tree
version=v4
num_class=3
num_tree_per_iteration=3
label_index=0
max_feature_idx=151
objective=multiclass num_class:3
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55 Column_56 Column_57 Column_58 Column_59 Column_60 Column_61 Column_62 Column_63 Column_64 Column_65 Column_66 Column_67 Column_68 Column_69 Column_70 Column_71 Column_72 Column_73 Column_74 Column_75 Column_76 Column_77 Column_78 Column_79 Column_80 Column_81 Column_82 Column_83 Column_84 Column_85 Column_86 Column_87 Column_88 Column_89 Column_90 Column_91 Column_92 Column_93 Column_94 Column_95 Column_96 Column_97 Column_98 Column_99 Column_100 Column_101 Column_102 Column_103 Column_104 Column_105 Column_106 Column_107 Column_108 Column_109 Column_110 Column_111 Column_112 Column_113 Column_114 Column_115 Column_116 Column_117 Column_118 Column_119 Column_120 Column_121 Column_122 Column_123 Column_124 Column_125 Column_126 Column_127 Column_128 Column_129 Column_130 Column_131 Column_132 Column_133 Column_134 Column_135 Column_136 Column_137 Column_138 Column_139 Column_140 Column_141 Column_142 Column_143 Column_144 Column_145 Column_146 Column_147 Column_148 Column_149 Column_150 Column_151
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] [0:5.9333333333333336] [0:6.2666666666666666] [0:6.0666666666666664] [0:5.2000000000000002] [0:1] [0:1] [0:1] [0:1] [0:5] [0:5] [0:5] [0:5] [0:8] [0:1] [0:1] [0:11] [0:1] [0:1] [0.20999999999999999:0.81000000000000005] [0.22500000000000001:0.76000000000000001] [0:13] [0:13] [0:6.333333333333333] [0:6.666666666666667] [0:4.5] [0:4.5] [0:22.550000000000001] [0:17.5] [0:35.5] [0.065285302506677897:0.80962131918207236] [0.1044438556117265:0.4288719106684401] [0.056651501780225801:0.79902050363656307] [0:26] [0:5.0899999999999999] [0:26.5] [0:1.0900000000000001] [0:13.050000000000001] [0:1.76] [0:13.25] [0:3.7400000000000002] [0:7.6500000000000004] [0:8.5600000000000005] [0:3.5299999999999998] [0:1.72] [0:7.3300000000000001] [0:5.0199999999999996] [0:2.5800000000000001] [0:3.77] [0:4.1299999999999999] [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] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:6.2666666666666666] [0:5.2000000000000002] [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] [-1.2908333333333333:1.3799999999999999] [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] [0:8] [0:8] [-1:1] [0:1] [0:5.7999999999999998] [0:6.5] [0:5.2000000000000002] [0:6.5] [0:4.4119999999999999] [0:6.5] [0:5.3330000000000002] [0:4.7999999999999998] [0:5.3330000000000002] [0:4.5] [0:1] [0:1] [0:7] [0:8] [0:6] [0:7] [-1.8:1.8] [-2.2000000000000002:2] [1:30] [1.2:30] [1:12] [0:1] [0:1] [-4.4669999999999996:4.5999999999999996] [-5.2000000000000002:5] [-4.133:5.3330000000000002] [-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=972 976 968 1007 1009 1020 1018 1007 1018 1001 1020 1014 1002 1014 1011 984 1014 1022 1014 1020 1018 996 1017 1008 1014 1018 1013 1019 1019 1017 1004 1022 1018 1006 1018 1012 1006 1016 1012 975 1018 1009 1006 1010 1019 997 993 1017 1004 1002 1012 1016 1010 1017 1013 1017 1009 1003 1011 1012 1001 1016 1021 1005 1022 1010 1016 1005 1011 1015 1010 1009 1011 992 1013 1002 1018 1020 1000 1025 1017 1014 914 999 1001 1022 1024 997 1001 1015 1029 1016 1011 1021 1017 1012 1025 1010 1016 1021 1019 1021 1002 1027 1008 1025 1000 1013 1003 1023 1017 1000 1017 1016 1002 1017 1014 1012 1016 1016 1020 1014 1001 1016 1012 1007 1026 1009 1012 1019 1015 1019 1018 1017 1015 1004 1014 1014 1020 911 1022 1032 1018 1014 997 1014 1009 1016 1029 1015 1014 1030 1018 1020 1027 1013 1016 1017 1022 1025 1022 1019 1023 1007 1011 1009 1003 1010 1012 1003 1006 1015 1017 1026 1014 1018 1017 1021 1021 1011 1008 1020 1021 1024 1021 1016 1020 1010 1022 1015 1017 999 1026 1006 1012 1025 1018 1023 1019 1013 1021 1002 1019 1016 1014 1016 1021 1017 1024 1014 1025 1019 1021 1021 1016 1017 1014 1021 1004 1028 902 1009 1015 1011 909 1014 911 1008 1016 907 1016 1009 912 1012 1013 989 1023 1025 1019 1009 1018 991 1013 1017 920 1018 1023 920 1018 1022 1022 1013 1015 1005 1007 1020 1013 1015 1022 1009 1009 1018 1013 1017 1020 1020 1016 1020 1022 909 1016 1014 1010 903 1024 1002 1015 1016 1014 1016 915 1017 1016 910 1018 1004 1006 1010 1003 1015 1013 1022 905 1010 1006 1018 1020 1012 911 1009 1013 1024 1000 1024 1017 1010 1015 1021 1012 1017 1022 1022 1027 913 1022 1019 1018 1016 1024 1018 1025 909 1019 1017 1023 1022 1023 1023 903 1027 1014 908 1022 1008 1020 1013 1017 1016 1020 993 1020 1013 1023 1018 1013 1016 1015 1001 1032 1015 1025 1013 1028 1017 1012 1027 1022 1005 1010 1015 911 696 1015 1027 697 1014 904 1023 1024 1014 1002 992 1008 1009 1017 1026 1010 903 1014 907 1011 1021 1018 902 1011 1011 1017 1019 902 1017 1023 1017 1023 1022 1009 1018 1018 799 1023 1016 909 1021 1013 1017 1020 1013 1015 1011 1029 916 1018 1017 914 1019 1024 1015 1024 1022 1022 1013 1022 1024 1026 911 1019 1014 1023 1021 1019 911 1022 1021 1017 1018 1014 1028 916 1007 1026 1018 1020 908 907 1017 1025 1015 1019 909 908 911 1022 905 905 1025 906 1008 1025 1018 1024 908 1026 908 1019 797 1003 1013 799 908 1022 1020 1020 1016 1021 914 1019 1021 912 1011 1021 1021 908 1024 1017 1016 1028 1021 910 1027 1016 910 1023 1009 1020 1026 1019 1015 1022 1022 1024 1015 1010 1028 1018 1010 1015 1022 1017 1016 1029 1018 1003 1021 1020 1004 1018 1014 998 920 910 894 1019 912 1006 801 1014 912 804 907 1008 1021 1019 1014 888 913 1013 888 909 1011 803 1011 1015 705 911 1019 1006 1010 998 903 1018 1008 1013 1016 1023 999 1016 917 1002 1019 1006 1026 1012 1015 1024 906 1010 799 1024 1016 1020 1019 917 1018 911 903 993 904 1022 802 918 1025 1012 1024 1007 1012 907 905 1014 904 897 1019 1007 917 1013 1006 910 1027 1012 1000 1015 1022 1029 1019 1012 1020 1014 1015 1022 1017 1018 1023 1025 1013 1006 702 705 1013 699 703 1016 700 699 902 906 919 908 1011 1018 1011 1017 910 1024 1023 1025 1020 1023 914 1010 1029 1023 907 1018 1026 1011 914 909 1023 1018 914 1016 1021 1018 1021 706 910 1014 907 910 1018 1024 1024 1002 1018 1014 1014 1015 1021 1024 1011 1024 1027 908 1017 1021 908 1024 1031 908 899 1022 905 1022 1028 907 910 1012 588 900 1021 696 1010 1021 588 916 907 1018 920 916 1009 1023 899 1019 1021 910 913 916 911 1018 1020 907 1010 1020

Tree=0
num_leaves=8
num_cat=0
split_feature=36 34 34 34 95 35 7
split_gain=275.385 84.1013 51.9669 32.2495 22.2076 10.9167 8.78481
threshold=4.0650000000000004 2.0050000000000003 1.2250000000000003 3.2950000000000004 -1.0000000180025095e-35 7.455000000000001 -18.44627404077232
decision_type=2 2 2 2 2 2 2
left_child=1 4 5 -3 -1 -2 -4
right_child=2 3 6 -5 -6 -7 -8
leaf_value=-1.0675794439612276 -1.0532201526036671 -1.0685273820548493 -1.0496944040670773 -1.0737389038446994 -1.0632953940067922 -1.0443167536003837 -1.0604613086982253
leaf_weight=488.60509949922562 306.30999302864075 1398.0476009249687 22.363340198993683 446.92796549201012 1175.091875910759 45.065518885850906 645.82615786790848
leaf_count=1442 904 4126 66 1319 3468 133 1906
internal_value=-1.06506 -1.06731 -1.05734 -1.06979 -1.06455 -1.05208 -1.0601
internal_weight=4528.24 3508.67 1019.57 1844.98 1663.7 351.376 668.189
internal_count=13364 10355 3009 5445 4910 1037 1972
is_linear=0
shrinkage=1


Tree=1
num_leaves=8
num_cat=0
split_feature=49 35 35 4 86 126 108
split_gain=78.6374 23.5953 15.4952 9.44244 8.96189 8.95593 5.16644
threshold=2.9450000000000007 4.4150000000000009 2.7450000000000006 1704.4687685416313 3.0956959706959712 1.8660000000000003 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2
left_child=1 4 5 -4 -1 -2 -3
right_child=2 6 3 -5 -6 -7 -8
leaf_value=-0.90127731675696665 -0.89558996242962496 -0.9084996895097639 -0.89886817347230463 -0.88770694861278765 -0.90417147383004814 -0.8865749922379077 -0.90456251575894542
leaf_weight=2532.2756417691708 414.99073597788811 142.9131130874157 1057.9188421964645 22.070126324892044 346.97133025527 34.009702861309052 284.01719942688942
leaf_count=6999 1147 395 2924 61 959 94 785
internal_value=-0.900711 -0.902175 -0.897544 -0.89864 -0.901626 -0.894907 -0.905881
internal_weight=4835.17 3306.18 1528.99 1079.99 2879.25 449 426.93
internal_count=13364 9138 4226 2985 7958 1241 1180
is_linear=0
shrinkage=1


Tree=2
num_leaves=8
num_cat=0
split_feature=34 34 95 35 39 2 27
split_gain=245.509 86.6275 50.2122 30.268 27.7209 20.8533 15.4692
threshold=2.0250000000000004 4.5250000000000012 -1.5000000000000002 3.9950000000000006 0.42976513239726083 -206.31690219533411 0.61866071428571445
decision_type=2 2 2 2 2 2 2
left_child=2 4 5 -4 -2 -1 -3
right_child=1 6 3 -5 -6 -7 -8
leaf_value=-1.3663745258992592 -1.3878921673142646 -1.3705974786172266 -1.3938361562887283 -1.3992177372668018 -1.3825606152536147 -1.3891551714079229 -1.3837626546729944
leaf_weight=11.782702088356016 933.91941076517105 129.32918244600296 1452.0777621269226 375.08268314599991 396.1232225894928 419.12754571437836 31.701079428195953
leaf_count=42 3329 461 5176 1337 1412 1494 113
internal_value=-1.39021 -1.38489 -1.39372 -1.39494 -1.3863 -1.38853 -1.37319
internal_weight=3749.14 1491.07 2258.07 1827.16 1330.04 430.91 161.03
internal_count=13364 5315 8049 6513 4741 1536 574
is_linear=0
shrinkage=1


Tree=3
num_leaves=8
num_cat=0
split_feature=36 34 34 34 96 99 52
split_gain=266.145 81.3002 49.6164 31.5494 13.4184 10.6176 8.57219
threshold=4.0650000000000004 2.0050000000000003 1.2250000000000003 4.745000000000001 4.5000000000000009 0.73508771929824568 3.8950000000000005
decision_type=2 2 2 2 2 2 2
left_child=1 4 5 -3 -1 -2 -4
right_child=2 3 6 -5 -6 -7 -8
leaf_value=-0.00069559553459769188 0.010234696490579514 -0.0040322016388853717 0.0045661970952341601 -0.01169532638408783 0.0024844828259294833 0.016212382885025682 0.020430809812638166
leaf_weight=1082.4841198027134 212.28176686167717 1672.0471458733082 659.66987147927284 168.69350317120552 581.836445748806 141.11150676012039 9.8599047660827619
leaf_count=3194 623 4945 1943 500 1716 414 29
internal_value=-7.69131e-05 -0.0022888 0.00750213 -0.0047345 0.000416126 0.0126217 0.00479987
internal_weight=4527.98 3505.06 1022.92 1840.74 1664.32 353.393 669.53
internal_count=13364 10355 3009 5445 4910 1037 1972
is_linear=0
shrinkage=0.0168881


