Cardiotocography (2% of outliers version#07)
Data set related to heart diseases. It describes 3 classes: normal, suspect, or pathological. Normal patients are treated as inliers and the remaining as outliers.
Download all data set variants used (8.8 MB). You can also access the original data. (CTG.xls)
- Normalized, without duplicates
- Normalized, duplicates
- Not normalized, without duplicates
- Not normalized, duplicates
Normalized, without duplicates
This version contains 21 attributes, 1681 objects, 33 outliers (1.96%)
Download raw algorithm results (14.6 MB) Download raw algorithm evaluation table (59.0 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 | 0.18182 | 0.16543 | 0.17586 | 0.15936 | 0.23810 | 0.22284 | 0.83048 |
KNN | 95 | 0.18182 | 0.16543 | 0.18484 | 0.16852 | 0.21053 | 0.19472 | 0.76125 |
KNNW | 1 | 0.21212 | 0.19634 | 0.14602 | 0.12892 | 0.23333 | 0.21798 | 0.76020 |
KNNW | 2 | 0.21212 | 0.19634 | 0.16471 | 0.14798 | 0.23684 | 0.22156 | 0.81454 |
KNNW | 3 | 0.21212 | 0.19634 | 0.16547 | 0.14876 | 0.22951 | 0.21408 | 0.81976 |
LOF | 4 | 0.30303 | 0.28907 | 0.20183 | 0.18585 | 0.30769 | 0.29383 | 0.84777 |
LOF | 5 | 0.27273 | 0.25816 | 0.18399 | 0.16765 | 0.31034 | 0.29653 | 0.84358 |
LOF | 7 | 0.24242 | 0.22725 | 0.23017 | 0.21476 | 0.26230 | 0.24752 | 0.80697 |
SimplifiedLOF | 5 | 0.30303 | 0.28907 | 0.22794 | 0.21248 | 0.33803 | 0.32477 | 0.85650 |
SimplifiedLOF | 8 | 0.27273 | 0.25816 | 0.27430 | 0.25977 | 0.34615 | 0.33306 | 0.86652 |
SimplifiedLOF | 10 | 0.30303 | 0.28907 | 0.26459 | 0.24986 | 0.35556 | 0.34265 | 0.86932 |
LoOP | 8 | 0.33333 | 0.31998 | 0.22026 | 0.20465 | 0.35484 | 0.34192 | 0.86454 |
LoOP | 9 | 0.33333 | 0.31998 | 0.22051 | 0.20490 | 0.34921 | 0.33617 | 0.86375 |
LDOF | 8 | 0.27273 | 0.25816 | 0.14423 | 0.12709 | 0.30508 | 0.29117 | 0.80891 |
LDOF | 11 | 0.27273 | 0.25816 | 0.19771 | 0.18164 | 0.34783 | 0.33477 | 0.82293 |
LDOF | 12 | 0.24242 | 0.22725 | 0.20020 | 0.18419 | 0.32558 | 0.31208 | 0.82134 |
LDOF | 19 | 0.18182 | 0.16543 | 0.13366 | 0.11631 | 0.22642 | 0.21092 | 0.83629 |
ODIN | 8 | 0.13758 | 0.12031 | 0.07637 | 0.05788 | 0.14035 | 0.12314 | 0.82328 |
ODIN | 12 | 0.15152 | 0.13452 | 0.07956 | 0.06113 | 0.16162 | 0.14483 | 0.82315 |
ODIN | 22 | 0.14646 | 0.12937 | 0.07691 | 0.05843 | 0.17722 | 0.16074 | 0.78553 |
