AttributeSelectedClassifier: === Attribute Selection on all input data === Search Method: Attribute ranking. Attribute Evaluator (supervised, Class (nominal): 11 binaryClass): Gain Ratio feature evaluator Ranked attributes: 0.2453 2 oz2 0.2038 1 oz1 0.0808 4 oz4 0 9 oz9 0 3 oz3 0 10 oz10 0 6 oz6 0 7 oz7 0 8 oz8 0 5 oz5 Selected attributes: 2,1,4,9,3,10,6,7,8,5 : 10 Header of reduced data: @relation 'fri_c3_250_10-weka.filters.unsupervised.attribute.Remove-V-R2,1,4,9,3,10,6-8,5,11' @attribute oz2 numeric @attribute oz1 numeric @attribute oz4 numeric @attribute oz9 numeric @attribute oz3 numeric @attribute oz10 numeric @attribute oz6 numeric @attribute oz7 numeric @attribute oz8 numeric @attribute oz5 numeric @attribute binaryClass {P,N} @data Classifier Model AdaBoostM1: Base classifiers and their weights: Decision Stump Classifications oz1 <= 0.1355565 : N oz1 > 0.1355565 : P oz1 is missing : N Class distributions oz1 <= 0.1355565 P N 0.26618705035971224 0.7338129496402878 oz1 > 0.1355565 P N 0.7027027027027027 0.2972972972972973 oz1 is missing P N 0.46 0.54 Weight: 0.94 Decision Stump Classifications oz2 <= -1.3905305000000001 : P oz2 > -1.3905305000000001 : N oz2 is missing : N Class distributions oz2 <= -1.3905305000000001 P N 0.9818181818181818 0.018181818181818195 oz2 > -1.3905305000000001 P N 0.39063231850117064 0.6093676814988293 oz2 is missing P N 0.48095238095238096 0.519047619047619 Weight: 0.69 Decision Stump Classifications oz1 <= 1.567429 : P oz1 > 1.567429 : N oz1 is missing : P Class distributions oz1 <= 1.567429 P N 0.6616013504771653 0.3383986495228347 oz1 > 1.567429 P N 2.452280354090333E-15 0.9999999999999976 oz1 is missing P N 0.6084052919218249 0.39159470807817515 Weight: 0.79 Decision Stump Classifications oz4 <= -0.7653565 : P oz4 > -0.7653565 : N oz4 is missing : N Class distributions oz4 <= -0.7653565 P N 0.7485996691887623 0.2514003308112377 oz4 > -0.7653565 P N 0.3244839022013401 0.67551609779866 oz4 is missing P N 0.4416348713329979 0.5583651286670022 Weight: 0.83 Decision Stump Classifications oz2 <= 0.14584249999999999 : N oz2 > 0.14584249999999999 : P oz2 is missing : P Class distributions oz2 <= 0.14584249999999999 P N 0.37358583760994446 0.6264141623900555 oz2 > 0.14584249999999999 P N 0.7023793959161275 0.2976206040838725 oz2 is missing P N 0.5345091509431145 0.46549084905688554 Weight: 0.68 Decision Stump Classifications oz2 <= 1.2369824999999999 : P oz2 > 1.2369824999999999 : N oz2 is missing : P Class distributions oz2 <= 1.2369824999999999 P N 0.6432582727801046 0.35674172721989533 oz2 > 1.2369824999999999 P N 0.10387030298057515 0.8961296970194248 oz2 is missing P N 0.5425172291540775 0.45748277084592254 Weight: 0.8 Decision Stump Classifications oz2 <= -1.3905305000000001 : P oz2 > -1.3905305000000001 : N oz2 is missing : N Class distributions oz2 <= -1.3905305000000001 P N 0.9493591698823978 0.0506408301176023 oz2 > -1.3905305000000001 P N 0.33972340027758136 0.6602765997224187 oz2 is missing P N 0.4101425121929506 0.5898574878070494 Weight: 0.82 Decision Stump Classifications oz4 <= 0.668648 : P oz4 > 0.668648 : N oz4 is missing : P Class distributions oz4 <= 0.668648 P N 0.6664036680976058 0.33359633190239424 oz4 > 0.668648 P N 0.3094094759862386 0.6905905240137615 oz4 is missing P N 0.5694962380914562 0.4305037619085438 Weight: 0.72 Decision Stump Classifications oz1 <= 0.22707 : N oz1 > 0.22707 : P oz1 is missing : N Class distributions oz1 <= 0.22707 P N 0.34234138202071274 0.6576586179792873 oz1 > 0.22707 P N 0.693795013040442 0.306204986959558 oz1 is missing P N 0.48913277508163666 0.5108672249183634 Weight: 0.72 Decision Stump Classifications oz1 <= 1.281043 : P oz1 > 1.281043 : N oz1 is missing : P Class distributions oz1 <= 1.281043 P N 0.6069293423483461 0.3930706576516539 oz1 > 1.281043 P N 0.10815109445541524 0.8918489055445848 oz1 is missing P N 0.5199611177002531 0.48003888229974695 Weight: 0.65 Decision Stump Classifications