# | % Error (Randomized values) | Subtlety | Sphericity | Margin | Lobulation | Spiculation | Texture | Malignancy | Unnamed: 8 | Unnamed: 9 |
---|---|---|---|---|---|---|---|---|---|---|
1 | DT 1 to 1 | 0.7280540208717003 | 0.7022713321055862 | 0.7298956414978515 | 0.5506445672191529 | 0.5131982811540823 | 0.4419889502762431 | 0.7513812154696132 | nan | nan |
2 | DT Group to Mean | 0.7374810318664644 | 0.6342943854324734 | 0.6843702579666161 | 0.5918057663125948 | 0.5447647951441579 | 0.48103186646433993 | 0.7056145675265554 | nan | nan |
3 | DT Mean to Mean | 0.6934749620637329 | 0.6464339908952959 | 0.6919575113808801 | 0.6403641881638846 | 0.5781487101669196 | 0.4688922610015175 | 0.7420333839150228 | nan | nan |
4 | NN | 0.6342943854324734 | 0.5311077389984826 | 0.629742033383915 | 0.46433990895295907 | 0.3975720789074355 | 0.27769347496206376 | 0.5386949924127467 | nan | nan |
5 | Bagging 1 to 1 | 0.6726016884114063 | 0.6822716807368078 | 0.6075211051420375 | 0.40076745970841715 | 0.32310053722183096 | 0.26569455103609335 | 0.6544896392939876 | nan | nan |
6 | Bagging Group to Mean | 0.6650227617602184 | 0.5698027314111977 | 0.5974962063732635 | 0.4787556904400258 | 0.39112291350528255 | 0.28869499241272556 | 0.5667678300454919 | nan | nan |
7 | Bagging Mean to Mean | 0.6544006069802479 | 0.5724582701061903 | 0.6422610015174246 | 0.47610015174503356 | 0.3846737481031586 | 0.29286798179057044 | 0.5588012139605141 | nan | nan |
8 | % Error (Radiologists) | nan | nan | nan | nan | nan | nan | nan | nan | nan |
9 | DT 1 to 1 | 0.6175567833026396 | 0.6752608962553714 | 0.6108041743400859 | 0.5015346838551258 | 0.4266421117249847 | 0.33271945979128303 | 0.583793738489871 | nan | nan |
10 | DT Group to Mean | 0.5614567526555387 | 0.5781487101669196 | 0.5614567526555387 | 0.5174506828528073 | 0.4946889226100152 | 0.35963581183611537 | 0.5402124430955995 | nan | nan |
11 | DT Mean to Mean | 0.6039453717754173 | 0.6145675265553869 | 0.6054628224582701 | 0.5402124430955995 | 0.48254931714719274 | 0.3444613050075872 | 0.5477996965098635 | nan | nan |
12 | NN | 0.644916540212443 | 0.5508345978755691 | 0.590288315629742 | 0.4688922610015175 | 0.3975720789074355 | 0.2959028831562974 | 0.5265553869499242 | nan | nan |
13 | Bagging 1 to 1 | 0.5567152724482614 | 0.5814274750576207 | 0.5260168841136534 | 0.4023023791251481 | 0.32371450498852333 | 0.23361473522641943 | 0.5105141980046763 | nan | nan |
14 | Bagging Group to Mean | 0.5072078907435148 | 0.4457511380879796 | 0.48558421851286293 | 0.39719271623669333 | 0.35508345978753103 | 0.25113808801212134 | 0.4131259484066467 | nan | nan |
15 | Bagging Mean to Mean | 0.5113808801213604 | 0.4666160849772042 | 0.5125189681335001 | 0.396433990895267 | 0.35508345978753103 | 0.25796661608495847 | 0.4150227617602125 | nan | nan |
16 | % Error (Weak Segmentation) | nan | nan | nan | nan | nan | nan | nan | nan | nan |
17 | DT 1 to 1 | 0.6175567833026396 | 0.6678944137507674 | 0.6040515653775322 | 0.5150399017802333 | 0.4352363413136894 | 0.3683241252302025 | 0.6040515653775322 | nan | nan |
18 | DT Group to Mean | 0.582701062215478 | 0.6160849772382397 | 0.5766312594840668 | 0.5083459787556904 | 0.4764795144157815 | 0.362670713201821 | 0.5250379362670714 | nan | nan |
