diff --git a/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_14:18:48_0.json b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_14:18:48_0.json new file mode 100644 index 0000000..e6c6762 --- /dev/null +++ b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_14:18:48_0.json @@ -0,0 +1 @@ +{"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}]} \ No newline at end of file diff --git a/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_14:21:28_0.json b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_14:21:28_0.json new file mode 100644 index 0000000..45cadcd --- /dev/null +++ b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_14:21:28_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "njobs=-1 nestimators 100 and max_samples=0.75", "model": "BaggingWodt", "version": "-", "stratified": false, "folds": 5, "date": "2022-03-14", "time": "14:21:28", "duration": 14541.867980003357, "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": 0.75}, "nodes": 47.337199999999996, "leaves": 24.168599999999998, "depth": 8.738199999999999, "score": 0.95696, "score_std": 0.017075081258957438, "time": 3.151080136299133, "time_std": 0.27326856166371616}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 3.5639999999999996, "leaves": 2.282, "depth": 2.2735999999999996, "score": 0.6899999999999998, "score_std": 0.232163735324878, "time": 0.15225688934326173, "time_std": 0.028520018104539104}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 9.2232, "leaves": 5.1116, "depth": 4.5126, "score": 0.9760937742586555, "score_std": 0.012678254430087505, "time": 1.1593824100494385, "time_std": 0.221474407931396}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 21.906000000000002, "leaves": 11.453000000000001, "depth": 6.318599999999999, "score": 0.7985769230769231, "score_std": 0.04965020476958846, "time": 1.0992839956283569, "time_std": 0.18065147687622915}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 17.4908, "leaves": 9.2454, "depth": 6.329400000000001, "score": 0.9655220966084275, "score_std": 0.011513908190928002, "time": 1.6937913179397583, "time_std": 0.19973693453677227}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 145.506, "leaves": 73.253, "depth": 38.6282, "score": 0.7103629764065335, "score_std": 0.04903183750129655, "time": 2.675308232307434, "time_std": 0.2781222641639264}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 345.63199999999995, "leaves": 173.31599999999997, "depth": 35.16460000000001, "score": 0.8332590996962165, "score_std": 0.019568215559395443, "time": 20.202920842170716, "time_std": 0.5303032112757455}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 161.74, "leaves": 81.37, "depth": 25.758399999999998, "score": 0.9222964926815799, "score_std": 0.014027509638217592, "time": 10.055631246566772, "time_std": 0.3626848168737541}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 14.4924, "leaves": 7.7462, "depth": 5.0446, "score": 0.840731707317073, "score_std": 0.0554619989208414, "time": 0.8720732259750367, "time_std": 0.17021615420597333}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 44.105999999999995, "leaves": 22.552999999999997, "depth": 8.087399999999999, "score": 0.758745478774034, "score_std": 0.04230221653657705, "time": 2.577190318107605, "time_std": 0.2005754154037162}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 13.187599999999998, "leaves": 7.093799999999999, "depth": 5.378599999999999, "score": 0.9710107367641615, "score_std": 0.01726065357265856, "time": 1.1176487302780151, "time_std": 0.19436334809345188}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 15.750799999999996, "leaves": 8.375399999999999, "depth": 5.902199999999999, "score": 0.7750997150997151, "score_std": 0.06616047141010997, "time": 0.8015478515625, "time_std": 0.16075346336294874}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 26.2308, "leaves": 13.6154, "depth": 12.5324, "score": 0.8599999999999999, "score_std": 0.05744562646538029, "time": 0.7016298532485962, "time_std": 0.16604232305128536}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 166.36720000000003, "leaves": 83.68360000000001, "depth": 37.963, "score": 0.6875621364357483, "score_std": 0.053292504569574704, "time": 3.9887345933914187, "time_std": 0.28175769603749024}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 30.914, "leaves": 15.957, "depth": 7.4682, "score": 0.8142372881355934, "score_std": 0.05018800352182308, "time": 1.6002322816848755, "time_std": 0.19384509206063832}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 11.7732, "leaves": 6.3866, "depth": 4.9136, "score": 0.8212903225806453, "score_std": 0.07985679169626596, "time": 0.6770833158493041, "time_std": 0.10432110923089565}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 117.64519999999999, "leaves": 59.322599999999994, "depth": 13.765799999999999, "score": 0.7123740053050399, "score_std": 0.03618035805825236, "time": 5.579186301231385, "time_std": 0.19112971799748738}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 16.42, "leaves": 8.71, "depth": 5.683400000000001, "score": 0.9099678068410462, "score_std": 0.03611010762426803, "time": 1.3376390552520752, "time_std": 0.20702145105642217}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 9.7396, "leaves": 5.369800000000001, "depth": 4.9476, "score": 0.9486666666666664, "score_std": 0.03280243893371344, "time": 0.6965244579315185, "time_std": 0.10731598771367791}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 3079.4916, "leaves": 1540.2458, "depth": 50.0, "score": 0.7081000000000001, "score_std": 0.029204280508172076, "time": 40.94028932571411, "time_std": 5.042703648618844}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 86.0372, "leaves": 43.5186, "depth": 9.9142, "score": 0.8238888888888889, "score_std": 0.04000771530530852, "time": 4.7751498746871945, "time_std": 0.7432272329980303}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 47.3788, "leaves": 24.1894, "depth": 8.400599999999999, "score": 0.8875471698113209, "score_std": 0.030145084806091373, "time": 3.297899990081787, "time_std": 0.23562835201317975}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 14.812000000000001, "leaves": 7.906000000000001, "depth": 5.258399999999999, "score": 0.8553103448275863, "score_std": 0.05658565471209752, "time": 0.7998670959472656, "time_std": 0.11056537686727065}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 1268.5536, "leaves": 634.7768, "depth": 50.0, "score": 0.7928211355785837, "score_std": 0.02389726532635796, "time": 18.07732300758362, "time_std": 1.8367807785430785}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 5.889599999999999, "leaves": 3.4447999999999994, "depth": 3.1258, "score": 0.8197402597402598, "score_std": 0.08854590788971654, "time": 0.3652287673950195, "time_std": 0.061894843376773576}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 30.172800000000002, "leaves": 15.5864, "depth": 6.914200000000001, "score": 0.8899298245614036, "score_std": 0.03609822558771716, "time": 2.1180011415481568, "time_std": 0.17176160505788796}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 154.83440000000002, "leaves": 77.91720000000001, "depth": 14.057199999999998, "score": 0.8029373505499763, "score_std": 0.022633677736517272, "time": 8.7380100107193, "time_std": 0.2704270901409096}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 56.81679999999999, "leaves": 28.908399999999997, "depth": 10.1592, "score": 0.9182917264466762, "score_std": 0.017952274422544275, "time": 4.030900983810425, "time_std": 0.17084059332899282}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 120.5064, "leaves": 60.7532, "depth": 