ODIN | 73 | 0.09091 | 0.07271 | 0.09077 | 0.07256 | 0.14151 | 0.12432 | 0.80108 |
FastABOD | 4 | 0.15152 | 0.13452 | 0.12031 | 0.10269 | 0.17178 | 0.15519 | 0.81368 |
FastABOD | 5 | 0.15152 | 0.13452 | 0.11782 | 0.10015 | 0.20690 | 0.19102 | 0.82381 |
FastABOD | 8 | 0.15152 | 0.13452 | 0.13009 | 0.11267 | 0.19847 | 0.18242 | 0.82745 |
KDEOS | 12 | 0.06061 | 0.04180 | 0.06988 | 0.05126 | 0.16176 | 0.14498 | 0.81127 |
KDEOS | 16 | 0.12121 | 0.10362 | 0.07182 | 0.05324 | 0.13580 | 0.11850 | 0.83273 |
KDEOS | 20 | 0.12121 | 0.10362 | 0.08726 | 0.06898 | 0.15385 | 0.13690 | 0.84762 |
LDF | 3 | 0.21212 | 0.19634 | 0.19212 | 0.17594 | 0.28000 | 0.26558 | 0.79455 |
LDF | 13 | 0.06061 | 0.04180 | 0.06157 | 0.04278 | 0.12593 | 0.10842 | 0.80755 |
LDF | 55 | 0.24242 | 0.22725 | 0.15610 | 0.13920 | 0.24242 | 0.22725 | 0.77503 |
LDF | 100 | 0.21212 | 0.19634 | 0.20008 | 0.18407 | 0.23881 | 0.22356 | 0.76502 |
INFLO | 5 | 0.27273 | 0.25816 | 0.16043 | 0.14362 | 0.29032 | 0.27611 | 0.84255 |
INFLO | 6 | 0.24242 | 0.22725 | 0.16150 | 0.14471 | 0.29412 | 0.27998 | 0.82530 |
INFLO | 8 | 0.24242 | 0.22725 | 0.20068 | 0.18467 | 0.28000 | 0.26558 | 0.82503 |
COF | 8 | 0.27273 | 0.25816 | 0.34027 | 0.32706 | 0.39024 | 0.37803 | 0.85450 |
COF | 9 | 0.33333 | 0.31998 | 0.35182 | 0.33884 | 0.39024 | 0.37803 | 0.84139 |
COF | 11 | 0.30303 | 0.28907 | 0.35805 | 0.34519 | 0.44444 | 0.43332 | 0.84074 |
Plots
Normalized, duplicates
This version contains 21 attributes, 1688 objects, 33 outliers (1.95%)
Download raw algorithm results (14.6 MB) Download raw algorithm evaluation table (60.2 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 | 0.21212 | 0.19641 | 0.15744 | 0.14064 | 0.23529 | 0.22005 | 0.77578 |
KNN | 93 | 0.15152 | 0.13460 | 0.18335 | 0.16706 | 0.24490 | 0.22984 | 0.81977 |
KNN | 97 | 0.15152 | 0.13460 | 0.18253 | 0.16623 | 0.25263 | 0.23773 | 0.82092 |
KNN | 98 | 0.15152 | 0.13460 | 0.18229 | 0.16599 | 0.25263 | 0.23773 | 0.82115 |
KNNW | 1 | 0.18182 | 0.16550 | 0.14980 | 0.13284 | 0.25532 | 0.24047 | 0.80140 |
KNNW | 3 | 0.18182 | 0.16550 | 0.16957 | 0.15301 | 0.24490 | 0.22984 | 0.79883 |
KNNW | 100 | 0.12121 | 0.10369 | 0.16458 | 0.14792 | 0.22222 | 0.20671 | 0.80941 |
LOF | 7 | 0.24242 | 0.22732 | 0.18878 | 0.17260 | 0.26866 | 0.25407 | 0.71226 |
LOF | 8 | 0.27273 | 0.25823 | 0.17441 | 0.15795 | 0.27273 | 0.25823 | 0.72266 |
