benchmark/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_14:18:48_0.json

{"score_name": "accuracy", "title": "njobs=-1 and estimators 100", "model": "BaggingWodt", "version": "-", "stratified": false, "folds": 5, "date": "2022-03-14", "time": "14:18:48", "duration": 17954.606401205063, "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}, "nodes": 54.398, "leaves": 27.699, "depth": 9.101800000000003, "score": 0.95664, "score_std": 0.018458342287431973, "time": 3.8257081174850462, "time_std": 0.2546853403325875}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 3.9811999999999994, "leaves": 2.4905999999999997, "depth": 2.4657999999999998, "score": 0.67, "score_std": 0.2471841418861655, "time": 0.1781516981124878, "time_std": 0.03903301629769487}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 10.6612, "leaves": 5.8306, "depth": 4.933, "score": 0.976798633752523, "score_std": 0.012017606413941909, "time": 1.394520444869995, "time_std": 0.15511044452274056}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 25.6204, "leaves": 13.3102, "depth": 6.7074, "score": 0.799051282051282, "score_std": 0.0509487953750073, "time": 1.3670886611938478, "time_std": 0.15447704443025784}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 21.104, "leaves": 11.052, "depth": 6.893799999999999, "score": 0.9630883864337102, "score_std": 0.012351323518904837, "time": 2.1373353099822996, "time_std": 0.20730669327882498}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 197.93040000000002, "leaves": 99.46520000000001, "depth": 44.51160000000001, "score": 0.702637628554144, "score_std": 0.052980010821534015, "time": 3.472267541885376, "time_std": 0.3741871252576006}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 416.6448, "leaves": 208.8224, "depth": 40.21739999999999, "score": 0.8343864125932063, "score_std": 0.019526184837892046, "time": 25.763269271850586, "time_std": 0.7016884861699174}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 198.1948, "leaves": 99.5974, "depth": 30.6648, "score": 0.9235184755592377, "score_std": 0.013080599003021793, "time": 13.192339162826539, "time_std": 0.41142842520058365}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 16.475199999999994, "leaves": 8.737599999999997, "depth": 5.3187999999999995, "score": 0.846945412311266, "score_std": 0.05700236262523427, "time": 1.04372145652771, "time_std": 0.13630932189567826}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 52.31, "leaves": 26.655, "depth": 8.5268, "score": 0.7605063773082048, "score_std": 0.0451945124926853, "time": 3.235033783912659, "time_std": 0.13998012359312775}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 13.7668, "leaves": 7.3834, "depth": 5.574400000000001, "score": 0.9685523880044429, "score_std": 0.018443325921685162, "time": 1.2938779211044311, "time_std": 0.1247659029182322}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 18.751200000000004, "leaves": 9.875600000000002, "depth": 6.3946, "score": 0.7721652421652421, "score_std": 0.07435428590954417, "time": 0.9503066158294677, "time_std": 0.16686134682135645}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 35.0048, "leaves": 18.0024, "depth": 16.2704, "score": 0.857, "score_std": 0.0556866231693034, "time": 0.7617274856567383, "time_std": 0.13923300020289753}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 218.5428, "leaves": 109.7714, "depth": 43.629, "score": 0.6806874669487044, "score_std": 0.05205551175502199, "time": 5.127524766921997, "time_std": 0.39405251447372874}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 37.466, "leaves": 19.233, "depth": 8.0008, "score": 0.8112156633547631, "score_std": 0.04903107091034348, "time": 1.9441931009292603, "time_std": 0.15935551100720305}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 13.850399999999997, "leaves": 7.4251999999999985, "depth": 5.269000000000001, "score": 0.8238709677419355, "score_std": 0.08588402993161466, "time": 0.7872781991958618, "time_std": 0.09430617267112505}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 141.0496, "leaves": 71.0248, "depth": 14.4856, "score": 0.7090893015030947, "score_std": 0.03102339208500289, "time": 7.0889611291885375, "time_std": 0.20418719550526668}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 18.6464, "leaves": 9.8232, "depth": 6.033200000000001, "score": 0.9119678068410463, "score_std": 0.03440766797431958, "time": 1.6947598361968994, "time_std": 0.19807936160023878}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 10.6764, "leaves": 5.8382, "depth": 5.268, "score": 0.9486666666666665, "score_std": 0.03141832444786181, "time": 0.8128633546829224, "time_std": 0.12098242282882843}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 3375.0892, "leaves": 1688.0446, "depth": 50.0, "score": 0.7071000000000002, "score_std": 0.02971683024819436, "time": 47.78684721469879, "time_std": 5.928518460342012}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 94.6824, "leaves": 47.8412, "depth": 10.315600000000002, "score": 0.8313888888888888, "score_std": 0.040541283637945486, "time": 5.6500082159042355, "time_std": 0.880097506625838}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 54.516000000000005, "leaves": 27.758000000000003, "depth": 8.747200000000001, "score": 0.8873549638511727, "score_std": 0.030488505540757067, "time": 4.141437702178955, "time_std": 0.21833015762640315}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 16.956000000000003, "leaves": 8.978000000000002, "depth": 5.600200000000001, "score": 0.8519540229885059, "score_std": 0.0579702476297311, "time": 1.0073340702056885, "time_std": 0.15591917980164152}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 1650.1731999999997, "leaves": 825.5865999999999, "depth": 50.0, "score": 0.7827315414507772, "score_std": 0.023296692950094244, "time": 23.99696460723877, "time_std": 