data/faction-picker-bot/models/fakirs_model.txt

tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=73
objective=regression
feature_names=x0_SCORE1 x0_SCORE2 x0_SCORE3 x0_SCORE4 x0_SCORE5 x0_SCORE6 x0_SCORE7 x0_SCORE8 x0_SCORE9 x1_SCORE1 x1_SCORE2 x1_SCORE3 x1_SCORE4 x1_SCORE5 x1_SCORE6 x1_SCORE7 x1_SCORE8 x1_SCORE9 x2_SCORE1 x2_SCORE2 x2_SCORE3 x2_SCORE4 x2_SCORE5 x2_SCORE6 x2_SCORE7 x2_SCORE8 x2_SCORE9 x3_SCORE1 x3_SCORE2 x3_SCORE3 x3_SCORE4 x3_SCORE5 x3_SCORE6 x3_SCORE7 x3_SCORE8 x3_SCORE9 x4_SCORE1 x4_SCORE2 x4_SCORE3 x4_SCORE4 x4_SCORE5 x4_SCORE6 x4_SCORE7 x4_SCORE8 x4_SCORE9 x5_SCORE2 x5_SCORE3 x5_SCORE4 x5_SCORE5 x5_SCORE6 x5_SCORE7 x5_SCORE8 x5_SCORE9 BON1 BON2 BON3 BON4 BON5 BON6 BON7 BON8 BON9 BON10 no_players red blue green black grey yellow brown x0_map1 x0_map2 x0_map3
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] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:3] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1]
tree_sizes=2766 2849 2849 2864 2876 2868 2854 2927 2825 2867 2874 2890 2857 2866 2864 2887 2858 2842 2859 2870 2911 2861 2854 2858 2868 2862 2819 2880 2878 2827 2855 2870 2887 2867 2909 2903 2864 2884 2841 2873

Tree=0
num_leaves=31
num_cat=0
split_feature=64 68 66 67 54 57 59 59 2 57 2 58 62 18 60 2 58 55 67 54 3 37 57 13 55 8 15 58 60 19
split_gain=161051 30955.1 19504.7 8776.33 7642.43 6650.3 4726.76 4503.87 5289.82 5021.81 4748.56 4554.83 4455.38 4631.8 4330.71 4318.25 4234.83 4015.03 3786.04 3622.01 4940.68 5334.83 3616.75 4423.14 4971.59 3516.88 3393.68 3262.35 3130.17 3782.89
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 5 12 16 15 19 10 26 -10 28 -11 13 25 -14 18 -2 -15 -1 -7 21 27 -5 24 -24 -3 -9 -21 -4 -30
right_child=4 3 7 22 -6 6 -8 8 9 11 -12 -13 14 17 -16 -17 -18 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=98.056266865522886 96.959287437566616 97.363870962856694 97.829830085071379 97.022778789444757 96.031827581295346 98.284522664392583 97.304813308314209 96.974401502631551 97.211550518071007 96.654467752420231 98.313163426724529 94.770059953163795 97.30529824661447 97.640436140913579 96.697081537888053 98.756383793979793 96.311102673009501 95.985890690432072 97.477449128502485 98.444045779395438 96.180554700908303 96.173163387360617 96.889137432157852 97.295663413214143 96.32095560802847 98.540941221321305 97.756711816084518 97.575768461609016 97.207511245478599 95.888163420143172
leaf_weight=319 129 424 72 260 1602 103 497 525 31 23 48 29 178 22 342 59 461 44 175 68 23 20 231 80 462 27 62 119 230 24
leaf_count=319 129 424 72 260 1602 103 497 525 31 23 48 29 178 22 342 59 461 44 175 68 23 20 231 80 462 27 62 119 230 24
internal_value=96.848 97.1905 97.4328 96.9064 96.1451 97.6791 97.5002 97.1066 96.9514 96.2041 97.3846 95.6035 97.112 97.3198 96.9053 97.9478 96.4528 96.5374 97.8512 97.7917 97.571 97.7255 96.7001 96.5916 96.5103 97.4343 97.057 97.8915 97.2478 97.0828
internal_weight=0 4497 2427 2070 2192 1383 830 1044 670 83 374 52 1037 517 520 553 590 66 494 333 230 207 1033 773 693 451 587 187 326 254
internal_count=6689 4497 2427 2070 2192 1383 830 1044 670 83 374 52 1037 517 520 553 590 66 494 333 230 207 1033 773 693 451 587 187 326 254
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=70 56 67 56 67 67 67 66 62 66 25 66 44 55 1 60 7 63 43 61 48 55 63 44 60 71 43 63 53 45
split_gain=175079 44083.4 19537.2 18460.3 11519.2 7435.71 6027.28 5201.47 5164.45 4442.14 6346.56 4299.63 4033.82 4023.53 3938.43 5191.39 5113.83 4034.86 3751.72 3398.22 3297.79 3295.5 2959.9 2776.44 2672.83 5230.94 4185.79 3766.85 2637.26 2986.78
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 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
left_child=1 4 8 6 9 7 11 -5 12 10 20 -2 24 -9 15 -11 17 -17 28 -6 -1 -4 -8 -21 26 -26 27 -3 -10 -30
