iddaai-be/ai-engine/models/v25/lgb_v25_cards_ou45.txt

tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=151
objective=binary sigmoid:1
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
feature_infos=[1150.3663761896189:1903.4781806887747] [1158.5088961211511:1916.84579108047] [-496.81477567713546:573.10259120534784] [1159.8767670517543:1884.5959848901657] [1151.7894548779084:1919.4116678360419] [1426.1496448360797:1585.9817930954068] [1427.9817118206745:1588.9895054335384] [-113.02538114266532:114.69704651598067] [0:6.7333333333333334] [0:7.5333333333333332] [0:7.7333333333333334] [0:6.583333333333333] [0:1] [0:1] [0:1] [0:1] [0:5] [0:5] [0:5] [0:5] [0:8] [0:1] [0:1] [0:12] [0:1] [0:1] [0.20999999999999999:0.81000000000000005] [0.22500000000000001:0.76000000000000001] [0:13] [0:13] [0:30] [0:24] [0:4.5] [0:4.5] [0:22.550000000000001] [0:17.5] [0:35.5] [0.065285302506677897:0.80962131918207236] [0.090561906180844906:0.4288719106684401] [0.056651501780225801:0.79902050363656307] [0:26] [0:5.0899999999999999] [0:26.5] none [0:13.050000000000001] [0:1.76] [0:13.25] [0:3.7400000000000002] [0:12.6] [0:8.5600000000000005] [0:3.5299999999999998] [0:1.72] [0:7.3300000000000001] [0:5.0199999999999996] [0:2.5800000000000001] [0:3.77] [0:4.9100000000000001] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:7.5333333333333332] [0:6.583333333333333] [2.0046118370484245:4.1840324763193504] [0.018042399639151999:0.1552651806302843] [0:0.45000000000000001] none none [0:0.1575] [-0.92000000000000004:1] [0:7] none none [0:1] [-1:0.61250000000000004] [-1:0.59166666666666667] [-1.3574999999999999:1.3799999999999999] [0:40.799999999999997] [0:36.299999999999997] [-29.999999999999996:31.499999999999996] [0:10] [0:10] [0:1] [0:1] [0:5.7999999999999998] [0:5] [0:5] [0:6.25] [0:4] [0:5] [0:1] [0:1] [0:10] [0:11] [0:42.100000000000001] [0:41.799999999999997] [0:1] [0:1] [0:11] [0:9] [-1:1] [0:1] [0:6.2000000000000002] [0:7] [0:5.2000000000000002] [0:6.5] [0:5] [0:6.5] [0:6] [0:7] [0:5.3330000000000002] [0:7] [0:1] [0:1] [0:8] [0:8] [0:11] [0:8.5] [-2.2999999999999998:1.8] [-2.2000000000000002:2] [1:30] [1:30] [1:12] [0:1] [0:1] [-5.1669999999999998:5.4000000000000004] [-6.4669999999999996:5.7329999999999997] [-4.5830000000000002:5.7329999999999997] [-0.045499999999999999:0.088099999999999998] [0.063600000000000004:1] [0:0.088800000000000004] [0.35623409669211198:0.51556156968876865] [0.1051136363636363:0.32744043043812449] [0.40430438124519602:0.64185836716283262] [0.32129131437355879:0.77537212449255755] [0.70399999999999996:1]
tree_sizes=788 794 809 912 791 796 807 910 1015 915 919 924 898 909 922 1018 912 919 913 915 920 915 1023 701 915 914 697 912 913 920 917 913 918 921 917 704 920 922 919 924 918 914 1022 698 912 920 920 919 700 913 921 690 912 915 917 920 913 912 701 920 922 923 916 920 702 927 702 918 915 912 910 911 917 1014 923 698 698 917 1022 918 701 911 919 917 1023 700 918 910 927 921 901 895 1024 1016 1032 1026 918 1024 914 1019 1024 1026 1019 1027 1026 1018 1016 913 1026 1018 1018 1024 1015 1013 915 1029 1016 1018 1021 1020 1015 934 908 1016 912 1014 898 1022 1017 914 1028 1032 1025 1008 906 1012 1018 1014 1007 1020 701 1015 1027 1007 1013 1025 1020 1011 1013 1012 1012 1025 1029 1008 906 903 801 1026 1009 1018 915 1006 1013 1019 1018 1015 1027 1020 929 1017 909 1022 912 1006 1027 1021 905 1018 1020 1030 988 1007 812 816 1002 909 1016 1008 916 1016 1014 1028 1021 919 1014 1024 908 1032 1012 789 1019 1024 905 913 903 1033 1002 1028 1008 808 918 917 798 1020 1026 908 1012 1021 1020 1023 916 1029 1027 1014 1022 1022 908 1015 914 904 1019 1024 904 700 1014 1015 1018 916 909 1018 1007 695 692 693 1023 1025 693 1017 895 1005 1032 1013 914 1026 1020 1019 1011 1017 814 916 1022 805 1011 1022 1018 1013 1030 916 698 1032 1017 910 1006 1022 1021 1030 798 801 1033 1023 913 1028 1010 1022 1013 910 1024 1019 1007 1036 1019 1034 1022 919 913 908 1016 702 1013 907 1014 810 912 904 1023 1018 911 1014 919 1002 907 707 703 1024 1023 1007 903 912 918 807 903 1020 1018 914 1021 803 1004 698 1010 1017 911 1020 1024 1016 1015 1017 1026 700

Tree=0
num_leaves=6
num_cat=0
split_feature=100 53 35 14 138
split_gain=1111.31 154.37 46.8507 45.1075 30.6796
threshold=1.0000000180025095e-35 2.4350000000000005 5.5250000000000012 1.0000000180025095e-35 7.5000000000000009
decision_type=2 2 2 2 2
left_child=3 2 -2 -1 -3
right_child=1 4 -4 -5 -6
leaf_value=-0.56890106979215649 -0.58151362048288946 -0.57262198384104734 -0.60321338740306618 -0.64280524214731727 -0.56162854723799793
leaf_weight=12.414002269506453 2471.0761184245348 777.25447542965412 154.48536157608032 433.57052370905876 709.66712974011898
leaf_count=54 10749 3381 672 1886 3087
internal_value=-0.583432 -0.577217 -0.58279 -0.640748 -0.567375
internal_weight=4558.47 4112.48 2625.56 445.985 1486.92
internal_count=19829 17889 11421 1940 6468
is_linear=0
shrinkage=1


Tree=1
num_leaves=6
num_cat=0
split_feature=101 80 147 47 98
split_gain=1074.25 235.545 148.19 32.0531 18.9281
threshold=1.0000000180025095e-35 0.045785126783846462 0.4519630965593785 1.175 0.48684210526315791
decision_type=2 2 2 2 2
left_child=4 3 -3 -2 -1
right_child=1 2 -4 -5 -6
leaf_value=-0.058334633550069605 -0.034192791794547289 0.0046906718619574433 0.022145858087145177 -0.012198851178154731 -0.0042292261262535111
leaf_weight=427.81068673729897 123.81990058720112 2569.8557803034782 982.47593878209591 444.2217410504818 9.6622041910886747
leaf_count=1894 539 11158 4265 1931 42
internal_value=-0.000183794 0.00586339 0.00951829 -0.016993 -0.0571396
internal_weight=4557.85 4120.37 3552.33 568.042 437.473
internal_count=19829 17893 15423 2470 1936
is_linear=0
shrinkage=0.0382273


Tree=2
num_leaves=6
num_cat=0
split_feature=101 80 147 34 98
split_gain=1015.51 220.21 137.014 23.9685 18.7106
threshold=1.0000000180025095e-35 0.045785126783846462 0.4519630965593785 1.0000000180025095e-35 0.48684210526315791
decision_type=2 2 2 2 2
left_child=4 3 -3 -2 -1
right_child=1 2 -4 -5 -6
leaf_value=-0.057196037560745976 -0.035808401241098235 0.0046921912774161544 0.021437232063054007 -0.013195325050206482 -0.0027208289972841257
leaf_weight=419.14815951883793 79.829620882868767 2575.2811836898327 988.01961982250214 482.47344189882278 9.4209049642086011
leaf_count=1891 351 11167 4263 2106 41
internal_value=8.75377e-06 0.00582682 0.0093352 -0.0164057 -0.0559986
internal_weight=4554.17 4125.6 3563.3 562.303 428.569
internal_count=19819 17887 15430 2457 1932
is_linear=0
shrinkage=0.0382273


Tree=3
num_leaves=7
num_cat=0
split_feature=100 80 147 98 84 55
split_gain=930.901 203.71 131.86 38.7706 26.7808 0.476574
threshold=1.0000000180025095e-35 0.045785126783846462 0.40573489010989011 0.31666666666666671 0.047500000000000007 1.7950000000000002
decision_type=2 2 2 2 2 2
left_child=3 4 -3 5 -2 -1
right_child=1 2 -4 -5 -6 -7
leaf_value=-0.056144301348653426 -0.018851323813430673 -0.012286704886275708 0.011431463144863683 0.020346230377800454 0.0079623127737035101 -0.046623426348493667
leaf_weight=403.0488645285368 498.45010693371296 383.76123978197575 3187.9443215876818 9.9654673188924772 61.105284988880157 7.8490427136421195
leaf_count=1855 2189 1662 13766 43 268 36
internal_value=5.63914e-06 0.0055232 0.00888307 -0.0541556 -0.0159232 -0.0559625
internal_weight=4552.12 4131.26 3571.71 420.863 559.555 410.898
internal_count=19819 17885 15428 1934 2457 1891
is_linear=0
shrinkage=0.0382273


