diff --git a/results/best_results_accuracy_ODTE.json b/results/best_results_accuracy_ODTE.json index 0efbce8..317d6ba 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\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 10000.0, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.14, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.2, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -49,7 +49,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -58,7 +58,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -67,7 +67,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -76,7 +76,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -85,7 +85,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -94,7 +94,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 1.05, \"gamma\": \"auto\",\"kernel\": \"rbf\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 1.05, \"gamma\": \"auto\",\"kernel\": \"rbf\"}" }, "-program made-" ], @@ -103,7 +103,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -112,7 +112,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.05, \"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\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"C\": 0.05}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"C\": 0.05}" }, "-program made-" ], @@ -130,7 +130,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -157,7 +157,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -175,7 +175,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -184,7 +184,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.08, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -202,7 +202,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.05, \"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\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -220,7 +220,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"rbf\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -229,7 +229,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -256,7 +256,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -265,7 +265,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.11, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -283,7 +283,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -292,7 +292,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -310,7 +310,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.05, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -328,7 +328,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"gamma\": 10.0, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 55, \"degree\": 5, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 10000.0, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -364,7 +364,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -373,7 +373,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -382,7 +382,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 7, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -400,7 +400,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\"}" }, "-program made-" ], @@ -409,7 +409,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.2, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"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\": \"sqrt\", \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -427,7 +427,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.55, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ], @@ -436,7 +436,7 @@ { "n_jobs": -1, "n_estimators": 100, - "be_hyperparams": "{\"max_features\": \"sqrt\", \"splitter\": \"trandom\",\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" + "be_hyperparams": "{\"max_features\": 0.5, \"splitter\": \"trandom\",\"C\": 0.1, \"max_iter\": 10000.0, \"kernel\": \"liblinear\", \"multiclass_strategy\": \"ovr\"}" }, "-program made-" ]