LOF | 100 | 0.15152 | 0.13460 | 0.12970 | 0.11235 | 0.21053 | 0.19478 | 0.83935 |
SimplifiedLOF | 8 | 0.24242 | 0.22732 | 0.19629 | 0.18027 | 0.25287 | 0.23798 | 0.74108 |
SimplifiedLOF | 10 | 0.24242 | 0.22732 | 0.21317 | 0.19748 | 0.27451 | 0.26004 | 0.74617 |
SimplifiedLOF | 11 | 0.24242 | 0.22732 | 0.21587 | 0.20023 | 0.25926 | 0.24449 | 0.75391 |
SimplifiedLOF | 100 | 0.15152 | 0.13460 | 0.12644 | 0.10902 | 0.21739 | 0.20179 | 0.83120 |
LoOP | 9 | 0.24242 | 0.22732 | 0.17838 | 0.16200 | 0.25000 | 0.23505 | 0.75717 |
LoOP | 10 | 0.24242 | 0.22732 | 0.18309 | 0.16680 | 0.26230 | 0.24759 | 0.75186 |
LoOP | 11 | 0.24242 | 0.22732 | 0.18278 | 0.16649 | 0.26667 | 0.25204 | 0.75099 |
LoOP | 100 | 0.15152 | 0.13460 | 0.11761 | 0.10002 | 0.21333 | 0.19765 | 0.82433 |
LDOF | 11 | 0.21212 | 0.19641 | 0.16345 | 0.14677 | 0.24242 | 0.22732 | 0.70871 |
LDOF | 16 | 0.27273 | 0.25823 | 0.12545 | 0.10801 | 0.27692 | 0.26251 | 0.73233 |
LDOF | 19 | 0.21212 | 0.19641 | 0.11701 | 0.09940 | 0.28000 | 0.26564 | 0.73615 |
LDOF | 81 | 0.12121 | 0.10369 | 0.10769 | 0.08990 | 0.16867 | 0.15210 | 0.80729 |
ODIN | 14 | 0.20563 | 0.18979 | 0.10390 | 0.08603 | 0.23810 | 0.22290 | 0.76508 |
ODIN | 38 | 0.20707 | 0.19126 | 0.09475 | 0.07670 | 0.20896 | 0.19318 | 0.78453 |
ODIN | 100 | 0.09697 | 0.07896 | 0.09019 | 0.07205 | 0.18462 | 0.16836 | 0.83061 |
FastABOD | 6 | 0.21212 | 0.19641 | 0.15062 | 0.13369 | 0.25000 | 0.23505 | 0.84858 |
FastABOD | 8 | 0.24242 | 0.22732 | 0.16074 | 0.14400 | 0.24615 | 0.23112 | 0.84929 |
FastABOD | 100 | 0.12121 | 0.10369 | 0.12195 | 0.10444 | 0.20930 | 0.19354 | 0.87033 |
KDEOS | 16 | 0.09091 | 0.07278 | 0.06953 | 0.05098 | 0.15789 | 0.14110 | 0.77682 |
KDEOS | 22 | 0.15152 | 0.13460 | 0.07953 | 0.06117 | 0.16949 | 0.15293 | 0.76270 |
KDEOS | 23 | 0.09091 | 0.07278 | 0.08000 | 0.06165 | 0.18349 | 0.16721 | 0.75785 |
KDEOS | 27 | 0.12121 | 0.10369 | 0.09004 | 0.07190 | 0.16000 | 0.14325 | 0.74263 |
LDF | 90 | 0.30303 | 0.28913 | 0.21928 | 0.20371 | 0.31884 | 0.30526 | 0.82146 |
LDF | 96 | 0.30303 | 0.28913 | 0.22843 | 0.21305 | 0.33898 | 0.32580 | 0.82430 |
LDF | 98 | 0.30303 | 0.28913 | 0.23128 | 0.21596 | 0.35088 | 0.33793 | 0.82391 |
LDF | 100 | 0.30303 | 0.28913 | 0.23305 | 0.21776 | 0.35088 | 0.33793 | 0.82413 |
INFLO | 4 | 0.21212 | 0.19641 | 0.17515 | 0.15871 | 0.23333 | 0.21805 | 0.75520 |
