tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=33
objective=regression
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
feature_infos=[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] [0:1] [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]
tree_sizes=2615 2661 2662 2676 2661 2661 2669 2663 2674 2677 2683 2692 2706 2699 2710 2707 2729 2718 2724 2721 2730 2723 2732 2754 2752 2742 2740 2735 2751 2729 2723 2738 2737 2744 2752 2765 2746 2773 2751 2729 2759 2755 2746 2756 2760 2767 2756 2774 2762 2771 2728 2761 2757 2753 2767 2761 2763 2760 2747 2760 2772 2775 2762 2758 2772 2767 2757 2779 2769 2771 2768 2792 2765 2765 2786 2772 2777 2747 2762 2769 2771 2786 2779 2788 2779 2779 2780 2789 2764 2758 2770 2772 2787 2778 2765 2778 2765 2789 2782 2770

Tree=0
num_leaves=31
num_cat=0
split_feature=25 25 25 25 33 29 26 32 29 26 24 25 29 28 31 31 33 30 31 28 30 32 26 29 21 32 25 29 23 33
split_gain=980644 127737 64401.4 18043.5 11286.3 8166.19 7301.3 5923.74 3942.49 3729.92 3116.55 3015.13 2455.63 1912.6 2136.17 1848.59 1832.96 1445.43 1059.68 2501.44 1316.24 1253.29 1032.61 808.15 1039.95 692.102 687.911 572.623 505.725 474.324
threshold=0.5375000000000002 0.23450000000000001 0.9125000000000002 0.31250000000000006 0.83750000000000013 0.23750000000000002 0.90833333333333344 0.77500000000000013 0.41250000000000009 0.97083333333333344 0.037500000000000012 0.68750000000000011 0.18750000000000003 0.4609999875000001 0.77500000000000013 0.6625000000000002 0.5375000000000002 0.31875000000000003 0.26250000000000007 0.024875000125000005 0.0013749999975000004 0.9125000000000002 0.087500000000000008 1.0000000180025095e-35 1.0000000180025095e-35 0.9750000000000002 0.81250000000000011 0.4875000000000001 1.0000000180025095e-35 0.61250000000000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 6 8 7 -4 11 12 -3 13 18 15 -5 -7 -15 -2 -14 -13 19 20 23 -20 -22 24 -1 28 27 -19 -16 -27
right_child=2 3 5 4 -6 9 -8 -9 -10 -11 -12 17 16 14 25 -17 -18 26 21 -21 22 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=59.875590722351546 65.864919289623685 62.247607932342802 66.389587946082727 63.586685965192451 62.296623471255096 68.057045031157429 63.92507992762733 62.64540026700567 60.764938852820414 68.240461772593449 60.561245493111862 65.50090269651264 65.244352651406075 66.776186014856719 67.664752613380543 64.735138312061977 64.124004817446277 66.660952640846361 58.700267017132461 60.614452644661064 60.264602695778009 59.692602754905813 59.370709883049123 58.647894401227433 58.891761823100119 67.720579954677007 66.943828779192899 65.954982223982611 68.339402729347341 67.047702692411832
leaf_weight=21 30 47 34 21 48 78 22 21 29 266 28 20 40 36 25 28 23 20 35 20 24 20 28 24 22 22 21 27 20 20
leaf_count=21 30 47 34 21 48 78 22 21 29 266 28 20 40 36 25 28 23 20 35 20 24 20 28 24 22 22 21 27 20 20
internal_value=64.8882 61.2843 67.3177 62.9413 63.5669 67.8859 65.6234 64.1476 61.6819 67.9948 59.575 65.8793 64.5232 67.6697 67.424 65.3195 64.8353 66.2482 59.4327 59.5797 59.4058 59.0611 59.7833 59.1128 59.3722 67.6921 66.468 66.2554 67.9646 67.4002
internal_weight=0 451 669 229 153 501 168 105 76 467 222 146 84 201 123 58 63 88 194 139 119 55 52 67 43 87 68 47 45 42
internal_count=1120 451 669 229 153 501 168 105 76 467 222 146 84 201 123 58 63 88 194 139 119 55 52 67 43 87 68 47 45 42
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=25 25 25 25 30 26 32 30 29 26 24 33 25 30 21 33 31 26 31 28 30 32 26 29 21 31 33 23 22 33
split_gain=794322 103467 52177.4 14615.2 9380.46 7036.16 6909.21 4663.69 3193.42 2674.57 2524.41 2522.95 2128.72 1962.95 1912.43 1773.15 1680.25 1107.42 858.339 2026.17 1066.16 1015.17 836.415 654.602 842.36 494.093 515.828 456.742 405.973 376.328
threshold=0.5375000000000002 0.23450000000000001 0.88750000000000007 0.31250000000000006 0.44687500000000008 0.89583333333333337 0.6625000000000002 0.18750000000000003 0.41250000000000009 0.64750000833333343 0.037500000000000012 0.98700001000000015 0.6625000000000002 0.24837499875000005 1.0000000180025095e-35 0.4970000100000001 0.6625000000000002 0.70416666666666672 0.26250000000000007 0.024875000125000005 0.0013749999975000004 0.9125000000000002 0.087500000000000008 1.0000000180025095e-35 1.0000000180025095e-35 0.41250000000000003 0.77500000000000013 1.0000000180025095e-35 1.0000000180025095e-35 0.83750000000000013
left_child=1 10 5 8 7 12 13 -5 27 -6 18 25 16 -4 29 -9 -2 -14 19 20 23 -20 -22 24 -1 -8 -27 -3 -13 -15
right_child=2 3 6 4 9 -7 11 15 -10 -11 -12 28 17 14 -16 -17 -18 -19 21 -21 22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-4.5113209565480554 0.85488734820793422 -2.6816774566968284 1.1139179989047674 -1.5368899398379856 -1.3719937338973538 -1.1081774950027465 2.8292478652227495 0.6898525449633599 -3.7109077256301357 -2.6025660715605086 -3.8942317709326746 3.1062116379433493 0.81116059884428982 2.9126395547931847 1.6481467830899517 -0.45045924097299572 -0.2762638277063767 1.5813935865674702 -5.5691124071393698 -3.8463453221321107 -4.161210298538208 -4.676010291576385 -4.9657137768609187 -5.6162478446960451 -5.3967671307650482 2.123529576417059 2.7046875549214229 -2.0580651314362237 2.8787720348875401 2.313287973701954
leaf_weight=21 29 24 23 27 33 22 21 25 29 38 28 141 40 22 38 30 24 35 35 20 24 20 28 24 22 56 21 23 177 20
leaf_count=21 29 24 23 27 33 22 21 25 29 38 28 141 40 22 38 30 24 35 35 20 24 20 28 24 22 56 21 23 177 20
internal_value=0 -3.2435 2.18658 -1.75218 -1.18913 0.543845 2.66135 -0.46053 -2.88569 -2.03061 -4.78185 2.84291 0.827786 1.92809 2.16217 0.0678643 0.342668 1.1706 -4.90996 -4.77764 -4.93416 -5.24435 -4.5944 -5.19786 -4.96434 2.39929 2.28203 -2.37651 2.97962 2.62723
internal_weight=0 451 669 229 153 150 519 82 76 71 222 416 128 103 80 55 53 75 194 139 119 55 52 67 43 98 77 47 318 42
internal_count=1120 451 669 229 153 150 519 82 76 71 222 416 128 103 80 55 53 75 194 139 119 55 52 67 43 98 77 47 318 42
shrinkage=0.1

Tree=2
num_cat=0
split_feature=25 25 25 25 33 29 26 32 26 26 24 25 32 28 31 31 30 28 25 31 33 21 29 30 29 26 22 8 31 33
split_gain=643401 83808.3 42653.5 11838.3 7748.68 5819.72 5086.46 4293.13 2734.69 2383.81 2044.77 2032.32 1865.76 1435.6 1613.63 1361.01 1156.19 1043.77 1056.7 1057.64 785.826 1934.56 1163.92 1074.56 544.236 488.438 396.524 325.637 301.633 350.1
threshold=0.5375000000000002 0.23450000000000001 0.9125000000000002 0.31250000000000006 0.83750000000000013 0.23750000000000002 0.90833333333333344 0.77500000000000013 0.50366667083333339 0.97083333333333344 0.037500000000000012 0.6625000000000002 0.38750000000000007 0.4609999875000001 0.77500000000000013 0.6625000000000002 0.25337500000000007 0.26250000000000007 0.81250000000000011 0.77500000000000013 0.89400001500000015 1.0000000180025095e-35 1.0000000180025095e-35 0.023375000125000007 0.9750000000000002 0.27908333333333341 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.13750000000000004
left_child=1 10 6 8 7 -4 11 12 25 13 20 15 -5 -7 -15 -2 -14 -13 19 -19 22 -22 23 -1 -16 -3 -6 -11 -24 -30
right_child=2 3 5 4 26 9 -8 -9 -10 27 -12 17 16 14 24 -17 -18 18 -20 -21 21 -23 28 -25 -26 -27 -28 -29 29 -31
leaf_value=-4.4757303887400139 0.76939864334618235 -1.8424045231938362 1.1671604486072764 -0.77558327729885401 -2.3762438546728206 2.5979546247384491 -0.82845294800671665 -1.8679098055476235 -3.6008676981925967 2.7502072513588076 -3.5048085059438439 0.48244322069327944 0.64355720517536008 1.4864692240953445 2.4280341992011438 -0.24863745185236136 -0.37247230768802447 1.5190573237188485 1.866043399629139 0.59625733472682818 -3.4163376476453702 -4.7611010313034061 -5.049950833474437 -3.6256996631622318 1.8526138771664014 -2.458761889404721 -1.7968634196690152 2.330617378950119 -4.3359024333953853 -4.9139912691983314
leaf_weight=58 29 20 34 39 27 78 22 21 20 246 28 22 24 36 65 24 21 23 21 27 23 20 31 20 22 36 21 20 20 22
leaf_count=58 29 20 34 39 27 78 22 21 20 246 28 22 24 36 65 24 21 23 21 27 23 20 31 20 22 36 21 20 20 22
internal_value=0 -2.91915 1.96792 -1.57696 -1.07022 2.4303 0.589031 -0.589051 -2.59712 2.52226 -4.30366 0.802625 -0.269337 2.26235 2.04953 0.308401 0.16941 1.08428 1.27076 1.02075 -4.41896 -4.04181 -4.52636 -4.25777 2.28253 -2.23863 -2.12276 2.71866 -4.81335 -4.63871
internal_weight=0 451 669 229 153 501 168 105 76 467 222 146 84 201 123 53 45 93 71 50 194 43 151 78 87 56 48 266 73 42
internal_count=1120 451 669 229 153 501 168 105 76 467 222 146 84 201 123 53 45 93 71 50 194 43 151 78 87 56 48 266 73 42