19 | DT Mean to Mean | 0.6130500758725341 | 0.6069802731411229 | 0.5720789074355084 | 0.5417298937784523 | 0.46433990895295907 | 0.4142640364188164 | 0.5842185128983308 | nan | nan |
20 | NN | 0.5599393019726859 | 0.5432473444613051 | 0.5553869499241275 | 0.4476479514415781 | 0.3960546282245827 | 0.30652503793626706 | 0.5644916540212443 | nan | nan |
21 | Bagging 1 to 1 | 0.570990023023854 | 0.6032233307751924 | 0.5332310053722863 | 0.4164236377590729 | 0.3356868764390248 | 0.2406753645433805 | 0.5300076745971525 | nan | nan |
22 | Bagging Group to Mean | 0.4992412746585372 | 0.46282245827007246 | 0.4696509863429096 | 0.38694992412743767 | 0.35166919575111244 | 0.24620637329285003 | 0.3983308042488329 | nan | nan |
23 | Bagging Mean to Mean | 0.5117602427920735 | 0.4783763277693126 | 0.4973444613049713 | 0.3998482549316856 | 0.35849772382394957 | 0.25379362670711353 | 0.4131259484066467 | nan | nan |
24 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
25 | nan | nan | Relative Truth vs Random | nan | nan | nan | nan | nan | nan | Mean |
26 | DT 1 to 1 | 0.11049723756906071 | 0.027010435850214787 | 0.11909146715776553 | 0.04910988336402711 | 0.0865561694290976 | 0.10926949048496004 | 0.1675874769797422 | nan | 0.09558888011926685 |
27 | DT Group to Mean | 0.17602427921092567 | 0.05614567526555381 | 0.12291350531107736 | 0.07435508345978759 | 0.050075872534142696 | 0.12139605462822456 | 0.16540212443095592 | nan | 0.10947322783438108 |
28 | DT Mean to Mean | 0.08952959028831564 | 0.03186646433990892 | 0.08649468892261003 | 0.10015174506828517 | 0.09559939301972686 | 0.12443095599393028 | 0.19423368740515934 | nan | 0.10318664643399089 |
29 | NN | -0.01062215477996964 | -0.019726858877086473 | 0.039453717754172946 | -0.004552352048558417 | 0.0 | -0.018209408194233667 | 0.012139605462822445 | nan | -0.00021677866897897222 |
30 | Bagging 1 to 1 | 0.11588641596314497 | 0.10084420567918706 | 0.08150422102838406 | -0.001534919416730951 | -0.0006139677666923693 | 0.03207981580967392 | 0.14397544128931128 | nan | 0.06744874465518257 |
31 | Bagging Group to Mean | 0.15781487101670355 | 0.12405159332321813 | 0.11191198786040057 | 0.08156297420333247 | 0.036039453717751524 | 0.03755690440060422 | 0.15364188163884523 | nan | 0.1003685237372651 |
32 | Bagging Mean to Mean | 0.14301972685888753 | 0.10584218512898613 | 0.12974203338392454 | 0.07966616084976658 | 0.029590288315627544 | 0.034901365705611975 | 0.14377845220030155 | nan | 0.09522003034901513 |
33 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
34 | nan | nan | Weak Segments vs Random | nan | nan | nan | nan | nan | nan | Mean |
35 | DT 1 to 1 | 0.11049723756906071 | 0.03437691835481882 | 0.12584407612031923 | 0.0356046654389196 | 0.0779619398403929 | 0.07366482504604055 | 0.147329650092081 | nan | 0.08646847320880469 |
36 | DT Group to Mean | 0.1547799696509864 | 0.018209408194233667 | 0.10773899848254931 | 0.08345978755690442 | 0.06828528072837636 | 0.11836115326251895 | 0.18057663125948398 | nan | 0.10448731844786473 |
37 | DT Mean to Mean | 0.08042488619119881 | 0.039453717754172946 | 0.11987860394537175 | 0.09863429438543236 | 0.11380880121396053 | 0.05462822458270111 | 0.157814871016692 | nan | 0.09494905701278993 |