INFLO | 7 | 0.21212 | 0.19641 | 0.18503 | 0.16878 | 0.27451 | 0.26004 | 0.75072 |
INFLO | 97 | 0.15152 | 0.13460 | 0.12821 | 0.11083 | 0.20548 | 0.18964 | 0.83342 |
COF | 7 | 0.27273 | 0.25823 | 0.23908 | 0.22391 | 0.29091 | 0.27677 | 0.74222 |
COF | 9 | 0.27273 | 0.25823 | 0.24595 | 0.23091 | 0.34043 | 0.32727 | 0.75470 |
COF | 10 | 0.24242 | 0.22732 | 0.24296 | 0.22787 | 0.34783 | 0.33482 | 0.76170 |
COF | 53 | 0.09091 | 0.07278 | 0.10844 | 0.09066 | 0.17647 | 0.16005 | 0.80890 |
Plots
Not normalized, without duplicates
This version contains 21 attributes, 1681 objects, 33 outliers (1.96%)
Download raw algorithm results (14.5 MB) Download raw algorithm evaluation table (61.8 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 | 0.12121 | 0.10362 | 0.08221 | 0.06383 | 0.16129 | 0.14450 | 0.83511 |
KNNW | 1 | 0.09091 | 0.07271 | 0.09091 | 0.07271 | 0.16438 | 0.14765 | 0.74468 |
KNNW | 2 | 0.12121 | 0.10362 | 0.08598 | 0.06768 | 0.15306 | 0.13610 | 0.82535 |
KNNW | 3 | 0.12121 | 0.10362 | 0.07776 | 0.05929 | 0.15315 | 0.13620 | 0.83217 |
LOF | 5 | 0.33333 | 0.31998 | 0.17721 | 0.16074 | 0.33333 | 0.31998 | 0.81691 |
LOF | 6 | 0.33333 | 0.31998 | 0.19770 | 0.18164 | 0.33333 | 0.31998 | 0.83519 |
LOF | 9 | 0.30303 | 0.28907 | 0.19456 | 0.17843 | 0.32432 | 0.31079 | 0.86524 |
SimplifiedLOF | 7 | 0.33333 | 0.31998 | 0.20429 | 0.18836 | 0.33333 | 0.31998 | 0.83217 |
SimplifiedLOF | 11 | 0.30303 | 0.28907 | 0.20735 | 0.19148 | 0.32258 | 0.30902 | 0.85349 |
SimplifiedLOF | 13 | 0.30303 | 0.28907 | 0.20516 | 0.18925 | 0.34783 | 0.33477 | 0.86353 |
SimplifiedLOF | 22 | 0.21212 | 0.19634 | 0.12211 | 0.10453 | 0.21875 | 0.20311 | 0.87149 |
LoOP | 7 | 0.30303 | 0.28907 | 0.20185 | 0.18586 | 0.32836 | 0.31491 | 0.82292 |
LoOP | 8 | 0.27273 | 0.25816 | 0.20383 | 0.18788 | 0.30137 | 0.28738 | 0.83667 |
LoOP | 13 | 0.27273 | 0.25816 | 0.18338 | 0.16703 | 0.30769 | 0.29383 | 0.86121 |
LDOF | 18 | 0.33333 | 0.31998 | 0.18312 | 0.16676 | 0.35135 | 0.33836 | 0.79796 |
LDOF | 45 | 0.18182 | 0.16543 | 0.11408 | 0.09634 | 0.23404 | 0.21870 | 0.82024 |
ODIN | 9 | 0.15758 | 0.14071 | 0.11049 | 0.09268 | 0.23704 | 0.22176 | 0.80986 |
ODIN | 11 | 0.18847 | 0.17222 | 0.10043 | 0.08242 | 0.20619 | 0.19029 | 0.82102 |
ODIN | 14 | 0.21390 | 0.19816 | 0.09544 | 0.07733 | 0.21875 | 0.20311 | 0.79633 |
ODIN | 22 | 0.19481 | 0.17868 | 0.11141 | 0.09361 | 0.20000 | 0.18398 | 0.78809 |
