[e6e569]: / XGBClassification / output / output10.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 0.022936534881591798 0.004161678543687726 0.022727584838867186 0.001242417096734235 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 0.026352977752685545 0.0006456396005672787 0.022599411010742188 0.0023627190122996653 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 0.032861328125 0.0020945568822444832 0.027552270889282228 0.004184911252806053 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 0.025136518478393554 0.00494363768201215 0.024651336669921874 0.002492112609061714 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 0.03596749305725098 0.0010763745374419752 0.02710857391357422 0.0011182385107615844 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 0.036646032333374025 0.000701612426103588 0.026576709747314454 0.0016834047504944224 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 0.04041748046875 0.0033383259836416625 0.02605304718017578 0.0024554014825204653 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 0.038856124877929686 0.003318706433379796 0.026538658142089843 0.005034186265614035 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 0.037215375900268556 0.003974156345712285 0.028798961639404298 0.005501436584553647 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 0.0385162353515625 0.004972901090427198 0.03170657157897949 0.007954345291692226 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 0.042056703567504884 0.0018732006044045323 0.027306365966796874 0.002099843389243713 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 0.04911417961120605 0.006352668968902301 0.028147172927856446 0.0013258215796227077 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 0.02956671714782715 0.0020907572986269495 0.030121040344238282 0.0016110636147337203 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 0.03669734001159668 0.005826263144142827 0.028111982345581054 0.004477115004588519 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 0.0360715389251709 0.002362999775356113 0.02711329460144043 0.001137098401337534 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 0.036463594436645506 0.002542930507365774 0.04043264389038086 0.02213589539705095 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 0.040443134307861325 0.0026476579950521417 0.03045511245727539 0.005913956740552883 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 0.04531102180480957 0.0026382806060452142 0.03021078109741211 0.0034015762995605408 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 0.04456572532653809 0.004458957932269314 0.0310030460357666 0.003074364234393961 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 0.04293694496154785 0.0024806342867706704 0.026987171173095702 0.0019141064767843586 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 0.03873953819274902 0.0023141734177039245 0.024838829040527345 0.0009326547388404643 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 0.04204645156860352 0.005513548448880602 0.02391195297241211 0.0025396197709300922 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 0.04273829460144043 0.0014196583439624335 0.022797250747680665 0.0008178793810888934 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 0.045229768753051756 0.010118332787337281 0.024433660507202148 0.005038286808721808 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 0.024552583694458008 0.0008485254594036289 0.02195577621459961 0.0005998087285464113 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 0.026834726333618164 0.0032681349783322566 0.024623537063598634 0.002884701836924554 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 0.03295378684997559 0.0031610756577290728 0.02672419548034668 0.002611438596715465 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 0.03243398666381836 0.0008831303135850971 0.026097774505615234 0.0011492227114117941 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 0.04014015197753906 0.0031806646396477243 0.026630258560180663 0.002457473717854232 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 0.042307806015014646 0.006534097517770847 0.027340030670166014 0.0011237776465030124 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 0.03963603973388672 0.00247828050007931 0.02800602912902832 0.0006765923478403834 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 0.04025192260742187 0.0024292061535832726 0.028141117095947264 0.0013485220953029936 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 0.04166502952575683 0.00327988472905058 0.02655487060546875 0.0009369097914844662 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 0.04250755310058594 0.004331360752269338 0.02630763053894043 0.0011545054344281132 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 0.04846072196960449 0.002618579650307453 0.026280832290649415 0.0017812908403305034 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 0.04462265968322754 0.0009193584754274263 0.02499246597290039 0.0004634576316062994 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 0.029631853103637695 0.0016426707764074992 0.027346038818359376 0.002031756670003665 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 0.027113580703735353 0.001425024210175469 0.025058412551879884 0.002712007019961767 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 0.0342616081237793 0.003523190704882529 0.025491714477539062 0.0016470801622182315 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 0.0330930233001709 0.002315256595217518 0.024913692474365236 0.00102281449946975 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 0.038229751586914065 0.0014875517515964226 0.026079797744750978 0.0020106783160179172 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 0.0369664192199707 0.002124781222268706 0.026344108581542968 0.0009333745955048727 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 0.039073753356933597 0.002241492016685823 0.025631427764892578 0.001762814072147179 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 0.03743424415588379 0.0026608385418717003 0.02578458786010742 0.0014623704254377965 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 0.040088319778442384 0.002542341129048447 0.023168277740478516 0.0009831044492733618 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 0.03884878158569336 0.00217422490358704 0.025879907608032226 0.0011430924847891661 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 0.04458527565002442 0.0019002799921400066 0.024953460693359374 0.002221203327363161 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 0.04578804969787598 0.002074979196060638 0.025352621078491212 0.0034782121808636253 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 0.02931370735168457 0.0015229371338483801 0.02628779411315918 0.0012169452563532228 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 0.028719615936279298 0.0018410311455332167 0.02403092384338379 0.0031436046393610337 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 0.03360753059387207 0.0014977075486349264 0.025761175155639648 0.0022215246219969673 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 0.03422670364379883 0.005521852947738925 0.025430631637573243 0.0009367693514547087 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 0.0412966251373291 0.0008820032644168852 0.025856542587280273 0.0014952776390372402 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 0.03885574340820312 0.000950711373019491 0.024016284942626955 0.001086584868798023 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 0.040141868591308597 0.0022595289191647177 0.025837135314941407 0.0036454596476780186 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 0.03859567642211914 0.00252175200601973 0.024309158325195312 0.002808602062498919 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 0.03907179832458496 0.002682966803421469 0.02550334930419922 0.001636376773251216 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 