diff --git a/results/results_accuracy_TBRRoF_Galgo_2022-02-05_04:09:01_0.json b/results/results_accuracy_TBRRoF_Galgo_2022-02-05_04:09:01_0.json new file mode 100644 index 0000000..475cc56 --- /dev/null +++ b/results/results_accuracy_TBRRoF_Galgo_2022-02-05_04:09:01_0.json @@ -0,0 +1 @@ +{"score_name":"accuracy","title":"test results","model":"TBRRoF","version":"1.1","stratified":0,"folds":5,"date":"2022-02-05","time":"04:09:01","duration":61431.796756000011,"seeds":[57,31,1714,17,23,79,83,97,7,1],"platform":"Galgo","results":[{"dataset":"balance-scale","samples":625,"features":4,"classes":3,"hyperparameters":"{\"c1\":0.125,\"c3\":0.0625}","nodes":79.1028,"leaves":0,"depth":0,"score":0.901373101420872,"score_std":0.022334306403527879,"time":2.9960897799999997,"time_std":0.4690580760465638},{"dataset":"balloons","samples":16,"features":4,"classes":2,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.125}","nodes":6.269,"leaves":0,"depth":0,"score":0.63125,"score_std":0.24675978085424738,"time":0.149301135,"time_std":0.015789045235033838},{"dataset":"breast-cancer-wisc-diag","samples":569,"features":30,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":2}","nodes":31.2984,"leaves":0,"depth":0,"score":0.97342706589185468,"score_std":0.012495363866519674,"time":2.1593733299999998,"time_std":0.10209409657092944},{"dataset":"breast-cancer-wisc-prog","samples":198,"features":33,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.25}","nodes":47.7126,"leaves":0,"depth":0,"score":0.80577230892356932,"score_std":0.054278535082331693,"time":1.33229267,"time_std":0.1014445238127672},{"dataset":"breast-cancer-wisc","samples":699,"features":9,"classes":2,"hyperparameters":"{\"c1\":0.125,\"c3\":0.03125}","nodes":32.7888,"leaves":0,"depth":0,"score":0.96815897136177653,"score_std":0.011701466896010872,"time":3.5825848,"time_std":0.20993595978568241},{"dataset":"breast-cancer","samples":286,"features":9,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":32}","nodes":43.1042,"leaves":0,"depth":0,"score":0.73547752267026834,"score_std":0.048273677401431632,"time":1.7726275999999999,"time_std":0.19733555752582999},{"dataset":"cardiotocography-10clases","samples":2126,"features":21,"classes":10,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.03125}","nodes":636.8346,"leaves":0,"depth":0,"score":0.82736060320186,"score_std":0.017378412913911217,"time":46.069614930000007,"time_std":2.8061941221086109},{"dataset":"cardiotocography-3clases","samples":2126,"features":21,"classes":3,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.03125}","nodes":252.8436,"leaves":0,"depth":0,"score":0.92178579126078108,"score_std":0.011162642261240092,"time":75.242760379999993,"time_std":6.3211974494333258},{"dataset":"conn-bench-sonar-mines-rocks","samples":208,"features":60,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":2}","nodes":36.8654,"leaves":0,"depth":0,"score":0.82644230769230786,"score_std":0.048712936473728929,"time":1.3707869700000002,"time_std":0.090795915903098393},{"dataset":"cylinder-bands","samples":512,"features":35,"classes":2,"hyperparameters":"{\"c1\":0.125,\"c3\":1}","nodes":140.2566,"leaves":0,"depth":0,"score":0.7666796875,"score_std":0.035363297521818826,"time":4.300490405,"time_std":0.14090925640875876},{"dataset":"dermatology","samples":366,"features":34,"classes":6,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.5}","nodes":55.7604,"leaves":0,"depth":0,"score":0.97424613021387219,"score_std":0.015535757000148807,"time":2.363797145,"time_std":0.11057611592727326},{"dataset":"echocardiogram","samples":131,"features":10,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":8}","nodes":11.151799999999998,"leaves":0,"depth":0,"score":0.8495625,"score_std":0.052669634494457163,"time":0.497318725,"time_std":0.062040747450530266},{"dataset":"fertility","samples":100,"features":9,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":1}","nodes":20.5108,"leaves":0,"depth":0,"score":0.87900000000000045,"score_std":0.056059910522932486,"time":0.53509799,"time_std":0.061975353511328768},{"dataset":"haberman-survival","samples":306,"features":3,"classes":2,"hyperparameters":"{\"c1\":0.03125,\"c3\":8}","nodes":22.2514,"leaves":0,"depth":0,"score":0.73571187584345477,"score_std":0.041350452631072912,"time":0.93634775499999989,"time_std":0.080359674429386255},{"dataset":"heart-hungarian","samples":294,"features":12,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.03125}","nodes":14.420799999999996,"leaves":0,"depth":0,"score":0.81748036529680346,"score_std":0.03574912749005945,"time":1.0010320799999999,"time_std":0.063272787206174089},{"dataset":"hepatitis","samples":155,"features":19,"classes":2,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.25}","nodes":34.114000000000004,"leaves":0,"depth":0,"score":0.82175866495507077,"score_std":0.050920190680527742,"time":0.86810635499999989,"time_std":0.049598466070552377},{"dataset":"ilpd-indian-liver","samples":583,"features":9,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":0.25}","nodes":72.730199999999982,"leaves":0,"depth":0,"score":0.71103285181733455,"score_std":0.033219668887