[e6e569]: / XGBClassification / output.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 rank_train_balanced_accuracy_score rank_train_f1 rank_train_precision rank_train_specificity rank_train_recall
1 0 0.017175054550170897 0.001996734750553426 0.010130167007446289 0.0007709617840396901 0.0 0.07907064831710003 19 5 3 2.6294992760528797 63 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.07907064831710003), ('max_bin', 19), ('max_depth', 5), ('max_leaves', 3), ('min_child_weight', 2.6294992760528797), ('n_estimators', 63), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.45454545454545453 0.5365853658536586 0.5294117647058824 0.5555555555555556 0.5263157894736842 0.5204827860268469 0.03449891161135742 78 0.6577181208053692 0.6025641025641025 0.611764705882353 0.6442953020134228 0.6363636363636364 0.6305411735257768 0.020478944426653305 0.7142857142857143 0.8461538461538461 0.6923076923076923 0.7692307692307693 0.7142857142857143 0.7472527472527473 0.055600486332630844 91 0.9245283018867925 0.8703703703703703 0.9629629629629629 0.8888888888888888 0.9245283018867925 0.9142557651991613 0.03210248410020343 0.6 0.66 0.76 0.74 0.7142857142857143 0.6948571428571428 0.05808930492731667 24 0.7638190954773869 0.7236180904522613 0.678391959798995 0.7638190954773869 0.74 0.7339296482412061 0.03166818701530992 0.3333333333333333 0.39285714285714285 0.42857142857142855 0.43478260869565216 0.4166666666666667 0.4012422360248447 0.03685561904775304 29 0.5104166666666666 0.46078431372549017 0.4482758620689655 0.5052631578947369 0.48514851485148514 0.48197770304146886 0.024273503838416022 0.6571428571428571 0.7530769230769231 0.7261538461538461 0.7546153846153847 0.7142857142857143 0.7210549450549452 0.03551981542417104 80 0.8441736986820897 0.7969942304113158 0.820677461380979 0.8263539921831379 0.8322641509433962 0.8240927067201838 0.015627689975178095 6 6 6 10 21
2 1 0.032399225234985354 0.008161997287226082 0.009891891479492187 0.0002817119305681328 0.7 0.1299774654016892 15 5 2 6.763510356426382 155 2 4.5 OrderedDict([('gamma', 0.7), ('learning_rate', 0.1299774654016892), ('max_bin', 15), ('max_depth', 5), ('max_leaves', 2), ('min_child_weight', 6.763510356426382), ('n_estimators', 155), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.4888888888888889 0.46511627906976744 0.6896551724137931 0.5945945945945946 0.4864864864864865 0.5449482842907061 0.08525071996173679 17 0.6533333333333333 0.6086956521739131 0.6181818181818182 0.6451612903225806 0.6451612903225806 0.6341066768668451 0.017397669822563536 0.7857142857142857 0.7692307692307693 0.7692307692307693 0.8461538461538461 0.6428571428571429 0.7626373626373627 0.06624468955209464 87 0.9245283018867925 0.9074074074074074 0.9444444444444444 0.9259259259259259 0.9433962264150944 0.929140461215933 0.013721294565197011 0.6 0.6 0.88 0.74 0.7142857142857143 0.706857142857143 0.1038931947644664 20 0.7587939698492462 0.7085427135678392 0.6984924623115578 0.7437185929648241 0.74 0.7299095477386934 0.022673295555681098 0.3548387096774194 0.3333333333333333 0.625 0.4583333333333333 0.391304347826087 0.4325619448340346 0.10515320011837848 13 0.5051546391752577 0.45794392523364486 0.4594594594594595 0.49504950495049505 0.49019607843137253 0.4815607214500459 0.019284234334007427 0.6928571428571428 0.6846153846153846 0.8246153846153846 0.793076923076923 0.6785714285714286 0.7347472527472527 0.06148551097139157 68 0.8416611358680193 0.8079750604876232 0.8214684533780011 0.834822259445375 0.8416981132075472 0.8295250044773133 0.013060162886134588 5 5 7 12 19
3 2 0.022633171081542967 0.0003771388736298236 0.008263206481933594 0.00010345724740314345 0.7 0.0009118116148706195 19 3 3 6.025638192842839 114 2 4.5 OrderedDict([('gamma', 0.7), ('learning_rate', 0.0009118116148706195), ('max_bin', 19), ('max_depth', 3), ('max_leaves', 3), ('min_child_weight', 6.025638192842839), ('n_estimators', 114), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.41509433962264153 0.3600768976141369 0.0282739224434734 92 0.3475409836065574 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.49523809523809526 0.37963073433570577 0.05782711774422798 1.0 1.0 1.0 1.0 0.7857142857142857 0.9571428571428571 0.08571428571428572 9 1.0 1.0 1.0 1.0 0.9811320754716981 0.9962264150943396 0.007547169811320753 0.0 0.0 0.0 0.0 0.42857142857142855 0.08571428571428572 0.17142857142857143 92 0.0 0.0 0.0 0.0 0.475 0.095 0.19 0.21875 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.28205128205128205 0.2239697802197802 0.029435219826359754 92 0.21031746031746032 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.33121019108280253 0.23636877138677193 0.04743611573477306 0.5 0.5 0.5 0.5 0.6071428571428571 0.5214285714285715 0.04285714285714284 92 0.5 0.5 0.5 0.5 0.728066037735849 0.5456132075471698 0.0912264150943396 92 92 92 92 10
4 3 0.014437389373779298 0.004309762647661843 0.011129188537597656 0.0031343807016174026 0.5 0.01578689297212595 7 3 4 1.502418350960051 67 1 3.8 OrderedDict([('gamma', 0.5), ('learning_rate', 0.01578689297212595), ('max_bin', 7), ('max_depth', 3), ('max_leaves', 4), ('min_child_weight', 1.502418350960051), ('n_estimators', 67), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.47368421052631576 0.48484848484848486 0.4878048780487805 0.4855752069924085 0.019543422733411274 85 0.5465116279069767 0.5287356321839081 0.532608695652174 0.5637583892617449 0.5454545454545454 0.5434137780918699 0.012327711729132584 0.8571428571428571 1.0 0.6923076923076923 0.6153846153846154 0.7142857142857143 0.7758241758241758 0.1366531125864599 86 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.7777777777777778 0.9056603773584906 0.8658979734451432 0.04838000322008286 0.48 0.52 0.68 0.76 0.6530612244897959 0.6186122448979592 0.10381080410405122 40 0.6381909547738693 0.628140703517588 0.592964824120603 0.7336683417085427 0.625 0.6435929648241207 0.04751933203441567 0.3157894736842105 0.35135135135135137 0.36 0.4 0.37037037037037035 0.3595022390811864 0.027333772196768063 87 0.3949579831932773 0.38333333333333336 0.3769230769230769 0.4421052631578947 0.3902439024390244 0.3975127118093213 0.023120751295979416 0.6685714285714286 0.76 0.6861538461538461 0.6876923076923077 0.6836734693877551 0.6972182103610675 0.03212106536891084 82 0.762491703802029 0.73999627768472 0.7501861157640053 0.7557230597431602 0.7653301886792453 0.754745469134632 0.009069977666375894 43 42 42 42 82
5 4 0.02909531593322754 0.0004589583929407743 0.00807957649230957 6.912665374558488e-05 0.5 0.00011512540145351004 13 3 5 5.61194645817769 142 2 4.5 OrderedDict([('gamma', 0.5), ('learning_rate', 0.00011512540145351004), ('max_bin', 13), ('max_depth', 3), ('max_leaves', 5), ('min_child_weight', 5.61194645817769), ('n_estimators', 142), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 93 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 93 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 93 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 93 0.5 0.5 0.5 0.5 0.5 0.5 0.0 93 93 93 93 1
6 5 0.011278200149536132 0.0002775996458720181 0.009507894515991211 0.0018566250959909678 0.1 0.036850546776508473 2 5 2 1.4748178501545142 81 1 3.8 OrderedDict([('gamma', 0.1), ('learning_rate', 0.036850546776508473), ('max_bin', 2), ('max_depth', 5), ('max_leaves', 2), ('min_child_weight', 1.4748178501545142), ('n_estimators', 81), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.5641025641025641 0.5128205128205128 0.5142564102564103 0.03256050858422887 79 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5789473684210527 0.5859872611464968 0.5539823238776328 0.024203158972769336 0.8571428571428571 1.0 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8373626373626374 0.09665333374635612 60 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8148148148148148 0.8679245283018868 0.86575821104123 0.03152904775296629 0.48 0.52 0.68 0.7 0.6938775510204082 0.6147755102040816 0.09478545888123847 42 0.6381909547738693 0.628140703517588 0.5879396984924623 0.7286432160804021 0.71 0.6585829145728643 0.05269760286333458 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4230769230769231 0.4 0.37496662654557394 0.037666923406110255 81 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.4489795918367347 0.4423076923076923 0.4087248804395511 0.030935881048131723 0.6685714285714286 0.76 0.7246153846153847 0.773076923076923 0.7040816326530612 0.7260690737833595 0.03782217771016889 75 0.762491703802029 0.73999627768472 0.7476735529499349 0.7717290154476084 0.7889622641509434 0.7621705628070472 0.01738461748100609 40 40 40 40 83
7 6 0.008974552154541016 0.0002863369218065457 0.009604835510253906 0.0021892263405978007 0.1 0.0036300347373361035 17 4 2 3.178136801517067 43 1 3.8 OrderedDict([('gamma', 0.1), ('learning_rate', 0.0036300347373361035), ('max_bin', 17), ('max_depth', 4), ('max_leaves', 2), ('min_child_weight', 3.178136801517067), ('n_estimators', 43), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
8 7 0.017648839950561525 0.0011394796357248602 0.008156108856201171 0.00020408203664222662 0.7 0.00047007601888691936 13 2 4 9.276440531740063 146 1 3.8 OrderedDict([('gamma', 0.7), ('learning_rate', 0.00047007601888691936), ('max_bin', 13), ('max_depth', 2), ('max_leaves', 4), ('min_child_weight', 9.276440531740063), ('n_estimators', 146), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.4482758620689655 0.5128205128205128 0.6046511627906976 0.5238095238095238 0.5102191046056322 0.05534555219219539 80 0.5465116279069767 0.5 0.5297297297297298 0.5077720207253886 0.5274725274725275 0.5222971811669245 0.016592233076299364 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.9444444444444444 0.9074074074074074 0.9074074074074074 0.9056603773584906 0.9103424178895876 0.018744061171704057 0.48 0.36 0.68 0.66 0.6530612244897959 0.5666122448979591 0.12589025585055205 87 0.6381909547738693 0.5025125628140703 0.5879396984924623 0.5477386934673367 0.595 0.5742763819095478 0.045946755772865645 0.3157894736842105 0.28888888888888886 0.38461538461538464 0.43333333333333335 0.39285714285714285 0.363096844675792 0.05296545157009764 85 0.3949579831932773 0.34 0.37404580152671757 0.35251798561151076 0.37209302325581395 0.36672295871746396 0.018950335145643177 0.6685714285714286 0.6799999999999999 0.7246153846153847 0.8300000000000001 0.7193877551020408 0.7245149136577708 0.05703446738852055 76 0.762491703802029 0.7234785036292574 0.7476735529499349 0.7275730504373721 0.7503301886792453 0.7423093998995677 0.01464373744112077 87 87 87 87 23
9 8 0.013557243347167968 0.0003612295116671699 0.008058929443359375 0.0002448055499758122 0.5 0.0012879969741133525 16 4 2 9.342914054863595 110 1 4.5 OrderedDict([('gamma', 0.5), ('learning_rate', 0.0012879969741133525), ('max_bin', 16), ('max_depth', 4), ('max_leaves', 2), ('min_child_weight', 9.342914054863595), ('n_estimators', 110), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.34210526315789475 0.5128205128205128 0.34210526315789475 0.5238095238095238 0.4364758048968575 0.079869177961477 86 0.5465116279069767 0.3517915309446254 0.5297297297297298 0.3517915309446254 0.5274725274725275 0.461459389399697 0.08978478200490717 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 1.0 0.9074074074074074 1.0 0.9056603773584906 0.9399720475192174 0.04954296306074107 0.48 0.0 0.68 0.0 0.6530612244897959 0.3626122448979592 0.303924583468473 88 0.6381909547738693 0.0 0.5879396984924623 0.0 0.595 0.3642261306532663 0.2978866940852979 0.3157894736842105 0.20634920634920634 0.38461538461538464 0.20634920634920634 0.39285714285714285 0.3011920827710301 0.08193333481386904 88 0.3949579831932773 0.2134387351778656 0.37404580152671757 0.2134387351778656 0.37209302325581395 0.31359485566630807 0.0821691035977742 0.6685714285714286 0.5 0.7246153846153847 0.5 0.7193877551020408 0.6225149136577708 0.10193121630039276 88 0.762491703802029 0.5 0.7476735529499349 0.5 0.7503301886792453 0.6520990890862418 0.12428887500947157 88 88 88 88 17
10 9 0.014979314804077149 0.00028983358858701515 0.008057737350463867 9.981200682633743e-05 0.0 0.0022559082708220627 8 1 3 9.79080018910891 139 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.0022559082708220627), ('max_bin', 8), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 9.79080018910891), ('n_estimators', 139), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
11 10 0.012968111038208007 0.0002903759532744415 0.008205461502075195 0.00011666797269263953 0.01 0.49999999999999994 4 4 1 4.793723804725503 119 1 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.49999999999999994), ('max_bin', 4), ('max_depth', 4), ('max_leaves', 1), ('min_child_weight', 4.793723804725503), ('n_estimators', 119), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 93 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 93 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 93 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 93 0.5 0.5 0.5 0.5 0.5 0.5 0.0 93 93 93 93 1