0.04006471633911133 0.0015779037459147172 0.0258847713470459 0.0015683320460299446 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 0.045648622512817386 0.0019299037048926427 0.02580537796020508 0.0019299561099484868 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 0.046470022201538085 0.0030005237497141976 0.027159881591796876 0.0011166496314875642 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 0.02758488655090332 0.0015974782713172634 0.02457261085510254 0.001412910847989978 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} 0.631578947368421 0.5405405405405406 0.5116279069767442 0.631578947368421 0.3902439024390244 0.5411140489386302 0.0894420016326965 3225 0.5512820512820513 0.5487804878048781 0.5906040268456376 0.5838509316770186 0.6064516129032258 0.5761938221025623 0.022600471033319414 0.8571428571428571 0.7692307692307693 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7934065934065935 0.12125814702535141 20785 0.8113207547169812 0.8333333333333334 0.8148148148148148 0.8703703703703703 0.8867924528301887 0.8433263452131378 0.03019207605705232 0.76 0.72 0.62 0.74 0.6122448979591837 0.6904489795918367 0.06204006444227524 29263 0.6984924623115578 0.6733668341708543 0.7437185929648241 0.6984924623115578 0.725 0.7078140703517588 0.024268859698633183 0.5 0.4166666666666667 0.36666666666666664 0.48 0.2962962962962963 0.4119259259259259 0.07460858999445184 6437 0.4174757281553398 0.4090909090909091 0.4631578947368421 0.4392523364485981 0.46078431372549017 0.4379522364314359 0.021957152963274894 0.8085714285714285 0.7446153846153847 0.7330769230769231 0.8315384615384616 0.5918367346938775 0.7419277864992151 0.0837667391135949 3841 0.7549066085142695 0.7533500837520939 0.7792667038898194 0.784431416340964 0.8058962264150944 0.7755702077824482 0.01965996314003225
62 61 0.02881145477294922 0.0011392897100980948 0.02594752311706543 0.0020648321416465096 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} 0.631578947368421 0.5365853658536586 0.5333333333333333 0.6 0.3902439024390244 0.5383483097988875 0.0830133195649903 4225 0.5569620253164557 0.5485714285714286 0.6013071895424836 0.5664739884393064 0.5962732919254659 0.573917584759028 0.021143764323190782 0.8571428571428571 0.8461538461538461 0.9230769230769231 0.9230769230769231 0.5714285714285714 0.8241758241758241 0.1303946986742095 17681 0.8301886792452831 0.8888888888888888 0.8518518518518519 0.9074074074074074 0.9056603773584906 0.8767994409503844 0.030694955028485602 0.76 0.66 0.6 0.7 0.6122448979591837 0.6664489795918367 0.05877517006704302 33449 0.6934673366834171 0.6331658291457286 0.7336683417085427 0.6482412060301508 0.7 0.6817085427135678 0.036466765752107486 0.5 0.39285714285714285 0.375 0.4444444444444444 0.2962962962962963 0.40171957671957675 0.06839737201315792 12709 0.41904761904761906 0.39669421487603307 0.46464646464646464 0.4117647058823529 0.4444444444444444 0.4273194897793829 0.024227462662855255 0.8085714285714285 0.7530769230769231 0.7615384615384615 0.8115384615384615 0.5918367346938775 0.7453124018838305 0.08033174796494325 2713 0.76182800796435 0.7610273590173087 0.7927600967801973 0.7778243067187791 0.8028301886792453 0.7792539918319761 0.016590183758427295
63 62 0.03195829391479492 0.0008662919225836684 0.024855566024780274 0.0013799587890802175 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} 0.5263157894736842 0.5714285714285714 0.5116279069767442 0.6 0.3902439024390244 0.5199232340636049 0.07209922951968083 9675 0.5822784810126582 0.5625 0.6040268456375839 0.6086956521739131 0.6064516129032258 0.5927905183454761 0.01785425589687689 0.7142857142857143 0.7692307692307693 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8679245283018868 0.8333333333333334 0.8333333333333334 0.9074074074074074 0.8867924528301887 0.86575821104123 0.02927296775116151 0.72 0.76 0.62 0.7 0.6122448979591837 0.6824489795918367 0.05755130988492836 31765 0.7035175879396985 0.6934673366834171 0.7487437185929648 0.7085427135678392 0.725 0.7158542713567839 0.019350387960043253 0.4166666666666667 0.45454545454545453 0.36666666666666664 0.4444444444444444 0.2962962962962963 0.3957239057239057 0.05831369889315852 15769 0.4380952380952381 0.42452830188679247 0.47368421052631576 0.45794392523364486 0.46078431372549017 0.45100719789349625 0.017468873585314626 0.7171428571428571 0.7646153846153847 0.7330769230769231 0.8115384615384615 0.5918367346938775 0.7236420722135007 0.07336005833089114 9177 0.7857210581207927 0.7634003350083752 0.7910385259631492 0.8079750604876232 0.8058962264150944 0.7908062411990069 0.016121245279861078
64 63 0.034218120574951175 0.0027111610962001534 0.027389001846313477 0.0009433285348691183 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 0.5641025641025641 0.5 0.5853658536585366 0.3902439024390244 0.5207629768605379 0.07126920980501412 8987 0.5802469135802469 0.5562130177514792 0.6064516129032258 0.6060606060606061 0.6 0.5897944300591116 0.0193135714114278 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7945054945054946 0.11975501297428817 19513 0.8867924528301887 0.8703703703703703 0.8703703703703703 0.9259259259259259 0.9056603773584906 0.8918238993710691 0.02144863448197084 0.72 0.7 0.6 0.68 0.6122448979591837 0.6624489795918368 0.04785511940372234 33807 0.6884422110552764 0.6582914572864321 0.7286432160804021 0.6934673366834171 0.705 0.6947688442211055 0.022910563433060378 0.44 0.4230769230769231 0.3548387096774194 0.42857142857142855 0.2962962962962963 0.3885566715244134 0.05493290886486097 21877 0.43119266055045874 0.40869565217391307 0.46534653465346537 0.45045045045045046 0.4485981308411215 0.4408566857338818 0.01938787485146622 0.7528571428571429 0.773076923076923 0.7230769230769231 0.8015384615384615 0.5918367346938775 0.7284772370486656 0.07296745109945935 8059 0.7876173319427325 0.7643309138284012 0.7995067932253862 0.8096966313046715 0.8053301886792452 0.7932963717960873 0.01627021723265893
65 64 0.04097895622253418 0.0029304684860577083 0.026720666885375978 0.0010654953092096241 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} 0.5263157894736842 0.5945945945945946 0.47619047619047616 0.5853658536585366 0.41025641025641024 0.5185446248347404 0.0690351748687368 10321 0.5911949685534591 0.575 0.6308724832214765 0.6289308176100629 0.6143790849673203 0.6080754708704638 0.021786798490005463 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8867924528301887 0.8518518518518519 0.8703703703703703 0.9259259259259259 0.8867924528301887 0.8843466107617051 0.02446241357045292 0.72 0.74 0.62 0.68 0.6530612244897959 0.6826122448979592 0.04356966492630991 31127 0.7035175879396985 0.6984924623115578 0.7587939698492462 0.7236180904522613 0.735 0.7238844221105527 0.021917404427831057 0.4166666666666667 0.4583333333333333 0.3448275862068966 0.42857142857142855 0.32 0.39367980295566507 0.05242356889134719 17087 0.44339622641509435 0.4339622641509434 0.49473684210526314 0.47619047619047616 0.47 0.4636571617723554 0.022161022282279876 0.7171428571428571 0.793076923076923 0.6946153846153846 0.8015384615384615 0.6122448979591837 0.7237237048665619 0.06954585751306991 9011 0.7951550203849436 0.7751721570817048 0.8145821701098083 0.8247720081890937 0.8108962264150943 0.8041155164361289 0.01732182472308575
66 65 0.03825421333312988 0.0010625303601925426 0.025250768661499022 0.001537035830656486 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} 0.5263157894736842 0.5641025641025641 0.5 0.5853658536585366 0.3902439024390244 0.5132056219347618 0.0682106255203577 12809 0.5875 0.5542168674698795 0.6233766233766234 0.6134969325153374 0.625 0.6007180846723681 0.026845486414305078 0.7142857142857143 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7802197802197801 0.1241320549137841 21595 0.8867924528301887 0.8518518518518519 0.8888888888888888 0.9259259259259259 0.9433962264150944 0.89937106918239 0.03215446654753364 0.72 0.7 0.6 0.68 0.6122448979591837 0.6624489795918368 0.04785511940372234 33807 0.6984924623115578 0.6683417085427136 0.7386934673366834 0.7035175879396985 0.715 0.7048090452261306 0.022906083678316615 0.4166666666666667 0.4230769230769231 0.3548387096774194 0.42857142857142855 0.2962962962962963 0.3838900048577468 0.05123082914639802 25063 0.4392523364485981 0.4107142857142857 0.48 0.45871559633027525 0.4672897196261682 0.45119438762386543 0.024193564573731202 0.7171428571428571 0.773076923076923 0.7230769230769231 0.8015384615384615 0.5918367346938775 0.7213343799058085 0.07197253770649274 10643 0.7926424575708733 0.7600967801972827 0.8137911781127861 0.8147217569328122 0.8291981132075472 0.8020900572042603 0.02401672426224322