470147,"time":3.2170715949999997,"time_std":0.17386322371092955},{"dataset":"ionosphere","samples":351,"features":33,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.25}","nodes":40.793800000000005,"leaves":0,"depth":0,"score":0.94494827586206864,"score_std":0.023189771370215096,"time":2.0014846550000005,"time_std":0.11555746124992801},{"dataset":"iris","samples":150,"features":4,"classes":3,"hyperparameters":"{\"c1\":0.25,\"c3\":0.03125}","nodes":16.129399999999997,"leaves":0,"depth":0,"score":0.96582813582813576,"score_std":0.02676690588381821,"time":0.50077934,"time_std":0.033072561842538643},{"dataset":"led-display","samples":1000,"features":7,"classes":10,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.5}","nodes":74.033799999999985,"leaves":0,"depth":0,"score":0.68156,"score_std":0.056666230759974776,"time":6.5232026249999988,"time_std":0.52368801613216864},{"dataset":"libras","samples":360,"features":90,"classes":15,"hyperparameters":"{\"c1\":0.125,\"c3\":0.03125}","nodes":123.4694,"leaves":0,"depth":0,"score":0.88016666666666654,"score_std":0.036790351937122032,"time":6.0025755000000007,"time_std":0.2661895173867162},{"dataset":"low-res-spect","samples":531,"features":100,"classes":9,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.0625}","nodes":67.9154,"leaves":0,"depth":0,"score":0.89922390572390543,"score_std":0.025261213615688522,"time":5.0466528849999985,"time_std":0.35215582983033122},{"dataset":"lymphography","samples":148,"features":18,"classes":4,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.03125}","nodes":43.544200000000004,"leaves":0,"depth":0,"score":0.85364864864864876,"score_std":0.051357248208566929,"time":1.149767,"time_std":0.058044605323888894},{"dataset":"mammographic","samples":961,"features":5,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":2}","nodes":65.78479999999999,"leaves":0,"depth":0,"score":0.8280522130013831,"score_std":0.020736800209974978,"time":3.5754642699999994,"time_std":0.15814232116722551},{"dataset":"molec-biol-promoter","samples":106,"features":57,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":1}","nodes":22.507400000000004,"leaves":0,"depth":0,"score":0.7946428571428571,"score_std":0.071422597735906937,"time":0.72491658,"time_std":0.039933474517109609},{"dataset":"musk-1","samples":476,"features":166,"classes":2,"hyperparameters":"{\"c1\":0.125,\"c3\":0.25}","nodes":63.443000000000019,"leaves":0,"depth":0,"score":0.88869747899159646,"score_std":0.026054540472479033,"time":3.17741785,"time_std":0.13833564900079023},{"dataset":"oocytes_merluccius_nucleus_4d","samples":1022,"features":41,"classes":2,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.125}","nodes":234.784,"leaves":0,"depth":0,"score":0.83807278553444742,"score_std":0.021149025869688552,"time":8.26547233,"time_std":0.29237853091908633},{"dataset":"oocytes_merluccius_states_2f","samples":1022,"features":25,"classes":3,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.0625}","nodes":116.89939999999999,"leaves":0,"depth":0,"score":0.92533905546654438,"score_std":0.015854930005537667,"time":11.040107649999998,"time_std":0.55612229799789525},{"dataset":"oocytes_trisopterus_nucleus_2f","samples":912,"features":25,"classes":2,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.03125}","nodes":224.9718,"leaves":0,"depth":0,"score":0.83206140350877222,"score_std":0.023451112609339259,"time":6.641610925,"time_std":0.178104079400148},{"dataset":"oocytes_trisopterus_states_5b","samples":912,"features":32,"classes":3,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.0625}","nodes":116.04620000000001,"leaves":0,"depth":0,"score":0.93127192982456108,"score_std":0.01664536703259397,"time":9.1665104550000009,"time_std":0.83559840474714753},{"dataset":"parkinsons","samples":195,"features":22,"classes":2,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.0625}","nodes":30.6904,"leaves":0,"depth":0,"score":0.93188725490196067,"score_std":0.03330032511327817,"time":0.892433915,"time_std":0.065705719979143831},{"dataset":"pima","samples":768,"features":8,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.25}","nodes":18.4252,"leaves":0,"depth":0,"score":0.76760416666666675,"score_std":0.029801178771012061,"time":4.4930422550000007,"time_std":0.29465512115079884},{"dataset":"pittsburg-bridges-MATERIAL","samples":106,"features":7,"classes":3,"hyperparameters":"{\"c1\":0.25,\"c3\":0.25}","nodes":12.7882,"leaves":0,"depth":0,"score":0.86001373626373623,"score_std":0.062416097784366457,"time":0.45416709499999997,"time_std":0.064954834708325623},{"dataset":"pittsburg-bridges-REL-L","samples":103,"features":7,"classes":3,"hyperparameters":"{\"c1\":0.03125,\"c3\":8}","nodes":30.560000000000006,"leaves":0,"depth":0,"score":0.68067857142857147,"score_std":0.0835301942684664,"time":0.89651090000000011,"time_std":0.077160620116636658},{"dataset":"pittsburg-bridges-SPAN","samples":92,"features":7,"classes":3,"hyperparameters":"{\"c1\":0.03125,\"c3\":32}","nodes":25.862800000000004,"leaves":0,"depth":0,"score":0.69326086956521749,"score_std":0.081450956088682858,"time":0.74964989,"time_std":0.0530740579373538},{"dataset":"pittsburg-bridges-T-OR-D","samples":102,"features":7,"classes":2,"hyperparameters":"{\"c1\":0.125,\"c3\":0.25}","nodes":16.461400000000005,"leaves":0,"depth":0,"score":0.87039259259259294,"score_std":0.060175858802933212,"time":0.465242875,"time_std":0.066285054814931452},{"dataset":"planning","samples":182,"features":12,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.03125}","nodes":53.5448,"leaves":0,"depth":0,"score":0.71997399527186789,"score_std":0.061264496246305707,"time":1.2977195899999998,"time_std":0.1710539192588435},{"dataset":"post-operative","samples":90,"features":8,"classes":3,"hyperparameters":"{\"c1\":8,\"c3\":0.0625}","nodes":1.8384,"leaves":0,"depth":0,"score":0.71075757575757581,"score_std":0.079053147456278533,"time":0.138574955,"time_std":0.019755792672112457},{"dataset":"seeds","samples":210,"features":7,"classes":3,"hyperparameters":"{\"c1\":8,\"c3\":0.03125}","nodes":12.4894,"leaves":0,"depth":0,"score":0.94533119658119635,"score_std":0.029079807311245629,"time":0.73277779500000007,"time_std":0.055327477471685579},{"dataset":"statlog-australian-credit","samples":690,"features":14,"classes":2,"hyperparameters":"{\"c1\":8,\"c3\":0.0625}","nodes":1.002,"leaves":0,"depth":0,"score":0.6782665062817429,"score_std":0.029157752633879357,"time":0.74456774500000011,"time_std":0.055529612340384116},{"dataset":"statlog-german-credit","samples":1000,"features":24,"classes":2,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.5}","nodes":287.9598,"leaves":0,"depth":0,"score":0.75436,"score_std":0.025094602915316032,"time":8.2668600850000011,"time_std":0.19134821726341536},{"dataset":"statlog-heart","samples":270,"features":13,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":1}","nodes":16.382600000000004,"leaves":0,"depth":0,"score":0.83140060566731566,"score_std":0.039291552207106971,"time":0.91693561499999987,"time_std":0.059151701177886366},{"dataset":"statlog-image","samples":2310,"features":18,"classes":7,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.03125}","nodes":175.9788,"leaves":0,"depth":0,"score":0.97534184618792319,"score_std":0.0068750362966734022,"time":53.777554485,"time_std":3.5020095717280206},{"dataset":"statlog-vehicle","samples":846,"features":18,"classes":4,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.03125}","nodes":252.46779999999998,"leaves":0,"depth":0,"score":0.78621064459426393,"score_std":0.023295692854367042,"time":8.1145325600000024,"time_std":0.18287087095803742},{"dataset":"synthetic-control","samples":600,"features":60,"classes":6,"hyperparameters":"{\"c1\":0.125,\"c3\":0.5}","nodes":63.817600000000013,"leaves":0,"depth":0,"score":0.99019999999999953,"score_std":0.0082102467606317009,"time":4.003807245,"time_std":0.19166418790911172},{"dataset":"tic-tac-toe","samples":958,"features":9,"classes":2,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.0625}","nodes":207.505,"leaves":0,"depth":0,"score":0.98432307852566847,"score_std":0.0084043505158616569,"time":5.8497752249999984,"time_std":0.15266752329371686},{"dataset":"vertebral-column-2clases","samples":310,"features":6,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.0625}","nodes":62.843600000000009,"leaves":0,"depth":0,"score":0.84694229820812084,"score_std":0.035647033272906879,"time":1.6958406799999997,"time_std":0.092498075514233113},{"dataset":"wine","samples":178,"features":13,"classes":3,"hyperparameters":"{\"c1\":4,\"c3\":0.03125}","nodes":17.850800000000003,"leaves":0,"depth":0,"score":0.978334980237154,"score_std":0.020478084038677957,"time":0.744081755,"time_std":0.048340719809841927},{"dataset":"zoo","samples":101,"features":16,"classes":7,"hyperparameters":"{\"c1\":0.125,\"c3\":0.0625}","nodes":22.1948,"leaves":0,"depth":0,"score":0.94926153846153882,"score_std":0.048844629848786549,"time":0.714253405,"time_std":0.068231869515490137}]} diff --git a/results/results_accuracy_TBRoF_Galgo_2022-02-03_12:30:42_0.json b/results/results_accuracy_TBRoF_Galgo_2022-02-03_12:30:42_0.json new file mode 100644 index 0000000..3b75203 --- /dev/null +++ b/results/results_accuracy_TBRoF_Galgo_2022-02-03_12:30:42_0.json @@ -0,0 +1 @@ +{"score_name":"accuracy","title":"test results","model":"TBRoF","version":"1.1","stratified":0,"folds":5,"date":"2022-02-03","time":"12:30:42","duration":74916.635125,"seeds":[57,31,1714,17,23,79,83,97,7,1],"platform":"Galgo","results":[{"dataset":"balance-scale","samples":625,"features":4,"classes":3,"hyperparameters":"{\"c1\":0.0625,\"c3\":2}","nodes":43.392399999999995,"leaves":0,"depth":0,"score":0.77864976318797974,"score_std":0.18530322988550707,"time":2.4986277149999996,"time_std":1.1801408721091422},{"dataset":"balloons","samples":16,"features":4,"classes":2,"hyperparameters":"{\"c1\":8,\"c3\":0.03125}","nodes":4.64,"leaves":0,"depth":0,"score":0.6,"score_std":0.24428132723188409,"time":0.11556419500000001,"time_std":0.034188365747567138},{"dataset":"breast-cancer-wisc-diag","samples":569,"features":30,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":8}","nodes":10.18,"leaves":0,"depth":0,"score":0.972516005121639,"score_std":0.012764405555857681,"time":1.5841108,"time