Tree=4
num_leaves=8
num_cat=0
split_feature=49 35 35 4 86 126 53
split_gain=76.5403 22.6651 15.0694 8.9646 8.76914 7.60561 6.47498
threshold=2.9450000000000007 4.4150000000000009 2.7650000000000001 1704.4687685416313 3.0956959706959712 1.9500000000000002 1.5750000000000004
decision_type=2 2 2 2 2 2 2
left_child=1 4 5 -4 -1 -2 -3
right_child=2 6 3 -5 -6 -7 -8
leaf_value=-0.0003930069600231963 0.0051839413837609901 -0.0095756286665282294 0.001899591550178949 0.013037892732564322 -0.0032565772205568949 0.014092876847093247 -0.0039817001245813473
leaf_weight=2532.2348488271236 469.80109861493111 70.775065153837204 1010.255486369133 21.038822740316391 346.77775746583939 29.022426664829254 355.47570630908012
leaf_count=6999 1297 196 2791 58 959 80 984
internal_value=0.00016962 -0.00127605 0.00329248 0.00212684 -0.000737933 0.00570233 -0.00491058
internal_weight=4835.38 3305.26 1530.12 1031.29 2879.01 498.824 426.251
internal_count=13364 9138 4226 2849 7958 1377 1180
is_linear=0
shrinkage=0.0168881


Tree=5
num_leaves=8
num_cat=0
split_feature=42 34 42 95 42 17 95
split_gain=241.76 109.227 30.0766 30.0339 26.3482 9.6602 6.46486
threshold=3.5250000000000004 3.2150000000000003 1.5050000000000001 -6.7499999999999973 5.7150000000000007 1.0000000180025095e-35 -1.5000000000000002
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=0.0068378217956000503 -0.0028161532648002018 0.024501438956843063 0.0099359055419844036 0.00080311803424477034 -0.00030244086194904693 -0.0058596048617072464 -0.0097987608395090232
leaf_weight=281.39225631952286 831.90184211730957 45.658449411392212 353.5269081890583 1433.3955279290676 21.856926888227463 463.05254751443863 317.98390012979507
leaf_count=1001 2972 161 1251 5107 78 1654 1140
internal_value=-0.000125879 0.00364559 0.011602 0.00179341 -0.00500283 -0.00390446 -0.00918808
internal_weight=3748.77 2113.97 399.185 1714.79 1634.8 1294.95 339.841
internal_count=13364 7520 1412 6108 5844 4626 1218
is_linear=0
shrinkage=0.0168881


Tree=6
num_leaves=8
num_cat=0
split_feature=36 34 34 34 95 35 132
split_gain=257.122 78.8171 47.4103 30.9615 21.3699 10.3335 7.32527
threshold=4.0650000000000004 2.0050000000000003 1.2250000000000003 3.2950000000000004 -1.0000000180025095e-35 7.455000000000001 1.8820000000000003
decision_type=2 2 2 2 2 2 2
left_child=1 4 5 -3 -1 -2 -4
right_child=2 3 6 -5 -6 -7 -8
leaf_value=-0.0025635385925883345 0.011239399620838652 -0.0034292692166623777 0.0041638852903932043 -0.0085524405004696342 0.0016395761951937837 0.01984212968872278 0.010352243169138005
leaf_weight=488.13315200805664 309.6206239759922 1393.1187335252762 610.96050652861595 443.57601442933083 1176.5914317369461 45.712746471166611 59.911624938249588
leaf_count=1442 904 4126 1796 1319 3468 133 176
internal_value=-7.55396e-05 -0.00225431 0.00735843 -0.00466657 0.000407117 0.0123462 0.00471657
internal_weight=4527.62 3501.42 1026.21 1836.69 1664.72 355.333 670.872
internal_count=13364 10355 3009 5445 4910 1037 1972
is_linear=0
shrinkage=0.0168881


Tree=7
num_leaves=8
num_cat=0
split_feature=48 55 34 41 100 4 147
split_gain=54.1696 19.9525 15.3413 12.8918 8.55404 6.61418 6.16083
threshold=1.675 1.6150000000000004 1.2250000000000003 1.7950000000000002 1.7750000000000001 1675.6550824252454 0.42433972487808291
decision_type=2 2 2 2 2 2 2
left_child=1 4 6 -3 -1 -4 -2
right_child=2 3 5 -5 -6 -7 -8
leaf_value=0.00090977261951970668 0.00049189777126259387 0.0047999778441722265 -0.0008655623413341588 0.0017094761831444542 -0.0028441430537357757 -0.0051036341256340415 -0.0059456023907283268
leaf_weight=650.92727807164192 49.783021032810211 693.46436876058578 1943.4194293916225 865.42125618457794 235.85858130455017 111.0309322476387 285.64110696315765
leaf_count=1799 138 1913 5373 2390 652 307 792
internal_value=0.000166838 0.0019338 -0.00164137 0.00308429 -8.86298e-05 -0.00109462 -0.00499009
internal_weight=4835.55 2445.67 2389.87 1558.89 886.786 2054.45 335.424
internal_count=13364 6754 6610 4303 2451 5680 930
is_linear=0
shrinkage=0.0168881


Tree=8
num_leaves=8
num_cat=0
split_feature=36 34 36 36 97 95 85
split_gain=240.046 98.4936 29.7891 29.0693 26.6002 11.0107 6.32598
threshold=2.8450000000000002 3.2150000000000003 6.0450000000000008 1.1650000000000003 3.5000000000000004 -1.5000000000000002 -0.43190476190476185
decision_type=2 2 2 2 2 2 2
left_child=1 4 5 -3 -1 -2 -4
right_child=2 3 6 -5 -6 -7 -8
leaf_value=-0.00030391762935782325 -0.00061019197664703283 0.024295804285940137 0.010127089470143602 0.009756429790043375 0.0040654929913198027 -0.0043599476950142739 -0.0095651259676213709
leaf_weight=754.93495059013367 277.32398447394371 44.047260046005249 4.7193990647792807 358.08767455816269 838.98380589485168 1147.7763783931732 322.45665284991264
leaf_count=2688 990 153 17 1259 2981 4113 1163
internal_value=-0.000123979 0.00388031 -0.00468535 0.0113491 0.00199597 -0.00363026 -0.00928099
internal_weight=3748.33 1996.05 1752.28 402.135 1593.92 1425.1 327.176
internal_count=13364 7081 6283 1412 5669 5103 1180
is_linear=0
shrinkage=0.0168881


Tree=9
num_leaves=8
num_cat=0
split_feature=36 37 95 36 37 36 42
split_gain=255.964 87.9549 36.2185 32.5877 11.139 9.47262 8.89871
threshold=4.3950000000000005 0.32999724851725659 -3.75 6.5150000000000006 0.24691708951781735 12.375000000000002 5.1350000000000007
decision_type=2 2 2 2 2 2 2
left_child=1 4 -3 6 -1 -5 -2
right_child=3 2 -4 5 -6 -7 -8
leaf_value=-0.0082310331891179509 0.0083158777179871846 -0.0040297464866151048 0.00077285558325287625 0.010992156119608418 -0.0046173712949881653 0.017814285461143855 0.0037749996684922401
leaf_weight=411.62000122666359 214.85075774788857 567.87817227840424 2119.0584401786327 270.38120701909065 595.02803581953049 73.941021919250488 288.264318972826
leaf_count=1229 630 1682 6254 786 1766 214 845
internal_value=8.32362e-05 -0.0018373 -0.000242155 0.00845399 -0.00609503 0.0124572 0.00571419
internal_weight=4541.02 3693.58 2686.94 847.437 1006.65 344.322 503.115
internal_count=13406 10931 7936 2475 2995 1000 1475
is_linear=0
shrinkage=0.0168881


