.16660 | 0.07423 | 0.15964 | 0.06650 | 0.25056 | 0.16750 | 0.65135 |
FastABOD | 22 | 0.16505 | 0.07251 | 0.14132 | 0.04615 | 0.23024 | 0.14493 | 0.62570 |
FastABOD | 70 | 0.15858 | 0.06532 | 0.14573 | 0.05105 | 0.23219 | 0.14710 | 0.62799 |
FastABOD | 89 | 0.15858 | 0.06532 | 0.14690 | 0.05235 | 0.23421 | 0.14934 | 0.62786 |
FastABOD | 96 | 0.16181 | 0.06891 | 0.14764 | 0.05317 | 0.23408 | 0.14919 | 0.62798 |
KDEOS | 17 | 0.15534 | 0.06172 | 0.12369 | 0.02657 | 0.19886 | 0.11006 | 0.56522 |
KDEOS | 25 | 0.13592 | 0.04015 | 0.12667 | 0.02988 | 0.20462 | 0.11646 | 0.58071 |
KDEOS | 58 | 0.10032 | 0.00061 | 0.11986 | 0.02231 | 0.22296 | 0.13684 | 0.60542 |
KDEOS | 65 | 0.08414 | -0.01736 | 0.11830 | 0.02058 | 0.22421 | 0.13822 | 0.60268 |
LDF | 6 | 0.17152 | 0.07970 | 0.16548 | 0.07299 | 0.27575 | 0.19548 | 0.69798 |
LDF | 7 | 0.16181 | 0.06891 | 0.16469 | 0.07211 | 0.27726 | 0.19716 | 0.70126 |
INFLO | 12 | 0.17799 | 0.08689 | 0.14920 | 0.05490 | 0.25876 | 0.17661 | 0.66030 |
INFLO | 22 | 0.13592 | 0.04015 | 0.14162 | 0.04649 | 0.25305 | 0.17026 | 0.66184 |
COF | 23 | 0.17152 | 0.07970 | 0.14306 | 0.04809 | 0.23771 | 0.15322 | 0.64057 |
COF | 26 | 0.16181 | 0.06891 | 0.14541 | 0.05069 | 0.24303 | 0.15913 | 0.64617 |
COF | 35 | 0.15534 | 0.06172 | 0.14263 | 0.04761 | 0.25634 | 0.17392 | 0.65533 |
COF | 41 | 0.14887 | 0.05453 | 0.14322 | 0.04826 | 0.25492 | 0.17234 | 0.65688 |
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 (67.9 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 | 0.30714 | 0.23040 | 0.28422 | 0.20494 | 0.34522 | 0.27270 | 0.74414 |
KNN | 3 | 0.32500 | 0.25024 | 0.29013 | 0.21151 | 0.34070 | 0.26768 | 0.75406 |
KNNW | 6 | 0.32500 | 0.25024 | 0.28770 | 0.20880 | 0.34115 | 0.26817 | 0.74562 |
KNNW | 13 | 0.31786 | 0.24230 | 0.28220 | 0.20270 | 0.34371 | 0.27102 | 0.75082 |
KNNW | 100 | 0.28929 | 0.21057 | 0.25022 | 0.16717 | 0.32308 | 0.24810 | 0.75307 |
LOF | 44 | 0.17857 | 0.08759 | 0.16113 | 0.06821 | 0.21976 | 0.13334 | 0.60312 |
LOF | 100 | 0.16071 | 0.06776 | 0.17436 | 0.08291 | 0.26223 | 0.18051 | 0.65055 |
SimplifiedLOF | 50 | 0.17857 | 0.08759 | 0.16674 | 0.07445 | 0.21496 | 0.12801 | 0.60482 |
SimplifiedLOF | 100 | 0.17143 | 0.07966 | 0.17627 | 0.08504 | 0.23632 | 0.15174 | 0.62568 |
LoOP | 83 | 0.15714 | 0.06379 | 0.15447 | 0.06082 | 0.21376 | 0.12667 | 0.59314 |
LoOP | 96 | 0.16786 | 0.07569 | 0.15283 | 0.05900 | 0.21700 | 0.13028 | 0.59339 |
LoOP | 98 | 0.16429 | 0.07172 | 0.15248 | 0.05861 | 0.21995 | 0.13356 | 0.59433 |
LoOP | 100 | 0.16786 | 0.07569 | 0.15306 | 0.05926 | 0.21830 | 0.13172 | 0.59577 |