_std":0.24366198243542589},{"dataset":"breast-cancer-wisc-prog","samples":198,"features":33,"classes":2,"hyperparameters":"{\"c1\":16,\"c3\":1}","nodes":4.72,"leaves":0,"depth":0,"score":0.79781512605042026,"score_std":0.056947664634337092,"time":0.82469948500000012,"time_std":0.13450534251218937},{"dataset":"breast-cancer-wisc","samples":699,"features":9,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":1}","nodes":9.24,"leaves":0,"depth":0,"score":0.96114747710890314,"score_std":0.015030165946708342,"time":2.4914649300000002,"time_std":0.43520859075034313},{"dataset":"breast-cancer","samples":286,"features":9,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.5}","nodes":17.48,"leaves":0,"depth":0,"score":0.72378641713293457,"score_std":0.044703634948673333,"time":1.2873294199999998,"time_std":0.47739629275694423},{"dataset":"cardiotocography-10clases","samples":2126,"features":21,"classes":10,"hyperparameters":"{\"c1\":0.125,\"c3\":0.125}","nodes":261.22720000000004,"leaves":0,"depth":0,"score":0.78204013454736876,"score_std":0.017229760710315525,"time":85.90527126,"time_std":11.968508701305227},{"dataset":"cardiotocography-3clases","samples":2126,"features":21,"classes":3,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.125}","nodes":125.6902,"leaves":0,"depth":0,"score":0.895985255615268,"score_std":0.012308158973203483,"time":56.904298875,"time_std":12.121468870956846},{"dataset":"conn-bench-sonar-mines-rocks","samples":208,"features":60,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":32}","nodes":13.96,"leaves":0,"depth":0,"score":0.78730769230769226,"score_std":0.053030993612117508,"time":1.366914875,"time_std":0.13694724677020373},{"dataset":"cylinder-bands","samples":512,"features":35,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":2}","nodes":22.66,"leaves":0,"depth":0,"score":0.7170703125,"score_std":0.035382373191454965,"time":2.9859294199999997,"time_std":0.55387752658608491},{"dataset":"dermatology","samples":366,"features":34,"classes":6,"hyperparameters":"{\"c1\":0.0625,\"c3\":4}","nodes":14.62,"leaves":0,"depth":0,"score":0.973453857969987,"score_std":0.015693526680325073,"time":1.69408714,"time_std":0.21096407490766919},{"dataset":"echocardiogram","samples":131,"features":10,"classes":2,"hyperparameters":"{\"c1\":2,\"c3\":8}","nodes":7.59,"leaves":0,"depth":0,"score":0.83155357142857145,"score_std":0.055655461380706678,"time":0.45420513,"time_std":0.12824703572697846},{"dataset":"fertility","samples":100,"features":9,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":32}","nodes":1,"leaves":0,"depth":0,"score":0.88000000000000056,"score_std":0.06353094446427357,"time":0.13227017000000002,"time_std":0.016156603178964092},{"dataset":"haberman-survival","samples":306,"features":3,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":1}","nodes":13.53,"leaves":0,"depth":0,"score":0.735214237516869,"score_std":0.045762052936428363,"time":2.1243112100000006,"time_std":0.53752057245621221},{"dataset":"heart-hungarian","samples":294,"features":12,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":1}","nodes":8.9,"leaves":0,"depth":0,"score":0.80435799086757953,"score_std":0.040531962863167056,"time":0.95775617,"time_std":0.23184211384611356},{"dataset":"hepatitis","samples":155,"features":19,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":16}","nodes":12.07,"leaves":0,"depth":0,"score":0.81161745827984622,"score_std":0.051158607037717518,"time":0.85378115,"time_std":0.26752916127925463},{"dataset":"ilpd-indian-liver","samples":583,"features":9,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":1}","nodes":26.52,"leaves":0,"depth":0,"score":0.70610298229263746,"score_std":0.031972806088997094,"time":2.1696157350000003,"time_std":0.41442073901872833},{"dataset":"ionosphere","samples":351,"features":33,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":32}","nodes":14.28,"leaves":0,"depth":0,"score":0.907727969348659,"score_std":0.03151367661074491,"time":3.1066149849999998,"time_std":0.58070721295962169},{"dataset":"iris","samples":150,"features":4,"classes":3,"hyperparameters":"{\"c1\":0.5,\"c3\":0.5}","nodes":5.29,"leaves":0,"depth":0,"score":0.9774601524601525,"score_std":0.022227864533454735,"time":0.31269109499999992,"time_std":0.033663865739522805},{"dataset":"led-display","samples":1000,"features":7,"classes":10,"hyperparameters":"{\"c1\":0.03125,\"c3\":2}","nodes":131.1652,"leaves":0,"depth":0,"score":0.70164,"score_std":0.025152208011210372,"time":8.3803292,"time_std":0.639296593017937},{"dataset":"libras","samples":360,"features":90,"classes":15,"hyperparameters":"{\"c1\":0.125,\"c3\":0.5}","nodes":75.27,"leaves":0,"depth":0,"score":0.75627777777777783,"score_std":0.04860581848829984,"time":24.021612124999997,"time_std":4.0795245241694955},{"dataset":"low-res-spect","samples":531,"features":100,"classes":9,"hyperparameters":"{\"c1\":4,\"c3\":32}","nodes":30.65,"leaves":0,"depth":0,"score":0.86676851851851866,"score_std":0.028282027094983,"time":15.825779035000004,"time_std":1.980175633766261},{"dataset":"lymphography","samples":148,"features":18,"classes":4,"hyperparameters":"{\"