Tree=3
num_cat=0
split_feature=25 25 25 25 26 29 26 28 31 24 21 26 33 25 28 26 26 28 31 33 30 26 30 33 28 32 33 29 26 23
split_gain=521155 67924.9 34549.4 10011.9 7533.76 4713.97 4120.03 2987.54 2162.48 3485.29 1975.86 1930.89 1743.65 1876.7 1711.94 1704.72 1223.12 1162.83 1307.04 857.186 838.391 695.495 581.004 541.292 465.804 445.497 445.669 412.301 408.367 353.951
threshold=0.5375000000000002 0.15000000000000005 0.9125000000000002 0.36750000000000005 0.64750000833333343 0.23750000000000002 0.90833333333333344 0.11725000125000003 0.26250000000000007 0.024875000125000005 1.0000000180025095e-35 0.97083333333333344 0.31649999500000009 0.68750000000000011 0.024875000125000005 0.68750000000000011 0.52083333333333337 0.4609999875000001 0.77500000000000013 0.98700001000000015 0.0013749999975000004 0.087500000000000008 0.28750000000000009 0.98700001000000015 0.21100000125000004 0.9750000000000002 0.61250000000000016 0.31250000000000006 1.0000000180025095e-35 1.0000000180025095e-35
left_child=1 8 6 16 7 -4 12 -5 9 14 22 17 -2 15 20 -14 24 -7 -19 -10 28 -22 -9 -15 -3 29 -27 -12 -1 -20
right_child=2 3 5 4 -6 11 -8 10 19 -11 27 -13 13 23 -16 -17 -18 18 25 -21 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-3.9070755231948127 -0.098089071160013031 -2.3973065367451425 1.0504444050438264 -1.573436771631241 -2.0486950730168543 2.3381591961934016 -0.74560764215209274 -1.0775524829115186 -4.6064370155334471 -2.5193234839222649 0.59214856579899788 2.4467932568456896 0.9741871657194916 1.4203395225784996 -3.0279338073730471 -0.16028981506824494 -2.9610094399679276 1.3378223133997786 2.0220405998229984 -3.8222573459148408 -3.3357370336850489 -4.1052682835122818 -0.32444529592990878 0.85156930729194924 -1.8510346477901614 2.1306305040012705 1.4783947801589967 -0.028666730710993644 -4.4450618921324265 2.5864484024047854
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internal_value=0 -2.62724 1.77113 -1.43488 -0.93535 2.18727 0.530128 -0.475025 -3.89037 -3.68398 -0.213498 2.27004 0.722362 0.867926 -3.87957 0.417651 -2.29879 2.03612 1.84458 -4.36881 -4.03302 -3.71232 -0.710183 1.20405 -2.08149 2.05427 1.82004 0.260085 -4.26854 2.27289
internal_weight=0 451 669 232 147 501 168 104 219 153 84 467 146 124 131 53 85 201 123 66 111 47 41 71 64 87 42 43 64 45
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Tree=4
num_cat=0
split_feature=25 25 25 25 30 26 32 30 28 28 24 29 29 33 26 30 21 25 26 31 22 32 26 26 31 23 26 33 22 29
split_gain=422135 55019.1 28398.7 8238.7 5758.15 4280.51 4050.59 2913.93 1809.25 1771.07 3177.72 1731.34 1663.8 1489.75 1408.22 1307.4 1420.3 1198.93 1103.85 1033.06 1031.81 868.875 788.676 453.277 437.571 297.134 270.993 259.748 250.434 120.079
threshold=0.5375000000000002 0.15000000000000005 0.88750000000000007 0.31250000000000006 0.48737500000000006 0.89583333333333337 0.6625000000000002 0.18750000000000003 0.41250000000000009 0.18750000000000003 0.024875000125000005 0.41250000000000009 0.41250000000000009 0.98700001000000015 0.015375000416666668 0.24837499875000005 1.0000000180025095e-35 0.6625000000000002 0.050583332916666675 0.6625000000000002 1.0000000180025095e-35 0.56250000000000011 0.70416666666666672 0.90833333333333344 0.57500000000000007 1.0000000180025095e-35 1.0000000180025095e-35 0.83750000000000013 1.0000000180025095e-35 0.41250000000000009
left_child=1 9 5 12 7 17 15 -5 -9 10 14 -6 25 23 26 -4 27 19 -16 -2 -20 -11 29 24 -8 -3 -1 -17 -15 -19
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leaf_weight=21 29 25 23 27 25 22 38 38 20 35 21 43 30 141 20 22 38 20 21 24 22 33 35 32 28 24 46 20 177 20
leaf_count=21 29 25 23 27 25 22 38 38 20 35 21 43 30 141 20 22 38 20 21 24 22 33 35 32 28 24 46 20 177 20
internal_value=0 -2.36451 1.59401 -1.2914 -0.86319 0.382093 1.94428 -0.314482 0.0850001 -3.50133 -3.31049 -1.54907 -2.12071 2.08329 -3.49487 1.38284 1.57387 0.603559 -3.15545 0.23949 -3.44093 -3.9251 0.860835 1.7424 1.89215 -1.76162 -3.81402 1.97466 2.18834 0.5575
internal_weight=0 451 669 232 153 150 519 85 58 219 151 68 79 416 130 103 80 128 63 53 43 68 75 98 66 49 67 42 318 40
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Tree=5
num_cat=0
split_feature=25 25 25 25 26 29 26 31 21 26 26 28 24 26 32 33 26 31 33 32 31 31 32 26 26 33 26 8 26 29
split_gain=341930 44600.7 23003 6582.7 6397.8 3483.27 3467.21 1890.48 1752.44 1369.38 1324.25 1192.77 2399.84 1190.72 1151.51 1121.02 837.088 802.018 1171.52 770.441 764.909 1049.37 502.086 494.486 434.407 347.594 1013.53 279.831 219.504 140.695
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leaf_count=21 24 36 27 21 21 43 22 36 37 20 228 37 22 27 32 20 33 27 37 36 45 41 20 26 20 25 22 20 46 48
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internal_weight=0 451 669 229 135 519 150 94 73 47 472 222 149 127 94 128 60 84 57 73 224 181 44 62 41 136 63 248 67 73
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Tree=6
num_cat=0
split_feature=25 25 25 1 25 26 29 29 32 33 28 28 28 24 26 26 31 32 28 26 22 32 26 25 24 31 0 8 26 21
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internal_weight=0 451 669 232 203 113 501 168 90 147 74 53 219 151 130 456 171 127 66 63 43 68 45 91 56 129 91 285 67 63
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Tree=33
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Tree=34
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Tree=35
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Tree=36
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split_gain=557.808 645.559 436.809 352.807 355.21 330.012 264.843 545.607 653.889 334.536 475.271 454.837 410.338 421.254 310.018 250.385 272.12 343.778 282.224 203.564 196.44 263.168 310.269 311.67 149.684 150.094 458.428 116.469 105.146 60.4671
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Tree=41
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Tree=42
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Tree=43
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Tree=48
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Tree=49
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Tree=50
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Tree=57
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Tree=64
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Tree=69
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Tree=71
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Tree=75
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Tree=76
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Tree=77
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Tree=78
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Tree=80
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split_gain=20.5365 67.8567 68.411 360.228 157.244 180.816 45.067 38.1734 104.894 42.1113 122.7 176.345 102.475 38.5328 67.2177 94.0156 37.9973 150.374 53.8621 115.957 106.116 43.7594 41.3223 58.8039 42.9965 36.301 34.0266 75.2555 50.4743 33.3282
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Tree=81
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Tree=82
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Tree=83
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Tree=84
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Tree=85
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Tree=87
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split_gain=19.7078 25.4483 19.8231 173.686 163.286 98.263 387.867 122.488 81.489 152.453 194.92 127.591 131.071 115.921 87.1626 77.8658 51.6424 146.818 85.2709 166.033 147.98 71.6377 145.684 36.2863 32.5245 30.8637 37.6423 68.342 46.8171 37.1905
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Tree=88
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Tree=89
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Tree=90
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Tree=91
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split_gain=16.4436 27.898 23.8924 89.673 25.0927 20.7581 41.7775 98.1983 61.843 76.615 43.7085 133.337 105.18 129.611 102.311 100.61 304.178 113.869 127.793 171.884 100.799 63.2696 49.0121 103.351 63.5811 48.093 37.3236 108.816 31.5558 31.1764
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Tree=92
num_cat=0
split_feature=26 26 26 30 20 26 10 33 29 24 33 30 26 29 28 2 24 24 25 19 18 30 30 25 32 21 26 24 26 0
split_gain=13.732 36.3615 33.4195 44.7747 44.0392 130.411 21.8429 44.4693 235.038 94.772 50.8218 46.6238 32.076 19.8183 58.2749 40.8844 83.1314 48.9764 34.0562 41.9512 43.3797 68.9625 117.946 134.476 149.907 74.036 76.0296 50.1 40.8378 51.3075
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Tree=97
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Tree=98
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Tree=99
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left_child=-1 4 7 -4 5 6 -2 8 9 -3 -11 12 -10 -14 16 -16 17 18 21 -20 -21 22 24 -24 -15 -26 27 -27 -25 -28
right_child=1 2 3 -5 -6 -7 -8 -9 11 10 -12 -13 13 14 15 -17 -18 -19 19 20 -22 -23 23 28 25 26 29 -29 -30 -31
leaf_value=-0.064700655927581174 0.079344761893153204 -0.22742995619773865 -0.29272707778339585 0.06467449635267257 -0.053013521509292796 0.29392297118902205 -0.079431103114728577 0.081215048242699026 -0.1062317446426109 -0.083300102207188809 0.17008674833923579 0.11234268797561527 0.16732412159442903 -0.14063400667574671 -0.18415889523246073 -0.0049262792718681421 -0.10608182886132488 -0.037565617218968422 0.29157876798084809 -0.094047472164744433 0.17097295796549 0.10635414324821002 0.14529345755775769 -0.27228156335411535 0.16810829352848888 -0.017795904040336607 -0.16041486790547005 0.27335824126547037 -0.099416844674519139 0.0033974214353495176
leaf_weight=31 40 29 24 20 39 20 27 33 27 24 20 32 25 36 22 176 27 84 21 21 37 31 24 31 57 25 26 22 35 54
leaf_count=31 40 29 24 20 39 20 27 33 27 24 20 32 25 36 22 176 27 84 21 21 37 31 24 31 57 25 26 22 35 54
internal_value=0 0.0018418 -0.00294326 -0.130272 0.0384134 0.0793978 0.0153605 0.00315299 0.000245485 -0.0711361 0.0318757 0.0066549 0.00232455 0.00621184 0.000686728 -0.024841 0.0102055 0.0164352 0.0272354 0.132584 0.0750173 0.00282906 -0.00752345 -0.0937031 0.0277318 0.060673 0.012454 0.118489 -0.180611 -0.0498416
internal_weight=0 1089 963 44 126 87 67 919 886 73 44 813 781 754 729 198 531 504 420 79 58 341 310 90 220 184 127 47 66 80
internal_count=1120 1089 963 44 126 87 67 919 886 73 44 813 781 754 729 198 531 504 420 79 58 341 310 90 220 184 127 47 66 80

end of trees

feature_importances:
Column_26=588
Column_25=286
Column_33=242
Column_30=237
Column_28=225
Column_29=220
Column_31=207
Column_24=197
Column_32=197
Column_21=71
Column_0=59
Column_22=55
Column_20=52
Column_23=50
Column_2=29
Column_8=29
Column_4=27
Column_13=25
Column_17=23
Column_1=22
Column_12=22
Column_6=17
Column_11=17
Column_14=15
Column_3=14
Column_10=13
Column_15=13
Column_16=12
Column_5=9
Column_9=9
Column_7=6
Column_18=6
Column_19=6

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: -1]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[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: 4]
[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]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[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: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[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

tree
feature_infos=[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] [0:1] [0:1] [0:1] [0:1] [0:40] [0:100] [0:120] [0:48] [0:40] [0:40] [0:40] [0:100] [0:100] [0:100]
tree_sizes=3163 3035 4423 3345 3649 4066 4958 4501 4459 5132 5051 4447 5910 6235 7682 5716 6169 6269 6395 6296 6910 7181 6978 6869 7520 7666 8026 8741 7675 6266 5928 7416 7363 7299 6282 6394 6525 6346 6869 6558 6654 7813 6558 5786 7068 5221 5303 4720 6273 5497 5546 5865 7186 6556 6834 7446 5371 5814 6324 5915 5126 6211 6122 5724 4689 5339 6737 6966 5441 8997 5617 5538 5985 5258 5506 5066 4973 5515 5092 5567 5282 8671 7568 5860 7332 5795 3975 5131 4594 4599 4819 5492 3652 4750 3639 6390 7029 6850 4840 6968

Tree=0
num_leaves=35
num_cat=0
split_feature=25 25 25 25 30 29 26 30 1 25 29 26 26 29 33 33 25 30 33 33 26 29 29 26 26 29 26 25 30 29 30 26 30 25
split_gain=889116 113060 56628.4 15656.6 9794.87 6744.3 6391.3 4640.59 3480.03 2589.4 2466.72 2298.19 1734 1728.78 1627.75 1492.03 1051.77 900.571 893.319 857.938 747.928 592.646 543.616 1472.36 526.992 524.719 497.617 351.772 316.971 281.789 218.9 370.694 67.6064 39.6388
threshold=53.750000000000007 23.450000000000003 91.250000000000014 31.250000000000004 17.875000000000004 9.5000000000000018 109.00000000000001 7.5000000000000009 1.0000000180025095e-35 66.250000000000014 17.500000000000004 116.50000000000001 82.500000000000014 16.500000000000004 38.750000000000007 77.500000000000014 77.500000000000014 9.9349999500000017 72.349998500000012 36.250000000000007 88.500000000000014 39.000000000000007 9.5000000000000018 44.995001000000009 60.440000500000004 24.500000000000004 30.265000500000003 81.250000000000014 39.500000000000007 17.500000000000004 12.250000000000002 48.995001000000009 19.495000000000001 77.500000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 21 6 13 7 26 9 22 17 12 15 -7 19 -3 29 -6 -8 -9 -14 -2 -20 -1 -5 -24 30 -12 -4 33 32 -11 31 -19 -28 -16
right_child=2 3 5 4 10 11 16 8 -10 14 25 -13 18 -15 27 -17 -18 24 20 -21 -22 -23 23 -25 -26 -27 28 -29 -30 -31 -32 -33 -34 -35
leaf_value=60.406256214334434 64.762142829843469 62.705359965282042 65.397652564325966 62.992338074979493 64.543431282122313 67.205991883343842 63.60542311322444 65.287008863960992 66.30134763417793 64.735331178619631 62.415403500540428 67.702297205909673 63.938015978585888 61.573672808568894 66.027988103337051 63.199755269296176 64.896064851475643 64.854164647139044 65.575140909900227 65.87042363708936 64.407059303976354 62.089207422419513 65.010552262545943 63.405059477263173 64.968284489565846 63.489565916408871 65.927077895468955 66.514800874620079 65.710205997225316 65.433309369254573 63.769192387280818 64.112289388141221 66.988776517560822 65.541676024442296
leaf_weight=195 6.0000000000000027 43 8.0000000000000018 9.0000000000000018 12 180 11.000000000000002 8.9999999999999982 8.9999999999999982 5.9999999999999991 31 239 7.0000000000000009 26 42 12 6.9999999999999991 8.0000000000000053 7 21 6 9.9999999999999982 5.9999999999999991 9.9999999999999982 7.9999999999999991 10.999999999999998 6 21 9 8.9999999999999982 5.9999999999999991 10.999999999999998 6 7.9999999999999991
leaf_count=195 6 43 8 9 12 180 11 9 9 6 31 239 7 26 42 12 7 8 7 21 6 10 6 10 8 11 6 21 9 9 6 11 6 8
internal_value=64.8882 61.8743 66.9353 63.2586 63.7819 67.4097 65.5177 64.4463 64.9145 65.7195 63.041 67.4972 65.2045 62.2235 65.9917 63.8175 64.0729 64.5826 64.6196 65.6299 65.0415 60.4695 63.5388 63.9698 64.3823 62.6444 66.0858 66.1581 66.3013 65.1646 64.2003 64.4017 66.6167 65.9694
internal_weight=0 416 599 211 142 448 151 76 51 133 66 419 47 69 86 24 18 42 20 27 13 205 25 16 33 42 29 71 21 15 25 19 12 50
internal_count=1015 416 599 211 142 448 151 76 51 133 66 419 47 69 86 24 18 42 20 27 13 205 25 16 33 42 29 71 21 15 25 19 12 50

Tree=1
num_leaves=32
num_cat=0
split_feature=25 25 25 25 30 30 31 31 1 33 25 31 24 33 31 33 24 31 25 33 25 31 30 25 24 30 31 31 31 24 31
split_gain=748341 94522.3 47515.5 13156.3 8278.88 3978.62 3341.46 3000.16 2990.67 2080.31 1871.08 1730.57 1295 1255.12 1221.64 1192.5 1055.43 962.077 726.498 639.86 694.217 802.318 612.804 553.238 482.148 365.831 408.345 316.211 184.047 93.0308 29.8668
threshold=53.750000000000007 23.450000000000003 91.250000000000014 31.250000000000004 17.875000000000004 7.5000000000000009 82.750000000000014 77.500000000000014 1.0000000180025095e-35 98.700001000000015 66.250000000000014 3.4500000500000003 13.500000000000002 89.400001500000016 8.7500000000000018 77.500000000000014 1.5000000000000002 68.750000000000014 77.500000000000014 31.649999500000003 66.250000000000014 66.250000000000014 21.500000000000004 77.500000000000014 29.500000000000004 9.9349999500000017 68.750000000000014 32.899999500000007 77.500000000000014 26.000000000000004 32.899999500000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 6 17 5 12 11 -4 14 10 -8 -2 -5 -9 -7 22 -1 -3 29 -13 21 -21 -6 24 -11 -16 27 -27 30 -12 -22
right_child=2 3 7 4 15 8 9 13 -10 23 18 19 -14 -15 25 -17 -18 -19 -20 20 28 -23 -24 -25 -26 26 -28 -29 -30 -31 -32
leaf_value=-4.1740410240574484 -0.24986155153930675 -2.166151897701464 1.873648467804415 -0.48025618435060852 -1.5136391073471922 -1.1992530902866683 -0.36188176822928814 1.9558243823435311 1.3096887777228106 -0.24850958688635563 0.18778981871456379 0.35433514218918177 -1.7589810527353942 2.54499569496463 0.39670771797919085 -1.9618728622555304 -3.0764618650641156 -3.2725941037808974 1.5304791233688955 0.9372140740512146 0.79814585165316776 -0.12834665465139805 -0.52556429550350536 0.065103427927117596 -1.1613380175815176 0.0027840222459090363 0.34816610591081237 -0.64269419295120556 0.63959800776523634 0.66486756791943002 1.4765558446833527
leaf_weight=178 7.9999999999999991 55 113 11 10.000000000000002 6.9999999999999991 10.999999999999998 58 8.9999999999999982 9.0000000000000036 6.0000000000000027 10.999999999999998 14 277 7.9999999999999991 45 27 13.999999999999998 7.9999999999999991 22.000000000000004 5.9999999999999991 5.9999999999999991 10.999999999999998 8.9999999999999982 8 9.0000000000000053 5.9999999999999991 11.999999999999998 5.9999999999999991 8.9999999999999982 32
leaf_count=178 8 55 113 11 10 7 11 58 9 9 6 11 14 277 8 45 27 14 8 22 6 6 11 9 8 9 6 12 6 9 32
internal_value=0 -2.76604 1.87702 -1.50023 -1.02041 -0.409475 0.578514 2.31163 0.024042 0.087133 0.51209 0.896491 -1.24977 2.45125 -0.28366 -1.70161 -4.05055 -2.44914 0.926966 1.00921 1.1009 0.713479 -1.05908 -0.466426 -0.731912 -0.0628037 -0.211363 -0.382602 1.31887 0.505299 1.4005
internal_weight=0 416 599 211 142 76 151 448 51 60 34 91 25 335 42 66 205 69 23 83 72 28 21 26 17 35 27 21 44 15 38
internal_count=1015 416 599 211 142 76 151 448 51 60 34 91 25 335 42 66 205 69 23 83 72 28 21 26 17 35 27 21 44 15 38
shrinkage=0.0842163

