AttributeSelectedClassifier: === Attribute Selection on all input data === Search Method: Best first. Start set: no attributes Search direction: forward Stale search after 5 node expansions Total number of subsets evaluated: 49 Merit of best subset found: 0.227 Attribute Subset Evaluator (supervised, Class (nominal): 10 binaryClass): CFS Subset Evaluator Including locally predictive attributes Selected attributes: 2,7 : 2 Na Ca Header of reduced data: @relation 'Glass-weka.filters.unsupervised.attribute.Remove-V-R2,7,10' @attribute Na numeric @attribute Ca numeric @attribute binaryClass {P,N} @data Classifier Model AdaBoostM1: Base classifiers and their weights: Decision Stump Classifications Ca <= 8.325 : P Ca > 8.325 : N Ca is missing : N Class distributions Ca <= 8.325 P N 0.6507936507936508 0.3492063492063492 Ca > 8.325 P N 0.23178807947019867 0.7682119205298014 Ca is missing P N 0.35514018691588783 0.6448598130841121 Weight: 1.01 Decision Stump Classifications Na <= 13.985 : P Na > 13.985 : N Na is missing : N Class distributions Na <= 13.985 P N 0.5223127935893894 0.47768720641061063 Na > 13.985 P N 0.07919345412039676 0.9208065458796033 Na is missing P N 0.43759079226729286 0.5624092077327071 Weight: 0.4 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.33780926353655377 0.6621907364634463 Ca > 12.870000000000001 P N 0.9999999999999906 9.425735226654135E-15 Ca is missing P N 0.3717780657851219 0.6282219342148782 Weight: 0.75 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5634872875116805 0.4365127124883196 Ca is missing P N 0.5377455001711995 0.4622544998288005 Weight: 0.34 Decision Stump Classifications Na <= 13.985 : P Na > 13.985 : N Na is missing : N Class distributions Na <= 13.985 P N 0.5111343502281459 0.48886564977185404 Na > 13.985 P N 0.17069106928942468 0.8293089307105753 Na is missing P N 0.4608495333734072 0.5391504666265927 Weight: 0.23 Decision Stump Classifications Ca <= 10.365 : N Ca > 10.365 : P Ca is missing : N Class distributions Ca <= 10.365 P N 0.3748917740862097 0.6251082259137902 Ca > 10.365 P N 0.736673232552408 0.2633267674475919 Ca is missing P N 0.4187939883715671 0.581206011628433 Weight: 0.57 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5427457141095456 0.45725428589045436 Ca is missing P N 0.5257727797720532 0.47422722022794683 Weight: 0.23 Decision Stump Classifications Na <= 13.85 : P Na > 13.85 : N Na is missing : N Class distributions Na <= 13.85 P N 0.5164359558481945 0.48356404415180554 Na > 13.85 P N 0.23320817983671313 0.7667918201632868 Na is missing P N 0.4719301462012016 0.5280698537987983 Weight: 0.22 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.44575886155079925 0.5542411384492008 Ca is missing P N 0.4328473063084868 0.5671526936915132 Weight: 0.27 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5131024547882969 0.48689754521170325 Ca is missing P N 0.5000000000000004 0.49999999999999956 Weight: 0.1 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.4875500450966542 0.5124499549033458 Ca is missing P N 0.4757050326881297 0.5242949673118703 Weight: 0.1 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5118593608712302 0.4881406391287698 Ca is missing P N 0.5000000000000008 0.4999999999999993 Weight: 0.09 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.4670781617707794 0.5329218382292207 Ca > 12.870000000000001 P N 1.0000000000000102 -1.0260113802369268E-14 Ca is missing P N 0.47785689658293273 0.5221431034170674 Weight: 0.17 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5294536463984502 0.4705463536015498 Ca is missing P N 0.5186457366703577 0.4813542633296423 Weight: 0.16 Decision Stump Classifications Na <= 13.26 : P Na > 13.26 : N Na is missing : N Class distributions Na <= 13.26 P N 0.5551016506656153 0.4448983493343847 Na > 13.26 P N 0.3867715427305465 0.6132284572694534 Na is missing P N 0.481065780053625 0.518934219946375 Weight: 0.33 Decision Stump Classifications Ca <= 8.045 : P Ca > 8.045 : N Ca is missing : N Class distributions Ca <= 8.045 P N 0.6680779579764959 0.3319220420235041 Ca > 8.045 P N 0.4380318774986222 0.5619681225013778 Ca is missing P N 0.4705920937706871 0.529407906229313 Weight: 0.31 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5384888329895859 0.4615111670104141 Ca is missing P N 0.5264118871735105 0.4735881128264894 Weight: 0.2 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.48957105291016234 0.5104289470898378 