iddaai-be/ai-engine/models/v25/lgb_v25_handicap_ms.txt

tree
version=v4
num_class=3
num_tree_per_iteration=3
label_index=0
max_feature_idx=151
objective=multiclass num_class:3
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55 Column_56 Column_57 Column_58 Column_59 Column_60 Column_61 Column_62 Column_63 Column_64 Column_65 Column_66 Column_67 Column_68 Column_69 Column_70 Column_71 Column_72 Column_73 Column_74 Column_75 Column_76 Column_77 Column_78 Column_79 Column_80 Column_81 Column_82 Column_83 Column_84 Column_85 Column_86 Column_87 Column_88 Column_89 Column_90 Column_91 Column_92 Column_93 Column_94 Column_95 Column_96 Column_97 Column_98 Column_99 Column_100 Column_101 Column_102 Column_103 Column_104 Column_105 Column_106 Column_107 Column_108 Column_109 Column_110 Column_111 Column_112 Column_113 Column_114 Column_115 Column_116 Column_117 Column_118 Column_119 Column_120 Column_121 Column_122 Column_123 Column_124 Column_125 Column_126 Column_127 Column_128 Column_129 Column_130 Column_131 Column_132 Column_133 Column_134 Column_135 Column_136 Column_137 Column_138 Column_139 Column_140 Column_141 Column_142 Column_143 Column_144 Column_145 Column_146 Column_147 Column_148 Column_149 Column_150 Column_151
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tree_sizes=971 968 983 1009 1005 1006 1006 998 1011 1008 1012 1008 1010 1004 1009 1006 1001 997 1000 1015 1008 1006 1023 1006 1012 1016 1011 1010 1017 998 1007 1026 1012 1001 992 1014 1009 1012 1007 1009 1018 990 1018 1018 996 1009 1011 996 1011 998 1013 1011 1013 1012 1010 992 1009 1009 1019 1011 1012 1021 1014 1016 1008 1011 1024 995 1014 1015 1021 1007 1016 1030 1018 1015 1009 1020 1017 1016 1007 997 1012 1006 1010 1017 1015 1013 1009 1024 994 1013 1019 1020 1014 1017 1004 1014 999 1014 1009 1013 1009 1018 1010 1004 1015 998 1012 1015 1005 1000 1015 1013 1013 1016 903 908 1009 998 1014 996 996 1008 1008 1001 995 1020 1009 1007 1004 1014 1011 1000 911 1006 1024 996 1000 913 1007 1008 1024 1007 995 916 999 1023 1012 1019 1012 1014 1006 1015 1018 1005 1011 1006 1016 1011 1011 1009 1006 1028 916 994 1017 912 1021 1005 1016 998 1007 1019 1006 1012 1009 1012 1009 1004 1015 1019 1015 1002 1017 1008 1014 1011 1011 1015 1005 1025 1026 1016 1009 1009 1009 1008 1016 897 1008 1018 1008 1010 1015 1014 1013 994 999 916 999 901 1007 1008 1013 1008 1014 1018 1023 1002 918 993 1011 1008 900 1012 908 1016 1004 707 1009 1010 1012 1022 1013 805 1011 1022 1024 907 998 1015 1009 902 805 1016 1015 903 1003 1016 1020 1005 1013 1008 1016 1017 1013 1019 1005 1007 999 902 908 899 1012 1008 912 1015 1014 1017 911 1010 909 912 1015 904 1016 913 905 1005 1026 1011 1022 1015 907 1012 1021 1016 896 905 1009 1010 1007 897 1003 1018 1020 906 1028 906 908 1010 1018 1021 902 1011 1013 1017 1023 1004 1021 1022 1010 1013 1006 911 1018 1010 1017 906 1007 1001 1012 1009 1003 1008 903 695 1011 803 1012 996 915 914 802 800 1009 1009 913 1008 1004 992 995 1017 908 897 1016 1013 1012 1003 1016 1003 1019 1023 1019 1001 918 1019 1002 1013 1016 1013 1005 787 1002 1017 1009 1015 804 907 1024 1008 1020 911 1024 1007 1030 912 1018 1011 1010 1016 998 1004 696 1018 917 1016 1022 1015 1001 1021 1025 1011 1006 1008 1007 1016 1003 1010 913 1013 1019 1012 908 1024 1019 811 1006 990 1015 1016 1023 1027 1014 805 1012 903 907 997 1014 703 1003 901 1010 1025 1019 700 915 1017 1014 1004 1005 909 998 1026 1013 912 905 706 1020 905 700 997 908 1015 917 1015 1019 802 997 804 1013 1007 1004 804 1013 1007 697 1017 1010 812 1007 1008 1004 1010 901 800 794 1026 1012 1021 795 908 1006 1018 908 1013 1020 1024 901 809 1013 997 697 912 1009 1002 1025 1010 1014 903 902 1012 688 901 1013 697 1015 1011 910 1021 1015 998 907 1015 909 1009 1019 997 1013 1006 1012 1011 1009 1012 1006 1008 594 898 1022 1025 1004 1009 597 1009 804 915 998 1017 909 1007 697 1012 1020 1020 994 894 1019 1015 1021 1024 905 898 1016 1016 887 1012 1011 906 1020 1011 1021 909 1022 1012 896 989 1013 999 1019 1016 1027 909 1019 1006 903 1014 904 1017 697 1026 1021 1014 1019 894 1023 805 1015 1022 1011 912 1009 1017 1016 994 1018 1003 1000 1021 1022 1008 1011 1011 1010 1018 907 1004 1006 901 890 800 696 1009 1020 698 1021 1009 1022 901 1027 1019 1023 1025 591 1005 1012 693 911 910 698 1018 1006 1022 996 1024 1014 1017 796 1022 908 1015 1019 1008 693 1020 1014 1006 1006 1008 1023 1023 1012 1003 905 904 1013 774 1019 1013 695 907 912 1025 1018 999 1025 792 1003 1019 1005 1014 801 1012 994 1003 913 703 1014 1006 907 901 1012 1013 1018 906 1003 1021 1007 1018 1020 1015 1020 1022 1002 805 804 909 799 1019 1012 998 905

