Models:
Joseph Gordon
joseph-gordon/
ML_BreastCancerTreatment
0
Downloads: 1
[e6e569]: / XGBClassification / output / output2.csv

Download this file

# 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 0.013195085525512695 0.0008524282976318491 0.014721298217773437 0.000314243378783869 0.0 0.2 2 1 1 0.0 30 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
2 1 0.016179466247558595 0.00043555300517262614 0.014878606796264649 0.0005563437256364825 0.0 0.2 2 1 1 0.0 30 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
3 2 0.019155502319335938 0.00035307748607954866 0.015061187744140624 0.0004028594055592087 0.0 0.2 2 1 1 0.0 50 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
4 3 0.016323184967041014 0.002373724333217486 0.014008092880249023 0.0009446979964245823 0.0 0.2 2 1 1 0.0 50 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
5 4 0.020310020446777342 0.0008947734427991966 0.015049123764038086 0.000533154878417916 0.0 0.2 2 1 1 0.0 70 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
6 5 0.021784162521362303 0.0006253543190288034 0.014800310134887695 0.0004272420225204907 0.0 0.2 2 1 1 0.0 70 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
7 6 0.023179292678833008 0.0025492497018989816 0.015495014190673829 0.000993132771828653 0.0 0.2 2 1 1 0.0 75 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
8 7 0.023099708557128906 0.0008353220407968308 0.015119838714599609 0.0007451032838447586 0.0 0.2 2 1 1 0.0 75 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
9 8 0.023328590393066406 0.0008463751483280962 0.015187597274780274 0.0006639818416078571 0.0 0.2 2 1 1 0.0 80 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
10 9 0.02302417755126953 0.0005018271633126416 0.015257883071899413 0.0007164547629504937 0.0 0.2 2 1 1 0.0 80 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
11 10 0.025416040420532228 0.0022890268250738543 0.01485142707824707 0.00048217712606771944 0.0 0.2 2 1 1 0.0 100 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
12 11 0.02583446502685547 0.0005937033106695327 0.015935611724853516 0.0010741918788909955 0.0 0.2 2 1 1 0.0 100 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
13 12 0.015547037124633789 0.0007570702730541934 0.013723325729370118 0.002756898154374261 0.0 0.2 2 1 1 0.001 30 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
14 13 0.014211082458496093 0.002586100373674649 0.01411452293395996 0.0012556907046687828 0.0 0.2 2 1 1 0.001 30 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
15 14 0.01737241744995117 0.0012743572157999893 0.014845609664916992 0.0008363072632049617 0.0 0.2 2 1 1 0.001 50 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
16 15 0.01946706771850586 0.000669809175966834 0.014986467361450196 0.0003220178947793646 0.0 0.2 2 1 1 0.001 50 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
17 16 0.021860599517822266 0.0004603208453888838 0.015316963195800781 0.0008290936893445892 0.0 0.2 2 1 1 0.001 70 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
18 17 0.021717548370361328 0.0007409525482083885 0.014928340911865234 0.0003140205665756286 0.0 0.2 2 1 1 0.001 70 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
19 18 0.02246856689453125 0.000684444356489403 0.015347862243652343 0.0005354350837393596 0.0 0.2 2 1 1 0.001 75 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
20 19 0.024249172210693358 0.002587026864549257 0.015130233764648438 0.0007523245188689516 0.0 0.2 2 1 1 0.001 75 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
21 20 0.023056936264038087 0.00020088280781929447 0.014998388290405274 0.00015666023119002284 0.0 0.2 2 1 1 0.001 80 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
22 21 0.023671722412109374 0.0013799595980930864 0.014956378936767578 0.0004833336926987009 0.0 0.2 2 1 1 0.001 80 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
23 22 0.02898092269897461 0.005725005505806163 0.015550041198730468 0.0018764566444447197 0.0 0.2 2 1 1 0.001 100 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
24 23 0.025369024276733397 0.0002170208229920779 0.013806295394897462 0.0018647245535698337 0.0 0.2 2 1 1 0.001 100 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.001, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
25 24 0.0168731689453125 0.000727106550619768 0.015248298645019531 0.0007982648249545517 0.0 0.2 2 1 1 0.005 30 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
26 25 0.015926599502563477 0.00030486344208764427 0.015119695663452148 0.0006023894142927741 0.0 0.2 2 1 1 0.005 30 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
27 26 0.02126603126525879 0.0033834372010734274 0.014651870727539063 0.0005466927849867854 0.0 0.2 2 1 1 0.005 50 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
28 27 0.01859707832336426 0.00019247148993851374 0.01523747444152832 0.00035488525332231217 0.0 0.2 2 1 1 0.005 50 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
29 28 0.02245802879333496 0.0006485039065643457 0.015841245651245117 0.0006960732230944296 0.0 0.2 2 1 1 0.005 70 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
30 29 0.022054100036621095 0.0011686802153595315 0.014951038360595702 0.0009757728545976206 0.0 0.2 2 1 1 0.005 70 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
31 30 0.02299075126647949 0.0012023596343831932 0.01445150375366211 0.0029575063306639007 0.0 0.2 2 1 1 0.005 75 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
32 31 0.02229771614074707 0.00037685525744112646 0.012904119491577149 0.002647846540501759 0.0 0.2 2 1 1 0.005 75 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
33 32 0.024164581298828126 0.003931499255004262 0.01581859588623047 0.001298679468516823 0.0 0.2 2 1 1 0.005 80 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
34 33 0.023144340515136717 0.0004712398215343732 0.014838933944702148 0.00035582875070297275 0.0 0.2 2 1 1 0.005 80 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
35 34 0.02667574882507324 0.0014294539309526286 0.015006113052368163 0.00034510637273776126 0.0 0.2 2 1 1 0.005 100 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
36 35 0.026137351989746094 0.0008942001247601777 0.014993906021118164 0.0014527175255622164 0.0 0.2 2 1 1 0.005 100 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.005, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
37 36 0.01606583595275879 0.000223561327118166 0.014613056182861328 0.0002944826614092775 0.0 0.2 2 1 1 0.01 30 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
38 37 0.016298246383666993 0.00022504225488270568 0.015155839920043945 0.0005239309200978523 0.0 0.2 2 1 1 0.01 30 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
39 38 0.018889188766479492 0.0007435473652325659 0.01571650505065918 0.0004966391063990921 0.0 0.2 2 1 1 0.01 50 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
40 39 0.018947029113769533 0.0004198527918225336 0.014968347549438477 0.0003834614139043919 0.0 0.2 2 1 1 0.01 50 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
41 40 0.02195768356323242 0.0004773424665970506 0.015413999557495117 0.0004715175010614481 0.0 0.2 2 1 1 0.01 70 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
42 41 0.022066211700439452 0.0011272482319210524 0.015640115737915038 0.0008272811872740884 0.0 0.2 2 1 1 0.01 70 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
43 42 0.022499561309814453 0.0004907600989931571 0.015550470352172852 0.0007177789306349335 0.0 0.2 2 1 1 0.01 75 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
44 43 0.022136497497558593 0.00018257735506130754 0.014722442626953125 0.0007743960030732776 0.0 0.2 2 1 1 0.01 75 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
45 44 0.02358274459838867 0.0009586761958791726 0.01569375991821289 0.0005515518457787017 0.0 0.2 2 1 1 0.01 80 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