38 | NN | 0.07435508345978747 | -0.012139605462822445 | 0.07435508345978747 | 0.016691957511380973 | 0.0015174506828528056 | -0.028831562974203306 | -0.025796661608497695 | nan | 0.014307392152612184 |
39 | Bagging 1 to 1 | 0.10161166538755229 | 0.07904834996161536 | 0.0742900997697512 | -0.015656178050655722 | -0.01258633921719382 | 0.02501918649271284 | 0.12448196469683515 | nan | 0.05374410700580247 |
40 | Bagging Group to Mean | 0.16578148710168117 | 0.10698027314112529 | 0.12784522003035392 | 0.09180576631258813 | 0.039453717754170115 | 0.04248861911987553 | 0.16843702579665903 | nan | 0.10611315846520762 |
41 | Bagging Mean to Mean | 0.14264036418817438 | 0.09408194233687772 | 0.14491654021245332 | 0.07625189681334799 | 0.02617602427920901 | 0.03907435508345691 | 0.1456752655538674 | nan | 0.09554519835248383 |
42 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
43 | nan | nan | How superior is the radiologists to the weak segmentation? | nan | nan | nan | nan | nan | nan | Mean |
44 | DT 1 to 1 | 0.0 | 0.007366482504604033 | 0.006752608962553697 | -0.013505217925107504 | -0.008594229588704705 | -0.03560466543891949 | -0.0202578268876612 | nan | -0.009120406910462167 |
45 | DT Group to Mean | -0.02124430955993928 | -0.03793626707132014 | -0.015174506828528056 | 0.009104704097116834 | 0.018209408194233667 | -0.003034901365705611 | 0.015174506828528056 | nan | -0.004985909386516362 |
46 | DT Mean to Mean | -0.009104704097116834 | 0.007587253414264028 | 0.03338391502276172 | -0.0015174506828528056 | 0.018209408194233667 | -0.06980273141122917 | -0.036418816388467334 | nan | -0.008237589421200961 |
47 | NN | 0.08497723823975711 | 0.007587253414264028 | 0.03490136570561453 | 0.02124430955993939 | 0.0015174506828528056 | -0.01062215477996964 | -0.03793626707132014 | nan | 0.014524170821591156 |
48 | Bagging 1 to 1 | -0.014274750575592687 | -0.0217958557175717 | -0.007214121258632855 | -0.014121258633924771 | -0.011972371450501451 | -0.007060629316961081 | -0.019493476592476133 | nan | -0.013704637649380097 |
49 | Bagging Group to Mean | 0.007966616084977618 | -0.017071320182092842 | 0.01593323216995335 | 0.01024279210925566 | 0.0034142640364185906 | 0.004931714719271313 | 0.0147951441578138 | nan | 0.005744634727942498 |
50 | Bagging Mean to Mean | -0.0003793626707131459 | -0.01176024279210841 | 0.015174506828528778 | -0.0034142640364185906 | -0.003414264036418535 | 0.004172989377844938 | 0.0018968133535658405 | nan | 0.0003251680034686962 |
51 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
52 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
53 | % with a single rating | 0.36991557943208 | 0.338910207214121 | 0.417805065234075 | 0.60552570990023 | 0.679508825786646 | 0.735226400613968 | 0.37743668457406 | nan | nan |
54 | Broken Clock Error | 0.63008442056792 | 0.661089792785879 | 0.582194934765925 | 0.39447429009977 | 0.32049117421335405 | 0.26477359938603195 | 0.62256331542594 | nan | nan |
55 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
56 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