c1\":0.0625,\"c3\":16}","nodes":22.6646,"leaves":0,"depth":0,"score":0.76716216216216226,"score_std":0.075364482096501983,"time":0.8637751050000001,"time_std":0.11973719142713456},{"dataset":"mammographic","samples":961,"features":5,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":0.25}","nodes":54.04,"leaves":0,"depth":0,"score":0.81425890387275235,"score_std":0.020099311542938439,"time":6.220768065,"time_std":0.58786033011183592},{"dataset":"molec-biol-promoter","samples":106,"features":57,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":32}","nodes":5.93,"leaves":0,"depth":0,"score":0.75516483516483524,"score_std":0.078235008094372852,"time":0.46674152999999996,"time_std":0.08130739072724856},{"dataset":"musk-1","samples":476,"features":166,"classes":2,"hyperparameters":"{\"c1\":2,\"c3\":32}","nodes":9.89,"leaves":0,"depth":0,"score":0.863655462184874,"score_std":0.029454715361909224,"time":5.08130683,"time_std":1.2601934679478395},{"dataset":"oocytes_merluccius_nucleus_4d","samples":1022,"features":41,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.03125}","nodes":20.36,"leaves":0,"depth":0,"score":0.82573151750972751,"score_std":0.021553453966972218,"time":10.777891860000002,"time_std":1.5756794804304965},{"dataset":"oocytes_merluccius_states_2f","samples":1022,"features":25,"classes":3,"hyperparameters":"{\"c1\":0.5,\"c3\":0.25}","nodes":21.26,"leaves":0,"depth":0,"score":0.91945052262149973,"score_std":0.014722477568434972,"time":15.300676804999998,"time_std":2.1900914236172322},{"dataset":"oocytes_trisopterus_nucleus_2f","samples":912,"features":25,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":1}","nodes":42.38,"leaves":0,"depth":0,"score":0.80471491228070224,"score_std":0.022935747335567528,"time":6.044076545,"time_std":0.72574355839334559},{"dataset":"oocytes_trisopterus_states_5b","samples":912,"features":32,"classes":3,"hyperparameters":"{\"c1\":1,\"c3\":0.5}","nodes":9.08,"leaves":0,"depth":0,"score":0.9310526315789468,"score_std":0.015927477854116249,"time":12.081756194999999,"time_std":1.9516641043662855},{"dataset":"parkinsons","samples":195,"features":22,"classes":2,"hyperparameters":"{\"c1\":0.125,\"c3\":4}","nodes":17.73,"leaves":0,"depth":0,"score":0.89356004901960773,"score_std":0.044144734581159278,"time":0.97929747000000011,"time_std":0.13651370802720061},{"dataset":"pima","samples":768,"features":8,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":0.25}","nodes":3,"leaves":0,"depth":0,"score":0.76729166666666659,"score_std":0.024655640615932527,"time":2.263136585,"time_std":0.24970922106133378},{"dataset":"pittsburg-bridges-MATERIAL","samples":106,"features":7,"classes":3,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.25}","nodes":17.894399999999997,"leaves":0,"depth":0,"score":0.79614010989011,"score_std":0.08022952724990344,"time":0.50534581,"time_std":0.069005474352961935},{"dataset":"pittsburg-bridges-REL-L","samples":103,"features":7,"classes":3,"hyperparameters":"{\"c1\":0.03125,\"c3\":2}","nodes":33.5898,"leaves":0,"depth":0,"score":0.62525714285714284,"score_std":0.092614212016621678,"time":0.904654515,"time_std":0.097357641802668274},{"dataset":"pittsburg-bridges-SPAN","samples":92,"features":7,"classes":3,"hyperparameters":"{\"c1\":0.0625,\"c3\":32}","nodes":34.469,"leaves":0,"depth":0,"score":0.625,"score_std":0.099722473041003193,"time":0.9067865799999999,"time_std":0.10183669797018634},{"dataset":"pittsburg-bridges-T-OR-D","samples":102,"features":7,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":2}","nodes":6.37,"leaves":0,"depth":0,"score":0.8651259259259263,"score_std":0.058031168036345948,"time":0.277624135,"time_std":0.05324373239059392},{"dataset":"planning","samples":182,"features":12,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.125}","nodes":2.35,"leaves":0,"depth":0,"score":0.71047754137115871,"score_std":0.051089990170590821,"time":0.324612975,"time_std":0.12355874904323863},{"dataset":"post-operative","samples":90,"features":8,"classes":3,"hyperparameters":"{\"c1\":8,\"c3\":8}","nodes":1.07,"leaves":0,"depth":0,"score":0.70982954545454557,"score_std":0.0864477628214094,"time":0.12633306,"time_std":0.022549875467603411},{"dataset":"seeds","samples":210,"features":7,"classes":3,"hyperparameters":"{\"c1\":4,\"c3\":0.5}","nodes":6.94,"leaves":0,"depth":0,"score":0.95064102564102537,"score_std":0.036909067861182004,"time":0.57982936000000007,"time_std":0.06581941965467937},{"dataset":"statlog-australian-credit","samples":690,"features":14,"classes":2,"hyperparameters":"{\"c1\":4,\"c3\":8}","nodes":1,"leaves":0,"depth":0,"score":0.67826817695803254,"score_std":0.030678683763757857,"time":1.0374646200000002,"time_std":0.3899406936184962},{"dataset":"statlog-german-credit","samples":1000,"features":24,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.0625}","nodes":18.99,"leaves":0,"depth":0,"score":0.75541999999999987,"score_std":0.026916278163051345,"time":7.18884147,"time_std":1.383688209409796},{"dataset":"statlog-heart","samples":270,"features":13,"classes":2,"hyperparameters":"{\"c1\":2,\"c3\":2}","nodes":4.48,"leaves":0,"depth":0,"score":0.82690028