46 45 0.02405414581298828 0.0014592092275860558 0.014690399169921875 0.00017168707125479797 0.0 0.2 2 1 1 0.01 80 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
47 46 0.02477707862854004 0.0022627491971969655 0.015155363082885741 0.0002689127117109756 0.0 0.2 2 1 1 0.01 100 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
48 47 0.025963497161865235 0.0026116752499841128 0.015121698379516602 0.0004483510920842469 0.0 0.2 2 1 1 0.01 100 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 0.01, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
49 48 0.016193723678588866 0.000710207378340124 0.015353536605834961 0.0008516470313863502 0.0 0.2 2 1 1 1.0 30 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
50 49 0.01664843559265137 0.0006185931026115619 0.016103124618530272 0.0005308028350610935 0.0 0.2 2 1 1 1.0 30 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
51 50 0.019303512573242188 0.0005686227110421025 0.01592741012573242 0.0006432892136852635 0.0 0.2 2 1 1 1.0 50 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
52 51 0.018912315368652344 0.000493205053374525 0.015476465225219727 0.0005660510587318871 0.0 0.2 2 1 1 1.0 50 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
53 52 0.022531747817993164 0.0013764484106867576 0.015040922164916991 0.0010076361826755478 0.0 0.2 2 1 1 1.0 70 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
54 53 0.021844244003295897 0.0004886195195717263 0.015597057342529298 0.0008360499507602261 0.0 0.2 2 1 1 1.0 70 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
55 54 0.02334442138671875 0.0012468803315965333 0.016448116302490233 0.0029932016746906046 0.0 0.2 2 1 1 1.0 75 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
56 55 0.02234201431274414 0.0007184608871035793 0.014970731735229493 0.0007088106230668668 0.0 0.2 2 1 1 1.0 75 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
57 56 0.02382664680480957 0.000840743862208095 0.015423345565795898 0.0005894084836538706 0.0 0.2 2 1 1 1.0 80 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
58 57 0.022888946533203124 0.001055253983752291 0.014449834823608398 0.0014399792721014038 0.0 0.2 2 1 1 1.0 80 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
59 58 0.024503231048583984 0.0035889136975747124 0.01516580581665039 0.0009132938534565043 0.0 0.2 2 1 1 1.0 100 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
60 59 0.024085521697998047 0.003481853997582458 0.01518106460571289 0.00014636314424559523 0.0 0.2 2 1 1 1.0 100 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 1, 'min_child_weight': 1, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 34561 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.3464052287581699 0.3498641610397207 0.002387703087291649 1.0 1.0 1.0 1.0 1.0 1.0 0.0 1 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 34561 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.2222222222222222 0.21200396825396828 0.007012141685346149 34561 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.20948616600790515 0.2120239663717925 0.0017525584683160604 0.5 0.5 0.5 0.5 0.5 0.5 0.0 34561 0.5 0.5 0.5 0.5 0.5 0.5 0.0
61 60 0.016486406326293945 0.0003174456132484152 0.014976215362548829 0.0004306724579891846 0.0 0.2 2 1 2 0.0 30 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5641025641025641 0.55 0.5365853658536586 0.5128205128205128 0.5641025641025641 0.5455222013758598 0.019286149963909073 9189 0.5644171779141104 0.5732484076433121 0.5542168674698795 0.6103896103896104 0.5921052631578947 0.5788754653149615 0.020084427754068847 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.8065934065934066 0.032856959093903404 19633 0.8679245283018868 0.8333333333333334 0.8518518518518519 0.8703703703703703 0.8490566037735849 0.8545073375262054 0.01354073392024599 0.72 0.68 0.66 0.68 0.7142857142857143 0.690857142857143 0.022742569991008436 28553 0.678391959798995 0.7085427135678392 0.6683417085427136 0.7336683417085427 0.73 0.7037889447236181 0.026472285497232427 0.44 0.4074074074074074 0.39285714285714285 0.38461538461538464 0.44 0.4129759869759869 0.023240891950139113 18557 0.41818181818181815 0.4368932038834951 0.4107142857142857 0.47 0.45454545454545453 0.43806695246501065 0.02207362763687248 0.7528571428571429 0.7630769230769231 0.7530769230769231 0.7246153846153847 0.75 0.7487252747252746 0.012844381757655145 5607 0.773158244050441 0.7709380234505863 0.7600967801972827 0.8020193560394565 0.7895283018867925 0.7791481411249117 0.014812693620632271
62 61 0.016203927993774413 0.0003248151021434709 0.015319490432739257 0.000408582965735964 0.0 0.2 2 1 2 0.0 30 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5641025641025641 0.5238095238095238 0.5238095238095238 0.4878048780487805 0.5581395348837209 0.5315332049308227 0.027568594532366493 19799 0.562874251497006 0.5644171779141104 0.5649717514124294 0.5962732919254659 0.5802469135802469 0.5737566772658518 0.012899220628797595 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.7692307692307693 0.8571428571428571 0.8208791208791208 0.03604663619089388 18305 0.8867924528301887 0.8518518518518519 0.9259259259259259 0.8888888888888888 0.8867924528301887 0.8880503144654088 0.023446783480654945 0.72 0.64 0.64 0.64 0.6530612244897959 0.6586122448979592 0.031107932378944124 34401 0.6633165829145728 0.6834170854271356 0.6331658291457286 0.7035175879396985 0.69 0.6746834170854271 0.02447529003355654 0.44 0.3793103448275862 0.3793103448275862 0.35714285714285715 0.41379310344827586 0.3939113300492611 0.029318078211485875 29237 0.41228070175438597 0.42201834862385323 0.4065040650406504 0.4485981308411215 0.43119266055045874 0.42411878136209397 0.014860070627417498 0.7528571428571429 0.7430769230769231 0.7430769230769231 0.7046153846153846 0.7551020408163265 0.7397456828885399 0.018243137287543645 11995 0.7750545178723808 0.7676344686394938 0.7795458775358273 0.7962032384142936 0.7883962264150943 0.781366865775418 0.01001269523553627
63 62 0.019112586975097656 0.0003541137981030144 0.015191650390625 0.0004893636115964905 0.0 0.2 2 1 2 0.0 50 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5789473684210527 0.5128205128205128 0.5238095238095238 0.5128205128205128 0.55 0.5356795835743204 0.02554661653692323 16801 0.5802469135802469 0.5962732919254659 0.6037735849056604 0.6025641025641025 0.609271523178808 0.5984258832308568 0.009984580764550692 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8679245283018868 0.8805730258560447 0.009392199925317351 0.74 0.68 0.64 0.68 0.6938775510204082 0.6867755102040817 0.03213424568803804 29897 0.6884422110552764 0.7035175879396985 0.7135678391959799 0.7236180904522613 0.74 0.7138291457286432 0.01750217134725402 0.4583333333333333 0.38461538461538464 0.3793103448275862 0.38461538461538464 0.4230769230769231 0.40599027409372235 0.030519960190356965 23997 0.43119266055045874 0.4485981308411215 0.45714285714285713 0.46078431372549017 0.46938775510204084 0.4534211434723937 0.012964312705308737 0.7628571428571429 0.7246153846153847 0.7430769230769231 0.7246153846153847 0.7397959183673469 0.7389921507064364 0.014143917877295032 13197 0.7876173319427325 0.7962032384142936 0.8012283640424344 0.7969942304113158 0.8039622641509434 0.7972010857923439 0.005564518474925368
64 63 0.02061905860900879 0.0013154377798233851 0.015395689010620116 0.00047146296882872413 0.0 0.2 2 1 2 0.0 50 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5641025641025641 0.5 0.5238095238095238 0.47619047619047616 0.55 0.5228205128205129 0.032059465203399626 23237 0.5647058823529412 0.5818181818181818 0.5798816568047337 0.6 0.5949367088607594 0.5842684859673233 0.012403509456301648 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.8888888888888888 0.8867924528301887 0.895527603074773 0.009036047449472902 0.72 0.66 0.64 0.62 0.6938775510204082 0.6667755102040817 0.03610581883993848 33921 0.6532663316582915 0.6834170854271356 0.6683417085427136 0.7085427135678392 0.71 0.6847135678391959 0.02220756242574156 0.44 0.37037037037037035 0.3793103448275862 0.3448275862068966 0.4230769230769231 0.39151704489635525 0.034993467302186006 30055 0.41025641025641024 0.43243243243243246 0.4260869565217391 0.4528301886792453 0.44761904761904764 0.433845007101775 0.015288989036774154 0.7528571428571429 0.7146153846153847 0.7430769230769231 0.6946153846153846 0.7397959183673469 0.7289921507064364 0.021321789366131282 20635 0.7794633545083911 0.7861529871580122 0.7878745579750606 0.7987158012283639 0.7983962264150943 0.7901205854569844 0.007439449100939363
