classifier, dataset, f1_macro, stdev ExtraTree, balance-scale, 0.5727937653363786, 0.023487857593735204 ExtraTree, balloons, 0.5142380952380953, 0.30761517393993304 ExtraTree, breast-cancer-wisc-diag, 0.9070138951323944, 0.02903776381824311 ExtraTree, breast-cancer-wisc-prog, 0.5372527452695054, 0.09299756634049137 ExtraTree, breast-cancer-wisc, 0.9334919221033554, 0.023728892992322302 ExtraTree, breast-cancer, 0.5859978054054232, 0.06648992118041178 ExtraTree, cardiotocography-10clases, 0.6354295232626165, 0.03600797841881146 ExtraTree, cardiotocography-3clases, 0.7789905775124828, 0.029214271580936813 ExtraTree, conn-bench-sonar-mines-rocks, 0.6884280028685714, 0.0768675369599383 ExtraTree, cylinder-bands, 0.6758769583557732, 0.0481074636927063 ExtraTree, dermatology, 0.87948428121547, 0.04971512090462707 ExtraTree, echocardiogram, 0.6838558372486934, 0.09839035830723523 ExtraTree, fertility, 0.5000780589077803, 0.0954728352478733 ExtraTree, haberman-survival, 0.5441002544124391, 0.06607913609295565 ExtraTree, heart-hungarian, 0.7366286989253811, 0.054567060935480395 ExtraTree, hepatitis, 0.6556859873238605, 0.10358752552698505 ExtraTree, ilpd-indian-liver, 0.589681357779014, 0.04544178790154917 ExtraTree, ionosphere, 0.8387442365021327, 0.04611617688227847 ExtraTree, iris, 0.9311749623217633, 0.04473731903535303 ExtraTree, led-display, 0.6983907500978919, 0.030353489945598156 ExtraTree, libras, 0.5831933894794575, 0.05653519276994073 ExtraTree, low-res-spect, 0.4972214525831825, 0.10132146824648532 ExtraTree, lymphography, 0.5757070025899516, 0.15033030843398723 ExtraTree, mammographic, 0.7558760100988807, 0.027698417711324114 ExtraTree, molec-biol-promoter, 0.6509738675500539, 0.09401233506670947 ExtraTree, musk-1, 0.7760355627537484, 0.0456538495492241 ExtraTree, oocytes_merluccius_nucleus_4d, 0.6551349700837547, 0.03145405483599261 ExtraTree, oocytes_merluccius_states_2f, 0.8164511212111962, 0.03457396182424007 ExtraTree, oocytes_trisopterus_nucleus_2f, 0.6740490811098043, 0.03494264061305315 ExtraTree, oocytes_trisopterus_states_5b, 0.7414862438913187, 0.1097692351858535 ExtraTree, parkinsons, 0.7920502260211159, 0.08299077782231591 ExtraTree, pima, 0.6308026529361219, 0.03833037269479237 ExtraTree, pittsburg-bridges-MATERIAL, 0.5431518620137351, 0.11359805075076672 ExtraTree, pittsburg-bridges-REL-L, 0.542784439496199, 0.12150447938430403 ExtraTree, pittsburg-bridges-SPAN, 0.5187037899672305, 0.14528193006843657 ExtraTree, pittsburg-bridges-T-OR-D, 0.6224476073119025, 0.17126816947868354 ExtraTree, planning, 0.5087328810885714, 0.09094948446708136 ExtraTree, post-operative, 0.33379642949977606, 0.08927219008033142 ExtraTree, seeds, 0.8793034021633708, 0.045278534272845755 ExtraTree, statlog-australian-credit, 0.5041125564420327, 0.04067337035642206 ExtraTree, statlog-german-credit, 0.6042137552028227, 0.03376794186695017 ExtraTree, statlog-heart, 0.745563878848253, 0.050121638565688235 ExtraTree, statlog-image, 0.9287556249057127, 0.011460667893450434 ExtraTree, statlog-vehicle, 0.6623075401083436, 0.029778415336198627 ExtraTree, synthetic-control, 0.8499390992241962, 0.03530229378295565 ExtraTree, tic-tac-toe, 