12.35, "score": 0.8084399207350027, "score_std": 0.025611750921386085, "time": 6.712092108726502, "time_std": 0.1748008273930391}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 63.54199999999999, "leaves": 32.270999999999994, "depth": 10.453, "score": 0.923126763946436, "score_std": 0.016877364988831182, "time": 4.691545066833496, "time_std": 0.17615406583100898}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 12.52, "leaves": 6.76, "depth": 5.6268, "score": 0.9215384615384614, "score_std": 0.03851620047307773, "time": 0.7868409872055053, "time_std": 0.13530131812216395}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 113.55, "leaves": 57.275, "depth": 11.190999999999999, "score": 0.7545454545454544, "score_std": 0.025335549308189688, "time": 5.542956457138062, "time_std": 0.1835177284726535}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 28.7, "leaves": 14.85, "depth": 12.7294, "score": 0.8251948051948051, "score_std": 0.07811851142448346, "time": 0.7746528005599975, "time_std": 0.1417497562690104}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 41.135999999999996, "leaves": 21.068, "depth": 14.1482, "score": 0.6681904761904762, "score_std": 0.08564250963033669, "time": 1.1996456098556518, "time_std": 0.1834959178881407}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 64.89040000000001, "leaves": 32.94520000000001, "depth": 25.0896, "score": 0.6570175438596492, "score_std": 0.11438131575478744, "time": 1.215921311378479, "time_std": 0.18009860806903724}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 26.9212, "leaves": 13.9606, "depth": 12.717199999999998, "score": 0.865857142857143, "score_std": 0.07277245311223737, "time": 0.67891921043396, "time_std": 0.12466660737509012}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 36.022800000000004, "leaves": 18.511400000000002, "depth": 7.691, "score": 0.6696546546546547, "score_std": 0.06969191196418602, "time": 1.570734167098999, "time_std": 0.16395304820910972}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 133.0924, "leaves": 67.0462, "depth": 40.0446, "score": 0.6, "score_std": 0.09229582069908972, "time": 1.5432447242736815, "time_std": 0.2606961470788922}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 14.1688, "leaves": 7.5844, "depth": 5.4966, "score": 0.927142857142857, "score_std": 0.04477456761111048, "time": 0.9528520059585571, "time_std": 0.13461825101396702}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 127.6808, "leaves": 64.3404, "depth": 12.2802, "score": 0.62, "score_std": 0.03640999698842794, "time": 5.796318359375, "time_std": 0.20658647485698814}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 91.2732, "leaves": 46.1366, "depth": 9.945600000000002, "score": 0.7587999999999998, "score_std": 0.027323250172700916, "time": 5.309738554954529, "time_std": 0.17684401799556027}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 23.243599999999997, "leaves": 12.121799999999999, "depth": 6.4898, "score": 0.8337037037037036, "score_std": 0.0403159674208735, "time": 1.3169269371032715, "time_std": 0.17108673435164326}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 103.5404, "leaves": 52.2702, "depth": 13.351599999999998, "score": 0.97008658008658, "score_std": 0.008210170988880066, "time": 10.95050539970398, "time_std": 0.25320065567676703}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 128.6092, "leaves": 64.8046, "depth": 12.986600000000001, "score": 0.7649028889662374, "score_std": 0.03015864143362514, "time": 7.099479899406433, "time_std": 0.22318681604079707}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 13.1808, "leaves": 7.0904, "depth": 4.7308, "score": 0.985, "score_std": 0.01080123449734644, "time": 1.6529772567749024, "time_std": 0.18601526843768212}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 54.300399999999996, "leaves": 27.650199999999998, "depth": 8.265, "score": 0.9846509598603838, "score_std": 0.009933399367418912, "time": 4.163677043914795, "time_std": 0.1972535955842537}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 37.8676, "leaves": 19.4338, "depth": 9.6122, "score": 0.8409677419354835, "score_std": 0.040677150749925374, "time": 1.9740540599822998, "time_std": 0.19841517201907316}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 5.9684, "leaves": 3.4842, "depth": 3.2103999999999995, "score": 0.978079365079365, "score_std": 0.022002250280022086, "time": 0.4985776233673096, "time_std": 0.067527953727866}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 13.1696, "leaves": 7.0848, "depth": 5.061, "score": 0.9564761904761905, "score_std": 0.03795521886981792, "time": 0.6345734739303589, "time_std": 0.09351753482686177}]} \ No newline at end of file diff --git a/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_19:35:37_0.json b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_19:35:37_0.json new file mode 100644 index 0000000..e48957b --- /dev/null +++ b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_19:35:37_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "njobs=-1 and estimators 100 max_features=0.75", "model": "BaggingWodt", "version": "-", "stratified": false, "folds": 5, "date": "2022-03-14", "time": "19:35:37", "duration": 28276.697189331055, "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_features": 0.75}, "nodes": 4104.8308, "leaves": 2052.9154, "depth": 50.0, "score": 0.8275199999999999, "score_std": 0.031805810789854096, "time": 42.33688840866089, "time_std": 7.00904675881005}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 77.4896, "leaves": 39.2448, "depth": 32.0126, "score": 0.63, "score_std": 0.24333333333333332, "time": 0.8123310136795044, "time_std": 0.7975385014485127}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 12.212399999999997, "leaves": 6.6061999999999985, "depth": 5.2341999999999995, "score": 0.9767955286446203, "score_std": 0.012651131794984151, "time": 1.5611473369598388, "time_std": 0.21080975676444763}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 28.238000000000003, "leaves": 14.619000000000002, "depth": 7.0126, "score": 0.8041282051282052, "score_std": 0.054065511677276364, "time": 1.4658090305328368, "time_std": 0.21184339120144935}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 43.523999999999994, "leaves": 22.261999999999997, "depth": 13.973199999999999, "score": 0.9688067831449128, "score_std": 0.013501536929852434, "time": 2.740212869644165, "time_std": 0.2857942587642598}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 836.9824000000001, "leaves": 418.99120000000005, "depth": 49.976000000000006, "score": 0.7372958257713248, "score_std": 0.05019104122389415, "time": 8.839098472595214, "time_std": 1.1783672904200804}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 517.6480000000001, "leaves": 259.32400000000007, "depth": 41.3116, "score": 0.8420058547362607, "score_std": 0.02038235146222122, "time": 30.772632317543028, "time_std": 1.0661401904925658}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 235.5148, "leaves": 118.2574, "depth": 32.7396, "score": 0.9252130350731842, "score_std": 0.01332124344667922, "time": 15.01081265926361, "time_std": 0.5990499486162028}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 17.18, "leaves": 9.09, "depth": 5.4414, "score": 0.8512891986062716, "score_std": 0.05425167048127118, "time": 1.0681467485427856, "time_std": 0.14332057095200346}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 63.034000000000006, "leaves": 32.017, "depth": 9.145399999999999, "score": 0.7726308775937559, "score_std": 0.043323936964141746, "time": 3.575297861099243, "time_std": 0.13908856506806647}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 