right_child=3 2 21 5 19 -7 22 13 18 14 -12 -13 -14 -15 -16 16 -18 -19 -20 23 -22 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.86790778627312382 0.03998753716170169 0.7576108858486017 0.03757686872958628 -0.46642889495437956 0.53383659765647162 -0.9262775258196948 0.01788342847968593 -0.37270994105776728 -0.12240010297974446 0.827566959847297 0.1351120004944858 -0.47100866428848837 0.90467923211288603 -0.95780664141152727 1.0787366575664945 -0.28782948482604254 -0.7992158347910101 0.46377731477698458 0.53537220195375923 0.24868821245965672 0.39142944093223098 -0.15756290730461589 -0.67949827789018546 -0.32708508918682733 -0.12322502849094663 0.36338713314315241 1.3033046242231741 0.1660409463866919 0.2326659819715442 -0.45490793489640763
leaf_weight=506 289 80 585 570 190 416 33 69 241 70 70 98 56 215 36 42 22 130 79 536 74 1123 150 40 135 360 26 119 298 31
leaf_count=506 289 80 585 570 190 416 33 69 241 70 70 98 56 215 36 42 22 130 79 536 74 1123 150 40 135 360 26 119 298 31
internal_value=0 0.210101 0.0613365 -0.553684 0.481708 -0.695151 -0.238486 -0.582564 0.243599 0.636809 0.734746 -0.089412 0.359665 -0.815653 0.424612 0.335413 0.157832 0.280245 0.10482 0.28935 0.807116 -0.0907264 -0.553741 0.208704 0.317275 0.230675 0.507794 0.403858 0.0451472 0.167879
internal_weight=0 4849 3133 1840 1716 1270 570 854 1425 950 650 387 776 284 300 264 194 172 649 766 580 1708 183 576 720 495 225 199 570 329
internal_count=6689 4849 3133 1840 1716 1270 570 854 1425 950 650 387 776 284 300 264 194 172 649 766 580 1708 183 576 720 495 225 199 570 329
is_linear=0
shrinkage=0.0666667


Tree=2
num_leaves=31
num_cat=0
split_feature=70 64 64 68 56 56 56 59 66 66 3 68 8 54 10 41 30 3 27 56 60 62 59 14 62 58 42 60 68 35
split_gain=141814 114143 35658.9 24906.1 11908.6 10496.5 9583.82 9176.73 6389.21 5835.93 5161.36 5131.82 4598.2 4244.72 3975.12 3788.32 3772.11 3666.06 3523.29 3025.36 3007.55 3006.96 2941.6 3528.53 3852.31 2901.46 2871.1 2900.22 2815.39 2751.53
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 3 5 4 7 11 9 17 16 -3 -11 -2 20 14 -8 -10 28 -1 26 -5 -6 -20 29 25 -25 -24 27 -9 -7 -21
right_child=2 6 -4 19 12 8 13 18 15 10 -12 -13 -14 -15 -16 -17 -18 -19 21 22 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=1.8491671896887265 0.20806134707621626 0.24412694465626711 -1.4603189922575877 0.53055054529987533 0.98145214342209819 -0.29766431369932528 -0.12936098875088878 1.1725590623342075 -1.2011054846491269 -0.26343134731242929 -1.8667842066806295 -0.47831208698768563 -0.30998849954870011 -0.6600899985818619 -1.1994345564108631 -0.17557243392581035 0.26638007164001465 0.65204578905270028 2.2801516248899349 0.56569263552660709 0.60142411634262249 0.79968710360319717 0.44608594089532733 0.18081436710698265 -1.4779956613268173 -0.0042131191442553711 1.518428528364058 0.53788685737830455 -0.76511077828250196 -0.64755667090415958
leaf_weight=217 259 318 508 522 308 221 316 104 253 158 23 188 45 830 39 42 60 29 34 286 643 23 244 28 28 346 54 234 309 20
leaf_count=217 259 318 508 522 308 221 316 104 253 158 23 188 45 830 39 42 60 29 34 286 643 23 244 28 28 346 54 234 309 20
internal_value=0 0.283636 -0.747473 0.637538 0.899442 -0.475607 -0.381506 1.21713 -0.675112 -0.0138794 -0.467172 -0.0806147 0.677765 -0.536313 -0.246918 -1.0551 -0.485119 1.70804 0.948162 0.337076 0.724504 1.68277 0.230991 0.11001 -0.648591 0.182012 0.841344 0.733171 -0.570194 0.486395
internal_weight=0 4849 1840 3165 1691 1332 1684 695 885 499 181 447 996 1185 355 295 590 246 449 1474 951 57 952 646 56 590 392 338 530 306
internal_count=6689 4849 1840 3165 1691 1332 1684 695 885 499 181 447 996 1185 355 295 590 246 449 1474 951 57 952 646 56 590 392 338 530 306
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=70 64 64 67 67 67 66 66 65 66 56 7 65 25 56 28 56 65 48 49 58 60 46 47 30 56 65 49 58 8