Tree=0
num_leaves=8
num_cat=0
split_feature=36 40 36 95 40 38 40
split_gain=714.923 194.228 107.772 62.0556 43.8253 33.4759 25.3137
threshold=4.6350000000000007 2.5050000000000003 7.6950000000000012 -1.499999999999998 3.2650000000000001 0.20915805399283077 1.3550000000000002
decision_type=2 2 2 2 2 2 2
left_child=1 3 5 -1 -3 -2 -4
right_child=2 4 6 -5 -6 -7 -8
leaf_value=-1.4538504901939053 -1.4150830675794466 -1.4538035591800762 -1.3834711619585947 -1.4389506332036253 -1.4643004757623641 -1.4326720069972942 -1.4061331195565627
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leaf_count=1451 927 3748 379 4577 2713 801 451
internal_value=-1.44445 -1.45065 -1.41421 -1.44254 -1.45822 -1.4232 -1.39562
internal_weight=4069.07 3377.32 691.744 1630.12 1747.21 467.292 224.452
internal_count=15047 12489 2558 6028 6461 1728 830
is_linear=0
shrinkage=1


Tree=1
num_leaves=8
num_cat=0
split_feature=42 85 85 7 47 49 92
split_gain=94.6321 28.7096 18.5385 18.3288 13.6786 5.03183 4.5045
threshold=3.0850000000000004 0.44602870813397127 -0.29715517241379302 -18.705155615690497 1.3150000000000002 1.2950000000000002 -0.083749999999999977
decision_type=2 2 2 2 2 2 2
left_child=1 3 5 -1 -4 -2 -3
right_child=2 6 4 -5 -6 -7 -8
leaf_value=-1.5400642395803859 -1.5181832357042411 -1.4781007628471379 -1.5301160950225821 -1.5330912544218989 -1.5230665217633821 -1.5435548896802429 -1.5118769366826204
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leaf_count=2513 35 32 1404 4268 6485 269 41
internal_value=-1.52962 -1.53524 -1.52493 -1.53568 -1.52432 -1.54055 -1.49563
internal_weight=3829.75 1744.48 2085.28 1725.9 2007.9 77.3739 18.5799
internal_count=15047 6854 8193 6781 7889 304 73
is_linear=0
shrinkage=1


Tree=2
num_leaves=8
num_cat=0
split_feature=39 35 85 2 37 85 37
split_gain=575.235 296.86 73.582 68.1183 61.1828 14.22 13.7997
threshold=0.34667527727003772 3.5550000000000002 0.26550368550368558 -198.24771745462564 0.26111526086751724 -0.29321428571428571 0.18599440929606256
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -3 6 -6 -2
right_child=4 3 -4 -5 5 -7 -8
leaf_value=-0.60235144405318897 -0.57200929431869885 -0.57454642584624038 -0.63079305082853698 -0.62445952680878536 -0.57354539292583162 -0.59182462304726935 -0.58210732189056236
leaf_weight=2705.0428010821342 251.58867651224136 29.35820597410202 99.966549456119537 1108.550992667675 47.196103274822235 987.40194016695023 362.70391178131104
leaf_count=7279 677 79 269 2983 127 2657 976
internal_value=-0.602307 -0.609084 -0.603372 -0.623154 -0.586106 -0.59097 -0.577939
internal_weight=5591.81 3942.92 2805.01 1137.91 1648.89 1034.6 614.293
internal_count=15047 10610 7548 3062 4437 2784 1653
is_linear=0
shrinkage=1


Tree=3
num_leaves=8
num_cat=0
split_feature=36 39 39 49 86 39 109
split_gain=598.598 141.937 83.5351 36.6234 30.0422 20.7343 9.87572
threshold=4.3750000000000009 0.34018226281821745 0.19167475757597913 2.3050000000000002 3.0465367965367967 0.46625213553485784 2.5000000000000004
decision_type=2 2 2 2 2 2 2
left_child=1 4 3 -2 -1 -3 -4
right_child=2 5 6 -5 -6 -7 -8
leaf_value=-0.002219897049792315 0.027681347278196392 -0.011706776832864512 0.054668976767516551 0.012540977578000663 0.011414446471103651 -0.020504124423132666 0.017025417297005144
leaf_weight=1845.0514529645443 387.22092431783676 770.60711061954498 100.23387303948402 308.26216369867325 189.56205978989601 459.36870563030243 8.9540148973464948
leaf_count=6828 1401 2879 357 1127 700 1729 32
internal_value=-2.16808e-05 -0.00624429 0.0252059 0.0209915 -0.000945833 -0.015003 0.0517204
internal_weight=4069.26 3264.59 804.671 695.483 2034.61 1229.98 109.188
internal_count=15053 12136 2917 2528 7528 4608 389
is_linear=0
shrinkage=0.0326735


Tree=4
num_leaves=8
num_cat=0
split_feature=39 39 85 56 85 40 9
split_gain=92.8622 31.7179 27.0799 19.1326 16.0953 11.227 2.40619
threshold=0.39712314583238512 0.28829266923337954 0.34969696969696962 1.7050000000000003 0.44602870813397127 3.9050000000000007 1.4476190476190478
decision_type=2 2 2 2 2 2 2
left_child=1 3 -3 -1 5 -2 -6
right_child=4 2 -4 -5 6 -7 -8
leaf_value=0.0089101274547721439 -0.0073296844635022092 -0.0019143925814351559 0.028363459694497661 0.0018731746522894529 0.059716586350019508 -0.015355340668313575 0.014217270370141281
leaf_weight=839.67421641945839 447.01429034769535 1374.9583500176668 31.518890798091888 811.015684902668 2.8386059105396262 321.58276963233948 2.842734307050705
leaf_count=3284 1768 5408 122 3171 11 1278 11
internal_value=-0.00017615 0.00238421 -0.00122098 0.00545518 -0.010278 -0.0106994 0.0412978
internal_weight=3831.45 3057.17 1406.48 1650.69 774.278 768.597 5.68134
internal_count=15053 11985 5530 6455 3068 3046 22
is_linear=0
shrinkage=0.0326735