FastABOD | 4 | 0.12121 | 0.10362 | 0.10850 | 0.09065 | 0.16970 | 0.15307 | 0.80606 |
FastABOD | 5 | 0.12121 | 0.10362 | 0.09631 | 0.07821 | 0.18803 | 0.17178 | 0.81290 |
FastABOD | 9 | 0.06061 | 0.04180 | 0.09024 | 0.07203 | 0.19298 | 0.17682 | 0.80698 |
KDEOS | 68 | 0.15152 | 0.13452 | 0.11240 | 0.09462 | 0.20513 | 0.18921 | 0.84503 |
KDEOS | 86 | 0.21212 | 0.19634 | 0.12976 | 0.11233 | 0.24096 | 0.22576 | 0.83067 |
KDEOS | 90 | 0.18182 | 0.16543 | 0.12703 | 0.10955 | 0.25641 | 0.24152 | 0.83023 |
KDEOS | 98 | 0.18182 | 0.16543 | 0.15717 | 0.14029 | 0.21176 | 0.19598 | 0.82975 |
LDF | 3 | 0.30303 | 0.28907 | 0.19741 | 0.18134 | 0.32500 | 0.31148 | 0.76410 |
LDF | 7 | 0.18182 | 0.16543 | 0.12451 | 0.10698 | 0.22642 | 0.21092 | 0.86095 |
INFLO | 6 | 0.33333 | 0.31998 | 0.20098 | 0.18498 | 0.33962 | 0.32640 | 0.80163 |
INFLO | 7 | 0.30303 | 0.28907 | 0.19974 | 0.18371 | 0.35088 | 0.33788 | 0.83081 |
INFLO | 9 | 0.30303 | 0.28907 | 0.20184 | 0.18585 | 0.34483 | 0.33171 | 0.84747 |
COF | 7 | 0.24242 | 0.22725 | 0.20388 | 0.18793 | 0.31111 | 0.29732 | 0.82155 |
COF | 9 | 0.27273 | 0.25816 | 0.18013 | 0.16371 | 0.27273 | 0.25816 | 0.83173 |
COF | 15 | 0.21212 | 0.19634 | 0.19383 | 0.17769 | 0.28571 | 0.27141 | 0.84131 |
Plots
Not normalized, duplicates
This version contains 21 attributes, 1688 objects, 33 outliers (1.95%)
Download raw algorithm results (14.6 MB) Download raw algorithm evaluation table (61.3 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 | 1 | 0.18182 | 0.16550 | 0.10568 | 0.08785 | 0.19178 | 0.17567 | 0.80233 |
KNN | 2 | 0.12121 | 0.10369 | 0.07228 | 0.05378 | 0.15730 | 0.14050 | 0.80478 |
KNNW | 1 | 0.15152 | 0.13460 | 0.10696 | 0.08916 | 0.18519 | 0.16894 | 0.85195 |
KNNW | 2 | 0.18182 | 0.16550 | 0.09877 | 0.08080 | 0.19048 | 0.17433 | 0.83321 |
LOF | 6 | 0.24242 | 0.22732 | 0.14093 | 0.12380 | 0.28070 | 0.26636 | 0.74560 |
LOF | 8 | 0.24242 | 0.22732 | 0.17244 | 0.15594 | 0.30435 | 0.29048 | 0.78828 |
LOF | 9 | 0.24242 | 0.22732 | 0.18054 | 0.16420 | 0.29167 | 0.27754 | 0.79626 |
LOF | 14 | 0.15152 | 0.13460 | 0.12468 | 0.10723 | 0.17544 | 0.15900 | 0.83885 |
SimplifiedLOF | 8 | 0.24242 | 0.22732 | 0.14888 | 0.13191 | 0.28070 | 0.26636 | 0.74961 |
SimplifiedLOF | 13 | 0.24242 | 0.22732 | 0.18079 | 0.16446 | 0.29167 | 0.27754 | 0.80225 |