Tree=2
num_leaves=46
num_cat=0
split_feature=24 26 24 0 24 24 24 0 24 26 29 31 26 33 26 29 28 28 29 26 29 30 26 29 26 26 28 30 1 29 26 30 28 29 26 29 30 31 28 29 26 28 26 4 33
split_gain=561302 53771.2 48435.9 24305.4 41493.7 9697.37 8782.35 7557.98 9069.39 5290.09 4988.67 4261.14 3301.17 2857.37 2677.79 1954.44 1937.47 1227.15 1209.33 1083.75 1078.84 1063.72 957.351 871.666 818.608 778.838 728.077 1151.21 695.103 635.005 601.608 401.527 378.837 311.424 570.751 259.83 402.421 170.514 165.051 137.465 123.387 108.201 85.2963 78.2167 2.58517
threshold=11.500000000000002 116.50000000000001 2.2500000000000004 1.0000000180025095e-35 22.500000000000004 16.500000000000004 36.000000000000007 1.0000000180025095e-35 6.3299999000000007 109.00000000000001 17.500000000000004 43.450001000000007 45.500000000000007 73.750000000000014 30.265000500000003 1.5000000000000002 33.100000500000007 8.4400000500000019 7.5000000000000009 15.025000000000002 39.000000000000007 19.495000000000001 55.500000000000007 0.88499999000000018 67.500000000000014 99.000000000000014 21.500000000000004 29.500000000000004 1.0000000180025095e-35 12.500000000000002 60.440000500000004 12.250000000000002 12.440000000000003 19.500000000000004 64.689998500000016 39.000000000000007 29.500000000000004 77.500000000000014 17.500000000000004 13.700000000000001 78.939998500000016 5.5000000000000009 42.000000000000007 1.0000000180025095e-35 53.750000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 20 5 10 16 9 8 -4 26 12 19 -5 15 -7 -10 17 -2 -14 -9 -1 31 -20 -8 28 38 27 33 32 -16 -24 -12 41 34 -6 36 -25 -35 -19 -32 44 -17 -21 -31 -40
right_child=1 -3 7 4 6 14 23 11 13 -11 21 -13 18 -15 29 24 -18 25 22 42 -22 -23 30 35 -26 -27 -28 -29 -30 43 39 -33 -34 37 -36 -37 -38 -39 40 -41 -42 -43 -44 -45 -46
leaf_value=-3.8750427111838799 -0.44001838786619946 2.3479288258942481 -2.2623660070247964 -1.7784792709945278 -0.069252312156913326 0.2957263738632202 0.81747518687070408 -0.48866961466956188 -1.4200104796869544 -1.1180194491426447 -1.3173561077249678 -3.2547342976287692 -1.0511274998072153 -1.6251497659193284 1.2030947756630566 -0.042936824471609868 -0.87848703618403035 1.2917564309772691 -0.56154560067183235 -2.0793242882610952 -2.2815695532930329 -2.0053906186382626 1.0131172446978203 2.2868763990454331 -0.72458822517876476 -0.090638958186263288 1.3482267108807755 1.4215476124110975 0.92262146225803621 1.9625508527514555 0.34701324702670355 -0.34457490134170055 -0.44300989897328524 0.31700394638289048 0.87644394301639994 1.0794982608941839 1.4167560150415177 -0.16709943776413202 0.59196748111624431 -0.10564505330546116 0.33718140739901298 0.38420141370453209 -1.0844067609495047 1.2643773339433784 1.0309514368407531
leaf_weight=173 5.9999999999999991 241 33 9.9999999999999982 6.0000000000000027 8.9999999999999982 7.9999999999999991 6.0000000000000027 5.9999999999999991 10.999999999999998 8.9999999999999982 27 6.9999999999999991 10.999999999999998 19 6.0000000000000098 5.9999999999999991 8.9999999999999982 9.9999999999999982 17.000000000000004 9.9999999999999982 33 6.0000000000000027 34 5.9999999999999991 5.9999999999999991 12.999999999999998 8.9999999999999982 6.9999999999999991 122 7.0000000000000009 5.9999999999999991 6.9999999999999991 13.000000000000002 14.999999999999998 6.9999999999999991 14.999999999999998 6.9999999999999991 9.0000000000000053 10 6.9999999999999991 10.999999999999998 5.9999999999999991 10.999999999999998 7.9999999999999991
leaf_count=173 6 241 33 10 6 9 8 6 6 11 9 27 7 11 19 6 6 9 10 17 10 33 6 34 6 6 13 9 7 122 7 6 7 13 15 7 15 7 9 10 7 11 6 11 8
internal_value=0 1.33628 -2.89785 0.786646 0.196527 1.43817 1.13304 -1.71182 -1.18972 0.494056 -1.11972 -2.47584 -0.510054 -0.49502 1.75694 -0.165248 0.412497 0.605201 -0.145237 -1.63815 -3.80531 -1.72345 0.08068 1.8464 0.0810518 0.775346 0.793079 0.617091 0.260713 1.8401 0.375561 -0.988823 0.0288035 0.400817 0.618383 1.97069 2.06564 0.147716 0.930172 0.0925607 0.733007 0.241379 -1.89429 1.91809 0.859197
internal_weight=0 689 326 448 236 212 138 143 87 74 98 56 50 54 161 43 51 45 40 29 183 48 33 64 37 39 63 50 31 152 23 15 24 41 21 56 49 20 33 17 24 17 23 133 17
internal_count=1015 689 326 448 236 212 138 143 87 74 98 56 50 54 161 43 51 45 40 29 183 48 33 64 37 39 63 50 31 152 23 15 24 41 21 56 49 20 33 17 24 17 23 133 17

Tree=3
num_leaves=36
num_cat=0
split_feature=25 25 25 25 27 29 1 27 28 32 32 25 28 31 27 29 28 27 28 31 31 25 29 28 30 29 25 31 27 27 28 31 27 30 27
split_gain=531262 66655.2 33548.1 9555.45 6229.79 4431.41 4396.87 4238.32 3232.4 2506.09 1654.07 1650.08 2424.84 1442.7 1314.33 1247.93 1091.94 1082.81 939.474 899.589 748.912 681.335 606.237 587.816 545.748 780.296 462.064 791.656 317.478 279.703 894.555 182.16 178.041 162.666 70.5118
threshold=53.750000000000007 15.000000000000002 91.250000000000014 31.250000000000004 30.399999500000003 9.5000000000000018 1.0000000180025095e-35 43.600000500000007 2.2500000000000004 22.500000000000004 71.250000000000014 66.250000000000014 8.4400000500000019 66.250000000000014 45.799999000000007 16.500000000000004 0.024999999500000005 33.000000000000007 19.500000000000004 32.899999500000007 68.750000000000014 77.500000000000014 39.000000000000007 19.500000000000004 19.495000000000001 24.500000000000004 81.250000000000014 77.500000000000014 29.400000500000004 25.875000000000004 13.500000000000002 51.250000000000007 39.600000500000007 14.000000000000002 19.600000500000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 22 7 15 6 16 8 11 -5 -10 29 13 -13 33 19 -3 34 -15 -12 -7 28 -9 -1 -8 -6 -26 27 -14 -21 30 -11 -30 -29 -2 -4
right_child=2 3 5 4 24 14 23 21 9 10 18 12 26 17 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 32 31 -31 -32 -33 -34 -35 -36
leaf_value=-3.4796604622957776 0.20327719395368099 -1.6880787039578538 0.060825420115274295 -1.6688733824210102 -0.80819880047257753 2.2276837012435484 0.22101530174352638 -1.0631011192141524 -1.8111609345663018 0.19378308511365797 -0.26747198882024453 -0.26909900293248107 1.1563178653347024 0.45684921247773919 2.1583582925614464 -2.5970338255589867 1.3202037791324677 -0.7147574685985566 -1.6004335787832638 0.49694379610958983 1.7851954190865624 -0.019309365340268014 -2.112278529815665 1.2777602526571257 -2.1421243049917837 -0.9740215837378251 1.385956588075695 0.58539084392352647 1.475979740692323 0.38269125469885701 -0.68112113132290608 0.78108904938258628 0.048567852249309401 0.75980648031028442 0.44824809832439766
leaf_weight=192 6.0000000000000027 45 7.0000000000000018 19 6.9999999999999991 36 7.9999999999999982 11.000000000000002 6.9999999999999991 24 7.9999999999999982 10.999999999999998 28 8.0000000000000018 257 27 15.999999999999998 12.999999999999998 7 5.9999999999999991 86 6.9999999999999991 9.9999999999999982 7 25 8.9999999999999982 23 18.000000000000004 25 9.9999999999999982 10.999999999999998 8.9999999999999982 5.9999999999999991 20 6
leaf_count=192 6 45 7 19 7 36 8 11 7 24 8 11 28 8 257 27 16 13 7 6 86 7 10 7 25 9 23 18 25 10 11 9 6 20 6
internal_value=0 -2.33205 1.58004 -1.28401 -0.869508 1.94523 -0.501899 0.488921 -0.733888 -0.441018 -0.244831 0.65335 0.8706 0.242621 2.0159 -2.07046 0.880002 -0.267796 -0.970305 1.77392 1.62203 -0.686849 -3.42644 0.778947 -1.73021 -1.88193 1.03956 0.855149 1.2244 0.0182115 -0.0962708 1.32889 0.460919 0.64775 0.264984
internal_weight=0 416 599 214 142 448 101 151 86 67 60 133 86 47 419 72 29 21 15 162 126 18 202 15 41 34 75 52 40 45 35 34 24 26 13
internal_count=1015 416 599 214 142 448 101 151 86 67 60 133 86 47 419 72 29 21 15 162 126 18 202 15 41 34 75 52 40 45 35 34 24 26 13

Tree=4
num_leaves=39
num_cat=0
split_feature=25 25 25 25 26 26 29 29 33 29 29 18 33 25 31 26 15 29 26 26 31 31 25 26 31 31 26 33 24 31 29 29 26 33 31 26 26 26
split_gain=445990 58776.9 30274.8 6759.27 5297.47 4417.69 2981.68 2828.06 2169.73 2055.46 1716.61 1509.77 1344.06 1191.75 1803.35 1131.69 1006.13 888.505 879.848 776.705 727.351 808.434 604.671 579.586 570.383 814.993 499.071 453.475 431.589 311.664 713.622 249.227 169.908 65.9379 902.315 33.2122 108.264 2.61916
threshold=53.750000000000007 15.000000000000002 88.750000000000014 31.250000000000004 76.000000000000014 109.00000000000001 9.5000000000000018 1.5000000000000002 98.700001000000015 16.500000000000004 0.88499999000000018 1.0000000180025095e-35 31.649999500000003 68.750000000000014 66.250000000000014 114.50000000000001 1.0000000180025095e-35 9.5000000000000018 66.500000000000014 53.500000000000007 97.500000000000014 8.7500000000000018 44.700001000000007 27.325000000000003 38.750000000000007 68.750000000000014 82.500000000000014 11.250000000000002 22.500000000000004 26.250000000000004 25.500000000000004 39.000000000000007 69.500000000000014 2.1000000000000005 1.0000000180025095e-35 87.439998500000016 78.939998500000016 113.00000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 5 9 7 12 10 -5 17 23 33 16 32 14 -14 24 -1 19 -10 -9 21 -19 -23 27 -8 -26 -16 -3 -28 -15 35 -6 -2 -4 -35 36 -31 -7
right_child=2 3 6 4 31 37 15 8 18 -11 -12 -13 13 29 26 -17 -18 20 -20 -21 -22 22 -24 -25 25 -27 28 -29 -30 30 -32 -33 -34 34 -36 -37 -38 -39
leaf_value=-3.3071813440467746 -0.40186113192407708 -1.1930055268910467 1.6858436780372308 -1.5788413854162204 -1.7372546750152238 -0.66134464666314807 1.9748156091475935 -0.052066902615176498 -1.7618140038686563 -2.4262853366990433 -0.19952401115354063 -1.6047743531242411 0.81063689474083978 0.25144711027442451 0.38380261126706716 1.9762024357825996 -1.5665201880576405 -0.81030920530301775 -0.33110719681820727 1.1388074390862093 -0.81211364603734693 -0.39798288325363329 0.30549762455977836 -1.5823294616965429 1.1052539969168402 1.6567766706316247 -0.89195631622035043 -0.16291756655091758 -0.062536842999683859 1.0495154324606799 0.24298237109435231 -0.89750619699932843 0.11759794289318877 0.26222454151969671 1.4642643839593179 1.2978340321017316 0.49291718092478737 -1.1538403738333256
leaf_weight=181 8.9999999999999982 5.9999999999999982 6.0000000000000027 11.999999999999998 31 9.9999999999999982 43 7.9999999999999982 6.9999999999999982 27 6.9999999999999991 7.9999999999999991 23 5.9999999999999991 6.0000000000000027 261 5.9999999999999991 6.9999999999999991 6 6 9.9999999999999982 10.999999999999998 28 31 41 89 7.0000000000000027 6 9.9999999999999982 13.000000000000002 8.9999999999999982 7.9999999999999991 6.9999999999999991 8 11 19 7.9999999999999991 5.9999999999999991
leaf_count=181 9 6 6 12 31 10 43 8 7 27 7 8 23 6 6 261 6 7 6 6 10 11 28 31 41 89 7 6 10 13 9 8 7 8 11 19 8 6
internal_value=0 -2.16407 1.46494 -1.15317 -0.789531 0.340017 1.7841 -0.438726 -0.251259 -1.82116 0.937343 -3.20643 0.521067 0.633567 0.304167 1.84343 -3.26296 -0.056747 -1.19476 0.513577 -0.208061 -0.0573351 0.100403 -1.3789 1.62937 1.49598 -0.219165 -0.746519 -0.444557 0.895177 0.965146 -1.60079 -0.183131 1.24958 1.00911 1.1144 0.880059 -0.92144
internal_weight=0 399 599 204 134 133 466 95 83 70 32 195 117 101 46 434 187 70 13 14 56 46 39 43 173 130 23 12 17 55 49 39 16 25 19 40 21 16
internal_count=998 399 599 204 134 133 466 95 83 70 32 195 117 101 46 434 187 70 13 14 56 46 39 43 173 130 23 12 17 55 49 39 16 25 19 40 21 16