Tree=4
num_leaves=6
num_cat=0
split_feature=101 80 138 47 98
split_gain=901.686 201.746 73.893 26.8839 17.2185
threshold=1.0000000180025095e-35 0.045785126783846462 7.5000000000000009 1.175 0.48684210526315791
decision_type=2 2 2 2 2
left_child=4 3 -3 -2 -1
right_child=1 2 -4 -5 -6
leaf_value=-0.055168210364846662 -0.03186521939581119 0.0034684498831830104 0.01446561230246186 -0.011568379837335706 -0.0029252472674691056
leaf_weight=402.36042588949203 121.81883250176907 1884.3277444541454 1696.9585811644793 439.11881792545319 9.4352989196777326
leaf_count=1891 543 8126 7306 1932 41
internal_value=-2.2745e-05 0.0053405 0.00867935 -0.0159763 -0.0539712
internal_weight=4554.02 4142.22 3581.29 560.938 411.796
internal_count=19839 17907 15432 2475 1932
is_linear=0
shrinkage=0.0382273


Tree=5
num_leaves=6
num_cat=0
split_feature=101 80 147 47 100
split_gain=851.066 186.802 127.768 25.3786 15.117
threshold=1.0000000180025095e-35 0.045785126783846462 0.40573489010989011 1.175 1.0000000180025095e-35
decision_type=2 2 2 2 2
left_child=4 3 -3 -2 -1
right_child=1 2 -4 -5 -6
leaf_value=-0.054254487567384449 -0.030974825973317143 -0.012593260039031757 0.010814196614425576 -0.011166120675934497 -0.00733630070081355
leaf_weight=392.76181867718697 120.55467721819878 381.26538589596748 3208.235363394022 437.57742124795914 10.298572197556494
leaf_count=1887 543 1653 13779 1932 45
internal_value=-2.45642e-05 0.00512892 0.00832793 -0.0154448 -0.0530557
internal_weight=4550.69 4147.63 3589.5 558.132 403.06
internal_count=19839 17907 15432 2475 1932
is_linear=0
shrinkage=0.0382273


Tree=6
num_leaves=6
num_cat=0
split_feature=100 79 148 14 49
split_gain=782.045 154.52 100.682 33.3133 29.3663
threshold=1.0000000180025095e-35 3.0898276463388528 0.30672192291753003 1.0000000180025095e-35 1.8350000000000002
decision_type=2 2 2 2 2
left_child=3 2 -2 -1 -3
right_child=1 4 -4 -5 -6
leaf_value=0.010033579781961992 0.0061422306305069013 -0.022425143167913882 0.029602469097765816 -0.053406464699262565 -0.0057525726119926996
leaf_weight=12.491209611296652 3216.373162701726 251.11410163342953 291.55329905450344 382.05554942786694 400.75845678150654
leaf_count=54 13799 1124 1250 1878 1766
internal_value=3.75069e-05 0.00491604 0.00809208 -0.051398 -0.0121752
internal_weight=4554.35 4159.8 3507.93 394.547 651.873
internal_count=19871 17939 15049 1932 2890
is_linear=0
shrinkage=0.0382273


Tree=7
num_leaves=7
num_cat=0
split_feature=101 80 148 84 99 2
split_gain=762.276 151.973 93.0313 24.1697 11.4039 0.114612
threshold=1.0000000180025095e-35 0.045785126783846462 0.30672192291753003 0.042500000000000003 0.31666666666666671 309.04890894416661
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=-0.05262516374956859 -0.01685544332325413 0.0058120571587591385 0.028224216130557273 0.0075947486363508324 -0.009377845423815874 -0.047740298941013712
leaf_weight=367.65068855881691 485.62136986851692 3318.596445441246 294.6826578527689 67.265104860067368 9.1679889261722547 7.2132024466991416
leaf_count=1850 2176 14217 1254 298 40 36
internal_value=3.35155e-05 0.00478391 0.00763989 -0.0138808 -0.051501 -0.0525312
internal_weight=4550.2 4166.17 3613.28 552.886 384.032 374.864
internal_count=19871 17945 15471 2474 1926 1886
is_linear=0
shrinkage=0.0382273


Tree=8
num_leaves=8
num_cat=0
split_feature=150 53 150 148 97 47 6
split_gain=612.684 111.26 62.0466 50.5437 44.5871 7.52274 1.38781
threshold=0.65351835664335678 2.4950000000000006 0.60280282365026328 0.30672192291753003 1.0000000180025095e-35 1.2050000000000003 1531.4346073955037
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=0.0026710500919921412 -0.052004078105282292 0.0098072961678128592 -0.012036682156745773 0.028881444001007468 -0.034397226873938758 -0.011502803417893191 -0.042021334010123167
leaf_weight=2260.6211067289114 299.08475358784199 1117.8976195007563 514.56021113693714 248.06084352731705 34.71845155954361 52.975525066256523 21.850690305233002
leaf_count=9706 1533 4780 2314 1050 159 237 111
internal_value=-6.65787e-05 0.00434 -5.59855e-05 0.0132712 -0.0447238 -0.020567 -0.0513245
internal_weight=4549.77 4141.14 2775.18 1365.96 408.629 87.694 320.935
internal_count=19890 17850 12020 5830 2040 396 1644
is_linear=0
shrinkage=0.0382273


Tree=9
num_leaves=7
num_cat=0
split_feature=101 79 147 47 98 79
split_gain=688.882 124.497 118.059 31.6069 12.9243 0.0183277
threshold=1.0000000180025095e-35 3.0898276463388528 0.43375685993796237 1.2750000000000001 0.48684210526315791 3.3327687937062942
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.051927666985740736 -0.0020211310656350167 -0.022468725953911389 0.012483218249602425 -0.004793471633774994 -0.0054056983399644858 -0.051197546930754616
leaf_weight=64.059442132711411 1294.0402305722237 229.96007339656353 2238.9387466013432 414.00896356999874 9.1850864738225919 295.0796834230423
leaf_count=330 5533 1049 9538 1840 40 1560
internal_value=-6.62754e-05 0.004353 0.00717064 -0.0111053 -0.0501827 -0.0513278
internal_weight=4545.27 4176.95 3532.98 643.969 368.324 359.139
internal_count=19890 17960 15071 2889 1930 1890
is_linear=0
shrinkage=0.0382273


Tree=10
num_leaves=7
num_cat=0
split_feature=100 80 147 99 81 80
split_gain=634.195 120.469 115.831 29.3259 22.5561 0.196225
threshold=1.0000000180025095e-35 0.045785126783846462 0.4519630965593785 0.31666666666666671 1.0000000180025095e-35 0.083441654795821468
decision_type=2 2 2 2 2 2
left_child=3 4 -3 5 -2 -1
right_child=1 2 -4 -5 -6 -7
leaf_value=-0.050636703867044448 -0.015447175777637776 0.002428345641832504 0.017659712007880145 0.011564400068363819 0.0095548623397525411 -0.045874921096177287
leaf_weight=338.68443304300308 480.18523539602757 2628.2081989943981 1010.0035257935524 11.504399806261061 59.234473034739494 13.194941088557242
leaf_count=1831 2183 11232 4269 49 263 69
internal_value=-5.61838e-05 0.00415715 0.00665673 -0.0484946 -0.0127017 -0.0504582
internal_weight=4541.02 4177.63 3638.21 363.384 539.42 351.879
internal_count=19896 17947 15501 1949 2446 1900
is_linear=0
shrinkage=0.0382273


Tree=11
num_leaves=7
num_cat=0
split_feature=101 148 80 100 54 80
split_gain=621.47 113.258 108.829 12.6645 12.5806 0.0120288
threshold=1.0000000180025095e-35 0.30672192291753003 0.089597366200098713 1.0000000180025095e-35 1.2550000000000001 0.032923425780568609
decision_type=2 2 2 2 2 2
left_child=3 2 -2 5 -3 -1
right_child=1 4 -4 -5 -6 -7
leaf_value=-0.049941106390340967 0.0048459981632819607 0.028931744715494537 -0.013771265578313738 -0.0069342782194356687 0.00088893046509057544 -0.050556907624273562
leaf_weight=282.22936116158962 3348.1038670986891 277.3050661534071 531.70557275414467 10.254183679819105 25.530137866735458 60.103547975420952
leaf_count=1572 14407 1165 2273 45 108 326
internal_value=-5.65313e-05 0.00405205 0.00229461 -0.0487954 0.0265676 -0.0500493
internal_weight=4535.23 4182.64 3879.81 352.587 302.835 342.333
internal_count=19896 17953 16680 1943 1273 1898
is_linear=0
shrinkage=0.0382273


Tree=12
num_leaves=7
num_cat=0
split_feature=101 79 138 47 100 79
split_gain=592.275 109.382 58.7338 25.4045 12.5144 0.559838
threshold=1.0000000180025095e-35 3.0898276463388528 7.5000000000000009 1.175 0.90000000000000013 2.4996075448737458
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.036907140259224515 0.0019920963156518181 -0.025404860186922441 0.011844169728159569 -0.0066101173785619279 0.0030505573705103639 -0.049523844133576043
leaf_weight=5.2279368788003913 1864.631336838007 132.46036101877689 1681.825585052371 508.71492560207844 6.8011712878942481 329.93562394380569
leaf_count=28 7938 617 7127 2276 30 1877
internal_value=8.71204e-05 0.00403726 0.00666422 -0.0104929 -0.0482854 -0.0493271
internal_weight=4529.6 4187.63 3546.46 641.175 341.965 335.164
internal_count=19893 17958 15065 2893 1935 1905
is_linear=0
shrinkage=0.0382273