67 66 0.04321842193603516 0.0027274495206795293 0.02678380012512207 0.001848212813920018 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} 0.4864864864864865 0.5945945945945946 0.47619047619047616 0.55 0.41025641025641024 0.5035055935055935 0.06354543534978002 17333 0.5897435897435898 0.5714285714285714 0.6266666666666667 0.6289308176100629 0.6143790849673203 0.6062297460832422 0.022281531382950047 0.6428571428571429 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.5714285714285714 0.7351648351648352 0.11056932947784849 28537 0.8679245283018868 0.8518518518518519 0.8703703703703703 0.9259259259259259 0.8867924528301887 0.8805730258560448 0.025237081139273473 0.72 0.74 0.62 0.68 0.6530612244897959 0.6826122448979592 0.04356966492630991 31127 0.7135678391959799 0.6934673366834171 0.7537688442211056 0.7236180904522613 0.735 0.7238844221105527 0.02024024040452682 0.391304347826087 0.4583333333333333 0.3448275862068966 0.4074074074074074 0.32 0.38437453495474483 0.048490166597696366 24663 0.44660194174757284 0.42990654205607476 0.4895833333333333 0.47619047619047616 0.47 0.46245645866549145 0.02141148458406084 0.6814285714285715 0.793076923076923 0.6946153846153846 0.7630769230769231 0.6122448979591837 0.7088885400313971 0.06375238205916506 16015 0.7907461837489334 0.7726595942676344 0.812069607295738 0.8247720081890937 0.8108962264150943 0.8022287239832988 0.018364914418167448
68 67 0.04194040298461914 0.0035409222199507214 0.02409529685974121 0.0016753513306372104 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} 0.5263157894736842 0.5641025641025641 0.5116279069767442 0.5853658536585366 0.3902439024390244 0.5155312033301107 0.06791834252845881 11911 0.5875 0.5542168674698795 0.6103896103896104 0.6097560975609756 0.6172839506172839 0.59582930520755 0.02309645921616387 0.7142857142857143 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7802197802197801 0.1241320549137841 21595 0.8867924528301887 0.8518518518518519 0.8703703703703703 0.9259259259259259 0.9433962264150944 0.8956673654786863 0.034152967417307015 0.72 0.7 0.62 0.68 0.6122448979591837 0.6664489795918367 0.04306414536955109 33449 0.6984924623115578 0.6683417085427136 0.7336683417085427 0.6984924623115578 0.705 0.7007989949748744 0.020794989907727594 0.4166666666666667 0.4230769230769231 0.36666666666666664 0.42857142857142855 0.2962962962962963 0.38625559625559625 0.050095258834782025 23523 0.4392523364485981 0.4107142857142857 0.47 0.45454545454545453 0.45871559633027525 0.4466455346077227 0.02049019377570685 0.7171428571428571 0.773076923076923 0.7330769230769231 0.8015384615384615 0.5918367346938775 0.7233343799058084 0.0721319371471263 9553 0.7926424575708733 0.7600967801972827 0.8020193560394565 0.8122091941187419 0.8241981132075471 0.7982331802267802 0.021769166375006876
69 68 0.043810796737670896 0.0015143440565304198 0.025780582427978517 0.0018978941638403463 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} 0.5263157894736842 0.5945945945945946 0.47619047619047616 0.55 0.41025641025641024 0.511471454103033 0.06340897748749943 13731 0.5987261146496815 0.575 0.6164383561643836 0.6329113924050633 0.6103896103896104 0.6066930947217478 0.01930781451428104 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.5714285714285714 0.7494505494505495 0.10200264954613004 27041 0.8867924528301887 0.8518518518518519 0.8333333333333334 0.9259259259259259 0.8867924528301887 0.8769392033542978 0.03201474392985354 0.72 0.74 0.62 0.68 0.6530612244897959 0.6826122448979592 0.04356966492630991 31127 0.7135678391959799 0.6984924623115578 0.7638190954773869 0.7286432160804021 0.73 0.7269045226130653 0.021727415953701226 0.4166666666666667 0.4583333333333333 0.3448275862068966 0.4074074074074074 0.32 0.3894469987228608 0.05024458439281946 20957 0.4519230769230769 0.4339622641509434 0.4891304347826087 0.4807692307692308 0.46534653465346537 0.46422630825586503 0.019811211862669594 0.7171428571428571 0.793076923076923 0.6946153846153846 0.7630769230769231 0.6122448979591837 0.7160313971742542 0.06225883539800724 13049 0.8001801460130843 0.7751721570817048 0.7985762144053601 0.827284571003164 0.8083962264150943 0.8019218629836814 0.016822354461733788
70 69 0.043263721466064456 0.0026654087574133805 0.023559093475341797 0.0018667316417035479 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} 0.5263157894736842 0.5789473684210527 0.5 0.5714285714285714 0.3902439024390244 0.5133871263524665 0.06808461465630702 12569 0.5875 0.5595238095238095 0.6193548387096774 0.6134969325153374 0.6134969325153374 0.5986745026528324 0.02247100992613765 0.7142857142857143 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7802197802197801 0.1241320549137841 21595 0.8867924528301887 0.8703703703703703 0.8888888888888888 0.9259259259259259 0.9433962264150944 0.9030747728860936 0.027143787521408 0.72 0.72 0.6 0.66 0.6122448979591837 0.6624489795918368 0.051089259665261566 33807 0.6984924623115578 0.6633165829145728 0.7336683417085427 0.7035175879396985 0.7 0.6997989949748744 0.022332372924351588 0.4166666666666667 0.44 0.3548387096774194 0.41379310344827586 0.2962962962962963 0.38431895521773163 0.05221599746947495 24823 0.4392523364485981 0.41228070175438597 0.4752475247524752 0.45871559633027525 0.45454545454545453 0.4480083227662378 0.021224910475581428 0.7171428571428571 0.783076923076923 0.7230769230769231 0.7915384615384615 0.5918367346938775 0.7213343799058085 0.07145767999359037 10643 0.7926424575708733 0.7668434766424717 0.8112786152987157 0.8147217569328122 0.8216981132075472 0.801436883930484 0.019788434509172614
71 70 0.04516143798828125 0.003205564621855311 0.027671194076538085 0.001994811834830656 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} 0.4444444444444444 0.5945945945945946 0.45 0.5789473684210527 0.42105263157894735 0.4978078078078078 0.07345189243005715 20141 0.5987261146496815 0.5786163522012578 0.6216216216216216 0.6329113924050633 0.631578947368421 0.6126908856492091 0.02098320505902777 0.5714285714285714 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.5714285714285714 0.7054945054945054 0.12303767034970027 33843 0.8867924528301887 0.8518518518518519 0.8518518518518519 0.9259259259259259 0.9056603773584906 0.8844164919636619 0.029328799961126452 0.72 0.74 0.64 0.72 0.673469387755102 0.6986938775510205 0.036593287927789396 24625 0.7135678391959799 0.7035175879396985 0.7587939698492462 0.7286432160804021 0.745 0.7299045226130654 0.02013565017498801 0.36363636363636365 0.4583333333333333 0.3333333333333333 0.44 0.3333333333333333 0.3857272727272727 0.05328306860015699 24159 0.4519230769230769 0.4380952380952381 0.48936170212765956 0.4807692307692308 0.48484848484848486 0.468999546552738 0.020253462852385006 0.6457142857142857 0.793076923076923 0.6661538461538461 0.783076923076923 0.6224489795918366 0.7020941915227628 0.07162377013081825 19585 0.8001801460130843 0.7776847198957753 0.8053229108505491 0.827284571003164 0.8253301886792452 0.8071605072883635 0.01819911815917603
