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 linear-best max_samples-0.75", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-06", "time": "08:19:22", "duration": 2970.6423501968384, "seeds": [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1], "platform": "bart", "results": [{"dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 25.348000000000003, "leaves": 13.174000000000001, "depth": 6.47, "score": 0.81888, "score_std": 0.035300220962481234, "time": 0.9593765497207641, "time_std": 0.2246502208064928}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 3.7880000000000007, "leaves": 2.394, "depth": 2.354, "score": 0.5899999999999999, "score_std": 0.28029746104213404, "time": 0.11988250732421875, "time_std": 0.029109833863385927}, {"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\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 7.571999999999999, "leaves": 4.2860000000000005, "depth": 3.552, "score": 0.9511411271541685, "score_std": 0.01859298579132547, "time": 0.29442930221557617, "time_std": 0.0501614488679853}, {"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\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 8.372, "leaves": 4.686, "depth": 3.738000000000001, "score": 0.7625, "score_std": 0.06998159450898303, "time": 0.2649311876296997, "time_std": 0.07266806360660404}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 7.812, "leaves": 4.406000000000001, "depth": 3.7659999999999996, "score": 0.9565046248715313, "score_std": 0.017353974359104418, "time": 0.30098336219787597, "time_std": 0.05531387165918708}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 10.575999999999999, "leaves": 5.787999999999999, "depth": 4.26, "score": 0.7171324863883848, "score_std": 0.04665476042513176, "time": 0.3433213758468628, "time_std": 0.09056899093074343}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 78.48, "leaves": 39.74, "depth": 10.36, "score": 0.7581835956917977, "score_std": 0.02777532290249473, "time": 4.780613889694214, "time_std": 0.45329027040545855}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 31.544, "leaves": 16.272000000000002, "depth": 6.96, "score": 0.8776568903617785, "score_std": 0.02032666813085737, "time": 2.3632393074035645, "time_std": 0.7093036800408883}, {"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\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 16.076, "leaves": 8.538, "depth": 5.095999999999999, "score": 0.7540650406504065, "score_std": 0.0743076006499566, "time": 0.4175706911087036, "time_std": 0.07148464063447837}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 18.516, "leaves": 9.758, "depth": 5.5, "score": 0.6750256996002285, "score_std": 0.0470987771404208, "time": 0.6724733734130859, "time_std": 0.1480734532511392}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 16.192, "leaves": 8.596, "depth": 7.121999999999999, "score": 0.9540577563865236, "score_std": 0.04326634004177177, "time": 0.5019322299957275, "time_std": 0.06941492840115085}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 5.772, "leaves": 3.386, "depth": 3.0620000000000003, "score": 0.8345299145299144, "score_std": 0.07926290491594104, "time": 0.19859879493713378, "time_std": 0.053278872786991775}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 3.7680000000000002, "leaves": 2.384, "depth": 2.1719999999999997, "score": 0.867, "score_std": 0.05797413216254297, "time": 0.1441216802597046, "time_std": 0.040649523688416615}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 3.2880000000000003, "leaves": 2.1439999999999997, "depth": 2.0, "score": 0.7330618720253834, "score_std": 0.04875237170406969, "time": 0.1691633653640747, "time_std": 0.06080938227615104}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 12.196, "leaves": 6.598, "depth": 4.62, "score": 0.8064582115721799, "score_std": 0.04767827263486453, "time": 0.3846021318435669, "time_std": 0.06266379127605286}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 9.856, "leaves": 5.428, "depth": 4.044, "score": 0.7851612903225806, "score_std": 0.07996096862621188, "time": 0.2747444534301758, "time_std": 0.06032538751998441}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 1.6480000000000001, "leaves": 1.324, "depth": 1.29, "score": 0.7104892425582082, "score_std": 0.038716018726227396, "time": 0.17102628707885742, "time_std": 0.04318202320556687}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 10.792, "leaves": 5.896, "depth": 4.6339999999999995, "score": 0.8891589537223339, "score_std": 0.037742910171808294, "time": 0.3675240564346314, "time_std": 0.058536862827932856}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 5.2639999999999985, "leaves": 3.1319999999999992, "depth": 3.1319999999999992, "score": 0.9553333333333334, "score_std": 0.03099103813111855, "time": 0.17508843898773194, "time_std": 0.02544484479015274}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 41.736000000000004, "leaves": 21.368000000000002, "depth": 7.436, "score": 0.6815000000000001, "score_std": 0.038003289331319724, "time": 2.428834276199341, "time_std": 0.233248920581978}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 89.44, "leaves": 45.22, "depth": 12.12, "score": 0.5538888888888889, "score_std": 0.06936884774188655, "time": 2.9641212606430054, "time_std": 0.33107493455909326}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 26.011999999999997, "leaves": 13.505999999999998, "depth": 6.598, "score": 0.6870587198025039, "score_std": 0.1175033027754688, "time": 1.0407127523422242, "time_std": 0.3317606089866627}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 9.687999999999999, "leaves": 5.3439999999999985, "depth": 3.826, "score": 0.710712643678161, "score_std": 0.10183971354983416, "time": 0.28377035617828367, "time_std": 0.07522694929211747}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 7.8839999999999995, "leaves": 4.442, "depth": 3.872, "score": 0.8033290155440413, "score_std": 0.02748305284471058, "time": 0.528315372467041, "time_std": 0.09010815630535968}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 6.468000000000001, "leaves": 3.7340000000000004, "depth": 3.0500000000000007, "score": 0.764978354978355, "score_std": 