Tree=13
num_leaves=7
num_cat=0
split_feature=101 80 53 105 99 125
split_gain=562.01 110.221 65.7898 21.9327 10.2991 0.132076
threshold=1.0000000180025095e-35 0.045785126783846462 2.4950000000000006 1.1415000000000002 0.31666666666666671 4.1000000000000005
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=-0.048938192406971018 -0.014688970058311608 0.0023952781526336356 0.013070915114995484 0.011677163763719075 -0.0070493307659650001 -0.043224813125911199
leaf_weight=318.04907475411892 490.75825573503971 2325.4058360010386 1323.7750495821238 50.884811043739319 8.8569250851869565 6.0609216243028632
leaf_count=1861 2243 9901 5585 229 39 35
internal_value=8.1612e-05 0.00387952 0.00626797 -0.012212 -0.04772 -0.0488314
internal_weight=4523.79 4190.82 3649.18 541.643 332.967 324.11
internal_count=19893 17958 15486 2472 1935 1896
is_linear=0
shrinkage=0.0382273


Tree=14
num_leaves=7
num_cat=0
split_feature=100 80 51 8 40 80
split_gain=506.748 104.412 68.2469 29.0569 13.9361 0.00827745
threshold=1.0000000180025095e-35 0.043836402184014855 1.1850000000000003 1.0000000180025095e-35 1.3750000000000002 0.032923425780568609
decision_type=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=4503.02 588.467 3914.56 2566.85 1347.7 352.751 235.716
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decision_type=2 2 2 2 2 2
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internal_weight=4502.66 576.704 3925.96 3618.92 331.338 307.042
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threshold=1.0000000180025095e-35 0.045785126783846462 0.30672192291753003 1.0000000180025095e-35 0.48684210526315791 0.039786366225452903
decision_type=2 2 2 2 2 2
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internal_weight=4496.98 4195.59 3665.06 530.529 301.395 292.252
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is_linear=0
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threshold=1.0000000180025095e-35 0.46254438264199421 2.4996075448737458 1.0000000180025095e-35 1567.0795376501153 0.18029143475572049
decision_type=2 2 2 2 2 2
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internal_weight=4486.51 4194.01 3686.12 292.5 507.888 279.976
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is_linear=0
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Tree=19
num_leaves=7
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threshold=1.0000000180025095e-35 1.1850000000000003 7.5000000000000009 0.043836402184014855 1.0000000180025095e-35 0.035113324175824107
decision_type=2 2 2 2 2 2
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internal_weight=4481.09 4196.82 2294.47 1902.35 284.265 271.709
internal_count=19858 17930 9670 8260 1928 1874
is_linear=0
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Tree=20
num_leaves=7
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threshold=1.0000000180025095e-35 0.30672192291753003 0.26796584848230992 1.0000000180025095e-35 1.2550000000000001 0.18029143475572049
decision_type=2 2 2 2 2 2
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internal_weight=4479.27 4201.83 3894.01 277.438 307.823 264.788
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is_linear=0
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Tree=21
num_leaves=7
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decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 5 -1
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internal_weight=4473.52 4206.09 2305.18 1900.9 267.428 262.627
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is_linear=0
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Tree=22
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decision_type=2 2 2 2 2 2 2
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internal_weight=4452.49 528.211 3924.28 2036.81 1887.47 262.384 265.827
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Tree=23
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decision_type=2 2 2 2
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internal_weight=4446.68 4250.14 2603.13 1647.01
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Tree=24
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Tree=25
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decision_type=2 2 2 2 2 2
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Tree=26
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Tree=27
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=4431.9 4203.74 3893.92 309.818 228.165 223.576
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is_linear=0
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Tree=28
num_leaves=7
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=29
num_leaves=7
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=30
num_leaves=7
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=31
num_leaves=7
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=32
num_leaves=7
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decision_type=2 2 2 2 2 2
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leaf_value=-0.043025412674105847 -0.027177658542904406 0.004338133435899727 -0.0077359600696818923 -0.0081184727544245036 0.015681619937815392 -0.022513338206769967
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is_linear=0
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Tree=33
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=4412.63 4222.9 378.038 3844.86 189.726 180.455
internal_count=19912 17969 1658 16311 1943 1902
is_linear=0
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num_leaves=7
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threshold=1.0000000180025095e-35 0.46254438264199421 2.4996075448737458 0.010646853146853102 1.0000000180025095e-35 3.477603621576836
decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 -1 -6
right_child=1 2 -4 -5 5 -7
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leaf_weight=12.324916794896124 410.56116139888763 110.56574767827988 3584.5839757323265 105.28198643028736 35.542260929942131 136.47049853205681
leaf_count=53 1687 484 15320 430 327 1552
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internal_weight=4395.33 4210.99 3695.15 515.843 184.338 172.013
internal_count=19853 17921 15804 2117 1932 1879
is_linear=0
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Tree=35
num_leaves=5
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threshold=0.67433880603523477 1.1850000000000003 0.45340220333168152 0.43375685993796237
decision_type=2 2 2 2
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=-0.010546072030734205 -0.042191912547435845 0.0019396882721700449 0.012459395148736251 -0.00085038364790131064
leaf_weight=525.04840675741434 132.36460608243942 1660.9994151592255 675.25560021400452 1396.5220156610012
leaf_count=2289 1556 6995 2799 6214
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internal_weight=4390.19 4257.83 2336.26 1921.57
internal_count=19853 18297 9794 8503
is_linear=0
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Tree=36
num_leaves=7
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split_feature=101 41 148 46 98 80
split_gain=201.421 49.0706 33.9517 17.6033 6.89416 0.0496103
threshold=1.0000000180025095e-35 2.1350000000000002 0.30672192291753003 3.7450000000000006 0.48684210526315791 0.039786366225452903
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.042072835728361645 0.0027509620312380174 -0.014187883137362611 0.016158167060130419 -0.0026591094121352302 -0.0080658059445190937 -0.043916510225484533
leaf_weight=136.81660813838243 2897.0319771766663 260.5950698107481 305.08058272302151 752.17018127441406 9.0411893874406797 25.626398600637913
leaf_count=1651 12265 1166 1234 3267 40 231
internal_value=5.6338e-05 0.00170866 0.00402833 -0.00562559 -0.0405555 -0.0423638
internal_weight=4386.36 4214.88 3202.11 1012.77 171.484 162.443
internal_count=19854 17932 13499 4433 1922 1882
is_linear=0
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Tree=37
num_leaves=7
num_cat=0
split_feature=101 41 84 56 100 79
split_gain=192.467 45.4048 34.8236 17.6112 6.09811 0.0336332
threshold=1.0000000180025095e-35 2.1350000000000002 0.013933823529411752 1.8550000000000002 1.0000000180025095e-35 3.3327687937062942
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.043264632710531929 0.0020834847982104036 -0.011155354767545974 0.012753133793019527 -0.00098204766517225408 -0.011088778769663715 -0.041869381837701843
leaf_weight=32.418659135699272 2667.3006315529346 441.05331432819366 537.0094078630209 570.05830435454845 9.8113351389765722 123.76169231534004
leaf_count=318 11247 1918 2252 2515 45 1559
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internal_weight=4381.41 4215.42 3204.31 1011.11 165.992 156.18
internal_count=19854 17932 13499 4433 1922 1877
is_linear=0
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Tree=38
num_leaves=7
num_cat=0
split_feature=101 35 121 35 98 149
split_gain=184.756 36.8858 34.3037 20.0593 7.31633 0.0315701
threshold=1.0000000180025095e-35 3.3150000000000004 1.3165000000000002 7.8550000000000013 0.48684210526315791 0.58529169243454959
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.043184232727492583 0.007958757525753573 -0.0028137218467432284 -0.00046992160841115516 -0.032451617775976174 -0.00611757472275025 -0.041761874478034824
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leaf_count=288 6412 5820 5538 156 39 1608
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internal_weight=4377.17 4215.69 2839.97 1375.72 161.482 152.715
internal_count=19861 17926 11950 5976 1935 1896
is_linear=0
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Tree=39
num_leaves=7
num_cat=0
split_feature=100 147 150 80 8 80
split_gain=162.632 47.8042 85.7606 58.8105 19.4002 0.0275969
threshold=1.0000000180025095e-35 0.40573489010989011 0.47790319171422535 0.045785126783846462 1.0000000180025095e-35 0.035113324175824107
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 -1 -6
right_child=1 3 -4 -5 5 -7
leaf_value=0.0074577545384976454 -0.038415991006267532 -0.0092122937218445129 0.00089009908895795308 0.0046225476652297422 -0.041607117525041336 -0.043067275031334749
leaf_weight=12.678186699748037 118.6713373363018 519.23947530984879 256.33140100538731 3319.533630952239 123.42750485986471 22.895286127924919
leaf_count=55 537 2453 1113 13816 1656 231
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internal_weight=4372.78 4213.78 375.003 3838.77 159.001 146.323
internal_count=19861 17919 1650 16269 1942 1887
is_linear=0
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Tree=40
num_leaves=7
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split_feature=100 80 148 98 49 30
split_gain=154.055 44.9223 37.2785 18.1804 11.491 0.888806
threshold=1.0000000180025095e-35 0.043836402184014855 0.26796584848230992 0.31666666666666671 1.6850000000000003 0.074271079590228467
decision_type=2 2 2 2 2 2
left_child=3 4 -3 5 -2 -1
right_child=1 2 -4 -5 -6 -7
leaf_value=-0.01854020798780795 -0.025623236861842313 0.0047237705405523698 -0.0035067229191462447 0.0094185723857695986 -0.0085654738589010238 -0.041724986086328374
leaf_weight=2.4596629738807669 77.3916395008564 2781.3126545399427 1131.2706143856049 11.119279339909552 226.94753961265087 140.55805173516273
leaf_count=24 409 11664 4794 46 1070 1874
internal_value=-0.000128437 0.00124363 0.00234403 -0.0376656 -0.0129032 -0.0413263
internal_weight=4371.06 4216.92 3912.58 154.137 304.339 143.018
internal_count=19881 17937 16458 1944 1479 1898
is_linear=0
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Tree=41
num_leaves=7
num_cat=0
split_feature=101 80 147 38 111 98
split_gain=158.952 42.2451 71.4707 15.9389 11.1971 5.78869
threshold=1.0000000180025095e-35 0.045785126783846462 0.4519630965593785 0.30053410302515021 11.850000000000003 0.81534090909090928
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=-0.041736131822737492 -0.006198863134377338 -0.00065184412482880468 0.011169470679742515 -0.025110836732089074 0.037148744292320644 0.015457489374107864
leaf_weight=141.39622560143471 441.93365578353405 2662.0993041545153 1039.1113278716803 76.376819208264351 2.7518408447504035 2.6339648813009253
leaf_count=1914 2073 11212 4268 390 12 12
internal_value=-0.000124755 0.00123561 0.00266698 -0.0089857 -0.0392307 -0.0406901
internal_weight=4366.3 4219.52 3701.21 518.31 146.782 144.03
internal_count=19881 17943 15480 2463 1938 1926
is_linear=0
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Tree=42
num_leaves=8
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threshold=0.043836402184014855 0.4519630965593785 0.48150423393478953 0.31666666666666671 10.500000000000002 4.4750000000000005 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -3 -5
right_child=1 5 -4 6 -6 -7 -8
leaf_value=-0.040398901485647107 0.0096734702815332134 0.011468468374369002 -0.0034727247265404315 -0.03008952127178641 0.010007006960241318 -0.0058072415471707014 -0.008479297033420494