Ca is missing P N 0.47956826870949015 0.5204317312905098 Weight: 0.08 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.510011317104315 0.48998868289568503 Ca is missing P N 0.4999999999999997 0.5000000000000002 Weight: 0.08 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.47215339296644293 0.5278466070335571 Ca > 12.870000000000001 P N 0.9999999999999342 6.578232941223381E-14 Ca is missing P N 0.48111193239694117 0.518888067603059 Weight: 0.14 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5250903281969351 0.4749096718030648 Ca is missing P N 0.5158360986112221 0.4841639013887778 Weight: 0.13 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.4916019563739464 0.5083980436260537 Ca is missing P N 0.4834813612456961 0.5165186387543038 Weight: 0.07 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5081251037238956 0.49187489627610437 Ca is missing P N 0.4999999999999999 0.5000000000000001 Weight: 0.06 Decision Stump Classifications Na <= 12.885000000000002 : N Na > 12.885000000000002 : P Na is missing : N Class distributions Na <= 12.885000000000002 P N 0.3614203641999258 0.6385796358000742 Na > 12.885000000000002 P N 0.5292115161028434 0.4707884838971565 Na is missing P N 0.4845051749180543 0.5154948250819457 Weight: 0.23 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.4477221500044738 0.5522778499955262 Ca > 12.870000000000001 P N 0.9999999999999892 1.0773860275576253E-14 Ca is missing P N 0.45665771504615127 0.5433422849538487 Weight: 0.24 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5226513470891796 0.47734865291082046 Ca is missing P N 0.5144583062343417 0.48554169376565826 Weight: 0.12 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.47809824902346904 0.5219017509765309 Ca > 12.870000000000001 P N 0.9999999999999143 8.567680510768105E-14 Ca is missing P N 0.4852151403335938 0.5147848596664062 Weight: 0.11 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5201801553900555 0.47981984460994465 Ca is missing P N 0.5129030165412894 0.48709698345871055 Weight: 0.11 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.49327288464080504 0.506727115359195 Ca is missing P N 0.48672438250235284 0.5132756174976472 Weight: 0.05 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5065508422725264 0.4934491577274736 Ca is missing P N 0.5000000000000006 0.4999999999999994 Weight: 0.05 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.48103057039450575 0.5189694296054942 Ca > 12.870000000000001 P N 0.9999999999998774 1.2253467704652734E-13 Ca is missing P N 0.4873938027153558 0.5126061972846441 Weight: 0.1 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5178997870567458 0.4821002129432542 Ca is missing P N 0.5116803630078551 0.4883196369921449 Weight: 0.09 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.4944499653000878 0.5055500346999121 Na > 14.89 P N 2.4629932502624623E-14 0.9999999999999754 Na is missing P N 0.48853429554597033 0.5114657044540297 Weight: 0.05 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : P Class distributions Na <= 14.89 P N 0.505917175913438 0.49408282408656196 Na > 14.89 P N -2.2001033189941283E-14 1.000000000000022 Na is missing P N 0.5000000000000006 0.49999999999999944 Weight: 0.05 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.4828031830079972 0.5171968169920029 Ca > 12.870000000000001 P N 1.0000000000000326 -3.256183469337805E-14 Ca is missing P N 0.48857139844808867 0.5114286015519114 Weight: 0.09 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5163206121547502 0.48367938784524983 Ca is missing P N 0.5106709146853864 0.4893290853146136 Weight: 0.09 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.4951350632816334 0.5048649367183666 Na > 14.89 P N -2.439068633132718E-14 1.0000000000000242 Na is missing P N 0.4895111660681191 0.5104888339318808 Weight: 0.04 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : P Class distributions Na <= 14.89 P N 0.5056250453418187 0.4943749546581813 Na > 14.89 P N 7.368109879415926E-15 0.9999999999999927 Na is missing P N 0.5000000000000002 0.4999999999999999 Weight: 0.04 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.49449873413782985 0.5055012658621701 Na > 14.89 P N -1.5636153089483744E-14 1.0000000000000155 Na is missing P N 0.489117206555779 0.510882793444221 Weight: 0.04 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.5053828166404638 0.49461718335953625 Na > 14.89 P N 1.9775768762469346E-14 