72 71 0.04305696487426758 0.0026445011259342488 0.02782578468322754 0.0014616938621030465 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} 0.5263157894736842 0.5945945945945946 0.46511627906976744 0.5853658536585366 0.42105263157894735 0.518489029675106 0.06733249876234013 10641 0.5875 0.573170731707317 0.631578947368421 0.6211180124223602 0.6172839506172839 0.6061303284230765 0.02204581737543901 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8867924528301887 0.8703703703703703 0.8888888888888888 0.9259259259259259 0.9433962264150944 0.9030747728860936 0.027143787521408 0.72 0.74 0.6 0.68 0.673469387755102 0.6826938775510205 0.048179589070463755 30693 0.6984924623115578 0.6834170854271356 0.7487437185929648 0.7135678391959799 0.705 0.7098442211055277 0.021807148563984823 0.4166666666666667 0.4583333333333333 0.3333333333333333 0.42857142857142855 0.3333333333333333 0.39404761904761904 0.05139769796410215 16559 0.4392523364485981 0.42727272727272725 0.4897959183673469 0.4672897196261682 0.45871559633027525 0.4564652596090232 0.021825005984961343 0.7171428571428571 0.793076923076923 0.6846153846153846 0.8015384615384615 0.6224489795918366 0.7237645211930925 0.06737111421266634 8915 0.7926424575708733 0.776893727898753 0.8188163037409268 0.8197468825609528 0.8241981132075471 0.8064594969958107 0.018487558378385074
73 72 0.02667546272277832 0.0026050734884258894 0.025690650939941405 0.0020758557539678224 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} 0.631578947368421 0.5405405405405406 0.5116279069767442 0.631578947368421 0.3902439024390244 0.5411140489386302 0.0894420016326965 3225 0.5512820512820513 0.5487804878048781 0.5906040268456376 0.5838509316770186 0.6064516129032258 0.5761938221025623 0.022600471033319414 0.8571428571428571 0.7692307692307693 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7934065934065935 0.12125814702535141 20785 0.8113207547169812 0.8333333333333334 0.8148148148148148 0.8703703703703703 0.8867924528301887 0.8433263452131378 0.03019207605705232 0.76 0.72 0.62 0.74 0.6122448979591837 0.6904489795918367 0.06204006444227524 29263 0.6984924623115578 0.6733668341708543 0.7437185929648241 0.6984924623115578 0.725 0.7078140703517588 0.024268859698633183 0.5 0.4166666666666667 0.36666666666666664 0.48 0.2962962962962963 0.4119259259259259 0.07460858999445184 6437 0.4174757281553398 0.4090909090909091 0.4631578947368421 0.4392523364485981 0.46078431372549017 0.4379522364314359 0.021957152963274894 0.8085714285714285 0.7446153846153847 0.7330769230769231 0.8315384615384616 0.5918367346938775 0.7419277864992151 0.0837667391135949 3841 0.7549066085142695 0.7533500837520939 0.7792667038898194 0.784431416340964 0.8058962264150944 0.7755702077824482 0.01965996314003225
74 73 0.02645077705383301 0.0034642896842505193 0.025522470474243164 0.001385951435704725 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} 0.631578947368421 0.5365853658536586 0.5333333333333333 0.6 0.3902439024390244 0.5383483097988875 0.0830133195649903 4225 0.5569620253164557 0.5485714285714286 0.6013071895424836 0.5664739884393064 0.5962732919254659 0.573917584759028 0.021143764323190782 0.8571428571428571 0.8461538461538461 0.9230769230769231 0.9230769230769231 0.5714285714285714 0.8241758241758241 0.1303946986742095 17681 0.8301886792452831 0.8888888888888888 0.8518518518518519 0.9074074074074074 0.9056603773584906 0.8767994409503844 0.030694955028485602 0.76 0.66 0.6 0.7 0.6122448979591837 0.6664489795918367 0.05877517006704302 33449 0.6934673366834171 0.6331658291457286 0.7336683417085427 0.6482412060301508 0.7 0.6817085427135678 0.036466765752107486 0.5 0.39285714285714285 0.375 0.4444444444444444 0.2962962962962963 0.40171957671957675 0.06839737201315792 12709 0.41904761904761906 0.39669421487603307 0.46464646464646464 0.4117647058823529 0.4444444444444444 0.4273194897793829 0.024227462662855255 0.8085714285714285 0.7530769230769231 0.7615384615384615 0.8115384615384615 0.5918367346938775 0.7453124018838305 0.08033174796494325 2713 0.76182800796435 0.7610273590173087 0.7927600967801973 0.7778243067187791 0.8028301886792453 0.7792539918319761 0.016590183758427295
75 74 0.03381328582763672 0.002414049622964756 0.026327896118164062 0.0019629596939567027 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} 0.5263157894736842 0.5714285714285714 0.5116279069767442 0.6 0.3902439024390244 0.5199232340636049 0.07209922951968083 9675 0.5822784810126582 0.5625 0.6040268456375839 0.6086956521739131 0.6064516129032258 0.5927905183454761 0.01785425589687689 0.7142857142857143 0.7692307692307693 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8679245283018868 0.8333333333333334 0.8333333333333334 0.9074074074074074 0.8867924528301887 0.86575821104123 0.02927296775116151 0.72 0.76 0.62 0.7 0.6122448979591837 0.6824489795918367 0.05755130988492836 31765 0.7035175879396985 0.6934673366834171 0.7487437185929648 0.7085427135678392 0.725 0.7158542713567839 0.019350387960043253 0.4166666666666667 0.45454545454545453 0.36666666666666664 0.4444444444444444 0.2962962962962963 0.3957239057239057 0.05831369889315852 15769 0.4380952380952381 0.42452830188679247 0.47368421052631576 0.45794392523364486 0.46078431372549017 0.45100719789349625 0.017468873585314626 0.7171428571428571 0.7646153846153847 0.7330769230769231 0.8115384615384615 0.5918367346938775 0.7236420722135007 0.07336005833089114 9177 0.7857210581207927 0.7634003350083752 0.7910385259631492 0.8079750604876232 0.8058962264150944 0.7908062411990069 0.016121245279861078
76 75 0.033054161071777347 0.0034941620407485116 0.026836681365966796 0.003106571273544297 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 0.5641025641025641 0.5 0.5853658536585366 0.3902439024390244 0.5207629768605379 0.07126920980501412 8987 0.5802469135802469 0.5562130177514792 0.6064516129032258 0.6060606060606061 0.6 0.5897944300591116 0.0193135714114278 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7945054945054946 0.11975501297428817 19513 0.8867924528301887 0.8703703703703703 0.8703703703703703 0.9259259259259259 0.9056603773584906 0.8918238993710691 0.02144863448197084 0.72 0.7 0.6 0.68 0.6122448979591837 0.6624489795918368 0.04785511940372234 33807 0.6884422110552764 0.6582914572864321 0.7286432160804021 0.6934673366834171 0.705 0.6947688442211055 0.022910563433060378 0.44 0.4230769230769231 0.3548387096774194 0.42857142857142855 0.2962962962962963 0.3885566715244134 0.05493290886486097 21877 0.43119266055045874 0.40869565217391307 0.46534653465346537 0.45045045045045046 0.4485981308411215 0.4408566857338818 0.01938787485146622 0.7528571428571429 0.773076923076923 0.7230769230769231 0.8015384615384615 0.5918367346938775 0.7284772370486656 0.07296745109945935 8059 0.7876173319427325 0.7643309138284012 0.7995067932253862 0.8096966313046715 0.8053301886792452 0.7932963717960873 0.01627021723265893
77 76 0.03953819274902344 0.003845447015163019 0.02410888671875 0.001724463878331333 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} 0.5263157894736842 0.5945945945945946 0.47619047619047616 0.5853658536585366 0.41025641025641024 0.5185446248347404 0.0690351748687368 10321 0.5911949685534591 0.575 0.6308724832214765 0.6289308176100629 0.6143790849673203 0.6080754708704638 0.021786798490005463 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8867924528301887 0.8518518518518519 0.8703703703703703 0.9259259259259259 0.8867924528301887 0.8843466107617051 0.02446241357045292 0.72 0.74 0.62 0.68 0.6530612244897959 0.6826122448979592 0.04356966492630991 31127 0.7035175879396985 0.6984924623115578 0.7587939698492462 0.7236180904522613 0.735 0.7238844221105527 0.021917404427831057 0.4166666666666667 0.4583333333333333 0.3448275862068966 0.42857142857142855 0.32 0.39367980295566507 0.05242356889134719 17087 0.44339622641509435 0.4339622641509434 0.49473684210526314 0.47619047619047616 0.47 0.4636571617723554 0.022161022282279876 0.7171428571428571 0.793076923076923 0.6946153846153846 0.8015384615384615 0.6122448979591837 0.7237237048665619 0.06954585751306991 9011 0.7951550203849436 0.7751721570817048 0.8145821701098083 0.8247720081890937 0.8108962264150943 0.8041155164361289 0.01732182472308575