2.2898999075217112}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 6.808399999999999, "leaves": 3.9041999999999994, "depth": 3.401, "score": 0.8180086580086577, "score_std": 0.08342165443877446, "time": 0.4379946994781494, "time_std": 0.07801756259988087}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 34.2672, "leaves": 17.6336, "depth": 7.204199999999999, "score": 0.8958026315789475, "score_std": 0.035533895931631594, "time": 2.6552520179748536, "time_std": 0.4306941063344693}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 183.67160000000004, "leaves": 92.33580000000002, "depth": 14.690999999999999, "score": 0.8023529411764705, "score_std": 0.020518386516235426, "time": 11.302367267608643, "time_std": 0.22697009458934117}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 66.7704, "leaves": 33.8852, "depth": 10.704, "score": 0.9188833094213296, "score_std": 0.01671471867491723, "time": 5.218598690032959, "time_std": 0.2013669056509791}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 142.50440000000003, "leaves": 71.75220000000002, "depth": 12.924999999999997, "score": 0.8085528133069115, "score_std": 0.02439817530208037, "time": 8.714657664299011, "time_std": 0.2449899000523926}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 73.8732, "leaves": 37.4366, "depth": 11.0232, "score": 0.9235663243859966, "score_std": 0.017038700013781292, "time": 6.123129677772522, "time_std": 0.21940555921229998}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 14.0408, "leaves": 7.5204, "depth": 5.9168, "score": 0.9276923076923077, "score_std": 0.035041067294064615, "time": 0.8970106697082519, "time_std": 0.11967763670641092}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 137.6288, "leaves": 69.3144, "depth": 11.7874, "score": 0.7459400729988966, "score_std": 0.030763762621846387, "time": 7.300448160171509, "time_std": 0.21112914589819284}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 38.2444, "leaves": 19.6222, "depth": 16.636200000000002, "score": 0.8100865800865799, "score_std": 0.07368699125640855, "time": 0.9645684051513672, "time_std": 0.18592961708051584}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 53.9476, "leaves": 27.4738, "depth": 18.1278, "score": 0.669, "score_std": 0.08794902925008181, "time": 1.452213954925537, "time_std": 0.18482635630787989}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 86.2564, "leaves": 43.6282, "depth": 31.721999999999998, "score": 0.6480701754385966, "score_std": 0.11204403664117339, "time": 1.5410260248184204, "time_std": 0.2680327988746501}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 36.4484, "leaves": 18.7242, "depth": 16.733400000000003, "score": 0.857904761904762, "score_std": 0.07794765381134877, "time": 0.870155758857727, "time_std": 0.19611615629931986}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 43.5536, "leaves": 22.2768, "depth": 8.187199999999999, "score": 0.6696246246246247, "score_std": 0.07151268936640609, "time": 1.879335503578186, "time_std": 0.13996492683286899}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 180.86520000000004, "leaves": 90.93260000000002, "depth": 45.2508, "score": 0.5944444444444444, "score_std": 0.08695819912499182, "time": 2.0377258682250976, "time_std": 0.39202273985429203}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 16.134, "leaves": 8.567, "depth": 5.825399999999998, "score": 0.9400000000000002, "score_std": 0.04075255789587554, "time": 1.1083293962478638, "time_std": 0.13257525691091895}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 156.366, "leaves": 78.683, "depth": 12.998, "score": 0.6169565217391305, "score_std": 0.0344186879871346, "time": 7.495006337165832, "time_std": 0.1925448300459156}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 110.32800000000002, "leaves": 55.66400000000001, "depth": 10.4346, "score": 0.7597, "score_std": 0.02702609849756344, "time": 6.9574752616882325, "time_std": 0.21273412202734163}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 27.863200000000003, "leaves": 14.431600000000001, "depth": 6.9110000000000005, "score": 0.8266666666666667, "score_std": 0.04547569030569134, "time": 1.626766757965088, "time_std": 0.11465408866713353}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 116.5096, "leaves": 58.7548, "depth": 13.805200000000003, "score": 0.9712987012987014, "score_std": 0.006923836102989786, "time": 14.144462189674378, "time_std": 0.34953636268605426}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 150.36360000000002, "leaves": 75.68180000000001, "depth": 13.641799999999998, "score": 0.7625367211973547, "score_std": 0.027785534583252957, "time": 9.020851883888245, "time_std": 0.254620002495265}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 13.544799999999999, "leaves": 7.272399999999999, "depth": 4.8142, "score": 0.9850000000000001, "score_std": 0.010408329997330672, "time": 1.9338762855529785, "time_std": 0.16150250018428372}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 58.0992, "leaves": 29.5496, "depth": 8.421, "score": 0.9854859293193718, "score_std": 0.008634636344339343, "time": 5.179685339927674, "time_std": 0.2360518135746119}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 45.016000000000005, "leaves": 23.008000000000003, "depth": 10.2766, "score": 0.8361290322580645, "score_std": 0.04332199216567625, "time": 2.4478422737121583, "time_std": 0.24594432919867276}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 6.0752, "leaves": 3.5376, "depth": 3.2439999999999998, "score": 0.9786349206349206, "score_std": 0.022197174091918074, "time": 0.5850754499435424, "time_std": 0.09215339899143703}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100}, "nodes": 13.5712, "leaves": 7.2856, "depth": 5.162000000000001, "score": 0.9574761904761904, "score_std": 0.038427155222620905, "time": 0.7819329071044921, "time_std": 0.08989467630117645}]}