0.9999999999999803 Na is missing P N 0.4999999999999997 0.5000000000000002 Weight: 0.04 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.48429551929231074 0.5157044807076893 Ca > 12.870000000000001 P N 0.9999999999999537 4.6250339168882865E-14 Ca is missing P N 0.4895711851090827 0.5104288148909173 Weight: 0.08 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5149882075672966 0.4850117924327034 Ca is missing P N 0.5098241082035949 0.49017589179640514 Weight: 0.08 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.4954957897427375 0.5045042102572626 Na > 14.89 P N 1.6002343376282362E-15 0.9999999999999984 Na is missing P N 0.4903553198699972 0.5096446801300029 Weight: 0.04 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : P Class distributions Na <= 14.89 P N 0.505141363270309 0.494858636729691 Na > 14.89 P N 1.8553783364790614E-14 0.9999999999999815 Na is missing P N 0.5000000000000002 0.4999999999999998 Weight: 0.04 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.4851635970287524 0.5148364029712477 Ca > 12.870000000000001 P N 0.9999999999999571 4.2854858608341154E-14 Ca is missing P N 0.49002498452838245 0.5099750154716175 Weight: 0.08 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : P Class distributions Na <= 14.89 P N 0.5140253212574686 0.4859746787425315 Na > 14.89 P N 2.7338838170827477E-14 0.9999999999999726 Na is missing P N 0.5090895908274163 0.4909104091725837 Weight: 0.07 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.49549396859844796 0.504506031401552 Ca is missing P N 0.4907439089150176 0.5092560910849824 Weight: 0.04 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5047508522821242 0.49524914771787576 Ca is missing P N 0.5000000000000004 0.4999999999999996 Weight: 0.04 Decision Stump Classifications Ca <= 8.215 : P Ca > 8.215 : N Ca is missing : N Class distributions Ca <= 8.215 P N 0.59303399818912 0.4069660018108801 Ca > 8.215 P N 0.4589138487256296 0.5410861512743704 Ca is missing P N 0.4907616360504701 0.5092383639495299 Weight: 0.21 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5244544478208333 0.4755455521791667 Ca is missing P N 0.5190297559897297 0.4809702440102704 Weight: 0.12 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.48546263472219625 0.5145373652778038 Ca > 12.870000000000001 P N 0.9999999999999621 3.784793485363324E-14 Ca is missing P N 0.49023043311878306 0.5097695668812169 Weight: 0.08 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5137614915388488 0.48623850846115113 Ca is missing P N 0.5089263455640705 0.4910736544359296 Weight: 0.07 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.49541925628009414 0.5045807437199059 Ca is missing P N 0.49092168344329706 0.5090783165567029 Weight: 0.04 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5044983210954722 0.4955016789045278 Ca is missing P N 0.4999999999999992 0.5000000000000008 Weight: 0.04 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.48681815297136705 0.5131818470286329 Ca > 12.870000000000001 P N 1.0000000000000209 -2.0953829068677274E-14 Ca is missing P N 0.49123979509617044 0.5087602049038297 Weight: 0.07 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : P Class distributions Na <= 14.89 P N 0.5127182892321602 0.4872817107678398 Na > 14.89 P N -6.9050013824324555E-15 1.0000000000000069 Na is missing P N 0.508326754241859 0.49167324575814103 Weight: 0.07 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.4960435579118387 0.5039564420881614 Ca is missing P N 0.49171470894069647 0.5082852910593036 Weight: 0.03 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5043294166490032 0.4956705833509968 Ca is missing P N 0.5000000000000004 0.49999999999999944 Weight: 0.03 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.48743315370752444 0.5125668462924756 Ca > 12.870000000000001 P N 0.9999999999999085 9.149031750502133E-14 Ca is missing P N 0.4915603980218844 0.5084396019781156 Weight: 0.07 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5119779262997146 0.48802207370028533 Ca is missing P N 0.5077950034913966 0.4922049965086033 Weight: 0.06 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.4961738355492787 0.5038261644507214 Na > 14.89 P N 1.1577159369883607E-14 0.9999999999999885 Na is missing P N 0.4920826787305214 0.5079173212694785 Weight: 0.03 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.5040916526120477 0.49590834738795225 Na > 14.89 P N 2.6972404185604428E-14 0.999999999999973 