65 64 0.022780227661132812 0.0009117060300954052 0.015340375900268554 0.0004419786205457047 0.0 0.2 2 1 2 0.0 70 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5238095238095238 0.5 0.55 0.5362449262449263 0.03349902358885169 16139 0.573170731707317 0.588957055214724 0.6114649681528662 0.6064516129032258 0.6064516129032258 0.5972991961762718 0.014282693534711649 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8843466107617051 0.007050732777430853 0.76 0.68 0.64 0.66 0.6938775510204082 0.6867755102040817 0.040897551833076654 29897 0.678391959798995 0.6934673366834171 0.7236180904522613 0.7286432160804021 0.725 0.7098241206030151 0.02015075376884421 0.4782608695652174 0.38461538461538464 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40712677849109624 0.03986481255235346 22731 0.42342342342342343 0.44036697247706424 0.46601941747572817 0.46534653465346537 0.46078431372549017 0.4511881323510343 0.016736132372993942 0.7728571428571429 0.7246153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7389921507064365 0.01982466761100168 12493 0.7825922063145918 0.791178112786153 0.8062534896705751 0.7995067932253862 0.8058962264150944 0.7970853656823601 0.009082911217229026
66 65 0.02290997505187988 0.001083999215397785 0.015993261337280275 0.00235754443137748 0.0 0.2 2 1 2 0.0 70 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5789473684210527 0.5 0.5238095238095238 0.5 0.55 0.5305513784461153 0.030438944724996347 20437 0.5748502994011976 0.5853658536585366 0.5975609756097561 0.6163522012578616 0.5949367088607594 0.5938132077576223 0.013814947927629483 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.9074074074074074 0.8867924528301887 0.8992313067784767 0.0093458106856635 0.74 0.66 0.64 0.66 0.6938775510204082 0.6787755102040817 0.035171265391004874 32473 0.6683417085427136 0.6884422110552764 0.6934673366834171 0.7185929648241206 0.71 0.6957688442211055 0.01751964918665738 0.4583333333333333 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40029226839571663 0.03498224346016639 26897 0.42105263157894735 0.43636363636363634 0.44545454545454544 0.4666666666666667 0.44761904761904764 0.44343130553656873 0.01491488978169578 0.7628571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7349921507064365 0.018413705266677873 16651 0.787001042950602 0.7886655499720826 0.8004373720454123 0.8130001861157641 0.7983962264150943 0.7975000754997911 0.00935908919004387
67 66 0.02372403144836426 0.0009912671365905328 0.014946460723876953 0.000219292997310461 0.0 0.2 2 1 2 0.0 75 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5238095238095238 0.5 0.55 0.5362449262449263 0.03349902358885169 16139 0.573170731707317 0.588957055214724 0.6153846153846154 0.6064516129032258 0.6064516129032258 0.5980831256226216 0.015121621860084023 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8843466107617051 0.007050732777430853 0.76 0.68 0.64 0.66 0.6938775510204082 0.6867755102040817 0.040897551833076654 29897 0.678391959798995 0.6934673366834171 0.7286432160804021 0.7286432160804021 0.725 0.7108291457286432 0.020924142802668497 0.4782608695652174 0.38461538461538464 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40712677849109624 0.03986481255235346 22731 0.42342342342342343 0.44036697247706424 0.47058823529411764 0.46534653465346537 0.46078431372549017 0.45210189591471217 0.017622217740866884 0.7728571428571429 0.7246153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7389921507064365 0.01982466761100168 12493 0.7825922063145918 0.791178112786153 0.8087660524846454 0.7995067932253862 0.8058962264150944 0.7975878782451742 0.009629306654491727
68 67 0.02323918342590332 0.0004984143081961754 0.015208196640014649 0.000291990617678383 0.0 0.2 2 1 2 0.0 75 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5789473684210527 0.5 0.5238095238095238 0.5 0.55 0.5305513784461153 0.030438944724996347 20437 0.5748502994011976 0.5853658536585366 0.5975609756097561 0.6163522012578616 0.5987261146496815 0.5945710889154066 0.013958985717954155 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.9074074074074074 0.8867924528301887 0.8992313067784767 0.0093458106856635 0.74 0.66 0.64 0.66 0.6938775510204082 0.6787755102040817 0.035171265391004874 32473 0.6683417085427136 0.6884422110552764 0.6934673366834171 0.7185929648241206 0.715 0.6967688442211055 0.01842282332275196 0.4583333333333333 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40029226839571663 0.03498224346016639 26897 0.42105263157894735 0.43636363636363634 0.44545454545454544 0.4666666666666667 0.4519230769230769 0.4442921113973746 0.015252132636992327 0.7628571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7349921507064365 0.018413705266677873 16651 0.787001042950602 0.7886655499720826 0.8004373720454123 0.8130001861157641 0.8008962264150943 0.7980000754997911 0.0094598467948746
69 68 0.024101638793945314 0.0007669874122334812 0.015097427368164062 0.00028208996323923237 0.0 0.2 2 1 2 0.0 80 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5238095238095238 0.5 0.55 0.5362449262449263 0.03349902358885169 16139 0.5766871165644172 0.6 0.6153846153846154 0.6064516129032258 0.6103896103896104 0.6017825910483737 0.013519290539713064 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8843466107617051 0.007050732777430853 0.76 0.68 0.64 0.66 0.6938775510204082 0.6867755102040817 0.040897551833076654 29897 0.6834170854271356 0.7085427135678392 0.7286432160804021 0.7286432160804021 0.73 0.7158492462311558 0.018071223728409965 0.4782608695652174 0.38461538461538464 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40712677849109624 0.03986481255235346 22731 0.42727272727272725 0.4528301886792453 0.47058823529411764 0.46534653465346537 0.46534653465346537 0.45627684411060415 0.015636193385231652 0.7728571428571429 0.7246153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7389921507064365 0.01982466761100168 12493 0.7851047691286621 0.7987158012283639 0.8087660524846454 0.7995067932253862 0.8083962264150943 0.8000979284964304 0.008614553573378874
70 69 0.02449655532836914 0.00052157066531275 0.01600780487060547 0.0011436795710318508 0.0 0.2 2 1 2 0.0 80 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5789473684210527 0.5 0.5238095238095238 0.5 0.55 0.5305513784461153 0.030438944724996347 20437 0.5833333333333334 0.5853658536585366 0.6049382716049383 0.6242038216560509 0.5987261146496815 0.5993134789805081 0.01484192544421336 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9245283018867925 0.8888888888888888 0.9074074074074074 0.9074074074074074 0.8867924528301887 0.903004891684137 0.013886152704385235 0.74 0.66 0.64 0.66 0.6938775510204082 0.6787755102040817 0.035171265391004874 32473 0.6683417085427136 0.6884422110552764 0.7035175879396985 0.7286432160804021 0.715 0.700788944723618 0.020930957869828896 0.4583333333333333 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40029226839571663 0.03498224346016639 26897 0.4260869565217391 0.43636363636363634 0.4537037037037037 0.47572815533980584 0.4519230769230769 0.44876110577039235 0.016908361187422276 0.7628571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7349921507064365 0.018413705266677873 16651 0.7964350052147531 0.7886655499720826 0.8054624976735529 0.8180253117439047 0.8008962264150943 0.8018969182038775 0.009785105190837933