split_gain=114869 92455.9 28883.7 18170.3 12649.3 9901.35 7817.61 7550.53 6128.72 7495.53 5928.94 4827.98 4550.49 4828.89 4392.93 4347.43 4286.55 4070.05 5113.02 3956.86 3258.19 3660.51 3317.64 3114.55 2977.35 2745.62 3054.85 2728.07 3292.42 2627.13
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 3 4 10 7 6 12 16 9 19 -1 15 -3 -14 -11 -8 -2 -9 -19 -5 -12 22 -22 -6 -18 26 -7 -27 -29 -4
right_child=2 5 29 8 23 25 11 17 -10 14 20 -13 13 -15 -16 -17 24 18 -20 -21 21 -23 -24 -25 -26 27 -28 28 -30 -31
leaf_value=0.86808697368409515 0.27380449777980992 0.38288137103685843 -1.0469278312053278 0.58697808719552336 -0.62808681554896273 -0.015528301182720396 -0.3807006214874798 -0.17340166374247951 0.12582875108715916 0.65830402258545795 0.71855658552980728 -1.2346776438256104 0.010466578431703427 -1.1320667012498298 -0.0067694656409447874 0.77248949368794761 -0.26060545950525071 -0.636777774426178 -2.065180020903548 1.3192727545897165 0.51887453028022368 0.21695683920721145 1.4150682496882623 -1.2523214105230109 0.49877495865027105 -0.50526883877507689 -0.68887950122064234 -0.29756207414615299 -1.4436106282558776 -1.8386115044034936
leaf_weight=669 228 246 477 351 380 150 247 119 840 94 395 42 225 29 259 25 346 134 20 60 159 303 35 65 40 576 68 27 49 31
leaf_count=669 228 246 477 351 380 150 247 119 840 94 395 42 225 29 259 25 346 134 20 60 159 303 35 65 40 576 68 27 49 31
internal_value=0 0.212727 -0.560605 0.478153 -0.356705 -0.28613 -0.0772278 -0.174811 0.281178 0.45198 0.680555 -0.403112 0.127428 -0.11998 0.170332 -0.274709 -0.012689 -0.539438 -0.822285 0.693882 0.539906 0.39792 0.680559 -0.719267 -0.181913 -0.481585 -0.225564 -0.567187 -1.03646 -1.09524
internal_weight=0 4849 1840 3165 1332 1684 814 887 1604 764 1561 314 500 254 353 272 614 273 154 411 892 497 194 445 386 870 218 652 76 508
internal_count=6689 4849 1840 3165 1332 1684 814 887 1604 764 1561 314 500 254 353 272 614 273 154 411 892 497 194 445 386 870 218 652 76 508
is_linear=0
shrinkage=0.0833333


Tree=4
num_leaves=31
num_cat=0
split_feature=70 64 64 67 67 67 66 66 22 56 56 56 0 56 4 11 42 55 29 58 9 46 58 62 61 13 46 55 56 0
split_gain=93044 74889.3 23395.8 14718 10245.9 8020.1 6332.27 6115.93 5706.01 4802.44 3989.05 3472.11 3321.47 3986.98 3322.87 3219.94 3742.94 3652.95 2880.65 2873.78 3032.35 2715.76 3266.55 3527.92 2592.27 3927.05 3084.69 2747.49 2586.52 2569.26
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 3 4 9 7 6 8 11 12 -1 -5 -2 13 18 -15 16 17 -9 -3 -19 -21 22 -11 -24 25 27 -26 -12 -6 -25
right_child=2 5 -4 10 28 -7 -8 15 -10 21 24 -13 -14 14 -16 -17 -18 19 -20 20 -22 -23 23 29 26 -27 -28 -29 -30 -31
leaf_value=0.41668174640074296 0.13142616862383966 0.23905724058492001 -0.52571483873619596 0.23226065056795814 -0.19345841550075252 -0.2311608277788412 -0.19349392753434536 0.096378440786651476 0.50185805141416373 0.3290010315191581 0.3227555106823326 -0.087318333107967383 0.30644147031837043 -0.21386428024087634 0.25974471678141675 0.18381686082744958 -0.72996905556431524 -0.62563292731503506 -0.30503206253051757 -0.10641793025864495 -0.71143491665522252 0.44199525791835159 0.25602532269191247 0.080318427941313497 0.066749632851436647 0.53212768806601463 -0.22880537835186876 0.038276056505223172 -0.42088760030691069 -0.3349020962242607
leaf_weight=669 228 117 508 548 148 870 314 49 52 338 94 386 64 210 34 29 36 49 23 90 20 136 237 144 596 53 79 234 297 37
leaf_count=669 228 117 508 548 148 870 314 49 52 338 94 386 64 210 34 29 36 49 23 90 20 136 237 144 596 53 79 234 297 37
internal_value=0 0.102109 -0.26909 0.229514 -0.171219 -0.137342 -0.0370693 -0.0839095 0.0611653 0.326666 0.134965 -0.00609073 0.0100135 -0.0393912 -0.14787 -0.25893 -0.311552 -0.239134 0.149671 -0.34253 -0.216421 0.259155 0.226263 0.143188 0.0844749 0.177161 0.0321588 0.119804 -0.345248 -0.00456091