Tree=10
num_leaves=8
num_cat=0
split_feature=51 35 86 47 104 86 131
split_gain=71.9565 28.1093 16.3293 13.8529 7.99091 6.78795 5.83671
threshold=1.2550000000000001 4.3550000000000013 3.3951219512195125 2.1750000000000003 1.0075000000000001 3.0618622448979598 1.2930000000000004
decision_type=2 2 2 2 2 2 2
left_child=1 2 -1 4 -2 -5 -3
right_child=3 6 -4 5 -6 -7 -8
leaf_value=-0.00051519429758498537 0.0024669560136740877 -0.0040598525065485627 -0.0060271753855542726 0.0061106897257805501 -0.0027591045913839245 -0.012886765515759218 -0.0081937139696418738
leaf_weight=2679.2971503734589 1105.5916614234447 303.97750440239906 162.59441742300987 360.42801010608673 90.255105912685394 5.4443030357360831 143.38715445995331
leaf_count=7407 3050 844 450 993 249 15 398
internal_value=-3.27096e-05 -0.00144999 -0.000830563 0.00295232 0.0020725 0.00582793 -0.00538488
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Tree=16
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Tree=17
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Tree=18
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Tree=19
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Tree=20
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Tree=22
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Tree=25
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Tree=46
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internal_weight=4535.4 1951.07 2584.32 1504.24 1770.39 813.937 446.836
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Tree=67
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decision_type=2 2 2 2 2 2 2
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internal_weight=4854.57 4097.78 1059.11 3038.67 756.791 612.637 144.154
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Tree=68
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decision_type=2 2 2 2 2 2 2
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internal_weight=3758.7 3409.55 2370.11 349.153 327.469 1039.44 21.6839
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Tree=69
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decision_type=2 2 2 2 2 2 2
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internal_weight=4533.4 1952.57 2580.82 1504.97 2216.57 447.603 364.251
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Tree=70
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Tree=71
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internal_weight=3758.36 2161.22 1836.51 1597.14 324.707 1151.14 446
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Tree=72
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decision_type=2 2 2 2 2 2 2
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internal_weight=4528.56 3678.28 2449.47 850.281 1228.81 367.772 482.509
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Tree=73
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Tree=74
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Tree=78
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Tree=80
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Tree=81
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decision_type=2 2 2 2 2 2 2
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Tree=86
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internal_weight=3740.61 2175.73 1564.88 1539.24 1282.28 636.497 282.596
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Tree=87
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Tree=88
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Tree=89
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Tree=90
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is_linear=0
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Tree=91
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Tree=92
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Tree=93
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Tree=94
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Tree=95
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Tree=96
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Tree=97
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Tree=98
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Tree=99
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internal_weight=4499.32 2697.12 2098.54 1802.2 1390.21 411.986 598.581
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decision_type=2 2 2 2 2 2 2
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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=3738.09 2404.6 1885.95 518.644 1333.49 366.269 967.222
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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=4498.03 2578.21 1919.82 2202.26 373.959 1545.86 375.944
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is_linear=0
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Tree=103
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decision_type=2 2 2 2 2 2 2
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internal_weight=4831.26 910.242 3921.02 859.643 3861.17 50.5991 59.8447
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Tree=104
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decision_type=2 2 2 2 2 2 2
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internal_weight=3737.03 2113.36 1623.67 1433.47 1522.12 101.551 679.887
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is_linear=0
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Tree=105
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decision_type=2 2 2 2 2 2 2
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internal_weight=4496.71 2700.12 2101.51 1796.58 1387.38 409.203 598.616
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Tree=106
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internal_weight=4830.55 3910.99 919.569 374.13 545.439 3870.25 40.7353
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Tree=107
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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=108
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Tree=109
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Tree=110
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internal_weight=3717.47 2349.45 1823.55 1368.02 525.899 1101.27 266.759
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is_linear=0
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Tree=111
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is_linear=0
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Tree=112
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decision_type=2 2 2 2 2 2 2
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Tree=113
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Tree=114
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is_linear=0
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Tree=115
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Tree=116
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internal_weight=4510.6 3417.1 1093.5 2646 726.973 366.528 771.1
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is_linear=0
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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=4846.53 4529.33 473.701 4055.63 317.203 235.441 81.7624
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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=3741.63 2369.83 2164.63 1371.8 205.201 827.256 544.544
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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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internal_weight=4508.93 3414.55 2645.44 1094.38 727.537 769.115 366.841
internal_count=13448 10429 7895 3019 2023 2534 996
is_linear=0
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Tree=121
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decision_type=2 2 2 2 2 2 2
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internal_weight=4846.21 4528.83 988.054 3540.78 317.375 78.9731 238.402
internal_count=13448 12592 2809 9783 856 213 643
is_linear=0
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Tree=122
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decision_type=2 2 2 2 2 2 2
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internal_weight=3739.57 2214.5 2008.76 1525.07 358.677 205.739 1166.39
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is_linear=0
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Tree=123
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is_linear=0
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Tree=124
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decision_type=2 2 2 2 2 2 2
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Tree=125
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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=126
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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=127
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is_linear=0
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Tree=128
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Tree=129
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is_linear=0
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Tree=130
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is_linear=0
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Tree=131
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Tree=132
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Tree=133
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is_linear=0
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Tree=134
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decision_type=2 2 2 2 2 2 2
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Tree=141
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Tree=151
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Tree=152
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decision_type=2 2 2 2 2 2 2
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internal_weight=4485.65 2261.84 2223.81 1753.47 1710.43 551.41 470.345
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Tree=154
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decision_type=2 2 2 2 2 2 2
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internal_weight=4844.47 3902.66 3746.89 941.805 298.626 643.179 155.768
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Tree=155
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decision_type=2 2 2 2 2 2 2
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internal_weight=3728.35 2047.02 1681.33 1625.07 421.952 291.37 1389.96
internal_count=13456 8005 5451 6491 1514 835 4616
is_linear=0
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Tree=156
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decision_type=2 2 2 2 2 2 2
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internal_weight=4484.13 2478.06 2006.08 2029.19 1769.42 448.864 236.662
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is_linear=0
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Tree=157
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decision_type=2 2 2 2 2 2 2
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internal_weight=4843.84 1814.42 3029.42 2761.38 986.469 827.95 268.039
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is_linear=0
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Tree=158
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decision_type=2 2 2 2 2 2 2
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internal_weight=3726.65 2303.51 1391.9 1423.14 920.953 911.612 502.183
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Tree=159
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decision_type=2 2 2 2 2 2 2
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internal_weight=4482.62 2219.1 2263.52 737.147 1750.86 1526.37 468.24
internal_count=13456 7033 6423 2030 5455 4393 1578
is_linear=0
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Tree=160
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decision_type=2 2 2 2 2 2 2
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internal_weight=4843.31 3901.09 3031.54 869.545 942.222 307.427 634.795
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is_linear=0
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Tree=161
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decision_type=2 2 2 2 2 2 2
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Tree=162
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decision_type=2 2 2 2 2 2 2
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internal_weight=4499.94 2567.28 1742.49 1932.66 1188.88 824.795 743.778
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Tree=163
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is_linear=0
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Tree=164
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decision_type=2 2 2 2 2 2 2
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internal_weight=3739.01 2054.83 1684.18 1517.09 918.243 765.939 537.736
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is_linear=0
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Tree=165
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decision_type=2 2 2 2 2 2 2
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internal_weight=4497.85 2936.3 1561.54 2520 1479.61 416.307 81.9346
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is_linear=0
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Tree=166
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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=167
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Tree=168
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internal_weight=4495.95 2382.96 2113 1876.16 1344.95 506.796 768.044
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is_linear=0
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Tree=169
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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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decision_type=2 2 2 2 2 2 2
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internal_weight=4874.35 3231.08 3094.29 1643.26 1492.99 150.275 136.792
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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=3741.69 2606.04 1698.2 1135.65 1014.49 121.153 907.836
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decision_type=2 2 2 2 2 2 2
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internal_weight=4506.79 3295.45 2753 1211.33 1132.43 78.9011 542.452
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decision_type=2 2 2 2 2 2 2
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internal_weight=4873.77 4420.56 1874.18 2546.38 453.209 281.063 172.145
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Tree=176
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decision_type=2 2 2 2 2 2 2
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internal_weight=3740.64 2716.51 2150.14 566.369 1024.14 181.134 843.003
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internal_weight=4504.49 2905.18 2238.27 1599.31 666.908 1516.66 82.6544
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Tree=178
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Tree=179
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Tree=180
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Tree=181
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Tree=182
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Tree=185
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Tree=186
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Tree=191
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Tree=192
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internal_weight=4493.06 3343.03 3207.33 1150.03 789.862 135.707 360.163
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internal_weight=4873.25 1482.4 3390.85 44.7366 3346.12 1451.58 30.8196
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Tree=194
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decision_type=2 2 2 2 2 2 2
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internal_weight=3735.47 2729.19 1492.47 1236.73 1006.28 942.778 63.4985
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Tree=195
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Tree=196
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decision_type=2 2 2 2 2 2 2
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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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Tree=202
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Tree=203
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Tree=204
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decision_type=2 2 2 2 2 2 2
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internal_weight=4870.02 475.013 4395.01 3434.22 960.791 358.13 116.882
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is_linear=0
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Tree=206
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decision_type=2 2 2 2 2 2 2
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internal_weight=4458.13 2736.23 1721.91 433.465 2302.76 379.731 1342.18
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Tree=208
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decision_type=2 2 2 2 2 2 2
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internal_weight=4841.01 3914.53 3623.09 926.487 342.781 583.706 291.439
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Tree=209
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internal_weight=3709.04 2180.16 1528.88 2116.68 63.4806 31.798 1497.09
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Tree=210
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Tree=211
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Tree=214
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Tree=215
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is_linear=0
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Tree=216
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decision_type=2 2 2 2 2 2 2
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Tree=217
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decision_type=2 2 2 2 2 2 2
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Tree=218
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Tree=220
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is_linear=0
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Tree=221
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internal_weight=4877.22 3411.26 1004.19 2407.07 1465.96 174.747 1291.21
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decision_type=2 2 2 2 2 2
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internal_weight=3733.9 2752.42 1610.01 1142.41 981.474 977.121
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decision_type=2 2 2 2 2 2 2
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decision_type=2 2 2 2 2 2
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decision_type=2 2 2 2 2 2 2
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Tree=228
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decision_type=2 2 2 2 2 2 2
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decision_type=2 2 2 2 2 2 2
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is_linear=0
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Tree=232
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Tree=233
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Tree=234
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Tree=236
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Tree=237
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Tree=238
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Tree=239
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internal_weight=3702.5 2704.94 2226.99 477.954 997.557 864.679 132.879
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Tree=243
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Tree=244
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decision_type=2 2 2 2 2 2
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Tree=245
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decision_type=2 2 2 2 2 2 2
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Tree=246
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Tree=247
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Tree=248
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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=255
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Tree=256
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Tree=257
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internal_weight=4427.25 2746.75 2724.84 1680.5 768.468 21.9194 912.028
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Tree=259
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decision_type=2 2 2 2 2 2 2
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internal_weight=4829.5 4366.54 4041 325.539 462.961 362.262 100.699
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Tree=260
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decision_type=2 2 2 2 2 2 2
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internal_weight=3679.7 1937.32 1742.37 41.8043 1895.52 1663.41 78.9624
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is_linear=0
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Tree=261
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decision_type=2 2 2 2 2 2 2
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internal_weight=4425.12 2944.74 2784.17 1480.39 160.573 1424.13 56.2535
internal_count=13460 8424 7975 5036 449 4801 235
is_linear=0
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Tree=262
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decision_type=2 2 2 2 2 2 2
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internal_weight=4832.99 4349.71 72.7026 4277 483.28 340.399 142.882
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Tree=263
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decision_type=2 2 2 2 2 2 2
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internal_weight=3684.42 2439 1245.42 1879.09 559.909 721.977 523.444
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is_linear=0
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Tree=264
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decision_type=2 2 2 2 2 2 2
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internal_weight=4424.13 2945.21 1721.64 1478.92 1223.58 1231.86 247.058
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Tree=265
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decision_type=2 2 2 2 2 2 2
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internal_weight=4832.7 1465.81 1367.63 98.1726 3366.9 363.288 3003.61
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is_linear=0
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Tree=266
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decision_type=2 2 2 2 2 2 2
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internal_weight=3683 3053.51 2397.21 629.489 656.299 525.424 104.065
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Tree=267
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decision_type=2 2 2 2 2 2 2
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internal_weight=4423.04 3326.37 1284.44 2041.93 1096.67 70.2421 1026.43
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is_linear=0
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Tree=268
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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=269
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decision_type=2 2 2 2 2 2
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Tree=270
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decision_type=2 2 2 2 2 2 2
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internal_weight=4435.23 2903.37 2854.94 1531.85 612.503 919.349 48.4345
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is_linear=0
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Tree=271
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decision_type=2 2 2 2 2 2 2
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internal_weight=4837.46 3807 3781.26 1030.46 633.052 25.742 397.407
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is_linear=0
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Tree=272
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decision_type=2 2 2 2 2 2 2
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Tree=273
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=274
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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=275
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decision_type=2 2 2 2 2 2 2
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internal_weight=4433.26 2903.94 2236.47 667.478 1529.32 1247.64 281.677
internal_count=13478 8287 6288 1999 5191 4139 1052
is_linear=0
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Tree=277
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decision_type=2 2 2 2 2 2 2
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internal_weight=4836.69 216.234 4620.45 104.499 4593.17 27.2855 111.736
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is_linear=0
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Tree=278
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decision_type=2 2 2 2 2 2 2
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internal_weight=3675.37 2585.04 443.652 2141.38 1090.33 203.252 887.08
internal_count=13478 8974 1954 7020 4504 955 3549
is_linear=0
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Tree=279
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decision_type=2 2 2 2 2 2 2
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internal_weight=4441.27 2581.33 1859.93 1778.55 1950.63 630.709 81.3758
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is_linear=0
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Tree=280
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decision_type=2 2 2 2 2 2
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internal_weight=4854.66 485.488 4369.17 1581.25 2787.92 477.836
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is_linear=0
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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=3695.02 3061.24 1205.25 1855.99 633.782 563.552 70.2299
internal_count=13527 11588 5227 6361 1939 1742 197
is_linear=0
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Tree=282
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decision_type=2 2 2 2 2 2 2
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internal_weight=4439.97 2581.68 1286.44 1858.29 1546.29 1295.24 312.001
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is_linear=0
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Tree=283
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decision_type=2 2 2 2 2 2
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internal_weight=4854.14 485.127 4369.01 1581.49 2787.52 477.447
internal_count=13527 1400 12127 4351 7776 1378
is_linear=0
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Tree=284
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threshold=3.5050000000000003 2.0250000000000004 0.42976513239726083 0.33000569704556038 0.23644848859174913 1486.2707333592127 0.60550000000000004
decision_type=2 2 2 2 2 2 2
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internal_weight=3693.6 2781.9 2566.79 215.112 911.699 850.04 61.6587
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Tree=285
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decision_type=2 2 2 2 2 2 2
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internal_weight=4438.85 1856.65 2582.19 1545.49 1894.31 687.882 311.169
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is_linear=0
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Tree=286
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decision_type=2 2 2 2 2 2 2
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internal_count=13527 6063 1431 4632 7464 3166 4298
is_linear=0
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Tree=287
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decision_type=2 2 2 2 2 2 2
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internal_weight=3692.3 2478.25 2451.9 1214.06 233.298 980.758 26.344
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is_linear=0
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Tree=288
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decision_type=2 2 2 2 2 2 2
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internal_weight=4413.76 2879.73 2501.36 1534.03 1422.65 378.37 111.377
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is_linear=0
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Tree=289
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decision_type=2 2 2 2 2 2 2
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internal_count=13449 12139 193 11946 1310 1267 43
is_linear=0
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Tree=290
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decision_type=2 2 2 2 2 2 2
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is_linear=0
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Tree=291
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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=292
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=293
num_leaves=8
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decision_type=2 2 2 2 2 2 2
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internal_weight=3669.79 1951.28 1906.62 1718.5 1708.17 44.6601 10.3364
internal_count=13449 8032 7866 5417 5384 166 33
is_linear=0
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Tree=294
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decision_type=2 2 2 2 2 2 2
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leaf_count=36 116 6999 61 4226 669 220 1122
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internal_weight=4410.97 2879.98 2502.17 1530.99 226.939 1304.05 377.806
internal_count=13449 8218 7060 5231 785 4446 1158
is_linear=0
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Tree=295
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threshold=3.8166666666666669 2.7238095238095243 3.8650000000000007 0.11797466481144746 -0.50549999999999995 3.7888888888888892 0.17305000000000001
decision_type=2 2 2 2 2 2 2
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internal_weight=4824.19 1862.43 2961.75 93.12 2903.4 1769.31 58.3508
internal_count=13449 5187 8262 273 8076 4914 186
is_linear=0
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Tree=296
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split_gain=21.2026 9.39167 9.27811 8.21238 6.04968 6.60147 6.39475
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decision_type=2 2 2 2 2 2 2
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internal_weight=3669.34 2700.83 67.2167 2633.61 968.509 87.9133 880.595
internal_count=13449 10553 215 10338 2896 261 2635
is_linear=0
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Tree=297
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split_gain=21.8854 21.2252 12.5422 7.9237 5.89614 5.57194 4.01314
threshold=-0.32858505564387913 2.2150000000000003 0.24397849462365598 -8.2499999999999964 2.3095238095238098 3.2250000000000005 13.850000000000003
decision_type=2 2 2 2 2 2 2
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leaf_count=455 5058 1246 322 6355 19 22 29
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internal_weight=4428.05 4261.38 1920.1 2341.28 166.67 13.4793 153.19
internal_count=13506 12981 5380 7601 525 41 484
is_linear=0
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Tree=298
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split_gain=9.14774 6.95174 6.82981 6.64671 6.84543 6.69375
threshold=2.8950000000000005 1.0000000180025095e-35 1473.6601804893637 3.9500000000000006 2.5450000000000004 2.8500000000000001
decision_type=2 2 2 2 2 2
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internal_weight=4843.7 3195.87 3189.72 1647.83 217.679 1430.16
internal_count=13506 9043 9025 4463 589 3874
is_linear=0
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Tree=299
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split_gain=28.6194 10.934 10.2771 9.73366 7.46882 7.23441 4.73176
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decision_type=2 2 2 2 2 2 2
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internal_weight=3684.49 1971.38 1804.04 1713.11 167.342 1695.26 17.8521
internal_count=13506 8117 7547 5389 570 5338 51
is_linear=0
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Tree=300
num_leaves=8
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split_feature=40 119 41 11 40 37 136
split_gain=20.7836 7.22684 6.17637 5.86149 5.52517 5.06562 2.81083
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decision_type=2 2 2 2 2 2 2
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internal_weight=4426.59 2542.94 1883.65 203.174 2339.77 1867.84 15.8053
internal_count=13506 8229 5277 689 7540 5230 47
is_linear=0
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Tree=301
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threshold=2.8950000000000005 0.7320000000000001 0.061458333333333302 1.7640000000000002 0.52118055555555565 1.0000000180025095e-35 27.050000000000004
decision_type=2 2 2 2 2 2 2
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internal_weight=4843.41 3195.36 246.708 1648.05 1500.32 2948.66 147.729
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is_linear=0
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Tree=302
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threshold=2.0150000000000001 1317.3230682142541 0.45000000000000007 3.4833333333333338 3.2750000000000004 1452.6602123409982 2.1650000000000005
decision_type=2 2 2 2 2 2 2
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internal_weight=3683.52 1946.17 1937.3 1737.34 1718.09 8.87165 19.2584
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Tree=303
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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=304
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decision_type=2 2 2 2 2 2 2
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internal_weight=4843.06 1502.16 922.833 3340.9 907.501 2433.4 579.328
internal_count=13506 4303 2650 9203 2502 6701 1653
is_linear=0
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Tree=305
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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=306
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decision_type=2 2 2 2 2 2 2
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internal_weight=4422.31 4275.4 3568.05 707.348 146.919 35.8231 111.096
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is_linear=0
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Tree=307
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split_gain=11.3979 7.29291 9.7202 6.83685 6.54079 11.198 6.32739
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decision_type=2 2 2 2 2 2 2
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internal_weight=4839.51 432.416 235.516 196.901 4407.1 648.752 3758.35
internal_count=13498 1256 668 588 12242 1791 10451
is_linear=0
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Tree=308
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decision_type=2 2 2 2 2 2 2
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internal_weight=3675.13 2730.36 2610.02 120.34 944.771 33.5404 911.231
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is_linear=0
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Tree=309
num_leaves=8
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internal_weight=4421.1 4274.57 2477.05 1797.51 146.535 35.8118 110.724
internal_count=13498 13030 7492 5538 468 111 357
is_linear=0
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Tree=310
num_leaves=8
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decision_type=2 2 2 2 2 2 2
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internal_weight=4839.31 432.046 235.467 4407.26 196.579 3590.55 816.717
internal_count=13498 1256 668 12242 588 9973 2269
is_linear=0
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internal_weight=4420.12 2975.85 2676.77 1444.27 803.947 640.326 299.08
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decision_type=2 2 2 2 2 2 2
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internal_weight=3673.08 2397.87 1842.36 1275.22 911.964 363.254 555.507
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Tree=315
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Tree=316
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decision_type=2 2 2 2 2 2 2
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Tree=317
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decision_type=2 2 2 2 2 2 2
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internal_weight=3687.13 2616.12 1071.01 2230.15 385.972 874.593 196.418
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Tree=318
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decision_type=2 2 2 2 2 2 2
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internal_weight=4434.58 2844.35 1590.23 1378.57 1448.07 1465.78 142.154
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internal_weight=4858.3 1522.05 30.0768 1491.97 3336.25 200.92 3135.33
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Tree=320
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decision_type=2 2 2 2 2 2 2
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Tree=322
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Tree=323
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Tree=325
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internal_weight=4823.41 2922.06 1901.35 1033.15 1377.27 868.199 1544.79
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Tree=326
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Tree=327
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Tree=328
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Tree=329
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decision_type=2 2 2 2 2 2 2
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Tree=332
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decision_type=2 2 2 2 2 2 2
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internal_weight=3660.22 3364.94 1215.86 2149.09 295.276 258.535 36.7411
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Tree=333
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internal_weight=4409.41 2979.96 553.796 2426.16 1429.45 1201.92 227.536
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Tree=334
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decision_type=2 2 2 2 2 2 2
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internal_weight=4839.09 454.398 171.084 4384.69 2436.97 1947.72 283.314
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Tree=335
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decision_type=2 2 2 2 2 2 2
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internal_weight=3676.03 2522.43 2118.01 1153.6 28.733 1124.87 404.414
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is_linear=0
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Tree=336
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decision_type=2 2 2 2 2 2 2
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internal_weight=4407.92 1534.41 625.092 2873.5 909.318 97.1308 2776.37
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is_linear=0
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Tree=337
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decision_type=2 2 2 2 2 2 2
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internal_weight=4838.68 453.995 382.712 4384.69 4254.48 130.208 71.2834
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Tree=338
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Tree=339
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Tree=340
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Tree=341
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Tree=342
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Tree=343
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Tree=344
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Tree=345
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Tree=346
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Tree=350
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Tree=351
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internal_weight=4368.78 4255.06 3070.48 1184.58 113.724 14.3755 99.3488
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Tree=352
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Tree=353
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decision_type=2 2 2 2 2 2 2
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Tree=354
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Tree=355
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Tree=356
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Tree=357
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Tree=358
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Tree=359
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Tree=361
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Tree=362
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Tree=363
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Tree=364
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Tree=365
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internal_weight=4826.74 449.463 366.448 4377.27 609.399 3767.87 83.0151
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internal_weight=3652.09 3440.07 2944.55 495.52 212.018 15.173 196.845
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decision_type=2 2 2 2 2 2 2
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internal_weight=4349.68 4156.3 2503.7 1652.6 193.376 12.9792 180.397
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Tree=370
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decision_type=2 2 2 2 2 2 2
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internal_weight=4783.58 4761.46 473.97 4287.49 22.1207 11.8355 10.2853
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Tree=371
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decision_type=2 2 2 2 2 2 2
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internal_weight=3620.84 1771.8 10.6994 1849.04 315.083 1533.96 1761.1
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is_linear=0
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Tree=372
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decision_type=2 2 2 2 2 2 2
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internal_weight=4348.75 4148.97 4015.23 133.74 199.778 31.2292 168.549
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Tree=373
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decision_type=2 2 2 2 2 2 2
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Tree=374
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Tree=375
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internal_weight=4348.25 3806.46 3336.16 541.791 325.28 470.295 216.512
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Tree=376
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Tree=377
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is_linear=0
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Tree=378
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Tree=379
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Tree=380
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Tree=381
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Tree=382
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Tree=383
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internal_weight=4399.43 4258 3149.85 1108.15 141.438 30.0093 111.429
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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=4833.63 27.8148 4805.81 463.281 4342.53 19.1038 8.71102
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Tree=386
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decision_type=2 2 2 2 2 2 2
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internal_weight=3650.08 2761.78 2633.74 888.299 191.052 697.247 128.039
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is_linear=0
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Tree=387
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decision_type=2 2 2 2 2 2 2
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internal_weight=4385.36 3974.82 3805.74 410.541 169.074 305.532 105.009
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is_linear=0
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Tree=388
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decision_type=2 2 2 2 2 2
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internal_weight=4819.32 4796.31 3462.23 1334.07 23.0098 17.6942
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is_linear=0
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Tree=389
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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=390
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decision_type=2 2 2 2 2 2 2
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internal_weight=4384.4 3974.61 3070.75 409.79 305.163 903.865 104.626
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is_linear=0
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Tree=391
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decision_type=2 2 2 2 2 2 2
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internal_weight=4819.2 3058.02 79.775 1761.18 1729.75 2978.25 31.4223
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is_linear=0
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Tree=392
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decision_type=2 2 2 2 2 2 2
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internal_weight=3639.46 1551.4 892.951 2088.06 719.672 658.452 1368.39
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is_linear=0
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Tree=393
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decision_type=2 2 2 2 2 2 2
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internal_weight=4383.27 3974.21 3805.07 169.144 409.055 241.303 167.752
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is_linear=0
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Tree=394
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internal_weight=4819.07 4794.93 312.964 24.1376 4481.97 12.9144 11.2232
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is_linear=0
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Tree=395
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decision_type=2 2 2 2 2 2 2
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internal_weight=3638.29 1624.27 1421.05 2014.02 239.863 1774.16 203.218
internal_count=13461 7056 6051 6405 771 5634 1005
is_linear=0
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Tree=396
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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=397
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decision_type=2 2 2 2 2
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internal_weight=4823.67 4747.88 4741.44 75.7923 67.9204
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is_linear=0
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Tree=398
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decision_type=2 2 2 2 2 2 2
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Tree=399
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internal_weight=4381.55 4284.01 4070.98 213.03 97.5384 28.0919 69.4465
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Tree=400
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internal_weight=4823.58 4749.04 1805.79 2943.25 74.5408 69.3354
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is_linear=0
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Tree=401
num_leaves=8
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internal_weight=3646.9 2609.72 1037.18 2548.37 61.35 115.852 921.331
internal_count=13474 10387 3087 10172 215 339 2748
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Tree=402
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internal_weight=4380.64 2676.5 506.013 1704.14 2170.49 1678.77 25.3647
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is_linear=0
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Tree=403
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decision_type=2 2 2 2 2 2 2
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internal_weight=4823.58 1843.28 250.591 1592.68 2980.31 46.516 2933.79
internal_count=13474 5139 700 4439 8335 129 8206
is_linear=0
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Tree=404
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split_gain=14.263 9.34178 8.25287 7.70084 7.50602 5.608 5.53938
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decision_type=2 2 2 2 2 2 2
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internal_weight=3646.09 1037.72 2608.37 2344.65 263.719 115.754 921.964
internal_count=13474 3087 10387 8908 1479 339 2748
is_linear=0
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Tree=405
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decision_type=2 2 2 2 2 2 2
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internal_weight=4385.8 4246.2 4033.65 212.551 139.599 13.178 126.421
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Tree=406
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decision_type=2 2 2 2 2 2 2
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internal_weight=4829.47 653.033 4176.44 641.789 72.4409 4104 11.2432
internal_count=13488 1945 11543 1911 202 11341 34
is_linear=0
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Tree=407
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decision_type=2 2 2 2 2 2 2
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internal_weight=3644.03 2360.51 65.9739 2294.54 1283.52 65.6791 1217.84
internal_count=13488 7660 182 7478 5828 268 5560
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Tree=408
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decision_type=2 2 2 2 2 2 2
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internal_weight=4384.86 2839.23 1545.64 2521.85 1150.49 317.379 395.143
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is_linear=0
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Tree=409
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decision_type=2 2 2 2 2 2
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internal_weight=4829.23 1665.52 1661.48 3163.71 2341.32 822.381
internal_count=13488 4507 4496 8981 6613 2368
is_linear=0
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Tree=410
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split_gain=14.0204 6.99579 6.15004 6.80835 5.19604 5.05175 4.46955
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decision_type=2 2 2 2 2 2 2
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internal_weight=3643.23 2361.02 1282.21 1238.68 18.3673 43.5308 2342.66
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is_linear=0
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Tree=411
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split_feature=85 85 5 4 135 34 148
split_gain=15.6108 12.9744 8.8999 7.0611 5.49435 5.13327 2.2037
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decision_type=2 2 2 2 2 2 2
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internal_weight=4383.84 4244.84 4054.57 139.005 73.0287 190.271 65.9765
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Tree=412
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decision_type=2 2 2 2 2 2
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internal_weight=4829.01 1665.68 1661.63 3163.33 822.068 2341.26
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is_linear=0
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Tree=413
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decision_type=2 2 2 2 2 2 2
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internal_weight=3642.52 1224.14 2418.38 60.7446 1033.24 190.893 2357.64
internal_count=13488 5516 7972 295 4669 847 7677
is_linear=0
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Tree=414
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decision_type=2 2 2 2 2 2 2
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internal_weight=4394.71 2514.33 2389.23 1880.38 1775.97 125.103 104.408
internal_count=13523 7648 7287 5875 5553 361 322
is_linear=0
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Tree=415
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split_gain=6.61326 6.21687 6.53251 6.10449 6.95704 5.84262 5.40445
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decision_type=2 2 2 2 2 2 2
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internal_weight=4841.25 474.58 449.34 4366.67 4237.43 25.2395 129.241
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Tree=416
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decision_type=2 2 2 2 2 2 2
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internal_count=13523 13322 7544 5778 201 30 171
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Tree=417
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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=418
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decision_type=2 2 2 2 2 2 2
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Tree=422
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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=423
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decision_type=2 2 2 2 2 2
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Tree=424
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Tree=425
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Tree=426
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Tree=427
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is_linear=0
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Tree=428
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Tree=429
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Tree=430
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Tree=431
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Tree=433
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Tree=435
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Tree=436
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Tree=438
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decision_type=2 2 2 2 2 2 2
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internal_weight=4383.82 2950.75 1433.08 918.218 2655.99 294.757 514.859
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Tree=439
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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=440
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decision_type=2 2 2 2 2 2 2
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internal_weight=3636.76 1306.92 253.691 2329.84 1941.27 1053.23 388.569
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is_linear=0
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Tree=441
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decision_type=2 2 2 2 2 2
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internal_weight=4408.36 4309.19 4123.82 185.375 99.1668 93.1984
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Tree=442
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decision_type=2 2 2 2 2 2
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Tree=443
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decision_type=2 2 2 2 2 2 2
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Tree=444
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decision_type=2 2 2 2 2 2 2
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Tree=445
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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=446
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Tree=447
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internal_weight=4406.79 4307.95 4122.47 185.486 98.8375 92.8549
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Tree=448
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is_linear=0
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Tree=449
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is_linear=0
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Tree=450
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Tree=451
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decision_type=2 2 2 2 2 2
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Tree=452
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decision_type=2 2 2 2 2 2
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Tree=453
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decision_type=2 2 2 2 2 2 2
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Tree=454
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internal_weight=3633.73 3434.03 3404.36 199.699 16 29.6694 183.699
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Tree=456
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decision_type=2 2 2 2 2 2 2
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internal_weight=4363.73 1536.22 2827.51 607.42 926.645 609.579 2220.09
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Tree=457
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decision_type=2 2 2 2 2 2 2
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internal_weight=4816.63 164.218 151.498 4652.42 37.0629 4615.35 12.7203
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is_linear=0
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Tree=458
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threshold=6.0450000000000008 -5.9999999999999973 -0.0017499999999999996 11.500000000000002 7.6000000000000005 7.1500000000000012 0.95000000000000007
decision_type=2 2 2 2 2 2 2
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internal_weight=3633.16 3443.83 858.063 2585.77 189.327 100.55 88.7775
internal_count=13460 12300 2629 9671 1160 618 542
is_linear=0
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Tree=459
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decision_type=2 2 2 2 2 2
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internal_weight=4391.19 4347.29 3302.02 1045.27 43.9072 38.725
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is_linear=0
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Tree=460
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decision_type=2 2 2 2 2 2 2
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leaf_count=4212 3191 241 43 332 1377 3890 240
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internal_weight=4837.89 1745.01 100.282 1644.73 3092.88 1880.66 1212.22
internal_count=13526 4828 284 4544 8698 5267 3431
is_linear=0
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Tree=461
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decision_type=2 2 2 2 2 2
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internal_weight=3638.21 3595.69 3490.37 105.315 42.5258 39.831
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is_linear=0
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Tree=462
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decision_type=2 2 2 2 2 2 2
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internal_weight=4390.47 4000.92 389.559 3985.74 37.9323 351.626 15.1763
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Tree=463
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decision_type=2 2 2 2 2
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leaf_count=185 14 1118 27 12168 14
internal_value=0.000199804 0.000170486 0.00412221 0.000107285 0.0142093
internal_weight=4838.06 4827.95 75.9929 4751.96 10.1015
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is_linear=0
shrinkage=0.0168881