12 11 0.03178315162658692 0.0007611268296482219 0.015223836898803711 0.00217054834889028 0.7 0.49999999999999994 13 5 2 7.216200131829769 169 2 4.5 OrderedDict([('gamma', 0.7), ('learning_rate', 0.49999999999999994), ('max_bin', 13), ('max_depth', 5), ('max_leaves', 2), ('min_child_weight', 7.216200131829769), ('n_estimators', 169), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.46511627906976744 0.46511627906976744 0.64 0.4666666666666667 0.48484848484848486 0.5043495419309373 0.06823464650649183 82 0.6713286713286714 0.6578947368421053 0.6540880503144654 0.7083333333333334 0.7083333333333334 0.6799956250303818 0.023836187600224264 0.7142857142857143 0.7692307692307693 0.6153846153846154 0.5384615384615384 0.5714285714285714 0.6417582417582418 0.086973006318283 97 0.9056603773584906 0.9259259259259259 0.9629629629629629 0.9444444444444444 0.9622641509433962 0.940251572327044 0.02199870892899676 0.62 0.6 0.92 0.8 0.7755102040816326 0.7431020408163266 0.11934224843515263 2 0.7889447236180904 0.7587939698492462 0.7336683417085427 0.8040201005025126 0.8 0.7770854271356784 0.026873101453455943 0.3448275862068966 0.3333333333333333 0.6666666666666666 0.4117647058823529 0.42105263157894735 0.4355289847336393 0.12072251539724828 12 0.5333333333333333 0.5102040816326531 0.49523809523809526 0.5666666666666667 0.5604395604395604 0.5331763474620617 0.027683731273052323 0.6671428571428571 0.6846153846153846 0.7676923076923077 0.6692307692307693 0.673469387755102 0.6924301412872842 0.03811202406470745 84 0.8473025504882905 0.8423599478875861 0.8483156523357528 0.8742322724734786 0.8811320754716981 0.8586684997313612 0.015806191012663656 3 3 3 4 16
13 12 0.01635589599609375 0.00046707141870611286 0.007855606079101563 0.00014743110941435684 0.3 0.0041651706820032 8 3 4 9.87720823509629 141 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.0041651706820032), ('max_bin', 8), ('max_depth', 3), ('max_leaves', 4), ('min_child_weight', 9.87720823509629), ('n_estimators', 141), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
14 13 0.018936920166015624 0.0014133074532707093 0.010313081741333007 0.003097119071586077 0.3 0.003231858978615582 2 1 5 10.0 200 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.003231858978615582), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 10.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
15 14 0.009453582763671874 0.0002195902884449178 0.0076792240142822266 8.922755996746411e-05 0.0 0.0040033766062022675 20 5 1 10.0 30 2 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.0040033766062022675), ('max_bin', 20), ('max_depth', 5), ('max_leaves', 1), ('min_child_weight', 10.0), ('n_estimators', 30), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 93 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 93 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 93 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 93 0.5 0.5 0.5 0.5 0.5 0.5 0.0 93 93 93 93 1
16 15 0.01575756072998047 0.0062140183377242374 0.00808405876159668 0.0002984698191914248 0.5 0.08547257054460625 19 5 5 0.0 30 2 4.5 OrderedDict([('gamma', 0.5), ('learning_rate', 0.08547257054460625), ('max_bin', 19), ('max_depth', 5), ('max_leaves', 5), ('min_child_weight', 0.0), ('n_estimators', 30), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.43137254901960786 0.5 0.5 0.5294117647058824 0.4878048780487805 0.48971783835485416 0.0322331682901352 83 0.6211180124223602 0.5813953488372093 0.5909090909090909 0.6363636363636364 0.6257668711656442 0.6111105919395882 0.021183803032849096 0.7857142857142857 0.9230769230769231 0.6923076923076923 0.6923076923076923 0.7142857142857143 0.7615384615384617 0.08774709792385553 88 0.9433962264150944 0.9259259259259259 0.9629629629629629 0.9074074074074074 0.9622641509433962 0.9403913347309573 0.021420155824467282 0.48 0.54 0.72 0.76 0.6530612244897959 0.6306122448979592 0.10595276858666164 38 0.7085427135678392 0.6582914572864321 0.6482412060301508 0.7437185929648241 0.705 0.6927587939698492 0.035116074070355496 0.2972972972972973 0.34285714285714286 0.391304347826087 0.42857142857142855 0.37037037037037035 0.36608011738446516 0.044340083290317266 84 0.46296296296296297 0.423728813559322 0.4262295081967213 0.49 0.4636363636363636 0.453311529671074 0.02511720205660207 0.6328571428571428 0.7315384615384616 0.7061538461538461 0.7261538461538461 0.6836734693877551 0.6960753532182103 0.03581695870022167 83 0.8259694699914668 0.792108691606179 0.8056020844965568 0.8255630001861158 0.8336320754716982 0.8165750643504033 0.015355710067984155 7 10 20 35 14
17 16 0.030744075775146484 0.0008863088357462302 0.00865035057067871 0.0004239909452882506 0.01 0.005691235477979925 14 2 3 4.488547621383195 170 2 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.005691235477979925), ('max_bin', 14), ('max_depth', 2), ('max_leaves', 3), ('min_child_weight', 4.488547621383195), ('n_estimators', 170), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5 0.6341463414634146 0.5238095238095238 0.52789886536228 0.057532062105178514 69 0.5465116279069767 0.5371428571428571 0.5454545454545454 0.5185185185185185 0.5355191256830601 0.5366293349411916 0.0100502934883597 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8703703703703703 0.9444444444444444 0.9074074074074074 0.9245283018867925 0.9067085953878407 0.02630263832305527 0.48 0.52 0.66 0.7 0.6530612244897959 0.6026122448979592 0.08623383840154854 86 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5678391959798995 0.595 0.6034221105527638 0.026064006620241113 0.3157894736842105 0.35135135135135137 0.37037037037037035 0.4642857142857143 0.39285714285714285 0.37893081050975785 0.04959866621234905 79 0.3949579831932773 0.3884297520661157 0.38345864661654133 0.362962962962963 0.3769230769230769 0.3813464843523948 0.01093093960820489 0.6685714285714286 0.76 0.7146153846153847 0.85 0.7193877551020408 0.7425149136577708 0.06105679356264069 58 0.762491703802029 0.7492555369439792 0.7661920714684534 0.7376233016936535 0.7597641509433962 0.7550653529703022 0.010382797008531975 42 45 47 86 24
18 17 0.02777552604675293 0.001074816604907294 0.008181524276733399 0.0003560281387334392 0.01 0.041870422386972375 13 1 2 2.8986170391945087 180 2 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.041870422386972375), ('max_bin', 13), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 2.8986170391945087), ('n_estimators', 180), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.4897959183673469 0.5531914893617021 0.625 0.5789473684210527 0.5128205128205128 0.5519510577941229 0.04787681761026059 11 0.6103896103896104 0.5696969696969697 0.5828571428571429 0.620253164556962 0.6 0.5966393775001371 0.018296540423004205 0.8571428571428571 1.0 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8373626373626374 0.09665333374635612 60 0.8867924528301887 0.8703703703703703 0.9444444444444444 0.9074074074074074 0.9056603773584906 0.9029350104821802 0.024785080269768788 0.54 0.58 0.82 0.72 0.6938775510204082 0.6707755102040817 0.10056553123446323 31 0.7286432160804021 0.678391959798995 0.6482412060301508 0.7236180904522613 0.705 0.6967788944723619 0.029990833847962417 0.34285714285714286 0.38235294117647056 0.5263157894736842 0.44 0.4 0.4183051747014595 0.062381097094673515 19 0.46534653465346537 0.42342342342342343 0.4214876033057851 0.47115384615384615 0.4485981308411215 0.4460019076755283 0.02061220049734204 0.6985714285714286 0.79 0.7946153846153846 0.783076923076923 0.7040816326530612 0.7540690737833595 0.04325557304287009 1 0.8077178344552953 0.7743811650846827 0.7963428252372976 0.8155127489298344 0.8053301886792452 0.7998569524772711 0.0141295334395033 15 19 28 33 26
19 18 0.015676593780517577 0.0041901890226625224 0.010005664825439454 0.0026665361962200165 0.01 0.38777415055154 13 5 5 5.187291727268029 35 2 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.38777415055154), ('max_bin', 13), ('max_depth', 5), ('max_leaves', 5), ('min_child_weight', 5.187291727268029), ('n_estimators', 35), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.3783783783783784 0.5263157894736842 0.46153846153846156 0.3076923076923077 0.4375 0.42228498741656645 0.07436936490090308 88 0.8346456692913385 0.8372093023255814 0.84375 0.8709677419354839 0.848 0.8469145427104807 0.012918714231339997 0.5 0.7692307692307693 0.46153846153846156 0.3076923076923077 0.5 0.5076923076923077 0.14876215081395167 100 1.0 1.0 1.0 1.0 1.0 1.0 0.0 0.68 0.7 0.86 0.82 0.7755102040816326 0.7671020408163265 0.06868532814491031 1 0.8944723618090452 0.8944723618090452 0.8994974874371859 0.9195979899497487 0.905 0.902608040201005 0.009342739731322398 0.30434782608695654 0.4 0.46153846153846156 0.3076923076923077 0.3888888888888889 0.37249349684132294 0.059661459740799706 83 0.7162162162162162 0.72 0.7297297297297297 0.7714285714285715 0.7361111111111112 0.7346971256971256 0.019664297607434107 0.5900000000000001 0.7346153846153847 0.6607692307692308 0.5638461538461539 0.6377551020408163 0.6373971742543171 0.059420545763601985 87 0.9472361809045227 0.9472361809045227 0.949748743718593 0.9597989949748744 0.9525 0.9513040201005024 0.0046713698656612 1 1 1 1 1
20 19 0.03593297004699707 0.0093110174420771 0.010153675079345703 0.0028315092124426354 0.01 0.02051452846660059 12 1 1 0.4080465497170924 200 2 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.02051452846660059), ('max_bin', 12), ('max_depth', 1), ('max_leaves', 1), ('min_child_weight', 0.4080465497170924), ('n_estimators', 200), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 93 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 93 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 93 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 93 0.5 0.5 0.5 0.5 0.5 0.5 0.0 93 93 93 93 1
21 20 0.018062019348144533 0.0034611611309263357 0.012650871276855468 0.0025111988713719365 0.01 0.0024292059279505712 12 2 1 3.425177887975404 49 2 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.0024292059279505712), ('max_bin', 12), ('max_depth', 2), ('max_leaves', 1), ('min_child_weight', 3.425177887975404), ('n_estimators', 49), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 93 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 93 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 93 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 93 0.5 0.5 0.5 0.5 0.5 0.5 0.0 93 93 93 93 1
22 21 0.008142995834350585 0.00023296579041640314 0.012229633331298829 0.002201541303007857 0.01 0.00011085567627968969 7 4 2 9.91982908235032 30 1 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.00011085567627968969), ('max_bin', 7), ('max_depth', 4), ('max_leaves', 2), ('min_child_weight', 9.91982908235032), ('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 93 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 93 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 93 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 93 0.5 0.5 0.5 0.5 0.5 0.5 0.0 93 93 93 93 1
23 22 0.02920393943786621 0.006080902206253944 0.008324098587036134 0.0004148918545568107 0.7 0.0005416022320397575 12 5 2 6.565501171452194 146 2 4.5 OrderedDict([('gamma', 0.7), ('learning_rate', 0.0005416022320397575), ('max_bin', 12), ('max_depth', 5), ('max_leaves', 2), ('min_child_weight', 6.565501171452194), ('n_estimators', 146), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 93 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 93 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 93 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 93 0.5 0.5 0.5 0.5 0.5 0.5 0.0 93 93 93 93 1
24 23 0.03048543930053711 0.0038526681066610516 0.010140037536621094 0.0028335359365993687 0.01 0.0363671656354251 13 1 2 3.0621609738521807 179 2 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.0363671656354251), ('max_bin', 13), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 3.0621609738521807), ('n_estimators', 179), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.4897959183673469 0.5531914893617021 0.5555555555555556 0.5789473684210527 0.5128205128205128 0.5380621689052341 0.03216608958610257 21 0.6064516129032258 0.5662650602409639 0.5586592178770949 0.6037735849056604 0.5911949685534591 0.5852688888960808 0.01947033685464696 0.8571428571428571 1.0 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8373626373626374 0.09665333374635612 60 0.8867924528301887 0.8703703703703703 0.9259259259259259 0.8888888888888888 0.8867924528301887 0.8917540181691125 0.018343516020316447 0.54 0.58 0.74 0.72 0.6938775510204082 0.6547755102040816 0.07976366590748206 32 0.7236180904522613 0.6733668341708543 0.6231155778894473 0.7135678391959799 0.705 0.6877336683417086 0.03642835675860105 0.34285714285714286 0.38235294117647056 0.43478260869565216 0.44 0.4 0.39999853854585316 0.03573948702644095 30 0.46078431372549017 0.41964285714285715 0.4 0.45714285714285713 0.44339622641509435 0.4361932508852598 0.023148892729959392 0.6985714285714286 0.79 0.7546153846153847 0.783076923076923 0.7040816326530612 0.7460690737833595 0.03844871423018808 16 0.805205271641225 0.7718686022706123 0.7745207519076867 0.8012283640424344 0.7958962264150944 0.7897438432554106 0.013856901200676657 28 33 34 36 28