internal_weight=0 4849 1840 3165 1332 1684 814 887 500 1561 1604 614 448 384 244 273 244 208 140 159 110 892 756 418 1056 381 675 328 445 181
internal_count=6689 4849 1840 3165 1332 1684 814 887 500 1561 1604 614 448 384 244 273 244 208 140 159 110 892 756 418 1056 381 675 328 445 181
is_linear=0
shrinkage=0.0444444


Tree=5
num_leaves=31
num_cat=0
split_feature=70 56 56 57 57 59 60 59 65 58 66 20 55 48 57 38 10 63 60 13 61 62 58 60 16 55 68 65 15 61
split_gain=75365.6 20327 9428.85 9350.95 8766.45 8677.29 6507.47 6431.23 4871.8 4494.15 4038.64 3801.94 3790.66 3790.04 3385.4 3383.9 3382.37 4641.69 3804.61 3345.13 3271.04 3270.96 3258.1 2812.83 2734.84 2769.47 2723.51 2711.58 3718.56 3127.88
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 3 20 27 10 13 19 22 -9 -7 -4 16 -10 14 -3 -15 -11 26 -19 -5 -2 -16 -8 -23 -6 -26 -18 28 -1 -29
right_child=2 5 4 6 24 9 7 8 12 11 -12 -13 -14 15 21 -17 17 18 -20 -21 -22 23 -24 -25 25 -27 -28 29 -30 -31
leaf_value=0.61675980538918229 0.152906551370115 0.41545750307755713 -0.055326914331668003 0.55005530220439169 -0.53846247039133832 0.072498509247630752 0.71706549414368559 0.19124611907068528 0.11050561999465214 -0.12671783246928242 -0.5087057087513116 0.21111870563615509 -0.38960783830124124 -0.25534602568711257 0.30571509620128845 0.55100728699139179 -1.4011551573162988 0.48062543840635397 -0.50915747368777242 -0.1491542327637766 -0.22567966325801075 0.31527589421926272 0.23551814557428946 -0.10879080774528639 -1.4179010443389415 -0.67561825112448082 -0.50083999739338947 0.83343299468358367 1.4139280111625276 0.25972466917483361
leaf_weight=252 132 311 266 288 768 827 86 275 108 913 130 129 179 133 311 28 28 28 45 34 438 96 228 252 32 74 32 55 29 182
leaf_count=252 132 311 266 288 768 827 86 275 108 913 130 129 179 133 311 28 28 28 45 34 438 96 228 252 32 74 32 55 29 182
internal_value=0 0.137847 -0.363272 0.322281 -0.464375 0.0368294 0.219948 0.125746 -0.00927493 -0.0465617 -0.204163 -0.13036 -0.201412 0.184441 0.234161 -0.115111 -0.172473 -0.48657 -0.129515 0.476226 -0.138007 0.148602 0.367407 0.00819311 -0.582274 -0.899704 -0.920987 0.55895 0.69903 0.392864
internal_weight=0 4849 1840 1716 1270 3133 1198 876 562 2002 396 1175 287 1131 970 161 1046 133 73 322 570 659 314 348 874 106 60 518 281 237
internal_count=6689 4849 1840 1716 1270 3133 1198 876 562 2002 396 1175 287 1131 970 161 1046 133 73 322 570 659 314 348 874 106 60 518 281 237
is_linear=0
shrinkage=0.0666667


Tree=6
num_leaves=31
num_cat=0
split_feature=64 70 70 65 56 66 56 56 57 65 7 57 2 53 56 22 54 51 13 26 42 71 1 10 66 71 19 56 58 53
split_gain=68247.4 50492.4 19944.7 7477.1 4924.83 4915.36 4894.92 4152.04 4097.07 3596.35 3593.85 3502.89 4071.37 3551.84 3645.84 3422.71 3353.22 3079.19 2971.75 2966.84 2921.05 2732.15 2725.6 2718.95 2656.69 2609.16 2494.03 2466.95 2378.22 2376.2
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 3 6 5 19 17 9 -7 -6 -2 11 13 18 14 -5 16 23 -1 -13 -3 -12 -20 25 -8 -11 26 -15 -14 -23 -19
right_child=2 4 -4 10 8 7 15 -9 -10 24 20 12 27 22 -16 -17 -18 29 21 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.84142300061658448 0.20257115023327876 0.04364692908589482 -1.0067160009267175 0.94474155970982143 -0.10801466549490835 0.73173099935675667 -0.088512376827043548 0.21122448660942883 -0.5738701075084166 -0.095720934684181386 -0.27778163645186543 0.24328378351261232 -0.94127239675783536 0.199139504734127 -0.27219135158033259 0.099189359780217784 -0.57556734484940808 -0.33707281321287158 1.4998820432134579 -1.0195529601403646 0.8283576288393566 -0.29938337736659582 0.082830507321315902 -1.0608346283435821 -0.85038592927697787 1.0457105097379171 1.3909104057333685 0.023414215207099916 0.88776169776916503 0.61300469102797583
leaf_weight=718 286 419 508 35 273 240 284 424 612 144 162 763 41 87 83 122 747 40 37 28 28 27 57 32 69 204 22 75 45 77