Tree=5
num_leaves=43
num_cat=0
split_feature=25 25 25 25 30 27 30 19 27 27 18 1 33 25 27 27 28 15 27 30 28 1 28 28 28 25 27 28 28 30 30 33 27 27 33 33 28 28 30 27 27 27
split_gain=375722 49127.2 25434.6 5699.94 4482.46 3790.14 3726.34 2462.57 2186.39 1569.64 1376.87 1206.99 1144.96 1022.9 1541 1005.01 1394.62 912.952 809.731 1237.82 730.585 603.674 509.987 428.642 396.516 333.683 265.11 209.415 110.229 309.9 95.436 93.4865 438.006 82.6108 43.9007 39.9043 37.1434 139.015 19.6037 12.3391 6.70361 5.07353
threshold=53.750000000000007 15.000000000000002 88.750000000000014 31.250000000000004 17.875000000000004 43.600000500000007 7.5000000000000009 1.0000000180025095e-35 45.799999000000007 13.990000000000002 1.0000000180025095e-35 1.0000000180025095e-35 31.649999500000003 68.750000000000014 31.574999500000004 30.399999500000003 4.690000050000001 1.0000000180025095e-35 21.399999500000003 0.93500000500000013 8.4400000500000019 1.0000000180025095e-35 4.690000050000001 25.500000000000004 8.4400000500000019 44.700001000000007 34.975000500000007 19.500000000000004 19.500000000000004 9.9349999500000017 0.30000000000000004 98.700001000000015 33.799999000000007 33.799999000000007 97.349998500000012 69.849998500000012 20.500000000000004 33.100000500000007 19.495000000000001 29.400000500000004 41.975000500000007 45.199998500000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 5 9 6 12 20 10 18 30 17 22 24 14 38 16 -6 -1 19 -4 -5 -11 -8 26 -2 -24 33 34 29 -27 -3 35 -33 -16 -18 39 -20 -38 -14 -15 -34 -7
right_child=2 3 8 4 15 41 11 -9 -10 21 -12 -13 13 31 23 -17 27 -19 36 -21 -22 -23 25 -25 -26 28 -28 -29 -30 -31 -32 32 40 -35 -36 -37 37 -39 -40 -41 -42 -43
leaf_value=-3.0995933650489835 -0.64230864236577623 -1.1217319394914724 1.518286803813754 -0.49727579483805118 -1.844426079202645 -0.61227324862082011 -0.67238521505472615 -1.0944840759743211 1.8106303876068917 -2.0555522547858605 -1.489139536200681 1.0266632086613667 1.0551604735094327 0.83819375875403335 0.070266906311355723 -1.5547126059550205 -0.016835296189285628 -1.4588250150171054 1.5115784851068159 0.03916043246670773 -1.5505954025248816 -0.97074181503550361 -0.37401652757555121 -0.59958976494810323 0.15673238192754418 0.48981026994405985 -0.28715807043049113 -0.70467193235005932 0.45430367723138709 -0.17627642890289091 -0.55080180048503369 -0.0038600072592912993 0.92326448681237472 0.51015064919000019 -0.32786469703330129 1.1061153174831417 0.90534384396669154 1.4149749116915853 0.61003545491141298 0.42857481351831966 0.50784218923380575 -1.0745161020726575
leaf_weight=174 5.9999999999999991 9.0000000000000018 5.9999999999999991 10.000000000000002 6.0000000000000027 9.9999999999999982 5.9999999999999991 6.9999999999999991 261 44 7.9999999999999991 7.9999999999999991 7.0000000000000009 6.0000000000000018 6.0000000000000053 34 6 5.9999999999999991 148 8.9999999999999982 11.999999999999998 7.9999999999999991 6.9999999999999991 7.9999999999999991 9.9999999999999982 7.0000000000000062 6.9999999999999991 12 8.9999999999999982 10.999999999999998 8.9999999999999982 6.0000000000000027 12.000000000000002 6 6 17 20 22 12 7 6.9999999999999991 5.9999999999999991
leaf_count=174 6 9 6 10 6 10 6 7 261 44 8 8 7 6 6 34 6 6 148 9 12 8 7 8 10 7 7 12 9 11 9 6 12 6 6 17 20 22 12 7 7 6
internal_value=0 -1.98715 1.34373 -1.06286 -0.728865 0.31263 -0.255015 -2.94015 1.63626 -1.67633 -3.00058 0.16513 0.480345 0.584181 0.279128 -1.23116 -0.813316 -3.05617 1.40387 0.707322 -1.12825 -1.91745 -0.0350695 -0.131847 -0.169571 0.098781 0.0918083 -0.471042 0.233331 0.098858 -0.894611 0.826517 0.627616 0.319556 -0.189779 0.958103 1.45348 1.20805 0.833148 0.678699 0.814057 -0.855735
internal_weight=0 399 599 204 134 133 70 195 466 70 188 48 117 101 46 64 30 180 205 15 22 52 40 27 16 34 19 24 27 18 18 55 25 12 12 30 190 42 19 13 19 16
internal_count=998 399 599 204 134 133 70 195 466 70 188 48 117 101 46 64 30 180 205 15 22 52 40 27 16 34 19 24 27 18 18 55 25 12 12 30 190 42 19 13 19 16

Tree=6
num_leaves=52
num_cat=0
split_feature=25 25 25 25 1 29 29 19 29 29 29 30 29 28 18 1 28 31 25 15 24 30 30 13 30 33 33 29 25 31 24 31 30 30 24 25 29 29 31 24 33 28 24 28 31 31 30 30 30 31 30
split_gain=316535 41117.3 21518.8 4893.25 4232.99 2437.1 2367.68 2016.82 1879.42 1811.64 2510.19 1525.82 1179.59 1528.06 1096.37 1051.38 897.048 1092.32 781.354 701.61 577.155 565.812 551.749 518.81 496.993 483.883 439.293 412.013 400.242 338.523 297.287 293.389 291.842 271.07 263.607 235.355 201.138 184.282 162.247 149.817 144.12 117.499 114.815 90.4204 61.3416 1319.7 73.7236 80.4076 35.8227 26.7726 6.92308
threshold=53.750000000000007 15.000000000000002 91.250000000000014 38.750000000000007 1.0000000180025095e-35 9.5000000000000018 39.000000000000007 1.0000000180025095e-35 0.88499999000000018 17.500000000000004 3.5000000000000004 19.495000000000001 13.700000000000001 4.690000050000001 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 82.750000000000014 77.500000000000014 1.0000000180025095e-35 17.500000000000004 9.9949999000000016 39.500000000000007 1.0000000180025095e-35 7.5000000000000009 31.649999500000003 61.250000000000007 17.500000000000004 66.250000000000014 57.500000000000007 5.5000000000000009 26.250000000000004 19.495000000000001 19.495000000000001 21.500000000000004 66.250000000000014 39.000000000000007 12.500000000000002 97.500000000000014 22.500000000000004 91.250000000000014 0.024999999500000005 19.500000000000004 19.500000000000004 38.750000000000007 68.750000000000014 29.500000000000004 12.250000000000002 31.000000000000004 61.250000000000007 14.000000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 6 12 9 8 16 14 23 10 -5 20 13 -3 19 50 -2 25 27 36 -11 -22 44 41 -12 -18 29 35 33 31 -15 -26 -32 -27 -29 -19 -1 -35 49 -8 -20 -4 -28 -6 -7 -46 47 -47 -48 -13 -14
right_child=2 3 5 4 43 22 39 -9 -10 11 24 38 15 30 -16 -17 17 18 40 -21 21 -23 -24 -25 26 28 42 34 -30 -31 32 -33 -34 37 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 45 46 48 -49 -50 -51 -52
leaf_value=-2.8910009141513036 -0.45705758974933725 -2.0940943117541662 0.73015206993173865 -1.4436253286372691 0.42889187674370033 1.7271719407471351 -0.1769370340972152 -1.0172128967673779 -0.50185790926265406 0.098719232739734958 -0.74980239496804713 -1.3992961792221943 -1.4769293958829743 -0.2898519189945718 -1.3818369938659965 -0.91677519821398246 0.10605715229762229 -0.13190617883985359 0.98897522741849397 -1.3585337209205492 -1.3267558661431169 -0.17750227247906117 1.7361237629365143 0.29456026974241661 0.37429822650743183 0.96150996925597754 -0.58783668608803752 0.032936915360074141 0.95016047420243255 0.66491591095880798 -1.0684209094432899 -0.29670853921865165 -0.31595378966500504 0.68866298762258948 -0.6444354828238118 0.46875451437099719 -1.8588959936420932 0.16352526383628704 -1.8493811140622778 -0.71017533346629202 0.31758453802811465 1.4779480870860489 -0.10433085599652887 1.0603907916812711 0.86792040042516805 1.1191896948706708 0.77377693820122395 1.5891208044769072 1.3180832999583727 -0.79946417287075477 -2.3067832466625044
leaf_weight=163 5.9999999999999991 7.9999999999999991 7.0000000000000098 11.999999999999998 5.9999999999999982 38 7.0000000000000027 6.9999999999999991 5.9999999999999991 7.0000000000000009 5.9999999999999991 8.0000000000000018 12.000000000000002 7.9999999999999991 7.9999999999999991 10.999999999999998 8.9999999999999982 7.0000000000000027 5.9999999999999982 5.9999999999999991 6 6 161 5.9999999999999991 7.0000000000000062 6.0000000000000027 5.9999999999999991 6.9999999999999991 42 6.9999999999999991 23.000000000000004 8.9999999999999982 5.9999999999999991 6.0000000000000027 7.9999999999999991 9.9999999999999982 10.999999999999998 17 13.000000000000002 10.999999999999998 6 11.999999999999998 7.9999999999999991 6 34 18 10.000000000000002 145 13.999999999999998 9.9999999999999982 19
leaf_count=163 6 8 7 12 6 38 7 7 6 7 6 8 12 8 8 11 9 7 6 6 6 6 161 6 7 6 6 7 42 7 23 9 6 6 8 10 11 17 13 11 6 12 8 6 34 18 10 145 14 10 19
internal_value=0 -1.8248 1.2325 -0.979134 -0.612207 1.52105 0.347378 -2.69668 0.751275 -0.784212 -0.434304 -1.14757 -1.45569 -1.0923 -2.75151 -1.7989 0.473003 0.522444 0.177987 -2.80165 -0.502801 -0.828187 1.57528 1.06233 -0.117263 0.705797 0.00809417 -0.0459221 0.778423 0.230247 -0.809607 0.00313872 -0.933717 0.498499 -0.351709 0.229915 -2.84057 0.331103 -1.50528 -0.529617 0.719342 1.26916 -0.345022 0.819942 1.46681 1.41183 1.50379 1.54685 1.14457 -1.14508 -2.06059
internal_weight=0 399 599 204 117 451 148 195 31 105 55 50 87 45 188 42 130 124 44 180 19 12 420 25 43 80 37 32 71 23 37 16 29 29 15 17 174 23 31 18 12 19 14 12 259 221 187 163 24 18 31
internal_count=998 399 599 204 117 451 148 195 31 105 55 50 87 45 188 42 130 124 44 180 19 12 420 25 43 80 37 32 71 23 37 16 29 29 15 17 174 23 31 18 12 19 14 12 259 221 187 163 24 18 31

Tree=7
num_leaves=47
num_cat=0
split_feature=25 25 25 25 1 27 27 32 29 19 32 29 27 25 28 31 28 18 28 29 29 15 13 24 32 27 29 27 27 28 25 31 29 27 28 28 27 24 27 29 27 25 29 27 28 27
split_gain=267203 34339.5 18074.8 4208.9 3342.73 2709.59 2426.61 2178.88 1699.64 1653.42 1542.35 1447.22 1004.69 953.912 1454.32 1064.6 882.974 873.113 567.22 847.912 1648.97 536.595 492.464 451.252 404.972 375.214 352.386 575.664 348.388 326.554 322.502 538.857 531.819 262.271 188.533 178.223 154.782 125.085 119.86 117.109 155.824 105.931 46.1775 39.5877 29.552 7.11565
threshold=53.750000000000007 15.000000000000002 91.250000000000014 31.250000000000004 1.0000000180025095e-35 43.600000500000007 30.399999500000003 66.250000000000014 3.5000000000000004 1.0000000180025095e-35 63.750000000000007 16.500000000000004 25.000000000000004 66.250000000000014 8.4400000500000019 66.250000000000014 4.690000050000001 1.0000000180025095e-35 20.500000000000004 9.5000000000000018 0.88499999000000018 1.0000000180025095e-35 1.0000000180025095e-35 29.500000000000004 88.750000000000014 10.930000000000001 10.135000000000002 21.399999500000003 32.399999500000007 32.500000000000007 81.250000000000014 77.500000000000014 24.500000000000004 27.800000000000004 17.500000000000004 0.024999999500000005 39.600000500000007 21.500000000000004 23.199999500000004 19.500000000000004 33.799999000000007 46.250000000000007 19.500000000000004 31.574999500000004 8.4400000500000019 33.000000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 5 11 6 13 8 18 -5 17 16 25 -6 15 -15 37 -10 21 19 20 22 -1 35 -7 -17 44 27 -18 42 -20 31 39 45 -12 -21 -4 -30 38 -2 -16 -41 -28 -8 -32 -3 -33
right_child=2 3 7 4 12 23 28 -9 10 -11 33 -13 -14 14 30 24 26 -19 29 34 -22 -23 -24 -25 -26 -27 41 -29 36 -31 43 32 -34 -35 -36 -37 -38 -39 -40 40 -42 -43 -44 -45 -46 -47
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leaf_count=174 8 6 7 11 10 6 6 363 9 7 11 27 6 10 13 11 13 8 8 22 6 6 6 13 9 31 7 8 10 10 8 6 8 9 19 10 8 12 6 10 6 14 12 13 6 9
internal_value=0 -1.67768 1.13129 -0.904745 -0.617891 0.32007 -0.772271 1.39575 -0.505077 -2.4745 -0.338987 -1.43178 0.492158 0.458802 0.627407 0.145365 -0.0850367 -2.52429 0.988535 1.09998 0.697194 -2.56953 1.01006 -0.589799 -0.305144 -1.06736 0.0840903 -0.155344 -1.34063 0.508651 0.756466 0.613141 0.28438 -0.940235 1.35356 1.23045 -0.941218 0.489866 0.276459 0.849635 0.598941 0.318445 -1.6465 1.0529 -0.566523 0.563094
internal_weight=0 399 599 204 134 148 118 451 82 195 71 70 16 129 83 46 51 188 88 70 29 180 23 19 20 43 42 21 36 18 73 52 23 20 41 17 18 26 14 29 16 21 18 21 12 15
internal_count=998 399 599 204 134 148 118 451 82 195 71 70 16 129 83 46 51 188 88 70 29 180 23 19 20 43 42 21 36 18 73 52 23 20 41 17 18 26 14 29 16 21 18 21 12 15

Tree=8
num_cat=0
split_feature=25 25 25 25 26 26 29 29 32 29 31 28 25 32 26 1 25 28 25 31 25 1 26 26 32 28 30 30 30 28 25 29 28 25 28 32 26 26 29 26 28 31 31 18 26
split_gain=224716 30157.5 15268.2 4895.75 2948.92 2138.79 1901.54 1624.76 1684.08 1344.84 1017.3 2247.75 2602.86 935.314 870.219 837.897 815.974 1339.26 1121.93 788.644 778.262 680.74 627.628 530.516 515.377 396.84 382.776 694.735 297.614 282.79 257.854 547.831 253.009 769.376 260.879 215.856 219.818 201.859 294.024 185.999 133.264 118.385 240.993 93.3102 44.9526
threshold=53.750000000000007 23.450000000000003 91.250000000000014 38.750000000000007 76.000000000000014 109.00000000000001 9.5000000000000018 3.5000000000000004 63.750000000000007 0.88499999000000018 26.250000000000004 1.5000000000000002 6.2500000000000009 71.250000000000014 67.500000000000014 1.0000000180025095e-35 68.750000000000014 8.4400000500000019 63.750000000000007 88.750000000000014 86.250000000000014 1.0000000180025095e-35 20.060000500000005 88.500000000000014 56.250000000000007 5.5000000000000009 39.500000000000007 29.500000000000004 7.5000000000000009 12.440000000000003 81.250000000000014 19.500000000000004 4.690000050000001 34.149999500000007 13.500000000000002 46.250000000000007 71.000000000000014 99.000000000000014 20.064999500000003 91.000000000000014 0.024999999500000005 26.250000000000004 53.750000000000007 1.0000000180025095e-35 85.500000000000014
left_child=1 10 5 13 7 16 9 -5 21 40 11 12 43 24 -10 -15 18 -18 23 -6 -7 25 -13 29 32 -9 27 -8 -19 -2 31 -30 -3 34 -34 -31 -37 38 -33 -21 -4 -27 -43 -1 -38
right_child=2 3 6 4 19 20 26 8 14 -11 -12 22 -14 15 -16 -17 17 28 -20 39 -22 -23 -24 -25 -26 41 -28 -29 30 35 -32 37 33 -35 -36 36 44 -39 -40 -41 -42 42 -44 -45 -46
leaf_value=-2.3444606877490561 0.86939618151091935 -1.5798028039750271 0.57159164979165966 -1.1066056529207957 -0.48522966314643745 -0.88974745413240464 1.2835732055387279 -0.32123448344638966 -1.1283639399171963 -0.37497880242206383 -2.618982043016155 -0.46683656616461883 -0.75466618636854566 -2.0296644776623256 -0.00074451114821192451 -0.84122683122283504 -0.29398765384335546 0.19027554247415876 -0.74657584701741564 -1.7136248537750043 0.17741558608284441 0.86370888967049686 -1.5136906369422238 -0.21277079385808967 -0.28396441215218921 0.44316349984905629 1.4512260388435838 0.78763211091241003 0.94093361302346634 0.67902793799435479 1.0566539948431681 0.1509570642097034 -0.73934828675570285 -0.061267527427299455 -1.3803284196355028 -0.23863870260339023 0.16253250457937921 -0.084527171749664051 0.83775972432988777 -0.88372572768989355 1.1125594906968241 -0.18044984708228592 0.30850869738286368 -1.284063526897246 0.46547184683291498
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leaf_count=110 8 10 12 10 12 12 222 12 11 7 62 9 10 19 8 9 10 8 7 11 7 8 10 10 7 10 166 31 20 7 19 11 15 6 16 6 10 6 7 9 12 11 16 6 7
internal_value=0 -1.53087 1.02479 -0.78544 -0.430236 0.300627 1.27258 -0.166698 -0.0258705 0.598218 -2.24134 -2.0572 -2.19128 -1.28134 -0.685123 -1.70393 0.417909 0.586187 0.161976 -1.10308 -0.510895 0.204647 -1.08168 0.311271 -1.026 0.0767725 1.3204 1.22731 0.713328 0.451745 0.774362 0.624637 -1.1255 -0.95143 -1.11397 0.30773 0.163345 0.324984 0.457861 -1.41966 0.88692 0.21262 0.110196 -2.30502 0.31234
internal_weight=0 407 605 200 118 155 450 86 76 31 207 145 126 82 19 28 136 81 55 32 19 57 19 48 54 49 419 253 71 38 63 44 47 37 31 30 23 24 18 20 24 37 27 116 17
internal_count=1012 407 605 200 118 155 450 86 76 31 207 145 126 82 19 28 136 81 55 32 19 57 19 48 54 49 419 253 71 38 63 44 47 37 31 30 23 24 18 20 24 37 27 116 17