Tree=5
num_leaves=8
num_cat=0
split_feature=34 35 34 95 34 85 34
split_gain=647.868 179.504 159.783 52.9454 35.551 33.3668 32.1298
threshold=1.7850000000000004 3.7950000000000004 2.5850000000000004 -2.2499999999999982 1.2550000000000001 0.17600614439324111 3.7650000000000001
decision_type=2 2 2 2 2 2 2
left_child=1 3 5 -1 -3 -2 -4
right_child=2 4 6 -5 -6 -7 -8
leaf_value=0.0058966427469558484 0.0056932428373381184 -0.028615126043792009 0.016071112313505949 -0.0082992091998870584 -0.014532447270874944 -0.013782442984044348 0.027386144071842512
leaf_weight=344.45499885082245 1634.8183898925781 558.71571224927902 736.8177807033062 1498.3275348842144 295.10439592599869 98.922491490840912 425.96719333529472
leaf_count=927 4402 1498 1988 4029 792 266 1151
internal_value=0.00013645 -0.0113869 0.0108646 -0.00564437 -0.0237649 0.00457648 0.0202313
internal_weight=5593.13 2696.6 2896.53 1842.78 853.82 1733.74 1162.78
internal_count=15053 7246 7807 4956 2290 4668 3139
is_linear=0
shrinkage=0.0326735


Tree=6
num_leaves=8
num_cat=0
split_feature=36 35 95 36 47 36 42
split_gain=607.934 129.71 77.7071 35.7531 25.3493 19.5662 18.755
threshold=4.0850000000000009 4.5650000000000004 -1.499999999999998 2.8650000000000007 1.6650000000000003 16.375000000000004 3.2350000000000008
decision_type=2 2 2 2 2 2 2
left_child=2 4 6 -4 -2 -3 -1
right_child=1 5 3 -5 -6 -7 -8
leaf_value=-0.016219083797298771 0.018588862168653134 0.035839903675384775 -0.0061525343023947146 0.0031125014022449701 0.0046566320745574175 0.059120379429232858 -0.0072544300514474974
leaf_weight=821.68624603748322 427.08664286136627 286.62158441543579 1253.1531405746937 688.36142018437386 207.74329334497452 46.636226743459702 360.18441766500473
leaf_count=3106 1536 1004 4688 2539 759 160 1343
internal_value=0.000121694 0.0227338 -0.0068907 -0.0028677 0.0140406 0.0392244 -0.0134934
internal_weight=4091.47 968.088 3123.39 1941.51 634.83 333.258 1181.87
internal_count=15135 3459 11676 7227 2295 1164 4449
is_linear=0
shrinkage=0.0326735


Tree=7
num_leaves=8
num_cat=0
split_feature=34 85 55 34 85 85 41
split_gain=82.3239 29.3295 26.7117 19.097 14.8649 5.44557 4.18748
threshold=2.3950000000000005 -0.29715517241379302 1.635 4.5050000000000008 0.44602870813397127 -0.65214285714285702 2.4050000000000007
decision_type=2 2 2 2 2 2 2
left_child=1 5 -3 4 -2 -1 -5
right_child=3 2 -4 6 -6 -7 -8
leaf_value=-0.026922204973838886 -0.0064520994776593558 0.0010925511279807473 0.0077977966682430313 -0.01397980204915978 0.042054422540910241 -0.0095228357662296686 -0.024661746431199179
leaf_weight=24.328865766525269 776.82010874152184 1796.3657290786505 979.91368135809898 114.36699746549129 6.058637559413909 89.878230810165405 63.626222252845764
leaf_count=96 3096 7032 3814 463 23 354 257
internal_value=3.75022e-05 0.0027919 0.00346071 -0.00824392 -0.00603646 -0.0133822 -0.0178865
internal_weight=3851.36 2890.49 2776.28 960.872 782.879 114.207 177.993
internal_count=15135 11296 10846 3839 3119 450 720
is_linear=0
shrinkage=0.0326735


Tree=8
num_leaves=8
num_cat=0
split_feature=36 34 34 85 34 85 36
split_gain=659.6 243.581 71.0345 66.7956 34.2023 21.9341 9.30113
threshold=3.9850000000000008 2.4950000000000006 1.2150000000000001 -0.27857142857142853 3.9050000000000007 -0.11189852700490999 7.6950000000000012
decision_type=2 2 2 2 2 2 2
left_child=1 3 6 -1 -3 -4 -2
right_child=2 4 5 -5 -6 -7 -8
leaf_value=0.022781452633866828 -0.023288705728949484 0.014734190824774372 -0.00015913630328006986 6.4407277999666237e-05 0.026525895647117999 -0.016219597261241999 -0.033188939473854102
leaf_weight=144.43034121394157 161.52602598071098 877.27987322211266 102.88393768668175 2861.7204354703426 377.60593935847282 771.89542052149773 324.05067220330238
leaf_count=389 432 2374 276 7702 1026 2070 866
internal_value=-0.000114274 0.00620995 -0.019916 0.00116131 0.0182963 -0.0143325 -0.029937
internal_weight=5621.39 4261.04 1360.36 3006.15 1254.89 874.779 485.577
internal_count=15135 11491 3644 8091 3400 2346 1298
is_linear=0
shrinkage=0.0326735


Tree=9
num_leaves=8
num_cat=0
split_feature=36 37 39 95 41 37 109
split_gain=537.858 139.387 70.6186 68.2921 25.5621 12.4254 6.95858
threshold=4.3750000000000009 0.32999724851725659 0.19167475757597913 -1.499999999999998 2.2450000000000006 0.21056563743022383 2.5000000000000004
decision_type=2 2 2 2 2 2 2
left_child=1 5 4 -3 -2 -1 -4
right_child=2 3 6 -5 -6 -7 -8
leaf_value=-0.023155671227500202 0.014038517385494666 -0.0098043223691841631 0.049622173198869114 0.0020701261556236679 0.026473732724405532 -0.014427330908201447 0.016455473109370969
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leaf_count=963 1363 2826 357 6106 1153 2387 28
internal_value=0.000256839 -0.00570951 0.0237177 -0.00165158 0.0198514 -0.0169237 0.0473841
internal_weight=4100.61 3269.67 830.939 2401.53 715.45 868.144 115.489
internal_count=15183 12282 2901 8932 2516 3350 385
is_linear=0
shrinkage=0.0326735