Tree=464
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split_feature=95 136 130 95 136 9 103
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decision_type=2 2 2 2 2 2 2
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internal_weight=3637.64 3531.44 226.197 3305.25 106.197 24.7395 81.4579
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Tree=465
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decision_type=2 2 2 2 2 2 2
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internal_weight=4389.72 4000.81 31.2587 388.912 369.368 3969.55 19.5439
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is_linear=0
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Tree=466
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decision_type=2 2 2 2 2
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is_linear=0
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Tree=467
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split_gain=12.1531 9.82551 8.04822 3.90626 3.13203 2.05496
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decision_type=2 2 2 2 2 2
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is_linear=0
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Tree=468
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Tree=469
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Tree=470
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decision_type=2 2 2 2 2 2 2
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Tree=471
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Tree=472
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decision_type=2 2 2 2 2 2 2
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Tree=473
num_leaves=7
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internal_weight=4386.57 4287.12 3908.91 378.215 99.4463 92.0388 7.40753
internal_count=13519 13180 11740 1440 339 315 24
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Tree=475
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decision_type=2 2 2 2 2 2 2
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internal_weight=4835.97 307.506 270.585 4528.46 507.348 36.9213 4021.11
internal_count=13519 852 747 12667 1413 105 11254
is_linear=0
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Tree=476
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decision_type=2 2 2 2 2 2
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internal_weight=3632.61 3582.66 2950.04 632.62 49.9506 46.3435
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is_linear=0
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Tree=477
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decision_type=2 2 2 2 2 2 2
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internal_weight=4362.56 1528.37 2834.19 855.741 2233.98 600.208 672.626
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is_linear=0
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Tree=478
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decision_type=2 2 2 2 2 2 2
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internal_weight=4820.23 432.39 343.276 4387.84 485.041 3902.8 89.1144
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is_linear=0
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Tree=479
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decision_type=2 2 2 2 2 2 2
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internal_weight=3628.38 1408.28 2220.1 1277.51 130.769 2138.52 81.5794
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is_linear=0
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Tree=480
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decision_type=2 2 2 2 2 2
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internal_weight=4361.85 4328.25 3958.59 369.656 33.5999 29.464
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is_linear=0
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Tree=481
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decision_type=2 2 2 2 2 2 2
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internal_weight=4819.98 1461.41 1066.46 3358.57 71.174 3287.39 394.953
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is_linear=0
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Tree=482
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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=483
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decision_type=2 2 2 2 2 2 2
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internal_weight=4361.63 3107.88 2916.49 1253.75 1229.13 191.39 24.6162
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is_linear=0
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Tree=484
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decision_type=2 2 2 2 2 2 2
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internal_weight=4819.93 1461.14 1066.44 3358.78 176.208 3182.58 394.704
internal_count=13474 4039 2929 9435 499 8936 1110
is_linear=0
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Tree=485
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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=486
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is_linear=0
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Tree=487
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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=488
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Tree=489
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is_linear=0
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Tree=490
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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=491
num_leaves=8
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Tree=493
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Tree=494
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Tree=495
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Tree=496
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Tree=497
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Tree=498
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Tree=499
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Tree=500
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Tree=501
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Tree=502
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Tree=503
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Tree=504
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Tree=505
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Tree=506
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Tree=507
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Tree=508
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decision_type=2 2 2 2 2 2 2
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Tree=512
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internal_weight=3627.24 2436.03 2113.51 1191.21 407.09 322.519 784.125
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Tree=513
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Tree=514
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Tree=515
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Tree=516
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Tree=517
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Tree=518
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Tree=519
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Tree=520
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Tree=521
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Tree=522
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Tree=523
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Tree=524
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Tree=525
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Tree=526
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decision_type=2 2 2 2 2 2 2
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Tree=530
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internal_weight=3630.05 3589.82 3238.63 351.19 40.2353 18.893 21.3423
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Tree=531
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internal_weight=4338.85 3952.36 386.497 3859.49 281.539 104.958 92.8602
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Tree=533
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Tree=534
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internal_weight=4338.12 4238.54 3859.2 379.343 99.5839 17.6748 81.909
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Tree=535
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Tree=536
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Tree=537
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Tree=538
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Tree=539
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Tree=540
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Tree=541
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Tree=542
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Tree=545
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internal_weight=4345.76 3745.11 600.654 587.271 3728.67 13.3832 16.4377
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Tree=547
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decision_type=2 2 2 2 2 2
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internal_weight=4816.94 32.2476 4784.69 4760.1 24.5956 27.3532
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Tree=548
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split_gain=7.28278 10.1178 7.58262 5.93701 12.0214 8.54413 2.68416
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decision_type=2 2 2 2 2 2 2
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internal_weight=3613.03 750.909 736.431 2862.12 1213.18 1648.94 14.4775
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is_linear=0
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Tree=549
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decision_type=2 2 2 2 2 2 2
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internal_weight=4327.75 4127.5 22.023 4105.48 200.249 12.8615 187.387
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is_linear=0
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Tree=550
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decision_type=2 2 2 2 2 2 2
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internal_weight=4793.79 256.303 91.1451 165.158 4537.49 815.037 3722.45
internal_count=13404 723 252 471 12681 2272 10409
is_linear=0
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Tree=551
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decision_type=2 2 2 2 2 2 2
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internal_weight=3589.03 3300.46 288.569 279.383 386.031 2914.43 9.18528
internal_count=13404 12250 1154 1129 2130 10120 25
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Tree=552
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decision_type=2 2 2 2 2 2 2
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internal_weight=4327.29 3393.61 2884.59 509.015 933.678 23.4113 910.266
internal_count=13404 10446 8763 1683 2958 79 2879
is_linear=0
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Tree=553
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decision_type=2 2 2 2 2 2 2
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internal_weight=4793.75 3740.25 3728 1053.5 820.568 232.931 12.2492
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is_linear=0
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Tree=554
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decision_type=2 2 2 2 2 2 2
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internal_weight=3588.93 3485.59 10.0155 3475.57 103.346 71.5178 31.8286
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is_linear=0
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Tree=555
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decision_type=2 2 2 2 2 2
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internal_weight=4326.92 492.412 3834.5 2974.48 860.024 488.484
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is_linear=0
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Tree=556
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internal_weight=4793.53 241.37 4552.16 1652.55 2899.6 221.81 19.56
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Tree=557
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Tree=558
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decision_type=2 2 2 2 2 2 2
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Tree=559
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decision_type=2 2 2 2 2 2 2
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internal_weight=4826.55 3787.93 690.079 3097.85 1038.62 37.1712 1001.45
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is_linear=0
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Tree=560
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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=561
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Tree=562
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internal_weight=4826.48 4674.15 3664.28 152.332 59.9573 92.3752 1009.87
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is_linear=0
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Tree=563
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decision_type=2 2 2 2 2 2
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decision_type=2 2 2 2 2
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decision_type=2 2 2 2 2 2 2
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Tree=568
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decision_type=2 2 2 2 2 2 2
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internal_weight=4783.5 605.733 109.271 496.462 4177.77 442.756 3735.01
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Tree=569
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decision_type=2 2 2 2 2 2 2
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Tree=571
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Tree=573
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Tree=574
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Tree=576
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Tree=577
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Tree=579
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Tree=581
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internal_weight=4782.79 300.279 85.8923 214.387 4482.51 4450.1 32.4119
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is_linear=0
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Tree=586
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decision_type=2 2 2 2 2 2 2
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Tree=587
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decision_type=2 2 2 2 2 2
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Tree=588
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decision_type=2 2 2 2 2 2
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Tree=589
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decision_type=2 2 2 2 2 2 2
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Tree=590
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Tree=591
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Tree=593
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Tree=594
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Tree=595
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Tree=597
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Tree=599
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Tree=600
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decision_type=2 2 2 2 2 2 2
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internal_weight=4333.41 512.879 372.373 3820.53 2924.66 140.506 895.871
internal_count=13462 1667 1212 11795 8971 455 2824
is_linear=0
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Tree=601
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leaf_count=75 31 56 86 2321 8046 2817 30
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internal_weight=4812 71.0994 50.6282 4740.9 3714.09 1026.81 20.4713
internal_count=13462 203 142 13259 10367 2892 61
is_linear=0
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Tree=602
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decision_type=2 2 2 2 2 2 2
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internal_weight=3600.35 142.912 3457.44 133.069 3417.76 39.6844 9.84259
internal_count=13462 471 12991 437 12789 202 34
is_linear=0
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Tree=603
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split_gain=11.6652 11.652 11.5631 8.21363 7.3559 5.71667 5.19177
threshold=2.5000000000000004 0.64495798319327746 0.14350000000000002 0.34125000000000011 3.2071428571428577 9.5000000000000018 0.34769851839606386
decision_type=2 2 2 2 2 2 2
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internal_weight=4368.06 2842.66 1525.4 943.849 1422.68 1419.98 581.549
internal_count=13555 8563 4992 2947 4366 4197 2045
is_linear=0
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Tree=604
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decision_type=2 2 2 2 2 2 2
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leaf_count=52 47 9133 294 63 176 3777 13
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internal_weight=4848.01 3400.84 3379.83 1447.17 80.7299 1366.44 21.0145
internal_count=13555 9492 9427 4063 223 3840 65
is_linear=0
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Tree=605
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decision_type=2 2 2 2 2 2 2
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internal_weight=3622.09 2411.8 2392.62 19.1818 1210.29 138.73 1071.56
internal_count=13555 9935 9864 71 3620 413 3207
is_linear=0
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Tree=606
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decision_type=2 2 2 2 2 2 2
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internal_weight=4367.65 2843.09 1524.56 1420.55 1422.53 580.757 943.806
internal_count=13555 8563 4992 4197 4366 2045 2947
is_linear=0
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Tree=607
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decision_type=2 2 2 2 2 2 2
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internal_weight=4847.48 4579.78 267.701 4411.75 257.324 168.032 10.3776
internal_count=13555 12801 754 12330 725 471 29
is_linear=0
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Tree=608
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split_gain=14.1933 8.55948 8.44799 8.23843 5.09694 8.45236 6.10052
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decision_type=2 2 2 2 2 2 2
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internal_weight=3621.88 1762.72 9.89815 1752.82 1859.16 820.509 1038.65
internal_count=13555 7678 43 7635 5877 2511 3366
is_linear=0
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Tree=609
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threshold=2.5000000000000004 0.64495798319327746 0.14350000000000002 0.93950000000000011 0.59175084175084181 28.494362616415632 4.3750000000000009
decision_type=2 2 2 2 2 2 2
left_child=2 5 3 -1 -3 -2 -4
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internal_weight=4367.22 2843.58 1523.64 943.703 1421.06 1422.52 579.936
internal_count=13555 8563 4992 2947 4197 4366 2045
is_linear=0
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Tree=610
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decision_type=2 2 2 2 2 2 2
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internal_weight=4846.98 1299.5 767.164 3547.48 532.335 2515.38 1032.11
internal_count=13555 3602 2138 9953 1464 7079 2874
is_linear=0
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Tree=611
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internal_weight=3621.73 2568.6 2547.73 20.8753 1053.13 1004.35 48.7776
internal_count=13555 10435 10359 76 3120 2986 134
is_linear=0
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Tree=612
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decision_type=2 2 2 2 2 2 2
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internal_weight=4365.48 880 577.101 302.899 3485.48 343.117 3142.36
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is_linear=0
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Tree=613
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threshold=0.48916666666666669 1.8150000000000002 1.2500000000000002 1.0000000180025095e-35
decision_type=2 2 2 2
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internal_weight=4836.42 4832.07 1688 3144.07
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is_linear=0
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Tree=614
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decision_type=2 2 2 2
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leaf_weight=3368.1352401003242 7.9135031998157492 15.524858072400091 190.91202388703823 25.863634392619133
leaf_count=12082 22 79 1227 130
internal_value=-0.000231567 -0.000266981 -0.000188171 -0.00704332
internal_weight=3608.35 3600.44 3559.05 41.3885
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is_linear=0
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Tree=615
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internal_weight=4364.96 67.7367 4297.22 41.3255 26.4112 58.2503 4238.97
internal_count=13540 210 13330 133 77 179 13151
is_linear=0
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Tree=616
num_leaves=5
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decision_type=2 2 2 2
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internal_weight=4836.41 4832.04 820.581 4011.46
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is_linear=0
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Tree=617
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decision_type=2 2 2 2
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leaf_weight=3368.0234740823507 7.9177558720111838 15.514179877936838 190.33459865301847 25.679884366691113
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internal_weight=3607.47 3599.55 3558.36 41.1941
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is_linear=0
shrinkage=0.0168881


