mirror of
https://github.com/Doctorado-ML/benchmark.git
synced 2025-08-15 23:45:54 +00:00
1 line
17 KiB
JSON
1 line
17 KiB
JSON
{"score_name": "accuracy", "title": "njobs=-1 and estimators 100 max_samples=0.85", "model": "BaggingWodt", "version": "-", "stratified": false, "folds": 5, "date": "2022-03-14", "time": "23:41:49", "duration": 16018.03332901001, "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, "max_samples": 0.85}, "nodes": 50.442400000000006, "leaves": 25.721200000000003, "depth": 8.911, "score": 0.9555199999999999, "score_std": 0.018254029692098113, "time": 3.415272707939148, "time_std": 0.24388916062542848}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 3.7679999999999993, "leaves": 2.384, "depth": 2.367, "score": 0.67, "score_std": 0.2471841418861655, "time": 0.16212157249450684, "time_std": 0.02810241739034848}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 9.7792, "leaves": 5.389600000000001, "depth": 4.683, "score": 0.9764462040055892, "score_std": 0.011846455558883872, "time": 1.227465033531189, "time_std": 0.19257379572453853}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 23.4736, "leaves": 12.2368, "depth": 6.4852, "score": 0.8015128205128204, "score_std": 0.05451624564100384, "time": 1.2036584281921388, "time_std": 0.17252357641248153}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 18.9632, "leaves": 9.9816, "depth": 6.5612, "score": 0.9645190133607402, "score_std": 0.012956307562744764, "time": 1.813694248199463, "time_std": 0.18561386067086477}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 167.39880000000002, "leaves": 84.19939999999998, "depth": 41.2838, "score": 0.7089655172413792, "score_std": 0.052772872209953754, "time": 3.0016796827316283, "time_std": 0.3526713826966296}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 376.34399999999994, "leaves": 188.67199999999997, "depth": 37.42960000000001, "score": 0.8339637669152168, "score_std": 0.018709662921236016, "time": 22.383594212532042, "time_std": 0.49525278777091203}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 177.50080000000003, "leaves": 89.25040000000001, "depth": 27.941599999999998, "score": 0.9235198011599006, "score_std": 0.013472906428206593, "time": 11.2599866437912, "time_std": 0.31219303036926593}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 15.3188, "leaves": 8.1594, "depth": 5.154400000000001, "score": 0.8513240418118467, "score_std": 0.05628295160941448, "time": 0.8973884630203247, "time_std": 0.14857768291599358}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 47.5136, "leaves": 24.2568, "depth": 8.2614, "score": 0.763045878545593, "score_std": 0.04365055018780014, "time": 2.7482402896881104, "time_std": 0.12944551901383566}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 13.4368, "leaves": 7.2184, "depth": 5.466399999999998, "score": 0.9704664938911515, "score_std": 0.016756775162067153, "time": 1.1839837503433228, "time_std": 0.14673830873945626}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 16.9832, "leaves": 8.9916, "depth": 6.114799999999999, "score": 0.7758974358974358, "score_std": 0.06519763593163186, "time": 0.8372005653381348, "time_std": 0.10486748096686994}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 29.953600000000005, "leaves": 15.476800000000003, "depth": 14.125, "score": 0.857, "score_std": 0.06083584469702052, "time": 0.6798260974884033, "time_std": 0.13651832023603316}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 188.99200000000002, "leaves": 94.99600000000001, "depth": 40.8084, "score": 0.6843204653622423, "score_std": 0.04832244642874818, "time": 4.4772331380844115, "time_std": 0.318028017024567}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 33.7416, "leaves": 17.3708, "depth": 7.722799999999999, "score": 0.8128872004675629, "score_std": 0.05184199228574526, "time": 1.7274550247192382, "time_std": 0.14589725864274772}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 12.6316, "leaves": 6.8158, "depth": 5.066800000000001, "score": 0.8212903225806453, "score_std": 0.0821688320563122, "time": 0.7152077770233154, "time_std": 0.09820954086737178}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 127.742, "leaves": 64.37100000000001, "depth": 14.0702, "score": 0.7108090185676395, "score_std": 0.034656514482439754, "time": 6.160056734085083, "time_std": 0.1780469287208679}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 17.3296, "leaves": 9.1648, "depth": 5.824199999999999, "score": 0.9111106639839034, "score_std": 0.03578137581502145, "time": 1.383295831680298, "time_std": 0.14415043772302039}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 10.094000000000001, "leaves": 5.547000000000001, "depth": 5.077400000000001, "score": 0.9473333333333332, "score_std": 0.032034703404623895, "time": 0.7527916812896729, "time_std": 0.09330739837653702}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 3213.1684000000005, "leaves": 1607.0842000000002, "depth": 50.0, "score": 0.7060000000000001, "score_std": 0.029732137494637, "time": 43.17475903987884, "time_std": 5.401785548016387}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 89.78280000000001, "leaves": 45.391400000000004, "depth": 10.0828, "score": 0.8302777777777779, "score_std": 0.040185718549114464, "time": 5.107168083190918, "time_std": 0.9393177609065023}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 50.534400000000005, "leaves": 25.767200000000003, "depth": 8.5638, "score": 0.8896191147945689, "score_std": 0.030646560716794394, "time": 3.5758290815353395, "time_std": 0.1610576793456199}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 15.7956, "leaves": 8.3978, "depth": 5.4266000000000005, "score": 0.8477241379310345, "score_std": 0.05669696329360922, "time": 0.8623397541046143, "time_std": 0.13106820541495204}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 1431.9864000000005, "leaves": 716.4932000000002, "depth": 50.0, "score": 0.7876171200345422, "score_std": 0.02322721606039946, "time": 