benchmark/results/results_accuracy_ODTE_Galgo_2022-03-07_00:16:43_0.json

{"score_name": "accuracy", "title": "Optimized hyperparams with STree with even more hand tuned hyperparams for some datasets", "model": "ODTE", "version": "0.3.2", "stratified": false, "folds": 5, "date": "2022-03-07", "time": "00:16:43", "duration": 8103.579388856888, "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": 0.3034253454208374, "time_std": 0.19336366217731257}, {"dataset": "balloons", "samples": 16, "features": 4, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 7, \"gamma\": 0.14, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}"}, "nodes": 2.9951999999999996, "leaves": 1.9975999999999998, "depth": 1.9975999999999998, "score": 0.785, "score_std": 0.2461311755051675, "time": 0.11953874588012696, "time_std": 0.016043834203750076}, {"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": 0.22118752479553222, "time_std": 0.03491409504095613}, {"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": 0.2896539831161499, "time_std": 0.025202527882887307}, {"dataset": "breast-cancer-wisc", "samples": 699, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.95, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 8.4228, "leaves": 4.7114, "depth": 3.7681999999999998, "score": 0.9685231243576569, "score_std": 0.012481641871435446, "time": 0.24293158531188966, "time_std": 0.035158352825094726}, {"dataset": "breast-cancer", "samples": 286, "features": 9, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.05, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.563999999999998, "leaves": 6.781999999999999, "depth": 4.471799999999999, "score": 0.7373805202661827, "score_std": 0.044837026599839014, "time": 0.23613348960876465, "time_std": 0.030531426151148126}, {"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": 5.96722137928009, "time_std": 0.20954965757525051}, {"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": 2.658795509338379, "time_std": 0.11840003802556746}, {"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": 0.22078941345214845, "time_std": 0.032967322532414536}, {"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": 0.43354732513427735, "time_std": 0.025271702897399165}, {"dataset": "dermatology", "samples": 366, "features": 34, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 1.05, \"gamma\": \"auto\",\"kernel\": \"rbf\"}"}, "nodes": 16.6628, "leaves": 8.8314, "depth": 5.9448, "score": 0.9712958163643094, "score_std": 0.01668784665210659, "time": 0.5341367959976197, "time_std": 0.05970336019355789}, {"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": 0.34011478900909425, "time_std": 0.032364876281298215}, {"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": 0.17170347213745119, "time_std": 0.019088894540775468}, {"dataset": "haberman-survival", "samples": 306, "features": 3, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"rbf\", \"C\": 0.05}"}, "nodes": 1.6144, "leaves": 1.3072, "depth": 1.307, "score": 0.7353199365415125, "score_std": 0.048398466240040176, "time": 0.16087696552276612, "time_std": 0.018251313537969802}, {"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": 0.22589173316955566, "time_std": 0.03465630105746373}, {"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": 0.15219852447509766, "time_std": 0.017761562542032386}, {"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": 1.228898105621338, "time_std": 0.20090166290961686}, {"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": 0.2101787281036377, "time_std": 0.03729904142430477}, {"dataset": "iris", "samples": 150, "features": 4, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.25, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 5.0632, "leaves": 3.0315999999999996, "depth": 3.019, "score": 0.9673333333333335, "score_std": 0.030177254127350058, "time": 0.16226855278015137, "time_std": 0.019855391265944603}, {"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": 6.930386319160461, "time_std": 0.13562641561980476}, {"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": 15.953797688484192, "time_std": 0.6187878746445674}, {"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": 0.7402428531646729, "time_std": 0.07724143983199373}, {"dataset": "lymphography", "samples": 148, "features": 18, "classes": 4, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 0.001, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 6.596799999999999, "leaves": 3.7983999999999996, "depth": 3.4003999999999994, "score": 0.865471264367816, "score_std": 0.055156108701791086, "time": 0.1952962303161621, "time_std": 0.030636254876015533}, {"dataset": "mammographic", "samples": 961, "features": 5, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 2.8, \"kernel\": \"rbf\", \"gamma\": \"auto\"}"}, "nodes": 5.2783999999999995, "leaves": 3.1391999999999998, "depth": 2.8372, "score": 0.8296605138169258, "score_std": 0.02320494995982316, "time": 0.8259104681015015, "time_std": 0.04332299395241954}, {"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": 0.15491191387176514, "time_std": 