Tree=618
num_leaves=8
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threshold=-0.024355716878402846 289.72889284509807 0.41302710676091753 0.41450000000000004 1454.5070220300522 0.39050000000000007 2.4250000000000003
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internal_weight=4836.5 4832.12 820.338 4011.78
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is_linear=0
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Tree=620
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decision_type=2 2 2 2
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leaf_weight=3367.8097350820899 7.9209788739681235 20.238270230591297 189.89111671596766 20.780747503042221
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internal_weight=3606.64 3598.72 3557.7 41.019
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is_linear=0
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Tree=621
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decision_type=2 2 2 2 2 2
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internal_weight=4349.33 4140.41 208.92 202.87 4121.17 19.2451
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is_linear=0
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Tree=622
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decision_type=2 2 2 2 2 2
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leaf_count=15 172 23 34 12767 78 402
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internal_weight=4821.74 26.1544 20.8396 4795.59 87.9322 4707.66
internal_count=13491 72 57 13419 250 13169
is_linear=0
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Tree=623
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decision_type=2 2 2 2 2 2
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right_child=2 5 3 -5 -6 -7
leaf_value=0.011505782473609298 0.0014598104673307927 -0.0058395539201986923 6.3403683780854925e-05 -0.0047959319629766644 -3.3861845593698821e-05 0.0020532539655660877
leaf_weight=6.7225004732608786 1027.9873033314943 93.146913409233093 254.21039985865355 140.33182478696108 2057.1049265563488 16.635136693716049
leaf_count=22 3535 332 1446 812 7288 56
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internal_weight=3596.14 116.505 3479.63 394.542 3085.09 109.782
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is_linear=0
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Tree=624
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decision_type=2 2 2 2 2 2
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leaf_weight=4078.1236743032932 188.50320208072662 12.523435950279238 6.0346511453390113 14.406169325113295 42.490758433938026 6.61510145664215
leaf_count=12689 547 52 18 41 124 20
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internal_weight=4348.7 4139.75 208.944 202.909 4120.61 19.1385
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is_linear=0
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Tree=625
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decision_type=2 2 2 2 2 2 2
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leaf_value=0.0045742720965368019 0.0031469631674476946 -0.0021747908784236674 -0.0085835438898852826 0.004246490208303799 0.0029814611191283924 0.00022654479727199887 0.0219466615121288
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leaf_count=227 384 1898 48 70 179 10669 16
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internal_weight=4821.83 896.739 154.358 3925.1 742.381 3895.21 29.8827
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is_linear=0
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Tree=626
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split_gain=9.17311 5.87428 6.16036 5.61016 3.19722 3.73171 0.847953
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decision_type=2 2 2 2 2 2 2
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internal_weight=3596.05 3556.41 34.6806 3521.73 39.6419 15.4375 24.2044
internal_count=13491 13286 105 13181 205 82 123
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Tree=627
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decision_type=2 2 2 2 2 2 2
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internal_weight=4348.23 4305.11 4283.65 43.1139 18.9049 24.209 21.4606
internal_count=13491 13365 13284 126 54 72 81
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Tree=628
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decision_type=2 2 2 2 2 2 2
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internal_weight=4821.96 896.557 872.086 3925.4 3897.25 28.1494 24.4711
internal_count=13491 2509 2440 10982 10901 81 69
is_linear=0
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Tree=629
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decision_type=2 2 2 2 2 2
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internal_weight=3596.17 3479.97 116.2 3465.31 109.458 14.652
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is_linear=0
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Tree=630
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decision_type=2 2 2 2 2 2 2
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internal_weight=4373.64 2845.03 1528.61 958.394 1101.47 1743.56 570.218
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is_linear=0
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Tree=631
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decision_type=2 2 2 2 2 2 2
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internal_weight=4850.27 156.83 40.9891 115.841 4693.44 1191.77 3501.68
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is_linear=0
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Tree=632
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decision_type=2 2 2 2 2 2 2
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internal_weight=3619.62 275.58 3344.04 1341.22 32.7627 2002.81 242.817
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is_linear=0
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Tree=633
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decision_type=2 2 2 2 2 2 2
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internal_weight=4373.21 1527.58 125.281 2845.63 599.84 2245.79 1402.3
internal_count=13571 5007 378 8564 1689 6875 4629
is_linear=0
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Tree=634
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is_linear=0
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Tree=635
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Tree=636
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decision_type=2 2 2 2 2 2 2
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internal_weight=4372.82 4346.98 51.1613 4295.82 25.8342 12.3722 13.462
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Tree=637
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decision_type=2 2 2 2 2 2 2
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internal_weight=3618.48 2875.16 2548.92 326.234 743.322 83.9214 659.401
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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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decision_type=2 2 2 2 2 2 2
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internal_weight=3593.85 1769.99 271.477 1498.51 1823.87 40.5436 1783.32
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is_linear=0
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Tree=642
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internal_weight=4327.14 3138.49 3101.4 1188.65 288.319 900.33 37.089
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Tree=643
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decision_type=2 2 2 2 2 2
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Tree=644
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Tree=645
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Tree=646
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Tree=647
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Tree=648
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Tree=649
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Tree=650
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Tree=651
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Tree=652
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Tree=653
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Tree=654
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Tree=655
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internal_weight=3601.18 3565.96 148.21 3417.75 35.2134 32.826
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Tree=657
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decision_type=2 2 2 2 2 2 2
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internal_weight=4297.41 3842.97 454.437 3672.94 435.45 170.037 18.9872
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is_linear=0
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Tree=658
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decision_type=2 2 2 2 2 2 2
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internal_weight=4773.48 3717.41 1056.07 335.446 1045.73 3381.97 10.3442
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is_linear=0
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Tree=659
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decision_type=2 2 2 2 2 2 2
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internal_weight=3560.65 362.877 3197.77 310.715 95.1257 3102.65 52.1618
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is_linear=0
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Tree=660
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decision_type=2 2 2 2 2 2 2
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internal_weight=4297.37 3843.35 454.017 9.19394 3673.51 444.823 169.846
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is_linear=0
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Tree=661
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decision_type=2 2 2 2 2 2 2
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internal_weight=4773.36 1856.01 2917.35 484.723 2432.63 41.3386 1814.67
internal_count=13356 5180 8176 1353 6823 115 5065
is_linear=0
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Tree=662
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decision_type=2 2 2 2 2 2 2
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internal_weight=3560.2 363.395 343.119 3196.81 2883.6 313.205 20.276
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Tree=663
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decision_type=2 2 2 2 2 2 2
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internal_weight=4297.31 3843.66 206.058 3637.6 453.654 444.069 9.58572
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Tree=664
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decision_type=2 2 2 2 2 2 2
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internal_weight=4773.18 1247.93 81.3435 3525.25 248.584 3276.67 1166.59
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is_linear=0
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Tree=665
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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=666
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internal_weight=4328.07 4253.12 3641.02 612.105 74.9472 7.48034 67.4669
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Tree=667
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internal_weight=4807.28 4773.09 1182.32 3590.77 34.1848 23.1036 11.0812
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Tree=668
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decision_type=2 2 2 2 2 2 2
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Tree=669
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is_linear=0
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Tree=670
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is_linear=0
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Tree=671
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is_linear=0
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Tree=672
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is_linear=0
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Tree=673
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internal_weight=4807.18 4772.96 1743.82 3029.14 34.2244 27.1328
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Tree=674
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decision_type=2 2 2 2 2 2 2
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internal_weight=3586.84 928.119 425.677 502.442 2658.72 491.564 2167.16
internal_count=13455 3372 1359 2013 10083 2012 8071
is_linear=0
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Tree=675
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split_gain=7.15351 5.30056 8.05193 5.94481 4.38801 7.84361 7.51627
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decision_type=2 2 2 2 2 2 2
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internal_weight=4359.84 2401.56 921.928 1479.63 1958.28 116.147 1842.13
internal_count=13547 8026 3161 4865 5521 332 5189
is_linear=0
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Tree=676
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split_gain=5.80051 5.52738 8.52597 5.05157 4.94903 2.79346
threshold=0.68211111111111122 2.8500000000000001 1.8650000000000004 1484.8073996434571 1.6835000000000002 1.2305000000000004
decision_type=2 2 2 2 2 2
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internal_weight=4838.82 4816.08 71.6631 4744.41 22.7426 17.7125
internal_count=13547 13480 199 13281 67 52
is_linear=0
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Tree=677
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split_feature=132 55 29 9 46 5
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threshold=2.1340000000000003 1.9650000000000001 7.8452380952380958 1.7928571428571431 4.1950000000000012 1545.3124629509427
decision_type=2 2 2 2 2 2
left_child=2 3 5 -2 -4 -1
right_child=1 -3 4 -5 -6 -7
leaf_value=0.0002648177232404817 -0.003252297817535423 -0.021269398743841556 0.020744032549961395 0.0020014557792077023 -0.0032580232232013516 0.004955285603836887
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internal_weight=3605.91 291.268 3314.64 285.706 12.608 3302.04
internal_count=13547 994 12553 973 40 12513
is_linear=0
shrinkage=0.0168881