oz2 <= -1.1293760000000002 : P oz2 > -1.1293760000000002 : N oz2 is missing : N Class distributions oz2 <= -1.1293760000000002 P N 0.720460228088755 0.2795397719112451 oz2 > -1.1293760000000002 P N 0.3332611475652105 0.6667388524347896 oz2 is missing P N 0.40904243639097027 0.5909575636090296 Weight: 0.74 Decision Stump Classifications oz2 <= 0.242754 : N oz2 > 0.242754 : P oz2 is missing : P Class distributions oz2 <= 0.242754 P N 0.3614282532735181 0.638571746726482 oz2 > 0.242754 P N 0.7003655018108269 0.29963449818917304 oz2 is missing P N 0.5193437541364176 0.4806562458635823 Weight: 0.7 Decision Stump Classifications oz2 <= 1.1991245 : P oz2 > 1.1991245 : N oz2 is missing : P Class distributions oz2 <= 1.1991245 P N 0.6269171890545936 0.3730828109454065 oz2 > 1.1991245 P N 0.16242059010675025 0.8375794098932497 oz2 is missing P N 0.5346336585803321 0.465366341419668 Weight: 0.7 Decision Stump Classifications oz3 <= -0.997749 : N oz3 > -0.997749 : N oz3 is missing : N Class distributions oz3 <= -0.997749 P N 0.14421353960672514 0.8557864603932748 oz3 > -0.997749 P N 0.48401453770405073 0.5159854622959493 oz3 is missing P N 0.4242990740885318 0.5757009259114682 Weight: 0.31 Decision Stump Classifications oz3 <= -0.997749 : N oz3 > -0.997749 : P oz3 is missing : N Class distributions oz3 <= -0.997749 P N 0.18609656277478706 0.813903437225213 oz3 > -0.997749 P N 0.5600059197008391 0.4399940802991609 oz3 is missing P N 0.4999999999999996 0.5000000000000004 Weight: 0.41 Decision Stump Classifications oz1 <= -1.3367885 : P oz1 > -1.3367885 : N oz1 is missing : N Class distributions oz1 <= -1.3367885 P N 0.7588402722337125 0.2411597277662875 oz1 > -1.3367885 P N 0.3714413440325052 0.6285586559674948 oz1 is missing P N 0.428690400308921 0.571309599691079 Weight: 0.61 Decision Stump Classifications oz1 <= 1.567429 : P oz1 > 1.567429 : N oz1 is missing : P Class distributions oz1 <= 1.567429 P N 0.559948037141113 0.4400519628588871 oz1 > 1.567429 P N -7.463011261204271E-15 1.0000000000000075 oz1 is missing P N 0.5359577002220316 0.4640422997779685 Weight: 0.32 Decision Stump Classifications oz2 <= 0.4713135 : N oz2 > 0.4713135 : P oz2 is missing : N Class distributions oz2 <= 0.4713135 P N 0.37027898055371783 0.6297210194462821 oz2 > 0.4713135 P N 0.6418885079759646 0.35811149202403536 oz2 is missing P N 0.4629891610489336 0.5370108389510664 Weight: 0.55 Decision Stump Classifications oz2 <= 1.160135 : P oz2 > 1.160135 : N oz2 is missing : P Class distributions oz2 <= 1.160135 P N 0.575397884215905 0.4246021157840949 oz2 > 1.160135 P N 0.24672930410450616 0.7532706958954938 oz2 is missing P N 0.5058936417721459 0.4941063582278541 Weight: 0.46 Decision Stump Classifications oz4 <= 0.334553 : P oz4 > 0.334553 : N oz4 is missing : N Class distributions oz4 <= 0.334553 P N 0.5252953780416877 0.4747046219583123 oz4 > 0.334553 P N 0.25731606017776654 0.7426839398222335 oz4 is missing P N 0.4374850768840902 0.5625149231159098 Weight: 0.39 Decision Stump Classifications oz2 <= -1.3905305000000001 : P oz2 > -1.3905305000000001 : N oz2 is missing : N Class distributions oz2 <= -1.3905305000000001 P N 0.8716209565353701 0.12837904346462986 oz2 > -1.3905305000000001 P N 0.3708243325839588 0.6291756674160411 oz2 is missing P N 0.40050858886451896 0.5994914111354811 Weight: 0.59 Decision Stump Classifications oz3 <= -0.633602 : N oz3 > -0.633602 : P oz3 is missing : P Class distributions oz3 <= -0.633602 P N 0.3387992935911692 0.6612007064088307 oz3 > -0.633602 P N 0.6194819095240185 0.3805180904759815 oz3 is missing P N 0.5294665146634129 0.4705334853365871 Weight: 0.54 Decision Stump Classifications oz4 <= -0.7653565 : P oz4 > -0.7653565 : N oz4 is missing : N Class distributions oz4 <= -0.7653565 P N 0.6691194862641705 0.33088051373582955 oz4 > -0.7653565 P N 0.3987385374896701 0.6012614625103299 oz4 is missing P N 0.48044198289144774 0.5195580171085523 Weight: 0.5 Decision Stump Classifications