Tree=10
num_leaves=8
num_cat=0
split_feature=34 123 37 1 35 78 47
split_gain=82.0604 30.9133 23.928 9.72858 7.4157 4.98734 1.23733
threshold=3.1550000000000007 1.5310000000000001 0.39693094175022042 1489.3704662676614 4.4150000000000009 2.7928571428571431 1.4350000000000003
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -3 5 -2 -6
right_child=4 3 -4 -5 6 -7 -8
leaf_value=-0.00055159365725014457 -0.011511522234892702 1.7377403358476299e-05 0.0061463721068991464 -0.0063876966185503758 -0.022802068970193198 0.029684433033757316 -0.0072491301736225576
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Tree=50
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Tree=52
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Tree=53
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Tree=54
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Tree=55
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Tree=56
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Tree=81
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Tree=88
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Tree=89
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Tree=90
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Tree=99
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Tree=104
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Tree=105
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Tree=106
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Tree=108
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Tree=109
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Tree=110
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Tree=116
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decision_type=2 2 2 2 2 2 2
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is_linear=0
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Tree=121
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decision_type=2 2 2 2 2 2 2
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internal_weight=3769.26 1691.04 2078.21 1953.96 310.158 1380.88 124.253
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Tree=123
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Tree=125
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Tree=126
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Tree=127
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Tree=128
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Tree=129
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Tree=131
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Tree=133
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Tree=134
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decision_type=2 2 2 2 2 2 2
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Tree=138
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internal_weight=3865.64 3225.35 2836.97 640.289 134.284 506.005 388.379
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Tree=139
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decision_type=2 2 2 2 2 2
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internal_weight=3789.07 3208.61 3110.34 98.2728 580.465 561.012
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Tree=140
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decision_type=2 2 2 2 2 2 2
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internal_weight=5222.71 2079.25 3143.46 1994.78 2854.42 84.4649 289.044
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Tree=141
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decision_type=2 2 2 2 2 2 2
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internal_weight=3830.83 3337.6 1963.18 1374.41 493.235 285.134 208.102
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Tree=142
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decision_type=2 2 2 2 2 2 2
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internal_weight=3757.65 3226.51 1857.44 1369.06 531.143 506.731 24.412
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Tree=143
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Tree=144
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Tree=145
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Tree=146
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Tree=147
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Tree=148
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Tree=149
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Tree=150
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Tree=151
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Tree=152
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internal_weight=3845.68 2726.69 2435.98 1119 872.378 246.618 290.711
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Tree=154
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decision_type=2 2 2 2 2 2 2
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decision_type=2 2 2 2 2 2 2
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internal_weight=5181.34 4309.08 3897.87 872.265 411.204 832.259 40.0067
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is_linear=0
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Tree=156
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decision_type=2 2 2 2 2 2 2
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internal_weight=3826.53 3148.8 2037.25 1111.55 677.732 507.937 169.795
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is_linear=0
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Tree=157
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decision_type=2 2 2 2 2 2 2
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internal_weight=3767.87 3682.93 3637.5 84.94 49.9139 45.4307 35.0261
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Tree=158
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decision_type=2 2 2 2 2 2 2
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Tree=159
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Tree=160
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Tree=161
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Tree=162
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Tree=163
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Tree=164
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Tree=165
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decision_type=2 2 2 2 2 2 2
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Tree=168
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Tree=169
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Tree=170
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Tree=178
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Tree=187
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Tree=199
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Tree=200
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Tree=202
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Tree=203
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Tree=204
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Tree=205
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internal_weight=3746.44 797.169 728.323 68.8462 2949.27 2918.01 31.2599
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Tree=217
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Tree=222
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Tree=223
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internal_weight=3757.6 115.573 109.27 3642.03 646.981 2995.05
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decision_type=2 2 2 2 2 2 2
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Tree=228
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decision_type=2 2 2 2 2 2 2
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internal_weight=3732.63 3421.93 3034.8 387.135 310.699 123.696 187.003
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Tree=229
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Tree=230
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Tree=232
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Tree=233
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Tree=235
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Tree=236
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Tree=240
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Tree=248
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internal_weight=5014.78 3790.97 3765.73 1223.81 217.351 1006.46 25.2423
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Tree=249
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internal_weight=3730.2 1665.93 2064.27 1540.98 1817.28 124.955 246.984
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Tree=250
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Tree=251
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Tree=252
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Tree=253
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Tree=254
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Tree=256
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Tree=258
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Tree=259
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Tree=277
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Tree=278
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internal_weight=3723.66 3436.37 3000.58 435.792 287.293 220.854 66.4389
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decision_type=2 2 2 2 2 2 2
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internal_weight=3768.98 1457.44 987.234 470.203 2311.55 133.461 2178.08
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Tree=281
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decision_type=2 2 2 2 2 2 2
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internal_weight=5001.99 3683.32 3534.38 1318.68 148.935 1308.25 10.4244
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is_linear=0
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Tree=282
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decision_type=2 2 2 2 2 2 2
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internal_weight=3681.44 896.305 2785.13 1042.2 1742.93 589.667 306.638
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is_linear=0
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Tree=283
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decision_type=2 2 2 2 2 2 2
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Tree=284
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decision_type=2 2 2 2 2 2
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Tree=285
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decision_type=2 2 2 2 2 2 2
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internal_weight=3725.39 2821.88 2814.63 903.512 595.801 307.711 7.24997
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Tree=286
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decision_type=2 2 2 2 2 2 2
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internal_weight=3774.59 3071.5 730.742 2340.76 703.091 98.4318 604.659
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Tree=287
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decision_type=2 2 2 2 2 2 2
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Tree=288
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=289
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is_linear=0
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Tree=290
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decision_type=2 2 2 2 2 2 2
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Tree=291
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is_linear=0
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Tree=292
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Tree=293
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Tree=294
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Tree=295
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Tree=296
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decision_type=2 2 2 2 2 2 2
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internal_weight=4987.63 2690.32 1069.85 1620.47 2297.3 247.639 2049.67
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decision_type=2 2 2 2 2 2
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internal_weight=3693.35 3636.45 523.714 3112.73 56.9014 53.8836
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Tree=298
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threshold=-0.0052300242130750496 2.8165000000000004 0.164428622927181 2.2583333333333337 1.9666666666666668 1383.0403689219072 0.59050000000000014
decision_type=2 2 2 2 2 2 2
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internal_weight=3743.42 706.675 667.542 39.1333 3036.74 2378.87 657.872
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is_linear=0
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decision_type=2 2 2 2 2 2
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internal_weight=4949.16 4834.7 4813.13 114.461 74.9482 39.5133
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is_linear=0
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Tree=300
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split_gain=11.3808 8.38317 7.05044 6.98524 5.85577 5.54069
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decision_type=2 2 2 2 2 2
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internal_weight=3720.33 2735.83 2583.64 984.505 981.65 152.186
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is_linear=0
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Tree=301
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threshold=3.6850000000000005 1.0000000180025095e-35 0.7875000000000002 0.30266666666666669 0.5631666666666667 3.5000000000000004 0.48950000000000005
decision_type=2 2 2 2 2 2 2
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internal_weight=3777.28 3726.73 2234.74 1491.99 50.5536 44.4997 6.05387
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Tree=302
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threshold=0.4519630965593785 3.0350000000000006 2.8650000000000007 0.45183333333333336 2.4720000000000004 0.42023362312095464 2.4450000000000007
decision_type=2 2 2 2 2 2 2
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internal_weight=4987.6 1893.18 838.886 3094.43 2503.23 1054.29 591.193
internal_count=15216 5834 2700 9382 7530 3134 1852
is_linear=0
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Tree=303
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decision_type=2 2 2 2 2 2 2
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internal_weight=3679.41 3248.38 3220.15 431.03 351.586 79.4449 28.2333
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Tree=304
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decision_type=2 2 2 2 2 2
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internal_weight=3747.97 3649.63 700.545 2949.08 98.3414 94.9545
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Tree=305
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decision_type=2 2 2 2 2 2 2
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Tree=306
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decision_type=2 2 2 2 2 2 2
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Tree=307
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Tree=308
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decision_type=2 2 2 2 2 2 2
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Tree=309
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decision_type=2 2 2 2 2 2 2
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Tree=310
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Tree=311
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Tree=312
num_leaves=8
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Tree=313
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decision_type=2 2 2 2 2 2 2
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Tree=314
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decision_type=2 2 2 2 2 2 2
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decision_type=2 2 2 2 2 2
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Tree=320
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decision_type=2 2 2 2 2 2 2
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internal_weight=4914.56 4707.9 4645.38 62.5194 206.662 159.414 47.2484
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Tree=321
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Tree=322
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decision_type=2 2 2 2 2 2 2
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Tree=323
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Tree=324
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Tree=325
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Tree=326
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Tree=327
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Tree=332
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decision_type=2 2 2 2 2 2 2
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Tree=340
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Tree=348
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Tree=351
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Tree=356
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Tree=357
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Tree=358
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Tree=359
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Tree=361
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Tree=362
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Tree=363