Na is missing P N 0.49999999999999906 0.5000000000000009 Weight: 0.03 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.4959742355071611 0.504025764492839 Na > 14.89 P N -1.3250461233507318E-14 1.0000000000000133 Na is missing P N 0.4920127803448911 0.507987219655109 Weight: 0.03 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.5039619647448708 0.4960380352551293 Na > 14.89 P N -1.5837799908606545E-14 1.0000000000000158 Na is missing P N 0.4999999999999993 0.5000000000000008 Weight: 0.03 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.488394096571074 0.511605903428926 Ca > 12.870000000000001 P N 1.0000000000000198 -1.977272156628504E-14 Ca is missing P N 0.4922600626633894 0.5077399373366105 Weight: 0.06 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5112483002958699 0.48875169970413007 Ca is missing P N 0.5073322173683872 0.4926677826316129 Weight: 0.06 Decision Stump Classifications Na <= 13.205 : P Na > 13.205 : N Na is missing : N Class distributions Na <= 13.205 P N 0.544332989913283 0.45566701008671684 Na > 13.205 P N 0.4410800584423172 0.5589199415576828 Na is missing P N 0.4925631423014182 0.5074368576985817 Weight: 0.21 Decision Stump Classifications Na <= 12.885000000000002 : N Na > 12.885000000000002 : P Na is missing : N Class distributions Na <= 12.885000000000002 P N 0.38601379570869093 0.613986204291309 Na > 12.885000000000002 P N 0.53141403823152 0.4685859617684801 Na is missing P N 0.4926279238062414 0.5073720761937587 Weight: 0.21 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.4634531793695197 0.5365468206304804 Ca > 12.870000000000001 P N 1.0000000000000684 -6.844061255871113E-14 Ca is missing P N 0.4673251062090756 0.5326748937909245 Weight: 0.16 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5106796829808974 0.48932031701910256 Ca is missing P N 0.506683180820107 0.49331681917989306 Weight: 0.06 Decision Stump Classifications Na <= 12.18 : N Na > 12.18 : N Na is missing : N Class distributions Na <= 12.18 P N 0.16641245755171605 0.833587542448284 Na > 12.18 P N 0.49973684730430457 0.5002631526956953 Na is missing P N 0.49239483790378213 0.5076051620962179 Weight: 0.03 Decision Stump Classifications Na <= 12.18 : N Na > 12.18 : P Na is missing : N Class distributions Na <= 12.18 P N 0.17067565285856046 0.8293243471414395 Na > 12.18 P N 0.5073420681758017 0.49265793182419826 Na is missing P N 0.4999999999999997 0.5000000000000002 Weight: 0.06 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.49003075485876735 0.5099692451412327 Ca is missing P N 0.48625125067017183 0.5137487493298282 Weight: 0.06 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5037815774710027 0.4962184225289972 Ca is missing P N 0.5000000000000001 0.4999999999999999 Weight: 0.03 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.4963032162114847 0.5036967837885152 Na > 14.89 P N -1.5733220233358104E-14 1.0000000000000158 Na is missing P N 0.49260464177824315 0.5073953582217569 Weight: 0.03 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.5036989789393799 0.49630102106062024 Na > 14.89 P N 1.3140098251587266E-14 0.9999999999999869 Na is missing P N 0.49999999999999994 0.5000000000000001 Weight: 0.03 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.49642919320472817 0.5035708067952719 Ca is missing P N 0.49276266658452705 0.507237333415473 Weight: 0.03 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5036669056773254 0.4963330943226746 Ca is missing P N 0.5000000000000002 0.4999999999999998 Weight: 0.03 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.49641286979567056 0.5035871302043294 Na > 14.89 P N -4.578369760697522E-14 1.0000000000000457 Na is missing P N 0.49282406940909373 0.5071759305909063 Weight: 0.03 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.5035891699418333 0.4964108300581667 Na > 14.89 P N -3.9161659932806656E-14 1.000000000000039 Na is missing P N 0.49999999999999906 0.5000000000000009 Weight: 0.03 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.49653171478097713 0.5034682852190228 Ca is missing P N 0.49297298697981157 0.5070270130201885 Weight: 0.03 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5035590747637674 0.4964409252362326 Ca is missing P N 0.5 0.5 Weight: 0.03 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.49651611878718377 0.5034838812128162 Na > 14.89 P N 2.217140274928718E-15 0.9999999999999978 Na is missing P N 0.4930306765321152 0.5069693234678848 