78 77 0.03931713104248047 0.004319514074367813 0.02553238868713379 0.000785578597406538 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} 0.5263157894736842 0.5641025641025641 0.5 0.5853658536585366 0.3902439024390244 0.5132056219347618 0.0682106255203577 12809 0.5875 0.5542168674698795 0.6233766233766234 0.6134969325153374 0.625 0.6007180846723681 0.026845486414305078 0.7142857142857143 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7802197802197801 0.1241320549137841 21595 0.8867924528301887 0.8518518518518519 0.8888888888888888 0.9259259259259259 0.9433962264150944 0.89937106918239 0.03215446654753364 0.72 0.7 0.6 0.68 0.6122448979591837 0.6624489795918368 0.04785511940372234 33807 0.6984924623115578 0.6683417085427136 0.7386934673366834 0.7035175879396985 0.715 0.7048090452261306 0.022906083678316615 0.4166666666666667 0.4230769230769231 0.3548387096774194 0.42857142857142855 0.2962962962962963 0.3838900048577468 0.05123082914639802 25063 0.4392523364485981 0.4107142857142857 0.48 0.45871559633027525 0.4672897196261682 0.45119438762386543 0.024193564573731202 0.7171428571428571 0.773076923076923 0.7230769230769231 0.8015384615384615 0.5918367346938775 0.7213343799058085 0.07197253770649274 10643 0.7926424575708733 0.7600967801972827 0.8137911781127861 0.8147217569328122 0.8291981132075472 0.8020900572042603 0.02401672426224322
79 78 0.03942451477050781 0.002693034019205322 0.026207399368286134 0.0021907870059092735 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} 0.4864864864864865 0.5945945945945946 0.47619047619047616 0.55 0.41025641025641024 0.5035055935055935 0.06354543534978002 17333 0.5897435897435898 0.5714285714285714 0.6266666666666667 0.6289308176100629 0.6143790849673203 0.6062297460832422 0.022281531382950047 0.6428571428571429 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.5714285714285714 0.7351648351648352 0.11056932947784849 28537 0.8679245283018868 0.8518518518518519 0.8703703703703703 0.9259259259259259 0.8867924528301887 0.8805730258560448 0.025237081139273473 0.72 0.74 0.62 0.68 0.6530612244897959 0.6826122448979592 0.04356966492630991 31127 0.7135678391959799 0.6934673366834171 0.7537688442211056 0.7236180904522613 0.735 0.7238844221105527 0.02024024040452682 0.391304347826087 0.4583333333333333 0.3448275862068966 0.4074074074074074 0.32 0.38437453495474483 0.048490166597696366 24663 0.44660194174757284 0.42990654205607476 0.4895833333333333 0.47619047619047616 0.47 0.46245645866549145 0.02141148458406084 0.6814285714285715 0.793076923076923 0.6946153846153846 0.7630769230769231 0.6122448979591837 0.7088885400313971 0.06375238205916506 16015 0.7907461837489334 0.7726595942676344 0.812069607295738 0.8247720081890937 0.8108962264150943 0.8022287239832988 0.018364914418167448
80 79 0.040793991088867186 0.002302294445693114 0.026037216186523438 0.0034383369083575703 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} 0.5263157894736842 0.5641025641025641 0.5116279069767442 0.5853658536585366 0.3902439024390244 0.5155312033301107 0.06791834252845881 11911 0.5875 0.5542168674698795 0.6103896103896104 0.6097560975609756 0.6172839506172839 0.59582930520755 0.02309645921616387 0.7142857142857143 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7802197802197801 0.1241320549137841 21595 0.8867924528301887 0.8518518518518519 0.8703703703703703 0.9259259259259259 0.9433962264150944 0.8956673654786863 0.034152967417307015 0.72 0.7 0.62 0.68 0.6122448979591837 0.6664489795918367 0.04306414536955109 33449 0.6984924623115578 0.6683417085427136 0.7336683417085427 0.6984924623115578 0.705 0.7007989949748744 0.020794989907727594 0.4166666666666667 0.4230769230769231 0.36666666666666664 0.42857142857142855 0.2962962962962963 0.38625559625559625 0.050095258834782025 23523 0.4392523364485981 0.4107142857142857 0.47 0.45454545454545453 0.45871559633027525 0.4466455346077227 0.02049019377570685 0.7171428571428571 0.773076923076923 0.7330769230769231 0.8015384615384615 0.5918367346938775 0.7233343799058084 0.0721319371471263 9553 0.7926424575708733 0.7600967801972827 0.8020193560394565 0.8122091941187419 0.8241981132075471 0.7982331802267802 0.021769166375006876
81 80 0.041315650939941405 0.002496364082284132 0.02867588996887207 0.003345911542142848 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} 0.5263157894736842 0.5945945945945946 0.47619047619047616 0.55 0.41025641025641024 0.511471454103033 0.06340897748749943 13731 0.5987261146496815 0.575 0.6164383561643836 0.6329113924050633 0.6103896103896104 0.6066930947217478 0.01930781451428104 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.5714285714285714 0.7494505494505495 0.10200264954613004 27041 0.8867924528301887 0.8518518518518519 0.8333333333333334 0.9259259259259259 0.8867924528301887 0.8769392033542978 0.03201474392985354 0.72 0.74 0.62 0.68 0.6530612244897959 0.6826122448979592 0.04356966492630991 31127 0.7135678391959799 0.6984924623115578 0.7638190954773869 0.7286432160804021 0.73 0.7269045226130653 0.021727415953701226 0.4166666666666667 0.4583333333333333 0.3448275862068966 0.4074074074074074 0.32 0.3894469987228608 0.05024458439281946 20957 0.4519230769230769 0.4339622641509434 0.4891304347826087 0.4807692307692308 0.46534653465346537 0.46422630825586503 0.019811211862669594 0.7171428571428571 0.793076923076923 0.6946153846153846 0.7630769230769231 0.6122448979591837 0.7160313971742542 0.06225883539800724 13049 0.8001801460130843 0.7751721570817048 0.7985762144053601 0.827284571003164 0.8083962264150943 0.8019218629836814 0.016822354461733788
82 81 0.04205923080444336 0.0029421572174102933 0.02782573699951172 0.004070454666318784 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} 0.5263157894736842 0.5789473684210527 0.5 0.5714285714285714 0.3902439024390244 0.5133871263524665 0.06808461465630702 12569 0.5875 0.5595238095238095 0.6193548387096774 0.6134969325153374 0.6134969325153374 0.5986745026528324 0.02247100992613765 0.7142857142857143 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7802197802197801 0.1241320549137841 21595 0.8867924528301887 0.8703703703703703 0.8888888888888888 0.9259259259259259 0.9433962264150944 0.9030747728860936 0.027143787521408 0.72 0.72 0.6 0.66 0.6122448979591837 0.6624489795918368 0.051089259665261566 33807 0.6984924623115578 0.6633165829145728 0.7336683417085427 0.7035175879396985 0.7 0.6997989949748744 0.022332372924351588 0.4166666666666667 0.44 0.3548387096774194 0.41379310344827586 0.2962962962962963 0.38431895521773163 0.05221599746947495 24823 0.4392523364485981 0.41228070175438597 0.4752475247524752 0.45871559633027525 0.45454545454545453 0.4480083227662378 0.021224910475581428 0.7171428571428571 0.783076923076923 0.7230769230769231 0.7915384615384615 0.5918367346938775 0.7213343799058085 0.07145767999359037 10643 0.7926424575708733 0.7668434766424717 0.8112786152987157 0.8147217569328122 0.8216981132075472 0.801436883930484 0.019788434509172614
83 82 0.04936261177062988 0.006377158610000046 0.02490572929382324 0.0015440538407135336 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} 0.4444444444444444 0.5945945945945946 0.45 0.5789473684210527 0.42105263157894735 0.4978078078078078 0.07345189243005715 20141 0.5987261146496815 0.5786163522012578 0.6216216216216216 0.6329113924050633 0.631578947368421 0.6126908856492091 0.02098320505902777 0.5714285714285714 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.5714285714285714 0.7054945054945054 0.12303767034970027 33843 0.8867924528301887 0.8518518518518519 0.8518518518518519 0.9259259259259259 0.9056603773584906 0.8844164919636619 0.029328799961126452 0.72 0.74 0.64 0.72 0.673469387755102 0.6986938775510205 0.036593287927789396 24625 0.7135678391959799 0.7035175879396985 0.7587939698492462 0.7286432160804021 0.745 0.7299045226130654 0.02013565017498801 0.36363636363636365 0.4583333333333333 0.3333333333333333 0.44 0.3333333333333333 0.3857272727272727 0.05328306860015699 24159 0.4519230769230769 0.4380952380952381 0.48936170212765956 0.4807692307692308 0.48484848484848486 0.468999546552738 0.020253462852385006 0.6457142857142857 0.793076923076923 0.6661538461538461 0.783076923076923 0.6224489795918366 0.7020941915227628 0.07162377013081825 19585 0.8001801460130843 0.7776847198957753 0.8053229108505491 0.827284571003164 0.8253301886792452 0.8071605072883635 0.01819911815917603