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Tree=365
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Tree=366
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Tree=368
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Tree=369
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decision_type=2 2 2 2 2 2
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internal_weight=3734.36 120.789 113.101 3613.57 3608.71 7.68774
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Tree=374
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decision_type=2 2 2 2 2 2 2
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internal_weight=4883.98 739.855 4144.12 3395.77 726.07 748.356 13.7852
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Tree=376
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internal_weight=3740.05 668.562 657.154 11.4087 3071.49 390.33 2681.16
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Tree=377
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decision_type=2 2 2 2 2 2
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Tree=378
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Tree=379
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decision_type=2 2 2 2 2 2 2
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Tree=380
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Tree=381
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is_linear=0
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Tree=383
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Tree=384
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Tree=385
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Tree=386
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Tree=387
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decision_type=2 2 2 2 2 2 2
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Tree=391
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Tree=392
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Tree=393
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Tree=394
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Tree=395
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Tree=396
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Tree=397
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Tree=398
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Tree=399
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Tree=400
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Tree=401
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Tree=404
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Tree=405
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Tree=410
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Tree=411
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Tree=414
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Tree=415
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Tree=417
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is_linear=0
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Tree=418
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Tree=419
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Tree=421
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Tree=423
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internal_weight=3746.38 124.059 106.894 3622.32 1485.77 2136.55 17.165
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Tree=425
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decision_type=2 2 2 2 2 2 2
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is_linear=0
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Tree=427
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is_linear=0
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decision_type=2 2 2 2 2 2
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Tree=429
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decision_type=2 2 2 2 2 2 2
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Tree=430
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decision_type=2 2 2 2 2 2 2
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Tree=431
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Tree=432
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decision_type=2 2 2 2 2 2 2
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Tree=433
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Tree=434
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Tree=435
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Tree=436
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Tree=437
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Tree=438
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Tree=439
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Tree=440
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Tree=441
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Tree=442
num_leaves=5
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Tree=447
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Tree=449
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Tree=450
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Tree=451
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Tree=452
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Tree=457
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Tree=461
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Tree=468
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Tree=471
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Tree=480
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internal_weight=3621.89 3609.36 3570.29 39.0774 12.5301 8.04294
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decision_type=2 2 2 2 2
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internal_weight=3750.73 3737.46 498.381 3239.08 13.2716
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is_linear=0
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Tree=482
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internal_weight=4851.58 155.312 4696.27 2052.1 2644.16 30.6492 124.663
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Tree=483
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decision_type=2 2 2 2 2 2 2
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Tree=484
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decision_type=2 2 2 2
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is_linear=0
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Tree=485
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decision_type=2 2 2 2 2 2
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Tree=486
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decision_type=2 2 2 2 2 2 2
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internal_weight=3634.61 3585.24 100.571 3484.67 49.3728 17.6258 31.747
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Tree=487
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decision_type=2 2 2 2 2 2 2
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Tree=488
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decision_type=2 2 2 2 2 2 2
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internal_weight=4866.71 1352.19 1265.27 3514.52 3288.58 225.937 86.921
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is_linear=0
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Tree=489
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decision_type=2 2 2 2 2 2 2
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internal_weight=3612.93 3565.98 2295.77 1270.21 46.9495 7.12647 39.823
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Tree=490
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internal_weight=3738.94 69.3703 46.0132 23.357 3669.57 2562.92 1106.66
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Tree=491
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decision_type=2 2 2 2 2 2
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Tree=492
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Tree=493
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decision_type=2 2 2 2 2 2 2
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Tree=494
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is_linear=0
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Tree=495
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decision_type=2 2 2 2 2 2
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Tree=496
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Tree=497
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Tree=498
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Tree=499
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Tree=501
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internal_weight=3760.38 1233.96 10.0619 2526.42 248.392 2278.03 1223.89
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Tree=503
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Tree=504
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decision_type=2 2 2 2 2 2
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Tree=505
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Tree=506
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Tree=507
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Tree=508
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Tree=509
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Tree=510
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Tree=511
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Tree=512
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Tree=513
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Tree=514
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Tree=516
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Tree=517
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Tree=522
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Tree=525
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Tree=527
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Tree=528
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Tree=529
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Tree=564
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Tree=568
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Tree=582
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Tree=583
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Tree=593
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internal_weight=4793.12 295.195 235.048 60.147 4497.92 4336.75 161.177
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Tree=594
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decision_type=2 2 2 2 2 2 2
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internal_weight=3592.51 703.531 569.245 134.286 2888.98 2878.99 9.98603
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Tree=595
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decision_type=2 2 2 2 2 2 2
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internal_weight=3738.18 369.035 362.735 3369.14 63.9275 6.30018 3305.21
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Tree=596
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decision_type=2 2 2 2 2 2
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Tree=597
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internal_weight=3577.68 95.0355 74.1055 3482.64 2017.94 1464.7 20.93
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Tree=598
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internal_weight=3718.44 33.7136 20.6663 13.0473 3684.73 90.5161 3594.21
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Tree=599
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Tree=600
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Tree=601
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Tree=602
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Tree=603
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Tree=606
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Tree=609
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internal_weight=3731.05 984.022 441.458 542.565 2747.03 596.122 2150.91
internal_count=15090 4286 1996 2290 10804 2431 8373
is_linear=0
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Tree=611
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decision_type=2 2 2 2 2 2 2
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internal_weight=4800.39 83.522 4716.87 4388.56 3.51505 328.311 80.0069
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Tree=612
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decision_type=2 2 2 2 2 2 2
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internal_weight=3606.22 933.028 825.472 2673.2 735.484 107.556 1937.71
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is_linear=0
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Tree=613
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decision_type=2 2 2 2 2 2 2
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internal_weight=3736.61 782.179 354.872 427.308 2954.43 61.3123 2893.12
internal_count=15098 3503 1903 1600 11595 255 11340
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Tree=614
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internal_weight=4799.2 4787.03 4776.94
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is_linear=0
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Tree=615
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decision_type=2 2 2 2 2 2 2
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internal_weight=3601.64 3586.96 1267.07 2319.89 14.6786 7.58059 7.09805
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Tree=616
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decision_type=2 2 2 2 2 2 2
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internal_weight=3748.92 26.3271 4.70788 3722.59 293.058 3429.54 21.6193
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Tree=617
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internal_weight=4826.07 4816.34 4790.85 25.4917
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Tree=618
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internal_weight=3614.65 35.4392 32.4149 3579.21 1403.2 2176.01
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Tree=619
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decision_type=2 2 2 2 2 2
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internal_weight=3754.24 3729.37 102.986 3626.38 24.8703 12.1896
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Tree=620
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decision_type=2 2 2 2
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Tree=621
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Tree=622
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Tree=623
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decision_type=2 2 2 2 2 2 2
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Tree=624
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decision_type=2 2 2 2 2 2 2
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is_linear=0
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Tree=625
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internal_weight=3728.58 784.928 171.985 612.943 2943.65 2718.4 225.258
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Tree=626
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Tree=627
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decision_type=2 2 2 2 2 2 2
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Tree=628
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decision_type=2 2 2 2 2
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internal_weight=4838.71 687.975 66.9655 4150.73 2907.02 1243.72 621.01
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decision_type=2 2 2 2 2 2 2
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decision_type=2 2 2 2 2 2 2
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Tree=633
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decision_type=2 2 2 2 2 2 2
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internal_weight=3580.65 3517.31 3400.97 63.3369 11.7076 116.34 51.6293
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Tree=634
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Tree=635
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Tree=636
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internal_weight=3598.17 2188.4 2063.93 124.473 1409.76 1339.58 70.1864
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Tree=638
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Tree=639
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Tree=640
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Tree=644
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Tree=645
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Tree=646
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internal_weight=3593.51 2185.4 1408.11 1346.32 37.7431 2147.66 61.7866
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Tree=656
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Tree=659
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decision_type=2 2 2 2 2 2
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Tree=683
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leaf_weight=332.70425517857075 13.778617188334463 461.68441034480929 3607.1843437105417 18.638816736638546 80.17837918177247 22.75590418279171 257.60397047922015
leaf_count=1053 48 1613 11134 64 258 75 858
internal_value=-0.000179879 0.000138164 -0.000186992 0.00389608 -0.00392826 -0.0150527 -0.00269408
internal_weight=4794.53 4420.21 4068.87 351.343 374.317 36.5345 337.782
internal_count=15103 13864 12747 1117 1239 123 1116
is_linear=0
shrinkage=0.0326735