71 70 0.027310657501220702 0.0009290042930461884 0.015167999267578124 0.00038321466706741096 0.0 0.2 2 1 2 0.0 100 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5365853658536586 0.5128205128205128 0.55 0.5413641972178558 0.030200574040025453 11711 0.569620253164557 0.6 0.6193548387096774 0.6233766233766234 0.6103896103896104 0.6045482651280937 0.01922766624126011 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8490566037735849 0.8888888888888888 0.8888888888888888 0.8888888888888888 0.8867924528301887 0.8805031446540881 0.015744220843202143 0.76 0.68 0.66 0.68 0.6938775510204082 0.6947755102040817 0.03435406209859156 26803 0.6984924623115578 0.7085427135678392 0.7336683417085427 0.7386934673366834 0.73 0.7218793969849245 0.015572104615643676 0.4782608695652174 0.38461538461538464 0.39285714285714285 0.38461538461538464 0.4230769230769231 0.4126851409460105 0.035713127191355803 18679 0.42857142857142855 0.4528301886792453 0.4752475247524752 0.48 0.46534653465346537 0.46039913533132293 0.018436036424516737 0.7728571428571429 0.7246153846153847 0.7530769230769231 0.7246153846153847 0.7397959183673469 0.7429921507064365 0.01832619630486475 9161 0.7737745330425714 0.7987158012283639 0.8112786152987157 0.8137911781127861 0.8083962264150943 0.8011912708195063 0.014630304355014346
72 71 0.02737393379211426 0.00043665841987559933 0.01572737693786621 0.0005195154865800916 0.0 0.2 2 1 2 0.0 100 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5945945945945946 0.5 0.5238095238095238 0.5 0.55 0.5336808236808237 0.03561752751513874 18249 0.591715976331361 0.588957055214724 0.6172839506172839 0.620253164556962 0.6025641025641025 0.6041548498568867 0.012804358917792007 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9433962264150944 0.8888888888888888 0.9259259259259259 0.9074074074074074 0.8867924528301887 0.910482180293501 0.02171990497458488 0.76 0.66 0.64 0.66 0.6938775510204082 0.6827755102040817 0.04231800831291384 31389 0.6683417085427136 0.6934673366834171 0.7085427135678392 0.7236180904522613 0.72 0.7027939698492462 0.020182586167898194 0.4782608695652174 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.4042777756420934 0.04183229134702808 24899 0.43103448275862066 0.44036697247706424 0.46296296296296297 0.47115384615384615 0.4563106796116505 0.4523657887928289 0.01469591489816107 0.7728571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7369921507064364 0.021599178462406998 14637 0.8058689674789039 0.791178112786153 0.8172343197468825 0.8155127489298344 0.8033962264150943 0.8066380750713735 0.009393101515226541
73 72 0.014782381057739259 0.0025345774129638095 0.01544795036315918 0.0006815226440364224 0.0 0.2 2 1 2 0.001 30 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5641025641025641 0.55 0.5365853658536586 0.5128205128205128 0.5641025641025641 0.5455222013758598 0.019286149963909073 9189 0.5644171779141104 0.5732484076433121 0.5542168674698795 0.6103896103896104 0.5921052631578947 0.5788754653149615 0.020084427754068847 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.8065934065934066 0.032856959093903404 19633 0.8679245283018868 0.8333333333333334 0.8518518518518519 0.8703703703703703 0.8490566037735849 0.8545073375262054 0.01354073392024599 0.72 0.68 0.66 0.68 0.7142857142857143 0.690857142857143 0.022742569991008436 28553 0.678391959798995 0.7085427135678392 0.6683417085427136 0.7336683417085427 0.73 0.7037889447236181 0.026472285497232427 0.44 0.4074074074074074 0.39285714285714285 0.38461538461538464 0.44 0.4129759869759869 0.023240891950139113 18557 0.41818181818181815 0.4368932038834951 0.4107142857142857 0.47 0.45454545454545453 0.43806695246501065 0.02207362763687248 0.7528571428571429 0.7630769230769231 0.7530769230769231 0.7246153846153847 0.75 0.7487252747252746 0.012844381757655145 5607 0.773158244050441 0.7709380234505863 0.7600967801972827 0.8020193560394565 0.7895283018867925 0.7791481411249117 0.014812693620632271
74 73 0.016246271133422852 0.0005719285219529408 0.015567255020141602 0.0013933258167399402 0.0 0.2 2 1 2 0.001 30 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5641025641025641 0.5238095238095238 0.5238095238095238 0.4878048780487805 0.5581395348837209 0.5315332049308227 0.027568594532366493 19799 0.562874251497006 0.5644171779141104 0.5649717514124294 0.5962732919254659 0.5802469135802469 0.5737566772658518 0.012899220628797595 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.7692307692307693 0.8571428571428571 0.8208791208791208 0.03604663619089388 18305 0.8867924528301887 0.8518518518518519 0.9259259259259259 0.8888888888888888 0.8867924528301887 0.8880503144654088 0.023446783480654945 0.72 0.64 0.64 0.64 0.6530612244897959 0.6586122448979592 0.031107932378944124 34401 0.6633165829145728 0.6834170854271356 0.6331658291457286 0.7035175879396985 0.69 0.6746834170854271 0.02447529003355654 0.44 0.3793103448275862 0.3793103448275862 0.35714285714285715 0.41379310344827586 0.3939113300492611 0.029318078211485875 29237 0.41228070175438597 0.42201834862385323 0.4065040650406504 0.4485981308411215 0.43119266055045874 0.42411878136209397 0.014860070627417498 0.7528571428571429 0.7430769230769231 0.7430769230769231 0.7046153846153846 0.7551020408163265 0.7397456828885399 0.018243137287543645 11995 0.7750545178723808 0.7676344686394938 0.7795458775358273 0.7962032384142936 0.7883962264150943 0.781366865775418 0.01001269523553627
75 74 0.019260072708129884 0.00031674733669823037 0.015161275863647461 0.00036260909179105556 0.0 0.2 2 1 2 0.001 50 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5789473684210527 0.5128205128205128 0.5238095238095238 0.5128205128205128 0.55 0.5356795835743204 0.02554661653692323 16801 0.5802469135802469 0.5962732919254659 0.6037735849056604 0.6025641025641025 0.609271523178808 0.5984258832308568 0.009984580764550692 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8679245283018868 0.8805730258560447 0.009392199925317351 0.74 0.68 0.64 0.68 0.6938775510204082 0.6867755102040817 0.03213424568803804 29897 0.6884422110552764 0.7035175879396985 0.7135678391959799 0.7236180904522613 0.74 0.7138291457286432 0.01750217134725402 0.4583333333333333 0.38461538461538464 0.3793103448275862 0.38461538461538464 0.4230769230769231 0.40599027409372235 0.030519960190356965 23997 0.43119266055045874 0.4485981308411215 0.45714285714285713 0.46078431372549017 0.46938775510204084 0.4534211434723937 0.012964312705308737 0.7628571428571429 0.7246153846153847 0.7430769230769231 0.7246153846153847 0.7397959183673469 0.7389921507064364 0.014143917877295032 13197 0.7876173319427325 0.7962032384142936 0.8012283640424344 0.7969942304113158 0.8039622641509434 0.7972010857923439 0.005564518474925368
76 75 0.01931767463684082 0.0003798875003323349 0.014989089965820313 0.0002316044464730635 0.0 0.2 2 1 2 0.001 50 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5641025641025641 0.5 0.5238095238095238 0.47619047619047616 0.55 0.5228205128205129 0.032059465203399626 23237 0.5647058823529412 0.5818181818181818 0.5798816568047337 0.6 0.5949367088607594 0.5842684859673233 0.012403509456301648 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.8888888888888888 0.8867924528301887 0.895527603074773 0.009036047449472902 0.72 0.66 0.64 0.62 0.6938775510204082 0.6667755102040817 0.03610581883993848 33921 0.6532663316582915 0.6834170854271356 0.6683417085427136 0.7085427135678392 0.71 0.6847135678391959 0.02220756242574156 0.44 0.37037037037037035 0.3793103448275862 0.3448275862068966 0.4230769230769231 0.39151704489635525 0.034993467302186006 30055 0.41025641025641024 0.43243243243243246 0.4260869565217391 0.4528301886792453 0.44761904761904764 0.433845007101775 0.015288989036774154 0.7528571428571429 0.7146153846153847 0.7430769230769231 0.6946153846153846 0.7397959183673469 0.7289921507064364 0.021321789366131282 20635 0.7794633545083911 0.7861529871580122 0.7878745579750606 0.7987158012283639 0.7983962264150943 0.7901205854569844 0.007439449100939363
