mirror of
https://github.com/Doctorado-ML/benchmark.git
synced 2025-08-16 07:55:54 +00:00
1 line
23 KiB
JSON
1 line
23 KiB
JSON
{"score_name": "accuracy", "title": "ODTE Random Forest liblinear-trandom max_features-sqrt", "model": "ODTE", "version": "0.3.1", "stratified": false, "folds": 5, "date": "2022-02-09", "time": "18:32:27", "duration": 6970.497258424759, "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": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.1888, "leaves": 4.0944, "depth": 3.5994, "score": 0.8456, "score_std": 0.034176014981270125, "time": 0.6541495180130005, "time_std": 0.17943000708300194}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.9951999999999996, "leaves": 1.9975999999999998, "depth": 1.9822, "score": 0.5883333333333334, "score_std": 0.30065206912088044, "time": 0.10995355129241943, "time_std": 0.016738047694515396}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.086, "leaves": 4.043, "depth": 3.3336, "score": 0.9588775034932463, "score_std": 0.01605550088953267, "time": 0.3319272232055664, "time_std": 0.06476146761058896}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.1184, "leaves": 4.5592, "depth": 3.52, "score": 0.7657307692307692, "score_std": 0.0713748254873277, "time": 0.2854630041122437, "time_std": 0.05642537294105358}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.638400000000001, "leaves": 3.8192000000000004, "depth": 3.4341999999999997, "score": 0.9705282631038026, "score_std": 0.011588993640266311, "time": 0.25981720447540285, "time_std": 0.0476502259413011}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.3708, "leaves": 4.1854000000000005, "depth": 3.2840000000000003, "score": 0.7139806412583181, "score_std": 0.048149439041124835, "time": 0.2754983139038086, "time_std": 0.037411230909466776}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 65.89439999999999, "leaves": 33.447199999999995, "depth": 14.060800000000002, "score": 0.42986467826567243, "score_std": 0.04300872777439321, "time": 48.40446594715118, "time_std": 8.166761990237244}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 18.721600000000002, "leaves": 9.860800000000001, "depth": 5.894, "score": 0.81166628003314, "score_std": 0.023012737282098718, "time": 11.157761440277099, "time_std": 2.3778186452517733}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.932, "leaves": 7.966, "depth": 4.8084, "score": 0.7691637630662019, "score_std": 0.0707467005120071, "time": 0.39551797866821287, "time_std": 0.040244305701308686}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.948000000000004, "leaves": 8.474000000000002, "depth": 4.937, "score": 0.664833428517038, "score_std": 0.04154029218499445, "time": 1.0697185039520263, "time_std": 0.14900360280824446}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.9624, "leaves": 7.9812, "depth": 6.5022, "score": 0.9248315438726398, "score_std": 0.055319802902867254, "time": 0.8898608827590943, "time_std": 0.06273768341771266}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.1744, "leaves": 4.0872, "depth": 3.2458000000000005, "score": 0.7854700854700853, "score_std": 0.08690672933704072, "time": 0.1834856414794922, "time_std": 0.020446028141960733}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.5472, "leaves": 1.7736000000000005, "depth": 1.6895999999999998, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.11739699840545655, "time_std": 0.02003242455969479}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.103999999999999, "leaves": 2.052, "depth": 1.8346, "score": 0.7353199365415125, "score_std": 0.048398466240040176, "time": 0.16450648307800292, "time_std": 0.03623279194317671}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.4155999999999995, "leaves": 4.2078, "depth": 3.4472000000000005, "score": 0.8142665108123904, "score_std": 0.04722424679103561, "time": 0.28793524742126464, "time_std": 0.03148578710961824}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.645999999999999, "leaves": 3.8229999999999995, "depth": 3.1366, "score": 0.8025806451612902, "score_std": 0.07486095331282729, "time": 0.20331637382507325, "time_std": 0.03284170490765594}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.404000000000001, "leaves": 3.7020000000000004, "depth": 2.9006, "score": 0.7135646920129679, "score_std": 0.03821447003555465, "time": 0.3921567726135254, "time_std": 0.09237523127208985}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.5812, "leaves": 5.2906, "depth": 3.9074, "score": 0.8390382293762575, "score_std": 0.05411094630776185, "time": 0.42276902675628664, "time_std": 0.04575650089045601}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.683600000000001, "leaves": 3.3418000000000005, "depth": 3.2384000000000004, "score": 0.9553333333333334, "score_std": 0.036276714294434104, "time": 0.15712729930877686, "time_std": 0.022509528187886176}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.6956, "leaves": 1.8478, "depth": 1.8478, "score": 0.14309999999999998, "score_std": 0.053720480265909754, "time": 1.9649737453460694, "time_std": 0.11631619864839858}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 86.7996, "leaves": 43.8998, "depth": 26.409800000000004, "score": 0.7436111111111111, "score_std": 0.04599802062300689, "time": 6.520133228302002, "time_std": 0.7363625587803226}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 31.116000000000003, "leaves": 16.058000000000003, "depth": 10.945599999999999, "score": 0.894514195027332, "score_std": 0.0316961724838193, "time": 2.9052128314971926, "time_std": 0.4667589650275159}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.088800000000001, "leaves": 2.5444000000000004, "depth": 2.3386, "score": 0.6173103448275863, "score_std": 0.1264460623553109, "time": 0.2131187629699707, "time_std": 0.03440188607852225}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.300000000000001, "leaves": 3.6500000000000004, "depth": 3.187, "score": 0.8228956174438687, "score_std": 0.02215203196364739, "time": 0.582683334350586, "time_std": 0.07707791442128882}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.6216, "leaves": 