oz1 <= 1.567429 : P oz1 > 1.567429 : N oz1 is missing : P Class distributions oz1 <= 1.567429 P N 0.5514074525825879 0.4485925474174121 oz1 > 1.567429 P N 1.1505567341927507E-14 0.9999999999999885 oz1 is missing P N 0.5304223194423853 0.4695776805576148 Weight: 0.28 Decision Stump Classifications oz1 <= 0.22707 : N oz1 > 0.22707 : P oz1 is missing : N Class distributions oz1 <= 0.22707 P N 0.3708701611404612 0.6291298388595388 oz1 > 0.22707 P N 0.6276751381207564 0.37232486187924374 oz1 is missing P N 0.46652703934076084 0.5334729606592392 Weight: 0.53 Decision Stump Classifications oz1 <= 1.281043 : P oz1 > 1.281043 : N oz1 is missing : N Class distributions oz1 <= 1.281043 P N 0.5582674301627737 0.44173256983722625 oz1 > 1.281043 P N 0.13541136869144021 0.8645886313085598 oz1 is missing P N 0.49927179081283435 0.5007282091871657 Weight: 0.41 Decision Stump Classifications oz2 <= -0.9794365 : P oz2 > -0.9794365 : N oz2 is missing : N Class distributions oz2 <= -0.9794365 P N 0.6386548827920991 0.3613451172079009 oz2 > -0.9794365 P N 0.3380585568617315 0.6619414431382685 oz2 is missing P N 0.4233219716023008 0.5766780283976991 Weight: 0.64 Decision Stump Classifications oz2 <= 0.14584249999999999 : N oz2 > 0.14584249999999999 : P oz2 is missing : N Class distributions oz2 <= 0.14584249999999999 P N 0.3616191638935951 0.6383808361064047 oz2 > 0.14584249999999999 P N 0.6421839815082945 0.3578160184917056 oz2 is missing P N 0.4895257881107976 0.5104742118892025 Weight: 0.58 Decision Stump Classifications oz2 <= 1.2369824999999999 : P oz2 > 1.2369824999999999 : N oz2 is missing : P Class distributions oz2 <= 1.2369824999999999 P N 0.5727383391684461 0.42726166083155387 oz2 > 1.2369824999999999 P N 0.19408419212555486 0.8059158078744452 oz2 is missing P N 0.5020475651762025 0.4979524348237975 Weight: 0.47 Decision Stump Classifications oz3 <= -1.4267859999999999 : N oz3 > -1.4267859999999999 : N oz3 is missing : N Class distributions oz3 <= -1.4267859999999999 P N 0.016748644934250292 0.9832513550657497 oz3 > -1.4267859999999999 P N 0.45191387138107725 0.5480861286189228 oz3 is missing P N 0.42514234210125595 0.574857657898744 Weight: 0.3 Decision Stump Classifications oz3 <= -1.4267859999999999 : N oz3 > -1.4267859999999999 : P oz3 is missing : P Class distributions oz3 <= -1.4267859999999999 P N 0.022513947642771006 0.977486052357229 oz3 > -1.4267859999999999 P N 0.5271626293076906 0.47283737069230936 oz3 is missing P N 0.5000000000000003 0.49999999999999967 Weight: 0.21 Decision Stump Classifications oz4 <= 0.4944855 : P oz4 > 0.4944855 : N oz4 is missing : N Class distributions oz4 <= 0.4944855 P N 0.5240182703494646 0.47598172965053537 oz4 > 0.4944855 P N 0.27116041406050406 0.7288395859394959 oz4 is missing P N 0.4536421869710819 0.5463578130289182 Weight: 0.33 Decision Stump Classifications oz3 <= -1.4267859999999999 : N oz3 > -1.4267859999999999 : N oz3 is missing : N Class distributions oz3 <= -1.4267859999999999 P N 0.020006347164825702 0.9799936528351743 oz3 > -1.4267859999999999 P N 0.4398948305905555 0.5601051694094445 oz3 is missing P N 0.4155005621165366 0.5844994378834634 Weight: 0.34 Decision Stump Classifications oz3 <= -1.4267859999999999 : N oz3 > -1.4267859999999999 : P oz3 is missing : P Class distributions oz3 <= -1.4267859999999999 P N 0.02791647646660146 0.9720835235333986 oz3 > -1.4267859999999999 P N 0.5249001247704699 0.4750998752295301 oz3 is missing P N 0.5000000000000002 0.49999999999999983 Weight: 0.19 Decision Stump Classifications oz6 <= -1.659651 : P oz6 > -1.659651 : N oz6 is missing : N Class distributions oz6 <= -1.659651 P N 0.8603583258752068 0.13964167412479325 oz6 > -1.659651 P N 0.42716445318055474 0.5728355468194453 oz6 is missing P N 0.4570506345376041 0.5429493654623959 Weight: 0.38 Decision Stump Classifications oz1 <= 1.567429 : P oz1 > 1.567429 : N oz1 is missing : P Class distributions oz1 <= 1.567429 P N 0.5575434983927963 0.44245650160720373 