Tree=678
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split_feature=40 44 105 137 27 136 69
split_gain=6.98024 5.19005 5.46003 4.96626 8.82347 5.57495 4.76254
threshold=2.2050000000000005 6.2950000000000008 0.80650000000000011 3.2500000000000004 0.60816666666666686 12.050000000000002 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2
left_child=3 6 -3 4 -1 -5 -2
right_child=1 2 -4 5 -6 -7 -8
leaf_value=0.002901309836134138 0.0018131653934422929 0.0007101718690964027 -0.001534297557171663 -5.6251284795029669e-05 0.022014345891927002 0.0019759888435307649 -0.002007371950114975
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internal_weight=4359.38 2400.91 1479.6 1958.47 129.221 1829.25 921.309
internal_count=13547 8026 4865 5521 363 5158 3161
is_linear=0
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Tree=679
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split_feature=86 6 31 86 130 9
split_gain=6.99028 5.09636 6.70715 4.861 3.4557 4.89286
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decision_type=2 2 2 2 2 2
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internal_weight=4838.32 4779.33 279.989 4499.34 58.9967 52.013
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is_linear=0
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Tree=680
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decision_type=2 2 2 2 2 2 2
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internal_weight=3606.42 1042.24 1003.42 2564.18 922.827 1641.36 38.818
internal_count=13547 3682 3566 9865 3843 6022 116
is_linear=0
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Tree=681
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split_gain=5.42447 8.36169 7.94469 7.43617 6.37821 8.49085 5.45947
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decision_type=2 2 2 2 2 2 2
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internal_weight=4358.88 2646.19 1053.86 1592.33 1712.69 1382.89 329.794
internal_count=13547 8555 3584 4971 4992 3942 1050
is_linear=0
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Tree=682
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decision_type=2 2 2 2 2 2
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internal_weight=4837.82 4815.13 71.6669 4743.47 22.6882 16.9963
internal_count=13547 13480 199 13281 67 50
is_linear=0
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Tree=683
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decision_type=2 2 2 2 2 2
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internal_weight=3606.58 3570.5 441.141 3129.36 36.0788 33.8227
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is_linear=0
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Tree=684
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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=685
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decision_type=2 2 2
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internal_value=0.000161513 0.000139034 0.000117672
internal_weight=4802.89 4797.45 4791.17
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is_linear=0
shrinkage=0.0168881