Tree=9
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split_feature=24 24 26 24 29 32 24 26 33 24 24 28 28 26 31 29 29 28 26 24 24 28 31 30 29 29 30 29 33 33 26 31 28 24 26 29 29 26 26 18 28 29 32 31 26 32 32 8 26 32 29 32 24
split_gain=172537 16689.6 15090.6 3753.92 3061.41 2407.03 2107.22 2778.38 2073.79 2011.19 2419.62 1857 2363.73 1555.01 1577.03 1301.85 2131.42 1795.81 1091.89 796.785 777.656 676.317 667.849 658.446 546.463 506.724 573.201 543.481 500.514 462.938 836.414 1704.85 453.982 447.526 484.203 588.577 441.643 441.057 255.381 206.541 206.147 422.22 597.877 413.382 200.26 186.993 161.958 153.981 145.534 125.992 82.5049 57.3458 4.24392
threshold=11.500000000000002 5.5000000000000009 116.50000000000001 36.000000000000007 24.500000000000004 97.500000000000014 1.5000000000000002 7.0699999500000006 89.400001500000016 22.500000000000004 17.500000000000004 20.500000000000004 19.500000000000004 55.500000000000007 48.750000000000007 10.135000000000002 0.88499999000000018 0.014999999900000002 78.939998500000016 9.9949999000000016 22.500000000000004 13.500000000000002 97.500000000000014 7.5000000000000009 19.500000000000004 39.000000000000007 29.500000000000004 19.500000000000004 98.700001000000015 97.349998500000012 87.439998500000016 88.750000000000014 19.500000000000004 13.500000000000002 64.689998500000016 12.500000000000002 31.000000000000004 30.265000500000003 82.500000000000014 1.0000000180025095e-35 1.0000000180025095e-35 9.5000000000000018 71.250000000000014 48.750000000000007 64.689998500000016 4.4500000500000008 66.250000000000014 1.0000000180025095e-35 105.50000000000001 46.250000000000007 10.135000000000002 91.250000000000014 32.500000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_count=173 10 9 227 42 8 8 8 10 12 6 10 7 8 10 11 9 7 12 8 8 9 9 6 8 7 6 9 9 9 22 11 8 8 9 7 8 6 30 8 7 6 6 8 9 8 11 67 18 9 7 52 6 6
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internal_weight=0 323 689 444 378 264 228 48 95 114 99 72 41 192 57 38 29 19 85 77 31 25 18 19 16 66 60 18 16 135 49 38 30 86 76 17 14 40 16 180 61 53 36 22 16 17 75 245 15 13 59 14 15
internal_count=1012 323 689 444 378 264 228 48 95 114 99 72 41 192 57 38 29 19 85 77 31 25 18 19 16 66 60 18 16 135 49 38 30 86 76 17 14 40 16 180 61 53 36 22 16 17 75 245 15 13 59 14 15

Tree=10
num_leaves=53
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split_feature=25 25 25 25 27 27 29 1 29 32 29 16 27 32 1 33 25 25 27 24 32 27 28 33 28 28 28 24 29 33 33 4 27 28 28 28 29 32 30 25 28 29 29 30 30 28 28 27 27 28 28 28
split_gain=161617 20812.2 10884.6 3524.81 2355.79 1704.39 1431.14 1342.04 1204.49 1230.59 1044.25 892.711 822.94 728.355 727.396 721.189 802.493 665.546 578.369 451.042 433.205 350.192 543.905 323.84 425.699 309.15 1594.51 1459.81 280.879 275.318 395.664 256.988 803.859 222.316 252.361 186.13 258.273 175.053 158.102 156.753 132.453 115.148 90.0885 88.023 529.285 223.421 106.613 81.6297 68.6611 45.2432 42.8741 142.059
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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right_child=2 3 6 4 29 17 31 -9 9 12 -12 -13 -14 14 -16 16 21 -19 19 35 -22 37 41 24 38 28 48 -29 -30 30 42 32 -34 34 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 46 49 -48 -49 -50 -51 -52 -53
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leaf_count=115 6 10 12 9 7 15 50 11 6 10 7 6 7 19 9 6 10 8 10 7 7 6 10 10 26 54 7 10 8 6 12 6 12 18 19 6 9 28 7 6 12 8 7 162 10 90 18 8 7 71 6 6
internal_value=0 -1.30022 0.867136 -0.680671 -0.379032 0.255678 1.07635 -0.143583 -0.273336 -0.137852 0.493403 -1.89053 -0.726406 -1.10157 -1.47248 0.372226 0.454585 -0.396757 0.195891 -0.022944 -0.878017 0.654588 0.402646 0.0803423 -0.00771905 -1.92226 -1.78367 -1.88219 -2.18835 -0.980375 -0.771293 1.11776 0.698523 -0.968703 -0.813053 0.189658 0.0262288 0.83877 0.14026 -0.088562 0.748362 0.663691 -0.949461 1.13417 1.06741 1.11642 0.663763 -0.237117 -0.815866 1.03994 0.559389 0.38656
internal_weight=0 407 605 200 118 155 450 86 75 66 31 207 17 82 28 132 112 23 50 32 54 62 28 49 43 201 139 125 62 32 25 419 18 47 37 22 16 34 33 20 24 18 19 401 239 211 28 14 14 161 18 12
internal_count=1012 407 605 200 118 155 450 86 75 66 31 207 17 82 28 132 112 23 50 32 54 62 28 49 43 201 139 125 62 32 25 419 18 47 37 22 16 34 33 20 24 18 19 401 239 211 28 14 14 161 18 12

Tree=11
num_cat=0
split_feature=25 24 25 25 1 24 28 12 30 32 30 32 30 15 32 14 28 1 33 30 32 24 25 33 28 25 24 33 30 24 4 30 25 18 28 33 28 32 24 32 30 30 30 30 30
split_gain=136533 17522 9166.4 2115.59 1723.47 1410.64 1865.47 1155.62 1731.94 1115.33 964.645 771.132 767.796 696.352 633.745 603.561 518.763 500.293 1089.13 397.262 572.18 349.576 344.073 267.283 703.142 460.562 447.767 257.553 249.905 221.344 213.154 226.921 211.319 201.537 174.794 174.123 144.825 141.893 84.3127 48.2154 28.8868 17.6322 1.44214 525.661 17.9436
threshold=53.750000000000007 5.5000000000000009 88.750000000000014 38.750000000000007 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 19.495000000000001 31.250000000000004 9.9949999000000016 63.750000000000007 39.500000000000007 1.0000000180025095e-35 22.500000000000004 1.0000000180025095e-35 0.024999999500000005 1.0000000180025095e-35 89.400001500000016 4.0000000000000009 46.250000000000007 13.500000000000002 94.700001000000015 98.700001000000015 20.500000000000004 77.500000000000014 22.500000000000004 36.250000000000007 10.135000000000002 38.440000500000004 1.0000000180025095e-35 23.000000000000004 81.250000000000014 1.0000000180025095e-35 5.5000000000000009 49.700001000000007 0.014999999900000002 97.500000000000014 19.500000000000004 77.500000000000014 29.500000000000004 19.495000000000001 39.500000000000007 29.500000000000004 31.000000000000004
left_child=1 5 12 17 7 33 -7 8 11 10 36 14 15 -8 -5 19 -12 18 41 -2 -21 -22 37 27 25 -25 -26 -23 -13 -18 42 -32 -29 -1 -16 -36 -4 39 40 -11 -10 -3 43 -24 -45
right_child=2 3 9 4 -6 6 13 -9 38 22 16 28 -14 -15 34 -17 29 -19 -20 20 21 23 30 24 26 -27 -28 32 -30 -31 31 -33 -34 -35 35 -37 -38 -39 -40 -41 -42 -43 -44 44 -46
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leaf_weight=173 5.9999999999999991 33 5.9999999999999982 8.9999999999999982 11.999999999999998 9.9999999999999982 32 6.9999999999999991 9.9999999999999982 6.0000000000000018 8.0000000000000018 8.9999999999999982 10.999999999999998 5.9999999999999991 5.9999999999999991 9.9999999999999982 7.9999999999999973 7.9999999999999991 13.999999999999998 13.999999999999998 9.9999999999999982 7.9999999999999991 206 14.000000000000002 10.000000000000002 5.9999999999999991 11.999999999999998 30 5.9999999999999991 8 9.0000000000000018 8.9999999999999982 5.9999999999999991 6.9999999999999991 15.000000000000002 14.999999999999998 7 5.9999999999999991 23 6 5.9999999999999991 5.9999999999999991 161 11.000000000000002 17
leaf_count=173 6 33 6 9 12 10 32 7 10 6 8 9 11 6 6 10 8 8 14 14 10 8 206 14 10 6 12 30 6 8 9 9 6 7 15 15 7 6 23 6 6 6 161 11 17
internal_value=0 -1.19582 0.796251 -0.566015 -0.351157 -1.68404 -1.20515 -0.460206 -0.535052 0.973223 0.501391 -0.241759 0.188103 -1.46653 -0.0599074 0.248035 0.804073 -0.965041 -1.05819 0.188173 0.225946 0.147259 1.01204 0.202708 0.047959 -0.302903 0.365996 0.344599 -0.737322 1.06506 1.02916 0.645403 0.437721 -1.80182 0.103464 0.187004 -0.0804809 0.574671 -0.963088 0.731745 -0.68512 -0.781885 1.04439 0.990221 0.596555
internal_weight=0 407 605 179 118 228 48 106 99 468 37 60 137 38 45 126 24 61 53 116 110 96 431 86 42 20 22 44 15 16 413 18 36 180 36 30 13 18 39 12 16 39 395 234 28
internal_count=1012 407 605 179 118 228 48 106 99 468 37 60 137 38 45 126 24 61 53 116 110 96 431 86 42 20 22 44 15 16 413 18 36 180 36 30 13 18 39 12 16 39 395 234 28

Tree=12
num_leaves=63
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split_feature=24 26 24 0 24 0 1 24 24 26 15 27 26 30 31 28 26 26 26 24 26 30 33 28 33 28 28 26 30 30 31 33 26 28 33 28 33 26 33 8 22 28 30 31 31 28 23 26 33 26 30 31 26 26 28 26 26 30 26 24 26 26
split_gain=97308.3 9438.87 7668.35 4766.18 10315.8 1678.61 1550.82 1543.52 1454.96 1944.46 984.037 973.498 5303.18 887.519 803.177 1800.31 1411.61 757.384 802.893 670.352 647.109 555.822 546.493 609.843 510.689 482.631 709.596 503.549 404.551 686.626 790.336 367.391 555.107 278.413 208.32 204.864 196.234 175.602 161.849 153.76 563.744 138.243 149.547 135.36 134.558 132.808 123.464 200.429 89.3733 139.334 79.7064 69.7891 95.3379 59.1008 55.7641 42.5182 25.946 24.0482 7.65193 4.21513 1.75173 185.595
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=13
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split_gain=82157 7910.79 6411.08 4051.52 8830.37 1435.18 1331.05 1305.45 1229.22 1663.18 817.961 816.385 3188.73 1767.53 762.612 645.169 661.834 598.98 1007.13 489.583 789.106 523.151 443.399 676.305 428.888 416.474 606.844 468.542 403.552 339.704 572.76 656.711 263.517 240.746 234.57 461.96 796.548 614.894 1206.78 230.743 188.411 165.666 220.928 143.002 295.527 133.722 119.608 119.523 129.692 112.989 110.056 104.82 104.094 153.746 102.554 91.9119 74.1359 68.2157 65.2458 34.4802 31.3955 29.9582 27.8352 24.4054 90.2051 9.74622
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=14
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Tree=15
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split_feature=25 25 25 1 28 24 28 30 29 32 25 3 28 29 29 32 23 28 13 30 32 29 33 33 33 24 28 24 30 25 6 30 30 4 30 28 28 28 28 24 29 30 32 32 30 28 28 28 32 24 30 29 30 30 30 30 29 30 24
split_gain=72013.2 6140.39 3790.86 1496.49 1249 1245.82 1427.23 1094.17 1085.33 977.21 975.25 830.187 762.32 746.448 875.894 577.589 679.4 869.729 553.135 693.792 520.616 479.629 435.494 362.008 341.99 231.65 218.619 413.751 187.674 448.436 283.684 447.163 348.577 240.666 184.324 498.301 171.872 212.949 226.137 161.499 148.818 315.225 140.197 134.404 219.506 102.344 90.9648 158.31 84.1253 79.7021 117.063 77.8941 323.063 401.85 57.8828 643.832 38.057 33.0187 30.5768
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=19
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Tree=20
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=22
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Tree=23
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Tree=24
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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internal_count=1022 414 608 235 140 95 131 142 85 132 64 23 76 67 56 23 16 33 70 62 31 466 89 68 21 12 63 25 19 179 53 32 21 55 43 37 25 57 49 14 53 32 21 377 300 164 155 14 15 31 25 136 94 168 155 27 128 67 61 18 36 21 77 14 13 13 34 144 21 12 22 13 15 12 63 57 132 12 123