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leaf_count=1788 1994 4396 9873 166 75 447 1115
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internal_weight=4356.24 3943.24 2783.44 412.997 151.045 1159.81 261.952
internal_count=19854 16710 11867 3144 1863 4843 1281
is_linear=0
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Tree=43
num_leaves=5
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decision_type=2 2 2 2
left_child=1 2 -1 -3
right_child=-2 3 -4 -5
leaf_value=-0.013765228621710904 -0.041070545021539118 0.014093607458735127 0.002241216959634953 -0.033163949780217451
leaf_weight=591.49598681181669 100.33485003560781 363.10513135790825 3287.8663238063455 8.5859162956476194
leaf_count=2618 1559 1486 14156 35
internal_value=-1.41056e-05 0.000954927 -0.000199327 0.0130019
internal_weight=4351.39 4251.05 3879.36 371.691
internal_count=19854 18295 16774 1521
is_linear=0
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Tree=44
num_leaves=7
num_cat=0
split_feature=101 35 148 148 111 98
split_gain=144.065 39.8595 34.4809 14.7427 9.3089 6.17458
threshold=1.0000000180025095e-35 4.1750000000000007 0.26796584848230992 0.2510638640346553 11.850000000000003 0.81534090909090928
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.041433894846516613 0.0050695701873948616 -0.015037042995825428 -0.0030171989474408619 -0.0010706440545009369 0.027613198298815988 0.019736281120557239
leaf_weight=128.86093316599727 2677.823080599308 266.0141966342926 1081.767606601119 188.86022213101387 3.0178450793027869 2.4571479111909857
leaf_count=1904 11328 1206 4588 808 13 11
internal_value=0.000207378 0.00144959 0.00274272 -0.00923831 -0.0387637 -0.0402892
internal_weight=4348.8 4214.47 3759.59 454.874 134.336 131.318
internal_count=19858 17930 15916 2014 1928 1915
is_linear=0
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Tree=45
num_leaves=7
num_cat=0
split_feature=100 35 147 14 35 80
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threshold=1.0000000180025095e-35 4.1750000000000007 0.43375685993796237 1.0000000180025095e-35 7.8550000000000013 0.035113324175824107
decision_type=2 2 2 2 2 2
left_child=3 2 -2 -1 -3 -5
right_child=1 4 -4 5 -6 -7
leaf_value=0.0068703709435940299 -0.0031748717646199755 -0.0069954898165365551 0.0055832604208998285 -0.040877537763008037 -0.032557599069077535 -0.042343229491668903
leaf_weight=12.083480276167391 1281.6109563410282 420.37208952009678 2477.1860386580229 99.49805137142539 34.033463686704636 20.4430987611413
leaf_count=52 5446 1859 10462 1645 159 235
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internal_weight=4345.23 4213.2 3758.8 132.025 454.406 119.941
internal_count=19858 17926 15908 1932 2018 1880
is_linear=0
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Tree=46
num_leaves=7
num_cat=0
split_feature=101 138 150 80 98 80
split_gain=131.449 41.6347 32.8535 29.5287 6.85005 0.0292511
threshold=1.0000000180025095e-35 7.5000000000000009 0.46254438264199421 0.045188210227272707 0.48684210526315791 0.039786366225452903
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.040781232970850505 0.0091442276116832834 -0.009590626196949675 -0.0045024540283590915 0.0064386672559188333 -0.0059434183369081331 -0.04240010981764044
leaf_weight=96.965945664793253 298.78236344456673 184.76097260415554 1879.1835843622684 1844.9579704999924 8.723162114620207 20.060848474502563
leaf_count=1658 1224 904 8073 7692 39 234
internal_value=-0.000110436 0.00104055 -0.00263034 0.00497955 -0.038623 -0.0410589
internal_weight=4333.43 4207.68 2177.97 2029.72 125.75 117.027
internal_count=19824 17893 9297 8596 1931 1892
is_linear=0
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Tree=47
num_leaves=7
num_cat=0
split_feature=100 138 150 35 8 79
split_gain=113.659 38.7105 30.7408 27.356 17.3184 0.0179418
threshold=1.0000000180025095e-35 7.5000000000000009 0.46254438264199421 5.6150000000000011 1.0000000180025095e-35 3.477603621576836
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 -1 -6
right_child=1 3 -4 -5 5 -7
leaf_value=0.0062422354765919608 0.0088084137997457238 0.0055534910102516613 -0.0043925943278254062 -0.020081689912656808 -0.041810865515277053 -0.040633055794944709
leaf_weight=12.679518297314642 298.7835795879364 1964.6640357375145 1878.3037195429206 62.774383291602135 25.131013490259647 86.722643230110407
leaf_count=55 1223 8292 8081 290 326 1557
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internal_weight=4329.06 4204.53 2177.09 2027.44 124.533 111.854
internal_count=19824 17886 9304 8582 1938 1883
is_linear=0
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Tree=48
num_leaves=5
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decision_type=2 2 2 2
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right_child=-2 3 -4 -5
leaf_value=0.0021654410818654113 -0.040546253054663965 0.0038495837884543358 -0.0099206813316479372 0.018977639101208959
leaf_weight=3104.4625903517008 84.456850286573172 110.72370186448097 821.9509157538414 204.63011885434389
leaf_count=13396 1569 452 3588 833
internal_value=-0.000126338 0.000678458 -0.000364655 0.0136661
internal_weight=4326.22 4241.77 3926.41 315.354
internal_count=19838 18269 16984 1285
is_linear=0
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Tree=49
num_leaves=7
num_cat=0
split_feature=101 80 150 105 105 98
split_gain=113.872 36.9237 23.3493 14.776 10.5342 4.56093
threshold=1.0000000180025095e-35 0.045785126783846462 0.46254438264199421 1.1415000000000002 0.38950000000000007 0.81534090909090928
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=-0.040367385851220204 -0.010813251948366362 0.0097542930334107766 0.0010136221616344867 0.010922019443210175 0.047260146200302444 0.0083038480499300418
leaf_weight=110.57315972819924 464.9192660599947 519.80103109776974 3171.8821937441826 50.688858017325401 2.1004696935415259 2.8868550509214392
leaf_count=1919 2236 2117 13314 230 9 13
internal_value=-0.000122275 0.00090598 0.00224434 -0.00867647 -0.0375585 -0.039129
internal_weight=4322.85 4207.29 3691.68 515.608 115.56 113.46
internal_count=19838 17897 15431 2466 1941 1932
is_linear=0
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Tree=50
num_leaves=7
num_cat=0
split_feature=100 138 80 150 8 80
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decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 -1 -6
right_child=1 2 -4 -5 5 -7
leaf_value=0.0049439955218363914 0.0082995071902148016 -0.010145544944681843 0.0061921801612720637 -0.0037662541819787022 -0.04039842701501635 -0.041719508286987506
leaf_weight=12.880513012409208 299.34672033786774 182.73663088679314 1849.7288173437119 1875.0248884856701 83.865970477461815 17.7561897598207
leaf_count=56 1223 900 7698 8078 1655 234
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internal_weight=4321.34 4206.84 2032.47 2174.37 114.503 101.622
internal_count=19844 17899 8598 9301 1945 1889
is_linear=0
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Tree=51
num_leaves=5
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decision_type=2 2 2 2
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
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leaf_weight=103.48203357681632 75.709243889898062 2589.5713232532144 1132.8342186510563 415.94353805854917
leaf_count=582 1567 10832 4858 2005
internal_value=0.000212472 0.000935238 0.00218956 -0.00805372
internal_weight=4317.54 4241.83 3722.41 519.426
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Tree=52
num_leaves=7
num_cat=0
split_feature=101 147 148 79 111 98
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decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.040677445784188318 -0.012819208606586953 0.0066269264801061432 0.00759516910995093 -0.0055316227804879407 0.030820520518045409 0.013145095851917189
leaf_weight=100.31336913257837 807.18185007572174 2079.625638127327 578.23939913511276 744.71305926144123 3.2852911949157706 2.6768566071987143
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internal_weight=4316.04 4209.76 1385.42 2824.34 106.276 102.99
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is_linear=0
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Tree=53
num_leaves=7
num_cat=0
split_feature=101 147 150 79 105 51
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decision_type=2 2 2 2 2 2
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right_child=1 3 -4 -5 -6 -7
leaf_value=-0.039859092862745346 -0.017098226900102667 0.0063666801390238545 0.0012154477304487281 -0.0053302224230554422 0.044768984210495293 0.015631259756987651
leaf_weight=98.483351346105337 404.62628099322319 2081.8407729417086 978.8073982000351 743.33507253229618 2.1174198091030112 2.2153182104229918
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internal_weight=4311.43 4208.61 1383.43 2825.18 102.816 100.699
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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=4311.25 4213.46 3897.72 97.7865 315.744 95.7254
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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=4307.67 4210.01 3895.4 97.6591 314.607 85.0659
internal_count=19859 17927 16660 1932 1267 1877
is_linear=0
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num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=4306.99 4214.92 3210.77 1004.15 92.0692 88.7594
internal_count=19874 17946 13511 4435 1928 1914
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decision_type=2 2 2 2 2 2
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right_child=1 3 -4 -5 -6 -7
leaf_value=-0.02091208478029756 0.0066653022188910898 0.0075193343266846376 -0.039843558044355493 -0.0008077992805144218 -0.0035361743764755096 -0.005665170148040093
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internal_weight=4303.47 3940.15 363.327 1902.29 2037.86 302.722
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is_linear=0
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Tree=58
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decision_type=2 2 2 2
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leaf_weight=803.6785379126668 58.310858979821205 2163.6379296071827 586.40672235190868 671.6714423596859
leaf_count=3525 1558 8980 2482 3255
internal_value=-9.37092e-05 0.000453976 -0.00401447 0.00264475
internal_weight=4283.71 4225.39 1390.09 2835.31
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decision_type=2 2 2 2 2 2
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leaf_count=55 14355 1147 2260 1644 108 231
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internal_weight=4279.9 4192.61 3880.53 87.2885 312.076 74.7064
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is_linear=0
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Tree=60
num_leaves=7
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threshold=1.0000000180025095e-35 3.3150000000000004 1.3540000000000003 6.0850000000000009 1.0000000180025095e-35 0.035113324175824107
decision_type=2 2 2 2 2 2
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leaf_value=0.0025182994363825363 0.0057499824353348947 -0.0028498858354314652 -0.0013272233535530126 -0.019585863780801325 -0.039695800128991814 -0.040902767810278538
leaf_weight=12.09467553347349 1540.1948764175177 1280.5190480425954 1294.7284328490496 93.626544341444969 58.583299651741982 13.451820742338894
leaf_count=53 6446 5569 5488 438 1656 224
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internal_weight=4293.2 4209.07 2834.92 1374.15 84.1298 72.0351
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is_linear=0
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Tree=61
num_leaves=7
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decision_type=2 2 2 2 2 2
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leaf_count=1912 12696 576 3494 9 1178 9
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internal_weight=4290.19 4210.8 3809.29 79.3932 401.508 77.3084
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is_linear=0
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Tree=62
num_leaves=7
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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=0.0024560561164855598 -0.0043216264321054351 0.0020389173591189198 0.0099284665142333056 0.0036447586459578173 0.027138492544781571 -0.039878927119617186
leaf_weight=2.5885207056999198 1714.4956101626158 1519.5643299221992 516.63620920479298 447.24380968511105 3.3213746249675742 70.909645993262529
leaf_count=12 7399 6508 2107 1879 14 1903
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internal_weight=4274.76 4197.94 2036.2 2161.74 76.8195 73.4982
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is_linear=0
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Tree=63
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threshold=1.0000000180025095e-35 7.5000000000000009 0.045188210227272707 0.45340220333168152 1.0000000180025095e-35 0.035113324175824107
decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 -1 -6