Tree=686
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decision_type=2 2 2 2 2 2
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internal_weight=3588.84 3563.17 1108.37 2454.8 25.6694 20.5625
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is_linear=0
shrinkage=0.0168881


Tree=687
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split_gain=9.08844 5.84918 5.15982 5.13608 4.27893 4.68485 2.36102
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decision_type=2 2 2 2 2 2 2
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internal_weight=4320.74 4286.29 1360.98 2925.3 34.4513 7.72217 26.7291
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is_linear=0
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Tree=688
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threshold=4.366666666666668 -0.019049999999999994 0.18900000000000003 0.59050000000000014
decision_type=2 2 2 2
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leaf_weight=11.063047751784323 5.4611402153968802 1612.1950524002314 4.2472312152385703 3170.068589374423
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internal_weight=4803.04 4797.57 15.3103 4782.26
internal_count=13446 13431 44 13387
is_linear=0
shrinkage=0.0168881


Tree=689
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split_feature=34 31 143 42 129 11 27
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decision_type=2 2 2 2 2 2 2
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internal_weight=3588.26 3526.4 901.36 2625.04 61.8667 33.1483 28.7184
internal_count=13446 13275 3562 9713 171 92 79
is_linear=0
shrinkage=0.0168881


Tree=690
num_leaves=8
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decision_type=2 2 2 2 2 2 2
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internal_weight=4320.24 4285.93 2925.37 1360.57 34.3032 7.66797 26.6352
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is_linear=0
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Tree=691
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threshold=4.366666666666668 0.48916666666666669 -0.019049999999999994
decision_type=2 2 2
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internal_value=0.000156349 0.000134368 0.000113256
internal_weight=4803.03 4797.56 4791.28
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is_linear=0
shrinkage=0.0168881


Tree=692
num_leaves=7
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split_feature=85 110 102 97 137 92
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decision_type=2 2 2 2 2 2
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leaf_count=47 6750 1850 2488 2246 12 53
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internal_weight=3587.47 3550.13 1107.92 2442.21 37.3389 33.5413
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is_linear=0
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Tree=693
num_leaves=7
num_cat=0
split_feature=124 124 6 37 6 145
split_gain=6.16021 6.67662 8.23714 7.23781 4.76784 4.09741
threshold=3.2250000000000005 3.1000000000000005 1549.4928382257153 0.15066687113135027 1554.6609998506178 0.55695000000000017
decision_type=2 2 2 2 2 2
left_child=1 3 -3 -1 5 -2
right_child=4 2 -4 -5 -6 -7
leaf_value=-0.0062933692744854665 -0.011229963454382135 0.0041044840989359838 0.027920136908033327 0.00018337360597563796 0.0088261484635764696 0.00089033592484512661
leaf_weight=49.792703628540039 29.980272576212883 23.476999387145046 5.0302415937185279 4206.3588032275438 5.4317435324192038 10.823353558778761
leaf_count=256 107 79 19 12957 20 34
internal_value=9.59923e-05 0.000162162 0.00830793 0.000107596 -0.00603541 -0.00801441
internal_weight=4330.89 4284.66 28.5072 4256.15 46.2354 40.8036
internal_count=13472 13311 98 13213 161 141
is_linear=0
shrinkage=0.0168881


Tree=694
num_leaves=8
num_cat=0
split_feature=135 150 130 12 121 10 129
split_gain=5.69579 6.35011 5.63794 5.58688 6.33859 4.60007 3.33617
threshold=-0.73799999999999988 0.47994140021624965 1.0500000000000003 1.0000000180025095e-35 0.95000000000000007 4.3000000000000007 0.3665000000000001
decision_type=2 2 2 2 2 2 2
left_child=1 6 -3 4 -2 -5 -1
right_child=3 2 -4 5 -6 -7 -8
leaf_value=0.018057049979374233 0.0073092408591123462 0.010393785304028435 0.00018822699174511021 0.00019962211765234562 -0.0013935735304347197 0.014698508627027892 0.0055238727531081956
leaf_weight=10.991380780935289 24.450674116611481 18.164291977882385 102.91744957864285 3633.9256511628628 1001.9138914644718 6.2516283690929404 13.511891782283781
leaf_count=30 68 51 291 10154 2824 17 37
internal_value=1.68719e-05 0.00330637 0.00171945 -8.57476e-05 -0.00118622 0.00022453 0.011147
internal_weight=4812.13 145.585 121.082 4666.54 1026.36 3640.18 24.5033
internal_count=13472 409 342 13063 2892 10171 67
is_linear=0
shrinkage=0.0168881


Tree=695
num_leaves=7
num_cat=0
split_feature=85 99 14 148 144 85
split_gain=7.63102 6.41251 10.8665 8.72552 5.23982 3.95605
threshold=0.11851851851851845 1.0000000180025095e-35 0.55000000000000016 0.25070180469638537 0.031250000000000007 0.15417582417582407
decision_type=2 2 2 2 2 2
left_child=1 2 -1 -3 5 -2
right_child=4 3 -4 -5 -6 -7
leaf_value=0.008882812214131508 -0.0078577184936029151 0.0014503425759847053 -0.0052369072258182103 -0.00040631310792334035 0.020404424978542429 -0.0021991618862554391
leaf_weight=17.803498968482018 41.428165130317211 1111.4663792848587 122.50090746581554 2059.8246528655291 2.74439813196659 236.04891550540924
leaf_count=67 154 4078 525 7642 12 994
internal_value=-0.000138355 8.80751e-05 -0.00344504 0.000244395 -0.00281434 -0.0030441
internal_weight=3591.82 3311.6 140.304 3171.29 280.221 277.477
internal_count=13472 12312 592 11720 1160 1148
is_linear=0
shrinkage=0.0168881


Tree=696
num_leaves=7
num_cat=0
split_feature=34 91 77 117 144 53
split_gain=5.60954 7.64154 6.06071 5.9812 5.38553 4.21604
threshold=5.2750000000000012 -0.38874999999999987 0.099999999999999964 0.41650000000000004 -0.0043499999999999988 2.7050000000000005
decision_type=2 2 2 2 2 2
left_child=2 -2 5 -3 -4 -1
right_child=1 3 4 -5 -6 -7
leaf_value=-0.013411103956029988 0.027743373367541468 0.0045503780096054231 -0.0023196601438094668 -0.0077205118597730342 0.00036905892477290183 0.00010337675603743567
leaf_weight=15.818220198154451 2.0421607345342627 14.005389645695685 224.37641847133636 59.238889068365097 4004.1405581533909 11.271267145872114
leaf_count=47 10 69 688 305 12316 37
internal_value=9.45177e-05 -0.00447507 0.000175365 -0.00537379 0.000226382 -0.00778721
internal_weight=4330.89 75.2864 4255.61 73.2443 4228.52 27.0895
internal_count=13472 384 13088 374 13004 84
is_linear=0
shrinkage=0.0168881


Tree=697
num_leaves=8
num_cat=0
split_feature=135 23 90 128 121 126 10
split_gain=5.5706 6.34159 7.05094 5.46358 6.19219 4.9815 4.469
threshold=-0.73799999999999988 1.9285714285714288 0.20833333333333337 1.0000000180025095e-35 0.95000000000000007 1.7890000000000004 4.3000000000000007
decision_type=2 2 2 2 2 2 2
left_child=1 5 -3 4 -2 -1 -5
right_child=3 2 -4 6 -6 -7 -8
leaf_value=0.019254524158722378 0.0072186986505027393 0.00091993263357871384 0.018472451614474573 0.0001975782983266405 -0.0013782032169449301 0.0018869338028651237 0.014476104370633331
leaf_weight=11.629637926816942 24.478920489549637 119.1893363147974 6.9055461287498465 3634.0126361697912 1001.6204789280891 7.9222925901412955 6.2624351084232321
leaf_count=32 68 335 20 10154 2824 22 17
internal_value=1.68629e-05 0.0032693 0.00188142 -8.4647e-05 -0.00117309 0.0122187 0.00022215
internal_weight=4812.02 145.647 126.095 4666.37 1026.1 19.5519 3640.28
internal_count=13472 409 355 13063 2892 54 10171
is_linear=0
shrinkage=0.0168881


Tree=698
num_leaves=8
num_cat=0
split_feature=95 138 27 133 100 102 126
split_gain=5.6123 6.70642 6.47905 5.54054 5.38795 4.76111 3.11908
threshold=-2.2499999999999982 11.500000000000002 0.50472222222222241 0.26800000000000007 0.36500000000000005 1.0275000000000001 1.1340000000000001
decision_type=2 2 2 2 2 2 2
left_child=3 2 -2 6 -5 -3 -1
right_child=1 5 -4 4 -6 -7 -8
leaf_value=0.0033869239040409246 -0.0010942286394679337 -0.0057701612339730885 0.00083774952481127977 -0.0059165697690063308 0.0010457481378121749 8.0663433822945805e-06 -0.014354266066932081
leaf_weight=3.8472314178943625 1324.7947520837188 117.51723704487085 790.46305871009827 32.525716155767441 1249.3008210211992 62.182827532291412 10.628748327493666
leaf_count=12 5574 468 3034 103 3973 274 34
internal_value=-0.000136586 -0.00063835 -0.000372245 0.000751713 0.000869063 -0.00377055 -0.00963758
internal_weight=3591.26 2294.96 2115.26 1296.3 1281.83 179.7 14.476
internal_count=13472 9350 8608 4122 4076 742 46
is_linear=0
shrinkage=0.0168881


Tree=699
num_leaves=7
num_cat=0
split_feature=124 124 0 37 7 133
split_gain=5.98096 6.5181 7.48224 6.99776 3.6862 4.48181
threshold=3.2250000000000005 3.1000000000000005 1662.1980590316855 0.15066687113135027 -65.63375760666132 0.84500000000000008
decision_type=2 2 2 2 2 2
left_child=1 3 -3 -1 -2 -6
right_child=4 2 -4 -5 5 -7
leaf_value=-0.006214694601109929 0.014865661376553041 0.004598949623829938 0.028960474928512041 0.00017825486407524918 0.0063397817550163733 -0.0092370101030900403
leaf_weight=49.40695770829916 2.3018791377544394 24.376975283026699 4.2186138182878485 4206.8279874026775 6.123615860939025 37.633045822381973
leaf_count=256 10 85 13 12957 19 132
internal_value=9.29608e-05 0.000158034 0.00819399 0.000104039 -0.00596029 -0.0070565
internal_weight=4330.89 4284.83 28.5956 4256.23 46.0585 43.7567
internal_count=13472 13311 98 13213 161 151
is_linear=0
shrinkage=0.0168881


Tree=700
num_leaves=8
num_cat=0
split_feature=30 135 56 134 12 120 27
split_gain=7.01457 8.28859 7.52172 5.97983 5.53703 6.92829 4.94665
threshold=0.43875000000000003 0.22700000000000004 1.9550000000000003 -0.82899999999999985 1.0000000180025095e-35 0.52800000000000014 0.67225000000000013
decision_type=2 2 2 2 2 2 2
left_child=4 3 -3 -2 5 -1 -6
right_child=1 2 -4 -5 6 -7 -8
leaf_value=0.0066733311996524814 0.020919907375305066 0.018589825389337799 0.0014311594329745353 0.00036914302956348496 0.00027704096884031515 -0.0014209531147162113 -0.0070298794310450592
leaf_weight=31.096868246793747 4.2544134557247153 18.190256685018543 12.160908132791517 79.474236994981766 3640.157390460372 1000.0043478906155 26.617240399122238
leaf_count=89 12 51 35 227 10163 2817 78
internal_value=1.70195e-05 0.00415481 0.0117157 0.00141372 -8.34545e-05 -0.00117681 0.000223993
internal_weight=4811.96 114.08 30.3512 83.7287 4697.88 1031.1 3666.77
internal_count=13472 325 86 239 13147 2906 10241
is_linear=0
shrinkage=0.0168881


Tree=701
num_leaves=8
num_cat=0
split_feature=85 28 85 86 123 85 23
split_gain=7.4647 6.08214 5.67664 6.78059 5.64451 3.81154 1.89017
threshold=0.11851851851851845 5.8166666666666673 -0.3342156862745097 1.8441295546558709 0.40850000000000003 0.15417582417582407 2.4500000000000006
decision_type=2 2 2 2 2 2 2
left_child=2 5 3 -1 -4 -2 -3
right_child=1 6 4 -5 -6 -7 -8
leaf_value=-0.0077924366290765129 -0.0069067852924932409 0.0012811052940382901 0.0084107030419211196 0.0043377607100730129 -0.00012747266294590236 -0.0011390090010777669 -0.012599892211096813
leaf_weight=14.474380031228064 38.487841501832008 3.2136405706405666 22.239675208926201 142.74303294718266 3131.385100223124 216.57702562212944 21.459137059748173
leaf_count=50 142 14 89 465 11708 898 106
internal_value=-0.000134943 -0.00278405 8.88766e-05 0.00322082 -6.72522e-05 -0.00200944 -0.0107909
internal_weight=3590.58 279.738 3310.84 157.217 3153.62 255.065 24.6728
internal_count=13472 1160 12312 515 11797 1040 120
is_linear=0
shrinkage=0.0168881