18.338, "leaves": 9.669, "depth": 7.2262, "score": 0.9696445760829323, "score_std": 0.0188524896065306, "time": 1.511847643852234, "time_std": 0.20381862567535303}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 25.3508, "leaves": 13.1754, "depth": 7.5292, "score": 0.7925925925925926, "score_std": 0.06690912153964222, "time": 1.3149310779571532, "time_std": 0.23686042855760184}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 71.3612, "leaves": 36.1806, "depth": 27.3966, "score": 0.875, "score_std": 0.05852349955359812, "time": 1.1335909605026244, "time_std": 0.15912697773365653}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 902.6048000000001, "leaves": 451.80240000000003, "depth": 50.0, "score": 0.7340137493389741, "score_std": 0.05579848014720707, "time": 10.954352102279664, "time_std": 1.339910445708893}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 54.583200000000005, "leaves": 27.791600000000003, "depth": 10.957799999999999, "score": 0.8210461718293396, "score_std": 0.05105327558392002, "time": 2.4537704038619994, "time_std": 0.21446105019385103}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 16.269599999999997, "leaves": 8.634799999999998, "depth": 5.756799999999999, "score": 0.8309677419354838, "score_std": 0.07456010432616086, "time": 0.9123588132858277, "time_std": 0.15886372124343978}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 158.6112, "leaves": 79.8056, "depth": 15.931600000000001, "score": 0.7071986442676098, "score_std": 0.03516496095647541, "time": 8.158029685020447, "time_std": 0.27419356167984704}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 21.733199999999997, "leaves": 11.366599999999998, "depth": 6.4274000000000004, "score": 0.9122696177062375, "score_std": 0.03896221222978386, "time": 1.6816786193847657, "time_std": 0.13154692719975117}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 12.526800000000001, "leaves": 6.763400000000001, "depth": 5.9144000000000005, "score": 0.9546666666666666, "score_std": 0.031098410105841596, "time": 0.9127162170410156, "time_std": 0.16366515216208247}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 2074.9476, "leaves": 1037.9738, "depth": 50.0, "score": 0.7189, "score_std": 0.027116231301565492, "time": 34.51808343887329, "time_std": 2.963338925610971}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 95.2168, "leaves": 48.1084, "depth": 10.3156, "score": 0.8352777777777779, "score_std": 0.04347998688200422, "time": 5.4551753902435305, "time_std": 0.2846559381757072}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 54.6584, "leaves": 27.8292, "depth": 8.6944, "score": 0.8926309292893672, "score_std": 0.028538049916854567, "time": 4.067256417274475, "time_std": 0.20775553521733395}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 31.713999999999995, "leaves": 16.357, "depth": 10.6368, "score": 0.8715862068965516, "score_std": 0.05720076110461543, "time": 1.2327910709381102, "time_std": 0.1348510802938381}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 2526.2484, "leaves": 1263.6242, "depth": 50.0, "score": 0.8298747841105353, "score_std": 0.022169546290874684, "time": 31.080158100128173, "time_std": 4.008962985902428}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 8.3116, "leaves": 4.6558, "depth": 3.7832, "score": 0.8264069264069264, "score_std": 0.08838486909314487, "time": 0.5045672655105591, "time_std": 0.09174974964182775}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 34.7792, "leaves": 17.8896, "depth": 7.2672, "score": 0.8932872807017544, "score_std": 0.031704400918302934, "time": 2.680194730758667, "time_std": 0.41423745106122084}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 191.29399999999998, "leaves": 96.14699999999999, "depth": 14.89, "score": 0.8057766618842659, "score_std": 0.019639139439246767, "time": 11.57584337234497, "time_std": 0.24882313340275644}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 72.0872, "leaves": 36.5436, "depth": 11.029200000000001, "score": 0.9211276901004304, "score_std": 0.01605560855667252, "time": 5.489891409873962, "time_std": 0.20699157701641396}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 154.8524, "leaves": 77.9262, "depth": 13.330599999999997, "score": 0.812938209331652, "score_std": 0.027686364424624348, "time": 9.156355137825011, "time_std": 0.2126905436624816}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 80.1604, "leaves": 40.5802, "depth": 11.299000000000001, "score": 0.9255353389779618, "score_std": 0.01698481765795473, "time": 6.42706482887268, "time_std": 0.25332181490089023}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 16.7924, "leaves": 8.8962, "depth": 6.5494, "score": 0.9307692307692308, "score_std": 0.032936493791449035, "time": 1.016885018348694, "time_std": 0.1697917823364344}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 170.88120000000004, "leaves": 85.94060000000002, "depth": 12.949199999999998, "score": 0.7510202869026398, "score_std": 0.03359040798873941, "time": 8.613583807945252, "time_std": 0.28882082620697885}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 127.48479999999999, "leaves": 64.2424, "depth": 34.5508, "score": 0.8478354978354977, "score_std": 0.0664135437533315, "time": 1.6443431234359742, "time_std": 0.2370906367058895}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 193.76999999999995, "leaves": 97.38499999999998, "depth": 33.7142, "score": 0.6874761904761907, "score_std": 0.08128337095961154, "time": 2.5537704181671144, "time_std": 0.27566796588474435}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 215.94280000000003, "leaves": 108.47140000000002, "depth": 39.7604, "score": 0.6784795321637428, "score_std": 0.11377081388352872, "time": 2.5934949493408204, "time_std": 0.3580767651943034}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 112.03080000000001, "leaves": 56.51540000000001, "depth": 30.048600000000008, "score": 0.8570952380952381, "score_std": 0.07769860077477762, "time": 1.4518123531341554, "time_std": 0.3171697877712303}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 45.93919999999999, "leaves": 23.469599999999996, "depth": 8.459399999999999, "score": 0.6827927927927929, "score_std": 0.06607719671456548, "time": 1.9701192092895508, "time_std": 0.16790000451159004}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 414.8036, "leaves": 207.9018, "depth": 49.7302, "score": 0.6455555555555555, "score_std": 0.07608474807008883, "time": 3.9056446027755736, "time_std": 0.6028675575466956}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 19.386000000000003, "leaves": 10.193000000000001, "depth": 6.420800000000002, "score": 0.9371428571428573, "score_std": 0.04384056871041486, "time": 1.3675740671157837, "time_std": 0.2038125382310938}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 231.52559999999997, "leaves": 116.26279999999998, "depth": 23.201200000000004, "score": 0.6365217391304349, "score_std": 0.03381380252080168, "time": 9.389935131072997, "time_std": 0.2877228790818693}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 153.1792, "leaves": 77.0896, "depth": 14.3014, "score": 0.7661, "score_std": 0.02579321616239434, "time": 8.246114373207092, "time_std": 0.25115898712942347}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 40.0644, "leaves": 20.532200000000003, "depth": 8.2358, "score": 0.8407407407407408, "score_std": 0.04287347001033417, "time": 1.9826607656478883, "time_std": 0.16954195300834093}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 187.426, "leaves": 94.213, "depth": 21.700800000000005, "score": 0.9749350649350649, "score_std": 