25 24 0.027963876724243164 0.00101418348219276 0.009406375885009765 0.0014090636409538684 0.01 0.05761099626386216 13 1 2 2.80162111825307 179 2 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.05761099626386216), ('max_bin', 13), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 2.80162111825307), ('n_estimators', 179), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.4782608695652174 0.4782608695652174 0.6666666666666666 0.5945945945945946 0.5128205128205128 0.5461207026424418 0.07375617150616308 14 0.64 0.6037735849056604 0.6 0.6242038216560509 0.6163522012578616 0.6168659215639145 0.01445795878245035 0.7857142857142857 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.7923076923076924 0.049924468974068326 72 0.9056603773584906 0.8888888888888888 0.9444444444444444 0.9074074074074074 0.9245283018867925 0.9141858839972048 0.01887387643266465 0.58 0.56 0.86 0.74 0.6938775510204082 0.6867755102040817 0.10987542830833102 26 0.7537688442211056 0.7135678391959799 0.6733668341708543 0.7286432160804021 0.715 0.7168693467336683 0.026103869148956543 0.34375 0.3333333333333333 0.5882352941176471 0.4583333333333333 0.4 0.4247303921568627 0.09315132762619997 17 0.4948453608247423 0.45714285714285713 0.4396551724137931 0.47572815533980584 0.46226415094339623 0.4659271393329189 0.018510109628813467 0.6828571428571428 0.7030769230769232 0.8146153846153846 0.793076923076923 0.7040816326530612 0.7395416012558871 0.053483293807241206 61 0.8297146107897981 0.8012283640424344 0.8089056393076494 0.8180253117439047 0.8197641509433962 0.8155276153654366 0.009734235618490787 8 9 13 20 22
26 25 0.034433412551879886 0.0026518472055713236 0.008054351806640625 0.0002221277512151355 0.01 0.02040098519799804 14 2 3 4.892067821948761 177 2 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.02040098519799804), ('max_bin', 14), ('max_depth', 2), ('max_leaves', 3), ('min_child_weight', 4.892067821948761), ('n_estimators', 177), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.4528301886792453 0.5217391304347826 0.5263157894736842 0.5789473684210527 0.5263157894736842 0.5212296532964897 0.040154248912179266 77 0.5868263473053892 0.5780346820809249 0.5777777777777777 0.6075949367088608 0.625 0.5950467487745905 0.01849246901957441 0.8571428571428571 0.9230769230769231 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8219780219780219 0.07269378201556584 64 0.9245283018867925 0.9259259259259259 0.9629629629629629 0.8888888888888888 0.9433962264150944 0.929140461215933 0.024490744339234802 0.46 0.58 0.7 0.72 0.7142857142857143 0.6348571428571429 0.101376646668727 36 0.6733668341708543 0.6532663316582915 0.628140703517588 0.7185929648241206 0.715 0.6776733668341708 0.035029774101601775 0.3076923076923077 0.36363636363636365 0.4 0.44 0.4166666666666667 0.3855990675990676 0.04622524768231107 34 0.4298245614035088 0.42016806722689076 0.4126984126984127 0.46153846153846156 0.4672897196261682 0.43830384449868837 0.02207474204891098 0.6585714285714286 0.7515384615384615 0.7346153846153847 0.783076923076923 0.7142857142857143 0.7284175824175824 0.041566395630885114 73 0.7989475680288234 0.7895961287921087 0.7955518332402755 0.8037409268565048 0.8291981132075472 0.8034069140250519 0.013693964871012683 11 23 33 38 19
27 26 0.013181352615356445 0.00012046199632530492 0.007515811920166015 4.567358279292313e-05 0.0 0.07526368663027248 8 1 3 6.067174447851987 120 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.07526368663027248), ('max_bin', 8), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 6.067174447851987), ('n_estimators', 120), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.45454545454545453 0.5365853658536586 0.6451612903225806 0.5789473684210527 0.5263157894736842 0.548311053723286 0.0628200972654507 12 0.6216216216216216 0.6103896103896104 0.5868263473053892 0.6153846153846154 0.6013071895424836 0.6071058768487441 0.012123624515792648 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.7780219780219781 0.059136808998126185 74 0.8679245283018868 0.8703703703703703 0.9074074074074074 0.8888888888888888 0.8679245283018868 0.8805031446540881 0.015577396149726967 0.6 0.66 0.84 0.72 0.7142857142857143 0.706857142857143 0.07945939792351402 20 0.7537688442211056 0.7336683417085427 0.678391959798995 0.7286432160804021 0.73 0.724894472361809 0.024953209413497036 0.3333333333333333 0.39285714285714285 0.5555555555555556 0.44 0.4166666666666667 0.4276825396825396 0.07312887046605616 15 0.4842105263157895 0.47 0.4336283185840708 0.47058823529411764 0.46 0.4636854160387956 0.016886766623242826 0.6571428571428571 0.7530769230769231 0.8046153846153846 0.783076923076923 0.7142857142857143 0.7424395604395604 0.052342236261899516 59 0.8108466862614963 0.8020193560394565 0.7928996836032012 0.8087660524846454 0.7989622641509434 0.8026988085079486 0.00653675194033197 12 12 15 14 68
28 27 0.010668563842773437 0.00019654186504390882 0.007725191116333008 0.00016045059519056626 0.1 0.14051590843004266 17 4 2 0.9405491564148281 68 1 3.8 OrderedDict([('gamma', 0.1), ('learning_rate', 0.14051590843004266), ('max_bin', 17), ('max_depth', 4), ('max_leaves', 2), ('min_child_weight', 0.9405491564148281), ('n_estimators', 68), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.4782608695652174 0.5116279069767442 0.6206896551724138 0.5714285714285714 0.5263157894736842 0.5416645585233262 0.04957554898453043 20 0.6122448979591837 0.5935483870967742 0.611764705882353 0.6447368421052632 0.6274509803921569 0.6179491626871462 0.017170022130304826 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.7692307692307693 0.7142857142857143 0.7615384615384615 0.05445939205874227 90 0.8490566037735849 0.8518518518518519 0.9629629629629629 0.9074074074074074 0.9056603773584906 0.8953878406708595 0.04209122944796438 0.58 0.62 0.86 0.76 0.7142857142857143 0.706857142857143 0.09996897477901506 20 0.7537688442211056 0.7236180904522613 0.678391959798995 0.7537688442211056 0.74 0.7299095477386934 0.028049932570402208 0.34375 0.36666666666666664 0.5625 0.45454545454545453 0.4166666666666667 0.4288257575757576 0.07717484888404695 14 0.4787234042553192 0.45544554455445546 0.4482758620689655 0.5 0.48 0.47248896217574804 0.018595125492467914 0.6828571428571428 0.7330769230769231 0.7761538461538462 0.7646153846153847 0.7142857142857143 0.7341978021978022 0.03382055546890942 69 0.8014127239973452 0.7877349711520566 0.820677461380979 0.8305881258142565 0.8228301886792453 0.8126486942047766 0.015728240597246878 9 8 8 12 27
29 28 0.01019911766052246 0.00024413715114208204 0.00787348747253418 0.0002549530789600406 0.01 0.000243119320123525 17 4 2 8.548783760797502 65 1 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.000243119320123525), ('max_bin', 17), ('max_depth', 4), ('max_leaves', 2), ('min_child_weight', 8.548783760797502), ('n_estimators', 65), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.5238095238095238 0.4023327549643339 0.07634654329816576 89 0.5465116279069767 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.5274725274725275 0.4258717496426761 0.0909289114531887 0.8571428571428571 1.0 1.0 1.0 0.7857142857142857 0.9285714285714286 0.09035079029052513 10 0.8867924528301887 1.0 1.0 1.0 0.9056603773584906 0.9584905660377359 0.05118739609905862 0.48 0.0 0.0 0.0 0.6530612244897959 0.22661224489795914 0.28288634298730236 89 0.6381909547738693 0.0 0.0 0.0 0.595 0.24663819095477385 0.3023774821536701 0.3157894736842105 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.39285714285714285 0.26553884711779446 0.07647916660533521 89 0.3949579831932773 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.37209302325581395 0.2814734423965376 0.08363828500626859 0.6685714285714286 0.5 0.5 0.5 0.7193877551020408 0.5775918367346938 0.0963793006615096 89 0.762491703802029 0.5 0.5 0.5 0.7503301886792453 0.6025643784962549 0.1256740540027762 89 89 89 89 11
30 29 0.012295389175415039 0.000458010284235358 0.009970808029174804 0.0029104178023166482 0.7 0.00013978185115960144 2 1 5 3.3783167402320053 101 1 3.8 OrderedDict([('gamma', 0.7), ('learning_rate', 0.00013978185115960144), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 3.3783167402320053), ('n_estimators', 101), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.5238095238095238 0.4023327549643339 0.07634654329816576 89 0.5465116279069767 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.5274725274725275 0.4258717496426761 0.0909289114531887 0.8571428571428571 1.0 1.0 1.0 0.7857142857142857 0.9285714285714286 0.09035079029052513 10 0.8867924528301887 1.0 1.0 1.0 0.9056603773584906 0.9584905660377359 0.05118739609905862 0.48 0.0 0.0 0.0 0.6530612244897959 0.22661224489795914 0.28288634298730236 89 0.6381909547738693 0.0 0.0 0.0 0.595 0.24663819095477385 0.3023774821536701 0.3157894736842105 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.39285714285714285 0.26553884711779446 0.07647916660533521 89 0.3949579831932773 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.37209302325581395 0.2814734423965376 0.08363828500626859 0.6685714285714286 0.5 0.5 0.5 0.7193877551020408 0.5775918367346938 0.0963793006615096 89 0.762491703802029 0.5 0.5 0.5 0.7503301886792453 0.6025643784962549 0.1256740540027762 89 89 89 89 11
31 30 0.026545000076293946 0.004096888316493587 0.010122966766357423 0.0031026012138809195 0.01 0.014218945133706543 20 1 2 2.2056418199549577 143 2 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.014218945133706543), ('max_bin', 20), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 2.2056418199549577), ('n_estimators', 143), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.65 0.5238095238095238 0.5336336996336997 0.06237695112554954 24 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5398773006134969 0.5274725274725275 0.5344653635813278 0.007464011700836028 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8148148148148148 0.9056603773584906 0.8733053808525506 0.03542060232852089 0.48 0.52 0.68 0.72 0.6530612244897959 0.6106122448979592 0.09365083537853276 43 0.6381909547738693 0.628140703517588 0.5879396984924623 0.6733668341708543 0.595 0.6245276381909548 0.030969553673176997 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.48148148148148145 0.39285714285714285 0.3852189667979141 0.05530397394080995 35 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.4036697247706422 0.37209302325581395 0.38561997321595687 0.012125679436562767 0.6685714285714286 0.76 0.7246153846153847 0.86 0.7193877551020408 0.7465149136577708 0.0637987011572359 12 0.762491703802029 0.73999627768472 0.7476735529499349 0.7440908244928346 0.7503301886792453 0.7489165095217528 0.007624789853782691 46 46 45 45 70
32 31 0.01775803565979004 0.00044236166975522735 0.007716512680053711 0.00025339247725157356 0.3 0.3269082143703575 4 1 5 0.3955439844061289 199 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.3269082143703575), ('max_bin', 4), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.3955439844061289), ('n_estimators', 199), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46511627906976744 0.5641025641025641 0.6428571428571429 0.5 0.5641025641025641 0.5472357100264077 0.061134692592335484 13 0.647887323943662 0.6013071895424836 0.6274509803921569 0.6486486486486487 0.6040268456375839 0.625864197632907 0.02042833213277097 0.7142857142857143 0.8461538461538461 0.6923076923076923 0.6153846153846154 0.7857142857142857 0.7307692307692307 0.07924288517503272 96 0.8679245283018868 0.8518518518518519 0.8888888888888888 0.8888888888888888 0.8490566037735849 0.8693221523410202 0.01722539734893261 0.62 0.7 0.88 0.78 0.7142857142857143 0.7388571428571428 0.08701114167455916 3 0.7839195979899497 0.7336683417085427 0.7437185929648241 0.7688442211055276 0.745 0.7550301507537689 0.018494922820796476 0.3448275862068966 0.4230769230769231 0.6 0.42105263157894735 0.44 0.4457914281725534 0.08382777397550761 3 0.5168539325842697 0.46464646464646464 0.48484848484848486 0.5106382978723404 0.46875 0.48914743599031196 0.021280700508367348 0.6671428571428571 0.773076923076923 0.7861538461538462 0.6976923076923077 0.75 0.7348131868131869 0.0453604437667084 67 0.8259220631459183 0.7927600967801973 0.8163037409268565 0.8288665549972083 0.7970283018867925 0.8121761515473945 0.014771575265627125 10 7 5 5 81
33 32 0.013455867767333984 0.0003563409857870962 0.00927276611328125 0.0021011176245790595 0.1 0.0001 20 1 1 3.368675985007526 126 1 4.5 OrderedDict([('gamma', 0.1), ('learning_rate', 0.0001), ('max_bin', 20), ('max_depth', 1), ('max_leaves', 1), ('min_child_weight', 3.368675985007526), ('n_estimators', 126), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.358974358974359 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.36363636363636365 0.3497853024168814 0.009520920820814502 93 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 93 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 93 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 93 0.5 0.5 0.5 0.5 0.5 0.5 0.0 93 93 93 93 1
