{ "score_name": "accuracy", "model": "ODTE", "stratified": false, "folds": 5, "date": "2021-11-10", "time": "18:23:50", "duration": 1578.5793950557709, "seeds": [ 57, 31, 1714, 17, 23, 79, 83, 97, 7, 1 ], "platform": "iMac27", "results": [ { "dataset": "balance-scale", "samples": 625, "features": 4, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 16.922, "leaves": 8.961, "depth": 6.029, "score": 0.9216, "score_std": 0.022112439937736393, "time": 0.2890590047836304, "time_std": 0.030211990654546366 }, { "dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 3.8259999999999996, "leaves": 2.413, "depth": 2.351, "score": 0.6833333333333332, "score_std": 0.24267032964268395, "time": 0.027658510208129882, "time_std": 0.004579050842548995 }, { "dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 5.596, "leaves": 3.298, "depth": 2.9739999999999998, "score": 0.9727573358174196, "score_std": 0.01667745338986957, "time": 0.09651899337768555, "time_std": 0.012664560268961475 }, { "dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 9.856, "leaves": 5.428000000000001, "depth": 4.153, "score": 0.8050769230769229, "score_std": 0.06243692938651216, "time": 0.16018448352813722, "time_std": 0.019710969162961917 }, { "dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 6.852, "leaves": 3.926, "depth": 3.4300000000000006, "score": 0.9666639260020554, "score_std": 0.012279014463958208, "time": 0.12993616580963135, "time_std": 0.011567109247601175 }, { "dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 11.332, "leaves": 6.166, "depth": 4.422, "score": 0.7303811252268602, "score_std": 0.04643587526270167, "time": 0.16760756969451904, "time_std": 0.01834629863854251 }, { "dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 111.06599999999999, "leaves": 56.032999999999994, "depth": 11.302, "score": 0.8323179232256284, "score_std": 0.01948378688129832, "time": 5.76199164390564, "time_std": 0.2490064341193517 }, { "dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 26.804000000000002, "leaves": 13.902000000000001, "depth": 6.435, "score": 0.9138788180060757, "score_std": 0.01585138774407436, "time": 2.5917509460449217, "time_std": 0.15922605733286307 }, { "dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 4.306, "leaves": 2.653, "depth": 2.516, "score": 0.7753310104529615, "score_std": 0.06494160784868958, "time": 0.08201318264007568, "time_std": 0.015724061117223253 }, { "dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 21.406, "leaves": 11.203, "depth": 6.081999999999999, "score": 0.7460803350466401, "score_std": 0.04260435987279008, "time": 1.5114559412002564, "time_std": 0.1481359321535262 }, { "dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 18.448, "leaves": 9.724, "depth": 6.101, "score": 0.9680081451314329, "score_std": 0.023334849960359193, "time": 0.23830169677734375, "time_std": 0.028505151644176382 }, { "dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 6.944, "leaves": 3.972, "depth": 3.3539999999999996, "score": 0.8154415954415954, "score_std": 0.07274512458263173, "time": 0.0837102460861206, "time_std": 0.011876650731507022 }, { "dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 5.736000000000001, "leaves": 3.3680000000000003, "depth": 2.923, "score": 0.8580000000000001, "score_std": 0.05946427498927402, "time": 0.057736878395080564, "time_std": 0.011554124681740429 }, { "dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 4.539999999999999, "leaves": 2.7700000000000005, "depth": 2.4400000000000004, "score": 0.7307509254362772, "score_std": 0.046812262714831035, "time": 0.09604024887084961, "time_std": 0.015180486413509732 }, { "dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 11.961999999999998, "leaves": 6.481, "depth": 4.404, "score": 0.8180303915838691, "score_std": 0.04916314791372245, "time": 0.1848970603942871, "time_std": 0.01942915412672111 }, { "dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 7.454, "leaves": 4.227, "depth": 3.404000000000001, "score": 0.8122580645161291, "score_std": 0.07893410626689838, "time": 0.06801692485809326, "time_std": 0.007989498833244993 }, { "dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 5.124, "leaves": 3.0620000000000003, "depth": 2.744, "score": 0.7130327144120249, "score_std": 0.03923800936033312, "time": 0.3291998529434204, "time_std": 0.05206717202395358 }, { "dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 6.444, "leaves": 3.722, "depth": 3.2489999999999997, "score": 0.9059718309859154, "score_std": 0.03471067999538322, "time": 0.16939447402954103, "time_std": 0.03203298229207606 }, { "dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 5.1339999999999995, "leaves": 3.0669999999999997, "depth": 3.045, "score": 0.9626666666666667, "score_std": 0.03172100600898751, "time": 0.07098126411437988, "time_std": 0.02248905407219848 }, { "dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 46.02799999999999, "leaves": 23.513999999999996, "depth": 7.611999999999999, "score": 0.7121, "score_std": 0.026097701048176627, "time": 1.3679730224609374, "time_std": 0.06796275427845053 }, { "dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 84.47, "leaves": 42.735, "depth": 10.155, "score": 0.8519444444444444, "score_std": 0.04397407345018731, "time": 1.2580004024505616, "time_std": 0.060800800701520004 }, { "dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 28.631999999999998, "leaves": 14.815999999999999, "depth": 6.886, "score": 0.9063798271909715, "score_std": 0.03467570255458404, "time": 0.456287112236023, "time_std": 0.03802081086511672 }, { "dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 12.029999999999998, "leaves": 6.514999999999999, "depth": 4.6530000000000005, "score": 0.8274942528735633, "score_std": 0.06938982119142692, "time": 0.10335427761077881, "time_std": 0.011369254859317989 }, { "dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 4.684, "leaves": 2.8420000000000005, "depth": 2.7, "score": 0.8277892918825561, "score_std": 0.022432569908775693, "time": 