SimplifiedLOF | 24 | 0.15152 | 0.13460 | 0.11449 | 0.09683 | 0.20000 | 0.18405 | 0.86529 |
LoOP | 9 | 0.24242 | 0.22732 | 0.13390 | 0.11663 | 0.24242 | 0.22732 | 0.74879 |
LoOP | 13 | 0.21212 | 0.19641 | 0.15793 | 0.14114 | 0.26923 | 0.25466 | 0.79121 |
LoOP | 15 | 0.21212 | 0.19641 | 0.14730 | 0.13030 | 0.27451 | 0.26004 | 0.79789 |
LoOP | 22 | 0.15152 | 0.13460 | 0.11761 | 0.10001 | 0.21311 | 0.19742 | 0.84393 |
LDOF | 16 | 0.24242 | 0.22732 | 0.15248 | 0.13558 | 0.25000 | 0.23505 | 0.72691 |
LDOF | 18 | 0.21212 | 0.19641 | 0.14508 | 0.12804 | 0.26087 | 0.24613 | 0.73857 |
LDOF | 100 | 0.06061 | 0.04187 | 0.08464 | 0.06638 | 0.18045 | 0.16411 | 0.82844 |
ODIN | 20 | 0.15427 | 0.13741 | 0.14970 | 0.13274 | 0.21053 | 0.19478 | 0.78744 |
ODIN | 22 | 0.15152 | 0.13460 | 0.15310 | 0.13622 | 0.21053 | 0.19478 | 0.79398 |
ODIN | 39 | 0.17355 | 0.15707 | 0.13003 | 0.11269 | 0.19608 | 0.18005 | 0.80132 |
ODIN | 44 | 0.15152 | 0.13460 | 0.13394 | 0.11667 | 0.19512 | 0.17907 | 0.80578 |
FastABOD | 4 | 0.12121 | 0.10369 | 0.10726 | 0.08946 | 0.17045 | 0.15391 | 0.84477 |
FastABOD | 10 | 0.18182 | 0.16550 | 0.10519 | 0.08735 | 0.19048 | 0.17433 | 0.85458 |
FastABOD | 11 | 0.18182 | 0.16550 | 0.10651 | 0.08869 | 0.19355 | 0.17747 | 0.85616 |
KDEOS | 75 | 0.15152 | 0.13460 | 0.10114 | 0.08321 | 0.15152 | 0.13460 | 0.83761 |
KDEOS | 78 | 0.12121 | 0.10369 | 0.10916 | 0.09140 | 0.14634 | 0.12932 | 0.83964 |
KDEOS | 86 | 0.12121 | 0.10369 | 0.10394 | 0.08607 | 0.16092 | 0.14419 | 0.84689 |
KDEOS | 90 | 0.12121 | 0.10369 | 0.09685 | 0.07884 | 0.16867 | 0.15210 | 0.84539 |
LDF | 6 | 0.21212 | 0.19641 | 0.17272 | 0.15622 | 0.27273 | 0.25823 | 0.74613 |
LDF | 7 | 0.24242 | 0.22732 | 0.16727 | 0.15066 | 0.26667 | 0.25204 | 0.75730 |
LDF | 8 | 0.24242 | 0.22732 | 0.18674 | 0.17053 | 0.25397 | 0.23909 | 0.87201 |
INFLO | 6 | 0.24242 | 0.22732 | 0.15424 | 0.13737 | 0.29167 | 0.27754 | 0.72240 |
INFLO | 8 | 0.24242 | 0.22732 | 0.17624 | 0.15982 | 0.32000 | 0.30644 | 0.72570 |
INFLO | 9 | 0.24242 | 0.22732 | 0.18130 | 0.16498 | 0.30769 | 0.29389 | 0.75845 |
INFLO | 47 | 0.09091 | 0.07278 | 0.07673 | 0.05832 | 0.16114 | 0.14441 | 0.82122 |
COF | 13 | 0.21212 | 0.19641 | 0.14290 | 0.12580 | 0.22222 | 0.20671 | 0.79639 |
COF | 18 | 0.15152 | 0.13460 | 0.15397 | 0.13710 | 0.19444 | 0.17838 | 0.82699 |
COF | 20 | 0.12121 | 0.10369 | 0.10914 | 0.09138 | 0.19048 | 0.17433 | 0.83933 |