LDOF | 3 | 0.14286 | 0.04792 | 0.11520 | 0.01720 | 0.18135 | 0.09067 | 0.48447 |
LDOF | 89 | 0.12500 | 0.02809 | 0.12490 | 0.02797 | 0.18848 | 0.09859 | 0.52321 |
LDOF | 100 | 0.12500 | 0.02809 | 0.12563 | 0.02879 | 0.18698 | 0.09693 | 0.52760 |
ODIN | 18 | 0.06940 | -0.03367 | 0.10824 | 0.00946 | 0.21805 | 0.13144 | 0.56955 |
ODIN | 53 | 0.11786 | 0.02015 | 0.10995 | 0.01137 | 0.20274 | 0.11443 | 0.55467 |
ODIN | 97 | 0.09903 | -0.00077 | 0.11727 | 0.01950 | 0.20550 | 0.11750 | 0.57560 |
ODIN | 100 | 0.10179 | 0.00230 | 0.11739 | 0.01963 | 0.20531 | 0.11729 | 0.57498 |
FastABOD | 3 | 0.28929 | 0.21057 | 0.25888 | 0.17679 | 0.31818 | 0.24266 | 0.73895 |
FastABOD | 21 | 0.27500 | 0.19470 | 0.25340 | 0.17070 | 0.33087 | 0.25676 | 0.73362 |
KDEOS | 91 | 0.14286 | 0.04792 | 0.12694 | 0.03024 | 0.22070 | 0.13438 | 0.60129 |
KDEOS | 98 | 0.13214 | 0.03602 | 0.12763 | 0.03101 | 0.22412 | 0.13818 | 0.60439 |
KDEOS | 99 | 0.13929 | 0.04395 | 0.12715 | 0.03047 | 0.22458 | 0.13870 | 0.60414 |
KDEOS | 100 | 0.13929 | 0.04395 | 0.12708 | 0.03040 | 0.22413 | 0.13819 | 0.60454 |
LDF | 87 | 0.27143 | 0.19073 | 0.24124 | 0.15720 | 0.30552 | 0.22860 | 0.72481 |
LDF | 97 | 0.26786 | 0.18677 | 0.23995 | 0.15577 | 0.31466 | 0.23875 | 0.73158 |
LDF | 99 | 0.26786 | 0.18677 | 0.24065 | 0.15655 | 0.31519 | 0.23934 | 0.73136 |
LDF | 100 | 0.27143 | 0.19073 | 0.24481 | 0.16116 | 0.31290 | 0.23679 | 0.73143 |
INFLO | 79 | 0.17143 | 0.07966 | 0.16185 | 0.06901 | 0.29161 | 0.21315 | 0.63315 |
INFLO | 86 | 0.16786 | 0.07569 | 0.16262 | 0.06987 | 0.29130 | 0.21281 | 0.63922 |
INFLO | 97 | 0.16429 | 0.07172 | 0.16413 | 0.07155 | 0.29392 | 0.21571 | 0.63129 |
COF | 100 | 0.23929 | 0.15503 | 0.22562 | 0.13985 | 0.28049 | 0.20079 | 0.67187 |
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 (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 | 0.35275 | 0.28101 | 0.32156 | 0.24637 | 0.35955 | 0.28857 | 0.76651 |
KNN | 4 | 0.36246 | 0.29180 | 0.31559 | 0.23974 | 0.36964 | 0.29977 | 0.76953 |
KNN | 7 | 0.35922 | 0.28820 | 0.31673 | 0.24101 | 0.37209 | 0.30250 | 0.77198 |
KNNW | 3 | 0.34304 | 0.27023 | 0.32239 | 0.24729 | 0.35922 | 0.28820 | 0.75363 |
KNNW | 6 | 0.36246 | 0.29180 | 0.32011 | 0.24476 | 0.36452 | 0.29408 | 0.76174 |
KNNW | 8 | 0.35922 | 0.28820 | 0.31870 | 0.24318 | 0.36707 | 0.29692 | 0.76568 |
KNNW | 18 | 0.34951 | 0.27742 | 0.30750 | 0.23075 | 0.37126 | 0.30157 | 0.76540 |
LOF | 91 | 0.16505 | 0.07251 | 0.16402 | 0.07137 | 0.23896 | 0.15462 | 0.64152 |
LOF | 100 | 0.16505 | 0.07251 | 0.16870 | 0.07656 | 0.24559 | 0.16197 | 0.64997 |
SimplifiedLOF | 29 | 0.16505 | 0.07251 | 0.12479 | 0.02779 | 0.22095 | 0.13460 | 0.58690 |