77 76 0.022430992126464842 0.00041087106423962674 0.015639400482177733 0.0005518352110213653 0.0 0.2 2 1 2 0.001 70 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5238095238095238 0.5 0.55 0.5362449262449263 0.03349902358885169 16139 0.573170731707317 0.588957055214724 0.6114649681528662 0.6064516129032258 0.6064516129032258 0.5972991961762718 0.014282693534711649 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8843466107617051 0.007050732777430853 0.76 0.68 0.64 0.66 0.6938775510204082 0.6867755102040817 0.040897551833076654 29897 0.678391959798995 0.6934673366834171 0.7236180904522613 0.7286432160804021 0.725 0.7098241206030151 0.02015075376884421 0.4782608695652174 0.38461538461538464 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40712677849109624 0.03986481255235346 22731 0.42342342342342343 0.44036697247706424 0.46601941747572817 0.46534653465346537 0.46078431372549017 0.4511881323510343 0.016736132372993942 0.7728571428571429 0.7246153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7389921507064365 0.01982466761100168 12493 0.7825922063145918 0.791178112786153 0.8062534896705751 0.7995067932253862 0.8058962264150944 0.7970853656823601 0.009082911217229026
78 77 0.02232251167297363 0.0005161127685764928 0.014928960800170898 0.00042195197538580793 0.0 0.2 2 1 2 0.001 70 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5789473684210527 0.5 0.5238095238095238 0.5 0.55 0.5305513784461153 0.030438944724996347 20437 0.5748502994011976 0.5853658536585366 0.5975609756097561 0.6163522012578616 0.5949367088607594 0.5938132077576223 0.013814947927629483 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.9074074074074074 0.8867924528301887 0.8992313067784767 0.0093458106856635 0.74 0.66 0.64 0.66 0.6938775510204082 0.6787755102040817 0.035171265391004874 32473 0.6683417085427136 0.6884422110552764 0.6934673366834171 0.7185929648241206 0.71 0.6957688442211055 0.01751964918665738 0.4583333333333333 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40029226839571663 0.03498224346016639 26897 0.42105263157894735 0.43636363636363634 0.44545454545454544 0.4666666666666667 0.44761904761904764 0.44343130553656873 0.01491488978169578 0.7628571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7349921507064365 0.018413705266677873 16651 0.787001042950602 0.7886655499720826 0.8004373720454123 0.8130001861157641 0.7983962264150943 0.7975000754997911 0.00935908919004387
79 78 0.023227214813232422 0.0005000744984878868 0.015454530715942383 0.0004129943581895193 0.0 0.2 2 1 2 0.001 75 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5238095238095238 0.5 0.55 0.5362449262449263 0.03349902358885169 16139 0.573170731707317 0.588957055214724 0.6153846153846154 0.6064516129032258 0.6064516129032258 0.5980831256226216 0.015121621860084023 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8843466107617051 0.007050732777430853 0.76 0.68 0.64 0.66 0.6938775510204082 0.6867755102040817 0.040897551833076654 29897 0.678391959798995 0.6934673366834171 0.7286432160804021 0.7286432160804021 0.725 0.7108291457286432 0.020924142802668497 0.4782608695652174 0.38461538461538464 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40712677849109624 0.03986481255235346 22731 0.42342342342342343 0.44036697247706424 0.47058823529411764 0.46534653465346537 0.46078431372549017 0.45210189591471217 0.017622217740866884 0.7728571428571429 0.7246153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7389921507064365 0.01982466761100168 12493 0.7825922063145918 0.791178112786153 0.8087660524846454 0.7995067932253862 0.8058962264150944 0.7975878782451742 0.009629306654491727
80 79 0.022778415679931642 0.0005127132113204754 0.015560531616210937 0.0012901231337899425 0.0 0.2 2 1 2 0.001 75 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5789473684210527 0.5 0.5238095238095238 0.5 0.55 0.5305513784461153 0.030438944724996347 20437 0.5748502994011976 0.5853658536585366 0.5975609756097561 0.6163522012578616 0.5987261146496815 0.5945710889154066 0.013958985717954155 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.9074074074074074 0.8867924528301887 0.8992313067784767 0.0093458106856635 0.74 0.66 0.64 0.66 0.6938775510204082 0.6787755102040817 0.035171265391004874 32473 0.6683417085427136 0.6884422110552764 0.6934673366834171 0.7185929648241206 0.715 0.6967688442211055 0.01842282332275196 0.4583333333333333 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40029226839571663 0.03498224346016639 26897 0.42105263157894735 0.43636363636363634 0.44545454545454544 0.4666666666666667 0.4519230769230769 0.4442921113973746 0.015252132636992327 0.7628571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7349921507064365 0.018413705266677873 16651 0.787001042950602 0.7886655499720826 0.8004373720454123 0.8130001861157641 0.8008962264150943 0.7980000754997911 0.0094598467948746
81 80 0.024594688415527345 0.0007023173197693203 0.01577339172363281 0.0005355573483751884 0.0 0.2 2 1 2 0.001 80 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5238095238095238 0.5 0.55 0.5362449262449263 0.03349902358885169 16139 0.5766871165644172 0.6 0.6153846153846154 0.6064516129032258 0.6103896103896104 0.6017825910483737 0.013519290539713064 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8843466107617051 0.007050732777430853 0.76 0.68 0.64 0.66 0.6938775510204082 0.6867755102040817 0.040897551833076654 29897 0.6834170854271356 0.7085427135678392 0.7286432160804021 0.7286432160804021 0.73 0.7158492462311558 0.018071223728409965 0.4782608695652174 0.38461538461538464 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40712677849109624 0.03986481255235346 22731 0.42727272727272725 0.4528301886792453 0.47058823529411764 0.46534653465346537 0.46534653465346537 0.45627684411060415 0.015636193385231652 0.7728571428571429 0.7246153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7389921507064365 0.01982466761100168 12493 0.7851047691286621 0.7987158012283639 0.8087660524846454 0.7995067932253862 0.8083962264150943 0.8000979284964304 0.008614553573378874
82 81 0.023600435256958006 0.0004373252823591598 0.015211868286132812 0.0005306298958720999 0.0 0.2 2 1 2 0.001 80 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5789473684210527 0.5 0.5238095238095238 0.5 0.55 0.5305513784461153 0.030438944724996347 20437 0.5833333333333334 0.5853658536585366 0.6049382716049383 0.6242038216560509 0.5987261146496815 0.5993134789805081 0.01484192544421336 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9245283018867925 0.8888888888888888 0.9074074074074074 0.9074074074074074 0.8867924528301887 0.903004891684137 0.013886152704385235 0.74 0.66 0.64 0.66 0.6938775510204082 0.6787755102040817 0.035171265391004874 32473 0.6683417085427136 0.6884422110552764 0.7035175879396985 0.7286432160804021 0.715 0.700788944723618 0.020930957869828896 0.4583333333333333 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40029226839571663 0.03498224346016639 26897 0.4260869565217391 0.43636363636363634 0.4537037037037037 0.47572815533980584 0.4519230769230769 0.44876110577039235 0.016908361187422276 0.7628571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7349921507064365 0.018413705266677873 16651 0.7964350052147531 0.7886655499720826 0.8054624976735529 0.8180253117439047 0.8008962264150943 0.8018969182038775 0.009785105190837933