Tree=25
num_cat=0
split_feature=25 24 25 30 29 29 31 31 29 24 14 26 30 31 29 29 25 26 11 26 33 33 32 29 12 24 31 31 29 31 30 32 30 33 29 26 31 32 26 32 29 24 26 26 26 30 24 32 33 26 33 26 31 31 24 29 33 30 32 26 26 31 29 26 26 29 31 26 31 26 26 32 31 26 26 32 31 32 26 26
split_gain=14300.1 1483.32 1052.61 908.538 661.375 648.381 597.258 424.267 992.439 444.29 392.623 823.29 299.935 798.787 876.282 432.563 830.694 327.314 273.58 393.011 407.619 259.747 272.641 301.741 229.474 256.273 228.683 390.805 170.585 224.615 206.885 169.604 333.293 487.809 373.279 367.983 159.67 155.574 151.774 194.668 220.041 149.788 145.527 142.831 137.275 183.379 117.573 116.199 136.352 118.873 115.925 110.919 109.918 109.408 108.319 106.541 73.8284 72.4904 67.3939 83.2711 61.3569 81.484 50.6236 50.2863 238.182 78.1612 76.8932 197.432 73.7296 49.4663 37.9272 36.9681 33.5984 30.7616 28.2927 18.1599 11.4485 171.502 5.25928 2.94848
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internal_count=1022 414 608 235 95 179 36 59 24 35 142 132 140 30 20 110 104 13 169 154 86 68 27 19 126 113 24 16 99 19 80 466 89 68 21 12 62 14 76 29 21 13 73 59 377 339 28 53 35 18 41 12 18 42 42 47 19 33 25 18 38 15 21 330 314 301 151 136 16 14 13 150 22 16 17 12 26 17 14 17

Tree=26
num_leaves=84
num_cat=0
split_feature=25 25 25 27 29 24 27 33 21 29 33 3 2 14 27 29 33 33 29 14 31 27 32 29 33 31 32 31 31 20 32 27 33 31 27 32 24 31 32 24 33 33 24 23 32 31 27 27 25 33 27 27 11 1 31 32 29 29 31 25 16 33 29 29 27 27 29 31 27 27 27 31 29 27 27 27 27 33 27 29 31 29 27
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=29
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split_gain=7508.78 1066.2 603.303 495.203 512.318 324.966 297.541 273.903 505.794 292.565 256.184 2550.76 219.734 386.056 210.016 205.862 411.9 187.268 183.869 324.352 185.411 181.689 234.161 173.318 208.586 225.905 135.224 126.348 124.265 174.079 132.076 109.231 370.642 92.8676 260.636 135.809 134.791 190.245 421.926 120.913 99.4747 83.1931 268.522 236.389 82.1603 68.1862 127.433 130.361 64.5208 57.0191 90.2432 110.589 94.2548 96.5947 55.4451 51.2249 41.4798 99.4807 56.7981 19.5305 15.6635 11.7247 5.60727 4.55963 4.32802
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Tree=30
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split_feature=25 25 27 12 1 8 9 27 14 29 25 25 30 30 33 1 27 27 31 29 0 27 11 10 27 21 27 21 27 27 33 33 30 30 31 27 27 25 30 32 10 30 32 27 31 14 25 29 27 32 30 33 32 32 31 32 32 29 30 32 30
split_gain=6384.53 907.667 522.546 517.387 568.883 353.434 270.216 251.358 222.723 238.686 215.591 180.6 201.5 176.401 410.42 177.147 174.01 171.361 171.071 165.752 1957.03 243.331 507.331 511.638 352.795 279.855 274.303 238.714 127.432 236.974 140.376 117.628 158.13 239.466 129.222 230.625 110.336 97.2904 84.2469 112.225 77.0119 103.958 504.89 111.935 78.9391 60.35 140.058 107.758 89.5107 91.5426 57.0682 40.3778 40.2393 52.4568 37.1209 35.3643 31.6908 23.5032 15.5464 12.9063 1.75443
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=31
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Tree=33
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Tree=34
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Tree=35
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Tree=36
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Tree=37
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Tree=38
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Tree=39
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Tree=40
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Tree=42
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left_child=4 3 -3 7 8 6 9 42 14 12 11 50 24 -14 15 16 17 58 19 20 -19 -21 -16 43 46 26 -18 -4 30 -30 33 -32 -33 35 -35 36 -7 52 39 -31 41 -9 -2 -20 -39 -6 -5 -40 -48 53 51 -11 -37 57 -17 -56 -15 -12 -1
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Tree=44
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split_feature=25 30 20 30 33 24 27 27 24 28 27 25 33 2 24 27 1 24 30 28 27 33 30 28 19 27 28 2 25 27 27 24 0 6 24 28 30 3 33 27 27 14 25 28 30 33 27 28 27 33 27 30 27 27 30 30 33 30 24 30 24 30 27 28 0 27 28 27 27 30 28 27 27 33
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=45
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Tree=46
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split_feature=25 30 20 30 26 12 1 30 25 26 14 31 31 16 30 21 30 25 19 26 28 2 4 26 26 22 28 28 30 26 26 25 31 22 20 26 26 22 14 30 26 26 30 26 30 26 28 28 31 26 25 30 30 31 30
split_gain=702.283 214.315 180.132 227.457 174.502 162.081 165.529 156.904 147.144 129.58 115.961 218.628 100.658 83.3642 103.29 88.548 188.873 135.25 82.1139 78.4219 73.3261 180.141 136.93 90.7325 81.3243 67.1681 119.924 111.703 91.0567 141.055 74.1012 59.7967 94.4707 66.405 56.562 213.536 96.863 201.352 93.0831 67.3404 65.6517 56.4953 45.5021 45.3469 43.0617 42.0306 34.0051 96.9924 25.8233 23.6197 18.6632 10.4559 9.44049 7.63265 1.93955
threshold=66.250000000000014 31.000000000000004 1.0000000180025095e-35 11.500000000000002 91.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 14.000000000000002 36.750000000000007 92.750000000000014 1.0000000180025095e-35 48.750000000000007 57.500000000000007 1.0000000180025095e-35 12.250000000000002 1.0000000180025095e-35 17.875000000000004 50.149999500000007 1.0000000180025095e-35 116.50000000000001 18.439999500000003 1.0000000180025095e-35 1.0000000180025095e-35 64.689998500000016 92.750000000000014 1.0000000180025095e-35 13.500000000000002 0.99500000500000019 4.0000000000000009 84.500000000000014 76.000000000000014 86.250000000000014 97.500000000000014 1.0000000180025095e-35 1.0000000180025095e-35 118.44000000000001 101.00000000000001 1.0000000180025095e-35 1.0000000180025095e-35 39.500000000000007 116.50000000000001 99.000000000000014 21.500000000000004 104.94000000000001 29.500000000000004 60.440000500000004 8.4400000500000019 19.500000000000004 68.750000000000014 67.500000000000014 88.750000000000014 36.000000000000007 19.495000000000001 31.250000000000004 39.500000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 5 6 10 -7 -9 -3 13 -12 46 15 -15 16 -1 -17 20 -20 21 25 23 -22 -24 26 28 -27 -2 49 45 32 -25 -34 36 -36 37 -33 40 -40 -38 -39 48 -35 -26 -29 -8 -48 53 -30 -28 -21 -47 -32 -37
right_child=18 9 3 -5 -6 7 12 8 -10 -11 11 -13 -14 14 -16 17 -18 -19 19 51 22 -23 24 31 44 27 50 30 29 -31 42 34 33 43 35 54 38 41 39 -41 -42 -43 -44 -45 -46 52 47 -49 -50 -51 -52 -53 -54 -55 -56
leaf_value=-0.13462026931608592 0.23130774497850115 -0.15462237085761715 -0.028948213658321641 -0.57010313690672765 0.26710468930240688 0.44462270707845142 0.34271531345778949 -0.291898460613849 0.24123716964237987 -0.61240536646110344 0.36857132950582006 -0.21385713270760243 -0.12985868405323278 0.28974892875229885 -0.095088679294546299 -0.19054228754596381 0.066447080285063742 0.023996840995404434 0.35701524514667821 0.1291872044038066 -0.2333036418150623 -0.18141446872740769 -0.3847513166036734 0.13738886987226803 0.11037550172826274 0.42280304346249192 0.35026757424859817 0.15616074206578417 -0.10932069635658299 0.13781398072124784 0.0750511947390088 0.38109003447460649 -0.28175600299997261 -0.16464621935414003 -0.44573808989109959 0.11960065533989352 -0.056671670114798095 -0.02192288499201682 0.30303132032187646 0.029534669185337568 0.052961121504457864 0.23011863274088876 0.29013092081463382 0.099360218311610959 -0.17872176372953694 -0.1587527139073924 -0.063115286569520146 0.30734566554334702 -0.015962496633932954 -0.33100340935932959 0.13681909060145706 -0.0047658808686650705 -0.013127547543338237 0.22674664736643896 0.048983972404860715
leaf_weight=101 5.9999999999999991 12.000000000000002 11 10 9.9999999999999982 7.0000000000000027 6.0000000000000027 5.9999999999999982 6 6.9999999999999991 8.9999999999999982 6.9999999999999991 8.9999999999999982 7.0000000000000027 10.999999999999998 144 48 24 11 7.0000000000000009 6.9999999999999991 12.999999999999998 7.0000000000000027 11.999999999999998 5.9999999999999982 10.999999999999998 5.9999999999999991 6.0000000000000027 8.0000000000000053 9.9999999999999982 6.0000000000000018 19 11.000000000000002 6.9999999999999991 6.0000000000000027 9 48 25 15 11 181 6.9999999999999991 19 8.9999999999999982 6 5.9999999999999982 10 8 7.9999999999999991 8.9999999999999982 9.9999999999999982 7.9999999999999991 6 7 8
leaf_count=101 6 12 11 10 10 7 6 6 6 7 9 7 9 7 11 144 48 24 11 7 7 13 7 12 6 11 6 6 8 10 6 19 11 7 6 9 48 25 15 11 181 7 19 9 6 6 10 8 8 9 10 8 6 7 8
internal_value=0 -0.0849874 -0.0722091 -0.305511 -0.0593895 -0.0683558 -0.0803942 0.16414 -0.0278922 -0.352717 -0.0973809 0.116946 0.0970085 -0.108046 0.0643441 -0.118066 -0.0698319 -0.159947 0.0563651 0.199023 0.0488077 0.103108 0.0304633 0.0418724 -0.182556 0.136151 0.0584634 0.189139 -0.0344609 -0.101723 0.136215 0.0479403 -0.0493671 -0.13496 0.0596299 -0.0648997 0.0692339 0.173811 0.0475133 0.194491 0.0297839 0.0402945 0.198304 -0.0199664 -0.0376288 -0.00597098 0.184469 0.11149 0.102716 -0.2424 0.237888 0.0632509 -0.0946307 0.170381 0.0924178
internal_weight=0 453 434 21 413 403 384 19 12 19 351 16 33 335 18 317 149 168 551 26 525 131 394 375 19 118 49 69 33 27 58 368 39 27 329 23 306 51 255 26 229 32 40 16 12 18 24 18 21 17 16 15 12 13 17
internal_count=1004 453 434 21 413 403 384 19 12 19 351 16 33 335 18 317 149 168 551 26 525 131 394 375 19 118 49 69 33 27 58 368 39 27 329 23 306 51 255 26 229 32 40 16 12 18 24 18 21 17 16 15 12 13 17

Tree=47
num_leaves=50
num_cat=0
split_feature=25 30 32 20 30 26 12 15 30 29 24 21 24 26 27 26 29 30 24 25 3 30 6 32 26 29 4 21 26 5 29 29 30 26 25 14 26 26 26 15 26 32 2 26 30 26 29 26 26
split_gain=591.989 186.059 302.003 155.671 194.976 148.663 138.429 137.632 146.224 239.104 257.8 262.909 231.52 291.813 235.002 152.906 138.495 135.566 135.422 127.608 98.3108 73.9007 69.9838 115.333 107.264 126.571 76.7971 176.534 152.226 51.3791 97.3902 63.6877 77.9265 51.3773 36.8581 158.278 447.713 183.746 70.257 63.5113 66.267 58.5093 50.1622 35.5865 50.5104 27.0732 21.5875 10.161 6.93749
threshold=66.250000000000014 31.000000000000004 97.500000000000014 1.0000000180025095e-35 11.500000000000002 91.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 7.5000000000000009 12.500000000000002 0.99500000500000019 1.0000000180025095e-35 19.500000000000004 53.500000000000007 2.2000000500000003 44.995001000000009 0.014999999900000002 14.000000000000002 9.9949999000000016 36.750000000000007 1.0000000180025095e-35 9.2500000000000018 1.0000000180025095e-35 77.500000000000014 119.44000000000001 39.000000000000007 1.0000000180025095e-35 1.0000000180025095e-35 99.000000000000014 1.0000000180025095e-35 28.500000000000004 0.10500000000000002 0.93500000500000013 53.500000000000007 94.700001000000015 1.0000000180025095e-35 113.00000000000001 78.099998500000012 82.500000000000014 1.0000000180025095e-35 109.00000000000001 71.250000000000014 1.0000000180025095e-35 116.50000000000001 21.500000000000004 71.000000000000014 19.500000000000004 116.50000000000001 78.939998500000016
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 5 -5 6 7 8 12 15 11 -11 13 14 -1 16 -10 -8 -17 -19 -12 -9 26 -24 -25 -26 29 28 -28 31 43 32 -2 -33 35 36 37 -35 41 42 -41 45 -40 44 -31 -36 -23 -32 -34
right_child=22 2 -4 4 -6 -7 17 21 9 10 20 -13 -14 -15 -16 18 -18 19 -20 -21 -22 46 23 24 25 -27 27 -29 -30 30 47 33 48 34 38 -37 -38 -39 39 40 -42 -43 -44 -45 -46 -47 -48 -49 -50
leaf_value=-0.050487637810903506 0.13239765455695005 -0.025048588531458776 -0.67926855005337539 -0.026776784706466258 -0.52780181398064463 0.24728569018948859 0.41323212162893125 0.35689552279681303 0.17248167009528623 0.57909100542721514 -0.17430799343860365 -0.14639003091857203 -0.5339393951735999 0.34029986198513801 -0.27292146025464503 -0.15431146450951841 -0.12284687260606118 -0.27183100587079656 0.25340282196461178 0.22465258569022845 0.15140458691578546 -0.087731567696969326 -0.36283770266188697 0.19866914999695337 0.13034483770651922 -0.35527460319868132 0.33362294677322496 -0.31635758916575235 -0.16436969655766079 0.15725765231785011 0.043643600018349681 0.25235954985430364 -0.25889436474819566 -0.18180533408224966 0.12749340359655337 0.3482493359943275 -0.65973100933168172 0.14115050377340743 0.073255087501230123 0.13277485402110165 -0.15299189414353526 0.24140982967383609 -0.12675746090681392 0.081189999292796994 0.48345376255963829 -0.042032621253857941 0.11658653038265113 -0.097431878123349955 -0.1078799043611644
leaf_weight=78 7.0000000000000009 11 8 11 10 9.9999999999999982 7.0000000000000027 6.0000000000000027 14.999999999999998 5.9999999999999982 105 6 8.9999999999999982 7.9999999999999991 59 5.9999999999999991 35 5.9999999999999982 33 6 5.9999999999999991 5.9999999999999982 6.0000000000000027 11 6 7 7.9999999999999991 11 7.0000000000000009 9.0000000000000053 5.9999999999999982 8.9999999999999982 6.0000000000000009 17 16.000000000000004 6.9999999999999991 5.9999999999999991 38 275 7.0000000000000027 18 28 7.9999999999999991 6.9999999999999991 6.9999999999999991 9.9999999999999982 6 6 7.9999999999999991
leaf_count=78 7 11 8 11 10 10 7 6 15 6 105 6 9 8 59 6 35 6 33 6 6 6 6 11 6 7 8 11 7 9 6 9 6 17 16 7 6 38 275 7 18 28 8 7 7 10 6 6 8
internal_value=0 -0.0778634 -0.327298 -0.0659624 -0.28283 -0.0540497 -0.0623276 -0.073455 -0.0847725 -0.0389955 -0.114552 0.238229 -0.146904 -0.118177 -0.148009 0.065576 -0.032043 0.152517 0.187613 -0.0259746 -0.155094 0.146525 0.0519154 -0.0708709 0.0175564 -0.139966 0.0591505 -0.0789809 0.106843 0.066601 0.163605 0.0587631 -0.0808067 0.0656668 0.0609817 0.00399428 -0.0421953 0.0393637 0.0716319 0.0556235 -0.0702741 0.159355 0.0670261 0.260468 0.326482 0.0634347 0.0158864 -0.0296138 -0.189678
internal_weight=0 453 19 434 21 413 403 384 366 212 123 12 154 145 137 89 50 19 39 12 111 18 551 30 24 13 521 26 15 495 35 460 21 439 430 68 61 55 362 308 25 54 283 23 16 26 12 12 14
internal_count=1004 453 19 434 21 413 403 384 366 212 123 12 154 145 137 89 50 19 39 12 111 18 551 30 24 13 521 26 15 495 35 460 21 439 430 68 61 55 362 308 25 54 283 23 16 26 12 12 14