oz1 > 1.567429 P N -8.110432180392304E-15 1.0000000000000082 oz1 is missing P N 0.5382495079903666 0.4617504920096334 Weight: 0.29 Decision Stump Classifications oz2 <= -1.5382365 : P oz2 > -1.5382365 : N oz2 is missing : N Class distributions oz2 <= -1.5382365 P N 1.0 0.0 oz2 > -1.5382365 P N 0.45244278632881124 0.5475572136711888 oz2 is missing P N 0.4697957050281217 0.5302042949718784 Weight: 0.25 Decision Stump Classifications oz3 <= -1.4267859999999999 : N oz3 > -1.4267859999999999 : P oz3 is missing : P Class distributions oz3 <= -1.4267859999999999 P N 0.036301362369193256 0.9636986376308068 oz3 > -1.4267859999999999 P N 0.5490018248466612 0.45099817515333884 oz3 is missing P N 0.5282005277892434 0.4717994722107566 Weight: 0.26 Decision Stump Classifications oz9 <= -1.3928745 : P oz9 > -1.3928745 : N oz9 is missing : N Class distributions oz9 <= -1.3928745 P N 0.7283009488620059 0.27169905113799414 oz9 > -1.3928745 P N 0.42262035639561996 0.5773796436043801 oz9 is missing P N 0.4671456192435573 0.5328543807564426 Weight: 0.4 Decision Stump Classifications oz9 <= 1.541426 : P oz9 > 1.541426 : N oz9 is missing : P Class distributions oz9 <= 1.541426 P N 0.5588893839588291 0.4411106160411709 oz9 > 1.541426 P N 0.048645168398719026 0.951354831601281 oz9 is missing P N 0.5391065169463117 0.46089348305368827 Weight: 0.3 Decision Stump Classifications oz2 <= -1.3905305000000001 : P oz2 > -1.3905305000000001 : N oz2 is missing : N Class distributions oz2 <= -1.3905305000000001 P N 0.8780309866287738 0.12196901337122625 oz2 > -1.3905305000000001 P N 0.4463705468881237 0.5536294531118763 oz2 is missing P N 0.4700900550797197 0.5299099449202802 Weight: 0.29 Decision Stump Classifications oz1 <= 0.1355565 : N oz1 > 0.1355565 : P oz1 is missing : P Class distributions oz1 <= 0.1355565 P N 0.43875250939086297 0.561247490609137 oz1 > 0.1355565 P N 0.6585870467106699 0.3414129532893301 oz1 is missing P N 0.5343948116239351 0.46560518837606485 Weight: 0.42 Decision Stump Classifications oz2 <= 1.3187845 : P oz2 > 1.3187845 : N oz2 is missing : P Class distributions oz2 <= 1.3187845 P N 0.6044892512846685 0.3955107487153316 oz2 > 1.3187845 P N 0.2515485279241015 0.7484514720758986 oz2 is missing P N 0.5499951409728661 0.4500048590271339 Weight: 0.52 Decision Stump Classifications oz1 <= 1.567429 : N oz1 > 1.567429 : N oz1 is missing : N Class distributions oz1 <= 1.567429 P N 0.4770550253765201 0.5229449746234799 oz1 > 1.567429 P N -7.52634733117134E-15 1.0000000000000075 oz1 is missing P N 0.45982817578654844 0.5401718242134516 Weight: 0.16 Decision Stump Classifications oz1 <= 1.567429 : P oz1 > 1.567429 : N oz1 is missing : N Class distributions oz1 <= 1.567429 P N 0.5172905994413429 0.48270940055865713 oz1 > 1.567429 P N -1.5996362758567236E-14 1.000000000000016 oz1 is missing P N 0.49999999999999967 0.5000000000000003 Weight: 0.13 Decision Stump Classifications oz4 <= -1.4937114999999999 : P oz4 > -1.4937114999999999 : N oz4 is missing : N Class distributions oz4 <= -1.4937114999999999 P N 0.8004615788352781 0.19953842116472184 oz4 > -1.4937114999999999 P N 0.4378747474287669 0.562125252571233 oz4 is missing P N 0.4686691737214102 0.5313308262785897 Weight: 0.33 Decision Stump Classifications oz3 <= -1.0448555000000002 : N oz3 > -1.0448555000000002 : P oz3 is missing : P Class distributions oz3 <= -1.0448555000000002 P N 0.2613170081082106 0.7386829918917893 oz3 > -1.0448555000000002 P N 0.5781881211103683 0.42181187888963173 oz3 is missing P N 0.5380787966403274 0.4619212033596725 Weight: 0.4 Decision Stump Classifications oz2 <= -1.2605745 : P oz2 > -1.2605745 : N oz2 is missing : N Class distributions oz2 <= -1.2605745 P N 0.7715322798226053 0.22846772017739475 oz2 > -1.2605745 P N 0.4171588215878124 0.5828411784121875 oz2 is missing P N 0.46307939038921486 0.5369206096107851 Weight: 0.44 Decision Stump Classifications oz1 <= 1.567429 : P oz1 > 1.567429 : N oz1 is missing : P Class distributions oz1 <= 1.567429 P N 0.560480351660858 0.439519648339142 oz1 > 1.567429 P N -1.0043687207157367E-15 1.000000000000001 oz1 is missing P N 0.5446198321446748 0.45538016785532515 Weight: 0.29 Decision Stump Classifications oz8 <= -0.056135500000000005 : N oz8 > -0.056135500000000005 : P oz8 is missing : N Class distributions oz8 <= -0.056135500000000005 P N 0.3564456484912229 0.6435543515087772 oz8 > -0.056135500000000005 P N 0.5548800497378118 0.4451199502621882 oz8 is missing P N 0.47530354501014344 0.5246964549898566 Weight: 0.37 Decision Stump Classifications oz9 <= 1.595447 : N oz9 > 1.595447 : N oz9 is missing : N Class distributions oz9 <= 1.595447 P N 0.47203998297863853 0.5279600170213615 oz9 > 1.595447 P N 0.020091780158547755 0.9799082198414523 oz9 is missing P N 0.45595936565040585 0.5440406343495942 Weight: 0.18 Decision Stump Classifications oz9 <= 1.595447 : P oz9 > 1.595447 : N oz9 is missing : P Class distributions oz9 <= 1.595447 P N 0.5161602145870975 0.4838397854129026 oz9 > 1.595447 P N 0.023880381248217248 0.9761196187517828 oz9 is missing P N 0.5000000000000001 0.4999999999999999 Weight: 0.13 Decision Stump Classifications oz4 <= 0.668648 : P oz4 > 0.668648 : N oz4 is missing : N Class distributions oz4 <= 0.668648 P N 0.5250224982019654 0.47497750179803455 oz4 > 0.668648 P N 0.30858580331704377 0.6914141966829562 oz4 is missing P N 0.4706782813154002 0.5293217186845999 Weight: 0.27 Decision Stump Classifications oz2 <= 0.14584249999999999 : N oz2 > 0.14584249999999999 : P oz2 is missing : N Class distributions oz2 <= 0.14584249999999999 P N 0.3387743773816753 0.6612256226183247 oz2 > 0.14584249999999999 P N 0.5586398218876827 0.44136017811231737 oz2 is missing P N 0.43628553455369873 0.5637144654463013 Weight: 0.47 Decision Stump Classifications oz2 <= -0.839734 : P oz2 > -0.839734 : N oz2 is missing : N Class distributions oz2 <= -0.839734 P N 0.6381739407817973 0.3618260592182026 oz2 > -0.839734 P N 0.35579147728435506 0.644208522715645 oz2 is missing P N 0.44649561925498715 0.5535043807450128 Weight: 0.59 Decision Stump Classifications oz1 <= 0.22707 : N oz1 > 0.22707 : P oz1 is missing : N Class distributions oz1 <= 0.22707 P N 0.4091990361327833 0.5908009638672167 oz1 > 0.22707 P N 0.6265149891280762 0.3734850108719238 oz1 is missing P N 0.49713668619399276 0.5028633138060071 Weight: 0.43 Decision Stump Classifications oz1 <= 1.367747 : P oz1 > 1.367747 : N oz1 is missing : P Class distributions oz1 <= 1.367747 P N 0.5759540664245332 0.42404593357546677 oz1 > 1.367747 P N 0.16815674955421375 0.8318432504457863 oz1 is missing P N 0.5180055344365739 0.4819944655634261 Weight: 0.46 Decision Stump Classifications oz2 <= 1.160135 : N oz2 > 1.160135 : N oz2 is missing : N Class distributions oz2 <= 1.160135 P N 0.4905284945330405 0.5094715054669595 oz2 > 1.160135 P N 0.25262279251913367 0.7473772074808663 oz2 is missing P N 0.4342943625609379 0.5657056374390621 Weight: 0.26 Decision Stump Classifications oz2 <= 1.160135 : P oz2 > 1.160135 : N oz2 is missing : N Class distributions oz2 <= 1.160135 P N 0.5563744663527813 0.44362553364721874 oz2 > 1.160135 P N 0.3056954664790655 0.6943045335209346 oz2 is missing P N 0.4999999999999999 0.5000000000000001 Weight: 0.35 Decision Stump Classifications oz2 <= -0.069778 : N oz2 > -0.069778 : P oz2 is missing : N Class distributions oz2 <= -0.069778 P N 0.3487967833914874 0.6512032166085127 oz2 > -0.069778 P N 0.5481092971022312 0.4518907028977687 oz2 is missing P N 0.4503986938182738 0.5496013061817261 Weight: 0.4 Decision Stump Classifications oz4 <= 0.334553 : P oz4 > 0.334553 : N oz4 is missing : N Class distributions oz4 <= 0.334553 P N 0.523434260264042 0.476565739735958 oz4 > 0.334553 P N 0.27457484966631 0.7254251503336898 oz4 is missing P N 0.44638563189688973 0.5536143681031103 Weight: 0.35 Decision Stump Classifications oz9 <= -0.075381 : N oz9 > -0.075381 : P oz9 is missing : N Class