results_2.json

{"cross_val_dict": {"Voting Classifier Soft tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8998302207130731, "Voting Classifier Soft tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8981324278438031, "Voting Classifier Soft tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8904923599320883, "Voting Classifier Soft tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8862478777589134, "Voting Classifier Soft tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8845500848896435, "Voting Classifier Soft tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.8845500848896435, "Voting Classifier Soft tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8820033955857386, "Voting Classifier Hard tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8803056027164686, "Voting Classifier Soft tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person']": 0.8777589134125636, "Voting Classifier Hard tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8760611205432938, "Voting Classifier Soft tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.8726655348047538, "Voting Classifier Hard tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8718166383701188, "Voting Classifier Hard tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.8675721561969439, "Voting Classifier Hard tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.866723259762309, "Voting Classifier Soft tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.866723259762309, "Voting Classifier Soft tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8641765704584041, "Voting Classifier Hard tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8556876061120543, "Voting Classifier Hard tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8548387096774194, "Voting Classifier Soft tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.8548387096774194, "Voting Classifier Hard tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person']": 0.8548387096774194, "Voting Classifier Hard tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.8539898132427843, "Voting Classifier Hard tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8455008488964346, "Voting Classifier Hard tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.8455008488964346, "Voting Classifier Hard tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.8421052631578947, "Voting Classifier Soft tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8378607809847198, "Voting Classifier Soft tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.8285229202037352, "Voting Classifier Soft tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.8276740237691002, "Voting Classifier Hard tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.8259762308998302, "Voting Classifier Hard tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.8242784380305602, "Voting Classifier Soft tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.8234295415959253, "Voting Classifier Hard tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8217317487266553, "Voting Classifier Hard tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.8217317487266553, "Random Forest Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.8182529335071708, "XGBoost Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.8173765029697233, "Random Forest Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.8165435317977691, "Random Forest Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.8165290453426046, "SVM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.8165218021150225, "LightGBM Classifier tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.8157395335361437, "Decision Tree Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.8157033173982328, "Random Forest Classifier tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.8156960741706504, "Decision Tree Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.8156960741706504, "Decision Tree Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.8156888309430682, "SVM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.815681587715486, "SVM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.8156743444879039, "Random Forest Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8156743444879038, "Random Forest Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8148486165435319, "SVM Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.8148486165435319, "Random Forest Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8148413733159495, "XGBoost Classifier tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.8148196436332029, "XGBoost Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8140591047370709, "XGBoost Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8140156453715776, "Random Forest Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8139866724612487, "XGBoost Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.8139866724612487, "LightGBM Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8139794292336665, "Random Forest Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8139794292336665, "XGBoost Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8139721860060843, "XGBoost Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8131754309720411, "Random Forest Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8131537012892945, "XGBoost Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8131392148341302, "SVM Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8131319716065478, "Random Forest Classifier tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8123279733449225, "LightGBM Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8123279733449225, "XGBoost Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.8123279733449225, "Decision Tree Classifier tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.8123062436621759, "LightGBM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.8122917572070115, "Random Forest Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.8114877589453862, "LightGBM Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8114587860350573, "LightGBM Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.811451542807475, "LightGBM Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8114370563523107, "LightGBM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person']": 0.8106403013182675, "XGBoost Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.8106330580906851, "LightGBM Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8106040851803563, "LightGBM Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8106040851803563, "Random Forest Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8097566275532377, "Decision Tree Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.8097493843256556, "LightGBM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.8097493843256555, "XGBoost Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.8097493843256555, "XGBoost Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8089526292916125, "Random Forest Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person']": 0.8089164131537012, "XGBoost Classifier basic": 0.8089019266985368, "LightGBM Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.8088874402433724, "Decision Tree Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8080906852093293, "XGBoost Classifier tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.808047225843836, "Random Forest Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.8080399826162538, "LightGBM Classifier basic": 0.8072214978994641, "LightGBM Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.8072214978994641, "XGBoost Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8072070114442995, "Decision Tree Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.8072070114442995, "LightGBM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.8071997682167174, "Random Forest Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.8071780385339707, "XGBoost Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.8064392293205852, "Decision Tree Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8063667970447632, "Decision Tree Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8055265826452267, "LightGBM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.8055120961900624, "Voting Classifier Soft tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins']": 0.8047538200339559, "Decision Tree Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.8046573953353615, "KNN Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.8046356656526148, "Voting Classifier Hard basic": 0.8038316673909895, "Decision Tree Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.803817180935825, "KNN Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.803817180935825, "LightGBM Classifier tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8037954512530783, "Voting Classifier Hard tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins']": 0.8030560271646859, "Decision Tree Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8021584818194988, "Decision Tree Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8013037809647979, "XGBoost Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person']": 0.8013037809647979, "Decision Tree Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person']": 0.8012892945096336, "KNN Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.7987686513110243, "Decision Tree Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7987469216282775, 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'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.7961900622917572, "Random Forest Classifier basic": 0.7953498478922209, "KNN Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.7953208749818919, "Logistic Regression Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7945168767202666, "Logistic Regression Classifier