34 33 0.013628435134887696 0.0001658196264159471 0.00770411491394043 7.285762825252502e-05 0.3 0.02506287162896242 20 4 5 6.044073020502739 83 1 4.5 OrderedDict([('gamma', 0.3), ('learning_rate', 0.02506287162896242), ('max_bin', 20), ('max_depth', 4), ('max_leaves', 5), ('min_child_weight', 6.044073020502739), ('n_estimators', 83), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.4230769230769231 0.5 0.5128205128205128 0.6111111111111112 0.4878048780487805 0.5069626850114655 0.06055333254446186 81 0.5813953488372093 0.5714285714285714 0.5683060109289617 0.6125 0.6219512195121951 0.5911162301413875 0.02195662871346641 0.7857142857142857 0.9230769230769231 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8076923076923077 0.07138629348972184 68 0.9433962264150944 0.9259259259259259 0.9629629629629629 0.9074074074074074 0.9622641509433962 0.9403913347309573 0.021420155824467282 0.46 0.54 0.68 0.76 0.6530612244897959 0.6186122448979592 0.10609751669445282 40 0.6532663316582915 0.6432160804020101 0.6130653266331658 0.7135678391959799 0.7 0.6646231155778894 0.037128299768109684 0.2894736842105263 0.34285714285714286 0.38461538461538464 0.4782608695652174 0.37037037037037035 0.3731154903237283 0.061817236025887234 82 0.42016806722689076 0.4132231404958678 0.40310077519379844 0.46226415094339623 0.4594594594594595 0.4316431186638826 0.024482786626831097 0.6228571428571429 0.7315384615384616 0.7246153846153847 0.803076923076923 0.6836734693877551 0.7131522762951334 0.05929267735270592 81 0.798331279036693 0.784571003163968 0.7880141447980644 0.8104876233016937 0.8311320754716981 0.8025072251544234 0.01692492111509119 13 29 37 39 14
35 34 0.014782047271728516 0.0003546559060358744 0.00996260643005371 0.0026503184762878334 0.3 0.3772221434035984 2 1 4 3.2670328279951413 154 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.3772221434035984), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 3.2670328279951413), ('n_estimators', 154), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.6111111111111112 0.6 0.5945945945945946 0.5128205128205128 0.5573222649818395 0.05665250569778361 8 0.6301369863013698 0.575 0.6097560975609756 0.6064516129032258 0.5859872611464968 0.6014663915824137 0.019264724346914022 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8679245283018868 0.8518518518518519 0.9259259259259259 0.8703703703703703 0.8679245283018868 0.8767994409503844 0.025434837626535204 0.56 0.76 0.84 0.74 0.6938775510204082 0.7187755102040817 0.09238493975144414 8 0.7638190954773869 0.6984924623115578 0.6984924623115578 0.7286432160804021 0.71 0.7198894472361809 0.02457602717259424 0.3333333333333333 0.4782608695652174 0.5294117647058824 0.4583333333333333 0.4 0.4398678601875533 0.06748653108872225 9 0.4946236559139785 0.4339622641509434 0.45454545454545453 0.46534653465346537 0.4423076923076923 0.4581571203143068 0.021124087955274286 0.6728571428571428 0.803076923076923 0.7661538461538462 0.793076923076923 0.7040816326530612 0.7478492935635792 0.05093155600950015 4 0.8158718118896369 0.7751721570817048 0.8122091941187419 0.7995067932253862 0.7889622641509434 0.7983444440932828 0.015005140162353837 18 17 16 15 69
36 35 0.02337965965270996 0.0006802743066679626 0.007960844039916991 0.00016074133216292412 0.3 0.00011029276738009935 2 1 5 0.26944002370431047 143 2 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.00011029276738009935), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.26944002370431047), ('n_estimators', 143), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.34210526315789475 0.34210526315789475 0.34210526315789475 0.5238095238095238 0.4023327549643339 0.07634654329816576 89 0.5465116279069767 0.3517915309446254 0.3517915309446254 0.3517915309446254 0.5274725274725275 0.4258717496426761 0.0909289114531887 0.8571428571428571 1.0 1.0 1.0 0.7857142857142857 0.9285714285714286 0.09035079029052513 10 0.8867924528301887 1.0 1.0 1.0 0.9056603773584906 0.9584905660377359 0.05118739609905862 0.48 0.0 0.0 0.0 0.6530612244897959 0.22661224489795914 0.28288634298730236 89 0.6381909547738693 0.0 0.0 0.0 0.595 0.24663819095477385 0.3023774821536701 0.3157894736842105 0.20634920634920634 0.20634920634920634 0.20634920634920634 0.39285714285714285 0.26553884711779446 0.07647916660533521 89 0.3949579831932773 0.2134387351778656 0.2134387351778656 0.2134387351778656 0.37209302325581395 0.2814734423965376 0.08363828500626859 0.6685714285714286 0.5 0.5 0.5 0.7193877551020408 0.5775918367346938 0.0963793006615096 89 0.762491703802029 0.5 0.5 0.5 0.7503301886792453 0.6025643784962549 0.1256740540027762 89 89 89 89 11
37 36 0.031760358810424806 0.007739940352243214 0.01051316261291504 0.0032444768213392263 0.3 0.009336067149834098 14 1 2 0.958647296880958 167 2 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.009336067149834098), ('max_bin', 14), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 0.958647296880958), ('n_estimators', 167), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
38 37 0.01347036361694336 0.0003992219943913464 0.008185195922851562 0.0012555732976609383 0.1 0.00570106435160495 4 2 3 6.671395003707755 108 1 3.8 OrderedDict([('gamma', 0.1), ('learning_rate', 0.00570106435160495), ('max_bin', 4), ('max_depth', 2), ('max_leaves', 3), ('min_child_weight', 6.671395003707755), ('n_estimators', 108), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
39 38 0.018029212951660156 0.00024136736747439253 0.007684564590454102 7.877280579047601e-05 0.7 0.021974045181519658 2 1 4 6.916820987563323 200 1 3.8 OrderedDict([('gamma', 0.7), ('learning_rate', 0.021974045181519658), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 6.916820987563323), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.5 0.5106382978723404 0.5555555555555556 0.5641025641025641 0.5128205128205128 0.5286233860701945 0.025986943866466074 66 0.5945945945945946 0.5421686746987951 0.5614035087719298 0.5827814569536424 0.5859872611464968 0.5733870992330917 0.0190524138495797 0.8571428571428571 0.9230769230769231 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8219780219780219 0.07269378201556584 64 0.8301886792452831 0.8333333333333334 0.8888888888888888 0.8148148148148148 0.8679245283018868 0.8470300489168414 0.027194833373328623 0.56 0.56 0.74 0.7 0.6938775510204082 0.6507755102040816 0.07579212677206693 33 0.7437185929648241 0.6633165829145728 0.6532663316582915 0.7336683417085427 0.71 0.7007939698492461 0.03652787842006655 0.35294117647058826 0.35294117647058826 0.43478260869565216 0.4230769230769231 0.4 0.39274837694275033 0.03437589214986439 31 0.4631578947368421 0.4017857142857143 0.41025641025641024 0.4536082474226804 0.4423076923076923 0.43422319180186786 0.024103747132114273 0.7085714285714286 0.7415384615384616 0.7546153846153847 0.773076923076923 0.7040816326530612 0.7363767660910518 0.026541681433975957 63 0.7869536361050535 0.748324958123953 0.7710776102735901 0.7742415782616787 0.7889622641509434 0.7739120093830438 0.01455633073427295 36 36 35 31 98
40 39 0.017111778259277344 0.0005129190383265013 0.009917879104614257 0.002215218161024677 0.5 0.49999999999999994 2 1 5 7.277863003248854 200 1 3.8 OrderedDict([('gamma', 0.5), ('learning_rate', 0.49999999999999994), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 7.277863003248854), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.4583333333333333 0.6111111111111112 0.6206896551724138 0.5945945945945946 0.5128205128205128 0.5595098414063931 0.06332958194006855 3 0.6040268456375839 0.575 0.593939393939394 0.6064516129032258 0.5974025974025974 0.5953640899765602 0.011125267926568788 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8490566037735849 0.8518518518518519 0.9074074074074074 0.8703703703703703 0.8679245283018868 0.8693221523410204 0.02082999100040375 0.54 0.76 0.86 0.74 0.6938775510204082 0.7187755102040817 0.10457044081803406 8 0.7437185929648241 0.6984924623115578 0.6884422110552764 0.7286432160804021 0.725 0.7168592964824121 0.020353992060606 0.3235294117647059 0.4782608695652174 0.5625 0.4583333333333333 0.4 0.44452472293265133 0.07983644228895324 4 0.46875 0.4339622641509434 0.44144144144144143 0.46534653465346537 0.45544554455445546 0.45298915696006115 0.013435141833784671 0.6628571428571428 0.803076923076923 0.7761538461538462 0.793076923076923 0.7040816326530612 0.7478492935635792 0.05483803616775189 4 0.7963875983692046 0.7751721570817048 0.7979248092313419 0.7995067932253862 0.7964622641509433 0.7930907244117162 0.009031567176630952 24 22 21 22 78
41 40 0.021394014358520508 0.004007817021017563 0.010049962997436523 0.0027861881377045736 0.0 0.009376588429255208 2 1 3 10.0 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.009376588429255208), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 10.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.65 0.5238095238095238 0.5336336996336997 0.06237695112554954 24 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5333333333333333 0.5274725274725275 0.533156570125295 0.006956796415600013 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8148148148148148 0.9056603773584906 0.8733053808525506 0.03542060232852089 0.48 0.52 0.68 0.72 0.6530612244897959 0.6106122448979592 0.09365083537853276 43 0.6381909547738693 0.628140703517588 0.5879396984924623 0.6633165829145728 0.595 0.6225175879396986 0.02790942468889297 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.48148148148148145 0.39285714285714285 0.3852189667979141 0.05530397394080995 35 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.3963963963963964 0.37209302325581395 0.38416530754110767 0.010148083693402732 0.6685714285714286 0.76 0.7246153846153847 0.86 0.7193877551020408 0.7465149136577708 0.0637987011572359 12 0.762491703802029 0.73999627768472 0.7476735529499349 0.7390656988646938 0.7503301886792453 0.7479114843961246 0.008478065329530318 47 47 46 46 70
42 41 0.018356704711914064 0.0002499698725623867 0.007920455932617188 0.00014025753048584435 0.3 0.016549376040215325 2 1 5 6.7417830479526355 200 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.016549376040215325), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 6.7417830479526355), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.5 0.52 0.5128205128205128 0.5641025641025641 0.5128205128205128 0.521948717948718 0.022041500513909396 76 0.5945945945945946 0.5287356321839081 0.5297297297297298 0.5789473684210527 0.5859872611464968 0.5635989172151563 0.028496018734942702 0.8571428571428571 1.0 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8373626373626374 0.09665333374635612 60 0.8301886792452831 0.8518518518518519 0.9074074074074074 0.8148148148148148 0.8679245283018868 0.8544374563242488 0.032100962878955475 0.56 0.52 0.68 0.7 0.6938775510204082 0.6307755102040816 0.0754683171191483 37 0.7437185929648241 0.628140703517588 0.5879396984924623 0.7286432160804021 0.71 0.6796884422110553 0.06081154818633023 0.35294117647058826 0.35135135135135137 0.38461538461538464 0.4230769230769231 0.4 0.3823969671028495 0.02757216284824942 40 0.4631578947368421 0.38333333333333336 0.37404580152671757 0.4489795918367347 0.4423076923076923 0.42236486274826407 0.0364096791524188 0.7085714285714286 0.76 0.7246153846153847 0.773076923076923 0.7040816326530612 0.7340690737833595 0.027686726121892803 70 0.7869536361050535 0.73999627768472 0.7476735529499349 0.7717290154476084 0.7889622641509434 0.767062949267652 0.020027705754582383 39 39 39 37 94
43 42 0.018511438369750978 0.00022275153743750363 0.009635829925537109 0.002125575010859123 0.3 0.001898084598155768 12 1 4 10.0 200 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.001898084598155768), ('max_bin', 12), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 10.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
44 43 0.024461126327514647 0.0012309051404148156 0.010009479522705079 0.0023915584649264266 0.5 0.49999999999999994 12 1 4 9.072966958310008 154 2 3.8 OrderedDict([('gamma', 0.5), ('learning_rate', 0.49999999999999994), ('max_bin', 12), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 9.072966958310008), ('n_estimators', 154), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.3783783783783784 0.46153846153846156 0.5 0.3333333333333333 0.4864864864864865 0.4319473319473319 0.06492406867491572 87 0.7518796992481203 0.6802721088435374 0.6756756756756757 0.7246376811594203 0.7092198581560284 0.7083370046165565 0.02834381246353315 0.5 0.6923076923076923 0.5384615384615384 0.38461538461538464 0.6428571428571429 0.5516483516483517 0.10848552903898405 99 0.9433962264150944 0.9259259259259259 0.9259259259259259 0.9259259259259259 0.9433962264150944 0.9329140461215933 0.008558664370311598 0.68 0.66 0.84 0.76 0.7142857142857143 0.730857142857143 0.06425459564283699 5 0.8492462311557789 0.7839195979899497 0.7788944723618091 0.8291457286432161 0.81 0.8102412060301507 0.026661867534453345 0.30434782608695654 0.34615384615384615 0.4666666666666667 0.29411764705882354 0.391304347826087 0.360518066758476 0.06322303831896718 86 0.625 0.5376344086021505 0.5319148936170213 0.5952380952380952 0.5681818181818182 0.5715938431278171 0.035072987872509634 0.5900000000000001 0.6761538461538461 0.6892307692307692 0.5723076923076923 0.6785714285714286 0.6412527472527472 0.04958412240853672 86 0.8963212287854366 0.8549227619579378 0.8524101991438675 0.877535827284571 0.8766981132075472 0.8715776260758721 0.01624032129693468 2 2 2 2 18
