Upload tuning_results.csv with huggingface_hub
Browse files- tuning_results.csv +69 -0
tuning_results.csv
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model_name,params,accuracy,f1_weighted
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.670079344765805,0.6530733232178255
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6721269516252879,0.6520655236443018
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gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42}",0.6695674430509342,0.6496913977842397
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| 5 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6690555413360635,0.649488303396053
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6654722293319683,0.649382731691848
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6664960327617098,0.6493053065576623
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6670079344765805,0.6486574001766434
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6670079344765805,0.6479942862320617
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| 10 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.663936524187356,0.6479799452723846
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| 11 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6677757870488866,0.6478489926688406
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| 12 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.668031737906322,0.6478345910877996
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| 13 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6677757870488866,0.6473905324190372
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| 14 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6682876887637573,0.6472373693577901
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| 15 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6667519836191451,0.6467637815522576
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| 16 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6641924750447914,0.6458521644641771
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| 17 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6652162784745329,0.6457060805809345
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| 18 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.665984131046839,0.645662406607231
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| 19 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6644484259022267,0.6456241815964866
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| 20 |
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gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42}",0.6654722293319683,0.6455790280757606
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| 21 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6641924750447914,0.645298105640108
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| 22 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6636805733299207,0.6447574015328521
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| 23 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6657281801894036,0.6446332421942054
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| 24 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6608651138981315,0.6444492338214949
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| 25 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 0.8}",0.6616329664704377,0.6441376141612325
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| 26 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6626567699001792,0.6438995951903286
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| 27 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6644484259022267,0.6438007511265015
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| 28 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6613770156130023,0.643705966990052
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| 29 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6675198361914513,0.643318473382764
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| 30 |
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gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42}",0.6629127207576145,0.6432112436376286
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| 31 |
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gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42}",0.6670079344765805,0.6428953852534792
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| 32 |
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gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42}",0.6647043767596621,0.6427105885077777
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| 33 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6624008190427438,0.642669423202758
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| 34 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42, ""subsample"": 1.0}",0.6595853596109547,0.6420926201121446
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| 35 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6652162784745329,0.6415400263936891
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| 36 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 1.0}",0.6657281801894036,0.6414597259502758
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| 37 |
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gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42}",0.6613770156130023,0.6410083030740117
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| 38 |
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xgboost,"{""colsample_bytree"": 0.8, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6641924750447914,0.6404438185233334
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| 39 |
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gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42}",0.6621448681853084,0.6402250630080955
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| 40 |
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adaboost,"{""learning_rate"": 1.0, ""n_estimators"": 50, ""random_state"": 42}",0.6570258510366009,0.6401577997591952
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| 41 |
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adaboost,"{""learning_rate"": 0.5, ""n_estimators"": 200, ""random_state"": 42}",0.6664960327617098,0.6398862954924145
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| 42 |
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xgboost,"{""colsample_bytree"": 1.0, ""eval_metric"": ""mlogloss"", ""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42, ""subsample"": 0.8}",0.6598413104683901,0.6397292770404908
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| 43 |
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random_forest,"{""max_depth"": 10, ""min_samples_split"": 5, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6626567699001792,0.6395489075715091
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| 44 |
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adaboost,"{""learning_rate"": 1.0, ""n_estimators"": 200, ""random_state"": 42}",0.6567699001791656,0.6394045447165251
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| 45 |
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adaboost,"{""learning_rate"": 1.0, ""n_estimators"": 100, ""random_state"": 42}",0.6560020476068594,0.6386521384284701
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| 46 |
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random_forest,"{""max_depth"": 10, ""min_samples_split"": 2, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6626567699001792,0.6384200623158989
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| 47 |
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decision_tree,"{""max_depth"": 5, ""min_samples_split"": 5, ""random_state"": 42}",0.6598413104683901,0.6381949192978146
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| 48 |
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decision_tree,"{""max_depth"": 5, ""min_samples_split"": 2, ""random_state"": 42}",0.6598413104683901,0.6381949192978146
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| 49 |
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gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42}",0.654978244177118,0.6375766983642691
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| 50 |
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adaboost,"{""learning_rate"": 0.5, ""n_estimators"": 100, ""random_state"": 42}",0.6644484259022267,0.6370020296100807
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| 51 |
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random_forest,"{""max_depth"": 10, ""min_samples_split"": 2, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6613770156130023,0.6363417436259146
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| 52 |
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random_forest,"{""max_depth"": 10, ""min_samples_split"": 5, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.659073457896084,0.635969775271737
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| 53 |
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bagging,"{""n_estimators"": 100, ""random_state"": 42}",0.6475556693114922,0.6346076176598076
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| 54 |
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random_forest,"{""max_depth"": null, ""min_samples_split"": 5, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6501151778858459,0.6321914276881256
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| 55 |
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decision_tree,"{""max_depth"": 10, ""min_samples_split"": 2, ""random_state"": 42}",0.6375735858715127,0.631692687919131
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| 56 |
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bagging,"{""n_estimators"": 50, ""random_state"": 42}",0.6426926030202201,0.631604379423815
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| 57 |
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random_forest,"{""max_depth"": null, ""min_samples_split"": 5, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6478116201689276,0.6311433927669958
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| 58 |
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random_forest,"{""max_depth"": null, ""min_samples_split"": 2, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6452521115945739,0.6305723834510608
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| 59 |
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random_forest,"{""max_depth"": null, ""min_samples_split"": 2, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.64601996416688,0.6299649259316764
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| 60 |
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decision_tree,"{""max_depth"": 10, ""min_samples_split"": 5, ""random_state"": 42}",0.6334783721525468,0.6283497191790549
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| 61 |
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adaboost,"{""learning_rate"": 0.5, ""n_estimators"": 50, ""random_state"": 42}",0.6644484259022267,0.6268721945232794
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| 62 |
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decision_tree,"{""max_depth"": 3, ""min_samples_split"": 2, ""random_state"": 42}",0.6403890453033018,0.6267806519064437
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| 63 |
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decision_tree,"{""max_depth"": 3, ""min_samples_split"": 5, ""random_state"": 42}",0.6403890453033018,0.6267806519064437
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| 64 |
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random_forest,"{""max_depth"": 5, ""min_samples_split"": 2, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.661121064755567,0.6170372115002792
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| 65 |
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random_forest,"{""max_depth"": 5, ""min_samples_split"": 2, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6595853596109547,0.6167421974329117
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| 66 |
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random_forest,"{""max_depth"": 5, ""min_samples_split"": 5, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6593294087535193,0.6167209001277381
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| 67 |
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random_forest,"{""max_depth"": 5, ""min_samples_split"": 5, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6606091630406962,0.6166399228684153
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| 68 |
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decision_tree,"{""max_depth"": null, ""min_samples_split"": 2, ""random_state"": 42}",0.5930381366777578,0.5920715480484501
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| 69 |
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decision_tree,"{""max_depth"": null, ""min_samples_split"": 5, ""random_state"": 42}",0.5851036600972613,0.5862663887516638
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