0.8512596573489445, 0.033883849834244494 ExtraTree, vertebral-column-2clases, 0.7126615927891775, 0.06874434421548915 ExtraTree, wine, 0.871206635236968, 0.06266592584827922 ExtraTree, zoo, 0.8406797859601045, 0.13150110641628587 STree, balance-scale, 0.9265131740362249, 0.037312333086031005 STree, balloons, 0.8446666666666667, 0.31282654050518865 STree, breast-cancer-wisc-diag, 0.9706102953809161, 0.018490232777584967 STree, breast-cancer-wisc-prog, 0.6938799088588311, 0.0802838792405393 STree, breast-cancer-wisc, 0.9644366357441517, 0.013302057333037687 STree, breast-cancer, 0.5977692328883403, 0.06131423700623426 STree, cardiotocography-10clases, 0.7249594452449721, 0.027952736869959725 STree, cardiotocography-3clases, 0.8047450933164386, 0.029440639143025436 STree, conn-bench-sonar-mines-rocks, 0.8278704136594282, 0.06223340699876001 STree, cylinder-bands, 0.7144955323374411, 0.049207094568092774 STree, dermatology, 0.9650140957279131, 0.02735006488553865 STree, echocardiogram, 0.7809849488372878, 0.09492374919164333 STree, fertility, 0.4776291734186471, 0.07610966312345967 STree, haberman-survival, 0.5668280758817549, 0.048958301728547565 STree, heart-hungarian, 0.8058019545857565, 0.055904380358896374 STree, hepatitis, 0.679545747273831, 0.09309218917121138 STree, ilpd-indian-liver, 0.5365716435598072, 0.04997719426087985 STree, ionosphere, 0.9485237433255825, 0.026501778709667363 STree, iris, 0.9649197561729933, 0.031991809966133454 STree, led-display, 0.7018572552499925, 0.029683805445317908 STree, libras, 0.7711420054931554, 0.057223856259531136 STree, low-res-spect, 0.5878643195705683, 0.11532439653226878 STree, lymphography, 0.7227982823995015, 0.15473422192194813 STree, mammographic, 0.8247444860494174, 0.022979240237544687 STree, molec-biol-promoter, 0.82350806168162, 0.09623635666849308 STree, musk-1, 0.9153182016916332, 0.027945038775657752 STree, oocytes_merluccius_nucleus_4d, 0.8106193292244438, 0.02747652563281051 STree, oocytes_merluccius_states_2f, 0.8861286794653737, 0.039662040396404995 STree, oocytes_trisopterus_nucleus_2f, 0.7915315555835422, 0.022454024641884448 STree, oocytes_trisopterus_states_5b, 0.8202440139085921, 0.12003407413150388 STree, parkinsons, 0.8215955865945646, 0.07457986018099877 STree, pima, 0.7272230311008551, 0.03409303507915884 STree, pittsburg-bridges-MATERIAL, 0.6476004301737219, 0.15758593896829767 STree, pittsburg-bridges-REL-L, 0.5198369045474532, 0.12211614617549965 STree, pittsburg-bridges-SPAN, 0.5981380692773761, 0.1452563718087535 STree, pittsburg-bridges-T-OR-D, 0.6055548448944772, 0.14942448737838063 STree, planning, 0.4835166429508621, 0.06036471739881151 STree, post-operative, 0.36408227447449126, 0.06884481933819249 STree, seeds, 0.9517615331226924, 0.02835421192103882 STree, statlog-australian-credit, 0.403715381627813, 0.013987937973945137 STree, statlog-german-credit, 0.6814377248474089, 0.035866070595778524 STree, statlog-heart, 0.8169464663772505, 0.04386867289146406 STree, statlog-image, 0.9562317002105086, 0.009019956789370743 STree, statlog-vehicle, 0.7887902223394495, 0.04535448854380273 STree, synthetic-control, 0.9493815784841081, 0.023850330828404633 STree, tic-tac-toe, 