0.0077450472812213905, "time": 18.099750323295595, "time_std": 0.9285518448908655}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 172.37440000000004, "leaves": 86.68720000000002, "depth": 14.205599999999999, "score": 0.764779672815872, "score_std": 0.02887187995824511, "time": 9.907313618659973, "time_std": 0.2887142329860202}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 15.295199999999998, "leaves": 8.147599999999999, "depth": 5.170800000000001, "score": 0.9886666666666667, "score_std": 0.009539392014169472, "time": 2.0552215671539305, "time_std": 0.1649461398007769}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 3470.2763999999997, "leaves": 1735.6381999999999, "depth": 50.0, "score": 0.9527105148342061, "score_std": 0.020956068837478, "time": 36.458345365524295, "time_std": 5.43218173471988}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 61.388000000000005, "leaves": 31.194000000000003, "depth": 11.426200000000001, "score": 0.8429032258064517, "score_std": 0.04325588746295833, "time": 3.275284514427185, "time_std": 0.17512880119748497}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 8.1044, "leaves": 4.5522, "depth": 3.9126000000000003, "score": 0.9831111111111112, "score_std": 0.020289564182456803, "time": 0.7108619165420532, "time_std": 0.11101334380819862}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.75}, "nodes": 41.4524, "leaves": 21.226200000000002, "depth": 16.9752, "score": 0.9574761904761906, "score_std": 0.038427155222620905, "time": 1.1279890727996826, "time_std": 0.5258313777031061}]} \ No newline at end of file diff --git a/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_19:37:30_0.json b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_19:37:30_0.json new file mode 100644 index 0000000..c2d1815 --- /dev/null +++ b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_19:37:30_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "njobs=-1 and estimators 100 max_samples=0.75", "model": "BaggingWodt", "version": "-", "stratified": false, "folds": 5, "date": "2022-03-14", "time": "19:37:30", "duration": 14656.9295732975, "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": 0.75}, "nodes": 47.337199999999996, "leaves": 24.168599999999998, "depth": 8.738199999999999, "score": 0.95696, "score_std": 0.017075081258957438, "time": 3.0792504167556762, "time_std": 0.2617440680867085}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 3.5639999999999996, "leaves": 2.282, "depth": 2.2735999999999996, "score": 0.6899999999999998, "score_std": 0.232163735324878, "time": 0.15496503829956054, "time_std": 0.027150045954279375}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 9.2232, "leaves": 5.1116, "depth": 4.5126, "score": 0.9760937742586555, "score_std": 0.012678254430087505, "time": 1.1067322731018066, "time_std": 0.16746434146128686}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 21.906000000000002, "leaves": 11.453000000000001, "depth": 6.318599999999999, "score": 0.7985769230769231, "score_std": 0.04965020476958846, "time": 1.100867428779602, "time_std": 0.14578500958094973}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 17.4908, "leaves": 9.2454, "depth": 6.329400000000001, "score": 0.9655220966084275, "score_std": 0.011513908190928002, "time": 1.6233773279190062, "time_std": 0.16990910277289278}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 145.506, "leaves": 73.253, "depth": 38.6282, "score": 0.7103629764065335, "score_std": 0.04903183750129655, "time": 2.6280294036865235, "time_std": 0.23413354765998254}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 345.63199999999995, "leaves": 173.31599999999997, "depth": 35.16460000000001, "score": 0.8332590996962165, "score_std": 0.019568215559395443, "time": 20.044310088157655, "time_std": 0.5112461210952015}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 161.74, "leaves": 81.37, "depth": 25.758399999999998, "score": 0.9222964926815799, "score_std": 0.014027509638217592, "time": 9.98170196056366, "time_std": 0.3505895507491488}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 14.4924, "leaves": 7.7462, "depth": 5.0446, "score": 0.840731707317073, "score_std": 0.0554619989208414, "time": 0.8137918472290039, "time_std": 0.11479255103871305}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 44.105999999999995, "leaves": 22.552999999999997, "depth": 8.087399999999999, "score": 0.758745478774034, "score_std": 0.04230221653657705, "time": 2.4961839008331297, "time_std": 0.11133745723436453}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 13.187599999999998, "leaves": 7.093799999999999, "depth": 5.378599999999999, "score": 0.9710107367641615, "score_std": 0.01726065357265856, "time": 1.0969306564331054, "time_std": 0.14436761572336262}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 15.750799999999996, "leaves": 8.375399999999999, "depth": 5.902199999999999, "score": 0.7750997150997151, "score_std": 0.06616047141010997, "time": 0.7840904998779297, "time_std": 0.09803968203994662}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 26.2308, "leaves": 13.6154, "depth": 12.5324, "score": 0.8599999999999999, "score_std": 0.05744562646538029, "time": 0.6234528493881225, "time_std": 0.14685080821918955}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 166.36720000000003, "leaves": 83.68360000000001, "depth": 37.963, "score": 0.6875621364357483, "score_std": 0.053292504569574704, "time": 3.9356423473358153, "time_std": 0.2602336542973011}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 30.914, "leaves": 15.957, "depth": 7.4682, "score": 0.8142372881355934, "score_std": 0.05018800352182308, "time": 1.541098804473877, "time_std": 0.1453368244359853}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 11.7732, "leaves": 6.3866, "depth": 4.9136, "score": 0.8212903225806453, "score_std": 0.07985679169626596, "time": 0.6541505241394043, "time_std": 0.1052947257260752}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 117.64519999999999, "leaves": 59.322599999999994, "depth": 13.765799999999999, "score": 0.7123740053050399, "score_std": 0.03618035805825236, "time": 5.5536572456359865, "time_std": 0.17751341946724528}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 16.42, "leaves": 8.71, "depth": 5.683400000000001, "score": 0.9099678068410462, "score_std": 0.03611010762426803, "time": 1.2677168560028076, "time_std": 0.17503934313854638}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 9.7396, "leaves": 5.369800000000001, "depth": 4.9476, "score": 0.9486666666666664, "score_std": 0.03280243893371344, "time": 0.6721575689315796, "time_std": 0.10060541718093198}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 3079.4916, "leaves": 1540.2458, "depth": 50.0, "score": 0.7081000000000001, "score_std": 0.029204280508172076, "time": 42.11804515361786, "time_std": 5.553502705217879}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 86.0372, "leaves": 43.5186, "depth": 9.9142, "score": 0.8238888888888889, "score_std": 0.04000771530530852, "time": 4.616498999595642, "time_std": 0.1200404695610987}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 47.3788, "leaves": 24.1894, "depth": 8.400599999999999, "score": 0.8875471698113209, "score_std": 0.030145084806091373, "time": 3.2718066644668578, "time_std": 0.17699670559015995}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 14.812000000000001, "leaves": 7.906000000000001, "depth": 5.258399999999999, "score": 0.8553103448275863, "score_std": 0.05658565471209752, "time": 0.88578369140625, "time_std": 0.7314526590710602}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 1268.5536, "leaves": 634.7768, "depth": 50.0, "score": 