mirror of
https://github.com/Doctorado-ML/benchmark.git
synced 2025-08-15 23:45:54 +00:00
1 line
22 KiB
JSON
1 line
22 KiB
JSON
{"score_name": "accuracy", "title": "ODTE pseudo Random Forest liblinear-best max_samples-sqrt", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-09", "time": "12:35:55", "duration": 16700.777580976486, "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_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 18.3816, "leaves": 9.6908, "depth": 6.558, "score": 0.91024, "score_std": 0.026109431246199154, "time": 0.6119581985473633, "time_std": 0.21178328508863248}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.1519999999999997, "leaves": 2.076, "depth": 2.0340000000000003, "score": 0.62, "score_std": 0.31453669632227865, "time": 0.09472832679748536, "time_std": 0.013840965296165917}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.884, "leaves": 2.9419999999999997, "depth": 2.75, "score": 0.9644977487967706, "score_std": 0.020925176840090293, "time": 0.2628365135192871, "time_std": 0.05634922939641482}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.024, "leaves": 4.512, "depth": 3.5840000000000005, "score": 0.7551410256410256, "score_std": 0.06228255929741827, "time": 0.5608479976654053, "time_std": 0.16739880945303867}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.492000000000001, "leaves": 4.246, "depth": 3.454, "score": 0.959792394655704, "score_std": 0.0156210315173437, "time": 0.24228538036346436, "time_std": 0.046698716142992036}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.3836, "leaves": 7.6918, "depth": 4.6918, "score": 0.7188263762855414, "score_std": 0.050009913711506086, "time": 0.48747790813446046, "time_std": 0.0905042697343074}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 135.0192, "leaves": 68.0096, "depth": 20.386599999999998, "score": 0.7573386357359846, "score_std": 0.01803118488103438, "time": 63.07125714302063, "time_std": 12.150192336135534}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 38.6592, "leaves": 19.8296, "depth": 7.96, "score": 0.8833027340513671, "score_std": 0.01389776090018928, "time": 18.485691027641295, "time_std": 5.193139185127352}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.04, "leaves": 2.02, "depth": 2.02, "score": 0.7400232288037167, "score_std": 0.06497180278478258, "time": 0.4187609100341797, "time_std": 0.10827006375445761}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 20.336, "leaves": 10.668, "depth": 5.724000000000001, "score": 0.6705711022272987, "score_std": 0.05112118723046456, "time": 4.168714437484741, "time_std": 1.248038355171438}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 11.0, "leaves": 6.0, "depth": 6.0, "score": 0.9625398000740466, "score_std": 0.0224053145889642, "time": 0.7905410194396972, "time_std": 0.07117976654527959}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.824, "leaves": 4.412, "depth": 3.5020000000000007, "score": 0.7862962962962962, "score_std": 0.07328225153825658, "time": 0.18999727249145507, "time_std": 0.032966653655699445}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.791999999999999, "leaves": 3.3959999999999995, "depth": 2.8960000000000004, "score": 0.826, "score_std": 0.07696752561957543, "time": 0.14877466678619386, "time_std": 0.03010132835327507}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 11.877199999999998, "leaves": 6.438599999999999, "depth": 4.428, "score": 0.7337123215230037, "score_std": 0.04419078808069057, "time": 0.3610848903656006, "time_std": 0.08799987046893368}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.863999999999999, "leaves": 6.932, "depth": 4.51, "score": 0.7928345996493279, "score_std": 0.04781240167080122, "time": 0.4229753017425537, "time_std": 0.07818183804535062}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.78, "leaves": 3.39, "depth": 2.84, "score": 0.7741935483870968, "score_std": 0.07468281872767887, "time": 0.18113011837005616, "time_std": 0.03260249892791388}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.6396, "leaves": 8.3198, "depth": 4.864000000000001, "score": 0.7056616563513116, "score_std": 0.044181565424374264, "time": 1.0072985458374024, "time_std": 0.5145712870985921}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.959999999999999, "leaves": 2.98, "depth": 2.7359999999999998, "score": 0.8778269617706238, "score_std": 0.03609052256337233, "time": 0.3928589010238647, "time_std": 0.10588261374407343}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.064, "leaves": 3.0320000000000005, "depth": 3.0320000000000005, "score": 0.9626666666666667, "score_std": 0.036902273341594787, "time": 0.14828320503234863, "time_std": 0.022341513951516165}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 37.52, "leaves": 19.26, "depth": 14.2, "score": 0.6872, "score_std": 0.031924285426615254, "time": 6.315619020462036, "time_std": 0.6489352474233057}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 40.4, "leaves": 20.7, "depth": 19.62, "score": 0.6172222222222222, "score_std": 0.06347450153942931, "time": 71.66586531162262, "time_std": 8.740347087143064}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 17.24, "leaves": 9.12, "depth": 8.62, "score": 0.8478240169282314, "score_std": 0.044746314490779426, "time": 32.5256427526474, "time_std": 9.901559183338819}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.72, "leaves": 4.86, "depth": 4.2459999999999996, "score": 0.7748505747126438, "score_std": 0.0670577667964439, "time": 0.28547675132751466, "time_std": 0.0630227039817156}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.888, "leaves": 5.444000000000001, "depth": 4.13, "score": 