benchmark/results/results_accuracy_ODTE_Galgo_2022-03-05_10:38:17_0.json

{"score_name": "accuracy", "title": "Optimized hyperparams with STree max_features sqrt and splitter trandom", "model": "ODTE", "version": "0.3.2", "stratified": false, "folds": 5, "date": "2022-03-05", "time": "10:38:17", "duration": 7015.057106733322, "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": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 24.196399999999997, "leaves": 12.598199999999999, "depth": 7.699999999999999, "score": 0.8632000000000001, "score_std": 0.03322649545167231, "time": 2.803210082054138, "time_std": 0.23766702479599391}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.14, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.1419999999999995, "leaves": 2.5709999999999997, "depth": 2.4854, "score": 0.5816666666666667, "score_std": 0.275121185419565, "time": 0.16329463005065917, "time_std": 0.0294136938633046}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.2268, "leaves": 5.1134, "depth": 3.8914, "score": 0.9657273715261606, "score_std": 0.015553067119100742, "time": 0.2532841396331787, "time_std": 0.04239112877581376}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 10.0736, "leaves": 5.536799999999999, "depth": 4.07, "score": 0.7662179487179486, "score_std": 0.07150620194432299, "time": 0.22439345359802246, "time_std": 0.02974906094635862}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 10.998400000000002, "leaves": 5.999200000000001, "depth": 4.5931999999999995, "score": 0.9678108941418294, "score_std": 0.01224531614633767, "time": 0.28836051940917967, "time_std": 0.02634911085183962}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.0892, "leaves": 7.5446, "depth": 4.8048, "score": 0.7324742891712038, "score_std": 0.04734238281670139, "time": 0.34700855255126956, "time_std": 0.02659980947056695}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 120.9772, "leaves": 60.9886, "depth": 12.721000000000002, "score": 0.8066363987848659, "score_std": 0.020379210560583828, "time": 6.008494400978089, "time_std": 0.15924919777847937}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 33.1984, "leaves": 17.0992, "depth": 7.6296, "score": 0.8807640983153826, "score_std": 0.01841536505791456, "time": 2.3944942235946653, "time_std": 0.15878912791490318}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.728400000000001, "leaves": 3.8642000000000003, "depth": 3.3779999999999997, "score": 0.8330429732868757, "score_std": 0.06236006415219764, "time": 0.28898881912231444, "time_std": 0.04596029683198587}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 17.212000000000003, "leaves": 9.106000000000002, "depth": 6.0914, "score": 0.7372758423757854, "score_std": 0.04300910290804445, "time": 0.784661946296692, "time_std": 0.04995574397706538}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 1.05, \"gamma\": \"auto\",\"kernel\": \"rbf\"}"}, "nodes": 25.198, "leaves": 13.099, "depth": 7.5168, "score": 0.9745797852647169, "score_std": 0.017076200906185314, "time": 0.6456796646118164, "time_std": 0.0612416472285563}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 6.3712, "leaves": 3.6856, "depth": 3.0823999999999994, "score": 0.8413390313390312, "score_std": 0.07381550861615788, "time": 0.22889440536499023, "time_std": 0.03117104618032701}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.0744000000000002, "leaves": 1.5372, "depth": 1.4808000000000001, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.11628583431243897, "time_std": 0.01628756804732579}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"C\": 0.05}"}, "nodes": 1.2936, "leaves": 1.1468, "depth": 1.1464, "score": 0.7353199365415125, "score_std": 0.048398466240040176, "time": 0.15071406364440917, "time_std": 0.01788697418469587}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 11.8852, "leaves": 6.4426, "depth": 4.6254, "score": 0.8258445353594388, "score_std": 0.044192029484694785, "time": 0.2440224313735962, "time_std": 0.03059107902396522}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.809199999999999, "leaves": 5.4046, "depth": 4.2228, "score": 0.8393548387096774, "score_std": 0.06499499700589305, "time": 0.29206902503967286, "time_std": 0.03565795030887923}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 10.0432, "leaves": 5.521600000000001, "depth": 3.7184000000000004, "score": 0.7137385794282346, "score_std": 0.03815468746357546, "time": 0.47376184463500975, "time_std": 0.06364754280159476}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.935599999999999, "leaves": 4.9677999999999995, "depth": 4.1606, "score": 0.948446680080483, "score_std": 0.02665230640687493, "time": 0.31556087970733643, "time_std": 0.04254878306452075}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 5.7824, "leaves": 3.3912, "depth": 3.3009999999999997, "score": 0.954, "score_std": 0.028197714643408794, "time": 0.21593718051910402, "time_std": 0.03081492269996081}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.113999999999999, "leaves": 5.0569999999999995, "depth": 3.7644, "score": 0.3484999999999999, "score_std": 0.09886986396268581, "time": 2.6972833919525145, "time_std": 0.14351672050928158}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 79.59599999999999, "leaves": 40.297999999999995, "depth": 27.421000000000003, "score": 0.7966666666666665, "score_std": 0.03856612087068578, "time": 1.830484709739685, "time_std": 0.09263793382693764}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 35.9944, "leaves": 18.4972, "depth": 7.665, "score": 0.8996050079351084, "score_std": 0.029700454065520045, "time": 0.8839656591415406, "time_std": 0.09544851743001156}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.4868, "leaves": 3.2434, "depth": 2.7838000000000007, "score": 0.6146206896551724, "score_std": 0.11808710964535561, "time": 0.17531734943389893, "time_std": 0.02629355089308287}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.418, "leaves": 6.709, "depth": 4.787800000000001, "score": 