0.7928211355785837, "score_std": 0.02389726532635796, "time": 18.30731566429138, "time_std": 1.9087858356511003}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 5.889599999999999, "leaves": 3.4447999999999994, "depth": 3.1258, "score": 0.8197402597402598, "score_std": 0.08854590788971654, "time": 0.35140533924102785, "time_std": 0.05152465099058796}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 30.172800000000002, "leaves": 15.5864, "depth": 6.914200000000001, "score": 0.8899298245614036, "score_std": 0.03609822558771716, "time": 2.076760854721069, "time_std": 0.28066801330734154}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 154.83440000000002, "leaves": 77.91720000000001, "depth": 14.057199999999998, "score": 0.8029373505499763, "score_std": 0.022633677736517272, "time": 8.749319972991943, "time_std": 0.2101532356793666}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 56.81679999999999, "leaves": 28.908399999999997, "depth": 10.1592, "score": 0.9182917264466762, "score_std": 0.017952274422544275, "time": 3.978771333694458, "time_std": 0.1668278439247233}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 120.5064, "leaves": 60.7532, "depth": 12.35, "score": 0.8084399207350027, "score_std": 0.025611750921386085, "time": 6.688507294654846, "time_std": 0.17631046488790156}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 63.54199999999999, "leaves": 32.270999999999994, "depth": 10.453, "score": 0.923126763946436, "score_std": 0.016877364988831182, "time": 4.6593578338623045, "time_std": 0.18862780879188162}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 12.52, "leaves": 6.76, "depth": 5.6268, "score": 0.9215384615384614, "score_std": 0.03851620047307773, "time": 0.731491527557373, "time_std": 0.0878931114025621}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 113.55, "leaves": 57.275, "depth": 11.190999999999999, "score": 0.7545454545454544, "score_std": 0.025335549308189688, "time": 5.547019128799438, "time_std": 0.17089131680297429}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 28.7, "leaves": 14.85, "depth": 12.7294, "score": 0.8251948051948051, "score_std": 0.07811851142448346, "time": 0.7619938945770264, "time_std": 0.15473507642427028}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 41.135999999999996, "leaves": 21.068, "depth": 14.1482, "score": 0.6681904761904762, "score_std": 0.08564250963033669, "time": 1.1775701522827149, "time_std": 0.16570966626925607}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 64.89040000000001, "leaves": 32.94520000000001, "depth": 25.0896, "score": 0.6570175438596492, "score_std": 0.11438131575478744, "time": 1.200925760269165, "time_std": 0.1890794334938997}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 26.9212, "leaves": 13.9606, "depth": 12.717199999999998, "score": 0.865857142857143, "score_std": 0.07277245311223737, "time": 0.6767503976821899, "time_std": 0.1658277635801401}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 36.022800000000004, "leaves": 18.511400000000002, "depth": 7.691, "score": 0.6696546546546547, "score_std": 0.06969191196418602, "time": 1.494885482788086, "time_std": 0.13921283560989567}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 133.0924, "leaves": 67.0462, "depth": 40.0446, "score": 0.6, "score_std": 0.09229582069908972, "time": 1.5387126588821411, "time_std": 0.2909453659590185}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 14.1688, "leaves": 7.5844, "depth": 5.4966, "score": 0.927142857142857, "score_std": 0.04477456761111048, "time": 0.8995757961273193, "time_std": 0.126183747512268}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 127.6808, "leaves": 64.3404, "depth": 12.2802, "score": 0.62, "score_std": 0.03640999698842794, "time": 5.7329850769042965, "time_std": 0.14356361619216357}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 91.2732, "leaves": 46.1366, "depth": 9.945600000000002, "score": 0.7587999999999998, "score_std": 0.027323250172700916, "time": 5.2544566965103146, "time_std": 0.1716534861328758}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 23.243599999999997, "leaves": 12.121799999999999, "depth": 6.4898, "score": 0.8337037037037036, "score_std": 0.0403159674208735, "time": 1.216211290359497, "time_std": 0.1223999141546755}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 103.5404, "leaves": 52.2702, "depth": 13.351599999999998, "score": 0.97008658008658, "score_std": 0.008210170988880066, "time": 10.886303143501282, "time_std": 0.28474107575158314}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 128.6092, "leaves": 64.8046, "depth": 12.986600000000001, "score": 0.7649028889662374, "score_std": 0.03015864143362514, "time": 7.069485158920288, "time_std": 0.19632550481110053}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 13.1808, "leaves": 7.0904, "depth": 4.7308, "score": 0.985, "score_std": 0.01080123449734644, "time": 1.5800926351547242, "time_std": 0.1866168158302617}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 54.300399999999996, "leaves": 27.650199999999998, "depth": 8.265, "score": 0.9846509598603838, "score_std": 0.009933399367418912, "time": 4.137239379882812, "time_std": 0.17609185570943414}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 37.8676, "leaves": 19.4338, "depth": 9.6122, "score": 0.8409677419354835, "score_std": 0.040677150749925374, "time": 1.921993041038513, "time_std": 0.1499380814566208}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 5.9684, "leaves": 3.4842, "depth": 3.2103999999999995, "score": 0.978079365079365, "score_std": 0.022002250280022086, "time": 0.5160366535186768, "time_std": 0.06953273216011051}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.75}, "nodes": 13.1696, "leaves": 7.0848, "depth": 5.061, "score": 0.9564761904761905, "score_std": 0.03795521886981792, "time": 0.6753373098373413, "time_std": 0.10155369201199499}]} \ No newline at end of file diff --git a/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_23:41:49_0.json b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_23:41:49_0.json new file mode 100644 index 0000000..1bede3c --- /dev/null +++ b/results/results_accuracy_BaggingWodt_Galgo_2022-03-14_23:41:49_0.json @@ -0,0 +1 @@ +{"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}]} \ No newline at end of file diff --git a/results/results_accuracy_BaggingWodt_Galgo_2022-03-15_03:26:56_0.json b/results/results_accuracy_BaggingWodt_Galgo_2022-03-15_03:26:56_0.json new file mode 100644 index 0000000..9fa688c --- /dev/null +++ b/results/results_accuracy_BaggingWodt_Galgo_2022-03-15_03:26:56_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "njobs=-1 and estimators 100 max_features=0.85", "model": "BaggingWodt", "version": "-", "stratified": false, "folds": 5, "date": "2022-03-15", "time": "03:26:56", "duration": 25142.06848192215, "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_features": 0.85}, "nodes": 4104.8308, "leaves": 2052.9154, "depth": 50.0, "score": 0.8275199999999999, "score_std": 0.031805810789854096, "time": 42.98264023303986, "time_std": 6.722552046365923}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 77.4896, "leaves": 39.2448, "depth": 32.0126, "score": 0.63, "score_std": 0.24333333333333332, "time": 0.8067986917495727, "time_std": 0.6657105810458438}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 11.5176, "leaves": 6.2588, "depth": 5.106, "score": 0.9769725197950629, "score_std": 0.012669323122937946, "time": 1.5778147029876708, "time_std": 0.19940817867262078}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 26.8792, "leaves": 13.9396, "depth": 6.8542000000000005, "score": 0.799, "score_std": 