diff --git a/results/best_results_accuracy_ODTE.json b/results/best_results_accuracy_ODTE.json index 317d6ba..02e2c9f 100644 --- a/results/best_results_accuracy_ODTE.json +++ b/results/best_results_accuracy_ODTE.json @@ -4,7 +4,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -13,7 +13,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.14, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 7, \"gamma\": 0.14, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -22,7 +22,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -31,7 +31,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -40,7 +40,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -49,7 +49,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -58,7 +58,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{}" }, "-program made-" ], @@ -67,7 +67,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{}" }, "-program made-" ], @@ -76,7 +76,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -85,7 +85,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -94,7 +94,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 1.05, \"gamma\": \"auto\",\"kernel\": \"rbf\"}" + "be_hyperparams": "{\"C\": 1.05, \"gamma\": \"auto\",\"kernel\": \"rbf\"}" }, "-program made-" ], @@ -103,7 +103,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"splitter\": \"random\", \"max_features\": \"auto\"}" }, "-program made-" ], @@ -112,7 +112,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.05, \"max_features\": \"auto\", \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -121,7 +121,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"C\": 0.05}" + "be_hyperparams": "{\"kernel\": \"rbf\", \"C\": 0.05}" }, "-program made-" ], @@ -130,7 +130,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -139,7 +139,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -148,7 +148,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -157,7 +157,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -166,7 +166,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{}" }, "-program made-" ], @@ -175,7 +175,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -184,7 +184,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -193,7 +193,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{}" }, "-program made-" ], @@ -202,7 +202,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.001, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -211,7 +211,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -220,7 +220,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -229,7 +229,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -238,7 +238,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -247,7 +247,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{}" }, "-program made-" ], @@ -256,7 +256,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -265,7 +265,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -274,7 +274,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\":57, \"kernel\": \"rbf\"}" }, "-program made-" ], @@ -283,7 +283,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{}" }, "-program made-" ], @@ -292,7 +292,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -301,7 +301,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"C\": 5, \"kernel\": \"rbf\", \"gamma\": \"auto\"}" }, "-program made-" ], @@ -310,7 +310,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -319,7 +319,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"C\":0.0275, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -328,7 +328,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -337,7 +337,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -346,7 +346,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -355,7 +355,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{}" }, "-program made-" ], @@ -364,7 +364,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{}" }, "-program made-" ], @@ -373,7 +373,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 1.75, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -382,7 +382,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -391,7 +391,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -400,7 +400,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" + "be_hyperparams": "{}" }, "-program made-" ], @@ -409,7 +409,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -418,7 +418,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -427,7 +427,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 2, \"gamma\": \"auto\", \"kernel\": \"rbf\"}" }, "-program made-" ], @@ -436,7 +436,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ] diff --git a/results/results_accuracy_ODTE_Galgo_2022-03-06_12:54:13_0.json b/results/results_accuracy_ODTE_Galgo_2022-03-06_12:54:13_0.json new file mode 100644 index 0000000..4904d25 --- /dev/null +++ b/results/results_accuracy_ODTE_Galgo_2022-03-06_12:54:13_0.json @@ -0,0 +1 @@ +{"score_name": "accuracy", "title": "Optimized hyperparams with STree with hand tuned hyperparams for some datasets", "model": "ODTE", "version": "0.3.2", "stratified": false, "folds": 5, "date": "2022-03-06", "time": "12:54:13", "duration": 7654.6499881744385, "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": 0.30438178539276123, "time_std": 0.22243896932083942}, {"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": 0.11554541587829589, "time_std": 0.015733948329492747}, {"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": 0.21175350666046142, "time_std": 0.029167538669848708}, {"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": 0.28911948680877686, "time_std": 0.028282187985177152}, {"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": 0.24571903228759764, "time_std": 0.0260103437016587}, 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