benchmark/results/results_accuracy_ODTE_Galgo_2022-03-03_18:03:02_0.json

{"score_name": "accuracy", "title": "032 and STree with optimized hyperparameters and breast-cancer-wisc with liblinear", "model": "ODTE", "version": "0.3.2", "stratified": false, "folds": 5, "date": "2022-03-03", "time": "18:03:02", "duration": 7665.967216968536, "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, "be_hyperparams": "{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.3276, "leaves": 3.6638, "depth": 3.0021999999999998, "score": 0.97328, "score_std": 0.019700802014131297, "time": 0.41784470081329345, "time_std": 0.9968362984816361}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.9951999999999996, "leaves": 1.9975999999999998, "depth": 1.9975999999999998, "score": 0.7249999999999999, "score_std": 0.27901115071305344, "time": 0.11886221885681153, "time_std": 0.019353004075843967}, {"dataset": "breast-cancer-wisc-diag", "samples": 569, "features": 30, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.4956, "leaves": 2.7478000000000002, "depth": 2.5691999999999995, "score": 0.9743455985095482, "score_std": 0.015781115159315053, "time": 0.23189197063446046, "time_std": 0.04446253793663941}, {"dataset": "breast-cancer-wisc-prog", "samples": 198, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.940799999999999, "leaves": 4.4704, "depth": 3.583, "score": 0.8111153846153845, "score_std": 0.06044808711637556, "time": 0.2895532703399658, "time_std": 0.026494511780338237}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.434, "leaves": 4.717, "depth": 3.7678, "score": 0.9682363823227134, "score_std": 0.013058781009918275, "time": 0.24405482292175293, "time_std": 0.028012693837562275}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.8092, "leaves": 8.4046, "depth": 5.0062, "score": 0.732800967937084, "score_std": 0.044011866781377286, "time": 0.5400749397277832, "time_std": 0.041067036621844626}, {"dataset": "cardiotocography-10clases", "samples": 2126, "features": 21, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 110.7004, "leaves": 55.8502, "depth": 11.3824, "score": 0.8392787627727146, "score_std": 0.019744912756327067, "time": 5.9843358182907105, "time_std": 0.22313806245244008}, {"dataset": "cardiotocography-3clases", "samples": 2126, "features": 21, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 26.612799999999996, "leaves": 13.806399999999998, "depth": 6.396599999999999, "score": 0.917029770781552, "score_std": 0.014261876990545075, "time": 2.6625333070755004, "time_std": 0.1201482458879479}, {"dataset": "conn-bench-sonar-mines-rocks", "samples": 208, "features": 60, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.0136000000000003, "leaves": 2.0068, "depth": 2.0068, "score": 0.845540069686411, "score_std": 0.05534728504399534, "time": 0.21291510581970216, "time_std": 0.02572531461602289}, {"dataset": "cylinder-bands", "samples": 512, "features": 35, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.1836, "leaves": 2.5918, "depth": 2.5674, "score": 0.7702646106986485, "score_std": 0.040808840856538756, "time": 0.4344787502288818, "time_std": 0.024612744217196288}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 11.0036, "leaves": 6.0018, "depth": 6.0014, "score": 0.9674527952610146, "score_std": 0.022058063418598357, "time": 2.444834408760071, "time_std": 0.11794562476054685}, {"dataset": "echocardiogram", "samples": 131, "features": 10, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"splitter\": \"random\", \"max_features\": \"auto\"}"}, "nodes": 5.6240000000000006, "leaves": 3.3120000000000003, "depth": 3.011, "score": 0.855156695156695, "score_std": 0.06266151037590971, "time": 0.3434645938873291, "time_std": 0.039589981408472315}, {"dataset": "fertility", "samples": 100, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.05, \"max_features\": \"auto\", \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.6111999999999993, "leaves": 1.8055999999999996, "depth": 1.7108000000000003, "score": 0.88, "score_std": 0.0547722557505166, "time": 0.17580731391906737, "time_std": 0.022684023195447784}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 13.672, "leaves": 7.336, "depth": 4.687399999999999, "score": 0.7294500264410364, "score_std": 0.048615059175057734, "time": 0.36990808010101317, "time_std": 0.03731532025639386}, {"dataset": "heart-hungarian", "samples": 294, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.8504, "leaves": 5.4252, "depth": 3.9106, "score": 0.8275452951490355, "score_std": 0.052330985610215514, "time": 0.23004621028900146, "time_std": 