0.08746312675640137, "time": 0.1767797613143921, "time_std": 0.03140200893239847}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 20.168, "leaves": 10.584000000000001, "depth": 5.901999999999999, "score": 0.7647039473684211, "score_std": 0.04306332601100252, "time": 0.85214928150177, "time_std": 0.14006801916091832}, {"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\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 5.3519999999999985, "leaves": 3.1759999999999993, "depth": 2.7399999999999993, "score": 0.6868818747010998, "score_std": 0.03155804984261347, "time": 0.919204626083374, "time_std": 0.36101285224610763}, {"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\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 13.579999999999998, "leaves": 7.289999999999999, "depth": 4.948, "score": 0.9015590626494502, "score_std": 0.02179396069273167, "time": 0.7717061281204224, "time_std": 0.1062565755440608}, {"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\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 13.364, "leaves": 7.182, "depth": 4.928, "score": 0.6500174142797093, "score_std": 0.05785207838518728, "time": 0.9006945085525513, "time_std": 0.17611652824858776}, {"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\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 11.904000000000002, "leaves": 6.452000000000001, "depth": 4.632, "score": 0.8335513120759022, "score_std": 0.03018937670472207, "time": 0.946047945022583, "time_std": 0.18623273809482604}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 6.288, "leaves": 3.644, "depth": 3.1659999999999995, "score": 0.84, "score_std": 0.056540641855744506, "time": 0.2334829330444336, "time_std": 0.04638351307092237}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 5.456000000000001, "leaves": 3.2280000000000006, "depth": 3.008, "score": 0.7527102962397081, "score_std": 0.031082019878858325, "time": 0.4014298963546753, "time_std": 0.07128714428015677}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 7.320000000000001, "leaves": 4.16, "depth": 3.5579999999999994, "score": 0.8212987012987013, "score_std": 0.08512759993142585, "time": 0.23744175910949708, "time_std": 0.049878398649332426}, {"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\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 10.543999999999999, "leaves": 5.771999999999999, "depth": 4.408, "score": 0.6293333333333334, "score_std": 0.10470284049277859, "time": 0.3267450666427612, "time_std": 0.07200393005961604}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 10.051999999999998, "leaves": 5.526, "depth": 4.3740000000000006, "score": 0.5917543859649124, "score_std": 0.12238704295624776, "time": 0.3179937982559204, "time_std": 0.07099501570732944}, {"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\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 3.364, "leaves": 2.1820000000000004, "depth": 2.094, "score": 0.8579523809523809, "score_std": 0.07539707435213701, "time": 0.13919830322265625, "time_std": 0.03287664321877042}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 2.912, "leaves": 1.956, "depth": 1.8060000000000003, "score": 0.7132732732732733, "score_std": 0.06861727809652535, "time": 0.1460752820968628, "time_std": 0.04889742054360013}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 3.9759999999999995, "leaves": 2.4879999999999995, "depth": 2.2399999999999998, "score": 0.7033333333333331, "score_std": 0.07826040734640147, "time": 0.14908827781677247, "time_std": 0.05221969605520208}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 10.06, "leaves": 5.5299999999999985, "depth": 4.4239999999999995, "score": 0.8971428571428572, "score_std": 0.046030651327979316, "time": 0.322120943069458, "time_std": 0.052412024081690906}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 2.8920000000000003, "leaves": 1.9460000000000002, "depth": 1.5620000000000003, "score": 0.673623188405797, "score_std": 0.03907564602359519, "time": 0.25778493881225584, "time_std": 0.12852563390868985}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 14.448, "leaves": 7.724, "depth": 5.252000000000001, "score": 0.7269999999999999, "score_std": 0.029478805945967357, "time": 0.7772551059722901, "time_std": 0.1449794948356825}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 12.88, "leaves": 6.94, "depth": 4.694, "score": 0.787037037037037, "score_std": 0.054590381381421006, "time": 0.3965809154510498, "time_std": 0.09172474751926131}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 32.832, "leaves": 16.916, "depth": 8.272, "score": 0.9064069264069263, "score_std": 0.032153051278937424, "time": 2.7854772090911863, "time_std": 0.31084180193752414}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 39.84, "leaves": 20.42, "depth": 8.084, "score": 0.6436233901844761, "score_std": 0.03976667364815841, "time": 1.6451382541656494, "time_std": 0.2470070786497078}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 27.704, "leaves": 14.352000000000002, "depth": 6.829999999999999, "score": 0.9331666666666666, "score_std": 0.024180455836159166, "time": 0.8096048831939697, "time_std": 0.11378745997103364}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 15.264000000000001, "leaves": 8.132, "depth": 5.327999999999999, "score": 0.7615832242582898, "score_std": 0.0400361189390328, "time": 0.7417923593521119, "time_std": 0.13978760259649556}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 7.895999999999999, "leaves": 4.4479999999999995, "depth": 3.8079999999999994, "score": 0.8138709677419353, "score_std": 0.06306513488682511, "time": 0.3131680679321289, "time_std": 0.08500046050053262}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 8.976, "leaves": 4.988, "depth": 3.918, "score": 0.9381428571428571, "score_std": 0.0358039122305841, "time": 0.23195598602294923, "time_std": 0.038750995988662926}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"linear\", \"splitter\": \"best\", \"max_features\": \"sqrt\"}"}, "nodes": 15.203999999999999, "leaves": 8.101999999999999, "depth": 6.47, "score": 0.9018571428571428, "score_std": 0.0741272577405643, "time": 0.40318070888519286, "time_std": 0.049596067508634496}]} |