Tree=48
num_cat=0
split_feature=25 1 17 26 32 20 30 29 30 33 29 3 31 26 27 27 25 27 6 26 32 33 33 25 25 25 33 30 29 23 29 29 30 21 29 29 30 25 26 25 19 30 26 32 26 33 12 25 25 21 33 29 21 32 32 31 26 31 29 30 30 30 33 32 23
split_gain=353.315 176.933 108.941 177.892 433.342 105.823 202.963 155.641 194.666 584.363 182.573 329.498 230.545 142.153 129.841 314.869 187.087 180.08 124.33 108.891 102.053 100.1 152.152 283.737 225.928 119.403 91.4101 206.884 525.892 204.061 176.054 127.481 90.6435 82.8036 71.123 109.491 114.21 66.2859 111.011 95.016 64.4026 70.7397 64.4056 67.1837 220.648 150.892 107.99 63.4822 101.878 62.3737 55.6016 54.4486 54.0613 49.703 44.8811 44.4225 38.7162 34.8043 32.3319 27.7373 26.8232 24.2263 15.373 4.20531 3.29594
threshold=66.250000000000014 1.0000000180025095e-35 1.0000000180025095e-35 119.44000000000001 86.250000000000014 1.0000000180025095e-35 11.500000000000002 37.700001000000007 29.500000000000004 98.700001000000015 17.500000000000004 1.0000000180025095e-35 97.500000000000014 20.060000500000005 2.2000000500000003 1.3550000000000002 2.9000000000000004 0.23500000500000004 1.0000000180025095e-35 45.500000000000007 61.250000000000007 41.250000000000007 98.700001000000015 15.000000000000002 1.4500000000000002 48.750000000000007 49.700001000000007 0.93500000500000013 9.5000000000000018 1.0000000180025095e-35 24.500000000000004 3.5000000000000004 39.500000000000007 1.0000000180025095e-35 3.5000000000000004 0.034999999000000011 4.0000000000000009 48.750000000000007 62.500000000000007 61.250000000000007 1.0000000180025095e-35 31.000000000000004 76.000000000000014 97.500000000000014 86.500000000000014 53.750000000000007 1.0000000180025095e-35 88.750000000000014 94.700001000000015 1.0000000180025095e-35 61.250000000000007 0.88499999000000018 1.0000000180025095e-35 77.500000000000014 46.250000000000007 77.500000000000014 116.50000000000001 48.750000000000007 7.5000000000000009 9.9949999000000016 23.000000000000004 6.3299999000000007 38.750000000000007 38.750000000000007 1.0000000180025095e-35
left_child=1 5 26 4 -4 7 51 10 9 -9 13 12 19 14 15 16 17 -1 21 61 62 25 23 -23 -24 33 27 29 -29 -2 59 32 -28 -15 35 36 -16 38 -21 -39 41 42 50 45 -45 -44 -46 -43 -49 -47 -33 -7 -31 -50 -8 -55 -42 -22 -36 -30 -14 -12 -3 -52 -58
right_child=2 20 3 -5 -6 6 54 8 -10 -11 11 -13 60 18 34 -17 -18 -19 -20 37 57 22 24 -25 -26 -27 31 28 30 52 -32 40 -34 -35 58 -37 -38 39 -40 -41 56 47 43 44 46 49 -48 48 53 -51 63 -53 -54 55 -56 -57 64 -59 -60 -61 -62 -63 -64 -65 -66
leaf_value=-0.1399244536773977 -0.18097747211205326 0.1351464689702275 0.054305294770431001 0.12418392375075178 -0.77483573321717392 0.17700805877786444 -0.21888752753742269 -0.21667934764738378 -0.22623955690617464 0.71366906342725989 -0.1803351718156001 0.35380836023569784 -0.4850770183783118 -0.068704868777858225 -0.3104807563753697 0.37934921924421694 -0.50143824459218311 0.16635955123513241 -0.31153717701076566 0.21870205869802065 -0.11389188729242274 -0.38407242571229733 0.48051970952937462 0.020609567859461823 -0.028608256838138637 0.40419653898540292 0.47469167510313676 -0.80969731416323265 0.21864261307074637 0.14103647961728533 -0.32825572886751009 0.073893193005138996 0.084406486817410115 0.20497990878259012 0.082601992650600559 -0.58154573860734415 0.086367228204025065 -0.20924429046574988 -0.15600684998662848 0.063522947845403993 0.28857633103634889 0.27963653508937997 0.36750387339187718 -0.39567647176720272 0.053934458464192037 0.12006320142085262 -0.19086136098592274 -0.22985736170059629 0.25684118517481036 -0.036699175461657879 -0.12301822842522162 -0.14729089270193774 0.45351849354448431 -0.12713321921992507 -0.61504682958871271 0.088130236542239379 0.12303370552995223 0.1172961478684735 -0.15538807422239748 0.017765018139387429 -0.21504187812720832 -0.45211719667458244 0.35701922175633283 -0.27955800218874094 0.044933737882814899
leaf_weight=45 9.0000000000000018 6.0000000000000027 11.000000000000002 13.000000000000002 5.9999999999999991 6 6 8.0000000000000036 5.9999999999999991 9 7.9999999999999982 6.9999999999999991 17.000000000000004 15 14.000000000000005 9.9999999999999982 5.9999999999999991 18 5.9999999999999991 11.000000000000002 8.9999999999999982 13.999999999999998 9.0000000000000018 61 14.999999999999998 8.9999999999999982 8 5.9999999999999991 10.000000000000004 11.000000000000002 6.9999999999999991 6.0000000000000027 9 14 5.9999999999999991 5.9999999999999991 6.9999999999999991 30 8.9999999999999982 11.999999999999998 11.999999999999998 10.999999999999998 10.999999999999998 7.9999999999999991 117 37 12.999999999999998 5.9999999999999991 10.999999999999998 33 5.9999999999999982 6 6.9999999999999991 5.9999999999999991 6 135 11 6.9999999999999991 7.9999999999999991 9 6.9999999999999991 6 8.9999999999999982 6 9
leaf_count=45 9 6 11 13 6 6 6 8 6 9 8 7 17 15 14 10 6 18 6 11 9 14 9 61 15 9 8 6 10 11 7 6 9 14 6 6 7 30 9 12 12 11 11 8 117 37 13 6 11 33 6 6 7 6 6 135 11 7 8 9 7 6 9 6 9
internal_value=0 -0.0514091 0.0494454 -0.103424 -0.273808 -0.0659491 -0.233175 -0.0549735 0.151855 0.292127 -0.0683358 -0.16038 -0.200606 -0.0302604 -0.0973319 -0.0329359 -0.0988204 -0.0507605 0.0264072 -0.124559 0.138767 0.0441032 -0.00104505 -0.0603864 0.177737 0.157727 0.0586152 -0.0392906 -0.180712 0.128944 -0.00275955 0.0713894 0.289481 0.0666595 -0.216407 -0.293442 -0.180972 -0.0730146 0.0508805 -0.13176 0.0620612 0.0526072 0.0227034 0.0355216 -0.000396788 0.0957192 0.0277448 0.094031 0.0788495 0.0468649 -0.124849 0.0163611 0.28572 0.0929515 -0.459132 0.0778513 0.175023 -0.0114904 -0.055098 0.130981 -0.421963 -0.326332 0.286757 -0.221643 0.0929522
internal_weight=0 448 544 30 17 417 24 393 23 17 370 107 100 263 120 79 69 63 143 76 31 137 99 75 24 38 514 59 32 27 26 455 17 29 41 27 21 62 20 42 438 406 237 219 138 81 130 169 158 70 18 12 18 152 12 141 32 16 14 19 24 14 15 12 20
internal_count=992 448 544 30 17 417 24 393 23 17 370 107 100 263 120 79 69 63 143 76 31 137 99 75 24 38 514 59 32 27 26 455 17 29 41 27 21 62 20 42 438 406 237 219 138 81 130 169 158 70 18 12 18 152 12 141 32 16 14 19 24 14 15 12 20

Tree=49
num_leaves=58
num_cat=0
split_feature=28 1 30 33 6 28 29 13 29 33 33 29 21 28 29 29 17 33 13 20 31 29 33 29 4 31 23 33 6 22 30 31 31 29 15 29 30 29 28 29 14 28 28 31 30 29 28 31 22 22 29 30 28 23 28 30 30
split_gain=196.206 186.988 140.311 354.35 186.99 135.295 131.07 129.572 128.228 330.395 138.612 141.268 127.076 125.535 269.651 189.929 98.9229 135.987 83.7117 80.8082 129.973 118.905 159.98 107.531 150.402 197.299 157.011 116.183 83.8979 72.2671 148.913 128.05 84.6051 93.1909 71.3978 71.3402 64.3054 70.0905 60.2105 58.8118 57.8941 65.1074 54.7372 53.5851 44.6125 44.4408 42.4677 50.384 32.8181 31.0678 52.6447 22.3125 20.2986 15.227 13.2702 10.5707 5.39681
threshold=10.500000000000002 1.0000000180025095e-35 0.93500000500000013 5.1500001000000006 1.0000000180025095e-35 8.4400000500000019 0.58000001500000009 1.0000000180025095e-35 1.0000000180025095e-35 98.700001000000015 98.700001000000015 8.2500000000000018 1.0000000180025095e-35 1.0000000180025095e-35 2.2500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 98.700001000000015 1.0000000180025095e-35 1.0000000180025095e-35 97.500000000000014 3.5000000000000004 98.700001000000015 37.700001000000007 1.0000000180025095e-35 97.500000000000014 1.0000000180025095e-35 83.750000000000014 1.0000000180025095e-35 1.0000000180025095e-35 18.500000000000004 48.750000000000007 57.500000000000007 19.500000000000004 1.0000000180025095e-35 1.5000000000000002 39.500000000000007 13.700000000000001 2.2500000000000004 28.500000000000004 1.0000000180025095e-35 8.4400000500000019 0.014999999900000002 41.250000000000007 36.000000000000007 10.135000000000002 17.500000000000004 97.500000000000014 1.0000000180025095e-35 1.0000000180025095e-35 39.000000000000007 23.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.014999999900000002 9.9949999000000016 23.000000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 12 6 8 -3 -4 16 9 55 11 54 13 15 38 18 19 -18 -1 21 -21 22 51 24 29 26 -26 56 34 30 43 -32 33 -31 46 42 37 -12 -15 -39 41 -13 -14 -23 -34 -16 -25 -48 -9 -19 -51 -2 -37 -22 -10 -5 -27
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Tree=54
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Tree=58
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Tree=59
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split_feature=25 19 0 2 28 28 25 33 25 33 30 32 28 30 30 30 30 26 32 33 22 32 31 33 25 28 33 30 26 10 25 31 28 22 25 25 33 31 31 26 30 19 26 32 26 30 32 25 32 30 28 26 28 25 31 33 26 26 32 32
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=60
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split_feature=25 20 7 0 26 30 26 30 30 32 19 26 29 0 29 3 24 26 29 24 12 29 14 30 26 29 29 29 25 30 29 25 24 32 26 25 30 5 25 12 24 25 25 26 32 29 29 26 29 24 32 29 32
split_gain=149.271 133.759 94.3773 194.535 69.909 58.6591 157.739 155.715 57.2252 173.123 51.103 66.1063 50.5601 424.816 92.4374 62.9118 186.77 97.431 200.823 139.142 90.1944 246.603 73.3508 41.445 40.5341 52.5056 44.7245 125.183 36.773 80.9127 39.5685 36.6781 35.0887 28.1924 84.4163 88.1642 61.0959 56.1846 46.3934 53.2397 31.4673 28.3353 19.4268 20.0869 19.3161 18.8632 12.7182 9.60884 4.9562 4.12894 3.49657 3.41545 3.01074
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left_child=1 2 8 -4 47 6 -2 -7 12 -10 24 46 14 -14 15 17 49 20 -19 -20 22 -22 -1 -5 26 -26 28 31 42 -30 -31 -28 48 34 35 -27 -37 38 51 -40 -39 -36 43 44 -9 -13 -12 -3 -8 -17 -43 -35 -32
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leaf_count=268 6 6 7 9 7 6 7 20 7 6 6 10 11 10 10 6 7 11 23 10 8 9 15 8 7 6 6 10 6 10 8 6 8 6 6 14 9 9 261 13 6 18 8 6 12 9 6 7 7 6 8 9 30
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Tree=61
num_leaves=64
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split_feature=24 9 28 29 27 30 28 24 29 1 28 26 22 26 24 29 32 2 29 32 29 30 30 28 26 26 28 26 30 30 30 32 32 32 26 30 24 17 13 26 32 26 26 26 29 26 26 32 26 26 29 23 29 26 24 26 26 28 29 32 24 30 29
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=62
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Tree=63
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=65
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leaf_value=0.25026540311377315 -0.07057315530784819 -0.56164406867541616 0.053124955602894541 -0.32034484343418551 -0.30397622253118078 0.05139151853066426 -0.00030726718024035889 -0.71438859945871913 -0.07042900629577771 0.2729980902992904 0.2753178062918939 0.58381897232207269 0.070937771170635197 -0.22973424999902123 0.30635401291514303 0.12414359731095249 0.15285382245760726 -0.22742114088856397 0.29254083625518734 0.0031427496897546868 -0.2771139186265037 0.43776264156848149 -0.29278361042505224 -0.12626551108075074 0.13233836440753222 -0.40742956753364729 0.38190580886933395 0.20856101397389887 0.24210719878763182 0.06906214263938551 -0.18287395755059604 0.3854093376585439 -0.025157998089175678 -0.063329927452138002 0.083190422600274552 0.038953212336783075 -0.056038692988600015 -0.19972067684076333 -0.19960185664842145 0.1642153903759383 -0.15822186049587092 0.1960677765247871 -0.038297594671920267 0.021334661696545243 0.019395143852170803 -0.098040931570859455 0.095511000158949075 0.17431942345656845 -0.089765315900023346 -0.064295365053524109 -0.31424704298063771 -0.022882755892931067 0.075810458860131574 0.097670343131065748 0.11617830683453254
leaf_weight=9.9999999999999982 9 6.9999999999999991 5.9999999999999982 6.9999999999999991 8 11.000000000000002 8 6.9999999999999991 11.000000000000002 7.9999999999999991 8.9999999999999982 5.9999999999999991 8 8.9999999999999982 6.0000000000000027 8.0000000000000053 9.9999999999999982 7.9999999999999982 7.9999999999999991 8.9999999999999982 7.0000000000000027 6.9999999999999982 10.000000000000002 5.9999999999999982 5.9999999999999991 12.999999999999998 6.9999999999999991 5.9999999999999991 6 6 6.0000000000000009 7.9999999999999991 7.9999999999999991 7.9999999999999991 7.9999999999999991 6.9999999999999991 10.000000000000005 8.9999999999999982 11.999999999999998 6.0000000000000027 10.999999999999998 18 125 419 17 14.000000000000002 5.9999999999999991 8.9999999999999982 9.9999999999999982 6.0000000000000027 10.999999999999998 6 7.9999999999999991 12 6
leaf_count=10 9 7 6 7 8 11 8 7 11 8 9 6 8 9 6 8 10 8 8 9 7 7 10 6 6 13 7 6 6 6 6 8 8 8 8 7 10 9 12 6 11 18 125 419 17 14 6 9 10 6 11 6 8 12 6
internal_value=0 -0.0379491 -0.0989975 -0.0595624 0.0139904 0.0189038 -0.1024 -0.275476 -0.0356309 0.0258852 0.0255131 0.173466 0.322758 0.0202825 0.0975262 0.0435327 0.00930947 0.0156563 0.0384362 0.014716 -0.019864 0.097773 0.0110601 -0.105853 -0.151077 -0.204236 0.185674 -0.0614368 0.063778 0.290099 -0.145973 0.240687 0.131366 0.0612892 -0.0368921 -0.134747 -0.000870967 -0.0703464 -0.0197906 -0.0574492 0.0134028 0.0106957 0.0142654 0.00757151 0.114163 0.0147737 -0.0376076 0.0686459 0.00733366 -0.177967 -0.237249 -0.149484 0.00376169 0.060938 0.0932119
internal_weight=0 230 107 100 777 755 38 18 93 58 717 23 14 694 85 63 609 123 109 101 85 45 32 22 40 34 16 21 12 13 22 22 14 14 14 35 54 27 50 38 600 590 579 544 35 26 20 27 18 28 17 14 18 20 12
internal_count=1007 230 107 100 777 755 38 18 93 58 717 23 14 694 85 63 609 123 109 101 85 45 32 22 40 34 16 21 12 13 22 22 14 14 14 35 54 27 50 38 600 590 579 544 35 26 20 27 18 28 17 14 18 20 12

