benchmark/results/results_accuracy_ODTE_Galgo_2022-02-09_18:35:33_0.json

{"score_name": "accuracy", "title": "ODTE pseudo Random Forest liblinear-trandom max_features-sqrt", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-09", "time": "18:35:33", "duration": 11246.278941392899, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "Galgo", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.534400000000001, "leaves": 4.2672, "depth": 3.6914000000000002, "score": 0.8411200000000002, "score_std": 0.04199839996952264, "time": 0.9432970762252808, "time_std": 0.19142003509408861}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.9912, "leaves": 1.9956, "depth": 1.9796, "score": 0.6016666666666667, "score_std": 0.30699710458279933, "time": 0.11215651512145997, "time_std": 0.012439930339306573}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.877999999999999, "leaves": 4.439, "depth": 3.5468, "score": 0.9606318894581587, "score_std": 0.015455961231371955, "time": 0.4690037965774536, "time_std": 0.12492823003114581}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.9776, "leaves": 4.4888, "depth": 3.4457999999999998, "score": 0.7652179487179487, "score_std": 0.06960296555419315, "time": 0.3766669273376465, "time_std": 0.07480275458121004}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.964000000000001, "leaves": 3.9820000000000007, "depth": 3.56, "score": 0.9700996916752312, "score_std": 0.012684653234641727, "time": 0.3043117713928223, "time_std": 0.044678299456076584}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.9344, "leaves": 4.4672, "depth": 3.4457999999999998, "score": 0.7174773139745918, "score_std": 0.050129835391247275, "time": 0.3668955421447754, "time_std": 0.04351149752209651}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 73.926, "leaves": 37.463, "depth": 14.760600000000002, "score": 0.43786125379729357, "score_std": 0.04235556214870455, "time": 82.56483683109283, "time_std": 17.253524802481582}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 19.8888, "leaves": 10.444399999999998, "depth": 6.043799999999999, "score": 0.8079528307097487, "score_std": 0.0209428419423658, "time": 19.160728297233582, "time_std": 3.7355376240331415}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 16.972800000000003, "leaves": 8.986400000000001, "depth": 5.1082, "score": 0.7759233449477351, "score_std": 0.06165563068490595, "time": 0.5676614809036254, "time_std": 0.06307732007114779}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 16.9532, "leaves": 8.9766, "depth": 5.0602, "score": 0.6636664762992577, "score_std": 0.03746402191284194, "time": 1.6897853326797485, "time_std": 0.2947037387089589}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.645199999999997, "leaves": 8.322600000000001, "depth": 6.6578, "score": 0.9204257682339875, "score_std": 0.05557585821717352, "time": 1.2738965940475464, "time_std": 0.10062902238633023}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.514399999999999, "leaves": 4.2572, "depth": 3.3234, "score": 0.7877492877492878, "score_std": 0.08937018141450015, "time": 0.22131817817687988, "time_std": 0.030003780255524574}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.4452, "leaves": 1.7226, "depth": 1.6306, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.12201859951019287, "time_std": 0.01744760324067063}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.4824000000000006, "leaves": 2.2412000000000005, "depth": 1.9601999999999997, "score": 0.7353199365415125, "score_std": 0.048398466240040176, "time": 0.2133180332183838, "time_std": 0.040894381806603514}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.6476, "leaves": 4.323799999999999, "depth": 3.4974000000000003, "score": 0.8152776154295733, "score_std": 0.04606656838273098, "time": 0.38894651412963865, "time_std": 0.03944469107577919}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.0624, "leaves": 4.0312, "depth": 3.2434, "score": 0.8012903225806451, "score_std": 0.08118785144123547, "time": 0.24510517120361328, "time_std": 0.03641510975144078}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.997999999999999, "leaves": 3.9989999999999997, "depth": 3.0408, "score": 0.7135646920129679, "score_std": 0.03802016648402885, "time": 0.5695992517471313, "time_std": 0.12528501818344717}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.781199999999998, "leaves": 5.390600000000001, "depth": 4.0001999999999995, "score": 0.8376338028169015, "score_std": 0.059102331699055155, "time": 0.5819048738479614, "time_std": 0.04821257764191368}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.871200000000001, "leaves": 3.4356, "depth": 3.286399999999999, "score": 0.9566666666666666, "score_std": 0.03282952600598701, "time": 0.17353804111480714, "time_std": 0.025500794132581547}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.6584, "leaves": 1.8292, "depth": 1.8292, "score": 0.1307, "score_std": 0.04603270576448879, "time": 3.0439315032958985, "time_std": 0.17158299733117074}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 98.5492, "leaves": 49.7746, "depth": 27.156399999999998, "score": 0.7802777777777778, "score_std": 0.05043713236285004, "time": 10.374978322982788, "time_std": 1.173363792027483}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 35.0292, "leaves": 18.0146, "depth": 11.514000000000001, "score": 0.8971521777464292, "score_std": 0.03168940356985082, "time": 4.413289971351624, "time_std": 0.7202638631810571}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.0856, "leaves": 2.5428, "depth": 2.3392, "score": 0.5946666666666667, "score_std": 0.09685441332961668, "time": 0.2789225387573242, "time_std": 0.05162188978375039}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.6815999999999995, "leaves": 3.8407999999999998, "depth": 3.2816, "score": 0.8226872841105356, "score_std": 0.02114873008400707, "time": 0.8608373832702637, "time_std": 