distributions oz9 <= -0.075381 P N 0.3193838903221135 0.6806161096778867 oz9 > -0.075381 P N 0.5139164585148653 0.4860835414851347 oz9 is missing P N 0.4110179472250696 0.5889820527749304 Weight: 0.41 Decision Stump Classifications oz9 <= -1.3928745 : P oz9 > -1.3928745 : N oz9 is missing : N Class distributions oz9 <= -1.3928745 P N 0.6717294293234961 0.3282705706765039 oz9 > -1.3928745 P N 0.3692661599925645 0.6307338400074355 oz9 is missing P N 0.4133156328017541 0.5866843671982459 Weight: 0.56 Decision Stump Classifications oz10 <= -0.379295 : N oz10 > -0.379295 : P oz10 is missing : P Class distributions oz10 <= -0.379295 P N 0.3910103244074742 0.6089896755925258 oz10 > -0.379295 P N 0.5976707474377443 0.4023292525622557 oz10 is missing P N 0.5110260563297315 0.4889739436702685 Weight: 0.42 Decision Stump Classifications oz2 <= -1.2605745 : P oz2 > -1.2605745 : N oz2 is missing : N Class distributions oz2 <= -1.2605745 P N 0.7478790026236708 0.2521209973763293 oz2 > -1.2605745 P N 0.4510227779489207 0.5489772220510792 oz2 is missing P N 0.494246719575263 0.505753280424737 Weight: 0.31 Decision Stump Classifications oz9 <= 1.541426 : P oz9 > 1.541426 : N oz9 is missing : P Class distributions oz9 <= 1.541426 P N 0.5713528917260319 0.42864710827396807 oz9 > 1.541426 P N 0.037177053221302506 0.9628229467786974 oz9 is missing P N 0.5507210078197072 0.44927899218029277 Weight: 0.35 Decision Stump Classifications oz10 <= 1.4033630000000001 : P oz10 > 1.4033630000000001 : N oz10 is missing : N Class distributions oz10 <= 1.4033630000000001 P N 0.5026649711850414 0.49733502881495867 oz10 > 1.4033630000000001 P N 0.1680540742764147 0.8319459257235854 oz10 is missing P N 0.4700315235356269 0.5299684764643732 Weight: 0.14 Decision Stump Classifications oz6 <= -1.7572085 : P oz6 > -1.7572085 : N oz6 is missing : N Class distributions oz6 <= -1.7572085 P N 0.8811379525299231 0.11886204747007689 oz6 > -1.7572085 P N 0.42349383449486616 0.5765061655051339 oz6 is missing P N 0.441754788821811 0.5582452111781889 Weight: 0.36 Decision Stump Classifications oz1 <= 1.567429 : P oz1 > 1.567429 : N oz1 is missing : P Class distributions oz1 <= 1.567429 P N 0.5376464903449072 0.46235350965509275 oz1 > 1.567429 P N -1.2125035669645543E-14 1.0000000000000122 oz1 is missing P N 0.5240985757681705 0.47590142423182946 Weight: 0.2 Decision Stump Classifications oz1 <= 0.1355565 : N oz1 > 0.1355565 : P oz1 is missing : N Class distributions oz1 <= 0.1355565 P N 0.3915774207745944 0.6084225792254055 oz1 > 0.1355565 P N 0.5900730389913924 0.4099269610086076 oz1 is missing P N 0.4770629105404099 0.5229370894595902 Weight: 0.41 Decision Stump Classifications oz1 <= 1.042187 : P oz1 > 1.042187 : N oz1 is missing : N Class distributions oz1 <= 1.042187 P N 0.5540033863235792 0.4459966136764209 oz1 > 1.042187 P N 0.26267150816953755 0.7373284918304623 oz1 is missing P N 0.49062263947864737 0.5093773605213526 Weight: 0.38 Decision Stump Classifications oz2 <= -1.5382365 : P oz2 > -1.5382365 : N oz2 is missing : N Class distributions oz2 <= -1.5382365 P N 1.0 0.0 oz2 > -1.5382365 P N 0.42166668381075467 0.5783333161892454 oz2 is missing P N 0.43530596717965253 0.5646940328203475 Weight: 0.36 Decision Stump Classifications oz9 <= 1.595447 : P oz9 > 1.595447 : N oz9 is missing : P Class distributions oz9 <= 1.595447 P N 0.5351277116881986 0.46487228831180133 oz9 > 1.595447 P N 0.024225190036083366 0.9757748099639166 oz9 is missing P N 0.5200447608460478 0.47995523915395216 Weight: 0.19 Decision Stump Classifications oz10 <= 1.4033630000000001 : P oz10 > 1.4033630000000001 : N oz10 is missing : N Class distributions oz10 <= 1.4033630000000001 P N 0.5032399453961482 0.49676005460385175 oz10 > 1.4033630000000001 P N 0.18740705410092615 0.8125929458990738 oz10 is missing P N 0.47451416690121373 0.5254858330987863 Weight: 0.13 Decision Stump Classifications oz4 <= -0.7653565 : P oz4 > -0.7653565 : N oz4 is missing : N Class