0.05193497173028887, "time": 1.448666410446167, "time_std": 0.16988646270496452}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 32.4928, "leaves": 16.7464, "depth": 10.558600000000002, "score": 0.9685210688591985, "score_std": 0.013213222661485603, "time": 2.483947138786316, "time_std": 0.26873897655100276}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 547.0724, "leaves": 274.0362, "depth": 49.5466, "score": 0.725771324863884, "score_std": 0.05214174995808733, "time": 6.444476919174194, "time_std": 0.7875845827611366}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 475.93879999999996, "leaves": 238.46939999999998, "depth": 40.868599999999994, "score": 0.8419131731565865, "score_std": 0.01906121634111755, "time": 29.098497142791746, "time_std": 1.0062895119240631}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 220.50239999999997, "leaves": 110.75119999999998, "depth": 31.8694, "score": 0.9242246893123446, "score_std": 0.013662644010816842, "time": 14.519191451072693, "time_std": 0.5409005874432609}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 16.8616, "leaves": 8.9308, "depth": 5.377999999999999, "score": 0.8449709639953541, "score_std": 0.06608206410604475, "time": 1.0548031520843506, "time_std": 0.1336880993498996}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 58.8304, "leaves": 29.9152, "depth": 8.910400000000001, "score": 0.7730059013896821, "score_std": 0.04091385816267187, "time": 3.466810817718506, "time_std": 0.14532060902356303}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 15.5616, "leaves": 8.280800000000001, "depth": 6.178999999999999, "score": 0.9704664938911515, "score_std": 0.01825738767645734, "time": 1.4496721506118775, "time_std": 0.17322512959000227}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 22.526, "leaves": 11.763, "depth": 7.0252, "score": 0.7834188034188034, "score_std": 0.06568107752445278, "time": 1.1767152404785157, "time_std": 0.15645357792037642}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 47.31279999999999, "leaves": 24.156399999999994, "depth": 20.6162, "score": 0.8760000000000001, "score_std": 0.05589275444992848, "time": 0.9217184448242187, "time_std": 0.17371368067044318}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 902.6048000000001, "leaves": 451.80240000000003, "depth": 50.0, "score": 0.7340137493389741, "score_std": 0.05579848014720707, "time": 11.21172459602356, "time_std": 1.287248039295137}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 45.368399999999994, "leaves": 23.184199999999997, "depth": 9.166199999999998, "score": 0.814260666277031, "score_std": 0.050067341017334586, "time": 2.300506935119629, "time_std": 0.2332730986784312}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 14.973199999999999, "leaves": 7.986599999999999, "depth": 5.529400000000002, "score": 0.8245161290322581, "score_std": 0.07826420740191355, "time": 0.8414496564865113, "time_std": 0.12231988398669501}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 150.81400000000002, "leaves": 75.90700000000001, "depth": 15.216199999999999, "score": 0.7063424697907457, "score_std": 0.033134456569573305, "time": 7.817797470092773, "time_std": 0.32000325080447645}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 20.1752, "leaves": 10.5876, "depth": 6.241999999999998, "score": 0.9108370221327968, "score_std": 0.03667793391516646, "time": 1.680046796798706, "time_std": 0.1487435403281586}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 12.526800000000001, "leaves": 6.763400000000001, "depth": 5.9144000000000005, "score": 0.9546666666666666, "score_std": 0.031098410105841596, "time": 0.8995269012451171, "time_std": 0.11298320423843485}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 2074.9476, "leaves": 1037.9738, "depth": 50.0, "score": 0.7189, "score_std": 0.027116231301565492, "time": 35.387883944511415, "time_std": 2.9821410602887575}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 94.92200000000003, "leaves": 47.96100000000001, "depth": 10.303799999999999, "score": 0.8327777777777778, "score_std": 0.04365266951236266, "time": 5.530674238204956, "time_std": 0.2835814456761962}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 54.56600000000001, "leaves": 27.783000000000005, "depth": 8.7494, "score": 0.8911285487568331, "score_std": 0.02809676257877102, "time": 4.105966877937317, "time_std": 0.180397333751622}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 20.5448, "leaves": 10.772400000000003, "depth": 6.5226, "score": 0.8647356321839083, "score_std": 0.05701864990318176, "time": 1.114087896347046, "time_std": 0.15864658413098884}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 2200.3748, "leaves": 1100.6874, "depth": 50.0, "score": 0.8161323402417962, "score_std": 0.021828955846184227, "time": 29.528564834594725, "time_std": 3.439220616171796}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 7.6492, "leaves": 4.3246, "depth": 3.6224000000000003, "score": 0.8178354978354977, "score_std": 0.08724459279896911, "time": 0.5027066135406494, "time_std": 0.10155330066818885}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 34.4284, "leaves": 17.7142, "depth": 7.2332, "score": 0.8937105263157896, "score_std": 0.033302117481897237, "time": 2.6638997316360475, "time_std": 0.28051696062744785}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 187.84439999999998, "leaves": 94.42219999999999, "depth": 14.8112, "score": 0.8058785270205643, "score_std": 0.020206108654180866, "time": 11.46904713153839, "time_std": 0.27729708409526843}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 69.2188, "leaves": 35.1094, "depth": 10.831399999999999, "score": 0.9199550454328073, "score_std": 0.0170330332623569, "time": 5.401042866706848, "time_std": 0.20857061692303977}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 148.7788, "leaves": 74.8894, "depth": 13.1338, "score": 0.8094391400948777, "score_std": 0.026642390120995365, "time": 8.997914657592773, "time_std": 0.22094206523934923}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 77.5268, "leaves": 39.2634, "depth": 11.1938, "score": 0.9263069717168078, "score_std": 0.015595525421613831, "time": 6.324812240600586, "time_std": 0.23202446831948478}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 15.757600000000002, "leaves": 8.378800000000002, "depth": 6.336600000000001, "score": 0.9297435897435896, "score_std": 0.037618102430960615, "time": 0.97826735496521, "time_std": 0.13838006602121963}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 170.88120000000004, "leaves": 85.94060000000002, "depth": 12.949199999999998, "score": 0.7510202869026398, "score_std": 0.03359040798873941, "time": 8.75130609035492, "time_std": 0.30383955359252973}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 127.48479999999999, "leaves": 64.2424, "depth": 34.5508, "score": 0.8478354978354977, "score_std": 0.0664135437533315, "time": 1.7096488380432129, "time_std": 0.2585379454637334}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 193.76999999999995, "leaves": 97.38499999999998, "depth": 33.7142, "score": 0.6874761904761907, "score_std": 0.08128337095961154, "time": 2.5567465353012087, "time_std": 0.342797107347339}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 215.94280000000003, "leaves": 108.47140000000002, "depth": 39.7604, "score": 0.6784795321637428, "score_std": 0.11377081388352872, "time": 2.6014202642440796, "time_std": 0.3482890219264241}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 112.03080000000001, "leaves": 56.51540000000001, "depth": 30.048600000000008, "score": 0.8570952380952381, "score_std": 0.07769860077477762, "time": 