right_child=1 2 -4 -5 5 -7
leaf_value=0.0059066618931975781 -0.0049205640664044294 -0.0090423341513175236 0.0051018870029241013 0.003201853262763777 -0.039531114520684592 -0.040601683503656331
leaf_weight=12.067158348858355 1542.602110825479 179.58943441510201 1854.728308275342 618.24403940141201 52.128424547612667 12.626358184963463
leaf_count=53 6632 901 7703 2653 1646 234
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internal_weight=4271.99 4195.16 2034.32 2160.85 76.8219 64.7548
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is_linear=0
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Tree=64
num_leaves=5
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decision_type=2 2 2 2
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leaf_weight=802.06611590832472 46.41666379198432 2094.0599931627512 582.07036749273539 751.22158024832606
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Tree=65
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decision_type=2 2 2 2 2 2
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Tree=66
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Tree=67
num_leaves=7
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=68
num_leaves=7
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decision_type=2 2 2 2 2 2
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internal_weight=4268.8 4203.82 2037.11 2166.71 64.9796 62.8887
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is_linear=0
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Tree=69
num_leaves=7
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=70
num_leaves=7
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decision_type=2 2 2 2 2 2
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=72
num_leaves=7
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is_linear=0
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Tree=73
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decision_type=2 2 2 2 2 2 2
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internal_weight=4247.72 3920.81 1122.64 2798.17 326.913 126.374 200.539
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decision_type=2 2 2 2 2 2
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leaf_count=56 2569 1158 14064 1637 105 232
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internal_weight=4243.49 4185.8 3871.41 57.691 314.389 44.9669
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Tree=75
num_leaves=5
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threshold=3.477603621576836 1.1450000000000002 1.8452380952380956 0.080825892857142853
decision_type=2 2 2 2
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right_child=-2 3 -4 -5
leaf_value=-0.0067603162899833522 -0.039044828897928638 0.0016935048992381659 0.0035903658485680274 0.030812415599027688
leaf_weight=915.07409508153796 31.61195120587945 2832.0363028235734 434.01382167451084 28.037645787000656
leaf_count=4203 1550 11958 1995 115
internal_value=-4.76881e-05 0.000245195 -0.00343041 0.00197897
internal_weight=4240.77 4209.16 1349.09 2860.07
internal_count=19821 18271 6198 12073
is_linear=0
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Tree=76
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decision_type=2 2 2 2
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leaf_count=6394 1560 1682 10089 130
internal_value=-4.46892e-05 0.000238762 0.00106705 -0.0075553
internal_weight=4243.61 4212.97 3808.26 404.709
internal_count=19855 18295 16483 1812
is_linear=0
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Tree=77
num_leaves=7
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split_feature=101 80 138 53 98 10
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threshold=1.0000000180025095e-35 0.043836402184014855 7.5000000000000009 1.8250000000000004 0.48684210526315791 0.20714285714285713
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=-0.043346366612743339 -0.01972649689339041 -0.0016267584955750852 0.0038833578579060817 -0.0040758480892549749 -0.0007972095023643127 -0.039224268252133918
leaf_weight=1.0040177013725031 90.88564720749855 2012.5256910771132 1891.7115412652493 196.60348393023014 8.5677466541528684 41.07840795442462
leaf_count=26 523 8572 7872 955 41 1866
internal_value=-4.32667e-05 0.000352625 0.00104305 -0.00902361 -0.0328063 -0.0393231
internal_weight=4242.38 4191.73 3904.24 287.489 50.6502 42.0824
internal_count=19855 17922 16444 1478 1933 1892
is_linear=0
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Tree=78
num_leaves=8
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split_feature=80 147 53 116 121 3 49
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threshold=0.043836402184014855 0.4519630965593785 1.8050000000000004 1.0000000180025095e-35 1.3165000000000002 1487.0612135303106 3.1550000000000007
decision_type=2 2 2 2 2 2 2
left_child=2 3 6 -2 -3 -4 -1
right_child=1 4 5 -5 -6 -7 -8
leaf_value=-0.026005192165402462 4.3205979989469515e-05 0.011071023887127916 -0.015900998740843345 -0.0077345459350379141 0.0017216677202900169 0.00047063350548624193 0.044007424257404767
leaf_weight=110.41211433522403 2200.6206938549876 685.16696409508586 69.619229739531875 544.1309021897614 478.17205741256475 134.08890867605805 2.3207776397466651
leaf_count=2028 9443 2830 382 2367 2005 721 11
internal_value=0.000114135 0.00109906 -0.0120498 -0.00149869 0.00722812 -0.00512455 -0.0245637
internal_weight=4224.53 3908.09 316.441 2744.75 1163.34 203.708 112.733
internal_count=19787 16645 3142 11810 4835 1103 2039
is_linear=0
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Tree=79
num_leaves=7
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threshold=1.0000000180025095e-35 0.30672192291753003 0.42111881931569756 0.47788888888888897 11.850000000000003 0.32477284679800961
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.038002569903178289 -0.0096267057773132374 0.0008585643538442817 0.0016273529762449389 0.01489071778212323 0.023867326567475672 0.027019085606562684
leaf_weight=43.904562955722213 656.85931043326855 109.82181477546692 3203.4705880954862 203.46494761109352 3.3143019080162039 1.4002673290669907
leaf_count=1908 2968 441 13625 817 14 14
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internal_weight=4222.24 4173.62 3860.33 313.287 48.6191 45.3048
internal_count=19787 17851 16593 1258 1936 1922
is_linear=0
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Tree=80
num_leaves=5
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threshold=0.67433880603523477 9.5950000000000006 0.4519630965593785 0.53091597192194084
decision_type=2 2 2 2
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leaf_weight=2696.0447185132653 26.689612995833158 53.992655042558908 1401.8079480454326 64.248708307743073
leaf_count=11594 1556 236 6168 320
internal_value=1.61878e-05 0.000262612 0.000719871 -0.0155844
internal_weight=4242.78 4216.09 4097.85 118.241
internal_count=19874 18318 17762 556
is_linear=0
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Tree=81
num_leaves=7
num_cat=0
split_feature=101 35 147 98 8 53
split_gain=31.3024 19.821 20.0559 8.37884 7.78072 0.0101272
threshold=1.0000000180025095e-35 5.5250000000000012 0.4519630965593785 0.48684210526315791 3.0333333333333337 3.0350000000000006
decision_type=2 2 2 2 2 2
left_child=3 2 -2 5 -3 -1
right_child=1 4 -4 -5 -6 -7
leaf_value=-0.03913751770364305 -0.0010886660017559574 -0.010458148678275074 0.0045810899065546178 0.0026757598492016059 -0.038095303130655997 -0.043428571766132781
leaf_weight=36.410224074497819 2672.703592851758 122.31643423438072 1383.7411834150553 8.5728673189878446 16.948415115475655 0.86387577280402084
leaf_count=1870 11361 581 5924 41 83 14
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internal_weight=4241.56 4195.71 4056.44 45.847 139.265 37.2741
internal_count=19874 17949 17285 1925 664 1884
is_linear=0
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Tree=82
num_leaves=7
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split_feature=100 138 136 120 8 79
split_gain=26.1519 19.3271 17.216 12.3137 11.5497 0.00289424
threshold=1.0000000180025095e-35 7.5000000000000009 18.150000000000002 2.7320000000000007 1.0000000180025095e-35 3.477603621576836
decision_type=2 2 2 2 2 2
left_child=4 3 -3 -2 -1 -6
right_child=1 2 -4 -5 5 -7
leaf_value=0.0041276737016936313 -0.0018398356016882493 0.004293358995729999 -0.0066372267917639621 -0.026677513300289522 -0.039662321663567653 -0.038852961193709991
leaf_weight=12.103036694228647 2125.636411536485 1797.7394551485777 238.50346839427948 29.573898732662201 10.974931154400108 24.600974045693874
leaf_count=53 9176 7605 1021 141 333 1552
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internal_weight=4239.13 4191.45 2036.24 2155.21 47.6789 35.5759
internal_count=19881 17943 8626 9317 1938 1885
is_linear=0
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Tree=83
num_leaves=7
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split_gain=31.182 19.7862 29.1185 26.6835 6.0401 4.37798
threshold=1.0000000180025095e-35 0.45340220333168152 0.27350937747107446 0.045188210227272707 0.95550000000000013 0.90454545454545465
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.037471322179829326 -0.0038341125331420364 -0.0066284363531299252 0.0046353778159220239 0.0070368194201552393 0.051744324452269161 0.021391592403638273
leaf_weight=39.976871243678033 2066.040129929781 261.60080984979868 832.11505380272865 1034.7680025398731 1.2135023921728123 1.9355621337890614
leaf_count=1919 8920 1342 3470 4216 5 9
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internal_weight=4237.65 4194.52 2898.16 1296.37 43.1259 41.9124
internal_count=19881 17948 12390 5558 1933 1928
is_linear=0
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Tree=84
num_leaves=8
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split_gain=24.91 30.7059 29.1719 18.9964 11.5582 11.5071 8.62524
threshold=0.045785126783846462 0.4519630965593785 0.28892252608904478 19.050000000000004 0.58334640781137115 1.3165000000000002 1.1675000000000002
decision_type=2 2 2 2 2 2 2
left_child=3 2 -2 4 -1 -3 -5
right_child=1 5 -4 6 -6 -7 -8
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leaf_weight=163.22337156720459 2273.1698263864964 631.55641060322523 378.43712129443884 143.49451266229153 178.98794083669782 426.74400146305561 38.563468128442764
leaf_count=904 9832 2581 1546 705 2361 1756 176
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internal_weight=4234.18 3709.91 2651.61 524.269 342.211 1058.3 182.058
internal_count=19861 15715 11378 4146 3265 4337 881
is_linear=0
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Tree=85
num_leaves=5
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threshold=3.477603621576836 0.28892252608904478 0.26796584848230992 1.1880000000000002
decision_type=2 2 2 2
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right_child=-2 3 -4 -5
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leaf_weight=3084.9178022984415 22.41411292552948 346.33501360192895 745.45255230925977 32.253227937966585
leaf_count=13417 1546 1415 3352 131
internal_value=7.84008e-07 0.000207423 -0.000601913 0.00839589
internal_weight=4231.37 4208.96 3830.37 378.588
internal_count=19861 18315 16769 1546
is_linear=0
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Tree=86
num_leaves=7
num_cat=0
split_feature=101 27 26 150 100 79
split_gain=26.696 18.913 25.4791 15.5196 7.26409 2.3047
threshold=1.0000000180025095e-35 0.50211111111111129 0.47612500000000008 0.47465257807797773 0.90000000000000013 2.1662177642542404
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=0.017060774624060301 -0.0077247375786622672 -0.0030539992106698257 0.0068114139267188845 -0.00016817023747200653 0.0067124028989520579 -0.039756380652623137
leaf_weight=1.0774417705833901 498.20207995176315 573.70917245745659 1148.2018735557795 1958.549763135612 6.3202097155153742 32.672162786126137
leaf_count=12 2152 2422 4868 8456 32 1862
internal_value=0.000154736 0.000452518 0.00352444 -0.00170056 -0.0308989 -0.0379423
internal_weight=4218.73 4178.66 1721.91 2456.75 40.0698 33.7496
internal_count=19804 17898 7290 10608 1906 1874
is_linear=0
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Tree=87
num_leaves=7
num_cat=0
split_feature=101 27 80 121 111 98
split_gain=25.4601 17.4869 21.0692 20.3519 7.19957 4.03373
threshold=1.0000000180025095e-35 0.50211111111111129 0.094882947619222419 1.3165000000000002 11.850000000000003 0.81534090909090928
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.038875406550539574 -0.00043133937720974476 0.007091695034580057 -0.012041686073879414 -0.001272272743275559 0.023404696067422737 0.015512188720440131
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leaf_count=1882 9464 4035 1144 3255 14 10
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internal_weight=4217.9 4179 2455.99 1723.02 38.9008 35.6037
internal_count=19804 17898 10608 7290 1906 1892
is_linear=0
shrinkage=0.0382273