45 44 0.022641658782958984 0.005350630111735897 0.00984969139099121 0.002861334440440802 0.0 0.005402243287585371 20 1 3 10.0 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.005402243287585371), ('max_bin', 20), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 10.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
46 45 0.017319488525390624 0.00018681311461291419 0.0076275825500488285 6.023429178410826e-05 0.01 0.017581138362035828 7 1 2 1.1026268729192588 98 2 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.017581138362035828), ('max_bin', 7), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 1.1026268729192588), ('n_estimators', 98), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
47 46 0.01666431427001953 0.001751510408656655 0.007638311386108399 0.00021527666795782003 0.01 0.005166250833464059 2 1 3 2.8568671874696734 163 1 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.005166250833464059), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 2.8568671874696734), ('n_estimators', 163), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
48 47 0.017839622497558594 0.0014871941826427692 0.007655906677246094 7.553579214132099e-05 0.3 0.006373582562935298 2 1 4 5.9868716164164475 186 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.006373582562935298), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 5.9868716164164475), ('n_estimators', 186), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
49 48 0.024489879608154297 0.007990443497638713 0.009799432754516602 0.0026883496771763775 0.3 0.08903311193487547 2 1 5 0.0 200 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.08903311193487547), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.4583333333333333 0.6111111111111112 0.6206896551724138 0.5945945945945946 0.5128205128205128 0.5595098414063931 0.06332958194006855 3 0.6133333333333333 0.5786163522012578 0.5975609756097561 0.5974025974025974 0.5987261146496815 0.5971278746393252 0.011028243510516308 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8679245283018868 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.8867924528301887 0.8731656184486372 0.021420611781039506 0.54 0.76 0.86 0.74 0.6938775510204082 0.7187755102040817 0.10457044081803406 8 0.7437185929648241 0.7035175879396985 0.6934673366834171 0.7286432160804021 0.715 0.7168693467336683 0.01782651966633014 0.3235294117647059 0.4782608695652174 0.5625 0.4583333333333333 0.4 0.44452472293265133 0.07983644228895324 4 0.4742268041237113 0.4380952380952381 0.44545454545454544 0.46 0.4519230769230769 0.45393993291931434 0.012453155575123328 0.6628571428571428 0.803076923076923 0.7761538461538462 0.793076923076923 0.7040816326530612 0.7478492935635792 0.05483803616775189 4 0.8058215606333554 0.7776847198957753 0.8004373720454123 0.790247533966127 0.8008962264150943 0.795017482591153 0.010038326608808714 21 18 17 20 72
50 49 0.02140974998474121 0.003464494515294676 0.008387136459350585 0.0011856592077801947 0.3 0.0747978162527952 2 1 5 3.108123988172986 200 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.0747978162527952), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 3.108123988172986), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.6111111111111112 0.6206896551724138 0.5789473684210527 0.5128205128205128 0.5583307507816138 0.05884709408020802 7 0.6081081081081081 0.575 0.5853658536585366 0.5935483870967742 0.5974025974025974 0.5918849892532032 0.011171414131067451 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8490566037735849 0.8518518518518519 0.8888888888888888 0.8518518518518519 0.8679245283018868 0.8619147449336129 0.015043785206487395 0.56 0.76 0.86 0.72 0.6938775510204082 0.7187755102040817 0.09744217307140664 8 0.7487437185929648 0.6984924623115578 0.6884422110552764 0.7236180904522613 0.725 0.7168592964824121 0.021323414663908 0.3333333333333333 0.4782608695652174 0.5625 0.44 0.4 0.4428188405797101 0.07669184129566228 8 0.47368421052631576 0.4339622641509434 0.43636363636363634 0.45544554455445546 0.45544554455445546 0.4509802400299613 0.014550634151469337 0.6728571428571428 0.803076923076923 0.7761538461538462 0.783076923076923 0.7040816326530612 0.7478492935635792 0.05026262119962053 4 0.7989001611832749 0.7751721570817048 0.7886655499720826 0.7877349711520566 0.7964622641509433 0.7893870207080125 0.008317103427894514 29 27 25 22 90
51 50 0.01795473098754883 0.0004554350454579889 0.007600736618041992 7.763318981241589e-05 0.5 0.18907247760797585 2 1 5 0.0 200 1 3.8 OrderedDict([('gamma', 0.5), ('learning_rate', 0.18907247760797585), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.6111111111111112 0.6206896551724138 0.5945945945945946 0.5128205128205128 0.5614601960163222 0.06025936726558041 1 0.6040268456375839 0.575 0.5853658536585366 0.5974025974025974 0.5974025974025974 0.5918395788202631 0.010352819483452694 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8490566037735849 0.8518518518518519 0.8888888888888888 0.8518518518518519 0.8679245283018868 0.8619147449336129 0.015043785206487395 0.56 0.76 0.86 0.74 0.6938775510204082 0.7227755102040816 0.09782010535286348 6 0.7437185929648241 0.6984924623115578 0.6884422110552764 0.7286432160804021 0.725 0.7168592964824121 0.020353992060606 0.3333333333333333 0.4782608695652174 0.5625 0.4583333333333333 0.4 0.4464855072463768 0.07690737806941729 1 0.46875 0.4339622641509434 0.43636363636363634 0.46 0.45544554455445546 0.4509042890138071 0.013566776675241289 0.6728571428571428 0.803076923076923 0.7761538461538462 0.793076923076923 0.7040816326530612 0.7498492935635793 0.05180001552036369 2 0.7963875983692046 0.7751721570817048 0.7886655499720826 0.790247533966127 0.7964622641509433 0.7893870207080125 0.007776766787963186 29 28 26 22 90
52 51 0.022181177139282228 0.005010399007362386 0.010029935836791992 0.0027393544222491808 0.7 0.007903391586089867 6 1 4 5.8044980467158265 189 1 3.8 OrderedDict([('gamma', 0.7), ('learning_rate', 0.007903391586089867), ('max_bin', 6), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 5.8044980467158265), ('n_estimators', 189), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
53 52 0.017011642456054688 0.001491323599823651 0.007714414596557617 0.00020768667468915405 0.1 0.020351190962990724 15 1 2 8.202459610410596 87 2 4.5 OrderedDict([('gamma', 0.1), ('learning_rate', 0.020351190962990724), ('max_bin', 15), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 8.202459610410596), ('n_estimators', 87), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
54 53 0.017436695098876954 0.0001874416118651988 0.007671546936035156 0.00010232289908691847 0.1 0.026240813132981794 15 1 2 1.4625291989252882 94 2 4.5 OrderedDict([('gamma', 0.1), ('learning_rate', 0.026240813132981794), ('max_bin', 15), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 1.4625291989252882), ('n_estimators', 94), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5133689839572193 0.5274725274725275 0.5291637002500723 0.010524137530130671 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8888888888888888 0.9056603773584906 0.8881201956673654 0.019987001095180278 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5728643216080402 0.595 0.604427135678392 0.024735587656955535 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.3609022556390977 0.37209302325581395 0.377066479389648 0.0114413395791873 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7308766052484645 0.7503301886792453 0.7462736656728788 0.010563284467580704 49 49 49 85 29
55 54 0.02235279083251953 0.0026386466288502077 0.008957386016845703 0.0010866225906016132 0.01 0.007606431023031079 12 1 2 9.801193592660097 199 1 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.007606431023031079), ('max_bin', 12), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 9.801193592660097), ('n_estimators', 199), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
56 55 0.0388148307800293 0.00894101149755109 0.010135316848754882 0.002722728488716667 0.3 0.0059284258172111175 2 1 5 10.0 200 2 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.0059284258172111175), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 10.0), ('n_estimators', 200), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
57 56 0.02133464813232422 0.0065154190795810715 0.01027693748474121 0.0027643956554013606 0.3 0.2095876062947961 3 1 5 1.6096988603346538 164 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.2095876062947961), ('max_bin', 3), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 1.6096988603346538), ('n_estimators', 164), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.5 0.5806451612903226 0.5789473684210527 0.5555555555555556 0.5366466383299819 0.04500317478441111 23 0.6293706293706294 0.6233766233766234 0.573170731707317 0.5921052631578947 0.631578947368421 0.6099204389961772 0.02322236535996873 0.7857142857142857 0.7692307692307693 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7615384615384616 0.05445939205874227 89 0.8490566037735849 0.8888888888888888 0.8703703703703703 0.8333333333333334 0.9056603773584906 0.8694619147449336 0.026115943108570454 0.56 0.66 0.82 0.72 0.7551020408163265 0.7030204081632652 0.0883069879168806 23 0.7738693467336684 0.7386934673366834 0.6834170854271356 0.7336683417085427 0.745 0.734929648241206 0.029281439374648527 0.3333333333333333 0.37037037037037035 0.5 0.44 0.45454545454545453 0.41964983164983166 0.05994495239579409 18 0.5 0.48 0.42727272727272725 0.45918367346938777 0.48484848484848486 0.47026097711812 0.02515054556602041 0.6728571428571428 0.7146153846153847 0.7561538461538462 0.783076923076923 0.7346938775510203 0.7322794348508633 0.03741451406927932 72 0.8114629752536267 0.8137911781127861 0.776893727898753 0.783500837520938 0.8253301886792452 0.8021957814930698 0.018682771448748307 14 11 9 8 75
58 57 0.021277189254760742 0.003207367709518212 0.010016727447509765 0.002452899037288615 0.0 0.029544886031167995 20 1 2 7.6697274263752195 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.029544886031167995), ('max_bin', 20), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 7.6697274263752195), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.5217391304347826 0.5116279069767442 0.5882352941176471 0.5789473684210527 0.5128205128205128 0.5426740425541479 0.03371927677389369 18 0.6052631578947368 0.569620253164557 0.5614035087719298 0.6103896103896104 0.5987261146496815 0.589080528974103 0.019767202808873525 0.8571428571428571 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8065934065934066 0.05586050561379705 71 0.8679245283018868 0.8333333333333334 0.8888888888888888 0.8703703703703703 0.8867924528301887 0.8694619147449336 0.01993097146768145 0.6 0.62 0.78 0.72 0.6938775510204082 0.6827755102040816 0.06596069911372866 27 0.7336683417085427 0.7035175879396985 0.6532663316582915 0.7336683417085427 0.715 0.707824120603015 0.029605537766911386 0.375 0.36666666666666664 0.47619047619047616 0.44 0.4 0.4115714285714286 0.04116214274627661 26 0.46464646464646464 0.4326923076923077 0.41025641025641024 0.47 0.4519230769230769 0.4459036519036519 0.021970097640131046 0.7285714285714285 0.7330769230769231 0.7746153846153847 0.783076923076923 0.7040816326530612 0.744684458398744 0.029707897109182164 19 0.8007964350052148 0.768425460636516 0.7710776102735901 0.8020193560394565 0.8008962264150943 0.7886430176739744 0.015453583759458388 31 30 30 27 75
59 58 0.017800283432006837 0.0001452982678759402 0.007789802551269531 0.0001876594680733646 0.01 0.004491516349718864 20 1 4 5.404764171090233 191 1 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.004491516349718864), ('max_bin', 20), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 5.404764171090233), ('n_estimators', 191), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