84 83 0.04577946662902832 0.00298871009424811 0.02239880561828613 0.0016103635025375167 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} 0.5263157894736842 0.5945945945945946 0.46511627906976744 0.5853658536585366 0.42105263157894735 0.518489029675106 0.06733249876234013 10641 0.5875 0.573170731707317 0.631578947368421 0.6211180124223602 0.6172839506172839 0.6061303284230765 0.02204581737543901 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8867924528301887 0.8703703703703703 0.8888888888888888 0.9259259259259259 0.9433962264150944 0.9030747728860936 0.027143787521408 0.72 0.74 0.6 0.68 0.673469387755102 0.6826938775510205 0.048179589070463755 30693 0.6984924623115578 0.6834170854271356 0.7487437185929648 0.7135678391959799 0.705 0.7098442211055277 0.021807148563984823 0.4166666666666667 0.4583333333333333 0.3333333333333333 0.42857142857142855 0.3333333333333333 0.39404761904761904 0.05139769796410215 16559 0.4392523364485981 0.42727272727272725 0.4897959183673469 0.4672897196261682 0.45871559633027525 0.4564652596090232 0.021825005984961343 0.7171428571428571 0.793076923076923 0.6846153846153846 0.8015384615384615 0.6224489795918366 0.7237645211930925 0.06737111421266634 8915 0.7926424575708733 0.776893727898753 0.8188163037409268 0.8197468825609528 0.8241981132075471 0.8064594969958107 0.018487558378385074
85 84 0.028326892852783205 0.003567528273352407 0.023105764389038087 0.00216739024212352 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} 0.631578947368421 0.5405405405405406 0.5116279069767442 0.631578947368421 0.3902439024390244 0.5411140489386302 0.0894420016326965 3225 0.5512820512820513 0.5487804878048781 0.5906040268456376 0.5838509316770186 0.6064516129032258 0.5761938221025623 0.022600471033319414 0.8571428571428571 0.7692307692307693 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7934065934065935 0.12125814702535141 20785 0.8113207547169812 0.8333333333333334 0.8148148148148148 0.8703703703703703 0.8867924528301887 0.8433263452131378 0.03019207605705232 0.76 0.72 0.62 0.74 0.6122448979591837 0.6904489795918367 0.06204006444227524 29263 0.6984924623115578 0.6733668341708543 0.7437185929648241 0.6984924623115578 0.725 0.7078140703517588 0.024268859698633183 0.5 0.4166666666666667 0.36666666666666664 0.48 0.2962962962962963 0.4119259259259259 0.07460858999445184 6437 0.4174757281553398 0.4090909090909091 0.4631578947368421 0.4392523364485981 0.46078431372549017 0.4379522364314359 0.021957152963274894 0.8085714285714285 0.7446153846153847 0.7330769230769231 0.8315384615384616 0.5918367346938775 0.7419277864992151 0.0837667391135949 3841 0.7549066085142695 0.7533500837520939 0.7792667038898194 0.784431416340964 0.8058962264150944 0.7755702077824482 0.01965996314003225
86 85 0.026339197158813478 0.003073324965072479 0.024530792236328126 0.0017469946784907592 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} 0.631578947368421 0.5365853658536586 0.5333333333333333 0.6 0.3902439024390244 0.5383483097988875 0.0830133195649903 4225 0.5569620253164557 0.5485714285714286 0.6013071895424836 0.5664739884393064 0.5962732919254659 0.573917584759028 0.021143764323190782 0.8571428571428571 0.8461538461538461 0.9230769230769231 0.9230769230769231 0.5714285714285714 0.8241758241758241 0.1303946986742095 17681 0.8301886792452831 0.8888888888888888 0.8518518518518519 0.9074074074074074 0.9056603773584906 0.8767994409503844 0.030694955028485602 0.76 0.66 0.6 0.7 0.6122448979591837 0.6664489795918367 0.05877517006704302 33449 0.6934673366834171 0.6331658291457286 0.7336683417085427 0.6482412060301508 0.7 0.6817085427135678 0.036466765752107486 0.5 0.39285714285714285 0.375 0.4444444444444444 0.2962962962962963 0.40171957671957675 0.06839737201315792 12709 0.41904761904761906 0.39669421487603307 0.46464646464646464 0.4117647058823529 0.4444444444444444 0.4273194897793829 0.024227462662855255 0.8085714285714285 0.7530769230769231 0.7615384615384615 0.8115384615384615 0.5918367346938775 0.7453124018838305 0.08033174796494325 2713 0.76182800796435 0.7610273590173087 0.7927600967801973 0.7778243067187791 0.8028301886792453 0.7792539918319761 0.016590183758427295
87 86 0.0310361385345459 0.002080639044553041 0.024164962768554687 0.0010992814258718744 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} 0.5263157894736842 0.5714285714285714 0.5116279069767442 0.6 0.3902439024390244 0.5199232340636049 0.07209922951968083 9675 0.5822784810126582 0.5625 0.6040268456375839 0.6086956521739131 0.6064516129032258 0.5927905183454761 0.01785425589687689 0.7142857142857143 0.7692307692307693 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8679245283018868 0.8333333333333334 0.8333333333333334 0.9074074074074074 0.8867924528301887 0.86575821104123 0.02927296775116151 0.72 0.76 0.62 0.7 0.6122448979591837 0.6824489795918367 0.05755130988492836 31765 0.7035175879396985 0.6934673366834171 0.7487437185929648 0.7085427135678392 0.725 0.7158542713567839 0.019350387960043253 0.4166666666666667 0.45454545454545453 0.36666666666666664 0.4444444444444444 0.2962962962962963 0.3957239057239057 0.05831369889315852 15769 0.4380952380952381 0.42452830188679247 0.47368421052631576 0.45794392523364486 0.46078431372549017 0.45100719789349625 0.017468873585314626 0.7171428571428571 0.7646153846153847 0.7330769230769231 0.8115384615384615 0.5918367346938775 0.7236420722135007 0.07336005833089114 9177 0.7857210581207927 0.7634003350083752 0.7910385259631492 0.8079750604876232 0.8058962264150944 0.7908062411990069 0.016121245279861078
88 87 0.03217754364013672 0.0013053260271008657 0.025314188003540038 0.001272218316638118 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 0.5641025641025641 0.5 0.5853658536585366 0.3902439024390244 0.5207629768605379 0.07126920980501412 8987 0.5802469135802469 0.5562130177514792 0.6064516129032258 0.6060606060606061 0.6 0.5897944300591116 0.0193135714114278 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7945054945054946 0.11975501297428817 19513 0.8867924528301887 0.8703703703703703 0.8703703703703703 0.9259259259259259 0.9056603773584906 0.8918238993710691 0.02144863448197084 0.72 0.7 0.6 0.68 0.6122448979591837 0.6624489795918368 0.04785511940372234 33807 0.6884422110552764 0.6582914572864321 0.7286432160804021 0.6934673366834171 0.705 0.6947688442211055 0.022910563433060378 0.44 0.4230769230769231 0.3548387096774194 0.42857142857142855 0.2962962962962963 0.3885566715244134 0.05493290886486097 21877 0.43119266055045874 0.40869565217391307 0.46534653465346537 0.45045045045045046 0.4485981308411215 0.4408566857338818 0.01938787485146622 0.7528571428571429 0.773076923076923 0.7230769230769231 0.8015384615384615 0.5918367346938775 0.7284772370486656 0.07296745109945935 8059 0.7876173319427325 0.7643309138284012 0.7995067932253862 0.8096966313046715 0.8053301886792452 0.7932963717960873 0.01627021723265893
89 88 0.03810791969299317 0.0015250154630173625 0.026021337509155272 0.0013437155512575748 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} 0.5263157894736842 0.5945945945945946 0.47619047619047616 0.5853658536585366 0.41025641025641024 0.5185446248347404 0.0690351748687368 10321 0.5911949685534591 0.575 0.6308724832214765 0.6289308176100629 0.6143790849673203 0.6080754708704638 0.021786798490005463 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8867924528301887 0.8518518518518519 0.8703703703703703 0.9259259259259259 0.8867924528301887 0.8843466107617051 0.02446241357045292 0.72 0.74 0.62 0.68 0.6530612244897959 0.6826122448979592 0.04356966492630991 31127 0.7035175879396985 0.6984924623115578 0.7587939698492462 0.7236180904522613 0.735 0.7238844221105527 0.021917404427831057 0.4166666666666667 0.4583333333333333 0.3448275862068966 0.42857142857142855 0.32 0.39367980295566507 0.05242356889134719 17087 0.44339622641509435 0.4339622641509434 0.49473684210526314 0.47619047619047616 0.47 0.4636571617723554 0.022161022282279876 0.7171428571428571 0.793076923076923 0.6946153846153846 0.8015384615384615 0.6122448979591837 0.7237237048665619 0.06954585751306991 9011 0.7951550203849436 0.7751721570817048 0.8145821701098083 0.8247720081890937 0.8108962264150943 0.8041155164361289 0.01732182472308575