0.037582477539402345}, {"dataset": "hepatitis", "samples": 155, "features": 19, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.8303225806451613, "score_std": 0.07091200157026561, "time": 0.15100414276123048, "time_std": 0.015680448658967137}, {"dataset": "ilpd-indian-liver", "samples": 583, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 16.307600000000004, "leaves": 8.653800000000002, "depth": 5.068200000000001, "score": 0.7296905393457119, "score_std": 0.037430222713557997, "time": 1.226393871307373, "time_std": 0.19984841031549516}, {"dataset": "ionosphere", "samples": 351, "features": 33, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.3112, "leaves": 2.1556, "depth": 2.1554, "score": 0.9507203219315896, "score_std": 0.024203009811229026, "time": 0.19676737308502198, "time_std": 0.027056893707189587}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 5.124, "leaves": 3.062, "depth": 3.0422, "score": 0.9606666666666668, "score_std": 0.03175601430350547, "time": 0.19277311325073243, "time_std": 0.024361250270480084}, {"dataset": "led-display", "samples": 1000, "features": 7, "classes": 10, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 39.8364, "leaves": 20.4182, "depth": 15.200400000000002, "score": 0.7173, "score_std": 0.02800374974891755, "time": 6.941984925270081, "time_std": 0.15242325231783338}, {"dataset": "libras", "samples": 360, "features": 90, "classes": 15, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 63.2588, "leaves": 32.129400000000004, "depth": 22.3666, "score": 0.8438888888888889, "score_std": 0.0438818559765949, "time": 15.902207503318786, "time_std": 0.6194017527484039}, {"dataset": "low-res-spect", "samples": 531, "features": 100, "classes": 9, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 28.555599999999995, "leaves": 14.777799999999997, "depth": 6.885599999999999, "score": 0.9112766707811673, "score_std": 0.033776052945073874, "time": 0.7250447273254395, "time_std": 0.06678557681064673}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.0288, "leaves": 5.0144, "depth": 4.2214, "score": 0.8364137931034484, "score_std": 0.0597030746926652, "time": 0.211246976852417, "time_std": 0.03659050198964855}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 4.928, "leaves": 2.964, "depth": 2.7710000000000004, "score": 0.8260200777202072, "score_std": 0.023037355143102893, "time": 0.7375659942626953, "time_std": 0.029707015287719192}, {"dataset": "molec-biol-promoter", "samples": 106, "features": 57, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.8263636363636363, "score_std": 0.09120780648781392, "time": 0.15120242595672606, "time_std": 0.01916835451729806}, {"dataset": "musk-1", "samples": 476, "features": 166, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.911765350877193, "score_std": 0.02957711665592781, "time": 0.35245169639587404, "time_std": 0.040932909078027734}, {"dataset": "oocytes_merluccius_nucleus_4d", "samples": 1022, "features": 41, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.6756, "leaves": 5.3378000000000005, "depth": 3.9999999999999996, "score": 0.8465762792922047, "score_std": 0.02454777415550235, "time": 3.354447503089905, "time_std": 0.0905934225166882}, {"dataset": "oocytes_merluccius_states_2f", "samples": 1022, "features": 25, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 12.956399999999999, "leaves": 6.978199999999999, "depth": 4.905600000000001, "score": 0.9238766140602584, "score_std": 0.01694048758242472, "time": 0.8104735469818115, "time_std": 0.05036967574884523}, {"dataset": "oocytes_trisopterus_nucleus_2f", "samples": 912, "features": 25, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 20.1952, "leaves": 10.597600000000002, "depth": 5.4841999999999995, "score": 0.8147985347985347, "score_std": 0.02317055746865446, "time": 13.735942544937133, "time_std": 1.098295511801963}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.765600000000001, "leaves": 4.8828000000000005, "depth": 3.9532000000000007, "score": 0.9246580195760523, "score_std": 0.017461316128712427, "time": 1.3808522987365723, "time_std": 0.13502192843468294}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.5476, "leaves": 4.7738, "depth": 3.6502000000000003, "score": 0.9025641025641025, "score_std": 0.0464378725032688, "time": 0.30679319858551024, "time_std": 0.03348834757025435}, {"dataset": "pima", "samples": 768, "features": 8, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 7.14, "leaves": 4.07, "depth": 3.4663999999999997, "score": 0.7712078770902299, "score_std": 0.029347742907485038, "time": 0.4895646619796753, "time_std": 