Tree=88
num_leaves=7
num_cat=0
split_feature=101 138 136 44 98 15
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threshold=1.0000000180025095e-35 7.5000000000000009 17.150000000000002 4.1750000000000007 0.48684210526315791 1.0000000180025095e-35
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=-0.044840306426881291 -0.0064003388006086681 0.0041173893809881542 -0.0065355866629668111 -4.0080588054746385e-06 0.0022693189504537636 -0.038963308260244203
leaf_weight=0.57643782347440975 797.01505626738071 1777.9659421518445 261.36825385689735 1348.8289858102798 7.9665504097938529 29.230249148793519
leaf_count=13 3582 7522 1118 5702 39 1870
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internal_weight=4222.95 4185.18 2039.33 2145.84 37.7732 29.8067
internal_count=19846 17924 8640 9284 1922 1883
is_linear=0
shrinkage=0.0382273


Tree=89
num_leaves=7
num_cat=0
split_feature=101 138 136 147 98 53
split_gain=22.7004 17.4318 16.3964 13.0903 7.2575 0.00776899
threshold=1.0000000180025095e-35 7.5000000000000009 9.8500000000000032 0.45340220333168152 0.48684210526315791 3.0350000000000006
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=-0.038945083363516167 -0.0041828224538715663 0.0050758757067681142 -0.0021868409358684984 0.0024235028342209889 0.0021809651240844987 -0.043245795992106588
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leaf_count=1871 6648 5729 2911 2636 39 12
internal_value=-0.000146295 0.000116177 0.00264565 -0.00229043 -0.0300865 -0.039046
internal_weight=4221.28 4184.59 2040.22 2144.37 36.6839 28.7116
internal_count=19846 17924 8640 9284 1922 1883
is_linear=0
shrinkage=0.0382273


Tree=90
num_leaves=7
num_cat=0
split_feature=101 27 147 9 111 49
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threshold=1.0000000180025095e-35 0.5221111111111113 0.39487318826102363 1.7238095238095241 14.15 4.2250000000000005
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.036649862748997022 0.018244797366409698 0.0061218790372194829 -0.0019033866344070217 -0.0026013533285891917 0.035353195859860236 0.022165019111628853
leaf_weight=32.798551472835243 72.283875688910484 953.54051098227501 2818.1034480035305 338.53008045256138 2.1426804661750785 1.4463529512286175
leaf_count=1920 323 4013 12136 1446 9 13
internal_value=-4.32692e-05 0.000217981 -0.00139951 0.00383634 -0.0300715 -0.0341655
internal_weight=4218.85 4182.46 2890.39 1292.07 36.3876 34.2449
internal_count=19860 17918 12459 5459 1942 1933
is_linear=0
shrinkage=0.0382273