Tree=684
num_leaves=8
num_cat=0
split_feature=42 136 127 10 10 120 2
split_gain=5.06134 7.06873 11.7785 6.91637 8.8026 6.3292 6.22887
threshold=3.7850000000000006 13.15 1.0500000000000003 2.0333333333333337 2.0690476190476197 2.7890000000000001 -161.15975704978572
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 6 -5 -3 -2
right_child=3 5 -4 4 -6 -7 -8
leaf_value=-0.0024620250461690574 0.028024748360912861 -0.0026373937572768784 0.0042722055150249197 -0.024854436268407235 -0.0043082036007729661 0.014683735637323862 -0.00063003876970418675
leaf_weight=380.40211397595704 7.3883563540875903 534.26161819975823 1017.8640606403351 24.842524036765099 175.12343212217093 22.763811465352774 1419.5983712375164
leaf_count=2240 29 2708 4789 79 538 80 4584
internal_value=8.01154e-05 0.0012002 0.0024398 -0.00126595 -0.00694483 -0.00191057 -0.000466899
internal_weight=3582.24 1955.29 1398.27 1626.95 199.966 557.025 1426.99
internal_count=15047 9817 7029 5230 617 2788 4613
is_linear=0
shrinkage=0.0326735


Tree=685
num_leaves=6
num_cat=0
split_feature=114 118 149 104 41
split_gain=3.55278 4.31671 3.42849 6.22468 5.8682
threshold=5.2500000000000009 1.5500000000000003 0.53851874003189804 0.51250000000000007 1.8950000000000002
decision_type=2 2 2 2 2
left_child=2 -2 4 -4 -1
right_child=1 -3 3 -5 -6
leaf_value=-0.00061092426096361649 0.04406057638981354 -0.0054259332394711824 0.00068343922100437559 -0.0031248907425432191 0.0030982129981689411
leaf_weight=1009.0982062648982 3.526449888944625 3.091142013669014 1086.1125363484025 791.47757923882455 828.74072902835906
leaf_count=3902 13 13 4711 3209 3199
internal_value=0.000104229 0.0227604 5.92485e-05 -0.000922533 0.00106223
internal_weight=3722.05 6.61759 3715.43 1877.59 1837.84
internal_count=15047 26 15021 7920 7101
is_linear=0
shrinkage=0.0326735


