# | mean_fit_time | std_fit_time | mean_score_time | std_score_time | param_gamma | param_learning_rate | param_max_bin | param_max_depth | param_max_leaves | param_min_child_weight | param_n_estimators | param_num_parallel_tree | param_scale_pos_weight | params | split0_test_f1 | split1_test_f1 | split2_test_f1 | split3_test_f1 | split4_test_f1 | mean_test_f1 | std_test_f1 | rank_test_f1 | split0_train_f1 | split1_train_f1 | split2_train_f1 | split3_train_f1 | split4_train_f1 | mean_train_f1 | std_train_f1 | split0_test_recall | split1_test_recall | split2_test_recall | split3_test_recall | split4_test_recall | mean_test_recall | std_test_recall | rank_test_recall | split0_train_recall | split1_train_recall | split2_train_recall | split3_train_recall | split4_train_recall | mean_train_recall | std_train_recall | split0_test_specificity | split1_test_specificity | split2_test_specificity | split3_test_specificity | split4_test_specificity | mean_test_specificity | std_test_specificity | rank_test_specificity | split0_train_specificity | split1_train_specificity | split2_train_specificity | split3_train_specificity | split4_train_specificity | mean_train_specificity | std_train_specificity | split0_test_precision | split1_test_precision | split2_test_precision | split3_test_precision | split4_test_precision | mean_test_precision | std_test_precision | rank_test_precision | split0_train_precision | split1_train_precision | split2_train_precision | split3_train_precision | split4_train_precision | mean_train_precision | std_train_precision | split0_test_balanced_accuracy_score | split1_test_balanced_accuracy_score | split2_test_balanced_accuracy_score | split3_test_balanced_accuracy_score | split4_test_balanced_accuracy_score | mean_test_balanced_accuracy_score | std_test_balanced_accuracy_score | rank_test_balanced_accuracy_score | split0_train_balanced_accuracy_score | split1_train_balanced_accuracy_score | split2_train_balanced_accuracy_score | split3_train_balanced_accuracy_score | split4_train_balanced_accuracy_score | mean_train_balanced_accuracy_score | std_train_balanced_accuracy_score | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 0 | 0.009736347198486327 | 0.00024102151018825106 | 0.00849604606628418 | 0.00014674743920175062 | 0 | 0.2 | 2 | 2 | 3 | 1 | 30 | 1 | 3.8 | {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 2, 'max_leaves': 3, 'min_child_weight': 1, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} | 0.5405405405405406 | 0.6486486486486487 | 0.6 | 0.41025641025641024 | 0.5454545454545454 | 0.548980028980029 | 0.07983078050540568 | 1 | 0.620253164556962 | 0.6086956521739131 | 0.6103896103896104 | 0.6496815286624203 | 0.632258064516129 | 0.624255604059807 | 0.015237548492982568 | 0.7142857142857143 | 0.9230769230769231 | 0.9230769230769231 | 0.6153846153846154 | 0.8571428571428571 | 0.8065934065934066 | 0.1222894746658774 | 1 | 0.9245283018867925 | 0.9074074074074074 | 0.8703703703703703 | 0.9444444444444444 | 0.9245283018867925 | 0.9142557651991614 | 0.024880652155017127 | 0.74 | 0.76 | 0.7 | 0.64 | 0.6326530612244898 | 0.694530612244898 | 0.05135375185973078 | 1 | 0.7185929648241206 | 0.7085427135678392 | 0.7336683417085427 | 0.7386934673366834 | 0.735 | 0.7268994974874372 | 0.01145864842473244 | 0.43478260869565216 | 0.5 | 0.4444444444444444 | 0.3076923076923077 | 0.4 | 0.4173838721664809 | 0.06355289688333494 | 1 | 0.4666666666666667 | 0.45794392523364486 | 0.47 | 0.49514563106796117 | 0.4803921568627451 | 0.47402967596620355 | 0.012771595781154192 | 0.7271428571428571 | 0.8415384615384616 | 0.8115384615384615 | 0.6276923076923078 | 0.7448979591836735 | 0.7505620094191523 | 0.07439401093385065 | 1 | 0.8215606333554566 | 0.8079750604876232 | 0.8020193560394565 | 0.8415689558905639 | 0.8297641509433962 | 0.8205776313432993 | 0.01434732390373215 |