distributions oz4 <= -0.7653565 P N 0.5999147371916055 0.40008526280839446 oz4 > -0.7653565 P N 0.3904934414617038 0.6095065585382963 oz4 is missing P N 0.44864308100006345 0.5513569189999364 Weight: 0.43 Decision Stump Classifications oz3 <= -1.4267859999999999 : N oz3 > -1.4267859999999999 : P oz3 is missing : N Class distributions oz3 <= -1.4267859999999999 P N 0.03367278840756474 0.9663272115924353 oz3 > -1.4267859999999999 P N 0.5174250601886223 0.4825749398113778 oz3 is missing P N 0.4959682674600609 0.504031732539939 Weight: 0.15 Decision Stump Classifications oz6 <= 1.4271815 : N oz6 > 1.4271815 : P oz6 is missing : N Class distributions oz6 <= 1.4271815 P N 0.42117698486326033 0.5788230151367396 oz6 > 1.4271815 P N 0.7205700093669882 0.27942999063301177 oz6 is missing P N 0.46173088030162784 0.5382691196983721 Weight: 0.4 Decision Stump Classifications oz3 <= -1.4267859999999999 : N oz3 > -1.4267859999999999 : P oz3 is missing : P Class distributions oz3 <= -1.4267859999999999 P N 0.04897949007542736 0.9510205099245728 oz3 > -1.4267859999999999 P N 0.5552791388978446 0.4447208611021553 oz3 is missing P N 0.5345258184959361 0.46547418150406406 Weight: 0.29 Decision Stump Classifications oz2 <= 1.5862505 : N oz2 > 1.5862505 : N oz2 is missing : N Class distributions oz2 <= 1.5862505 P N 0.49919254780477423 0.5008074521952258 oz2 > 1.5862505 P N 0.15171094888632494 0.8482890511136751 oz2 is missing P N 0.4682372880249291 0.531762711975071 Weight: 0.13 Decision Stump Classifications oz2 <= 1.5862505 : P oz2 > 1.5862505 : N oz2 is missing : P Class distributions oz2 <= 1.5862505 P N 0.5309584357279383 0.4690415642720616 oz2 > 1.5862505 P N 0.1688187517770188 0.8311812482229812 oz2 is missing P N 0.5 0.5 Weight: 0.23 Decision Stump Classifications oz2 <= 0.2760335 : N oz2 > 0.2760335 : P oz2 is missing : N Class distributions oz2 <= 0.2760335 P N 0.3665893892077432 0.6334106107922569 oz2 > 0.2760335 P N 0.5757116682755332 0.4242883317244668 oz2 is missing P N 0.45244764331904375 0.5475523566809563 Weight: 0.45 Decision Stump Classifications oz2 <= -0.9794365 : P oz2 > -0.9794365 : N oz2 is missing : N Class distributions oz2 <= -0.9794365 P N 0.6691457320096834 0.33085426799031653 oz2 > -0.9794365 P N 0.38136375638465025 0.6186362436153497 oz2 is missing P N 0.47066071714291136 0.5293392828570885 Weight: 0.55 Decision Stump Classifications oz3 <= -1.4267859999999999 : N oz3 > -1.4267859999999999 : P oz3 is missing : P Class distributions oz3 <= -1.4267859999999999 P N 0.054549454625767636 0.9454505453742323 oz3 > -1.4267859999999999 P N 0.5436472903812254 0.45635270961877467 oz3 is missing P N 0.5233004904857155 0.4766995095142845 Weight: 0.24 Decision Stump Classifications oz8 <= 1.604085 : N oz8 > 1.604085 : N oz8 is missing : N Class distributions oz8 <= 1.604085 P N 0.481487143582514 0.518512856417486 oz8 > 1.604085 P N -3.4264513744572255E-15 1.0000000000000033 oz8 is missing P N 0.4674862883539337 0.5325137116460664 Weight: 0.13 Decision Stump Classifications oz8 <= 1.604085 : P oz8 > 1.604085 : N oz8 is missing : P Class distributions oz8 <= 1.604085 P N 0.5140346462597362 0.48596535374026373 oz8 > 1.604085 P N -2.937913481579695E-16 1.0000000000000002 oz8 is missing P N 0.5000000000000001 0.49999999999999994 Weight: 0.11 Decision Stump Classifications oz8 <= 1.604085 : N oz8 > 1.604085 : N oz8 is missing : N Class distributions oz8 <= 1.604085 P N 0.4867113592301729 0.5132886407698272 oz8 > 1.604085 P N 7.354538844725573E-16 0.9999999999999993 oz8 is missing P N 0.47411078345724333 0.5258892165427568 Weight: 0.1 Decision Stump Classifications oz8 <= 1.604085 : P oz8 > 1.604085 : N oz8 is missing : P Class distributions oz8 <= 1.604085 P N 0.5126179396982079 0.48738206030179204 oz8 > 1.604085 P N 2.16443081403778E-15 0.9999999999999978 oz8 is missing P N 0.5000000000000002 0.4999999999999999 Weight: 0.1 Decision Stump Classifications oz4 <= 1.2974515 : P oz4 > 1.2974515 : N oz4 is missing : N Class distributions oz4 <= 1.2974515 P N 0.5044263817324123 0.4955736182675877 oz4 > 1.2974515 P N 0.20232958052213917 0.7976704194778609 oz4 is missing P N 0.476540206185674 0.523459793814326 Weight: 0.13 Decision Stump Classifications oz2 <= 1.5862505 : N oz2 > 1.5862505 : N oz2 is missing : N Class distributions oz2 <= 1.5862505 P N 0.47778242717419833 0.5222175728258017 oz2 > 1.5862505 P N 0.17457642296823686 0.8254235770317631 oz2 is missing P N 0.45066367395118573 0.5493363260488142 Weight: 0.2 Decision Stump Classifications oz2 <= 1.5862505 : P oz2 > 1.5862505 : N oz2 is missing : P Class distributions oz2 <= 1.5862505 P N 0.5272381799400085 0.47276182005999134 oz2 > 1.5862505 P N 0.20496538569147035 0.7950346143085296 oz2 is missing P N 0.5000000000000001 0.49999999999999994 Weight: 0.2 Decision Stump Classifications oz4 <= -1.4937114999999999 : P oz4 > -1.4937114999999999 : N oz4 is missing : N Class distributions oz4 <= -1.4937114999999999 P N 0.7819803533783127 0.21801964662168716 oz4 > -1.4937114999999999 P N 0.43192030066786086 0.5680796993321391 oz4 is missing P N 0.45814176232572157 0.5418582376742784 Weight: 0.34 Decision Stump Classifications oz3 <= -1.0448555000000002 : N oz3 > -1.0448555000000002 : P oz3 is missing : P Class distributions oz3 <= -1.0448555000000002 P N 0.2772674888599091 0.7227325111400908 oz3 > -1.0448555000000002 P N 0.5673843462921042 0.4326156537078957 oz3 is missing P N 0.5305075266701463 0.4694924733298537 Weight: 0.35 Decision Stump Classifications oz2 <= -1.3905305000000001 : P oz2 > -1.3905305000000001 : N oz2 is missing : N Class distributions oz2 <= -1.3905305000000001 P N 0.8785263806856324 0.12147361931436758 oz2 > -1.3905305000000001 P N 0.43955579428969066 0.5604442057103094 oz2 is missing P N 0.46444762265794226 0.5355523773420577 Weight: 0.32 Decision Stump Classifications oz1 <= 1.567429 : P oz1 > 1.567429 : N oz1 is missing : P Class distributions oz1 <= 1.567429 P N 0.5473530476171322 0.4526469523828678 oz1 > 1.567429 P N 3.4319828000392554E-15 0.9999999999999966 oz1 is missing P N 0.5348876732258716 0.4651123267741284 Weight: 0.23 Decision Stump Classifications oz1 <= 0.216338 : N oz1 > 0.216338 : P oz1 is missing : N Class distributions oz1 <= 0.216338 P N 0.4007226484399368 0.5992773515600631 oz1 > 0.216338 P N 0.5989865651522263 0.4010134348477737 oz1 is missing P N 0.4795808783909286 0.5204191216090714 Weight: 0.4 Decision Stump Classifications oz2 <= 1.160135 : P oz2 > 1.160135 : N oz2 is missing : N Class distributions oz2 <= 1.160135 P N 0.5751603891602434 0.4248396108397567 oz2 > 1.160135 P N 0.2647780186376011 0.7352219813623988 oz2 is missing P N 0.4998549841337745 0.5001450158662255 Weight: 0.46 Decision Stump Classifications oz4 <= 0.668648 : N oz4 > 0.668648 : N oz4 is missing : N Class distributions oz4 <= 0.668648 P N 0.49292864857177243 0.5070713514282276 oz4 > 0.668648 P N 0.27237101215167003 0.7276289878483301 oz4 is missing P N 0.43795005457182606 0.5620499454281739 Weight: 0.25 Decision Stump Classifications oz4 <= 0.668648 : P oz4 > 0.668648 : N oz4 is missing : N Class distributions oz4 <= 0.668648 P N 0.5550752570175802 0.4449247429824198 oz4 > 0.668648 P N 0.32450599092783144 0.6754940090721685 oz4 is missing P N 0.49999999999999994 0.5000000000000001 Weight: 0.34 Decision Stump Classifications oz2 <= 0.19211 : N oz2 > 0.19211 : P oz2 is missing : N Class distributions oz2 <= 0.19211 P N 0.3706712904670302 0.6293287095329699 oz2 > 0.19211 P N 0.5597257203285935 0.4402742796714065 oz2 is missing P N 0.4549467924860551 0.5450532075139448 Weight: 0.4 Decision Stump Classifications oz1 <= -1.3367885 : P oz1 > -1.3367885 : N oz1 is missing : N Class distributions oz1 <= -1.3367885 P N 0.7334238412666382 0.2665761587333619 oz1 > -1.3367885 P N 0.40735191562560175 0.5926480843743982 oz1 is missing P N 0.4642250376853419 0.5357749623146582 Weight: 0.48 Number of performed Iterations: 100