20.703149161338807, "time_std": 2.368072879994807}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 6.316399999999999, "leaves": 3.6581999999999995, "depth": 3.2565999999999997, "score": 0.8226406926406926, "score_std": 0.08306208736693242, "time": 0.3671496629714966, "time_std": 0.06976234804311232}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 32.118, "leaves": 16.559, "depth": 7.0446, "score": 0.889298245614035, "score_std": 0.03520439072977056, "time": 2.2797401046752928, "time_std": 0.12675850936007502}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 167.36399999999998, "leaves": 84.18199999999999, "depth": 14.3478, "score": 0.8053835485413677, "score_std": 0.02164252468790228, "time": 9.822542691230774, "time_std": 0.2700246857681312}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 61.14639999999999, "leaves": 31.073199999999996, "depth": 10.417, "score": 0.9179014825442371, "score_std": 0.01709971837764559, "time": 4.54015474319458, "time_std": 0.2126648116904652}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 129.8236, "leaves": 65.4118, "depth": 12.5908, "score": 0.8096535158830238, "score_std": 0.02259909856636394, "time": 7.518962564468384, "time_std": 0.22542393145896017}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 67.98559999999999, "leaves": 34.492799999999995, "depth": 10.69, "score": 0.9223593346544168, "score_std": 0.01847018608356542, "time": 5.220356979370117, "time_std": 0.17119604470344993}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 13.176799999999998, "leaves": 7.088399999999999, "depth": 5.769799999999999, "score": 0.9225641025641026, "score_std": 0.03750608103225957, "time": 0.7854909372329711, "time_std": 0.09712789499743198}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 123.95880000000001, "leaves": 62.479400000000005, "depth": 11.4954, "score": 0.7478923690688396, "score_std": 0.03013531850819383, "time": 6.2447087812423705, "time_std": 0.17852959532432733}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 32.537600000000005, "leaves": 16.768800000000002, "depth": 14.2974, "score": 0.8138095238095236, "score_std": 0.07732635436489348, "time": 0.863794903755188, "time_std": 0.15064189583743468}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 46.283199999999994, "leaves": 23.641599999999997, "depth": 15.707799999999999, "score": 0.6573809523809524, "score_std": 0.08984018312203822, "time": 1.2903811407089234, "time_std": 0.1864362452342254}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 73.9336, "leaves": 37.4668, "depth": 28.004, "score": 0.6491812865497075, "score_std": 0.11805841522435874, "time": 1.3279014205932618, "time_std": 0.18838455430546752}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 30.8232, "leaves": 15.9116, "depth": 14.3644, "score": 0.861857142857143, "score_std": 0.07228610640460807, "time": 0.7574277353286744, "time_std": 0.1505392947228194}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 39.195600000000006, "leaves": 20.097800000000003, "depth": 7.905399999999999, "score": 0.6646546546546546, "score_std": 0.07108439230004364, "time": 1.5905516052246094, "time_std": 0.11510291311397522}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 152.3768, "leaves": 76.6884, "depth": 42.5888, "score": 0.6, "score_std": 0.09296222517045283, "time": 1.7290416717529298, "time_std": 0.34904912330513405}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 14.949200000000001, "leaves": 7.974600000000001, "depth": 5.6282000000000005, "score": 0.9319047619047619, "score_std": 0.04232741401650073, "time": 0.9797122621536255, "time_std": 0.1316194916516193}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 140.05440000000002, "leaves": 70.52720000000001, "depth": 12.599800000000002, "score": 0.6202898550724638, "score_std": 0.03345911994381215, "time": 6.465506420135498, "time_std": 0.2021423218279543}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 99.6084, "leaves": 50.3042, "depth": 10.17, "score": 0.7608999999999999, "score_std": 0.03002815345638158, "time": 5.9350570917129515, "time_std": 0.17818357272002713}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 25.1528, "leaves": 13.0764, "depth": 6.6937999999999995, "score": 0.8270370370370371, "score_std": 0.04134401826582515, "time": 1.3573261833190917, "time_std": 0.16705487178700268}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 109.3444, "leaves": 55.1722, "depth": 13.526, "score": 0.9710389610389609, "score_std": 0.007706235687868469, "time": 12.141368532180786, "time_std": 0.3039450425490529}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 137.7452, "leaves": 69.3726, "depth": 13.3, "score": 0.7634772015315002, "score_std": 0.02667316820059741, "time": 7.8083737850189205, "time_std": 0.22016543414178266}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 13.313200000000002, "leaves": 7.156600000000001, "depth": 4.760800000000001, "score": 0.9851666666666666, "score_std": 0.010446955962809888, "time": 1.7217680072784425, "time_std": 0.14129562157179829}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 56.105999999999995, "leaves": 28.552999999999997, "depth": 8.333400000000001, "score": 0.9851734293193718, "score_std": 0.008944398062039737, "time": 4.560645022392273, "time_std": 0.2513248461098639}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 40.8224, "leaves": 20.911200000000004, "depth": 9.883400000000002, "score": 0.8374193548387094, "score_std": 0.038009802120401136, "time": 2.158325424194336, "time_std": 0.21165936513501}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 6.0092, "leaves": 3.5046, "depth": 3.2237999999999998, "score": 0.9775079365079365, "score_std": 0.023245493878141208, "time": 0.5181748723983765, "time_std": 0.08507960229296664}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.85}, "nodes": 13.362400000000001, "leaves": 7.1812000000000005, "depth": 5.1124, "score": 0.9574761904761904, "score_std": 0.038427155222620905, "time": 0.7506057167053223, "time_std": 0.09579126593294768}]} |