0.39474370002746584, "time_std": 0.03708646099336361 }, { "dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.7774025974025974, "score_std": 0.09410419043908756, "time": 0.039551315307617185, "time_std": 0.006948970911085691 }, { "dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 5.944, "leaves": 3.472, "depth": 2.92, "score": 0.8487192982456141, "score_std": 0.033333127307765886, "time": 0.43358722686767576, "time_std": 0.0478730436533111 }, { "dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 8.316, "leaves": 4.658, "depth": 4.010999999999999, "score": 0.8085987565758009, "score_std": 0.02539760960577355, "time": 2.3188649797439576, "time_std": 0.17273877852869854 }, { "dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 12.966, "leaves": 6.983, "depth": 4.89, "score": 0.9206566236250597, "score_std": 0.017894208046764032, "time": 0.7917284345626832, "time_std": 0.15666820459885863 }, { "dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 10.265999999999998, "leaves": 5.632999999999998, "depth": 4.381, "score": 0.8066912868552214, "score_std": 0.024375583351074873, "time": 1.9022914028167726, "time_std": 0.12472917318099876 }, { "dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 9.888, "leaves": 5.444000000000001, "depth": 4.39, "score": 0.9267387257551191, "score_std": 0.01807476944375977, "time": 0.609421591758728, "time_std": 0.06589209584556686 }, { "dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 8.85, "leaves": 4.925, "depth": 3.758, "score": 0.8958974358974359, "score_std": 0.04453278531356817, "time": 0.1026608943939209, "time_std": 0.012318983419475502 }, { "dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 7.081999999999999, "leaves": 4.0409999999999995, "depth": 3.4750000000000005, "score": 0.7728910958322721, "score_std": 0.02900120258111359, "time": 0.4460581398010254, "time_std": 0.02855424113779685 }, { "dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 8.341999999999999, "leaves": 4.670999999999999, "depth": 3.7060000000000004, "score": 0.827012987012987, "score_std": 0.06948401226538012, "time": 0.08644316673278808, "time_std": 0.01573119663016819 }, { "dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 12.78, "leaves": 6.89, "depth": 4.713, "score": 0.6582857142857143, "score_std": 0.09522766609563985, "time": 0.13332726955413818, "time_std": 0.01279713901250076 }, { "dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 11.33, "leaves": 6.165, "depth": 4.442, "score": 0.6736842105263159, "score_std": 0.11066082968434966, "time": 0.11644070148468018, "time_std": 0.013273944355605862 }, { "dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 4.842, "leaves": 2.921, "depth": 2.702, "score": 0.8597142857142857, "score_std": 0.07334699934506639, "time": 0.05410641670227051, "time_std": 0.007781820126166471 }, { "dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 6.59, "leaves": 3.795, "depth": 3.155, "score": 0.7138288288288288, "score_std": 0.07001517601649208, "time": 0.3689688014984131, "time_std": 0.041355716208419255 }, { "dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 6.008000000000001, "leaves": 3.5039999999999996, "depth": 2.881, "score": 0.7022222222222223, "score_std": 0.08444444444444445, "time": 0.06871275424957275, "time_std": 0.014022283523651818 }, { "dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 6.877999999999999, "leaves": 3.9389999999999996, "depth": 3.4530000000000007, "score": 0.9357142857142858, "score_std": 0.04019510241936697, "time": 0.08727749824523925, "time_std": 0.010283072082568113 }, { "dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 5.164, "leaves": 3.0820000000000003, "depth": 2.4419999999999997, "score": 0.6779710144927535, "score_std": 0.03918836291910869, "time": 0.5091219377517701, "time_std": 0.11827782233828137 }, { "dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 16.682000000000002, "leaves": 8.841000000000001, "depth": 5.873000000000001, "score": 0.7576, "score_std": 0.029227384419410526, "time": 1.749383988380432, "time_std": 0.0885735346396608 }, { "dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 13.524, "leaves": 7.262, "depth": 4.72, "score": 0.8244444444444444, "score_std": 0.04958538658127277, "time": 0.18893534660339356, "time_std": 0.019246693938204912 }, { "dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 33.192, "leaves": 17.096, "depth": 8.109, "score": 0.9612121212121213, "score_std": 0.006134979649543514, "time": 1.8992862129211425, "time_std": 0.10388640068676495 }, { "dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 22.737999999999996, "leaves": 11.868999999999998, "depth": 6.011, "score": 0.7800417681865645, "score_std": 0.048995487357968985, "time": 1.2368310022354125, "time_std": 0.10899770614633333 }, { "dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 15.144, "leaves": 8.072, "depth": 5.521, "score": 0.9861666666666667, "score_std": 0.010356157588603998, "time": 0.31083361625671385, "time_std": 0.029176635381639435 }, { "dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 4.086, "leaves": 2.543, "depth": 2.505, "score": 0.983296247818499, "score_std": 0.008356787795559038, "time": 0.2091127061843872, "time_std": 0.01678058458515851 }, { "dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 5.618000000000002, "leaves": 3.309000000000001, "depth": 3.062, "score": 0.8564516129032256, "score_std": 0.037928954891305953, "time": 0.10509904861450195, "time_std": 0.009457974904508162 }, { "dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 5.82, "leaves": 3.41, "depth": 3.0, "score": 0.9746984126984127, "score_std": 0.025285290802460215, "time": 0.05002196311950684, "time_std": 0.00616264827504347 }, { "dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": { "n_estimators": 20, "n_jobs": 1 }, "nodes": 14.708, "leaves": 7.854, "depth": 6.692, "score": 0.9564761904761905, "score_std": 0.0462666039325968, "time": 0.12754375457763673, "time_std": 0.01255011831532942 } ], "title": "default", "version": "0.3.1" }