tuning_results.csv

model_name,params,accuracy,f1_weighted
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
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
gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42}",0.6695674430509342,0.6496913977842397
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 200, ""random_state"": 42}",0.6654722293319683,0.6455790280757606
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
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
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
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
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
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
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
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
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
gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42}",0.6629127207576145,0.6432112436376286
gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42}",0.6670079344765805,0.6428953852534792
gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 3, ""n_estimators"": 100, ""random_state"": 42}",0.6647043767596621,0.6427105885077777
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
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
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
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
gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42}",0.6613770156130023,0.6410083030740117
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
gradient_boosting,"{""learning_rate"": 0.05, ""max_depth"": 5, ""n_estimators"": 100, ""random_state"": 42}",0.6621448681853084,0.6402250630080955
adaboost,"{""learning_rate"": 1.0, ""n_estimators"": 50, ""random_state"": 42}",0.6570258510366009,0.6401577997591952
adaboost,"{""learning_rate"": 0.5, ""n_estimators"": 200, ""random_state"": 42}",0.6664960327617098,0.6398862954924145
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
random_forest,"{""max_depth"": 10, ""min_samples_split"": 5, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6626567699001792,0.6395489075715091
adaboost,"{""learning_rate"": 1.0, ""n_estimators"": 200, ""random_state"": 42}",0.6567699001791656,0.6394045447165251
adaboost,"{""learning_rate"": 1.0, ""n_estimators"": 100, ""random_state"": 42}",0.6560020476068594,0.6386521384284701
random_forest,"{""max_depth"": 10, ""min_samples_split"": 2, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6626567699001792,0.6384200623158989
decision_tree,"{""max_depth"": 5, ""min_samples_split"": 5, ""random_state"": 42}",0.6598413104683901,0.6381949192978146
decision_tree,"{""max_depth"": 5, ""min_samples_split"": 2, ""random_state"": 42}",0.6598413104683901,0.6381949192978146
gradient_boosting,"{""learning_rate"": 0.1, ""max_depth"": 5, ""n_estimators"": 200, ""random_state"": 42}",0.654978244177118,0.6375766983642691
adaboost,"{""learning_rate"": 0.5, ""n_estimators"": 100, ""random_state"": 42}",0.6644484259022267,0.6370020296100807
random_forest,"{""max_depth"": 10, ""min_samples_split"": 2, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6613770156130023,0.6363417436259146
random_forest,"{""max_depth"": 10, ""min_samples_split"": 5, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.659073457896084,0.635969775271737
bagging,"{""n_estimators"": 100, ""random_state"": 42}",0.6475556693114922,0.6346076176598076
random_forest,"{""max_depth"": null, ""min_samples_split"": 5, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6501151778858459,0.6321914276881256
decision_tree,"{""max_depth"": 10, ""min_samples_split"": 2, ""random_state"": 42}",0.6375735858715127,0.631692687919131
bagging,"{""n_estimators"": 50, ""random_state"": 42}",0.6426926030202201,0.631604379423815
random_forest,"{""max_depth"": null, ""min_samples_split"": 5, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6478116201689276,0.6311433927669958
random_forest,"{""max_depth"": null, ""min_samples_split"": 2, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6452521115945739,0.6305723834510608
random_forest,"{""max_depth"": null, ""min_samples_split"": 2, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.64601996416688,0.6299649259316764
decision_tree,"{""max_depth"": 10, ""min_samples_split"": 5, ""random_state"": 42}",0.6334783721525468,0.6283497191790549
adaboost,"{""learning_rate"": 0.5, ""n_estimators"": 50, ""random_state"": 42}",0.6644484259022267,0.6268721945232794
decision_tree,"{""max_depth"": 3, ""min_samples_split"": 2, ""random_state"": 42}",0.6403890453033018,0.6267806519064437
decision_tree,"{""max_depth"": 3, ""min_samples_split"": 5, ""random_state"": 42}",0.6403890453033018,0.6267806519064437
random_forest,"{""max_depth"": 5, ""min_samples_split"": 2, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.661121064755567,0.6170372115002792
random_forest,"{""max_depth"": 5, ""min_samples_split"": 2, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6595853596109547,0.6167421974329117
random_forest,"{""max_depth"": 5, ""min_samples_split"": 5, ""n_estimators"": 100, ""n_jobs"": -1, ""random_state"": 42}",0.6593294087535193,0.6167209001277381
random_forest,"{""max_depth"": 5, ""min_samples_split"": 5, ""n_estimators"": 200, ""n_jobs"": -1, ""random_state"": 42}",0.6606091630406962,0.6166399228684153
decision_tree,"{""max_depth"": null, ""min_samples_split"": 2, ""random_state"": 42}",0.5930381366777578,0.5920715480484501
decision_tree,"{""max_depth"": null, ""min_samples_split"": 5, ""random_state"": 42}",0.5851036600972613,0.5862663887516638