leaf_count=718 286 419 508 35 273 240 284 424 612 144 162 763 41 87 83 122 747 40 37 28 28 27 57 32 69 204 22 75 45 77
internal_value=0 0.223008 -0.457513 0.440387 -0.29351 0.602425 -0.291839 0.399359 -0.430166 -0.0291084 0.294592 0.347288 0.239019 0.566487 0.0887633 -0.402474 -0.46005 0.763904 0.313059 -0.0229517 -0.114772 0.801482 0.718842 -0.186975 -0.34019 0.834665 0.43968 -0.317553 0.442582 0.288192
internal_weight=0 4497 2192 3165 1332 1499 1684 664 885 499 1666 1476 988 488 118 1185 1063 835 872 447 190 109 370 316 213 313 109 116 72 117
internal_count=6689 4497 2192 3165 1332 1499 1684 664 885 499 1666 1476 988 488 118 1185 1063 835 872 447 190 109 370 316 213 313 109 116 72 117
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=67 57 66 59 55 62 45 41 68 66 14 41 59 52 53 24 39 62 61 57 63 55 63 40 58 33 12 61 53 30
split_gain=17943.4 14923.7 6922.78 4524.2 3934.38 4116.97 3560.17 4491.95 3520.93 3819.76 3509.89 3470.16 3396.51 3329.62 3088.78 2969.95 4386.44 2894.49 3405.81 3860.01 3645.46 4152.98 3346.85 3176.42 2841.14 3150.27 3363.14 2786.81 2716.82 2857.08
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 -1 -4 5 28 7 -5 9 -7 11 -10 13 15 -11 -2 -17 18 19 -14 21 -21 -19 -24 27 26 -26 -6 -3 -30
right_child=12 4 3 6 24 8 -8 -9 10 14 -12 -13 17 -15 -16 16 -18 22 -20 20 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=0.096560866594730829 0.00017061146764539423 -0.0035842831870233332 0.10477018968318945 -0.028214137524278468 0.058201107230630364 0.079458969803709603 -0.18992270205610542 0.17469341031142643 0.0010600419499031785 -0.18132289048999248 -0.26817281132652648 -0.20499555308903966 0.10918903354197572 0.10955384624939339 0.01066804505601714 -0.14746399681357775 0.12152770190011887 0.046282720521034659 -0.077082820093269014 0.23064105307710345 -0.097208792147644274 -0.022123876509685364 -0.022251230615703079 -0.11968124514597954 -0.057878236721399058 0.058763003846009569 0.057448420460280189 -0.016342990385092886 0.075392790501878706 0.24449601436174045
leaf_weight=889 738 111 109 226 222 170 31 35 120 33 21 28 59 68 79 85 21 172 823 23 139 84 755 106 706 88 78 374 265 31
leaf_count=889 738 111 109 226 222 170 31 35 120 33 21 28 59 68 79 85 21 172 823 23 139 84 755 106 706 88 78 374 265 31
internal_value=0 0.0251645 0.0706301 0.0131427 -5.07698e-05 0.0283024 -0.0210607 -0.00100431 -0.0063795 0.0296707 -0.0665343 -0.0379234 -0.029611 -0.00263902 -0.0459007 -0.0116783 -0.0941732 -0.040994 -0.0594527 -0.0118804 -0.0409174 0.0322088 -0.0208376 -0.0342461 -0.0166223 -0.0357912 -0.0464044 0.0114234 0.0667337 0.0931029
internal_weight=0 3616 1290 401 2326 858 292 261 451 282 169 148 3073 912 112 844 106 2161 1128 305 246 107 1033 861 1468 872 784 596 407 296
internal_count=6689 3616 1290 401 2326 858 292 261 451 282 169 148 3073 912 112 844 106 2161 1128 305 246 107 1033 861 1468 872 784 596 407 296
is_linear=0
shrinkage=0.0166667


Tree=8
num_leaves=31
num_cat=0
split_feature=64 68 66 65 50 67 63 67 54 63 63 2 25 72 60 66 51 14 62 32 45 17 67 29 63 49 67 58 60 62
split_gain=55356 18786.9 9423.03 5083.64 8860.57 6947.3 5230.66 4558.79 3744.35 3701.26 3267.83 3258.15 3182.38 3148.62 3821.35 3027.83 2998.99 3161.61 6865.13 2991.31 3077.09 2843.1 2623.48 2488.83 2832.16 3204.01 2584.37 3302.91 3000.63 2457.07
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 9 5 23 19 -6 29 -2 16 15 13 -7 -11 -15 -10 17 21 -19 20 -4 -1 -12 24 25 26 27 -5 -29 -3
right_child=8 7 3 4 6 12 -8 -9 10 11 22 -13 -14 14 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=1.0397960247260178 -0.19667912532338652 0.28201719221606764 0.68930714983598662 -0.23641635829752145 2.1244122984317637 -0.16527170500474742 0.22787754102186725 -0.16916182024432808 -0.41545901966577747 0.44909724931730777 0.62168514922909113 0.99668852619744919 0.84830801946421475 0.76710025948636673 -0.49844179509207609 -0.70701769023356231 0.17663188282702422 -1.3268941283226015 0.98385101457436885 1.5329451931847466 -0.31256537471498763 0.071093242818659003 -0.45224138382408352 0.52353065186425263 -0.089544116545503386 0.32087319791316987 -0.35618825507791424 -0.9004471272230149 -2.4510429849991433 -0.025841244344527906