Tree=686
num_leaves=6
num_cat=0
split_feature=134 4 102 124 3
split_gain=4.60413 4.55454 4.84042 4.06074 1.24214
threshold=1.3500000000000003 1371.9354456392728 0.77550000000000019 0.77500000000000013 1590.9551937567469
decision_type=2 2 2 2 2
left_child=1 2 -1 -3 -2
right_child=4 3 -4 -5 -6
leaf_value=-0.008944450851367837 0.030881142169210191 0.0027977771969739684 0.00062992292942539872 -0.00030663168949493079 0.0047612252209933001
leaf_weight=126.09560593962669 5.6179112046956998 505.5083511415869 101.28653258085251 4033.7035012952983 3.2520766481757164
leaf_count=385 17 1545 311 12778 11
internal_value=-0.000141341 -0.000186901 -0.00469164 3.94989e-05 0.0224317
internal_weight=4775.46 4766.59 227.382 4539.21 8.86999
internal_count=15047 15019 696 14323 28
is_linear=0
shrinkage=0.0326735


Tree=687
num_leaves=7
num_cat=0
split_feature=30 86 1 30 11 54
split_gain=3.9122 4.09698 8.06935 5.49835 2.87807 2.62764
threshold=0.040956108470785561 2.9205263157894739 1437.3300409292967 0.066987179487179457 1.1083333333333336 1.0950000000000004
decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 5 -1
right_child=1 2 -4 -5 -6 -7
leaf_value=-0.020831180839598083 0.010092563334208231 -0.0047573998570072549 0.0048067825837068978 -0.00082586616013637115 -0.028297562237675107 0.015995290246210339
leaf_weight=2.9510495066642752 49.305743012577295 123.38825725577772 390.22695154044777 2999.6186975468881 8.4437755160033685 3.9214580692350864
leaf_count=16 256 422 1625 12711 41 23
internal_value=-0.000264529 -0.000191924 0.00250551 -0.000646838 -0.016348 -0.000315728
internal_weight=3577.86 3562.54 513.615 3048.92 15.3163 6.87251
internal_count=15094 15014 2047 12967 80 39
is_linear=0
shrinkage=0.0326735


Tree=688
num_leaves=6
num_cat=0
split_feature=55 143 143 4 17
split_gain=3.83068 3.45066 4.19927 3.17589 3.03975
threshold=2.5450000000000004 2.4145000000000003 3.1500000000000004 1470.0218464596569 1.0000000180025095e-35
decision_type=2 2 2 2 2
left_child=1 4 -3 -2 -1
right_child=3 2 -4 -5 -6
leaf_value=0.00083473198230290125 -0.0027271524260766289 -0.020581000899974007 0.015567593767882122 0.044570370622176142 -0.0010694923722384246
leaf_weight=2201.8901387639344 2.4027663096785536 15.929688397794964 3.7221366539597502 2.998071450740099 1506.6331942584366
leaf_count=8662 9 106 28 11 6278
internal_value=2.98632e-05 -1.26633e-05 -0.0134109 0.0257793 6.1057e-05
internal_weight=3733.58 3728.18 19.6518 5.40084 3708.52
internal_count=15094 15074 134 20 14940
is_linear=0
shrinkage=0.0326735


Tree=689
num_leaves=8
num_cat=0
split_feature=130 56 137 135 36 41 147
split_gain=6.60263 7.08106 6.05946 9.90423 6.00697 4.86043 4.05771
threshold=1.6125000000000003 2.3250000000000006 6.1500000000000012 -0.53799999999999992 4.5650000000000004 2.2250000000000005 0.39487318826102363
decision_type=2 2 2 2 2 2 2
left_child=1 4 3 -2 -1 -3 -4
right_child=2 5 6 -5 -6 -7 -8
leaf_value=-6.2255427305135956e-05 0.012499075867261334 0.001451424115346431 0.013265532335962891 -0.0020727295325411788 -0.0053421393935911493 -0.014396666133479306 0.0024110700210588937
leaf_weight=2249.3522648103535 53.098220858722925 29.512641444802284 37.021806381642818 660.33288056775928 255.48774338513613 67.116355083882809 1439.800467999652
leaf_count=7080 169 86 109 2069 850 205 4526
internal_value=0.000174258 -0.0009385 0.0014958 -0.000976104 -0.000602242 -0.00958264 0.00268983
internal_weight=4791.72 2601.47 2190.25 713.431 2504.84 96.629 1476.82
internal_count=15094 8221 6873 2238 7930 291 4635
is_linear=0
shrinkage=0.0326735