0.9825563556199909, 0.009455902931936657 STree, vertebral-column-2clases, 0.8291055027741718, 0.04591215433461673 STree, wine, 0.9787069936438171, 0.02306005703869676 STree, zoo, 0.8818845049130764, 0.12545694845427785 Wodt, balance-scale, 0.8358732928978573, 0.06506728559025046 Wodt, balloons, 0.6072380952380952, 0.29484803726558034 Wodt, breast-cancer-wisc-diag, 0.9632573970855519, 0.015205833643883103 Wodt, breast-cancer-wisc-prog, 0.5895295671838842, 0.08511366548952595 Wodt, breast-cancer-wisc, 0.9355497216966795, 0.019669294186601724 Wodt, breast-cancer, 0.5980028953162928, 0.06093077531158954 Wodt, cardiotocography-10clases, 0.7220116555645313, 0.02477981147075781 Wodt, cardiotocography-3clases, 0.8139688012414296, 0.02825265155863555 Wodt, conn-bench-sonar-mines-rocks, 0.7989144993473782, 0.059126009836262164 Wodt, cylinder-bands, 0.6872156332852595, 0.03744607544007138 Wodt, dermatology, 0.958249051622088, 0.020949844760652817 Wodt, echocardiogram, 0.7034301765960688, 0.08748162245260471 Wodt, fertility, 0.5447801712163792, 0.10558047995358051 Wodt, haberman-survival, 0.553392673544732, 0.06304813598221155 Wodt, heart-hungarian, 0.7384307964607596, 0.060531096344938425 Wodt, hepatitis, 0.6486214563559245, 0.0986201479769128 Wodt, ilpd-indian-liver, 0.6049018820077577, 0.039196465014575306 Wodt, ionosphere, 0.8629730018079403, 0.04458929465159322 Wodt, iris, 0.9448390697191438, 0.03864158306040484 Wodt, led-display, 0.6994104087342029, 0.03065199149753292 Wodt, libras, 0.7637977949974413, 0.056945237594758044 Wodt, low-res-spect, 0.5472830794365133, 0.11297897576200135 Wodt, lymphography, 0.6386027468567566, 0.1761425765192241 Wodt, mammographic, 0.7539765350702846, 0.024815175240905412 Wodt, molec-biol-promoter, 0.7715991524794532, 0.08210738627025362 Wodt, musk-1, 0.838623591264776, 0.035081503185396254 Wodt, oocytes_merluccius_nucleus_4d, 0.7028110113620903, 0.029041112797573942 Wodt, oocytes_merluccius_states_2f, 0.8692930094547939, 0.03732692071795527 Wodt, oocytes_trisopterus_nucleus_2f, 0.7435475353013739, 0.03599317396158523 Wodt, oocytes_trisopterus_states_5b, 0.8185881496111839, 0.10563781808049487 Wodt, parkinsons, 0.8634974712591993, 0.07044133191885046 Wodt, pima, 0.6570744520372426, 0.03919568875754368 Wodt, pittsburg-bridges-MATERIAL, 0.5960959285222978, 0.1436510753121394 Wodt, pittsburg-bridges-REL-L, 0.5498147430295633, 0.09570636528199628 Wodt, pittsburg-bridges-SPAN, 0.531591255981322, 0.13445147026113294 Wodt, pittsburg-bridges-T-OR-D, 0.630285752519136, 0.13373548338589775 Wodt, planning, 0.48387230040115736, 0.08793989177029266 Wodt, post-operative, 0.3211777251770158, 0.09958239294960618 Wodt, seeds, 0.9263529951505527, 0.04311519321562753 Wodt, statlog-australian-credit, 0.5002014320271712, 0.04070076456282711 Wodt, statlog-german-credit, 0.6261146909800032, 0.029085397684538328 Wodt, statlog-heart, 0.7725754190121286, 0.049072576048695804 Wodt, statlog-image, 0.9532438056579063, 0.0108475217746303 Wodt, statlog-vehicle, 0.7298329598410284, 0.028795600393131154 Wodt, synthetic-control, 0.9782262209822135, 0.014731387453560993 Wodt, tic-tac-toe, 0.9355997673839572, 0.03760852652039545 