83 82 0.026497507095336915 0.00023752362126671357 0.014978361129760743 0.0003407180312945152 0.0 0.2 2 1 2 0.001 100 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5365853658536586 0.5128205128205128 0.55 0.5413641972178558 0.030200574040025453 11711 0.569620253164557 0.6 0.6193548387096774 0.6233766233766234 0.6103896103896104 0.6045482651280937 0.01922766624126011 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8490566037735849 0.8888888888888888 0.8888888888888888 0.8888888888888888 0.8867924528301887 0.8805031446540881 0.015744220843202143 0.76 0.68 0.66 0.68 0.6938775510204082 0.6947755102040817 0.03435406209859156 26803 0.6984924623115578 0.7085427135678392 0.7336683417085427 0.7386934673366834 0.73 0.7218793969849245 0.015572104615643676 0.4782608695652174 0.38461538461538464 0.39285714285714285 0.38461538461538464 0.4230769230769231 0.4126851409460105 0.035713127191355803 18679 0.42857142857142855 0.4528301886792453 0.4752475247524752 0.48 0.46534653465346537 0.46039913533132293 0.018436036424516737 0.7728571428571429 0.7246153846153847 0.7530769230769231 0.7246153846153847 0.7397959183673469 0.7429921507064365 0.01832619630486475 9161 0.7737745330425714 0.7987158012283639 0.8112786152987157 0.8137911781127861 0.8083962264150943 0.8011912708195063 0.014630304355014346
84 83 0.027510738372802733 0.0004467579072866841 0.015469503402709962 0.0006339258224554993 0.0 0.2 2 1 2 0.001 100 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.001, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5945945945945946 0.5 0.5238095238095238 0.5 0.55 0.5336808236808237 0.03561752751513874 18249 0.591715976331361 0.588957055214724 0.6172839506172839 0.620253164556962 0.6025641025641025 0.6041548498568867 0.012804358917792007 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9433962264150944 0.8888888888888888 0.9259259259259259 0.9074074074074074 0.8867924528301887 0.910482180293501 0.02171990497458488 0.76 0.66 0.64 0.66 0.6938775510204082 0.6827755102040817 0.04231800831291384 31389 0.6683417085427136 0.6934673366834171 0.7085427135678392 0.7236180904522613 0.72 0.7027939698492462 0.020182586167898194 0.4782608695652174 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.4042777756420934 0.04183229134702808 24899 0.43103448275862066 0.44036697247706424 0.46296296296296297 0.47115384615384615 0.4563106796116505 0.4523657887928289 0.01469591489816107 0.7728571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7369921507064364 0.021599178462406998 14637 0.8058689674789039 0.791178112786153 0.8172343197468825 0.8155127489298344 0.8033962264150943 0.8066380750713735 0.009393101515226541
85 84 0.01658806800842285 0.00042619262931169595 0.015838766098022462 0.0014509431662393572 0.0 0.2 2 1 2 0.005 30 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5641025641025641 0.55 0.5365853658536586 0.5128205128205128 0.5641025641025641 0.5455222013758598 0.019286149963909073 9189 0.5644171779141104 0.5732484076433121 0.5542168674698795 0.6103896103896104 0.5921052631578947 0.5788754653149615 0.020084427754068847 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.8065934065934066 0.032856959093903404 19633 0.8679245283018868 0.8333333333333334 0.8518518518518519 0.8703703703703703 0.8490566037735849 0.8545073375262054 0.01354073392024599 0.72 0.68 0.66 0.68 0.7142857142857143 0.690857142857143 0.022742569991008436 28553 0.678391959798995 0.7085427135678392 0.6683417085427136 0.7336683417085427 0.73 0.7037889447236181 0.026472285497232427 0.44 0.4074074074074074 0.39285714285714285 0.38461538461538464 0.44 0.4129759869759869 0.023240891950139113 18557 0.41818181818181815 0.4368932038834951 0.4107142857142857 0.47 0.45454545454545453 0.43806695246501065 0.02207362763687248 0.7528571428571429 0.7630769230769231 0.7530769230769231 0.7246153846153847 0.75 0.7487252747252746 0.012844381757655145 5607 0.773158244050441 0.7709380234505863 0.7600967801972827 0.8020193560394565 0.7895283018867925 0.7791481411249117 0.014812693620632271
86 85 0.01662721633911133 0.00046226148459192697 0.015270042419433593 0.0004781796487533747 0.0 0.2 2 1 2 0.005 30 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5641025641025641 0.5238095238095238 0.5238095238095238 0.4878048780487805 0.5581395348837209 0.5315332049308227 0.027568594532366493 19799 0.562874251497006 0.5644171779141104 0.5649717514124294 0.5962732919254659 0.5802469135802469 0.5737566772658518 0.012899220628797595 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.7692307692307693 0.8571428571428571 0.8208791208791208 0.03604663619089388 18305 0.8867924528301887 0.8518518518518519 0.9259259259259259 0.8888888888888888 0.8867924528301887 0.8880503144654088 0.023446783480654945 0.72 0.64 0.64 0.64 0.6530612244897959 0.6586122448979592 0.031107932378944124 34401 0.6633165829145728 0.6834170854271356 0.6331658291457286 0.7035175879396985 0.69 0.6746834170854271 0.02447529003355654 0.44 0.3793103448275862 0.3793103448275862 0.35714285714285715 0.41379310344827586 0.3939113300492611 0.029318078211485875 29237 0.41228070175438597 0.42201834862385323 0.4065040650406504 0.4485981308411215 0.43119266055045874 0.42411878136209397 0.014860070627417498 0.7528571428571429 0.7430769230769231 0.7430769230769231 0.7046153846153846 0.7551020408163265 0.7397456828885399 0.018243137287543645 11995 0.7750545178723808 0.7676344686394938 0.7795458775358273 0.7962032384142936 0.7883962264150943 0.781366865775418 0.01001269523553627
87 86 0.019410371780395508 0.0002838203902966291 0.01527700424194336 0.0003274577800249211 0.0 0.2 2 1 2 0.005 50 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5789473684210527 0.5128205128205128 0.5238095238095238 0.5128205128205128 0.55 0.5356795835743204 0.02554661653692323 16801 0.5802469135802469 0.5962732919254659 0.6037735849056604 0.6025641025641025 0.609271523178808 0.5984258832308568 0.009984580764550692 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8679245283018868 0.8805730258560447 0.009392199925317351 0.74 0.68 0.64 0.68 0.6938775510204082 0.6867755102040817 0.03213424568803804 29897 0.6884422110552764 0.7035175879396985 0.7135678391959799 0.7236180904522613 0.74 0.7138291457286432 0.01750217134725402 0.4583333333333333 0.38461538461538464 0.3793103448275862 0.38461538461538464 0.4230769230769231 0.40599027409372235 0.030519960190356965 23997 0.43119266055045874 0.4485981308411215 0.45714285714285713 0.46078431372549017 0.46938775510204084 0.4534211434723937 0.012964312705308737 0.7628571428571429 0.7246153846153847 0.7430769230769231 0.7246153846153847 0.7397959183673469 0.7389921507064364 0.014143917877295032 13197 0.7876173319427325 0.7962032384142936 0.8012283640424344 0.7969942304113158 0.8039622641509434 0.7972010857923439 0.005564518474925368
88 87 0.01965932846069336 0.0006154086004889815 0.015385198593139648 0.0003987410112361858 0.0 0.2 2 1 2 0.005 50 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5641025641025641 0.5 0.5238095238095238 0.47619047619047616 0.55 0.5228205128205129 0.032059465203399626 23237 0.5647058823529412 0.5818181818181818 0.5798816568047337 0.6 0.5949367088607594 0.5842684859673233 0.012403509456301648 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.8888888888888888 0.8867924528301887 0.895527603074773 0.009036047449472902 0.72 0.66 0.64 0.62 0.6938775510204082 0.6667755102040817 0.03610581883993848 33921 0.6532663316582915 0.6834170854271356 0.6683417085427136 0.7085427135678392 0.71 0.6847135678391959 0.02220756242574156 0.44 0.37037037037037035 0.3793103448275862 0.3448275862068966 0.4230769230769231 0.39151704489635525 0.034993467302186006 30055 0.41025641025641024 0.43243243243243246 0.4260869565217391 0.4528301886792453 0.44761904761904764 0.433845007101775 0.015288989036774154 0.7528571428571429 0.7146153846153847 0.7430769230769231 0.6946153846153846 0.7397959183673469 0.7289921507064364 0.021321789366131282 20635 0.7794633545083911 0.7861529871580122 0.7878745579750606 0.7987158012283639 0.7983962264150943 0.7901205854569844 0.007439449100939363