90 89 0.03752145767211914 0.002789895663396866 0.025899171829223633 0.0023807934182372872 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} 0.5263157894736842 0.5641025641025641 0.5 0.5853658536585366 0.3902439024390244 0.5132056219347618 0.0682106255203577 12809 0.5875 0.5542168674698795 0.6233766233766234 0.6134969325153374 0.625 0.6007180846723681 0.026845486414305078 0.7142857142857143 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7802197802197801 0.1241320549137841 21595 0.8867924528301887 0.8518518518518519 0.8888888888888888 0.9259259259259259 0.9433962264150944 0.89937106918239 0.03215446654753364 0.72 0.7 0.6 0.68 0.6122448979591837 0.6624489795918368 0.04785511940372234 33807 0.6984924623115578 0.6683417085427136 0.7386934673366834 0.7035175879396985 0.715 0.7048090452261306 0.022906083678316615 0.4166666666666667 0.4230769230769231 0.3548387096774194 0.42857142857142855 0.2962962962962963 0.3838900048577468 0.05123082914639802 25063 0.4392523364485981 0.4107142857142857 0.48 0.45871559633027525 0.4672897196261682 0.45119438762386543 0.024193564573731202 0.7171428571428571 0.773076923076923 0.7230769230769231 0.8015384615384615 0.5918367346938775 0.7213343799058085 0.07197253770649274 10643 0.7926424575708733 0.7600967801972827 0.8137911781127861 0.8147217569328122 0.8291981132075472 0.8020900572042603 0.02401672426224322
91 90 0.038152122497558595 0.0036164510130239753 0.026349925994873048 0.0028442445494837004 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} 0.4864864864864865 0.5945945945945946 0.47619047619047616 0.55 0.41025641025641024 0.5035055935055935 0.06354543534978002 17333 0.5897435897435898 0.5714285714285714 0.6266666666666667 0.6289308176100629 0.6143790849673203 0.6062297460832422 0.022281531382950047 0.6428571428571429 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.5714285714285714 0.7351648351648352 0.11056932947784849 28537 0.8679245283018868 0.8518518518518519 0.8703703703703703 0.9259259259259259 0.8867924528301887 0.8805730258560448 0.025237081139273473 0.72 0.74 0.62 0.68 0.6530612244897959 0.6826122448979592 0.04356966492630991 31127 0.7135678391959799 0.6934673366834171 0.7537688442211056 0.7236180904522613 0.735 0.7238844221105527 0.02024024040452682 0.391304347826087 0.4583333333333333 0.3448275862068966 0.4074074074074074 0.32 0.38437453495474483 0.048490166597696366 24663 0.44660194174757284 0.42990654205607476 0.4895833333333333 0.47619047619047616 0.47 0.46245645866549145 0.02141148458406084 0.6814285714285715 0.793076923076923 0.6946153846153846 0.7630769230769231 0.6122448979591837 0.7088885400313971 0.06375238205916506 16015 0.7907461837489334 0.7726595942676344 0.812069607295738 0.8247720081890937 0.8108962264150943 0.8022287239832988 0.018364914418167448
92 91 0.03972558975219727 0.0037615164575615654 0.028510522842407227 0.001568392926918189 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} 0.5263157894736842 0.5641025641025641 0.5116279069767442 0.5853658536585366 0.3902439024390244 0.5155312033301107 0.06791834252845881 11911 0.5875 0.5542168674698795 0.6103896103896104 0.6097560975609756 0.6172839506172839 0.59582930520755 0.02309645921616387 0.7142857142857143 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7802197802197801 0.1241320549137841 21595 0.8867924528301887 0.8518518518518519 0.8703703703703703 0.9259259259259259 0.9433962264150944 0.8956673654786863 0.034152967417307015 0.72 0.7 0.62 0.68 0.6122448979591837 0.6664489795918367 0.04306414536955109 33449 0.6984924623115578 0.6683417085427136 0.7336683417085427 0.6984924623115578 0.705 0.7007989949748744 0.020794989907727594 0.4166666666666667 0.4230769230769231 0.36666666666666664 0.42857142857142855 0.2962962962962963 0.38625559625559625 0.050095258834782025 23523 0.4392523364485981 0.4107142857142857 0.47 0.45454545454545453 0.45871559633027525 0.4466455346077227 0.02049019377570685 0.7171428571428571 0.773076923076923 0.7330769230769231 0.8015384615384615 0.5918367346938775 0.7233343799058084 0.0721319371471263 9553 0.7926424575708733 0.7600967801972827 0.8020193560394565 0.8122091941187419 0.8241981132075471 0.7982331802267802 0.021769166375006876
93 92 0.042966794967651364 0.005526844606387861 0.02750387191772461 0.0015593845464417842 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} 0.5263157894736842 0.5945945945945946 0.47619047619047616 0.55 0.41025641025641024 0.511471454103033 0.06340897748749943 13731 0.5987261146496815 0.575 0.6164383561643836 0.6329113924050633 0.6103896103896104 0.6066930947217478 0.01930781451428104 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.5714285714285714 0.7494505494505495 0.10200264954613004 27041 0.8867924528301887 0.8518518518518519 0.8333333333333334 0.9259259259259259 0.8867924528301887 0.8769392033542978 0.03201474392985354 0.72 0.74 0.62 0.68 0.6530612244897959 0.6826122448979592 0.04356966492630991 31127 0.7135678391959799 0.6984924623115578 0.7638190954773869 0.7286432160804021 0.73 0.7269045226130653 0.021727415953701226 0.4166666666666667 0.4583333333333333 0.3448275862068966 0.4074074074074074 0.32 0.3894469987228608 0.05024458439281946 20957 0.4519230769230769 0.4339622641509434 0.4891304347826087 0.4807692307692308 0.46534653465346537 0.46422630825586503 0.019811211862669594 0.7171428571428571 0.793076923076923 0.6946153846153846 0.7630769230769231 0.6122448979591837 0.7160313971742542 0.06225883539800724 13049 0.8001801460130843 0.7751721570817048 0.7985762144053601 0.827284571003164 0.8083962264150943 0.8019218629836814 0.016822354461733788
94 93 0.04125280380249023 0.0030162566881925283 0.026298141479492186 0.0011415013843091178 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} 0.5263157894736842 0.5789473684210527 0.5 0.5714285714285714 0.3902439024390244 0.5133871263524665 0.06808461465630702 12569 0.5875 0.5595238095238095 0.6193548387096774 0.6134969325153374 0.6134969325153374 0.5986745026528324 0.02247100992613765 0.7142857142857143 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7802197802197801 0.1241320549137841 21595 0.8867924528301887 0.8703703703703703 0.8888888888888888 0.9259259259259259 0.9433962264150944 0.9030747728860936 0.027143787521408 0.72 0.72 0.6 0.66 0.6122448979591837 0.6624489795918368 0.051089259665261566 33807 0.6984924623115578 0.6633165829145728 0.7336683417085427 0.7035175879396985 0.7 0.6997989949748744 0.022332372924351588 0.4166666666666667 0.44 0.3548387096774194 0.41379310344827586 0.2962962962962963 0.38431895521773163 0.05221599746947495 24823 0.4392523364485981 0.41228070175438597 0.4752475247524752 0.45871559633027525 0.45454545454545453 0.4480083227662378 0.021224910475581428 0.7171428571428571 0.783076923076923 0.7230769230769231 0.7915384615384615 0.5918367346938775 0.7213343799058085 0.07145767999359037 10643 0.7926424575708733 0.7668434766424717 0.8112786152987157 0.8147217569328122 0.8216981132075472 0.801436883930484 0.019788434509172614