Wodt, vertebral-column-2clases, 0.7784084758090317, 0.06442912397220432 Wodt, wine, 0.9664753576515289, 0.03023444781593454 Wodt, zoo, 0.8681084255924592, 0.11842602543609144 SVC, balance-scale, 0.9484206180583622, 0.03332713768922945 SVC, balloons, 0.8446666666666667, 0.31282654050518865 SVC, breast-cancer-wisc-diag, 0.9734568637802279, 0.015505768496859912 SVC, breast-cancer-wisc-prog, 0.6567751134341173, 0.08389784428241401 SVC, breast-cancer-wisc, 0.9645918233088583, 0.013227436162443797 SVC, breast-cancer, 0.5421704582270186, 0.06371823048736408 SVC, cardiotocography-10clases, 0.766276074318262, 0.02965352428207558 SVC, cardiotocography-3clases, 0.8058905489246746, 0.02967266219346452 SVC, conn-bench-sonar-mines-rocks, 0.8278704136594282, 0.06223340699876001 SVC, cylinder-bands, 0.7144955323374411, 0.049207094568092774 SVC, dermatology, 0.9677857345204737, 0.02221695113209572 SVC, echocardiogram, 0.7304463927671391, 0.08639011397294473 SVC, fertility, 0.4776291734186471, 0.07610966312345967 SVC, haberman-survival, 0.4580583653220017, 0.06191674652038062 SVC, heart-hungarian, 0.7934346514829123, 0.05523454497392962 SVC, hepatitis, 0.679545747273831, 0.09309218917121138 SVC, ilpd-indian-liver, 0.4160723937645874, 0.013035416916734524 SVC, ionosphere, 0.9485237433255825, 0.026501778709667363 SVC, iris, 0.9655872610810016, 0.033094983550311326 SVC, led-display, 0.7159404632086602, 0.026063824993770458 SVC, libras, 0.7266667098140118, 0.058050568179593656 SVC, low-res-spect, 0.6370363039996703, 0.14042579404839814 SVC, lymphography, 0.7852655339903087, 0.1277678531469291 SVC, mammographic, 0.8247444860494174, 0.022979240237544687 SVC, molec-biol-promoter, 0.82350806168162, 0.09623635666849308 SVC, musk-1, 0.9153182016916332, 0.027945038775657752 SVC, oocytes_merluccius_nucleus_4d, 0.816944629328206, 0.0285112767433381 SVC, oocytes_merluccius_states_2f, 0.8930467323320497, 0.028983490727133368 SVC, oocytes_trisopterus_nucleus_2f, 0.7855823095203425, 0.024061935897770663 SVC, oocytes_trisopterus_states_5b, 0.882713707616466, 0.08847125471105047 SVC, parkinsons, 0.7801964619128645, 0.07288145802107089 SVC, pima, 0.7309098830753072, 0.03101312017505461 SVC, pittsburg-bridges-MATERIAL, 0.5924229739323144, 0.11576941514961962 SVC, pittsburg-bridges-REL-L, 0.46279014210544006, 0.07082044496590217 SVC, pittsburg-bridges-SPAN, 0.6279171141429484, 0.13929861333854207 SVC, pittsburg-bridges-T-OR-D, 0.6267323794853245, 0.1663407230687916 SVC, planning, 0.4835166429508621, 0.06036471739881151 SVC, post-operative, 0.35100310286124153, 0.09248612964341259 SVC, seeds, 0.9141941847062368, 0.08015572080694076 SVC, statlog-australian-credit, 0.40382111052501324, 0.013929277042650937 SVC, statlog-german-credit, 0.6984661264930913, 0.032936532353262646 SVC, statlog-heart, 0.8252759870225687, 0.04125507054660991 SVC, statlog-image, 0.9556071630524694, 0.00732951914477624 SVC, statlog-vehicle, 0.7953029146290765, 0.029712340824871127 SVC, synthetic-control, 0.9844582501011979, 0.010412972000054562 SVC, tic-tac-toe, 0.9825563556199909, 0.009455902931936657 SVC, vertebral-column-2clases, 0.824921450500864, 0.04308656692649559 SVC, wine, 0.9634135744360262, 