Tree=91
num_leaves=7
num_cat=0
split_feature=101 35 121 35 111 47
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threshold=1.0000000180025095e-35 3.3150000000000004 1.3540000000000003 8.1650000000000009 14.15 2.2350000000000008
decision_type=2 2 2 2 2 2
left_child=4 2 -2 -3 5 -1
right_child=1 3 -4 -5 -6 -7
leaf_value=-0.036428870764433241 0.0047563478416432709 -0.0026473809967273577 -0.0016917609226869135 -0.027788592987199212 0.033896015134820177 0.021128749073937022
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leaf_count=1920 6451 5868 5464 135 9 13
internal_value=-4.1874e-05 0.000209569 0.00182354 -0.00314046 -0.0297796 -0.0339003
internal_weight=4217.93 4182.56 2822.66 1359.9 35.3646 33.2153
internal_count=19860 17918 11915 6003 1942 1933
is_linear=0
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Tree=92
num_leaves=8
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split_feature=80 147 149 49 144 10 149
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threshold=0.043836402184014855 0.4519630965593785 0.4915268008449985 1.6850000000000003 0.013350000000000002 3.2761904761904765 0.55463384271978033
decision_type=2 2 2 2 2 2 2
left_child=3 2 -2 6 -3 -5 -1
right_child=1 4 -4 5 -6 -7 -8
leaf_value=0.0092443572113917408 0.0045456025901184438 0.0061060374850794913 -0.0031219916300887474 -0.0057874434384415233 -0.014086375027186295 0.039811332726247366 -0.027318290114114126
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leaf_count=64 2846 4641 9018 1279 185 48 1751
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internal_weight=4212.13 3908.77 2745.71 303.366 1163.05 218.542 84.8247
internal_count=19832 16690 11864 3142 4826 1327 1815
is_linear=0
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Tree=93
num_leaves=8
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split_feature=35 147 147 79 79 36 150
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threshold=4.455000000000001 0.39487318826102363 0.39965962962395968 3.0271346066537861 2.7914554781410312 14.925000000000002 0.51367441511740919
decision_type=2 2 2 2 2 2 2
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internal_weight=4206.46 3323.85 1112.04 2211.82 882.612 254.68 627.932
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is_linear=0
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decision_type=2 2 2 2 2 2 2
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internal_weight=4202.81 3322.4 1109.45 2212.95 880.412 254.761 625.651
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Tree=96
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decision_type=2 2 2 2 2 2
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internal_weight=4212.62 4180.05 4043.1 136.944 32.5755 24.0986
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is_linear=0
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Tree=97
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decision_type=2 2 2 2 2 2 2
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internal_weight=4211.5 2474.62 1736.88 973.556 2446.9 763.325 27.7157
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is_linear=0
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Tree=98
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decision_type=2 2 2 2 2 2
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internal_weight=4204.22 2832.27 2381.5 450.77 1371.95 1359.92
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is_linear=0
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Tree=99
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threshold=3.3150000000000004 0.013139097744360851 1.3540000000000003 0.60563492063492075 1.0000000180025095e-35 3.6835000000000004 11.050000000000002
decision_type=2 2 2 2 2 2 2
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is_linear=0
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Tree=100
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decision_type=2 2 2 2 2 2 2
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internal_weight=4203.08 1300.06 867.152 2903.02 2827.99 75.0312 432.913
internal_count=19847 5556 3707 14291 13947 344 1849
is_linear=0
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Tree=101
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decision_type=2 2 2 2 2 2 2
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internal_weight=4202.01 3317.17 1068.25 2248.92 884.844 867.472 17.3725
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Tree=102
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decision_type=2 2 2 2 2 2 2
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internal_weight=4201.98 3905.84 2733.67 1172.18 296.137 247.555 48.5818
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Tree=103
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internal_weight=4200.31 3831.13 736.346 3094.79 369.177 348.916 20.2617
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is_linear=0
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Tree=104
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decision_type=2 2 2 2 2 2 2
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Tree=105
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decision_type=2 2 2 2 2 2 2
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Tree=106
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Tree=107
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is_linear=0
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Tree=108
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Tree=109
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Tree=110
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decision_type=2 2 2 2 2 2 2
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Tree=111
num_leaves=8
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internal_weight=4186.77 2887.18 1763.66 1123.52 1299.6 185.378 1114.22
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decision_type=2 2 2 2 2 2 2
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internal_weight=4189.99 3794.12 3697.72 96.3998 395.87 366.245 29.6246
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decision_type=2 2 2 2 2 2 2
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internal_weight=4189.08 2892.62 1816.63 1075.99 1296.46 980.268 316.195
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decision_type=2 2 2 2 2 2
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internal_weight=4185.85 4159.8 4052.23 107.569 26.0475 23.3843
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is_linear=0
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Tree=115
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decision_type=2 2 2 2 2 2 2
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internal_weight=4184.66 3867.66 782.272 3085.39 317.006 42.0735 274.932
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Tree=116
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decision_type=2 2 2 2 2 2 2
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Tree=117
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decision_type=2 2 2 2 2 2 2
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Tree=118
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decision_type=2 2 2 2 2 2 2
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internal_weight=4170.25 2029.95 1792.17 2140.3 2111.36 237.783 28.9359
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is_linear=0
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Tree=119
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decision_type=2 2 2 2 2 2 2
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internal_weight=4169.58 2559 2501.83 1610.58 986.938 623.643 57.1672
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is_linear=0
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Tree=120
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decision_type=2 2 2 2 2 2 2
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Tree=121
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=122
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decision_type=2 2 2 2 2 2
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internal_weight=4166.19 4030.53 190.627 3839.9 135.656 128.96
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is_linear=0
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Tree=123
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Tree=124
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internal_weight=4168.04 2134.9 829.895 2033.13 2022.49 1305.01
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Tree=125
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is_linear=0
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Tree=126
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Tree=127
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Tree=128
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decision_type=2 2 2 2 2 2 2
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Tree=129
num_leaves=7
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internal_weight=4165.34 3848.88 772.962 3075.92 316.452 40.5541 275.898
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internal_weight=4162.89 3774.63 642.144 388.257 3132.49 360.234 28.023
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decision_type=2 2 2 2 2 2 2
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Tree=134
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decision_type=2 2 2 2 2 2
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Tree=135
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decision_type=2 2 2 2 2 2 2
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Tree=136
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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=4159.74 2035.07 2124.66 2096.32 1755.42 279.659 28.3434
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Tree=139
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Tree=140
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Tree=141
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Tree=145
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Tree=146
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Tree=147
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internal_weight=4151.93 2808.12 1515.33 1292.79 1343.81 166.564 1177.25
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is_linear=0
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Tree=152
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Tree=153
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Tree=154
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is_linear=0
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Tree=157
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Tree=158
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Tree=159
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Tree=160
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Tree=164
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Tree=165
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internal_weight=4148.51 1408.4 1328.66 2740.11 1856.79 883.318 79.7432
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decision_type=2 2 2 2 2 2 2
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internal_weight=4147.51 1718.37 1082.87 2429.13 535.908 1893.23 635.505
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decision_type=2 2 2 2 2 2
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Tree=169
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decision_type=2 2 2 2 2 2 2
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internal_weight=4129.63 3282.42 2124.73 1157.69 847.212 800.647 46.5652
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Tree=170
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decision_type=2 2 2 2 2 2
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Tree=171
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decision_type=2 2 2 2 2 2 2
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Tree=172
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decision_type=2 2 2 2 2 2
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Tree=173
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decision_type=2 2 2 2 2 2 2
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internal_weight=4132.33 2460.13 2191.13 1672.2 1583.03 89.1787 269.004
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Tree=174
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Tree=175
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Tree=176
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Tree=177
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Tree=178
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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=179
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Tree=180
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decision_type=2 2 2 2 2 2 2
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Tree=181
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decision_type=2 2 2 2 2 2 2
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Tree=182
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internal_weight=4130.51 4110.62 4099.87 19.8884 12.0122
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Tree=183
num_leaves=6
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threshold=1.0000000180025095e-35 0.099999999999999964 3.8450000000000006 1.0000000180025095e-35 3.104222280902261
decision_type=2 2 2 2 2
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decision_type=2 2 2 2 2 2 2
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internal_weight=4132.13 4049.38 39.9855 4009.39 82.7587 35.8969 46.8618
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decision_type=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=4121.26 1627.54 2493.72 198.483 1430.23 197.312 2295.24
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is_linear=0
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Tree=187
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decision_type=2 2 2 2 2 2 2
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Tree=188
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decision_type=2 2 2 2 2 2
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is_linear=0
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decision_type=2 2 2 2 2 2 2
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internal_weight=4120.65 403.656 216.828 186.828 3716.99 117.981 3599.01
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Tree=190
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decision_type=2 2 2 2 2 2 2
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Tree=191
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decision_type=2 2 2 2 2 2 2
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Tree=192
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Tree=193
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decision_type=2 2 2 2 2 2
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Tree=194
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decision_type=2 2 2 2 2 2 2
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Tree=195
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Tree=196
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Tree=197
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Tree=198
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Tree=199
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Tree=200
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Tree=201
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internal_weight=4125.48 4100.52 9.43393 24.9577 6.95405 4091.09 18.0037
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internal_weight=4125.29 1710.11 1080.89 629.226 2415.17 1876.88 538.298
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internal_weight=4116.54 4098.66 4087.85 17.8813 10.4365
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Tree=220
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decision_type=2 2 2 2 2 2 2
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internal_weight=4108.59 4087.92 1511.77 2576.14 20.6687 9.66808 11.0006
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Tree=224
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decision_type=2 2 2 2 2 2 2
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internal_weight=4108.42 2441.08 2178.2 1667.34 68.6542 262.879 1598.69
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is_linear=0
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Tree=225
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decision_type=2 2 2 2 2 2 2
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internal_weight=4107.63 1576.38 1372.15 2531.26 204.224 2490.27 40.9859
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Tree=226
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decision_type=2 2 2 2 2 2
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Tree=227
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internal_weight=4108.72 268.847 241.233 27.6143 3839.88 375.678 3464.2
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Tree=228
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decision_type=2 2 2 2 2 2
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Tree=229
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Tree=230
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Tree=231
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Tree=232
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Tree=233
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Tree=234
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Tree=235
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is_linear=0
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Tree=236
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Tree=237
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=238
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decision_type=2 2 2 2 2 2
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internal_weight=4101.37 2481.97 186.619 1619.4 147.47 1471.93 2295.35
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Tree=243
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decision_type=2 2 2 2
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Tree=244
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Tree=245
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Tree=246
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decision_type=2 2 2 2 2 2
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Tree=249
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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=257
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Tree=264
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internal_weight=4097.09 1279.11 622.629 656.484 2817.98 407.521 2410.45
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internal_weight=4096.67 1612.15 1424.43 2484.53 189.418 2295.11 187.714
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Tree=280
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decision_type=2 2 2 2 2 2
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internal_weight=4099.53 568.737 555.636 3530.79 3484.53 46.2604
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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=4099.45 369.176 248.737 3730.27 685.194 3045.08 120.438
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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=4082.65 2803.63 2770.6 1279.02 211.13 1067.89 33.0286
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Tree=283
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decision_type=2 2 2 2 2 2 2
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internal_weight=4082.39 560.291 334.705 225.586 3522.1 2039.78 1482.32
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Tree=285
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Tree=286
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decision_type=2 2 2 2 2 2 2
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Tree=287
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Tree=289
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Tree=290
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Tree=291
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Tree=292
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Tree=293
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Tree=294
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=298
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internal_weight=4093.26 1534.93 105.708 1429.22 2558.34 32.1688 2526.17
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=300
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decision_type=2 2 2 2 2
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Tree=302
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decision_type=2 2 2 2 2 2
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Tree=303
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decision_type=2 2 2 2 2 2
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Tree=304
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Tree=306
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is_linear=0
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Tree=307
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Tree=309
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Tree=312
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Tree=313
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decision_type=2 2 2 2 2 2
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Tree=328
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Tree=332
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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=-0.0026424326449758962 0.00055064663932676092 -0.025914446199321942 0.0046577871949980316 0.015674239979851266 -0.0026876589439999848 0.018554734709022927 0.00077478516471630619
leaf_weight=254.83981607109308 178.46223438158631 52.430818713270128 17.615933924913406 39.461216715164483 755.28136642929167 75.863186292350292 2705.6347996521508
leaf_count=1053 735 377 116 168 3446 311 13664
internal_value=5.90024e-05 -0.00365458 -0.0182259 -0.000186428 0.000423188 0.00592114 1.91701e-05
internal_weight=4079.59 364.348 70.0468 294.301 3715.24 254.325 3460.92
internal_count=19870 1714 493 1221 18156 1046 17110
is_linear=0
shrinkage=0.0382273