leaf_weight=370 590 517 247 22 26 222 33 1033 936 645 46 91 36 34 80 575 74 20 36 36 35 33 45 38 214 28 57 24 26 520
leaf_count=370 590 517 247 22 26 222 33 1033 936 645 46 91 36 34 80 575 74 20 36 36 35 33 45 38 214 28 57 24 26 520
internal_value=0 0.200845 0.389608 0.162819 -0.0819891 0.361725 1.06364 -0.0204728 -0.412043 0.560806 -0.49136 0.431262 -0.023842 0.36347 -0.120999 -0.52641 0.767396 0.862639 0.158585 0.674544 0.564961 0.960473 0.0906226 -0.247251 -0.326199 -0.648773 -0.859238 -1.25749 -1.70676 0.127643
internal_weight=0 4497 2427 1044 468 576 59 2070 2192 1383 1602 850 258 759 114 1511 533 459 56 318 282 403 91 409 371 157 129 72 50 1037
internal_count=6689 4497 2427 1044 468 576 59 2070 2192 1383 1602 850 258 759 114 1511 533 459 56 318 282 403 91 409 371 157 129 72 50 1037
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=70 64 68 64 67 67 59 67 67 66 41 66 22 65 7 65 28 68 33 7 57 66 65 37 9 57 68 16 20 66
split_gain=60958.7 39862.7 14740.5 12587 7812.68 6281.61 6102.1 5715.09 5348.77 4401.33 4460.42 4175.94 4201.65 4269.26 3959.45 3600.24 3579.89 3389.18 3259.07 3038.31 2910.44 2866.38 2502.67 3136.55 2730.66 2482.07 2562.51 3073.83 2406.88 2388.33
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 6 4 9 11 8 -4 -1 17 -11 12 13 -3 16 -8 -13 -2 -17 22 -6 -21 24 -24 -9 26 27 29 -10 -7
right_child=3 5 7 -5 20 25 15 19 28 10 -12 14 -14 -15 -16 18 -18 -19 -20 21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.0597266027404939 0.24897539408403488 0.38895702401524812 0.3918631503621619 -0.91358463940555312 -0.19545157493650914 -0.014301163885328505 0.64094510772179092 0.14632138561949415 0.57832182481224781 -0.66825035335130056 0.43107207295569511 -0.26913774937149965 1.0229172154401358 -0.2285980038637678 -1.1969330978313726 0.35406204391762897 0.98660518501698979 -0.22287809912393342 -0.41663977741714453 -0.21790711731178525 -0.80815374526424688 -1.4428266186714174 -0.20606401087923182 0.57488745371500649 0.93261782549462235 -0.28937865314392197 -1.3869962183804048 -1.5808015850683055 -0.45333084154129033 -0.75124246401842254
leaf_weight=405 279 219 630 508 100 90 485 265 237 229 44 247 52 229 42 477 25 335 62 81 345 25 360 60 53 629 41 24 25 86
leaf_count=405 279 219 630 508 100 90 485 265 237 229 44 247 52 229 42 477 25 335 62 81 345 25 360 60 53 629 41 24 25 86
internal_value=0 0.18596 0.395102 -0.490066 -0.328544 -0.207113 0.596589 0.163953 0.831961 -0.157004 -0.49107 -0.00744317 0.172049 0.0732872 -0.293258 0.443276 -0.15372 -0.0084691 0.26541 -0.00616946 -0.670468 -0.506803 0.0657373 -0.0944995 0.277371 -0.39393 -0.666805 -0.519166 0.479882 -0.374397
internal_weight=0 4849 3165 1840 1332 1684 1691 1474 667 887 273 814 500 448 314 1024 272 614 539 844 445 106 738 420 318 870 241 200 262 176
internal_count=6689 4849 3165 1840 1332 1684 1691 1474 667 887 273 814 500 448 314 1024 272 614 539 844 445 106 738 420 318 870 241 200 262 176
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=70 64 68 64 56 56 56 65 27 66 6 68 66 55 42 65 51 60 35 30 22 51 38 24 15 60 49 22 58 47
split_gain=49376.6 32288.8 11939.8 10195.5 5920.01 4646.47 4547.41 3877.42 4098.15 4146.6 3820.07 3513.32 3203.25 3195.88 3007.36 2900.56 2847.23 2811.72 2990.55 2536 2492.55 2339.2 2318.75 2498.05 2170.7 2141.25 2275.72 2091.72 2073.7 3538.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 4 5 14 11 15 8 9 10 16 -2 19 -6 17 -3 27 24 -19 28 -8 25 23 -11 -1 -17 -27 -4 -7 -30