SimplifiedLOF | 49 | 0.17476 | 0.08329 | 0.12679 | 0.03001 | 0.21554 | 0.12860 | 0.58936 |
SimplifiedLOF | 100 | 0.16505 | 0.07251 | 0.14649 | 0.05190 | 0.21861 | 0.13201 | 0.61840 |
LoOP | 1 | 0.17152 | 0.07970 | 0.14329 | 0.04834 | 0.19618 | 0.10709 | 0.54440 |
LoOP | 77 | 0.15858 | 0.06532 | 0.12542 | 0.02849 | 0.21497 | 0.12796 | 0.58316 |
LoOP | 97 | 0.15534 | 0.06172 | 0.13587 | 0.04010 | 0.21391 | 0.12679 | 0.59235 |
LDOF | 2 | 0.14239 | 0.04734 | 0.12269 | 0.02546 | 0.18555 | 0.09528 | 0.47806 |
LDOF | 6 | 0.15858 | 0.06532 | 0.11516 | 0.01709 | 0.18405 | 0.09362 | 0.49617 |
LDOF | 98 | 0.14563 | 0.05094 | 0.11704 | 0.01918 | 0.19556 | 0.10640 | 0.55058 |
LDOF | 99 | 0.14887 | 0.05453 | 0.11741 | 0.01959 | 0.19455 | 0.10528 | 0.55127 |
ODIN | 6 | 0.11824 | 0.02051 | 0.12028 | 0.02278 | 0.21862 | 0.13201 | 0.59416 |
ODIN | 9 | 0.09817 | -0.00179 | 0.11802 | 0.02027 | 0.21859 | 0.13199 | 0.59491 |
ODIN | 17 | 0.09495 | -0.00536 | 0.11609 | 0.01812 | 0.22061 | 0.13422 | 0.58487 |
ODIN | 88 | 0.13269 | 0.03656 | 0.11868 | 0.02100 | 0.20988 | 0.12231 | 0.58506 |
FastABOD | 9 | 0.32362 | 0.24866 | 0.26358 | 0.18196 | 0.36028 | 0.28938 | 0.74576 |
FastABOD | 14 | 0.32686 | 0.25226 | 0.26975 | 0.18881 | 0.35765 | 0.28646 | 0.74630 |
FastABOD | 83 | 0.33981 | 0.26664 | 0.29435 | 0.21614 | 0.35926 | 0.28825 | 0.74586 |
FastABOD | 98 | 0.33981 | 0.26664 | 0.29460 | 0.21642 | 0.35926 | 0.28825 | 0.74582 |
KDEOS | 6 | 0.14887 | 0.05453 | 0.11498 | 0.01689 | 0.19375 | 0.10439 | 0.54269 |
KDEOS | 58 | 0.09709 | -0.00298 | 0.11931 | 0.02170 | 0.22520 | 0.13933 | 0.58434 |
KDEOS | 100 | 0.13269 | 0.03656 | 0.14224 | 0.04717 | 0.22503 | 0.13914 | 0.61248 |
LDF | 93 | 0.29773 | 0.21990 | 0.25808 | 0.17585 | 0.31392 | 0.23788 | 0.69768 |
LDF | 99 | 0.30744 | 0.23069 | 0.25435 | 0.17170 | 0.31472 | 0.23877 | 0.70355 |
LDF | 100 | 0.30421 | 0.22709 | 0.25378 | 0.17108 | 0.31592 | 0.24011 | 0.70356 |
INFLO | 84 | 0.15858 | 0.06532 | 0.15411 | 0.06036 | 0.29616 | 0.21816 | 0.63290 |
INFLO | 85 | 0.15858 | 0.06532 | 0.15663 | 0.06315 | 0.30108 | 0.22361 | 0.64299 |
INFLO | 97 | 0.15534 | 0.06172 | 0.15997 | 0.06687 | 0.30475 | 0.22769 | 0.63791 |
INFLO | 99 | 0.15210 | 0.05813 | 0.16053 | 0.06749 | 0.30416 | 0.22704 | 0.63839 |
COF | 26 | 0.16505 | 0.07251 | 0.13213 | 0.03595 | 0.21860 | 0.13200 | 0.59367 |
COF | 32 | 0.15210 | 0.05813 | 0.13380 | 0.03780 | 0.22989 | 0.14453 | 0.59691 |
COF | 96 | 0.15858 | 0.06532 | 0.16211 | 0.06925 | 0.22039 | 0.13398 | 0.62532 |
COF | 100 | 0.15858 | 0.06532 | 0.16806 | 0.07586 | 0.22033 | 0.13391 | 0.62498 |