Tree=69
num_leaves=94
num_cat=0
split_feature=26 18 29 32 11 24 2 30 23 30 26 30 28 30 6 32 25 28 26 0 24 24 29 32 30 29 24 32 30 28 28 29 32 24 32 29 24 24 29 29 26 32 24 30 26 30 32 28 3 30 24 24 32 25 21 26 6 16 14 29 6 26 30 26 29 24 28 4 30 32 29 28 25 18 30 26 28 26 30 18 26 28 24 32 30 28 32 26 26 28 10 26 16
split_gain=57.4205 99.0235 115.174 240.917 108.504 143.755 147.642 71.184 65.9592 142.861 59.7762 201.317 77.235 50.8082 154.03 84.495 74.2294 49.7686 63.3052 58.3985 210.187 184.058 101.499 87.3218 68.7553 60.5289 49.3602 111.73 54.0371 53.3189 55.0179 43.3138 42.628 45.7753 42.4693 120.084 46.9316 67.8063 52.0227 90.3162 41.713 36.81 36.4779 35.9475 63.1902 36.2529 41.4934 35.6538 34.69 34.2872 29.313 28.9062 86.4953 77.6933 25.05 85.39 118.802 96.1404 66.9126 59.6084 57.0658 34.2704 129.791 67.8974 56.2669 28.4784 25.237 35.4199 32.21 26.2781 94.0222 58.8198 24.9371 23.2973 22.6373 25.75 21.5683 19.4615 19.2643 18.144 14.3533 12.8497 11.7801 35.0642 10.2666 8.17876 7.39041 6.96566 6.66137 6.29483 2.20818 1.18155 1.15192
threshold=42.000000000000007 1.0000000180025095e-35 0.10500000000000002 2.9000000000000004 1.0000000180025095e-35 0.99500000500000019 1.0000000180025095e-35 9.6900000500000019 1.0000000180025095e-35 1.5000000000000002 10.500000000000002 1.5000000000000002 0.024999999500000005 19.495000000000001 1.0000000180025095e-35 88.750000000000014 86.250000000000014 35.500000000000007 105.50000000000001 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 39.000000000000007 46.250000000000007 21.500000000000004 15.500000000000002 7.5000000000000009 97.500000000000014 0.93500000500000013 16.500000000000004 20.500000000000004 13.700000000000001 50.149999500000007 5.5000000000000009 13.750000000000002 1.5000000000000002 3.5000000000000004 5.5000000000000009 10.135000000000002 8.2500000000000018 87.439998500000016 94.250000000000014 29.500000000000004 14.000000000000002 76.000000000000014 9.9349999500000017 61.250000000000007 19.500000000000004 1.0000000180025095e-35 39.500000000000007 13.500000000000002 19.500000000000004 56.250000000000007 98.599998500000012 1.0000000180025095e-35 116.50000000000001 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 13.700000000000001 1.0000000180025095e-35 114.50000000000001 39.500000000000007 104.94000000000001 33.600000500000007 36.000000000000007 35.500000000000007 1.0000000180025095e-35 39.500000000000007 94.250000000000014 20.064999500000003 19.500000000000004 48.750000000000007 1.0000000180025095e-35 0.30000000000000004 0.024999999500000005 10.500000000000002 118.44000000000001 23.000000000000004 1.0000000180025095e-35 99.000000000000014 25.500000000000004 2.2500000000000004 22.500000000000004 39.500000000000007 0.99500000500000019 46.250000000000007 89.500000000000014 78.939998500000016 21.500000000000004 1.0000000180025095e-35 119.44000000000001 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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right_child=13 -3 3 7 -6 6 -8 31 9 -11 85 -13 -14 16 15 -17 54 80 49 20 23 32 -24 24 42 -27 28 -29 29 30 40 -33 33 41 36 -37 37 38 -40 -41 -42 -43 -44 44 -46 46 -48 -49 -50 -51 -52 53 -54 -55 58 60 -58 -59 91 66 -62 62 -64 64 -66 -67 67 -69 -70 71 81 -73 -74 -75 -76 -77 -78 79 -80 84 -82 -83 -84 -85 -86 -87 -88 -89 -90 -91 -92 -93 -94
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internal_value=0 -0.0348943 -0.0234384 -0.0875017 0.0333752 0.0599858 0.205459 -0.049412 0.313645 0.393357 -0.00461816 0.0306195 -0.0348743 0.0128924 0.053239 -0.202332 0.00141437 -0.0404191 -0.0281683 -0.012925 0.0269945 -0.0727399 -0.330071 -0.0103572 -0.0459118 -0.0949095 0.0775595 0.208336 0.0598414 0.0852401 0.147937 -0.145062 0.000399007 0.0637422 0.0041691 0.132172 -0.0317117 0.0401278 -0.0320086 0.0494314 0.0216147 0.113446 0.074047 0.0316133 0.143801 -0.00414669 -0.0647767 0.167401 -0.045454 -0.186526 0.079464 0.207861 0.115852 0.284577 0.0220877 0.0401217 0.101957 0.0712701 -0.00208153 0.0150349 -0.00183259 0.0966699 0.216392 0.0696251 -0.0423958 0.131536 0.0290532 0.0543861 0.0392201 -0.0179079 0.0431486 -0.0738044 -0.191543 0.0734385 0.0189799 -0.00821838 0.0137435 0.0139553 -0.0837772 0.0227701 -0.186389 -0.0523679 -0.232655 -0.148781 -0.0667526 -0.159745 -0.120178 0.0235406 -0.100615 -0.017569 0.0342371 -0.159124 0.0296034
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internal_count=1007 230 222 104 118 107 32 97 23 17 75 62 53 777 171 14 606 200 186 171 103 68 14 95 80 57 157 17 140 113 51 34 54 31 63 13 50 28 22 16 17 25 23 62 14 48 28 15 27 15 20 34 17 17 406 232 93 86 174 158 139 80 13 67 24 43 148 96 90 52 25 27 27 61 42 36 18 129 23 121 14 19 21 12 13 13 22 17 20 14 108 16 98

Tree=70
num_leaves=59
num_cat=0
split_feature=31 28 28 33 33 27 21 26 22 26 29 28 26 21 26 27 29 29 26 33 29 33 33 29 22 33 29 28 26 28 33 33 28 28 26 28 33 28 26 22 29 32 28 33 32 31 29 27 29 26 28 33 32 31 31 32 32 26
split_gain=49.7982 119.381 137.207 85.1109 167.465 125.471 159.072 71.2147 114.447 136.861 69.3631 56.1526 74.5784 41.8862 134.455 37.5816 68.3708 34.3862 28.193 26.2751 49.0366 25.9354 119.351 47.9187 76.7138 48.331 45.5539 74.997 43.8139 49.0859 73.0656 35.9274 71.4232 38.9239 43.1344 110.54 73.6517 34.2779 46.3597 75.0172 33.0471 31.3884 41.8929 30.6221 30.5665 27.4012 21.8867 21.1051 20.0393 33.7417 17.6726 16.8086 13.6087 11.2932 7.32408 8.77726 6.01947 5.49722
threshold=8.7500000000000018 0.024999999500000005 0.014999999900000002 2.1000000000000005 5.1500001000000006 0.23500000500000004 1.0000000180025095e-35 10.500000000000002 1.0000000180025095e-35 20.060000500000005 9.5000000000000018 4.690000050000001 24.939999500000003 1.0000000180025095e-35 1.0000000180025095e-35 1.3550000000000002 3.5000000000000004 0.034999999000000011 37.875000000000007 2.1000000000000005 3.5000000000000004 11.250000000000002 0.70000000000000007 5.5000000000000009 1.0000000180025095e-35 61.250000000000007 3.5000000000000004 10.500000000000002 53.500000000000007 8.4400000500000019 41.250000000000007 36.250000000000007 13.500000000000002 12.440000000000003 91.000000000000014 28.500000000000004 83.750000000000014 17.500000000000004 62.500000000000007 1.0000000180025095e-35 10.135000000000002 56.250000000000007 19.500000000000004 77.500000000000014 88.750000000000014 88.750000000000014 28.500000000000004 1.0000000180025095e-35 8.2500000000000018 58.000000000000007 8.4400000500000019 25.350000500000004 88.750000000000014 23.450000000000003 32.899999500000007 43.750000000000007 46.250000000000007 73.500000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -5 13 -7 -6 48 -10 -11 -2 50 14 -1 -8 -17 -16 -12 -3 -21 22 37 24 26 -26 45 -28 29 53 41 32 -30 43 35 -35 -36 40 -39 -40 -14 51 -43 44 -33 -23 -45 -15 -9 -50 -13 -31 -34 -25 55 -32 -56 -47
right_child=11 19 -4 4 7 6 15 8 9 10 18 12 21 47 17 16 -18 -19 -20 20 -22 23 -24 28 25 -27 27 -29 31 30 54 33 52 34 36 -37 -38 38 39 -41 -42 42 -44 46 -46 57 -48 -49 49 -51 -52 -53 -54 -55 56 -57 -58 -59
leaf_value=0.23114736986518478 0.2282508858023623 -0.33468149593738228 0.32276998298911314 -0.36982047260919665 0.16108007892476636 0.41670004530240451 -0.1191894002100589 -0.25294693307093891 -0.29433285007497295 0.33652278114225614 -0.10456274296506259 -0.065921421931208951 0.24230624392528158 -0.25736163624479619 -0.25215693419654034 0.25463110885644274 -0.071459626334596946 0.0050508602611744561 0.088829546444999977 0.023755870676341769 -0.24482491458686603 0.17808572806261086 0.34270619441341788 0.099430547780451545 -0.35846753435552653 -0.071281874809728377 -0.30914324677559146 0.040562816188689656 -0.24793744546415183 -0.044290025405475386 0.057881398104168029 0.063141723766145824 -0.042702736570225816 -0.0041944463809138379 0.1337998846042398 -0.21383688515076948 0.0092691210870255673 -0.15823685888546163 0.23882740864054169 -0.088807420681748142 -0.019948416532276778 0.052784422317208091 0.36688525588571319 0.07089456810418629 0.26267927193390694 0.055650534275138913 -0.098622099758269022 -0.059227566495380898 -0.214951311905133 0.0017327949400546376 -0.24010120898050014 0.13191415026465111 0.10606567973941046 0.28800894707617525 -0.15306326674478074 -0.068442120867672665 -0.034774646469374906 -0.03959410208902861
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leaf_count=10 7 7 7 11 10 10 7 14 6 6 6 10 6 7 8 8 8 6 19 8 10 9 8 6 7 10 6 10 10 7 6 14 8 145 36 19 346 12 7 11 6 6 6 14 9 6 7 9 9 10 8 6 7 7 6 7 7 9
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internal_weight=0 196 171 164 91 73 33 80 70 37 31 811 804 40 24 23 16 14 25 25 18 786 50 736 57 17 40 16 679 64 51 615 25 590 546 164 382 42 30 18 12 25 12 44 23 24 21 16 33 19 18 13 15 13 26 13 13 15
internal_count=1007 196 171 164 91 73 33 80 70 37 31 811 804 40 24 23 16 14 25 25 18 786 50 736 57 17 40 16 679 64 51 615 25 590 546 164 382 42 30 18 12 25 12 44 23 24 21 16 33 19 18 13 15 13 26 13 13 15

Tree=71
num_leaves=57
num_cat=0
split_feature=31 28 28 26 26 33 33 22 27 8 27 24 28 26 29 6 26 33 33 24 33 24 29 31 26 26 26 29 31 28 24 24 31 29 24 33 24 31 26 32 8 29 26 33 33 24 4 9 26 24 16 28 28 26 26 29
split_gain=42.7789 102.725 118.499 80.045 99.5868 147.433 138.991 119.185 86.1695 78.4953 60.8982 53.9782 48.5278 64.116 37.9861 34.113 159.757 98.9508 210.546 106.1 78.2478 52.661 96.0074 80.3504 74.15 73.1624 71.6821 66.1918 85.3787 48.2602 72.6672 60.4076 36.7755 60.2188 30.8229 44.8937 30.4599 26.6845 26.4357 35.0644 24.0517 118.514 36.9343 23.7357 22.8761 44.9775 20.5944 17.6774 124.021 30.4916 16.3536 23.2761 15.2548 14.8839 7.60702 5.03043
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=74
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Tree=85
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Tree=86
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Tree=87
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Tree=89
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Tree=91
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Tree=93
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Tree=94
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Tree=95
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[data: ]
[valid: ]
[learning_rate: 0.0842163]
[num_leaves: 1023]
[max_depth: 10]
[min_data_in_leaf: 6]
[bagging_fraction: 0.9]
[bagging_freq: 4]
[feature_fraction: 0.7]
[lambda_l2: 1.35]
[min_gain_to_split: 0.421053]
[max_bin: 63]

tree
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Tree=0
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internal_value=64.8882 67.1876 57.625 64.7819 63.5987 70.0437 61.9001 64.179 58.6148 68.3416 65.8802 57.8932 67.46 64.7397
internal_weight=0 348 103 189 91 159 52 22 79 53 98 65 41 57
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Tree=1
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internal_weight=0 177 274 85 61 92 87 83 37 61 28 213 21 16
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shrinkage=0.178948

Tree=2
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Tree=3
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Tree=4
num_cat=0
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internal_weight=0 177 274 85 71 92 87 63 37 79 74 32 59 70
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Tree=5
num_cat=0
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Tree=6
num_cat=0
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Tree=21
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Tree=22
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Tree=23
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Tree=24
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Column_25=50
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Column_28=36
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Column_30=29
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Column_0=3
Column_1=3
Column_2=3
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Column_12=3
Column_16=3
Column_19=3
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Column_14=2
Column_17=2
Column_20=2
Column_23=2
Column_3=1
Column_5=1
Column_11=1
Column_18=1

[data: ]
[valid: ]
[num_iterations: 25]
[learning_rate: 0.178948]
[num_leaves: 15]
[max_depth: 7]
[min_data_in_leaf: 4]
[bagging_fraction: 0.4]
[bagging_freq: 5]
[feature_fraction: 0.6]
[lambda_l1: 0.45]
[lambda_l2: 0.225]
[max_bin: 1023]