120268233,"score_std":0.043279335229835507,"time":0.69750245999999971,"time_std":0.11630436582803633},{"dataset":"statlog-image","samples":2310,"features":18,"classes":7,"hyperparameters":"{\"c1\":0.125,\"c3\":0.03125}","nodes":89.225400000000008,"leaves":0,"depth":0,"score":0.95838356037272177,"score_std":0.026869831108539206,"time":68.929487565,"time_std":25.449705891147325},{"dataset":"statlog-vehicle","samples":846,"features":18,"classes":4,"hyperparameters":"{\"c1\":0.5,\"c3\":0.125}","nodes":61.2526,"leaves":0,"depth":0,"score":0.79768651402888113,"score_std":0.044586840987493125,"time":8.046590965,"time_std":0.79343611013331206},{"dataset":"synthetic-control","samples":600,"features":60,"classes":6,"hyperparameters":"{\"c1\":0.25,\"c3\":4}","nodes":13.5288,"leaves":0,"depth":0,"score":0.97946666666666626,"score_std":0.013621017031385381,"time":4.5289254849999994,"time_std":0.36660651225444246},{"dataset":"tic-tac-toe","samples":958,"features":9,"classes":2,"hyperparameters":"{\"c1\":8,\"c3\":0.0625}","nodes":3.01,"leaves":0,"depth":0,"score":0.983296411396031,"score_std":0.0070251628417994051,"time":2.6731936849999993,"time_std":0.28091607107822419},{"dataset":"vertebral-column-2clases","samples":310,"features":6,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":4}","nodes":7.45,"leaves":0,"depth":0,"score":0.84903665954298857,"score_std":0.033854872063065221,"time":0.98092711500000018,"time_std":0.1510697178832954},{"dataset":"wine","samples":178,"features":13,"classes":3,"hyperparameters":"{\"c1\":0.0625,\"c3\":4}","nodes":5.45,"leaves":0,"depth":0,"score":0.9903359683794466,"score_std":0.01321549088677555,"time":0.29619867500000008,"time_std":0.027079519262104869},{"dataset":"zoo","samples":101,"features":16,"classes":7,"hyperparameters":"{\"c1\":1,\"c3\":1}","nodes":12.99,"leaves":0,"depth":0,"score":0.94549230769230819,"score_std":0.045039111254823454,"time":0.50216604,"time_std":0.046236298672613439}]} diff --git a/results/results_accuracy_TBRoF_bart_2022-02-03_21:22:49_0.json b/results/results_accuracy_TBRoF_bart_2022-02-03_21:22:49_0.json new file mode 100644 index 0000000..8ceb988 --- /dev/null +++ b/results/results_accuracy_TBRoF_bart_2022-02-03_21:22:49_0.json @@ -0,0 +1 @@ +{"score_name":"accuracy","title":"test results","model":"TBRoF","version":"1.1","stratified":0,"folds":5,"date":"2022-02-03","time":"21:22:49","duration":74586.727984000026,"seeds":[57,31,1714,17,23,79,83,97,7,1],"platform":"bart","results":[{"dataset":"balance-scale","samples":625,"features":4,"classes":3,"hyperparameters":"{\"c1\":0.0625,\"c3\":2}","nodes":42.991199999999992,"leaves":0,"depth":0,"score":0.77891903478686941,"score_std":0.18693228716597649,"time":4.56032307,"time_std":2.3516722576894842},{"dataset":"balloons","samples":16,"features":4,"classes":2,"hyperparameters":"{\"c1\":8,\"c3\":0.03125}","nodes":4.68,"leaves":0,"depth":0,"score":0.61125,"score_std":0.247725203364352,"time":0.166172015,"time_std":0.049025333411362448},{"dataset":"breast-cancer-wisc-diag","samples":569,"features":30,"classes":2,"hyperparameters":"{\"c1\":0.0625,\"c3\":8}","nodes":9.78,"leaves":0,"depth":0,"score":0.97251231163203011,"score_std":0.012233600750525797,"time":2.2951915050000009,"time_std":0.36017304539629308},{"dataset":"breast-cancer-wisc-prog","samples":198,"features":33,"classes":2,"hyperparameters":"{\"c1\":16,\"c3\":1}","nodes":4.61,"leaves":0,"depth":0,"score":0.79307122849139655,"score_std":0.060095502207844861,"time":1.1944628750000001,"time_std":0.15778623966072172},{"dataset":"breast-cancer-wisc","samples":699,"features":9,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":1}","nodes":9.38,"leaves":0,"depth":0,"score":0.96178404441846854,"score_std":0.014087999210031496,"time":4.0783686150000005,"time_std":0.74152199584259038},{"dataset":"breast-cancer","samples":286,"features":9,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.5}","nodes":16.72,"leaves":0,"depth":0,"score":0.71844202199498342,"score_std":0.045764283603727023,"time":1.7895539999999999,"time_std":0.61094335831995616},{"dataset":"cardiotocography-10clases","samples":2126,"features":21,"classes":10,"hyperparameters":"{\"c1\":0.125,\"c3\":0.125}","nodes":259.02860000000004,"leaves":0,"depth":0,"score":0.78141363069432512,"score_std":0.018370738712746131,"time":62.474851824999995,"time_std":8.32642108409681},{"dataset":"cardiotocography-3clases","samples":2126,"features":21,"classes":3,"hyperparameters":"{\"c1\":0.0625,\"c3\":0.125}","nodes":125.273,"leaves":0,"depth":0,"score":0.89573675990997215,"score_std":0.013987931538729884,"time":37.450765580000009,"time_std":5.3263393200288176},{"dataset":"conn-bench-sonar-mines-rocks","samples":208,"features":60,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":32}","nodes":13.98,"leaves":0,"depth":0,"score":0.7877884615384616,"score_std":0.048519512846657772,"time":1.6843320149999996,"time_std":0.19538444951182779},{"dataset":"cylinder-bands","samples":512,"features":35,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":2}","nodes":22.54,"leaves":0,"depth":0,"score":0.71453125,"score_std":0.03630617777023519,"time":4.4680877