89 88 0.022541189193725587 0.0008143225097928088 0.014837694168090821 0.00026524078819186516 0.0 0.2 2 1 2 0.005 70 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5238095238095238 0.5 0.55 0.5362449262449263 0.03349902358885169 16139 0.573170731707317 0.588957055214724 0.6114649681528662 0.6064516129032258 0.6064516129032258 0.5972991961762718 0.014282693534711649 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8843466107617051 0.007050732777430853 0.76 0.68 0.64 0.66 0.6938775510204082 0.6867755102040817 0.040897551833076654 29897 0.678391959798995 0.6934673366834171 0.7236180904522613 0.7286432160804021 0.725 0.7098241206030151 0.02015075376884421 0.4782608695652174 0.38461538461538464 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40712677849109624 0.03986481255235346 22731 0.42342342342342343 0.44036697247706424 0.46601941747572817 0.46534653465346537 0.46078431372549017 0.4511881323510343 0.016736132372993942 0.7728571428571429 0.7246153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7389921507064365 0.01982466761100168 12493 0.7825922063145918 0.791178112786153 0.8062534896705751 0.7995067932253862 0.8058962264150944 0.7970853656823601 0.009082911217229026
90 89 0.022222566604614257 0.00021457260975607547 0.015202903747558593 0.002296657452680451 0.0 0.2 2 1 2 0.005 70 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 70, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5789473684210527 0.5 0.5238095238095238 0.5 0.55 0.5305513784461153 0.030438944724996347 20437 0.5748502994011976 0.5853658536585366 0.5975609756097561 0.6163522012578616 0.5949367088607594 0.5938132077576223 0.013814947927629483 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.9074074074074074 0.8867924528301887 0.8992313067784767 0.0093458106856635 0.74 0.66 0.64 0.66 0.6938775510204082 0.6787755102040817 0.035171265391004874 32473 0.6683417085427136 0.6884422110552764 0.6934673366834171 0.7185929648241206 0.71 0.6957688442211055 0.01751964918665738 0.4583333333333333 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40029226839571663 0.03498224346016639 26897 0.42105263157894735 0.43636363636363634 0.44545454545454544 0.4666666666666667 0.44761904761904764 0.44343130553656873 0.01491488978169578 0.7628571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7349921507064365 0.018413705266677873 16651 0.787001042950602 0.7886655499720826 0.8004373720454123 0.8130001861157641 0.7983962264150943 0.7975000754997911 0.00935908919004387
91 90 0.023874855041503905 0.0008134697496936676 0.015413475036621094 0.0007445768541860801 0.0 0.2 2 1 2 0.005 75 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5238095238095238 0.5 0.55 0.5362449262449263 0.03349902358885169 16139 0.573170731707317 0.588957055214724 0.6153846153846154 0.6064516129032258 0.6064516129032258 0.5980831256226216 0.015121621860084023 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8843466107617051 0.007050732777430853 0.76 0.68 0.64 0.66 0.6938775510204082 0.6867755102040817 0.040897551833076654 29897 0.678391959798995 0.6934673366834171 0.7286432160804021 0.7286432160804021 0.725 0.7108291457286432 0.020924142802668497 0.4782608695652174 0.38461538461538464 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40712677849109624 0.03986481255235346 22731 0.42342342342342343 0.44036697247706424 0.47058823529411764 0.46534653465346537 0.46078431372549017 0.45210189591471217 0.017622217740866884 0.7728571428571429 0.7246153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7389921507064365 0.01982466761100168 12493 0.7825922063145918 0.791178112786153 0.8087660524846454 0.7995067932253862 0.8058962264150944 0.7975878782451742 0.009629306654491727
92 91 0.022778654098510744 0.00047847083141938743 0.015523576736450195 0.0005529036054071455 0.0 0.2 2 1 2 0.005 75 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 75, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5789473684210527 0.5 0.5238095238095238 0.5 0.55 0.5305513784461153 0.030438944724996347 20437 0.5748502994011976 0.5853658536585366 0.5975609756097561 0.6163522012578616 0.5987261146496815 0.5945710889154066 0.013958985717954155 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.9074074074074074 0.8867924528301887 0.8992313067784767 0.0093458106856635 0.74 0.66 0.64 0.66 0.6938775510204082 0.6787755102040817 0.035171265391004874 32473 0.6683417085427136 0.6884422110552764 0.6934673366834171 0.7185929648241206 0.715 0.6967688442211055 0.01842282332275196 0.4583333333333333 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40029226839571663 0.03498224346016639 26897 0.42105263157894735 0.43636363636363634 0.44545454545454544 0.4666666666666667 0.4519230769230769 0.4442921113973746 0.015252132636992327 0.7628571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7349921507064365 0.018413705266677873 16651 0.787001042950602 0.7886655499720826 0.8004373720454123 0.8130001861157641 0.8008962264150943 0.7980000754997911 0.0094598467948746
93 92 0.023655223846435546 0.000375682364029563 0.014873790740966796 0.00011552745878111293 0.0 0.2 2 1 2 0.005 80 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5238095238095238 0.5 0.55 0.5362449262449263 0.03349902358885169 16139 0.5766871165644172 0.6 0.6153846153846154 0.6064516129032258 0.6103896103896104 0.6017825910483737 0.013519290539713064 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8843466107617051 0.007050732777430853 0.76 0.68 0.64 0.66 0.6938775510204082 0.6867755102040817 0.040897551833076654 29897 0.6834170854271356 0.7085427135678392 0.7286432160804021 0.7286432160804021 0.73 0.7158492462311558 0.018071223728409965 0.4782608695652174 0.38461538461538464 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40712677849109624 0.03986481255235346 22731 0.42727272727272725 0.4528301886792453 0.47058823529411764 0.46534653465346537 0.46534653465346537 0.45627684411060415 0.015636193385231652 0.7728571428571429 0.7246153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7389921507064365 0.01982466761100168 12493 0.7851047691286621 0.7987158012283639 0.8087660524846454 0.7995067932253862 0.8083962264150943 0.8000979284964304 0.008614553573378874
94 93 0.023975944519042967 0.0008908072343706379 0.015214824676513672 0.000246038760153202 0.0 0.2 2 1 2 0.005 80 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 80, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5789473684210527 0.5 0.5238095238095238 0.5 0.55 0.5305513784461153 0.030438944724996347 20437 0.5833333333333334 0.5853658536585366 0.6049382716049383 0.6242038216560509 0.5987261146496815 0.5993134789805081 0.01484192544421336 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9245283018867925 0.8888888888888888 0.9074074074074074 0.9074074074074074 0.8867924528301887 0.903004891684137 0.013886152704385235 0.74 0.66 0.64 0.66 0.6938775510204082 0.6787755102040817 0.035171265391004874 32473 0.6683417085427136 0.6884422110552764 0.7035175879396985 0.7286432160804021 0.715 0.700788944723618 0.020930957869828896 0.4583333333333333 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.40029226839571663 0.03498224346016639 26897 0.4260869565217391 0.43636363636363634 0.4537037037037037 0.47572815533980584 0.4519230769230769 0.44876110577039235 0.016908361187422276 0.7628571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7349921507064365 0.018413705266677873 16651 0.7964350052147531 0.7886655499720826 0.8054624976735529 0.8180253117439047 0.8008962264150943 0.8018969182038775 0.009785105190837933
95 94 0.02653203010559082 0.00021412221668902124 0.015394353866577148 0.0008272109752698167 0.0 0.2 2 1 2 0.005 100 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5945945945945946 0.5128205128205128 0.5365853658536586 0.5128205128205128 0.55 0.5413641972178558 0.030200574040025453 11711 0.569620253164557 0.6 0.6193548387096774 0.6233766233766234 0.6103896103896104 0.6045482651280937 0.01922766624126011 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8490566037735849 0.8888888888888888 0.8888888888888888 0.8888888888888888 0.8867924528301887 0.8805031446540881 0.015744220843202143 0.76 0.68 0.66 0.68 0.6938775510204082 0.6947755102040817 0.03435406209859156 26803 0.6984924623115578 0.7085427135678392 0.7336683417085427 0.7386934673366834 0.73 0.7218793969849245 0.015572104615643676 0.4782608695652174 0.38461538461538464 0.39285714285714285 0.38461538461538464 0.4230769230769231 0.4126851409460105 0.035713127191355803 18679 0.42857142857142855 0.4528301886792453 0.4752475247524752 0.48 0.46534653465346537 0.46039913533132293 0.018436036424516737 0.7728571428571429 0.7246153846153847 0.7530769230769231 0.7246153846153847 0.7397959183673469 0.7429921507064365 0.01832619630486475 9161 0.7737745330425714 0.7987158012283639 0.8112786152987157 0.8137911781127861 0.8083962264150943 0.8011912708195063 0.014630304355014346