right_child=3 6 7 -5 13 12 20 -9 -10 22 -12 -13 -14 -15 -16 21 -18 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.58838071306936102 0.13731106709175894 0.18326366982338105 0.53234785083787151 -0.54815078364034964 0.3944718917863046 -0.42945802652023057 -0.22811364046505025 7.0923439102791303e-05 -0.18087753329147288 -0.11964308170959204 -0.10635468014120276 -0.24129918668392702 -0.46498669496363837 0.15241006732042761 0.85793634257840767 0.37554700486680381 0.034835646809011259 0.31879424395549905 1.1169490806984179 0.21485697405205834 0.090044998748054911 -0.77668179740076471 0.62285573596046095 0.60829124475518859 1.2966053941033102 -0.057798809838551346 -0.73320270703162671 1.1087205084661642 -0.052327757970893493 -0.60689643009776073
leaf_weight=153 259 286 223 508 417 176 1063 807 98 165 51 188 295 579 94 39 46 404 22 60 122 23 28 24 22 124 27 32 292 62
leaf_count=153 259 286 223 508 417 176 1063 807 98 165 51 188 295 579 94 39 46 404 22 60 122 23 28 24 22 124 27 32 292 62
internal_value=0 0.111576 0.237061 -0.29404 0.357954 -0.197126 -0.124268 0.0983718 0.217306 0.285885 0.42719 -0.0219255 -0.285618 0.253755 0.50728 0.0445542 0.517592 0.452435 0.360014 -0.195933 -0.195358 -0.141694 0.0566721 -0.027207 0.677415 -0.0648273 -0.178566 0.604677 -0.242438 -0.149456
internal_weight=0 4849 3165 1840 1691 1332 1684 1474 667 569 352 447 885 996 695 499 301 601 426 590 1185 213 217 189 175 190 151 255 530 354
internal_count=6689 4849 3165 1840 1691 1332 1684 1474 667 569 352 447 885 996 695 499 301 601 426 590 1185 213 217 189 175 190 151 255 530 354
is_linear=0
shrinkage=0.0666667


Tree=11
num_leaves=31
num_cat=0
split_feature=70 64 64 56 57 56 56 60 59 14 55 66 65 66 3 54 59 58 57 18 9 2 60 47 58 66 27 51 73 57
split_gain=63863.1 42872.5 13518.3 8975.24 6267.81 5744.46 5218.22 4068.1 3869.38 4187.62 4812.09 3584.43 3457.43 3270.12 4175.44 3126.44 3048.51 3051.45 2799.07 3506.08 2597.36 2548.85 2500.15 2497.63 2808.68 2474.1 2472.72 3223.61 2850.76 2664.3
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 3 5 4 15 -2 13 -6 21 12 -11 18 20 -3 -15 -1 17 -9 19 -7 -10 22 -5 24 -20 -12 27 28 29 -24
right_child=2 6 -4 8 7 11 -8 16 9 10 25 -13 -14 14 -16 -17 -18 -19 23 -21 -22 -23 26 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.47187196936280956 -0.014002283352811241 0.082366119003395855 -0.31350400372117443 0.237924705127875 0.27414053812492312 0.065248837113917407 -0.11051128599154154 0.40747832689698926 0.11097233769467686 0.096646669203121413 -0.18787877101002012 -0.25547168244749813 0.024263130229986992 -0.034033723598353972 -0.5147364675998688 0.25949444690807327 0.050754121967819005 0.13015940652953253 -0.24678813422797247 -0.31471391208093574 0.32962374820115981 0.32975642389307419 0.32643626064614018 -0.34119010743960526 -0.048693215779605364 -0.63052882472674054 -0.090902713571452132 -0.14330810966315091 -0.085741047857078243 0.12115955241827625
leaf_weight=105 447 318 508 175 228 148 1185 61 403 57 47 295 623 158 23 289 375 159 128 33 71 80 108 71 210 20 71 45 47 201
leaf_count=105 447 318 508 175 228 148 1185 61 403 57 47 295 623 158 23 289 375 159 128 33 71 80 108 71 210 20 71 45 47 201
internal_value=0 0.0634463 -0.167202 0.135744 0.206762 -0.111405 -0.0724345 0.154421 0.0913767 0.0551262 -0.128484 -0.160601 0.0758806 0.0179883 -0.0951175 0.316093 0.108545 0.207052 -0.113166 -0.00402614 0.143724 0.15226 0.130313 -0.161464 -0.123711 -0.320013 0.090414 0.122517 0.156119 0.192907
internal_weight=0 4849 1840 3165 1217 1332 1684 823 1948 1221 124 885 1097 499 181 394 595 220 590 181 474 727 647 409 338 67 472 401 356 309
internal_count=6689 4849 1840 3165 1217 1332 1684 823 1948 1221 124 885 1097 499 181 394 595 220 590 181 474 727 647 409 338 67 472 401 356 309
is_linear=0
shrinkage=0.0333333


Tree=12
num_leaves=31
num_cat=0
split_feature=70 64 68 64 67 67 56 67 54 0 57 56 28 53 25 7 55 55 42 60 7 60 57 28 72 57 56 68 48 57