Tree=702
num_leaves=7
num_cat=0
split_feature=95 31 85 48 79 137
split_gain=6.41975 7.72874 5.95253 5.63667 5.42704 5.33845
threshold=-8.2499999999999964 1.4173913043478261 -0.35223443223443218 3.3350000000000004 2.5967863419533024 3.8500000000000001
decision_type=2 2 2 2 2 2
left_child=1 4 5 -4 -1 -2
right_child=2 -3 3 -5 -6 -7
leaf_value=0.00043508017981751159 -0.015602093292727836 0.0227293990923567 8.3407048258668284e-05 0.0081445270768365878 -0.0039361800038660352 -0.0027222030116615184
leaf_weight=119.7009212821722 10.228092625737188 3.488974153995513 3795.4281498342752 24.901958450675011 250.52008939534426 89.507158070802689
leaf_count=485 36 12 11448 79 994 313
internal_value=-0.000171997 -0.00228695 2.96212e-05 0.000135959 -0.00252279 -0.00404335
internal_weight=4293.78 373.71 3920.07 3820.33 370.221 99.7353
internal_count=13367 1491 11876 11527 1479 349
is_linear=0
shrinkage=0.0168881


Tree=703
num_leaves=7
num_cat=0
split_feature=86 31 53 1 11 131
split_gain=4.97782 8.60875 7.43433 8.03337 6.08098 4.23784
threshold=3.0956959706959712 1.0000000180025095e-35 2.1350000000000002 1478.7614418017527 2.6214285714285719 0.38750000000000007
decision_type=2 2 2 2 2 2
left_child=1 -1 4 -4 -2 -3
right_child=2 5 3 -5 -6 -7
leaf_value=0.028015180524601467 -0.0043734042532388362 0.0033570279255358596 0.0052878970802598081 -0.0018997524516836137 0.0057607561535388532 0.00013089491285220685
leaf_weight=3.1801024675369254 224.85799613595009 119.41447877883911 72.054202556610107 115.33697503805161 18.256424427032471 4223.0373830795288
leaf_count=9 684 328 204 329 55 11758
internal_value=6.83565e-05 0.000239965 -0.00166384 0.000863859 -0.00361228 0.000219617
internal_weight=4776.14 4345.63 430.506 187.391 243.114 4342.45
internal_count=13367 12095 1272 533 739 12086
is_linear=0
shrinkage=0.0168881


Tree=704
num_leaves=7
num_cat=0
split_feature=85 144 85 147 79 0
split_gain=7.62386 5.54496 6.34215 6.04079 4.08905 3.10346
threshold=0.47230769230769221 -0.0017499999999999996 -0.19888888888888887 0.46506403181766159 3.2489714609078679 1418.2178653439503
decision_type=2 2 2 2 2 2
left_child=1 3 -3 -1 5 -2
right_child=4 2 -4 -5 -6 -7
leaf_value=-0.00056195799380718387 0.0065868184377917138 0.002888934905641316 0.0001887702488112336 -0.0057078303039794082 0.0094714098146868996 -0.011022865420189258
leaf_weight=269.19600948691368 3.1498630046844474 271.31436115503311 2899.4467886388302 85.807479478418827 3.646050199866294 30.242383547127247
leaf_count=1010 12 929 10913 320 19 164
internal_value=0.000115642 0.00019572 0.000419825 -0.00180583 -0.00750642 -0.00936099
internal_weight=3562.8 3525.76 3170.76 355.003 37.0383 33.3922
internal_count=13367 13172 11842 1330 195 176
is_linear=0
shrinkage=0.0168881


Tree=705
num_leaves=7
num_cat=0
split_feature=95 31 85 137 137 54
split_gain=6.28521 7.49413 5.81172 5.27428 4.6809 4.60379
threshold=-8.2499999999999964 1.4173913043478261 -0.35223443223443218 3.8500000000000001 10.850000000000003 1.8250000000000004
decision_type=2 2 2 2 2 2
left_child=1 4 3 -2 -1 -4
right_child=2 -3 5 -5 -6 -7
leaf_value=-0.0012359861209750563 -0.01553500763725873 0.022249783499737292 9.579965346859954e-05 -0.0026880812487848071 -0.0053610091065092918 0.0088607237582607936
leaf_weight=256.70015367120504 10.150734946131704 3.5230352878570548 3803.0305832177401 89.372627347707748 113.00940597057343 17.16863825917244
leaf_count=1030 36 12 11471 313 449 56
internal_value=-0.000169163 -0.00226328 3.02308e-05 -0.00399866 -0.00249695 0.000135198
internal_weight=4292.96 373.233 3919.72 99.5234 369.71 3820.2
internal_count=13367 1491 11876 349 1479 11527
is_linear=0
shrinkage=0.0168881


Tree=706
num_leaves=8
num_cat=0
split_feature=130 39 102 122 11 7 145
split_gain=5.04456 6.35976 5.19195 5.07153 8.92779 4.89433 4.89144
threshold=0.41450000000000004 0.55504414203496133 0.54050000000000009 0.73000000000000009 0.84523809523809534 12.248910181587123 0.96995000000000009
decision_type=2 2 2 2 2 2 2
left_child=1 5 -3 4 -2 -1 -5
right_child=3 2 -4 6 -6 -7 -8
leaf_value=-0.0076544432826976738 0.0093670860309365642 -0.0050655834503309551 0.020853419532850116 0.00012214146671809281 0.00060161591957817002 0.010846387203964468 -0.0032714364526167669
leaf_weight=57.300591558218002 45.943847864866257 4.0734582245349866 4.7999933063983917 4415.999454960227 118.94437620043755 4.3895094096660605 124.55571854114532
leaf_count=160 125 12 14 12368 329 12 347
internal_value=6.74869e-05 -0.00441449 0.00895243 0.000134705 0.00304415 -0.0063376 2.90439e-05
internal_weight=4776.01 70.5636 8.87345 4705.44 164.888 61.6901 4540.56
internal_count=13367 198 26 13169 454 172 12715
is_linear=0
shrinkage=0.0168881


Tree=707
num_leaves=8
num_cat=0
split_feature=144 136 111 144 19 142 142
split_gain=5.2297 5.54973 9.43411 5.60277 5.1977 4.79863 4.27471
threshold=-0.0017499999999999996 3.1500000000000008 27.850000000000005 -0.00074999999999999991 4.5000000000000009 1.9950000000000003 -2.4334999999999996
decision_type=2 2 2 2 2 2 2
left_child=4 2 -2 -3 6 -6 -1
right_child=1 3 -4 -5 5 -7 -8
leaf_value=0.024876230683378589 0.0023351234908217788 0.003708327319401369 0.02209660394622795 -2.2734230803227081e-06 0.0055416734962823481 -0.01089311140325069 -0.002728854998614538
leaf_weight=1.6077006459236134 196.60187643021345 120.93700414896011 7.1405251473188391 2876.8189431726933 40.378643028438091 5.7930708974599829 313.54743275791407
leaf_count=5 777 448 26 10747 142 20 1202
internal_value=0.000113356 0.000330731 0.00302785 0.000147414 -0.0018126 0.00347906 -0.00258794
internal_weight=3562.83 3201.5 203.742 2997.76 361.327 46.1717 315.155
internal_count=13367 11998 803 11195 1369 162 1207
is_linear=0
shrinkage=0.0168881


Tree=708
num_leaves=7
num_cat=0
split_feature=95 31 48 85 79 130
split_gain=6.15061 7.26923 5.72771 5.80008 5.33787 3.5667
threshold=-8.2499999999999964 1.4173913043478261 3.3350000000000004 -0.35223443223443218 2.5967863419533024 2.2360000000000002
decision_type=2 2 2 2 2 2
left_child=1 4 3 -2 -1 -4
right_child=2 -3 5 -5 -6 -7
leaf_value=0.00046350607985591011 -0.0040735542447122635 0.021789995410993166 0.016201618842264436 8.289025104210155e-05 -0.0038761763484376609 0.0031873621918397962
leaf_weight=119.53393113613129 98.2313202470541 3.5558714717626563 9.4691885262727755 3795.3525827676058 249.65275703370571 16.439448237419128
leaf_count=485 346 12 30 11448 994 52
internal_value=-0.00016645 -0.0022395 3.06902e-05 -2.19667e-05 -0.00247102 0.00794491
internal_weight=4292.24 372.743 3919.49 3893.58 369.187 25.9086
internal_count=13367 1491 11876 11794 1479 82
is_linear=0
shrinkage=0.0168881


Tree=709
num_leaves=8
num_cat=0
split_feature=130 37 7 56 104 104 135
split_gain=4.94132 7.1931 4.89904 4.85345 6.93182 4.73708 3.26664
threshold=0.41450000000000004 0.20137679838008113 12.248910181587123 2.3950000000000005 1.1845000000000001 1.2005000000000001 0.027000000000000007
decision_type=2 2 2 2 2 2 2
left_child=1 6 -3 5 -5 -2 -1
right_child=3 2 -4 4 -6 -7 -8
leaf_value=0.018507585044332718 6.8185343864898698e-05 -0.0077968863878921163 0.010705496831119467 -0.0016769944587721442 -0.013942044248838364 0.0021795744729230055 -0.0016586161876984775
leaf_weight=5.1260463297367078 4265.8914237320423 56.85904061794281 4.3958612382411948 98.160828351974487 15.17514708638191 326.24718108773232 4.13825723528862
leaf_count=15 11896 159 12 288 45 940 12
internal_value=6.64749e-05 -0.00437082 -0.00646866 0.00013298 -0.00331947 0.000218194 0.00949712
internal_weight=4775.99 70.5192 61.2549 4705.47 113.336 4592.14 9.2643
internal_count=13367 198 171 13169 333 12836 27
is_linear=0
shrinkage=0.0168881


Tree=710
num_leaves=8
num_cat=0
split_feature=96 26 102 92 55 133 145
split_gain=5.64109 11.4004 7.12092 9.26085 8.72753 7.09116 4.81856
threshold=2.5000000000000004 0.55414285714285716 1.0105000000000002 0.81416666666666682 1.8450000000000004 1.6125000000000003 0.94975000000000009
decision_type=2 2 2 2 2 2 2
left_child=1 5 3 -2 -4 -1 -3
right_child=2 6 4 -5 -6 -7 -8
leaf_value=0.00059338451073421585 -0.0015579579289755464 -0.0043200486450900881 6.3245910237407348e-05 0.021246175426076062 0.0055822125047362611 0.0033170534634245166 0.0090506749074731521
leaf_weight=852.40333483368158 1025.1217227876186 135.35283450037241 1047.3770984560251 5.1040273308753958 88.638933099806309 400.84991509467363 8.1488171815872175
leaf_count=2906 3839 563 4133 20 450 1425 31
internal_value=0.000111405 0.000948263 -0.000428176 -0.00144495 0.000493892 0.00146456 -0.0035606
internal_weight=3563 1396.75 2166.24 1030.23 1136.02 1253.25 143.502
internal_count=13367 4925 8442 3859 4583 4331 594
is_linear=0
shrinkage=0.0168881


end of trees

feature_importances:
Column_95=327
Column_85=281
Column_34=233
Column_36=214
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Column_42=134
Column_86=127
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Column_40=88
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Column_120=36
Column_134=36
Column_136=36
Column_132=35
Column_142=35
Column_48=34
Column_97=34
Column_38=33
Column_147=33
Column_44=31
Column_102=31
Column_135=29
Column_111=28
Column_10=27
Column_80=27
Column_92=27
Column_127=27
Column_56=26
Column_55=25
Column_100=25
Column_110=25
Column_5=24
Column_8=24
Column_50=24
Column_94=24
Column_78=23
Column_89=23
Column_54=22
Column_121=22
Column_126=22
Column_51=21
Column_103=21
Column_149=21
Column_77=20
Column_90=20
Column_104=20
Column_105=20
Column_106=20
Column_115=20
Column_131=20
Column_98=19
Column_109=19
Column_138=19
Column_12=18
Column_52=18
Column_122=18
Column_17=17
Column_124=17
Column_23=16
Column_79=16
Column_125=15
Column_146=14
Column_45=13
Column_46=12
Column_101=12
Column_150=10
Column_84=9
Column_119=9
Column_112=8
Column_113=8
Column_114=8
Column_128=8
Column_14=7
Column_118=7
Column_151=6
Column_13=5
Column_22=5
Column_107=5
Column_15=4
Column_116=4
Column_117=4
Column_16=3
Column_18=3
Column_19=3
Column_21=3
Column_24=3
Column_64=3
Column_129=3
Column_20=2
Column_69=2
Column_81=2
Column_108=2
Column_140=2
Column_62=1
Column_65=1
Column_70=1
Column_71=1
Column_73=1

parameters:
[boosting: gbdt]
[objective: multiclass]
[metric: multi_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 1500]
[learning_rate: 0.0168881]
[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: 12]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.70695]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 3]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.543465]
[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: 0.00145086]
[lambda_l2: 0.000235889]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 3]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null