60 59 0.01852426528930664 0.00036297227228043993 0.008524227142333984 0.0007254637163605534 0.3 0.044231671106223384 2 1 5 0.0 200 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.044231671106223384), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.5853658536585366 0.5806451612903226 0.5641025641025641 0.5128205128205128 0.542203839650983 0.04511588481245486 19 0.5945945945945946 0.5625 0.5853658536585366 0.5974025974025974 0.5935483870967742 0.5866822865505006 0.012737260289648823 0.7857142857142857 0.9230769230769231 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7923076923076924 0.0850069433222581 72 0.8301886792452831 0.8333333333333334 0.8888888888888888 0.8518518518518519 0.8679245283018868 0.8544374563242488 0.02194937294691886 0.56 0.68 0.82 0.7 0.6938775510204082 0.6907755102040816 0.08247669770490652 25 0.7437185929648241 0.6934673366834171 0.6884422110552764 0.7286432160804021 0.72 0.7148542713567838 0.020998859425436986 0.3333333333333333 0.42857142857142855 0.5 0.4230769230769231 0.4 0.41699633699633704 0.05357039853741924 20 0.4631578947368421 0.42452830188679247 0.43636363636363634 0.46 0.45098039215686275 0.44700604502882674 0.014587874066042051 0.6728571428571428 0.8015384615384615 0.7561538461538462 0.773076923076923 0.7040816326530612 0.741541601255887 0.04675130274192266 60 0.7869536361050535 0.7634003350083752 0.7886655499720826 0.790247533966127 0.7939622641509434 0.7846458638405164 0.010872260185618233 33 32 27 26 94
61 60 0.026162481307983397 0.0052259858999351184 0.011017942428588867 0.0028661521098979374 0.0 0.49999999999999994 2 1 5 0.0 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.49999999999999994), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.43478260869565216 0.5714285714285714 0.4827586206896552 0.631578947368421 0.5128205128205128 0.5266738522005625 0.06866225613664251 70 0.6301369863013698 0.569620253164557 0.6125 0.6164383561643836 0.6052631578947368 0.6067917507050095 0.020271645011353364 0.7142857142857143 0.7692307692307693 0.5384615384615384 0.9230769230769231 0.7142857142857143 0.7318681318681319 0.12327299922971571 93 0.8679245283018868 0.8333333333333334 0.9074074074074074 0.8333333333333334 0.8679245283018868 0.8619846261355695 0.027479399893152723 0.56 0.76 0.82 0.74 0.6938775510204082 0.7147755102040816 0.08734518403730462 17 0.7638190954773869 0.7035175879396985 0.7135678391959799 0.7638190954773869 0.735 0.7359447236180905 0.02492828835103039 0.3125 0.45454545454545453 0.4375 0.48 0.4 0.4169090909090909 0.058323442687671895 21 0.4946236559139785 0.4326923076923077 0.46226415094339623 0.4891304347826087 0.46464646464646464 0.46867140279575115 0.022108096795606432 0.6371428571428572 0.7646153846153847 0.6792307692307692 0.8315384615384616 0.7040816326530612 0.7233218210361068 0.06805441821178373 77 0.8158718118896369 0.768425460636516 0.8104876233016937 0.7985762144053601 0.8014622641509435 0.7989646748768301 0.016478240698009926 16 13 10 6 87
62 61 0.020664262771606445 0.003107638214343683 0.008682346343994141 0.0009943334076350904 0.3 0.49999999999999994 6 1 5 0.0 200 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.49999999999999994), ('max_bin', 6), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.41025641025641024 0.47368421052631576 0.6153846153846154 0.47058823529411764 0.47368421052631576 0.48871953639755505 0.06779582660673394 84 0.6911764705882353 0.6103896103896104 0.6455696202531646 0.6853146853146853 0.6950354609929078 0.6654971695077206 0.03273720022193612 0.5714285714285714 0.6923076923076923 0.6153846153846154 0.6153846153846154 0.6428571428571429 0.6274725274725275 0.03968235183575338 98 0.8867924528301887 0.8703703703703703 0.9444444444444444 0.9074074074074074 0.9245283018867925 0.9067085953878407 0.02630263832305527 0.66 0.68 0.9 0.74 0.6938775510204082 0.7347755102040817 0.08670732821594351 4 0.8190954773869347 0.7336683417085427 0.7336683417085427 0.7989949748743719 0.805 0.7780854271356784 0.036848833350322206 0.32 0.36 0.6153846153846154 0.38095238095238093 0.375 0.4102673992673992 0.10473895826976796 27 0.5662650602409639 0.47 0.49038461538461536 0.550561797752809 0.5568181818181818 0.526805931039314 0.03892435050900139 0.6157142857142857 0.6861538461538461 0.7576923076923077 0.6776923076923077 0.6683673469387755 0.6811240188383045 0.045477344969888894 85 0.8529439651085617 0.8020193560394565 0.8390563930764936 0.8532011911408897 0.8647641509433963 0.8423970112617596 0.021770494927566213 4 4 4 3 24
63 62 0.018924713134765625 0.0005916132284711157 0.008342742919921875 0.00024828316033237045 0.0 0.07591764341989164 2 1 5 1.8060652251915505 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.07591764341989164), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 1.8060652251915505), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.6111111111111112 0.6206896551724138 0.5945945945945946 0.5128205128205128 0.5614601960163222 0.06025936726558041 1 0.6040268456375839 0.575 0.5853658536585366 0.5974025974025974 0.6025641025641025 0.5928718798525641 0.011087329371522427 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8490566037735849 0.8518518518518519 0.8888888888888888 0.8518518518518519 0.8867924528301887 0.8656883298392731 0.018128212849298053 0.56 0.76 0.86 0.74 0.6938775510204082 0.7227755102040816 0.09782010535286348 6 0.7437185929648241 0.6984924623115578 0.6884422110552764 0.7286432160804021 0.72 0.7158592964824122 0.020050027076491353 0.3333333333333333 0.4782608695652174 0.5625 0.4583333333333333 0.4 0.4464855072463768 0.07690737806941729 1 0.46875 0.4339622641509434 0.43636363636363634 0.46 0.4563106796116505 0.45107731602524603 0.01362896556938125 0.6728571428571428 0.803076923076923 0.7761538461538462 0.793076923076923 0.7040816326530612 0.7498492935635793 0.05180001552036369 2 0.7963875983692046 0.7751721570817048 0.7886655499720826 0.790247533966127 0.8033962264150943 0.7907738131608426 0.00936988064600933 25 24 24 25 86
64 63 0.008065557479858399 0.0002059811018723275 0.007741880416870117 0.00020987045929325677 0.0 0.49999999999999994 2 1 3 10.0 30 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.49999999999999994), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 10.0), ('n_estimators', 30), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.4583333333333333 0.6111111111111112 0.6206896551724138 0.5945945945945946 0.5128205128205128 0.5595098414063931 0.06332958194006855 3 0.6040268456375839 0.5822784810126582 0.593939393939394 0.6025641025641025 0.5974025974025974 0.5960422841112673 0.007771772175792199 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8490566037735849 0.8518518518518519 0.9074074074074074 0.8703703703703703 0.8679245283018868 0.8693221523410204 0.02082999100040375 0.54 0.76 0.86 0.74 0.6938775510204082 0.7187755102040817 0.10457044081803406 8 0.7437185929648241 0.7085427135678392 0.6884422110552764 0.7236180904522613 0.725 0.7178643216080403 0.018466294025876587 0.3235294117647059 0.4782608695652174 0.5625 0.4583333333333333 0.4 0.44452472293265133 0.07983644228895324 4 0.46875 0.4423076923076923 0.44144144144144143 0.46078431372549017 0.45544554455445546 0.45374579840581586 0.010580958101917842 0.6628571428571428 0.803076923076923 0.7761538461538462 0.793076923076923 0.7040816326530612 0.7478492935635792 0.05483803616775189 4 0.7963875983692046 0.7801972827098456 0.7979248092313419 0.7969942304113158 0.7964622641509433 0.7935932369745303 0.006720426143893046 22 20 18 18 78
65 64 0.018579912185668946 0.00046635401511418295 0.008247661590576171 0.00012128064172946173 0.0 0.010152360523153173 2 1 4 2.607246526432933 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.010152360523153173), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 2.607246526432933), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.65 0.5238095238095238 0.5336336996336997 0.06237695112554954 24 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5512820512820513 0.5274725274725275 0.5367463137150386 0.010060373835720117 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.7962962962962963 0.9056603773584906 0.869601677148847 0.0417462837381474 0.48 0.52 0.68 0.72 0.6530612244897959 0.6106122448979592 0.09365083537853276 43 0.6381909547738693 0.628140703517588 0.5879396984924623 0.7035175879396985 0.595 0.6305577889447237 0.04115312328453113 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.48148148148148145 0.39285714285714285 0.3852189667979141 0.05530397394080995 35 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.4215686274509804 0.37209302325581395 0.38919975375202454 0.018097505771142997 0.6685714285714286 0.76 0.7246153846153847 0.86 0.7193877551020408 0.7465149136577708 0.0637987011572359 12 0.762491703802029 0.73999627768472 0.7476735529499349 0.7499069421179974 0.7503301886792453 0.7500797330467854 0.007233469118689463 44 43 43 43 73
66 65 0.007918453216552735 0.00023397333806156754 0.010012102127075196 0.0012201284326101907 0.0 0.49999999999999994 2 1 3 6.532304606911814 30 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.49999999999999994), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 6.532304606911814), ('n_estimators', 30), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.4583333333333333 0.6111111111111112 0.6206896551724138 0.5945945945945946 0.5128205128205128 0.5595098414063931 0.06332958194006855 3 0.6040268456375839 0.5822784810126582 0.593939393939394 0.6025641025641025 0.5974025974025974 0.5960422841112673 0.007771772175792199 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8490566037735849 0.8518518518518519 0.9074074074074074 0.8703703703703703 0.8679245283018868 0.8693221523410204 0.02082999100040375 0.54 0.76 0.86 0.74 0.6938775510204082 0.7187755102040817 0.10457044081803406 8 0.7437185929648241 0.7085427135678392 0.6884422110552764 0.7236180904522613 0.725 0.7178643216080403 0.018466294025876587 0.3235294117647059 0.4782608695652174 0.5625 0.4583333333333333 0.4 0.44452472293265133 0.07983644228895324 4 0.46875 0.4423076923076923 0.44144144144144143 0.46078431372549017 0.45544554455445546 0.45374579840581586 0.010580958101917842 0.6628571428571428 0.803076923076923 0.7761538461538462 0.793076923076923 0.7040816326530612 0.7478492935635792 0.05483803616775189 4 0.7963875983692046 0.7801972827098456 0.7979248092313419 0.7969942304113158 0.7964622641509433 0.7935932369745303 0.006720426143893046 22 20 18 18 78
67 66 0.014835119247436523 0.00031488269482291453 0.008241367340087891 0.00015477354097012514 0.0 0.007492425525257125 8 1 4 6.0550597828137 136 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.007492425525257125), ('max_bin', 8), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 6.0550597828137), ('n_estimators', 136), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
68 67 0.01656627655029297 0.0005213075525668699 0.011604404449462891 0.002384519518383606 0.0 0.008549553689541627 2 1 4 5.320815508045086 158 1 4.5 OrderedDict([('gamma', 0), ('learning_rate', 0.008549553689541627), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 5.320815508045086), ('n_estimators', 158), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
69 68 0.016065502166748048 8.949848577305537e-05 0.008445119857788086 0.0007607071016438615 0.0 0.008164197963774999 10 1 4 6.767209943497475 164 1 4.5 OrderedDict([('gamma', 0), ('learning_rate', 0.008164197963774999), ('max_bin', 10), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 6.767209943497475), ('n_estimators', 164), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
70 69 0.01832690238952637 0.00020144367118464398 0.008153915405273438 0.00015162154510624937 0.0 0.3831399250615479 2 1 5 4.25631721221088 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.3831399250615479), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 4.25631721221088), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.43478260869565216 0.5714285714285714 0.4827586206896552 0.631578947368421 0.5128205128205128 0.5266738522005625 0.06866225613664251 70 0.6301369863013698 0.5732484076433121 0.6125 0.6122448979591837 0.6052631578947368 0.6066786899597205 0.018626591186326882 0.7142857142857143 0.7692307692307693 0.5384615384615384 0.9230769230769231 0.7142857142857143 0.7318681318681319 0.12327299922971571 93 0.8679245283018868 0.8333333333333334 0.9074074074074074 0.8333333333333334 0.8679245283018868 0.8619846261355695 0.027479399893152723 0.56 0.76 0.82 0.74 0.6938775510204082 0.7147755102040816 0.08734518403730462 17 0.7638190954773869 0.7085427135678392 0.7135678391959799 0.7587939698492462 0.735 0.7359447236180905 0.022590069826503276 0.3125 0.45454545454545453 0.4375 0.48 0.4 0.4169090909090909 0.058323442687671895 21 0.4946236559139785 0.4368932038834951 0.46226415094339623 0.4838709677419355 0.46464646464646464 0.468459688625854 0.019856631292991964 0.6371428571428572 0.7646153846153847 0.6792307692307692 0.8315384615384616 0.7040816326530612 0.7233218210361068 0.06805441821178373 77 0.8158718118896369 0.7709380234505863 0.8104876233016937 0.7960636515912898 0.8014622641509435 0.7989646748768301 0.015612666017214838 16 14 11 6 87