95 94 0.04757680892944336 0.001110716851189692 0.023634624481201173 0.00198601451608973 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} 0.4444444444444444 0.5945945945945946 0.45 0.5789473684210527 0.42105263157894735 0.4978078078078078 0.07345189243005715 20141 0.5987261146496815 0.5786163522012578 0.6216216216216216 0.6329113924050633 0.631578947368421 0.6126908856492091 0.02098320505902777 0.5714285714285714 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.5714285714285714 0.7054945054945054 0.12303767034970027 33843 0.8867924528301887 0.8518518518518519 0.8518518518518519 0.9259259259259259 0.9056603773584906 0.8844164919636619 0.029328799961126452 0.72 0.74 0.64 0.72 0.673469387755102 0.6986938775510205 0.036593287927789396 24625 0.7135678391959799 0.7035175879396985 0.7587939698492462 0.7286432160804021 0.745 0.7299045226130654 0.02013565017498801 0.36363636363636365 0.4583333333333333 0.3333333333333333 0.44 0.3333333333333333 0.3857272727272727 0.05328306860015699 24159 0.4519230769230769 0.4380952380952381 0.48936170212765956 0.4807692307692308 0.48484848484848486 0.468999546552738 0.020253462852385006 0.6457142857142857 0.793076923076923 0.6661538461538461 0.783076923076923 0.6224489795918366 0.7020941915227628 0.07162377013081825 19585 0.8001801460130843 0.7776847198957753 0.8053229108505491 0.827284571003164 0.8253301886792452 0.8071605072883635 0.01819911815917603
96 95 0.045981645584106445 0.0032144160386640376 0.0235288143157959 0.0018352016722579627 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} 0.5263157894736842 0.5945945945945946 0.46511627906976744 0.5853658536585366 0.42105263157894735 0.518489029675106 0.06733249876234013 10641 0.5875 0.573170731707317 0.631578947368421 0.6211180124223602 0.6172839506172839 0.6061303284230765 0.02204581737543901 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8867924528301887 0.8703703703703703 0.8888888888888888 0.9259259259259259 0.9433962264150944 0.9030747728860936 0.027143787521408 0.72 0.74 0.6 0.68 0.673469387755102 0.6826938775510205 0.048179589070463755 30693 0.6984924623115578 0.6834170854271356 0.7487437185929648 0.7135678391959799 0.705 0.7098442211055277 0.021807148563984823 0.4166666666666667 0.4583333333333333 0.3333333333333333 0.42857142857142855 0.3333333333333333 0.39404761904761904 0.05139769796410215 16559 0.4392523364485981 0.42727272727272725 0.4897959183673469 0.4672897196261682 0.45871559633027525 0.4564652596090232 0.021825005984961343 0.7171428571428571 0.793076923076923 0.6846153846153846 0.8015384615384615 0.6224489795918366 0.7237645211930925 0.06737111421266634 8915 0.7926424575708733 0.776893727898753 0.8188163037409268 0.8197468825609528 0.8241981132075471 0.8064594969958107 0.018487558378385074
97 96 0.028565645217895508 0.0024074886965279913 0.02332901954650879 0.0017772418984124852 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} 0.631578947368421 0.5405405405405406 0.5116279069767442 0.631578947368421 0.3902439024390244 0.5411140489386302 0.0894420016326965 3225 0.5512820512820513 0.5487804878048781 0.5906040268456376 0.5838509316770186 0.6064516129032258 0.5761938221025623 0.022600471033319414 0.8571428571428571 0.7692307692307693 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7934065934065935 0.12125814702535141 20785 0.8113207547169812 0.8333333333333334 0.8148148148148148 0.8703703703703703 0.8867924528301887 0.8433263452131378 0.03019207605705232 0.76 0.72 0.62 0.74 0.6122448979591837 0.6904489795918367 0.06204006444227524 29263 0.6984924623115578 0.6733668341708543 0.7437185929648241 0.6984924623115578 0.725 0.7078140703517588 0.024268859698633183 0.5 0.4166666666666667 0.36666666666666664 0.48 0.2962962962962963 0.4119259259259259 0.07460858999445184 6437 0.4174757281553398 0.4090909090909091 0.4631578947368421 0.4392523364485981 0.46078431372549017 0.4379522364314359 0.021957152963274894 0.8085714285714285 0.7446153846153847 0.7330769230769231 0.8315384615384616 0.5918367346938775 0.7419277864992151 0.0837667391135949 3841 0.7549066085142695 0.7533500837520939 0.7792667038898194 0.784431416340964 0.8058962264150944 0.7755702077824482 0.01965996314003225
98 97 0.028394651412963868 0.002643246836323958 0.0257108211517334 0.0038844327606885865 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} 0.631578947368421 0.5365853658536586 0.5333333333333333 0.6 0.3902439024390244 0.5383483097988875 0.0830133195649903 4225 0.5569620253164557 0.5485714285714286 0.6013071895424836 0.5664739884393064 0.5962732919254659 0.573917584759028 0.021143764323190782 0.8571428571428571 0.8461538461538461 0.9230769230769231 0.9230769230769231 0.5714285714285714 0.8241758241758241 0.1303946986742095 17681 0.8301886792452831 0.8888888888888888 0.8518518518518519 0.9074074074074074 0.9056603773584906 0.8767994409503844 0.030694955028485602 0.76 0.66 0.6 0.7 0.6122448979591837 0.6664489795918367 0.05877517006704302 33449 0.6934673366834171 0.6331658291457286 0.7336683417085427 0.6482412060301508 0.7 0.6817085427135678 0.036466765752107486 0.5 0.39285714285714285 0.375 0.4444444444444444 0.2962962962962963 0.40171957671957675 0.06839737201315792 12709 0.41904761904761906 0.39669421487603307 0.46464646464646464 0.4117647058823529 0.4444444444444444 0.4273194897793829 0.024227462662855255 0.8085714285714285 0.7530769230769231 0.7615384615384615 0.8115384615384615 0.5918367346938775 0.7453124018838305 0.08033174796494325 2713 0.76182800796435 0.7610273590173087 0.7927600967801973 0.7778243067187791 0.8028301886792453 0.7792539918319761 0.016590183758427295
99 98 0.03192434310913086 0.003714323650161475 0.024410581588745116 0.0026226249850069805 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} 0.5263157894736842 0.5714285714285714 0.5116279069767442 0.6 0.3902439024390244 0.5199232340636049 0.07209922951968083 9675 0.5822784810126582 0.5625 0.6040268456375839 0.6086956521739131 0.6064516129032258 0.5927905183454761 0.01785425589687689 0.7142857142857143 0.7692307692307693 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7648351648351648 0.11969449498189104 24799 0.8679245283018868 0.8333333333333334 0.8333333333333334 0.9074074074074074 0.8867924528301887 0.86575821104123 0.02927296775116151 0.72 0.76 0.62 0.7 0.6122448979591837 0.6824489795918367 0.05755130988492836 31765 0.7035175879396985 0.6934673366834171 0.7487437185929648 0.7085427135678392 0.725 0.7158542713567839 0.019350387960043253 0.4166666666666667 0.45454545454545453 0.36666666666666664 0.4444444444444444 0.2962962962962963 0.3957239057239057 0.05831369889315852 15769 0.4380952380952381 0.42452830188679247 0.47368421052631576 0.45794392523364486 0.46078431372549017 0.45100719789349625 0.017468873585314626 0.7171428571428571 0.7646153846153847 0.7330769230769231 0.8115384615384615 0.5918367346938775 0.7236420722135007 0.07336005833089114 9177 0.7857210581207927 0.7634003350083752 0.7910385259631492 0.8079750604876232 0.8058962264150944 0.7908062411990069 0.016121245279861078
100 99 0.03385481834411621 0.0041924093110682495 0.024192428588867186 0.0014056801192922229 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 0.5641025641025641 0.5 0.5853658536585366 0.3902439024390244 0.5207629768605379 0.07126920980501412 8987 0.5802469135802469 0.5562130177514792 0.6064516129032258 0.6060606060606061 0.6 0.5897944300591116 0.0193135714114278 0.7857142857142857 0.8461538461538461 0.8461538461538461 0.9230769230769231 0.5714285714285714 0.7945054945054946 0.11975501297428817 19513 0.8867924528301887 0.8703703703703703 0.8703703703703703 0.9259259259259259 0.9056603773584906 0.8918238993710691 0.02144863448197084 0.72 0.7 0.6 0.68 0.6122448979591837 0.6624489795918368 0.04785511940372234 33807 0.6884422110552764 0.6582914572864321 0.7286432160804021 0.6934673366834171 0.705 0.6947688442211055 0.022910563433060378 0.44 0.4230769230769231 0.3548387096774194 0.42857142857142855 0.2962962962962963 0.3885566715244134 0.05493290886486097 21877 0.43119266055045874 0.40869565217391307 0.46534653465346537 0.45045045045045046 0.4485981308411215 0.4408566857338818 0.01938787485146622 0.7528571428571429 0.773076923076923 0.7230769230769231 0.8015384615384615 0.5918367346938775 0.7284772370486656 0.07296745109945935 8059 0.7876173319427325 0.7643309138284012 0.7995067932253862 0.8096966313046715 0.8053301886792452 0.7932963717960873 0.01627021723265893