0.8163460708117444, "score_std": 0.02081354658835778, "time": 0.9220100927352906, "time_std": 0.20793927759094766}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.7593073593073592, "score_std": 0.0790953043180066, "time": 0.2004467535018921, "time_std": 0.0257638865691465}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.16, "leaves": 2.08, "depth": 2.08, "score": 0.7863223684210525, "score_std": 0.04340108309403114, "time": 5.106177010536194, "time_std": 1.5238699591257459}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.68, "leaves": 6.84, "depth": 4.42, "score": 0.8015557149689144, "score_std": 0.027199864898726372, "time": 27.080981135368347, "time_std": 6.75696891177246}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.368, "leaves": 8.184, "depth": 5.048, "score": 0.9079230033476806, "score_std": 0.018554577640947634, "time": 3.6635957193374633, "time_std": 1.0251278098478591}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 16.72, "leaves": 8.86, "depth": 5.0, "score": 0.7783996877439499, "score_std": 0.02467584978516395, "time": 10.165867214202882, "time_std": 3.421159303045061}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 11.4876, "leaves": 6.2438, "depth": 4.628, "score": 0.9092980243799915, "score_std": 0.023176862835189205, "time": 5.727276830673218, "time_std": 1.7694475818562971}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.587999999999998, "leaves": 4.294, "depth": 3.41, "score": 0.8353846153846153, "score_std": 0.0538070676209897, "time": 0.2665522527694702, "time_std": 0.05639464774544253}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 19.928, "leaves": 10.463999999999999, "depth": 5.5920000000000005, "score": 0.7489533995416348, "score_std": 0.03308389068774799, "time": 1.7117913341522217, "time_std": 0.5694848434684676}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.42, "leaves": 4.71, "depth": 3.8920000000000003, "score": 0.7714718614718614, "score_std": 0.09912766760464024, "time": 0.19357573986053467, "time_std": 0.0355154571067487}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.5, "leaves": 6.75, "depth": 4.828, "score": 0.5808095238095238, "score_std": 0.10218520600620529, "time": 0.2875195026397705, "time_std": 0.05166277791314831}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 10.624, "leaves": 5.812, "depth": 4.468, "score": 0.6183040935672515, "score_std": 0.10180345996842997, "time": 0.23736575603485108, "time_std": 0.03297224548632387}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.5776, "leaves": 2.7888, "depth": 2.5913999999999997, "score": 0.8569523809523809, "score_std": 0.06663577515578432, "time": 0.14080278396606447, "time_std": 0.025048507665265576}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 10.236, "leaves": 5.617999999999999, "depth": 4.044, "score": 0.6786786786786787, "score_std": 0.07135513660195351, "time": 0.45135276317596434, "time_std": 0.08564065277993624}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.151999999999999, "leaves": 4.076, "depth": 3.2988, "score": 0.6477777777777779, "score_std": 0.11632754946886872, "time": 0.19662205696105958, "time_std": 0.03995856136586297}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.095999999999999, "leaves": 4.047999999999999, "depth": 3.5759999999999996, "score": 0.9428571428571427, "score_std": 0.038977870342249754, "time": 0.19028417110443116, "time_std": 0.03076175553147692}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 21.968000000000004, "leaves": 11.484000000000002, "depth": 5.9079999999999995, "score": 0.6447826086956522, "score_std": 0.04004539537076861, "time": 4.5004874086380005, "time_std": 2.3212388623841806}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 24.2, "leaves": 12.6, "depth": 6.48, "score": 0.7326999999999999, "score_std": 0.03291215580906241, "time": 7.117247562408448, "time_std": 1.9249708683706717}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 13.148, "leaves": 7.074, "depth": 4.547999999999999, "score": 0.7822222222222223, "score_std": 0.05599333685619039, "time": 0.3560554552078247, "time_std": 0.06521400058399403}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 27.6, "leaves": 14.3, "depth": 10.16, "score": 0.9457575757575758, "score_std": 0.010474133102692499, "time": 38.62854470729828, "time_std": 15.923972994218342}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 19.72, "leaves": 10.36, "depth": 6.28, "score": 0.7473045596937, "score_std": 0.0425478060824588, "time": 6.580945463180542, "time_std": 1.1866983362175096}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 11.44, "leaves": 6.22, "depth": 6.12, "score": 0.9143333333333333, "score_std": 0.058973628758021056, "time": 8.196745262145996, "time_std": 1.5037343728203079}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.588, "leaves": 2.294, "depth": 2.246, "score": 0.9828773996509598, "score_std": 0.00868289731881954, "time": 0.4011614084243774, "time_std": 0.08609962014493834}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.244399999999999, "leaves": 5.1222, "depth": 3.8142, "score": 0.8474193548387094, "score_std": 0.04257697931434097, "time": 0.2575209093093872, "time_std": 0.06525136669951381}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.0, "leaves": 3.0, "depth": 3.0, "score": 0.9713492063492063, "score_std": 0.02890120529359503, "time": 0.15078810214996338, "time_std": 0.017718649669947475}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"best\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.624, "leaves": 6.812, "depth": 6.812, "score": 0.9364761904761905, "score_std": 0.05525541600361385, "time": 0.3369585847854614, "time_std": 0.04207315121363834}]} |