0.1295677904568398}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 13.8824, "leaves": 7.4412, "depth": 4.5862, "score": 0.7384848484848483, "score_std": 0.13462555488923653, "time": 0.27759679794311526, "time_std": 0.04374568434851726}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 25.705200000000005, "leaves": 13.352600000000002, "depth": 6.1448, "score": 0.793717105263158, "score_std": 0.03666622236205668, "time": 2.2907556390762327, "time_std": 0.335888641213583}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 22.718399999999995, "leaves": 11.859199999999998, "depth": 6.0928, "score": 0.7321879483500717, "score_std": 0.04500280089169698, "time": 5.818719339370728, "time_std": 1.2352629702903963}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 16.805200000000003, "leaves": 8.902600000000001, "depth": 5.540400000000001, "score": 0.9102697274031564, "score_std": 0.01865702022138876, "time": 2.253358449935913, "time_std": 0.38186335491199686}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 34.9396, "leaves": 17.9698, "depth": 7.1518, "score": 0.7040365099381494, "score_std": 0.05149169622377332, "time": 4.469121360778809, "time_std": 0.9505203553181367}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 13.684000000000001, "leaves": 7.342, "depth": 4.957, "score": 0.8432024259893112, "score_std": 0.022258952802389553, "time": 3.3521674728393553, "time_std": 0.6254866696163848}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.7616000000000005, "leaves": 4.3808, "depth": 3.5406, "score": 0.8641025641025639, "score_std": 0.04622501635210243, "time": 0.22968499183654786, "time_std": 0.03868455293779989}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.97, "leaves": 7.985, "depth": 4.811599999999999, "score": 0.6876181987946692, "score_std": 0.04017826213058862, "time": 1.1865315818786621, "time_std": 0.13930221238953655}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.8671999999999995, "leaves": 2.9335999999999998, "depth": 2.7785999999999995, "score": 0.8177922077922076, "score_std": 0.09258169622860278, "time": 0.1958746337890625, "time_std": 0.027106929385627795}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.9796, "leaves": 3.9898, "depth": 3.4778, "score": 0.681952380952381, "score_std": 0.09514291672623139, "time": 0.25317583084106443, "time_std": 0.03228626123523877}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.091600000000001, "leaves": 4.045800000000001, "depth": 3.5841999999999996, "score": 0.5762573099415205, "score_std": 0.11802850250385954, "time": 0.23582792282104492, "time_std": 0.02916529383135723}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.0144, "leaves": 1.5071999999999997, "depth": 1.4826000000000001, "score": 0.8628095238095238, "score_std": 0.0747571882042698, "time": 0.11609225273132324, "time_std": 0.016157961764605353}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.0360000000000005, "leaves": 3.5180000000000002, "depth": 2.7882, "score": 0.7143693693693695, "score_std": 0.0715459100205182, "time": 0.2403381061553955, "time_std": 0.05492920537561189}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 1.9859999999999998, "leaves": 1.493, "depth": 1.4796000000000005, "score": 0.711111111111111, "score_std": 0.07535922203472521, "time": 0.1237184190750122, "time_std": 0.016427508230322064}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.8588, "leaves": 4.4294, "depth": 3.8726, "score": 0.9071428571428569, "score_std": 0.03962694518355533, "time": 0.26269826889038084, "time_std": 0.027935052874191884}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.1592, "leaves": 2.5796000000000006, "depth": 2.1679999999999997, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 1.316693000793457, "time_std": 0.37027486999002635}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.593200000000001, "leaves": 4.796600000000001, "depth": 3.533, "score": 0.7007000000000002, "score_std": 0.028319781072600105, "time": 1.8255837392807006, "time_std": 0.19461274191858594}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.3964, "leaves": 5.198199999999999, "depth": 3.8882, "score": 0.8355555555555557, "score_std": 0.050733981707163735, "time": 0.3654328393936157, "time_std": 0.0375120690708493}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 44.7764, "leaves": 22.8882, "depth": 12.3062, "score": 0.8803896103896102, "score_std": 0.03271710715022388, "time": 49.12266580104828, "time_std": 10.666997882325326}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 58.708800000000004, "leaves": 29.854400000000002, "depth": 11.823, "score": 0.6961106856943963, "score_std": 0.03723000423687829, "time": 8.71553988456726, "time_std": 1.7680184125500977}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 42.395199999999996, "leaves": 21.6976, "depth": 10.136800000000001, "score": 0.9723333333333334, "score_std": 0.014571661996262931, "time": 3.5286656665802, "time_std": 0.3031992167368826}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.484, "leaves": 2.742, "depth": 2.4947999999999997, "score": 0.6591922993019196, "score_std": 0.0317741088796778, "time": 0.5677912712097168, "time_std": 0.05431935410185517}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 10.838399999999996, "leaves": 5.919199999999998, "depth": 4.1624, "score": 0.7509677419354839, "score_std": 0.059494925849798715, "time": 0.35597643852233884, "time_std": 0.05751205031304236}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 11.400799999999998, "leaves": 6.200399999999999, "depth": 4.6596, "score": 0.9673809523809525, "score_std": 0.029949672238957194, "time": 0.3626285457611084, "time_std": 0.04367453901706724}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.3708, "leaves": 5.1854, "depth": 5.0306, "score": 0.8771428571428572, "score_std": 0.06900819892791273, "time": 0.3845470333099365, "time_std": 0.03331154752408115}]}