1.4236612701416016, "time_std": 0.26121928245554743}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 44.89, "leaves": 22.945, "depth": 8.347599999999998, "score": 0.6712912912912914, "score_std": 0.07123534568228383, "time": 1.9508349561691285, "time_std": 0.14129517101539107}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 414.8036, "leaves": 207.9018, "depth": 49.7302, "score": 0.6455555555555555, "score_std": 0.07608474807008883, "time": 3.9498833417892456, "time_std": 0.6137713721755672}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 19.386000000000003, "leaves": 10.193000000000001, "depth": 6.420800000000002, "score": 0.9371428571428573, "score_std": 0.04384056871041486, "time": 1.3689997863769532, "time_std": 0.1605037637219906}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 203.59840000000003, "leaves": 102.29920000000001, "depth": 19.822, "score": 0.6317391304347826, "score_std": 0.03901458965898768, "time": 8.849445929527283, "time_std": 0.2857890009211211}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 131.4264, "leaves": 66.2132, "depth": 11.636400000000002, "score": 0.7611000000000001, "score_std": 0.02951762185542732, "time": 7.681725215911865, "time_std": 0.19322471856450432}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 32.2168, "leaves": 16.6084, "depth": 7.3618, "score": 0.8374074074074074, "score_std": 0.03907187987520139, "time": 1.733311457633972, "time_std": 0.15900761585402745}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 153.3424, "leaves": 77.1712, "depth": 18.299, "score": 0.9729004329004328, "score_std": 0.007413096020984089, "time": 16.59404073238373, "time_std": 0.9344850501165815}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 161.8308, "leaves": 81.4154, "depth": 13.945799999999998, "score": 0.7667901148625131, "score_std": 0.02682115573656726, "time": 9.51393594264984, "time_std": 0.2617376130364231}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 14.5264, "leaves": 7.7632, "depth": 5.0169999999999995, "score": 0.9876666666666667, "score_std": 0.01083205120618129, "time": 2.0654584121704103, "time_std": 0.1863239527178512}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 1229.7652, "leaves": 615.3826, "depth": 49.078199999999995, "score": 0.979120309773124, "score_std": 0.011723695325749517, "time": 16.0600879573822, "time_std": 1.4568981161976828}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 51.9472, "leaves": 26.4736, "depth": 10.716199999999999, "score": 0.8406451612903224, "score_std": 0.04758911898299361, "time": 2.9349832487106324, "time_std": 0.26655625254037263}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 6.7456, "leaves": 3.8728, "depth": 3.4701999999999997, "score": 0.9825555555555556, "score_std": 0.023789139422159947, "time": 0.6227202415466309, "time_std": 0.08375361876814108}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_features": 0.85}, "nodes": 31.032799999999995, "leaves": 16.016399999999997, "depth": 13.0176, "score": 0.9564761904761905, "score_std": 0.04050430396211966, "time": 0.9339554834365845, "time_std": 0.12395520979148754}]} \ No newline at end of file diff --git a/results/results_accuracy_BaggingWodt_Galgo_2022-03-15_04:08:50_0.json b/results/results_accuracy_BaggingWodt_Galgo_2022-03-15_04:08:50_0.json new file mode 100644 index 0000000..dc136bb --- /dev/null +++ b/results/results_accuracy_BaggingWodt_Galgo_2022-03-15_04:08:50_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "njobs=-1 and estimators 100 max_samples=0.65", "model": "BaggingWodt", "version": "-", "stratified": false, "folds": 5, "date": "2022-03-15", "time": "04:08:50", "duration": 12983.720835924149, "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": 0.65}, "nodes": 43.625600000000006, "leaves": 22.312800000000003, "depth": 8.552, "score": 0.95376, "score_std": 0.01881548298609417, "time": 2.7037493228912353, "time_std": 0.2346493303811579}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 3.4315999999999995, "leaves": 2.2157999999999998, "depth": 2.211, "score": 0.69, "score_std": 0.24666666666666667, "time": 0.14473772048950195, "time_std": 0.021596352095719373}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 8.615599999999999, "leaves": 4.807799999999999, "depth": 4.3218, "score": 0.9759183356621643, "score_std": 0.012653984188147926, "time": 0.9610532426834106, "time_std": 0.1553700114940685}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 19.956000000000003, "leaves": 10.478, "depth": 6.052, "score": 0.7979743589743589, "score_std": 0.05535988289179771, "time": 1.0170654201507567, "time_std": 0.14020377262271452}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 15.7492, "leaves": 8.374600000000001, "depth": 6.0177999999999985, "score": 0.9665220966084276, "score_std": 0.011581900457996569, "time": 1.4930900192260743, "time_std": 0.22214813125845087}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 123.4244, "leaves": 62.2122, "depth": 35.1354, "score": 0.713490623109498, "score_std": 0.05333211324214895, "time": 2.3030524110794066, "time_std": 0.22739617633949386}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 313.6612, "leaves": 157.3306, "depth": 32.6036, "score": 0.8317532173432753, "score_std": 0.0202367915816375, "time": 17.577635879516603, "time_std": 0.44253421266371995}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 145.5728, "leaves": 73.2864, "depth": 23.6312, "score": 0.9213554266777133, "score_std": 0.014953269655008298, "time": 8.621815524101258, "time_std": 0.2388380742683629}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 13.542, "leaves": 7.271, "depth": 4.881600000000001, "score": 0.8393031358885017, "score_std": 0.05429307901658886, "time": 0.7588675832748413, "time_std": 0.11416338425540977}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 40.0404, "leaves": 20.5202, "depth": 7.8427999999999995, "score": 0.7575899486007996, "score_std": 0.03848682707260865, "time": 2.1569755840301514, "time_std": 0.1054151438567013}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 12.9192, "leaves": 6.9596, "depth": 5.2738, "score": 0.9701962236208811, "score_std": 0.016829005080839957, "time": 0.9208915901184082, "time_std": 0.09907162126462656}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 14.411599999999998, "leaves": 7.705799999999999, "depth": 5.625799999999999, "score": 0.7705128205128204, "score_std": 0.07136069708232666, "time": 0.6973774433135986, "time_std": 0.11618810066870831}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 22.8448, "leaves": 11.9224, "depth": 11.098400000000002, "score": 0.865, "score_std": 0.06422616289332564, "time": 0.5574169540405274, "time_std": 0.11268715151018086}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 144.9812, "leaves": 72.9906, "depth": 35.147, "score": 0.6931411951348491, "score_std": 0.050350821228489204, "time": 3.4211840867996215, "time_std": 0.22444954564713826}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 27.880400000000005, "leaves": 14.440200000000003, "depth": 7.1987999999999985, "score": 0.8180070134424312, "score_std": 0.05023558472206477, "time": 1.3596113300323487, "time_std": 0.13780384996979908}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 10.710399999999998, "leaves": 5.855199999999999, "depth": 4.6922, "score": 0.8174193548387098, "score_std": 0.087658879095544, "time": 0.5737812948226929, "time_std": 0.08170984898801038}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 106.60960000000001, "leaves": 53.80480000000001, "depth": 13.3448, "score": 0.7055113468906572, "score_std": 0.03257818008836635, "time": 4.847105054855347, "time_std": 