0.029689965098994825 SVC, zoo, 0.8444971208685494, 0.13831803693711803 Cart, balance-scale, 0.580675959105906, 0.02255142214504122 Cart, balloons, 0.6293333333333334, 0.3038925248614494 Cart, breast-cancer-wisc-diag, 0.9179790714985924, 0.0247347489494515 Cart, breast-cancer-wisc-prog, 0.5794535647740554, 0.0807913421282125 Cart, breast-cancer-wisc, 0.93650837917618, 0.02380550615640833 Cart, breast-cancer, 0.5651387125088569, 0.06380636776211798 Cart, cardiotocography-10clases, 0.7622380982708331, 0.023515618625823877 Cart, cardiotocography-3clases, 0.86621465831795, 0.023090309254422185 Cart, conn-bench-sonar-mines-rocks, 0.7201200286660193, 0.07072593653830025 Cart, cylinder-bands, 0.6958204742890273, 0.04533034893916446 Cart, dermatology, 0.9219751107111958, 0.03256193231246779 Cart, echocardiogram, 0.7087488459364117, 0.09086941050505142 Cart, fertility, 0.52296014185358, 0.10977539674800078 Cart, haberman-survival, 0.5457121133590084, 0.06064205856246803 Cart, heart-hungarian, 0.7275572121022578, 0.052063388005332986 Cart, hepatitis, 0.6410213747470085, 0.0973567252995122 Cart, ilpd-indian-liver, 0.5888657118478764, 0.04083185372178312 Cart, ionosphere, 0.8628574913306685, 0.041272349201338154 Cart, iris, 0.9359631321531647, 0.045624735461450024 Cart, led-display, 0.6982259951025144, 0.03147891977528642 Cart, libras, 0.6323071112024133, 0.0635317653134677 Cart, low-res-spect, 0.5465855307890852, 0.12109179983824764 Cart, lymphography, 0.5813027917577913, 0.18623141668421292 Cart, mammographic, 0.7531167358103579, 0.021204132984639686 Cart, molec-biol-promoter, 0.7060289346455184, 0.09234452666910511 Cart, musk-1, 0.7724461342519681, 0.04479666466600532 Cart, oocytes_merluccius_nucleus_4d, 0.6852561083882834, 0.03519688317133437 Cart, oocytes_merluccius_states_2f, 0.8444531550230231, 0.040445916068746764 Cart, oocytes_trisopterus_nucleus_2f, 0.7188261960764326, 0.030172927891369213 Cart, oocytes_trisopterus_states_5b, 0.8093369490011, 0.09892669961945706 Cart, parkinsons, 0.7969508331953521, 0.0922615649587087 Cart, pima, 0.6693690181635117, 0.03291072358877397 Cart, pittsburg-bridges-MATERIAL, 0.5601440073360827, 0.1324153897858396 Cart, pittsburg-bridges-REL-L, 0.53367843911704, 0.10055784388042305 Cart, pittsburg-bridges-SPAN, 0.4997749766419588, 0.11485651558691627 Cart, pittsburg-bridges-T-OR-D, 0.5891917157765298, 0.15657562511679893 Cart, planning, 0.48668550529177607, 0.08093243363299628 Cart, post-operative, 0.341160739017854, 0.11014650269820302 Cart, seeds, 0.9128055253029165, 0.04315420006575167 Cart, statlog-australian-credit, 0.5152160745558955, 0.042749755199674506 Cart, statlog-german-credit, 0.6336796583586354, 0.031295211698498394 Cart, statlog-heart, 0.7276915119899825, 0.049885569066819416 Cart, statlog-image, 0.9611932151382727, 0.009048497566086663 Cart, statlog-vehicle, 0.7049451064392592, 0.02711156542929039 Cart, synthetic-control, 0.9009505608712125, 0.025578717724264222 Cart, tic-tac-toe, 0.9469542636624869, 0.02077097291106514 Cart, vertebral-column-2clases, 0.7689762561481972, 0.045293897187831875 Cart, wine, 0.9013055106121236, 0.05380275499047822 Cart, zoo, 0.8797686000716075, 0.12253591189337093