Weight: 0.03 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.5034857807982134 0.49651421920178657 Na > 14.89 P N -2.2780181332336845E-14 1.0000000000000229 Na is missing P N 0.4999999999999994 0.5000000000000006 Weight: 0.03 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.48974275227952063 0.5102572477204793 Ca > 12.870000000000001 P N 0.9999999999999454 5.466556553922796E-14 Ca is missing P N 0.49317125936153294 0.506828740638467 Weight: 0.05 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.5099984963780313 0.4900015036219687 Ca is missing P N 0.5065419150949669 0.4934580849050331 Weight: 0.05 Decision Stump Classifications Na <= 12.18 : N Na > 12.18 : P Na is missing : N Class distributions Na <= 12.18 P N 0.17487922294260125 0.8251207770573986 Na > 12.18 P N 0.5002563745613869 0.49974362543861306 Na is missing P N 0.4933982346848581 0.5066017653151419 Weight: 0.03 Decision Stump Classifications Na <= 12.675 : P Na > 12.675 : N Na is missing : N Class distributions Na <= 12.675 P N 0.6281069792876404 0.37189302071235975 Na > 12.675 P N 0.46953805382606284 0.5304619461739372 Na is missing P N 0.48659127805897745 0.5134087219410225 Weight: 0.16 Decision Stump Classifications Na <= 12.18 : N Na > 12.18 : P Na is missing : P Class distributions Na <= 12.18 P N 0.15613940579562324 0.8438605942043768 Na > 12.18 P N 0.5270807990867372 0.47291920091326267 Na is missing P N 0.5188703471812102 0.4811296528187898 Weight: 0.14 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.4895799595916334 0.5104200404083666 Na > 14.89 P N 1.0138838939874529E-14 0.9999999999999899 Na is missing P N 0.4862230730506687 0.5137769269493313 Weight: 0.06 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : P Class distributions Na <= 14.89 P N 0.5033588152551167 0.49664118474488333 Na > 14.89 P N 9.329734053784537E-16 0.9999999999999991 Na is missing P N 0.5000000000000004 0.4999999999999996 Weight: 0.03 Decision Stump Classifications Na <= 12.18 : N Na > 12.18 : P Na is missing : N Class distributions Na <= 12.18 P N 0.17913373427554674 0.8208662657244532 Na > 12.18 P N 0.5001601177642325 0.49983988223576753 Na is missing P N 0.49341507477359164 0.5065849252264083 Weight: 0.03 Decision Stump Classifications Ca <= 12.870000000000001 : N Ca > 12.870000000000001 : P Ca is missing : N Class distributions Ca <= 12.870000000000001 P N 0.4835739962782614 0.5164260037217385 Ca > 12.870000000000001 P N 1.000000000000058 -5.806275072323127E-14 Ca is missing P N 0.4868040146465921 0.5131959853534079 Weight: 0.08 Decision Stump Classifications Na <= 12.18 : N Na > 12.18 : P Na is missing : P Class distributions Na <= 12.18 P N 0.183227495514111 0.816772504485889 Na > 12.18 P N 0.5126244026422891 0.4873755973577108 Na is missing P N 0.5060203631115648 0.49397963688843516 Weight: 0.07 Decision Stump Classifications Ca <= 10.365 : N Ca > 10.365 : P Ca is missing : N Class distributions Ca <= 10.365 P N 0.4703480118625099 0.5296519881374901 Ca > 10.365 P N 0.6145175815587866 0.3854824184412134 Ca is missing P N 0.4880320707666321 0.5119679292333679 Weight: 0.16 Decision Stump Classifications Na <= 12.18 : N Na > 12.18 : P Na is missing : P Class distributions Na <= 12.18 P N 0.17869730095840944 0.8213026990415906 Na > 12.18 P N 0.5252357181367937 0.47476428186320635 Na is missing P N 0.5183837554234836 0.4816162445765165 Weight: 0.12 Decision Stump Classifications Na <= 14.89 : N Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.4917201572244809 0.5082798427755192 Na > 14.89 P N -1.416699149064875E-14 1.0000000000000142 Na is missing P N 0.4884789310280588 0.5115210689719412 Weight: 0.05 Decision Stump Classifications Na <= 14.89 : P Na > 14.89 : N Na is missing : N Class distributions Na <= 14.89 P N 0.5032424634250033 0.49675753657499666 Na > 14.89 P N -2.3350524923443283E-14 1.0000000000000233 Na is missing P N 0.49999999999999994 0.5000000000000001 Weight: 0.03 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : N Ca is missing : N Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.49685837678135814 0.5031416232186419 Ca is missing P N 0.4936388283485139 0.506361171651486 Weight: 0.03 Decision Stump Classifications Ca <= 7.02 : N Ca > 7.02 : P Ca is missing : P Class distributions Ca <= 7.02 P N 0.0 1.0 Ca > 7.02 P N 0.503219805816453 0.4967801941835471 Ca is missing P N 0.5000000000000008 0.4999999999999993 Weight: 0.03 Number of performed Iterations: 100