basic": 0.7936694190931479, "Logistic Regression Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.792778502100536, "Logistic Regression Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.792778502100536, "Logistic Regression Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.7919817470664928, "KNN Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.7919672606113284, "Logistic Regression Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person']": 0.7919310444734174, "Logistic Regression Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.7910908300738809, "Logistic Regression Classifier tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.7902651021295088, "KNN Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins']": 0.788548457192525, "Logistic Regression Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7876792698826597, "Logistic Regression Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.7859843546284224, "Decision Tree Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins']": 0.7851586266840505, "LightGBM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins']": 0.7851586266840505, "Logistic Regression Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.7825800376647835, "Logistic Regression Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.7817180935825003, "KNN Classifier tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.7792626394321309, "SVM Classifier tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.7792481529769665, "Logistic Regression Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins']": 0.7792191800666377, "SVM Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.7766405910473708, "KNN Classifier tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.7741561639866724, "Logistic Regression Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7740837317108504, "Logistic Regression Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7732652469940605, "Decision Tree Classifier basic": 0.7724322758221064, "SVM Classifier tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.7715848181949878, "SVM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person']": 0.7715558452846588, "KNN Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person']": 0.749550919889903, "SVM Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7495291902071564, "SVM Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7486817325800377, "SVM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.7477908155874258, "SVM Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7427422859626249, "SVM Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7427350427350428, "KNN Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.7427060698247139, "SVM Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7368028393452123, "KNN Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.7359481384905114, "KNN Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7359481384905113, "KNN Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7351006808633928, "SVM Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7342604664638563, "KNN Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7316963638997538, "KNN Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7299942054179342, "KNN Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.729986962190352, "KNN Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.72916123424598, "Logistic Regression Classifier tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.7189989859481385, "KNN Classifier basic": 0.7105244096769521, "Naive Bayes Classifier basic": 0.6995002172968275, "SVM Classifier basic": 0.6748515138345648}, "accuracy_dict": {"SVM Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.8244274809160306, "Voting Classifier Soft tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8091603053435115, "Random Forest Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8091603053435115, "Logistic Regression Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8091603053435115, "Random Forest Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8091603053435115, "Logistic Regression Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.8091603053435115, "Random Forest Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.8015267175572519, "Logistic Regression Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8015267175572519, "SVM Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.8015267175572519, "XGBoost Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 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'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7938931297709924, "XGBoost Classifier tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.7938931297709924, "Voting Classifier Hard tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7938931297709924, "XGBoost Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7938931297709924, "XGBoost Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7938931297709924, "Voting Classifier Hard tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7938931297709924, "Logistic Regression Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.7938931297709924, "Voting Classifier Hard tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7938931297709924, "Logistic Regression Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.7938931297709924, "SVM Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.7938931297709924, "KNN Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins']": 0.7938931297709924, "SVM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.7938931297709924, "LightGBM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.7938931297709924, "Voting Classifier Hard tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.7938931297709924, "SVM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.7938931297709924, "LightGBM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp']": 0.7938931297709924, "SVM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.7938931297709924, "XGBoost Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch']": 0.7938931297709924, "XGBoost Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.7938931297709924, "Logistic Regression Classifier basic": 0.7862595419847328, "LightGBM Classifier basic": 0.7862595419847328, "KNN Classifier tuned ['family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.7862595419847328, "Decision Tree Classifier tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "Voting Classifier Soft tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "Decision Tree Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "Voting Classifier Soft tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "Logistic Regression Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "Voting Classifier Hard tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "Random Forest Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "LightGBM Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "KNN Classifier tuned ['pclass', 'fare_per_person', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded']": 0.7862595419847328, "Voting Classifier Hard tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.7862595419847328, "Decision Tree Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "XGBoost Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "Voting Classifier Soft tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7862595419847328, "Voting Classifier Soft tuned ['pclass', 'parch', 'family_size', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned']": 0.7862595419847328, "Random Forest Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.7862595419847328, "Logistic Regression Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size']": 0.7862595419847328, "Random Forest Classifier tuned 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'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7786259541984732, "Decision Tree Classifier tuned ['pclass', 'family_size', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare', 'fare_per_person_scaled']": 0.7786259541984732, "Voting Classifier Soft tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7786259541984732, "Random Forest Classifier tuned ['family_size', 'fare_per_person', 'is_alone', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_scaled']": 0.7786259541984732, "Random Forest Classifier tuned ['pclass', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7786259541984732, "LightGBM Classifier tuned ['pclass', 'parch', 'fare_per_person', 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Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7022900763358778, "KNN Classifier tuned ['pclass', 'sibsp', 'parch', 'fare_per_person', 'deck_encoded', 'age_group_encoded', 'sex_encoded', 'embarked_encoded', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.7022900763358778, "SVM Classifier tuned ['sex_encoded', 'pclass', 'deck_encoded', 'title_categorical_encoded', 'multiple_cabins', 'family_size', 'sibsp', 'parch', 'fare_per_person', 'fare']": 0.6946564885496184, "SVM Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.6870229007633588, "KNN Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']": 0.6793893129770993, "Naive Bayes Classifier basic": 0.6717557251908397, "Logistic Regression Classifier tuned ['sibsp', 'family_size', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'multiple_cabins', 'fare_per_person_binned']": 0.6717557251908397, "SVM Classifier basic": 0.6641221374045801, "Random guess": 0.5190839694656488}, "best_estimators": {"Decision Tree Classifier tuned ['pclass', 'sibsp', 'parch', 'family_size', 'fare_per_person', 'is_alone', 'deck_encoded', 'age_group_encoded', 'title_categorical_encoded', 'sex_encoded', 'embarked_encoded', 'deck_encoded_no_missing', 'multiple_cabins', 'fare_per_person_binned', 'fare', 'fare_per_person_scaled']":