Tree=690
num_leaves=8
num_cat=0
split_feature=114 38 113 7 36 111 31
split_gain=5.14392 8.401 8.04129 5.20272 4.92299 4.93925 3.90533
threshold=0.45000000000000007 0.29286528700929276 0.68150000000000011 38.531334035160633 14.175000000000002 11.250000000000002 0.13596116504854369
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 -3 6 -6 -2
right_child=4 3 -4 -5 5 -7 -8
leaf_value=0.0047133415000742331 -0.0023429583213419964 -0.005777739444842965 0.023817634419512856 0.033944211392219439 0.012902633231912685 -0.011309795984919546 3.238417419473903e-05
leaf_weight=219.73506440967321 1164.3157215793617 97.993006499484181 25.691967558115721 2.9033224731683722 49.09123669564724 10.35843466222286 2020.0805989066139
leaf_count=998 4723 510 148 10 174 33 8543
internal_value=-0.000257294 0.00352337 0.0067803 -0.00439052 -0.000661657 0.00859475 -0.000836466
internal_weight=3590.17 346.323 245.427 100.896 3243.85 59.4497 3184.4
internal_count=15139 1666 1146 520 13473 207 13266
is_linear=0
shrinkage=0.0326735


Tree=691
num_leaves=8
num_cat=0
split_feature=110 48 44 4 22 143 56
split_gain=4.8929 6.0413 6.99131 6.00493 4.42588 6.48078 4.8287
threshold=28.550000000000004 1.635 7.4650000000000007 1428.3239778243289 1.0000000180025095e-35 0.66100000000000014 1.2850000000000004
decision_type=2 2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
leaf_value=-0.0031161853769771188 0.0082694691219209401 0.029301243316708192 0.044729732821269561 -0.0055806519292195857 0.004420705219023973 0.0024500322425632572 2.8802498501142282e-05
leaf_weight=954.04168075509369 16.493897616863254 5.601911023259162 8.129031725227831 29.980012565851212 304.73005631752312 290.85322504490614 2135.1439720094204
leaf_count=3770 55 19 27 106 1270 1306 8586
internal_value=-7.84856e-05 0.00910248 0.0212814 0.000406917 -0.00023033 -0.00181501 0.000578534
internal_weight=3744.97 60.2049 24.6229 35.5819 3684.77 1244.89 2439.87
internal_count=15139 207 82 125 14932 5076 9856
is_linear=0
shrinkage=0.0326735


Tree=692
num_leaves=7
num_cat=0
split_feature=85 85 114 92 42 56
split_gain=4.98727 4.74407 4.42269 3.01927 3.54154 2.55603
threshold=0.54060606060606065 -0.85333333333333328 0.45000000000000007 0.40041666666666681 4.2550000000000008 2.1850000000000005
decision_type=2 2 2 2 2 2
left_child=1 -1 -3 5 -5 -2
right_child=3 2 -4 4 -6 -7
leaf_value=0.022384553818511795 -0.020592166537843338 -0.0025671087517330289 0.00063614698612212274 0.035197067755681606 -0.017765898699232209 0.0094058470337872058
leaf_weight=9.6401844713836891 22.916942974552519 515.2273776344955 4251.692470561713 2.1665031239390364 1.8581913411617277 3.0324314832687369
leaf_count=111 140 1634 13218 10 14 12
internal_value=0.000253346 0.000337706 0.000289574 -0.0128671 0.0118026 -0.0169194
internal_weight=4806.53 4776.56 4766.92 29.9741 4.02469 25.9494
internal_count=15139 14963 14852 176 24 152
is_linear=0
shrinkage=0.0326735


end of trees

feature_importances:
Column_85=511
Column_95=245
Column_34=215
Column_36=179
Column_40=144
Column_35=86
Column_86=73
Column_31=68
Column_2=67
Column_27=67
Column_39=65
Column_123=65
Column_56=64
Column_145=60
Column_26=58
Column_37=58
Column_42=57
Column_10=55
Column_143=53
Column_28=50
Column_136=50
Column_4=49
Column_53=49
Column_5=48
Column_90=47
Column_110=44
Column_121=44
Column_144=44
Column_1=43
Column_3=43
Column_0=42
Column_6=41
Column_91=41
Column_41=40
Column_120=39
Column_122=39
Column_134=39
Column_147=39
Column_149=38
Column_9=37
Column_49=37
Column_141=37
Column_29=36
Column_11=35
Column_102=35
Column_104=35
Column_131=35
Column_133=35
Column_38=34
Column_146=34
Column_7=33
Column_113=33
Column_99=32
Column_142=32
Column_44=31
Column_47=30
Column_130=30
Column_105=29
Column_98=28
Column_103=28
Column_54=27
Column_111=27
Column_132=27
Column_55=26
Column_92=26
Column_30=25
Column_96=25
Column_93=24
Column_148=24
Column_8=23
Column_46=23
Column_124=23
Column_135=23
Column_50=22
Column_48=21
Column_127=21
Column_23=18
Column_94=18
Column_97=18
Column_115=18
Column_22=17
Column_137=17
Column_126=15
Column_138=15
Column_51=14
Column_52=14
Column_77=14
Column_79=14
Column_89=14
Column_100=14
Column_114=14
Column_16=13
Column_17=13
Column_101=13
Column_109=13
Column_112=13
Column_106=11
Column_108=11
Column_118=11
Column_78=10
Column_119=10
Column_12=9
Column_125=9
Column_150=9
Column_107=8
Column_128=8
Column_45=7
Column_13=6
Column_80=6
Column_84=6
Column_14=5
Column_15=5
Column_24=5
Column_117=5
Column_19=4
Column_21=4
Column_116=4
Column_129=4
Column_25=3
Column_43=3
Column_151=3
Column_20=2
Column_57=2
Column_81=2
Column_140=2
Column_18=1
Column_33=1
Column_61=1
Column_63=1
Column_69=1
Column_70=1
Column_71=1
Column_139=1

parameters:
[boosting: gbdt]
[objective: multiclass]
[metric: multi_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 1500]
[learning_rate: 0.0326735]
[num_leaves: 8]
[num_threads: 4]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[min_data_in_leaf: 10]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.733612]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 1]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.500947]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 1.38802e-06]
[lambda_l2: 0.756809]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 3]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null