899999993,"time_std":0.73889478005888432},{"dataset":"dermatology","samples":366,"features":34,"classes":6,"hyperparameters":"{\"c1\":0.0625,\"c3\":4}","nodes":14.55,"leaves":0,"depth":0,"score":0.97426739926739914,"score_std":0.015317005568040842,"time":2.2448661349999997,"time_std":0.20833823789716868},{"dataset":"echocardiogram","samples":131,"features":10,"classes":2,"hyperparameters":"{\"c1\":2,\"c3\":8}","nodes":7.31,"leaves":0,"depth":0,"score":0.83155357142857145,"score_std":0.059037609317421726,"time":0.70302636000000007,"time_std":0.18839080816693088},{"dataset":"fertility","samples":100,"features":9,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":32}","nodes":1,"leaves":0,"depth":0,"score":0.88000000000000045,"score_std":0.054098365648410716,"time":0.22174190000000002,"time_std":0.030479266618605508},{"dataset":"haberman-survival","samples":306,"features":3,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":1}","nodes":13.27,"leaves":0,"depth":0,"score":0.73581140350877194,"score_std":0.047873311114582692,"time":3.2712179750000003,"time_std":0.90006714017992717},{"dataset":"heart-hungarian","samples":294,"features":12,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":1}","nodes":9.1,"leaves":0,"depth":0,"score":0.80414429223744277,"score_std":0.047909606690591765,"time":1.333783545,"time_std":0.32851224385312494},{"dataset":"hepatitis","samples":155,"features":19,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":16}","nodes":12.25,"leaves":0,"depth":0,"score":0.80973363286264455,"score_std":0.054154634504993165,"time":1.1941262799999999,"time_std":0.38362806325099597},{"dataset":"ilpd-indian-liver","samples":583,"features":9,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":1}","nodes":27.38,"leaves":0,"depth":0,"score":0.70726561043802438,"score_std":0.035757177918836182,"time":3.351009385,"time_std":0.62557665741021662},{"dataset":"ionosphere","samples":351,"features":33,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":32}","nodes":13.77,"leaves":0,"depth":0,"score":0.90717432950191546,"score_std":0.028459921920035262,"time":4.5847065900000006,"time_std":0.99888179713812553},{"dataset":"iris","samples":150,"features":4,"classes":3,"hyperparameters":"{\"c1\":0.5,\"c3\":0.5}","nodes":5.26,"leaves":0,"depth":0,"score":0.97457726957726964,"score_std":0.023994340388522054,"time":0.513997335,"time_std":0.050818337401216662},{"dataset":"led-display","samples":1000,"features":7,"classes":10,"hyperparameters":"{\"c1\":0.03125,\"c3\":2}","nodes":130.7116,"leaves":0,"depth":0,"score":0.70319999999999994,"score_std":0.0248395858485126,"time":11.574249015,"time_std":0.70193881953514781},{"dataset":"libras","samples":360,"features":90,"classes":15,"hyperparameters":"{\"c1\":0.125,\"c3\":0.5}","nodes":75.31,"leaves":0,"depth":0,"score":0.7535,"score_std":0.046532170388581991,"time":34.94234613,"time_std":5.83212086629144},{"dataset":"low-res-spect","samples":531,"features":100,"classes":9,"hyperparameters":"{\"c1\":4,\"c3\":32}","nodes":30.71,"leaves":0,"depth":0,"score":0.866226430976431,"score_std":0.029781945714242381,"time":21.287915645,"time_std":2.2790800504825044},{"dataset":"lymphography","samples":148,"features":18,"classes":4,"hyperparameters":"{\"c1\":0.0625,\"c3\":16}","nodes":22.8926,"leaves":0,"depth":0,"score":0.77391891891891906,"score_std":0.072459220378443628,"time":1.2837464749999998,"time_std":0.13954264322730775},{"dataset":"mammographic","samples":961,"features":5,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":0.25}","nodes":53.29,"leaves":0,"depth":0,"score":0.81279633471645918,"score_std":0.022577153260305131,"time":10.83667148,"time_std":1.1912285823379805},{"dataset":"molec-biol-promoter","samples":106,"features":57,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":32}","nodes":5.97,"leaves":0,"depth":0,"score":0.7567582417582418,"score_std":0.07848295732667962,"time":0.63256305,"time_std":0.062972979013994429},{"dataset":"musk-1","samples":476,"features":166,"classes":2,"hyperparameters":"{\"c1\":2,\"c3\":32}","nodes":9.92,"leaves":0,"depth":0,"score":0.86273109243697477,"score_std":0.029428681182441196,"time":7.25287266,"time_std":1.6694469373609493},{"dataset":"oocytes_merluccius_nucleus_4d","samples":1022,"features":41,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.03125}","nodes":20.47,"leaves":0,"depth":0,"score":0.82590096894789056,"score_std":0.022050832300979525,"time":14.320995680000001,"time_std":2.1748566664134912},{"dataset":"oocytes_merluccius_states_2f","samples":1022,"features":25,"classes":3,"hyperparameters":"{\"c1\":0.5,\"c3\":0.25}","nodes":21.3204,"leaves":0,"depth":0,"score":0.920601586938277,"score_std":0.015759056709437228,"time":13.329057030000003,"time_std":1.9810995977661863},{"dataset":"oocytes_trisopterus_nucleus_2f","samples":912,"features":25,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":1}","nodes":42.86,"leaves":0,"depth":0,"score":0.80313596491228112,"score_std":0.024596239432861686,"time":9.902825215,"time_std":1.4572153091505327},{"dataset":"oocytes_trisopterus_states_5b","samples":912,"features":32,"classes":3,"hyperparameters":"{