0.03131195622060156}, {"dataset": "pittsburg-bridges-MATERIAL", "samples": 106, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.3260000000000005, "leaves": 3.1630000000000003, "depth": 2.9924, "score": 0.8649350649350649, "score_std": 0.06992782610611342, "time": 0.21173216819763183, "time_std": 0.026266460364904945}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 12.758400000000002, "leaves": 6.879200000000001, "depth": 4.7228, "score": 0.6747142857142856, "score_std": 0.09733162098950394, "time": 0.32708005905151366, "time_std": 0.05414684933909097}, {"dataset": "pittsburg-bridges-SPAN", "samples": 92, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.5632, "leaves": 4.7816, "depth": 4.0468, "score": 0.6849707602339181, "score_std": 0.11276820640851971, "time": 0.18480956554412842, "time_std": 0.025031014059619213}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"splitter\": \"random\", \"max_features\": \"auto\"}"}, "nodes": 2.7968, "leaves": 1.8984, "depth": 1.8292, "score": 0.8628095238095238, "score_std": 0.0747571882042698, "time": 0.21366302967071532, "time_std": 0.035446589145768384}, {"dataset": "planning", "samples": 182, "features": 12, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.7352702702702704, "score_std": 0.06697755238925641, "time": 0.154923095703125, "time_std": 0.019388835105595727}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.1284, "leaves": 1.5642000000000003, "depth": 1.5642000000000003, "score": 0.7099999999999999, "score_std": 0.07559639419188467, "time": 0.14728994846343993, "time_std": 0.018384751320163373}, {"dataset": "seeds", "samples": 210, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 7.530400000000001, "leaves": 4.2652, "depth": 3.7464, "score": 0.9590476190476189, "score_std": 0.029369797990684326, "time": 0.2999639081954956, "time_std": 0.0492855014515861}, {"dataset": "statlog-australian-credit", "samples": 690, "features": 14, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 5.1808000000000005, "leaves": 3.0904000000000003, "depth": 2.439, "score": 0.6782608695652174, "score_std": 0.03904983647915211, "time": 0.6104555749893188, "time_std": 0.09574369538736445}, {"dataset": "statlog-german-credit", "samples": 1000, "features": 24, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 17.0568, "leaves": 9.0284, "depth": 5.9434000000000005, "score": 0.7574999999999998, "score_std": 0.03226840560052511, "time": 1.8472157716751099, "time_std": 0.08124536051725734}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.101199999999999, "leaves": 8.0506, "depth": 4.8790000000000004, "score": 0.8329629629629629, "score_std": 0.04692023994316025, "time": 0.38842201709747315, "time_std": 0.038127871847533225}, {"dataset": "statlog-image", "samples": 2310, "features": 18, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 36.1704, "leaves": 18.5852, "depth": 10.8542, "score": 0.9640259740259741, "score_std": 0.007124994061466297, "time": 61.18732415676117, "time_std": 1.6912537909184435}, {"dataset": "statlog-vehicle", "samples": 846, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 23.833199999999998, "leaves": 12.416599999999999, "depth": 6.7252, "score": 0.8094702401670727, "score_std": 0.02603546837509406, "time": 7.078371930122375, "time_std": 0.2585111187217273}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{}"}, "nodes": 15.08, "leaves": 8.04, "depth": 5.5874, "score": 0.987, "score_std": 0.00945163125250523, "time": 0.4979881000518799, "time_std": 0.04112213557597567}, {"dataset": "tic-tac-toe", "samples": 958, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.1659999999999995, "leaves": 2.083, "depth": 2.083, "score": 0.9847573080279232, "score_std": 0.007522488887846104, "time": 0.3019310140609741, "time_std": 0.030276344469021946}, {"dataset": "vertebral-column-2clases", "samples": 310, "features": 6, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 9.658800000000001, "leaves": 5.329400000000001, "depth": 3.9795999999999996, "score": 0.8561290322580645, "score_std": 0.03961836675572656, "time": 0.24495431900024414, "time_std": 0.030746317514293395}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.0816, "leaves": 3.0408000000000004, "depth": 3.0313999999999997, "score": 0.9791746031746031, "score_std": 0.024435970495747358, "time": 0.1592345666885376, "time_std": 0.027849979547090054}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.8968, "leaves": 6.9484, "depth": 6.945400000000001, "score": 0.9564761904761905, "score_std": 0.04405222627127694, "time": 0.22451239585876465, "time_std": 0.028120572459415842}]}