57 | nan | nan | Is random better than the broken clock? | nan | nan | nan | nan | nan | nan | Mean |
58 | DT 1 to 1 | -0.09796960030378032 | -0.04118153931970725 | -0.14770070673192648 | -0.15617027711938292 | -0.19270710694072823 | -0.17721535089021112 | -0.12881790004367322 | nan | -0.13453749733562995 |
59 | DT Group to Mean | -0.10739661129854439 | 0.026795407353405576 | -0.10217532320069111 | -0.19733147621282487 | -0.22427362093080383 | -0.21625826707830798 | -0.08305125210061537 | nan | -0.12909873478119743 |
60 | DT Mean to Mean | -0.06339054149581291 | 0.014655801890583131 | -0.10976257661495514 | -0.24588989806411465 | -0.25765753595356555 | -0.20411866161548553 | -0.11947006848908281 | nan | -0.14080478290606194 |
61 | NN | -0.004209964864553384 | 0.12998205378739636 | -0.04754709861799 | -0.0698656188531891 | -0.07708090469408146 | -0.012919875576031803 | 0.08386832301319336 | nan | 0.00031813059924913823 |
62 | Bagging 1 to 1 | -0.042517267843486306 | -0.02118188795092879 | -0.02532617037611251 | -0.0062931696086471756 | -0.002609363008476917 | -0.0009209516500613968 | -0.03192632386804761 | nan | -0.0186821620436801 |
63 | Bagging Group to Mean | -0.03493834119229833 | 0.09128706137468123 | -0.015301271607338518 | -0.08428140034025583 | -0.07063173929192851 | -0.023921393026693605 | 0.055795485380448095 | nan | -0.011713085529055065 |
64 | Bagging Mean to Mean | -0.02431618641232791 | 0.08863152267968866 | -0.060066066751499614 | -0.08162586164526359 | -0.06418257388980453 | -0.028094382404538487 | 0.06376210146542594 | nan | -0.01512734956547422 |
65 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
66 | nan | nan | Is relative Truth better than Broken Clock? | nan | nan | nan | nan | nan | nan | Mean |
67 | DT 1 to 1 | 0.012527637265280389 | -0.014171103469492463 | -0.02860923957416095 | -0.10706039375535581 | -0.10615093751163063 | -0.06794586040525108 | 0.03876957693606897 | nan | -0.03894861721636308 |
68 | DT Group to Mean | 0.06862766791238128 | 0.08294108261895938 | 0.02073818211038625 | -0.12297639275303729 | -0.17419774839666113 | -0.09486221245008342 | 0.08235087233034055 | nan | -0.019625506946816338 |
69 | DT Mean to Mean | 0.026139048792502728 | 0.04652226623049205 | -0.023267887692345113 | -0.14573815299582948 | -0.1620581429338387 | -0.07968770562155525 | 0.07476361891607652 | nan | -0.03761813647207103 |
70 | NN | -0.014832119644523023 | 0.11025519491030988 | -0.008093380863817057 | -0.07441797090174751 | -0.07708090469408146 | -0.03112928377026547 | 0.0960079284760158 | nan | 0.00010135193027016598 |
71 | Bagging 1 to 1 | 0.07336914811965867 | 0.07966231772825827 | 0.05617805065227155 | -0.007828089025378127 | -0.0032233307751692863 | 0.031158864159612526 | 0.11204911742126367 | nan | 0.04876658261150246 |
72 | Bagging Group to Mean | 0.12287652982440522 | 0.21533865469789937 | 0.09661071625306206 | -0.0027184261369233576 | -0.034592285574176984 | 0.013635511373910614 | 0.20943736701929333 | nan | 0.08865543820821002 |
73 | Bagging Mean to Mean | 0.11870354044655962 | 0.1944737078086748 | 0.06967596663242492 | -0.0019597007954970103 | -0.034592285574176984 | 0.006806983301073488 | 0.2075405536657275 | nan | 0.0800926807835409 |