\"c1\":1,\"c3\":0.5}","nodes":8.97,"leaves":0,"depth":0,"score":0.93144736842105214,"score_std":0.015009780777726503,"time":12.61305697,"time_std":1.8512894415444736},{"dataset":"parkinsons","samples":195,"features":22,"classes":2,"hyperparameters":"{\"c1\":0.125,\"c3\":4}","nodes":18.45,"leaves":0,"depth":0,"score":0.89313112745098022,"score_std":0.045342770671570741,"time":1.279572755,"time_std":0.15212867719258855},{"dataset":"pima","samples":768,"features":8,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":0.25}","nodes":3,"leaves":0,"depth":0,"score":0.76776041666666672,"score_std":0.024850752770926,"time":3.577400435,"time_std":0.42621313001493916},{"dataset":"pittsburg-bridges-MATERIAL","samples":106,"features":7,"classes":3,"hyperparameters":"{\"c1\":0.03125,\"c3\":0.25}","nodes":17.4542,"leaves":0,"depth":0,"score":0.79407967032967042,"score_std":0.082741048705105472,"time":0.732798465,"time_std":0.094033674907192319},{"dataset":"pittsburg-bridges-REL-L","samples":103,"features":7,"classes":3,"hyperparameters":"{\"c1\":0.03125,\"c3\":2}","nodes":33.5696,"leaves":0,"depth":0,"score":0.61640000000000006,"score_std":0.087184091076569131,"time":1.3327498350000002,"time_std":0.121934017046282},{"dataset":"pittsburg-bridges-SPAN","samples":92,"features":7,"classes":3,"hyperparameters":"{\"c1\":0.0625,\"c3\":32}","nodes":34.5976,"leaves":0,"depth":0,"score":0.6343478260869565,"score_std":0.0886003677933935,"time":1.351161775,"time_std":0.13162866006240243},{"dataset":"pittsburg-bridges-T-OR-D","samples":102,"features":7,"classes":2,"hyperparameters":"{\"c1\":0.25,\"c3\":2}","nodes":6.33,"leaves":0,"depth":0,"score":0.86564444444444466,"score_std":0.0655148575959644,"time":0.421149555,"time_std":0.067310129428977489},{"dataset":"planning","samples":182,"features":12,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.125}","nodes":2.26,"leaves":0,"depth":0,"score":0.71284397163120583,"score_std":0.057527951892940389,"time":0.482701975,"time_std":0.17853017831965726},{"dataset":"post-operative","samples":90,"features":8,"classes":3,"hyperparameters":"{\"c1\":8,\"c3\":8}","nodes":1,"leaves":0,"depth":0,"score":0.71094696969696969,"score_std":0.085178627641565335,"time":0.20830157000000005,"time_std":0.018125638300598421},{"dataset":"seeds","samples":210,"features":7,"classes":3,"hyperparameters":"{\"c1\":4,\"c3\":0.5}","nodes":7.07,"leaves":0,"depth":0,"score":0.95201566951566918,"score_std":0.037632264696342767,"time":0.91429197499999981,"time_std":0.10707632586392268},{"dataset":"statlog-australian-credit","samples":690,"features":14,"classes":2,"hyperparameters":"{\"c1\":4,\"c3\":8}","nodes":1.01,"leaves":0,"depth":0,"score":0.67827318898690192,"score_std":0.03267746764729846,"time":1.7432189600000003,"time_std":0.63494957191418633},{"dataset":"statlog-german-credit","samples":1000,"features":24,"classes":2,"hyperparameters":"{\"c1\":0.5,\"c3\":0.0625}","nodes":18.2,"leaves":0,"depth":0,"score":0.75472000000000006,"score_std":0.024767493690694545,"time":9.1424459200000019,"time_std":1.675602059083066},{"dataset":"statlog-heart","samples":270,"features":13,"classes":2,"hyperparameters":"{\"c1\":2,\"c3\":2}","nodes":4.7,"leaves":0,"depth":0,"score":0.82600475881462243,"score_std":0.039406064817789938,"time":0.99643932999999985,"time_std":0.17533373684746348},{"dataset":"statlog-image","samples":2310,"features":18,"classes":7,"hyperparameters":"{\"c1\":0.125,\"c3\":0.03125}","nodes":87.9814,"leaves":0,"depth":0,"score":0.95254920184505043,"score_std":0.05374384496410782,"time":49.407406189999989,"time_std":18.686697208628154},{"dataset":"statlog-vehicle","samples":846,"features":18,"classes":4,"hyperparameters":"{\"c1\":0.5,\"c3\":0.125}","nodes":62.1454,"leaves":0,"depth":0,"score":0.80515452907015572,"score_std":0.02813895748743846,"time":12.544514079999999,"time_std":1.3246329654861824},{"dataset":"synthetic-control","samples":600,"features":60,"classes":6,"hyperparameters":"{\"c1\":0.25,\"c3\":4}","nodes":13.43,"leaves":0,"depth":0,"score":0.97919999999999963,"score_std":0.013475954141859522,"time":6.16011188,"time_std":0.45380080323000366},{"dataset":"tic-tac-toe","samples":958,"features":9,"classes":2,"hyperparameters":"{\"c1\":8,\"c3\":0.0625}","nodes":3.08,"leaves":0,"depth":0,"score":0.98327757426344164,"score_std":0.0074386892426422614,"time":4.28716932,"time_std":0.4497812414046245},{"dataset":"vertebral-column-2clases","samples":310,"features":6,"classes":2,"hyperparameters":"{\"c1\":1,\"c3\":4}","nodes":7.37,"leaves":0,"depth":0,"score":0.8451750780864703,"score_std":0.0357676919529133,"time":1.481821195,"time_std":0.20534019659449121},{"dataset":"wine","samples":178,"features":13,"classes":3,"hyperparameters":"{\"c1\":0.0625,\"c3\":4}","nodes":5.39,"leaves":0,"depth":0,"score":0.98901679841897239,"score_std":0.016214813318999075,"time":0.44824447500000003,"time_std":0.036383746555660089},{"dataset":"zoo","samples":101,"features":16,"classes":7,"hyperparameters":"{\"c1\":1,\"c3\":1}","nodes":12.97,"leaves":0,"depth":0,"score":0.94511538461538469,"score_std":0.049989309314705993,"time":0.865256085,"time_std":0.027930706619581257}]}