71 70 0.011711835861206055 0.000351076907290522 0.008041763305664062 0.0002345405179029054 0.0 0.03189762871470123 13 1 5 4.130331938803117 79 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.03189762871470123), ('max_bin', 13), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 4.130331938803117), ('n_estimators', 79), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6153846153846154 0.5128205128205128 0.5245128205128206 0.050034465438889474 74 0.5575757575757576 0.5287356321839081 0.5297297297297298 0.5751633986928104 0.5529411764705883 0.5488291389305587 0.017637697541795568 0.8571428571428571 1.0 0.7692307692307693 0.9230769230769231 0.7142857142857143 0.8527472527472527 0.10275753606646998 59 0.8679245283018868 0.8518518518518519 0.9074074074074074 0.8148148148148148 0.8867924528301887 0.86575821104123 0.03152904775296629 0.48 0.52 0.68 0.72 0.6938775510204082 0.6187755102040817 0.09864116348510034 39 0.6683417085427136 0.628140703517588 0.5879396984924623 0.7236180904522613 0.65 0.6516080402010049 0.04488300884204493 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.46153846153846156 0.4 0.3826589342378816 0.04894529515274093 39 0.4107142857142857 0.38333333333333336 0.37404580152671757 0.4444444444444444 0.4017094017094017 0.40284945334563654 0.024510519736922247 0.6685714285714286 0.76 0.7246153846153847 0.8215384615384616 0.7040816326530612 0.7357613814756672 0.052129737376690855 66 0.7681331184223001 0.73999627768472 0.7476735529499349 0.7692164526335381 0.7683962264150943 0.7586831256211174 0.012369370599404335 41 41 41 41 83
72 71 0.01816272735595703 0.00024328655185402586 0.007753562927246094 9.932535174240972e-05 0.0 0.25671366953757385 2 1 5 0.0 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.25671366953757385), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.0), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.5714285714285714 0.5 0.631578947368421 0.5128205128205128 0.5367826276000968 0.05802271576656499 22 0.6344827586206897 0.5732484076433121 0.6125 0.6013071895424836 0.5974025974025974 0.6037881906418165 0.01998830477439442 0.7857142857142857 0.7692307692307693 0.5384615384615384 0.9230769230769231 0.7142857142857143 0.7461538461538462 0.12453996981544783 92 0.8679245283018868 0.8333333333333334 0.9074074074074074 0.8518518518518519 0.8679245283018868 0.8656883298392734 0.024449034836819906 0.56 0.76 0.84 0.74 0.6938775510204082 0.7187755102040817 0.09238493975144414 8 0.7688442211055276 0.7085427135678392 0.7135678391959799 0.7336683417085427 0.725 0.7299246231155779 0.021343537127351667 0.3333333333333333 0.45454545454545453 0.4666666666666667 0.48 0.4 0.42690909090909085 0.05411764893764426 16 0.5 0.4368932038834951 0.46226415094339623 0.46464646464646464 0.45544554455445546 0.46384987280556234 0.02052937164788763 0.6728571428571428 0.7646153846153847 0.6892307692307692 0.8315384615384616 0.7040816326530612 0.7324646781789639 0.058441609999954625 71 0.8183843747037072 0.7709380234505863 0.8104876233016937 0.7927600967801973 0.7964622641509433 0.7978064764774255 0.016330633809332588 20 16 14 11 85
73 72 0.014586925506591797 0.0001913996673938851 0.008224296569824218 8.853614145505671e-05 0.0 0.0304028941279859 2 1 5 6.344812265868054 142 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.0304028941279859), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 6.344812265868054), ('n_estimators', 142), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.5 0.5106382978723404 0.5555555555555556 0.5641025641025641 0.5128205128205128 0.5286233860701945 0.025986943866466074 66 0.5945945945945946 0.5357142857142857 0.5517241379310345 0.5827814569536424 0.5859872611464968 0.5701603472680108 0.022508847266398412 0.8571428571428571 0.9230769230769231 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8219780219780219 0.07269378201556584 64 0.8301886792452831 0.8333333333333334 0.8888888888888888 0.8148148148148148 0.8679245283018868 0.8470300489168414 0.027194833373328623 0.56 0.56 0.74 0.7 0.6938775510204082 0.6507755102040816 0.07579212677206693 33 0.7437185929648241 0.6532663316582915 0.6381909547738693 0.7336683417085427 0.71 0.6957688442211055 0.042567013135853156 0.35294117647058826 0.35294117647058826 0.43478260869565216 0.4230769230769231 0.4 0.39274837694275033 0.03437589214986439 31 0.4631578947368421 0.39473684210526316 0.4 0.4536082474226804 0.4423076923076923 0.4307621353144956 0.028102884809969097 0.7085714285714286 0.7415384615384616 0.7546153846153847 0.773076923076923 0.7040816326530612 0.7363767660910518 0.026541681433975957 63 0.7869536361050535 0.7432998324958124 0.7635399218313791 0.7742415782616787 0.7889622641509434 0.7713994465689735 0.01679180470504574 38 38 38 34 98
74 73 0.01914505958557129 0.0006800866695334141 0.009656858444213868 0.0017151012737776112 0.0 0.030767753168307672 2 1 5 0.3660291623045942 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.030767753168307672), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.3660291623045942), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.5581395348837209 0.625 0.5641025641025641 0.5128205128205128 0.5456295436379553 0.05270103217498709 15 0.5945945945945946 0.55 0.5680473372781065 0.5974025974025974 0.5859872611464968 0.579206358084359 0.01784049714815054 0.7857142857142857 0.9230769230769231 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8076923076923077 0.07138629348972184 68 0.8301886792452831 0.8148148148148148 0.8888888888888888 0.8518518518518519 0.8679245283018868 0.8507337526205451 0.02632435173431613 0.56 0.64 0.82 0.7 0.6938775510204082 0.6827755102040816 0.08503419210865615 27 0.7437185929648241 0.6884422110552764 0.6633165829145728 0.7286432160804021 0.71 0.706824120603015 0.028559277520918774 0.3333333333333333 0.4 0.5263157894736842 0.4230769230769231 0.4 0.41654520917678817 0.06255229453822522 24 0.4631578947368421 0.41509433962264153 0.41739130434782606 0.46 0.4423076923076923 0.4395902462030004 0.020357893208698276 0.6728571428571428 0.7815384615384615 0.7946153846153846 0.773076923076923 0.7040816326530612 0.7452339089481945 0.04788254426759531 17 0.7869536361050535 0.7516285129350455 0.7761027359017308 0.790247533966127 0.7889622641509434 0.7787789366117801 0.014466251435102308 34 34 31 29 96
75 74 0.018575477600097656 0.0005890615973496114 0.007960653305053711 0.0002880402179304098 0.0 0.006539279194876139 5 1 4 6.026276637710555 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.006539279194876139), ('max_bin', 5), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 6.026276637710555), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
76 75 0.01868147850036621 0.0004769143852639121 0.007897472381591797 0.00021582866597312877 0.0 0.029910476944225647 2 1 5 8.132563834565696 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.029910476944225647), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 8.132563834565696), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.5581395348837209 0.625 0.5641025641025641 0.5128205128205128 0.5456295436379553 0.05270103217498709 15 0.5945945945945946 0.55 0.5680473372781065 0.5974025974025974 0.5859872611464968 0.579206358084359 0.01784049714815054 0.7857142857142857 0.9230769230769231 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8076923076923077 0.07138629348972184 68 0.8301886792452831 0.8148148148148148 0.8888888888888888 0.8518518518518519 0.8679245283018868 0.8507337526205451 0.02632435173431613 0.56 0.64 0.82 0.7 0.6938775510204082 0.6827755102040816 0.08503419210865615 27 0.7437185929648241 0.6884422110552764 0.6633165829145728 0.7286432160804021 0.71 0.706824120603015 0.028559277520918774 0.3333333333333333 0.4 0.5263157894736842 0.4230769230769231 0.4 0.41654520917678817 0.06255229453822522 24 0.4631578947368421 0.41509433962264153 0.41739130434782606 0.46 0.4423076923076923 0.4395902462030004 0.020357893208698276 0.6728571428571428 0.7815384615384615 0.7946153846153846 0.773076923076923 0.7040816326530612 0.7452339089481945 0.04788254426759531 17 0.7869536361050535 0.7516285129350455 0.7761027359017308 0.790247533966127 0.7889622641509434 0.7787789366117801 0.014466251435102308 34 34 31 29 96
77 76 0.02551612854003906 0.007281664543339299 0.01068129539489746 0.0029663127298924768 0.0 0.029121579506326153 12 1 5 9.328533801806309 200 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.029121579506326153), ('max_bin', 12), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 9.328533801806309), ('n_estimators', 200), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.4444444444444444 0.4888888888888889 0.6060606060606061 0.5789473684210527 0.5128205128205128 0.526232364127101 0.059017110387173714 73 0.609271523178808 0.575 0.5697674418604651 0.6013071895424836 0.5897435897435898 0.5890179488650693 0.015025605970556678 0.7142857142857143 0.8461538461538461 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.7780219780219781 0.059136808998126185 74 0.8679245283018868 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.8679245283018868 0.869392033542977 0.02032137663069625 0.58 0.58 0.8 0.72 0.6938775510204082 0.6747755102040816 0.08491891421136494 30 0.7386934673366834 0.6984924623115578 0.6532663316582915 0.7336683417085427 0.715 0.707824120603015 0.030776503240103264 0.3225806451612903 0.34375 0.5 0.44 0.4 0.40126612903225806 0.06442018874547079 28 0.46938775510204084 0.4339622641509434 0.4152542372881356 0.46464646464646464 0.44660194174757284 0.4459705325870315 0.019926087091329106 0.6471428571428571 0.713076923076923 0.7846153846153847 0.783076923076923 0.7040816326530612 0.7263987441130297 0.05207420321254477 74 0.8033089978192851 0.7751721570817048 0.7803368695328494 0.7927600967801973 0.7914622641509435 0.7886080770729961 0.00990393399107788 32 31 29 27 77
78 77 0.014917755126953125 0.0014753472411446274 0.010795879364013671 0.0029178015773373292 0.7 0.0039331200684121605 11 1 4 1.019009129276433 129 1 3.8 OrderedDict([('gamma', 0.7), ('learning_rate', 0.0039331200684121605), ('max_bin', 11), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 1.019009129276433), ('n_estimators', 129), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
79 78 0.016693687438964842 0.0022059466597527046 0.009171485900878906 0.0012545454868431165 0.7 0.0313201998659383 2 1 5 0.0 146 1 3.8 OrderedDict([('gamma', 0.7), ('learning_rate', 0.0313201998659383), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 5), ('min_child_weight', 0.0), ('n_estimators', 146), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.5 0.5106382978723404 0.5555555555555556 0.5641025641025641 0.5128205128205128 0.5286233860701945 0.025986943866466074 66 0.5945945945945946 0.5421686746987951 0.5614035087719298 0.5827814569536424 0.5859872611464968 0.5733870992330917 0.0190524138495797 0.8571428571428571 0.9230769230769231 0.7692307692307693 0.8461538461538461 0.7142857142857143 0.8219780219780219 0.07269378201556584 64 0.8301886792452831 0.8333333333333334 0.8888888888888888 0.8148148148148148 0.8679245283018868 0.8470300489168414 0.027194833373328623 0.56 0.56 0.74 0.7 0.6938775510204082 0.6507755102040816 0.07579212677206693 33 0.7437185929648241 0.6633165829145728 0.6532663316582915 0.7336683417085427 0.71 0.7007939698492461 0.03652787842006655 0.35294117647058826 0.35294117647058826 0.43478260869565216 0.4230769230769231 0.4 0.39274837694275033 0.03437589214986439 31 0.4631578947368421 0.4017857142857143 0.41025641025641024 0.4536082474226804 0.4423076923076923 0.43422319180186786 0.024103747132114273 0.7085714285714286 0.7415384615384616 0.7546153846153847 0.773076923076923 0.7040816326530612 0.7363767660910518 0.026541681433975957 63 0.7869536361050535 0.748324958123953 0.7710776102735901 0.7742415782616787 0.7889622641509434 0.7739120093830438 0.01455633073427295 36 36 35 31 98
80 79 0.01732625961303711 0.0030105928568001615 0.010469436645507812 0.0030262323339489347 0.0 0.0045085462401275485 6 1 4 5.710163004088177 140 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.0045085462401275485), ('max_bin', 6), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 5.710163004088177), ('n_estimators', 140), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
81 80 0.021446800231933592 0.004975309943651192 0.011212682723999024 0.002151973457247758 0.0 0.004555413255802306 6 1 4 6.428123266015015 180 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.004555413255802306), ('max_bin', 6), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 6.428123266015015), ('n_estimators', 180), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
82 81 0.013720893859863281 0.0003499925818194171 0.007765722274780273 0.00022554792759600862 0.0 0.49999999999999994 2 1 3 0.0 119 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.49999999999999994), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 0.0), ('n_estimators', 119), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.43478260869565216 0.5714285714285714 0.4827586206896552 0.631578947368421 0.5128205128205128 0.5266738522005625 0.06866225613664251 70 0.6344827586206897 0.5732484076433121 0.6125 0.6081081081081081 0.5974025974025974 0.6051483743549415 0.020004586776856063 0.7142857142857143 0.7692307692307693 0.5384615384615384 0.9230769230769231 0.7142857142857143 0.7318681318681319 0.12327299922971571 93 0.8679245283018868 0.8333333333333334 0.9074074074074074 0.8333333333333334 0.8679245283018868 0.8619846261355695 0.027479399893152723 0.56 0.76 0.82 0.74 0.6938775510204082 0.7147755102040816 0.08734518403730462 17 0.7688442211055276 0.7085427135678392 0.7135678391959799 0.7537688442211056 0.725 0.7339447236180905 0.02345829617217614 0.3125 0.45454545454545453 0.4375 0.48 0.4 0.4169090909090909 0.058323442687671895 21 0.5 0.4368932038834951 0.46226415094339623 0.4787234042553192 0.45544554455445546 0.4666652607273332 0.021392666195503122 0.6371428571428572 0.7646153846153847 0.6792307692307692 0.8315384615384616 0.7040816326530612 0.7233218210361068 0.06805441821178373 77 0.8183843747037072 0.7709380234505863 0.8104876233016937 0.7935510887772195 0.7964622641509433 0.7979646748768301 0.016284748974639923 19 15 12 9 87