96 95 0.027565765380859374 0.0013524638947447595 0.016557931900024414 0.0007532705722290406 0.0 0.2 2 1 2 0.005 100 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.005, 'n_estimators': 100, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5945945945945946 0.5 0.5238095238095238 0.5 0.55 0.5336808236808237 0.03561752751513874 18249 0.591715976331361 0.588957055214724 0.6172839506172839 0.620253164556962 0.6025641025641025 0.6041548498568867 0.012804358917792007 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9433962264150944 0.8888888888888888 0.9259259259259259 0.9074074074074074 0.8867924528301887 0.910482180293501 0.02171990497458488 0.76 0.66 0.64 0.66 0.6938775510204082 0.6827755102040817 0.04231800831291384 31389 0.6683417085427136 0.6934673366834171 0.7085427135678392 0.7236180904522613 0.72 0.7027939698492462 0.020182586167898194 0.4782608695652174 0.37037037037037035 0.3793103448275862 0.37037037037037035 0.4230769230769231 0.4042777756420934 0.04183229134702808 24899 0.43103448275862066 0.44036697247706424 0.46296296296296297 0.47115384615384615 0.4563106796116505 0.4523657887928289 0.01469591489816107 0.7728571428571429 0.7146153846153847 0.7430769230769231 0.7146153846153847 0.7397959183673469 0.7369921507064364 0.021599178462406998 14637 0.8058689674789039 0.791178112786153 0.8172343197468825 0.8155127489298344 0.8033962264150943 0.8066380750713735 0.009393101515226541
97 96 0.017807960510253906 0.002508841779129491 0.014899492263793945 0.0002134964559334371 0.0 0.2 2 1 2 0.01 30 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.01, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5641025641025641 0.55 0.5365853658536586 0.5128205128205128 0.5641025641025641 0.5455222013758598 0.019286149963909073 9189 0.5644171779141104 0.5732484076433121 0.5542168674698795 0.6103896103896104 0.5921052631578947 0.5788754653149615 0.020084427754068847 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.8065934065934066 0.032856959093903404 19633 0.8679245283018868 0.8333333333333334 0.8518518518518519 0.8703703703703703 0.8490566037735849 0.8545073375262054 0.01354073392024599 0.72 0.68 0.66 0.68 0.7142857142857143 0.690857142857143 0.022742569991008436 28553 0.678391959798995 0.7085427135678392 0.6683417085427136 0.7336683417085427 0.73 0.7037889447236181 0.026472285497232427 0.44 0.4074074074074074 0.39285714285714285 0.38461538461538464 0.44 0.4129759869759869 0.023240891950139113 18557 0.41818181818181815 0.4368932038834951 0.4107142857142857 0.47 0.45454545454545453 0.43806695246501065 0.02207362763687248 0.7528571428571429 0.7630769230769231 0.7530769230769231 0.7246153846153847 0.75 0.7487252747252746 0.012844381757655145 5607 0.773158244050441 0.7709380234505863 0.7600967801972827 0.8020193560394565 0.7895283018867925 0.7791481411249117 0.014812693620632271
98 97 0.01630721092224121 0.00015771987115096437 0.015084218978881837 0.00014898299133101487 0.0 0.2 2 1 2 0.01 30 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.01, 'n_estimators': 30, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5641025641025641 0.5238095238095238 0.5238095238095238 0.4878048780487805 0.5581395348837209 0.5315332049308227 0.027568594532366493 19799 0.562874251497006 0.5644171779141104 0.5649717514124294 0.5962732919254659 0.5802469135802469 0.5737566772658518 0.012899220628797595 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.7692307692307693 0.8571428571428571 0.8208791208791208 0.03604663619089388 18305 0.8867924528301887 0.8518518518518519 0.9259259259259259 0.8888888888888888 0.8867924528301887 0.8880503144654088 0.023446783480654945 0.72 0.64 0.64 0.64 0.6530612244897959 0.6586122448979592 0.031107932378944124 34401 0.6633165829145728 0.6834170854271356 0.6331658291457286 0.7035175879396985 0.69 0.6746834170854271 0.02447529003355654 0.44 0.3793103448275862 0.3793103448275862 0.35714285714285715 0.41379310344827586 0.3939113300492611 0.029318078211485875 29237 0.41228070175438597 0.42201834862385323 0.4065040650406504 0.4485981308411215 0.43119266055045874 0.42411878136209397 0.014860070627417498 0.7528571428571429 0.7430769230769231 0.7430769230769231 0.7046153846153846 0.7551020408163265 0.7397456828885399 0.018243137287543645 11995 0.7750545178723808 0.7676344686394938 0.7795458775358273 0.7962032384142936 0.7883962264150943 0.781366865775418 0.01001269523553627
99 98 0.019971609115600586 0.0006115632397971673 0.01571941375732422 0.00022753223243746678 0.0 0.2 2 1 2 0.01 50 1 3.8 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.01, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 3.8} 0.5789473684210527 0.5128205128205128 0.5238095238095238 0.5128205128205128 0.55 0.5356795835743204 0.02554661653692323 16801 0.5802469135802469 0.5962732919254659 0.6037735849056604 0.6025641025641025 0.609271523178808 0.5984258832308568 0.009984580764550692 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.8867924528301887 0.8888888888888888 0.8888888888888888 0.8703703703703703 0.8679245283018868 0.8805730258560447 0.009392199925317351 0.74 0.68 0.64 0.68 0.6938775510204082 0.6867755102040817 0.03213424568803804 29897 0.6884422110552764 0.7035175879396985 0.7135678391959799 0.7236180904522613 0.74 0.7138291457286432 0.01750217134725402 0.4583333333333333 0.38461538461538464 0.3793103448275862 0.38461538461538464 0.4230769230769231 0.40599027409372235 0.030519960190356965 23997 0.43119266055045874 0.4485981308411215 0.45714285714285713 0.46078431372549017 0.46938775510204084 0.4534211434723937 0.012964312705308737 0.7628571428571429 0.7246153846153847 0.7430769230769231 0.7246153846153847 0.7397959183673469 0.7389921507064364 0.014143917877295032 13197 0.7876173319427325 0.7962032384142936 0.8012283640424344 0.7969942304113158 0.8039622641509434 0.7972010857923439 0.005564518474925368
100 99 0.020180654525756837 0.0006460069447452686 0.01591601371765137 0.0007395517369126193 0.0 0.2 2 1 2 0.01 50 1 4.5 {'gamma': 0, 'learning_rate': 0.2, 'max_bin': 2, 'max_depth': 1, 'max_leaves': 2, 'min_child_weight': 0.01, 'n_estimators': 50, 'num_parallel_tree': 1, 'scale_pos_weight': 4.5} 0.5641025641025641 0.5 0.5238095238095238 0.47619047619047616 0.55 0.5228205128205129 0.032059465203399626 23237 0.5647058823529412 0.5818181818181818 0.5798816568047337 0.6 0.5949367088607594 0.5842684859673233 0.012403509456301648 0.7857142857142857 0.7692307692307693 0.8461538461538461 0.7692307692307693 0.7857142857142857 0.7912087912087912 0.028444349682515992 24279 0.9056603773584906 0.8888888888888888 0.9074074074074074 0.8888888888888888 0.8867924528301887 0.895527603074773 0.009036047449472902 0.72 0.66 0.64 0.62 0.6938775510204082 0.6667755102040817 0.03610581883993848 33921 0.6532663316582915 0.6834170854271356 0.6683417085427136 0.7085427135678392 0.71 0.6847135678391959 0.02220756242574156 0.44 0.37037037037037035 0.3793103448275862 0.3448275862068966 0.4230769230769231 0.39151704489635525 0.034993467302186006 30055 0.41025641025641024 0.43243243243243246 0.4260869565217391 0.4528301886792453 0.44761904761904764 0.433845007101775 0.015288989036774154 0.7528571428571429 0.7146153846153847 0.7430769230769231 0.6946153846153846 0.7397959183673469 0.7289921507064364 0.021321789366131282 20635 0.7794633545083911 0.7861529871580122 0.7878745579750606 0.7987158012283639 0.7983962264150943 0.7901205854569844 0.007439449100939363