Tree=333
num_leaves=8
num_cat=0
split_feature=147 9 110 7 147 92 136
split_gain=3.61419 6.96206 6.95918 6.16312 5.53172 5.20813 4.37638
threshold=0.39487318826102363 1.7928571428571431 6.9500000000000011 -1.3556644624820817 0.39965962962395968 0.10749999999999997 17.050000000000004
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=0.025497494867737596 -0.016823425635435828 0.0047975941159903107 0.001886336415201762 -0.028198670020580487 0.00056880044219156359 0.0083214162640457452 -0.003137760401878379
leaf_weight=36.579186536371708 51.817722585052252 23.631052575074136 36.388564333319664 12.726828351616858 3361.4152232838678 15.679401097819207 540.32500115624862
leaf_count=165 426 106 157 56 16065 123 2772
internal_value=5.66609e-05 0.00691338 0.0137228 -0.00675274 -0.000132196 -0.0109823 5.55041e-05
internal_weight=4078.56 109.326 72.9678 36.3579 3969.24 67.4971 3901.74
internal_count=19870 484 322 162 19386 549 18837
is_linear=0
shrinkage=0.0382273


Tree=334
num_leaves=8
num_cat=0
split_feature=147 90 56 30 147 105 29
split_gain=4.06504 6.42949 6.63347 5.94077 5.74506 5.2922 4.18819
threshold=0.39487318826102363 0.0070833333333332514 2.0550000000000002 0.18296668260800253 0.39965962962395968 1.1615000000000002 2.5857142857142863
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=0.010349248250253748 -0.0077344266242454817 0.044260780390756593 -0.011891083211098902 0.003605549162305341 0.0043505066211068106 -0.045389029369895008 -0.00020749255277939426
leaf_weight=58.404356628656387 61.791415330721065 11.886614179238679 29.494076993316412 9.4106210852041823 321.02970093971817 5.9820467606186858 3577.4388709212653
leaf_count=253 509 51 135 45 2510 46 16331
internal_value=0.000176343 0.00745254 0.00288654 0.0262969 -2.39809e-05 -0.0110583 0.000167848
internal_weight=4075.44 109.196 87.8984 21.2972 3966.24 67.7735 3898.47
internal_count=19880 484 388 96 19396 555 18841
is_linear=0
shrinkage=0.0382273


Tree=335
num_leaves=8
num_cat=0
split_feature=115 142 36 142 23 6 141
split_gain=4.46963 8.46356 12.6805 9.89971 7.52963 5.34665 5.18886
threshold=2.7750000000000004 -1.0000000180025095e-35 2.0250000000000004 -1.1379999999999997 4.7083333333333348 1462.4292015484057 0.33550000000000008
decision_type=2 2 2 2 2 2 2
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
leaf_value=0.0011652046164166781 0.018010430700380116 -1.3726874957329849e-05 0.021102491290464188 -0.0076680349864646754 0.031628748580197326 -0.013743920105384597 -0.0018045225699504445
leaf_weight=2326.6995878166636 27.538806337630376 84.057315848185681 82.193213654216379 107.90135225199629 3.9860210667829952 79.119711774983443 1363.6991221688804
leaf_count=11199 171 451 394 544 26 460 6635
internal_value=0.000169528 0.00464693 0.010426 -0.00244683 -0.00018844 -0.0115675 6.78124e-05
internal_weight=4075.2 301.691 166.251 135.44 3773.5 83.1057 3690.4
internal_count=19880 1560 845 715 18320 486 17834
is_linear=0
shrinkage=0.0382273


Tree=336
num_leaves=8
num_cat=0
split_feature=112 107 102 134 93 80 34
split_gain=4.62027 7.88783 16.7872 7.06946 6.58586 6.38803 6.03081
threshold=0.52250000000000008 0.59050000000000014 2.0515000000000003 -0.81099999999999983 15.900000000000002 0.057580777954459206 1.9550000000000003
decision_type=2 2 2 2 2 2 2
left_child=3 2 -2 5 -5 -1 -3
right_child=1 6 -4 4 -6 -7 -8
leaf_value=0.0015168890871476012 -0.010669911888365217 -0.0028317852635999334 0.031150676595115428 -0.0003976627268608293 0.003519056286493751 -0.02619213781519027 0.003004421322848329
leaf_weight=22.29735913942568 231.14609422162175 662.64948134496808 14.932050935924051 1692.1188173880801 996.99291909858584 26.737082932144403 424.48114617913961
leaf_count=184 1027 2969 67 9256 4360 119 1870
internal_value=-0.000106408 -0.00195192 -0.00813218 0.000792175 0.00105447 -0.0135922 -0.000552979
internal_weight=4071.35 1333.21 246.078 2738.15 2689.11 49.0344 1087.13
internal_count=19852 5933 1094 13919 13616 303 4839
is_linear=0
shrinkage=0.0382273


Tree=337
num_leaves=5
num_cat=0
split_feature=96 135 4 135
split_gain=4.10573 3.86443 8.19798 5.16006
threshold=9.5000000000000018 0.83450000000000013 1470.0218464596569 0.51950000000000018
decision_type=2 2 2 2
left_child=1 3 -3 -1
right_child=-2 2 -4 -5
leaf_value=0.00013218707610153976 -0.027758840899893628 0.035894846464125267 0.0022764626536127906 -0.0058919795107644172
leaf_weight=3778.772225719993 7.8285715207457534 13.358703764271921 51.319166925619356 219.87102640606463
leaf_count=18362 38 80 277 1095
internal_value=-0.000102415 -4.91273e-05 0.00922029 -0.000199061
internal_weight=4071.15 4063.32 64.6779 3998.64
internal_count=19852 19814 357 19457
is_linear=0
shrinkage=0.0382273


end of trees

feature_importances:
Column_148=130
Column_147=104
Column_79=89
Column_80=85
Column_101=84
Column_35=52
Column_150=52
Column_98=47
Column_26=39
Column_100=39
Column_137=35
Column_145=35
Column_27=33
Column_138=33
Column_133=32
Column_149=32
Column_30=30
Column_29=29
Column_102=28
Column_110=28
Column_142=28
Column_47=26
Column_105=25
Column_134=25
Column_3=23
Column_31=23
Column_136=23
Column_92=22
Column_120=22
Column_7=21
Column_53=21
Column_8=20
Column_41=20
Column_103=20
Column_111=20
Column_135=20
Column_40=19
Column_130=19
Column_28=18
Column_0=17
Column_5=17
Column_84=17
Column_114=17
Column_121=17
Column_1=16
Column_51=16
Column_86=16
Column_123=16
Column_146=16
Column_6=15
Column_55=15
Column_132=15
Column_4=13
Column_90=13
Column_96=13
Column_99=13
Column_143=13
Column_34=12
Column_36=12
Column_38=12
Column_46=12
Column_49=12
Column_56=12
Column_85=12
Column_93=12
Column_95=12
Column_141=12
Column_21=10
Column_112=10
Column_122=10
Column_9=9
Column_10=9
Column_125=9
Column_127=9
Column_48=8
Column_54=8
Column_89=8
Column_106=8
Column_2=7
Column_11=7
Column_39=7
Column_42=7
Column_91=7
Column_94=7
Column_107=7
Column_113=7
Column_126=7
Column_144=7
Column_13=6
Column_23=6
Column_77=6
Column_15=5
Column_16=5
Column_19=5
Column_37=5
Column_44=5
Column_52=5
Column_97=5
Column_104=5
Column_116=5
Column_12=4
Column_14=4
Column_119=4
Column_129=4
Column_131=4
Column_17=3
Column_78=3
Column_115=3
Column_20=2
Column_22=2
Column_45=2
Column_50=2
Column_81=2
Column_108=2
Column_109=2
Column_118=2
Column_128=2
Column_18=1
Column_57=1
Column_61=1
Column_67=1
Column_124=1
Column_139=1
Column_151=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 1500]
[learning_rate: 0.0382273]
[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: 35]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.963728]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 2]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.517194]
[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: 3.11665e-06]
[lambda_l2: 0.000479305]
[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: 1]
[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