0.01871282288994454}, {"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\"}"}, "nodes": 3.0, "leaves": 2.0, "depth": 2.0, "score": 0.911765350877193, "score_std": 0.02957711665592781, "time": 0.3555817699432373, "time_std": 0.031131740566042385}, {"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": 3.3435552167892455, "time_std": 0.0862680720491038}, {"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": 0.8087742614746094, "time_std": 0.0569391038036147}, {"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": 13.902730474472046, "time_std": 1.1158436931561913}, {"dataset": "oocytes_trisopterus_states_5b", "samples": 912, "features": 32, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 1.75, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 14.5736, "leaves": 7.7868, "depth": 5.0016, "score": 0.9288224343962049, "score_std": 0.017557612094389566, "time": 9.442622690200805, "time_std": 0.9052852706513713}, {"dataset": "parkinsons", "samples": 195, "features": 22, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\":57, \"kernel\": \"rbf\"}"}, "nodes": 3.0803999999999996, "leaves": 2.0401999999999996, "depth": 2.0401999999999996, "score": 0.924102564102564, "score_std": 0.03904177704753698, "time": 0.16417753219604492, "time_std": 0.021079319844526163}, {"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": 0.49515113353729245, "time_std": 0.038479432899531325}, {"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": 0.21044569015502929, "time_std": 0.02645299252150673}, {"dataset": "pittsburg-bridges-REL-L", "samples": 103, "features": 7, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 5, \"kernel\": \"rbf\", \"gamma\": \"auto\"}"}, "nodes": 6.3812, "leaves": 3.6906, "depth": 3.3182, "score": 0.705952380952381, "score_std": 0.09306722267537555, "time": 0.24763279914855957, "time_std": 0.03677922769458877}, {"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": 0.19016213417053224, "time_std": 0.03030337160471104}, {"dataset": "pittsburg-bridges-T-OR-D", "samples": 102, "features": 7, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\":0.0275, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 3.4619999999999997, "leaves": 2.231, "depth": 2.1782, "score": 0.8724285714285713, "score_std": 0.07599243607186214, "time": 0.13844138622283936, "time_std": 0.020099439674885065}, {"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": 0.1572154474258423, "time_std": 0.02126973613124208}, {"dataset": "post-operative", "samples": 90, "features": 8, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"kernel\": \"rbf\", \"gamma\": 0.001}"}, "nodes": 1.022, "leaves": 1.0110000000000001, "depth": 1.0110000000000001, "score": 0.711111111111111, "score_std": 0.07535922203472521, "time": 0.12156948089599609, "time_std": 0.01011236097070567}, {"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": 0.3012155771255493, "time_std": 0.051382665462892434}, {"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": 0.6144956970214843, "time_std": 0.0998388018317418}, {"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": 1.8384465742111207, "time_std": 0.07582904395747674}, {"dataset": "statlog-heart", "samples": 270, "features": 13, "classes": 2, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 1.75, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 15.3604, "leaves": 8.1802, "depth": 4.9274, "score": 0.835925925925926, "score_std": 0.048856611117958366, "time": 0.5339776515960694, "time_std": 0.05394009237567244}, {"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": 62.460237298011776, "time_std": 1.7333965788657053}, {"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": 7.14476149559021, "time_std": 0.2540614453337613}, {"dataset": "synthetic-control", "samples": 600, "features": 60, "classes": 6, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 2.83, \"kernel\": \"rbf\", \"gamma\": \"auto\"}"}, "nodes": 13.0772, "leaves": 7.0386, "depth": 5.973, "score": 0.9928333333333333, "score_std": 0.007266743118863895, "time": 0.7618808031082154, "time_std": 0.02580474512166323}, {"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": 0.2990193033218384, "time_std": 0.025833806907320022}, {"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": 0.24564895153045654, "time_std": 0.026557569515305014}, {"dataset": "wine", "samples": 178, "features": 13, "classes": 3, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 2, \"gamma\": \"auto\", \"kernel\": \"rbf\"}"}, "nodes": 5.0004, "leaves": 3.0002, "depth": 3.0, "score": 0.9847777777777778, "score_std": 0.01894595222120423, "time": 0.18697358131408692, "time_std": 0.02603923040044862}, {"dataset": "zoo", "samples": 101, "features": 16, "classes": 7, "hyperparameters": {"n_jobs": -1, "n_estimators": 100, "be_hyperparams": "{\"C\": 1.75, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}"}, "nodes": 12.803199999999999, "leaves": 6.901599999999999, "depth": 6.901599999999999, "score": 0.9584761904761905, "score_std": 0.044840761340002026, "time": 0.3599460506439209, "time_std": 0.024729431315362493}]}