83 82 0.017737388610839844 0.001667840138537148 0.009115314483642578 0.00045267416463093017 0.0 0.004502897404766951 8 1 4 9.020645696452434 160 1 4.5 OrderedDict([('gamma', 0), ('learning_rate', 0.004502897404766951), ('max_bin', 8), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 9.020645696452434), ('n_estimators', 160), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
84 83 0.01630082130432129 0.0008311515088874696 0.008513212203979492 0.0004042648655976992 0.0 0.0045325673957047384 8 1 4 8.254988174846114 154 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.0045325673957047384), ('max_bin', 8), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 8.254988174846114), ('n_estimators', 154), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
85 84 0.024114656448364257 0.0011440350735654119 0.014273786544799804 0.001067948568913959 0.01 0.004449708485722986 8 1 4 6.926856707077887 189 1 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.004449708485722986), ('max_bin', 8), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 6.926856707077887), ('n_estimators', 189), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
86 85 0.018381071090698243 0.0014846682976858193 0.007955312728881836 6.830898251848668e-05 0.01 0.004563635264688974 8 1 4 6.36872013512663 188 1 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.004563635264688974), ('max_bin', 8), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 6.36872013512663), ('n_estimators', 188), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
87 86 0.013373565673828126 0.0004373270708764847 0.00808563232421875 0.00013826851935724063 0.0 0.005378414131546519 7 1 4 7.6779941525634126 112 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.005378414131546519), ('max_bin', 7), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 7.6779941525634126), ('n_estimators', 112), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
88 87 0.009271860122680664 0.00035318923055353797 0.0076430320739746095 0.00035096317512355783 0.1 0.00514355477520648 7 1 4 5.6211573763747005 49 1 3.8 OrderedDict([('gamma', 0.1), ('learning_rate', 0.00514355477520648), ('max_bin', 7), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 5.6211573763747005), ('n_estimators', 49), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
89 88 0.01863408088684082 0.0007371046977722416 0.008455276489257812 0.00018124109310741472 0.0 0.004551893284287458 5 2 4 6.630516884294772 152 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.004551893284287458), ('max_bin', 5), ('max_depth', 2), ('max_leaves', 4), ('min_child_weight', 6.630516884294772), ('n_estimators', 152), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.4878048780487805 0.5232620387742339 0.05913037320626969 75 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5485714285714286 0.5312561317658403 0.016461135221039026 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7142857142857143 0.868131868131868 0.11691811936940998 58 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.63 0.6134371859296482 0.02317335144223266 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.37037037037037035 0.3772824588614062 0.0492441362693052 80 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.39344262295081966 0.3804737776581939 0.014127665497099848 0.6685714285714286 0.76 0.7246153846153847 0.85 0.6836734693877551 0.7373720565149137 0.06477171423216649 62 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7678301886792454 0.7470749870948034 0.01789145853111438 48 48 48 47 30
90 89 0.011912727355957031 0.0003030889132724981 0.009889984130859375 0.0024900676307194588 0.0 0.004479136641862629 9 1 4 10.0 96 1 3.8 OrderedDict([('gamma', 0), ('learning_rate', 0.004479136641862629), ('max_bin', 9), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 10.0), ('n_estimators', 96), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
91 90 0.009465789794921875 0.00025415101147732954 0.008032512664794923 0.00019177021118094338 0.7 0.49999999999999994 2 1 3 10.0 56 1 3.8 OrderedDict([('gamma', 0.7), ('learning_rate', 0.49999999999999994), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 3), ('min_child_weight', 10.0), ('n_estimators', 56), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.6111111111111112 0.6 0.5945945945945946 0.5128205128205128 0.5573222649818395 0.05665250569778361 8 0.6122448979591837 0.575 0.5853658536585366 0.5974025974025974 0.5935483870967742 0.5927123472234184 0.012425104905152019 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8490566037735849 0.8518518518518519 0.8888888888888888 0.8518518518518519 0.8679245283018868 0.8619147449336129 0.015043785206487395 0.56 0.76 0.84 0.74 0.6938775510204082 0.7187755102040817 0.09238493975144414 8 0.7537688442211056 0.6984924623115578 0.6884422110552764 0.7286432160804021 0.72 0.7178693467336684 0.023025246265934485 0.3333333333333333 0.4782608695652174 0.5294117647058824 0.4583333333333333 0.4 0.4398678601875533 0.06748653108872225 9 0.4787234042553192 0.4339622641509434 0.43636363636363634 0.46 0.45098039215686275 0.4520059393853523 0.01642580616648354 0.6728571428571428 0.803076923076923 0.7661538461538462 0.793076923076923 0.7040816326530612 0.7478492935635792 0.05093155600950015 4 0.8014127239973452 0.7751721570817048 0.7886655499720826 0.790247533966127 0.7939622641509434 0.7898920458336406 0.008574362848425412 26 25 22 16 90
92 91 0.008070659637451173 0.00018657324915598357 0.007525300979614258 0.00011510839122524623 0.3 0.05945046607949825 2 1 4 0.0 34 1 3.8 OrderedDict([('gamma', 0.3), ('learning_rate', 0.05945046607949825), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 0.0), ('n_estimators', 34), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.65 0.5238095238095238 0.5336336996336997 0.06237695112554954 24 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5512820512820513 0.5274725274725275 0.5367463137150386 0.010060373835720117 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.7962962962962963 0.9056603773584906 0.869601677148847 0.0417462837381474 0.48 0.52 0.68 0.72 0.6530612244897959 0.6106122448979592 0.09365083537853276 43 0.6381909547738693 0.628140703517588 0.5879396984924623 0.7035175879396985 0.595 0.6305577889447237 0.04115312328453113 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.48148148148148145 0.39285714285714285 0.3852189667979141 0.05530397394080995 35 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.4215686274509804 0.37209302325581395 0.38919975375202454 0.018097505771142997 0.6685714285714286 0.76 0.7246153846153847 0.86 0.7193877551020408 0.7465149136577708 0.0637987011572359 12 0.762491703802029 0.73999627768472 0.7476735529499349 0.7499069421179974 0.7503301886792453 0.7500797330467854 0.007233469118689463 44 43 43 43 73
93 92 0.01483016014099121 0.00021713299267031079 0.007370758056640625 1.926292282865786e-05 0.7 0.004583527972183851 9 1 4 7.142377218896655 79 2 4.5 OrderedDict([('gamma', 0.7), ('learning_rate', 0.004583527972183851), ('max_bin', 9), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 7.142377218896655), ('n_estimators', 79), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
94 93 0.012834739685058594 0.00024848273928397893 0.007691383361816406 0.00015304437543614248 0.7 0.0038372656990702464 11 1 4 9.688337293985729 108 1 4.5 OrderedDict([('gamma', 0.7), ('learning_rate', 0.0038372656990702464), ('max_bin', 11), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 9.688337293985729), ('n_estimators', 108), ('num_parallel_tree', 1), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
95 94 0.008426094055175781 0.0005970058463739294 0.010088872909545899 0.001020017760610316 0.7 0.49999999999999994 2 1 4 10.0 30 1 3.8 OrderedDict([('gamma', 0.7), ('learning_rate', 0.49999999999999994), ('max_bin', 2), ('max_depth', 1), ('max_leaves', 4), ('min_child_weight', 10.0), ('n_estimators', 30), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46808510638297873 0.6111111111111112 0.6 0.5945945945945946 0.5128205128205128 0.5573222649818395 0.05665250569778361 8 0.6122448979591837 0.575 0.5853658536585366 0.5974025974025974 0.5935483870967742 0.5927123472234184 0.012425104905152019 0.7857142857142857 0.8461538461538461 0.6923076923076923 0.8461538461538461 0.7142857142857143 0.7769230769230769 0.06441472918572679 76 0.8490566037735849 0.8518518518518519 0.8888888888888888 0.8518518518518519 0.8679245283018868 0.8619147449336129 0.015043785206487395 0.56 0.76 0.84 0.74 0.6938775510204082 0.7187755102040817 0.09238493975144414 8 0.7537688442211056 0.6984924623115578 0.6884422110552764 0.7286432160804021 0.72 0.7178693467336684 0.023025246265934485 0.3333333333333333 0.4782608695652174 0.5294117647058824 0.4583333333333333 0.4 0.4398678601875533 0.06748653108872225 9 0.4787234042553192 0.4339622641509434 0.43636363636363634 0.46 0.45098039215686275 0.4520059393853523 0.01642580616648354 0.6728571428571428 0.803076923076923 0.7661538461538462 0.793076923076923 0.7040816326530612 0.7478492935635792 0.05093155600950015 4 0.8014127239973452 0.7751721570817048 0.7886655499720826 0.790247533966127 0.7939622641509434 0.7898920458336406 0.008574362848425412 26 25 22 16 90
96 95 0.009455251693725585 0.00029192574459590713 0.007518100738525391 0.00013910962233484216 0.01 0.006534642163975326 14 1 2 10.0 30 2 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.006534642163975326), ('max_bin', 14), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 10.0), ('n_estimators', 30), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
97 96 0.010289669036865234 0.00019869415882689358 0.007826805114746094 0.00012655827711408415 0.01 0.006949700175956586 14 2 2 10.0 63 1 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.006949700175956586), ('max_bin', 14), ('max_depth', 2), ('max_leaves', 2), ('min_child_weight', 10.0), ('n_estimators', 63), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
98 97 0.01068410873413086 0.00028039219402637333 0.00850672721862793 0.0008537393125966922 0.01 0.006748122986997227 14 1 2 9.0309786776042 72 1 3.8 OrderedDict([('gamma', 0.01), ('learning_rate', 0.006748122986997227), ('max_bin', 14), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 9.0309786776042), ('n_estimators', 72), ('num_parallel_tree', 1), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
99 98 0.024135828018188477 0.004577233433343609 0.010792970657348633 0.002211476742843012 0.5 0.006539760149490731 15 1 2 6.544217776392285 105 2 3.8 OrderedDict([('gamma', 0.5), ('learning_rate', 0.006539760149490731), ('max_bin', 15), ('max_depth', 1), ('max_leaves', 2), ('min_child_weight', 6.544217776392285), ('n_estimators', 105), ('num_parallel_tree', 2), ('scale_pos_weight', 3.8)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30
100 99 0.010680103302001953 0.0008809305052949269 0.009622621536254882 0.002805982716002202 0.01 0.020659447353487296 12 2 2 10.0 35 2 4.5 OrderedDict([('gamma', 0.01), ('learning_rate', 0.020659447353487296), ('max_bin', 12), ('max_depth', 2), ('max_leaves', 2), ('min_child_weight', 10.0), ('n_estimators', 35), ('num_parallel_tree', 2), ('scale_pos_weight', 4.5)]) 0.46153846153846156 0.52 0.5128205128205128 0.6341463414634146 0.5238095238095238 0.5304629679263826 0.05650810166240871 28 0.5465116279069767 0.5287356321839081 0.5297297297297298 0.5027322404371585 0.5274725274725275 0.5270363515460601 0.014002201943217185 0.8571428571428571 1.0 0.7692307692307693 1.0 0.7857142857142857 0.8824175824175825 0.10045182313869398 13 0.8867924528301887 0.8518518518518519 0.9074074074074074 0.8518518518518519 0.9056603773584906 0.880712788259958 0.024648953386497398 0.48 0.52 0.68 0.7 0.6530612244897959 0.6066122448979592 0.08921534019595909 47 0.6381909547738693 0.628140703517588 0.5879396984924623 0.5829145728643216 0.595 0.6064371859296482 0.02238581738691491 0.3157894736842105 0.35135135135135137 0.38461538461538464 0.4642857142857143 0.39285714285714285 0.38177981335876077 0.04943397133841114 41 0.3949579831932773 0.38333333333333336 0.37404580152671757 0.35658914728682173 0.37209302325581395 0.37620385771919274 0.012718802433336876 0.6685714285714286 0.76 0.7246153846153847 0.85 0.7193877551020408 0.7445149136577708 0.06026884704373709 20 0.762491703802029 0.73999627768472 0.7476735529499349 0.7173832123580868 0.7503301886792453 0.7435749870948033 0.01496054401682941 50 50 50 48 30