0.16808093490160433}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 15.1536, "leaves": 8.0768, "depth": 5.475000000000001, "score": 0.9056941649899396, "score_std": 0.03760571992673903, "time": 1.1354438972473144, "time_std": 0.18017052779814371}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 9.2664, "leaves": 5.1332, "depth": 4.783399999999999, "score": 0.9493333333333333, "score_std": 0.032138588781850524, "time": 0.6167605066299439, "time_std": 0.11386031809484767}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 2914.9488, "leaves": 1457.9744, "depth": 50.0, "score": 0.7091000000000001, "score_std": 0.029608951349211942, "time": 37.60310360908508, "time_std": 4.84355104873873}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 81.64560000000002, "leaves": 41.32280000000001, "depth": 9.716000000000001, "score": 0.823888888888889, "score_std": 0.04448262249130219, "time": 4.258998861312866, "time_std": 0.13845750135098575}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 43.8156, "leaves": 22.4078, "depth": 8.1716, "score": 0.8866108270146359, "score_std": 0.03033054446715368, "time": 2.936720290184021, "time_std": 0.5728150418746899}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 13.8572, "leaves": 7.4286, "depth": 5.096, "score": 0.8545977011494255, "score_std": 0.06267488413920573, "time": 0.714369535446167, "time_std": 0.09273663855371087}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 1096.4640000000002, "leaves": 548.7320000000001, "depth": 50.0, "score": 0.7966682858376511, "score_std": 0.023068399604689167, "time": 15.448668203353883, "time_std": 1.67329671663724}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 5.521599999999999, "leaves": 3.2607999999999997, "depth": 3.016600000000001, "score": 0.817056277056277, "score_std": 0.08220577471656376, "time": 0.3278541278839111, "time_std": 0.05366962497751781}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 28.1756, "leaves": 14.5878, "depth": 6.7402, "score": 0.8869912280701755, "score_std": 0.03496463994489058, "time": 1.877869906425476, "time_std": 0.19857334876427732}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 141.43280000000001, "leaves": 71.21640000000001, "depth": 13.711999999999998, "score": 0.8046030607364897, "score_std": 0.021982284308279313, "time": 7.689767861366272, "time_std": 0.21669204556900643}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 52.15999999999999, "leaves": 26.579999999999995, "depth": 9.8978, "score": 0.9179995217599235, "score_std": 0.017900771896705296, "time": 3.45980667591095, "time_std": 0.1291506317664029}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 109.93440000000001, "leaves": 55.467200000000005, "depth": 12.0298, "score": 0.8065759923136971, "score_std": 0.02641072340874639, "time": 5.853077411651611, "time_std": 0.18342950339924302}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 58.6712, "leaves": 29.8356, "depth": 10.169599999999999, "score": 0.9230210772833723, "score_std": 0.017464213616441775, "time": 4.08746365070343, "time_std": 0.16951576126478837}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 11.8348, "leaves": 6.4174, "depth": 5.479399999999999, "score": 0.9220512820512821, "score_std": 0.0343857530548517, "time": 0.7440588569641113, "time_std": 0.12148148802459763}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 102.02159999999999, "leaves": 51.510799999999996, "depth": 10.844399999999998, "score": 0.7605288175876411, "score_std": 0.03012037738569631, "time": 4.818335061073303, "time_std": 0.1611654091157551}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 24.8176, "leaves": 12.9088, "depth": 11.148599999999998, "score": 0.8309090909090906, "score_std": 0.07328512089595622, "time": 0.6825773572921753, "time_std": 0.13032356458321206}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 35.7104, "leaves": 18.3552, "depth": 12.5458, "score": 0.6624285714285714, "score_std": 0.08593528388195977, "time": 1.032773265838623, "time_std": 0.14157663937104792}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 56.077200000000005, "leaves": 28.538600000000002, "depth": 22.316199999999995, "score": 0.6568421052631579, "score_std": 0.11363065183639248, "time": 1.0854117441177369, "time_std": 0.1690155491370612}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 23.346399999999996, "leaves": 12.173199999999998, "depth": 11.200200000000002, "score": 0.8696666666666667, "score_std": 0.07107820419165857, "time": 0.6076285028457642, "time_std": 0.13908619608865516}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 32.512, "leaves": 16.756, "depth": 7.4193999999999996, "score": 0.6790240240240241, "score_std": 0.06700183749875963, "time": 1.3346979713439941, "time_std": 0.15246546932486274}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 109.06759999999998, "leaves": 55.03379999999999, "depth": 35.8116, "score": 0.6133333333333334, "score_std": 0.08531712809089984, "time": 1.2959306478500365, "time_std": 0.24579719620400778}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 13.223199999999999, "leaves": 7.111599999999999, "depth": 5.3168, "score": 0.9238095238095237, "score_std": 0.042857142857142844, "time": 0.7798792409896851, "time_std": 0.09489815518724001}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 114.28200000000001, "leaves": 57.641000000000005, "depth": 11.907399999999997, "score": 0.6214492753623188, "score_std": 0.03485981768898065, "time": 5.000880718231201, "time_std": 0.18559380545608342}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 82.2516, "leaves": 41.6258, "depth": 9.6862, "score": 0.7579000000000002, "score_std": 0.02742425933366298, "time": 4.5581619787216185, "time_std": 0.14185765630018898}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 21.003600000000002, "leaves": 11.001799999999998, "depth": 6.264000000000001, "score": 0.8325925925925923, "score_std": 0.0439728061619432, "time": 1.1260775232315063, "time_std": 0.16012249505773776}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 97.04039999999999, "leaves": 49.020199999999996, "depth": 13.0976, "score": 0.9695238095238093, "score_std": 0.007850193103064533, "time": 9.508089985847473, "time_std": 0.21705775409735295}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 118.1828, "leaves": 59.5914, "depth": 12.6434, "score": 0.7624183780020884, "score_std": 0.029784446470628487, "time": 6.214833950996399, "time_std": 0.17149933170372378}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 12.985200000000003, "leaves": 6.992600000000001, "depth": 4.6866, "score": 0.9836666666666667, "score_std": 0.01166190378969061, "time": 1.3816493988037108, "time_std": 0.14418952951554703}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 51.9872, "leaves": 26.4936, "depth": 8.1334, "score": 0.9842348385689355, "score_std": 0.009541010184465489, "time": 3.630832271575928, "time_std": 0.185794936258373}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 34.442, "leaves": 17.721, "depth": 9.246, "score": 0.8380645161290322, "score_std": 0.04363313140364107, "time": 1.7050659990310668, "time_std": 0.14361182562938624}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 5.9075999999999995, "leaves": 3.4537999999999998, "depth": 3.1946, "score": 0.9769682539682539, "score_std": 0.023028726569601844, "time": 0.45886185169219973, "time_std": 0.07218989755214376}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "max_samples": 0.65}, "nodes": 12.954, "leaves": 6.977, "depth": 5.0094, "score": 0.9564761904761905, "score_std": 0.039250460372532985, "time": 0.624924612045288, "time_std": 0.07631544886842438}]} \ No newline at end of file