6.8108, "depth": 4.3784, "score": 0.7316883116883117, "score_std": 0.1266165018298746, "time": 0.22971261978149415, "time_std": 0.02576038394484115}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 22.7624, "leaves": 11.8812, "depth": 5.804999999999999, "score": 0.7918223684210528, "score_std": 0.04007647142722967, "time": 1.4218021297454835, "time_std": 0.2333200005109008}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 19.768800000000002, "leaves": 10.384399999999998, "depth": 5.687, "score": 0.7305322812051649, "score_std": 0.04474078670132136, "time": 3.3397139644622804, "time_std": 0.5425280729724239}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.2084, "leaves": 8.104199999999999, "depth": 5.319799999999999, "score": 0.907626494500239, "score_std": 0.01897194562508914, "time": 1.4325355672836304, "time_std": 0.18538869690080437}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 30.2392, "leaves": 15.6196, "depth": 6.7336, "score": 0.7054788926920075, "score_std": 0.048103780275088326, "time": 2.6779633808135985, "time_std": 0.4457444255496836}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.439200000000001, "leaves": 6.719600000000001, "depth": 4.729, "score": 0.8414513901399147, "score_std": 0.02263463769407525, "time": 2.0728906106948854, "time_std": 0.3354173950327931}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.9952, "leaves": 3.9976, "depth": 3.3022000000000005, "score": 0.8579487179487179, "score_std": 0.04870715130010381, "time": 0.19901163578033448, "time_std": 0.03649900108108697}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 13.875600000000002, "leaves": 7.437800000000001, "depth": 4.6518, "score": 0.6890501655207538, "score_std": 0.03951241558205328, "time": 0.8288065910339355, "time_std": 0.07734331462543209}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.755999999999999, "leaves": 2.878, "depth": 2.7454, "score": 0.8158441558441557, "score_std": 0.08437987922879077, "time": 0.17026976585388184, "time_std": 0.027124052910882688}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.5088, "leaves": 3.7544, "depth": 3.3240000000000003, "score": 0.680857142857143, "score_std": 0.0941400510215987, "time": 0.20103842735290528, "time_std": 0.0223317055572599}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.57, "leaves": 3.785, "depth": 3.4071999999999996, "score": 0.5698245614035088, "score_std": 0.12331229942727277, "time": 0.19258307933807373, "time_std": 0.02847467176498346}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.0128000000000004, "leaves": 1.5064, "depth": 1.4831999999999999, "score": 0.8628095238095238, "score_std": 0.0747571882042698, "time": 0.1098439073562622, "time_std": 0.015801315775496705}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.283200000000001, "leaves": 3.6416000000000004, "depth": 2.8671999999999995, "score": 0.7143693693693695, "score_std": 0.0715459100205182, "time": 0.19893597602844237, "time_std": 0.03957658323638438}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.0356, "leaves": 1.5178, "depth": 1.5005999999999997, "score": 0.711111111111111, "score_std": 0.07535922203472521, "time": 0.1185238790512085, "time_std": 0.01606854733583811}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.3924, "leaves": 4.1962, "depth": 3.7512000000000008, "score": 0.9076190476190475, "score_std": 0.04002266931323942, "time": 0.22241782665252685, "time_std": 0.03173606128263576}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.0291999999999994, "leaves": 2.5145999999999997, "depth": 2.1152, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 0.8126065492630005, "time_std": 0.2974446796571956}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.536800000000001, "leaves": 4.768400000000001, "depth": 3.5378000000000003, "score": 0.7006, "score_std": 0.028436596139481945, "time": 1.196741180419922, "time_std": 0.14174460032930064}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.1068, "leaves": 5.0534, "depth": 3.8136000000000005, "score": 0.8325925925925928, "score_std": 0.044898910994642174, "time": 0.28457663059234617, "time_std": 0.031144753610058577}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 40.539199999999994, "leaves": 20.7696, "depth": 11.831799999999996, "score": 0.8719913419913419, "score_std": 0.03447477824821476, "time": 29.432349734306335, "time_std": 6.153715743405962}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 53.09640000000001, "leaves": 27.048200000000005, "depth": 11.464799999999999, "score": 0.689014966933519, "score_std": 0.030712873215463635, "time": 5.368547515869141, "time_std": 1.1198636196910747}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 38.016400000000004, "leaves": 19.508200000000002, "depth": 9.7934, "score": 0.9735, "score_std": 0.01604594098899227, "time": 2.417107253074646, "time_std": 0.18723151427045662}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.5776, "leaves": 2.7888000000000006, "depth": 2.5162, "score": 0.6605475567190225, "score_std": 0.03138884977706627, "time": 0.4162606239318848, "time_std": 0.050579552272188744}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 10.1016, "leaves": 5.550800000000001, "depth": 4.0200000000000005, "score": 0.7558064516129032, "score_std": 0.06712545912891345, "time": 0.28682029247283936, "time_std": 0.04906606188247228}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 10.128799999999998, "leaves": 5.564400000000001, "depth": 4.3638, "score": 0.9662380952380951, "score_std": 0.030850140462252207, "time": 0.28242982864379884, "time_std": 0.03424672406600916}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": 10, "n_estimators": 100, "max_features": "sqrt", "max_samples": 0.75, "be_hyperparams": "{\"kernel\": \"liblinear\", \"splitter\": \"trandom\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.118400000000001, "leaves": 5.059200000000001, "depth": 4.9398, "score": 0.8801428571428572, "score_std": 0.06277160485774783, "time": 0.2947796726226807, "time_std": 0.026367030021555736}]} |