0.8337186960276338, "score_std": 0.022484969382517764, "time": 1.0314327430725099, "time_std": 0.04665239082815807}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.3755999999999995, "leaves": 2.6877999999999997, "depth": 2.613, "score": 0.8386147186147186, "score_std": 0.07891878188788547, "time": 0.21597408294677733, "time_std": 0.02685924287226657}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.348799999999999, "leaves": 4.6743999999999994, "depth": 4.364000000000001, "score": 0.7394956140350877, "score_std": 0.05176884276230234, "time": 0.494836106300354, "time_std": 0.046249264878634455}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 10.6492, "leaves": 5.8246, "depth": 4.41, "score": 0.7009775227164036, "score_std": 0.026087529607480276, "time": 2.3366896677017213, "time_std": 0.13907383604601875}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 16.9168, "leaves": 8.9584, "depth": 5.594599999999999, "score": 0.9165375418460067, "score_std": 0.016469694635300566, "time": 0.7152495241165161, "time_std": 0.05104021494799737}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 45.8328, "leaves": 23.4164, "depth": 8.4696, "score": 0.7713781300666546, "score_std": 0.03480311629024934, "time": 3.345530457496643, "time_std": 0.29250948735588905}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.934800000000001, "leaves": 8.4674, "depth": 5.5456, "score": 0.8615066354410618, "score_std": 0.023299485685984108, "time": 0.543969054222107, "time_std": 0.046998381832652966}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.974, "leaves": 5.486999999999999, "depth": 4.1212, "score": 0.8630769230769231, "score_std": 0.04854490184426202, "time": 0.23372559547424315, "time_std": 0.028209215930489244}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 3.7971999999999997, "leaves": 2.3986, "depth": 2.1430000000000002, "score": 0.6548111365758424, "score_std": 0.03033196996697156, "time": 0.3190195369720459, "time_std": 0.025803079461944718}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.464799999999999, "leaves": 3.2323999999999997, "depth": 2.9566000000000003, "score": 0.8346753246753247, "score_std": 0.09749095559418956, "time": 0.2218119239807129, "time_std": 0.036048982174874455}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 10.447600000000001, "leaves": 5.723800000000002, "depth": 4.3142000000000005, "score": 0.6798095238095239, "score_std": 0.08876737158721894, "time": 0.29501316547393797, "time_std": 0.037312472397792194}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.5944, "leaves": 5.2972, "depth": 4.3836, "score": 0.6669590643274854, "score_std": 0.12419605702003407, "time": 0.20605405807495117, "time_std": 0.03576276998115014}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 1.8688, "leaves": 1.4344, "depth": 1.4043999999999996, "score": 0.8628095238095238, "score_std": 0.0747571882042698, "time": 0.13306077003479003, "time_std": 0.018627203984155474}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.5587999999999997, "leaves": 2.2794000000000003, "depth": 2.2392000000000003, "score": 0.7352702702702704, "score_std": 0.06697755238925641, "time": 0.16449498176574706, "time_std": 0.02318543960802163}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 1.4368, "leaves": 1.2184, "depth": 1.2126, "score": 0.711111111111111, "score_std": 0.07535922203472521, "time": 0.12864408969879151, "time_std": 0.014494216878136037}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.976399999999998, "leaves": 7.988199999999999, "depth": 5.6552, "score": 0.9357142857142857, "score_std": 0.03273268353539885, "time": 1.9856364965438842, "time_std": 0.1489724707195215}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 1.1908, "leaves": 1.0954, "depth": 1.0816, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 0.25515467166900635, "time_std": 0.04528816154807283}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 3.3672000000000004, "leaves": 2.1836, "depth": 1.8258, "score": 0.7000000000000002, "score_std": 0.028017851452243787, "time": 0.4156168222427368, "time_std": 0.07476411515902902}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 18.7532, "leaves": 9.8766, "depth": 5.667600000000001, "score": 0.8433333333333333, "score_std": 0.04554350939799569, "time": 0.3708855819702148, "time_std": 0.03336624840513425}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 52.34440000000001, "leaves": 26.672200000000004, "depth": 12.875200000000001, "score": 0.9647186147186146, "score_std": 0.00781921725895604, "time": 75.85353870391846, "time_std": 1.7014152467290489}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 62.55720000000001, "leaves": 31.778600000000004, "depth": 11.158800000000001, "score": 0.7617027497389488, "score_std": 0.031203908215258595, "time": 5.227951889038086, "time_std": 0.30486757707293294}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}"}, "nodes": 38.4728, "leaves": 19.7364, "depth": 7.567399999999999, "score": 0.9855000000000002, "score_std": 0.009691061173404434, "time": 0.8735599899291993, "time_std": 0.08120833474620248}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 1.2288, "leaves": 1.1144, "depth": 1.1144, "score": 0.6534505890052357, "score_std": 0.028021260679892277, "time": 0.33237054824829104, "time_std": 0.022440750767984005}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.9704, "leaves": 7.9852, "depth": 5.151599999999999, "score": 0.8216129032258064, "score_std": 0.04634508394005809, "time": 0.3169267654418945, "time_std": 0.04037542966869031}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 13.311200000000001, "leaves": 7.155600000000001, "depth": 5.0192000000000005, "score": 0.9786190476190477, "score_std": 0.02358914410971014, "time": 0.24909245491027832, "time_std": 0.0344114104205463}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 16.3504, "leaves": 8.6752, "depth": 7.3736, "score": 0.9514285714285715, "score_std": 0.04495651716241094, "time": 0.26815476894378665, "time_std": 0.04575198042881755}]}