split_gain=43738.9 28876.7 10370 9113.39 6917.68 5457.44 5127.08 4747.44 3692.38 3257.09 5444.48 2789.74 3517.53 3596.19 4775.75 4427.26 3125.38 2784.18 2621.39 2495.39 2483.81 2373.53 2989.97 2488.12 2334.13 2255.9 2441.1 3150.67 2212.55 3043.72
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 6 4 8 9 18 -4 -2 11 -11 16 13 19 15 -15 -3 -8 21 -13 -9 -1 24 -24 -23 -6 27 -27 -10 -30
right_child=3 5 7 -5 25 -7 17 20 28 10 -12 12 -14 14 -16 -17 -18 -19 -20 -21 -22 22 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.9462249538983617 0.19548107324854325 0.81003184848361554 0.34936998591510238 -0.77548931554020806 -0.1812157114315778 -0.35116287803274698 0.5560793630403581 0.051610256114161923 -0.17983659538525693 1.3298705387702014 -0.074055989453596857 -1.449016012464251 0.65708290799742652 0.20001230818223736 -1.4769523655590806 -0.96927189326992169 -0.010742824016646906 0.2171795464331519 1.2040455776009154 -0.47284568616977102 -0.46605494406320291 1.033867647682245 0.39963821271850059 -0.66785128116607673 0.055300961931546537 0.11483266801788257 -0.91119044985164688 -0.92949280905035825 0.090309991218425617 -1.236871570441872
leaf_weight=175 266 63 630 508 100 870 417 738 546 47 67 35 42 219 23 38 176 579 94 104 106 130 242 24 30 65 228 52 27 48
leaf_count=175 266 63 630 508 100 870 417 738 546 47 67 35 42 219 23 38 176 579 94 104 106 130 242 24 30 65 228 52 27 48
internal_value=0 0.15752 0.335525 -0.415117 -0.277678 -0.177032 0.504522 0.141648 -0.116262 0.00907846 0.504756 -0.0716461 -0.215387 -0.302843 -0.0964269 0.027122 0.205612 0.359068 0.712972 -0.718644 -0.0134046 0.636165 0.508793 0.303323 0.850386 -0.599421 -0.72064 -0.349312 -0.249794 -0.759086
internal_weight=0 4849 3165 1840 1332 1684 1691 1474 887 814 114 700 461 419 280 257 239 996 695 139 844 601 426 266 160 445 345 117 621 75
internal_count=6689 4849 3165 1840 1332 1684 1691 1474 887 814 114 700 461 419 280 257 239 996 695 139 844 601 426 266 160 445 345 117 621 75
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=56 54 61 57 58 61 59 57 62 54 42 15 18 53 55 72 42 57 73 58 55 30 38 1 44 54 54 59 17 5
split_gain=19193 6987.32 6472.05 5779.79 5638.47 4801.37 5794.52 4074.68 3485.36 3484.6 3170.27 2927.9 3356.95 3349.43 2903.09 3063.28 3533.94 2881.73 2736.01 4417.32 2681.21 3819.57 2782.76 3541.81 4117.47 3487.82 3094 2567.35 2528.27 2509.15
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=2 4 17 5 27 10 -7 8 -4 -10 18 12 14 -14 15 16 -8 -1 19 -3 21 29 23 24 26 -24 -22 -2 -28 -9
right_child=1 3 7 -5 -6 6 11 20 9 -11 -12 -13 13 -15 -16 -17 -18 -19 -20 -21 22 -23 25 -25 -26 -27 28 -29 -30 -31
leaf_value=0.72460692563724838 0.7086721548605992 0.89821322678386806 0.58406581972829175 -0.26467385411600586 -0.056073552987710856 0.18907215209305286 0.069897650062669944 0.018970316140796323 0.58681847992910441 -0.049284245853669167 0.97078051252497555 0.24969854613559112 -0.055465084919031113 -1.2705784106254578 -0.45711237619141648 0.91714873819640175 -0.99601454057811234 0.31770606778976918 -0.44864912957384961 0.072264937990008382 0.26716303370613259 0.97010983775059367 -1.3606599625200033 0.54553306345858488 -0.91652859129795905 -0.20065529568603746 -0.21722648525069099 0.20143465746902617 0.62021824372587386 0.67471774292330366
leaf_weight=159 88 57 192 1854 1007 250 108 294 83 214 36 60 23 50 236 22 27 504 46 213 177 40 24 71 38 72 344 326 27 47
leaf_count=159 88 57 192 1854 1007 250 108 294 83 214 36 60 23 50 236 22 27 504 46 213 177 40 24 71 38 72 344 326 27 47
internal_value=0 -0.101712 0.195905 -0.17418 0.0503623 -0.025442 -0.141236 0.106286 0.307361 0.128482 0.229832 -0.298227 -0.368775 -0.887734 -0.272378 0.00531099 -0.143285 0.415289 0.14542 0.246632 0.0195793 0.19972 -0.0715676 -0.0103309 -0.0776796 -0.490656 -0.0195112 0.309253 -0.15628 0.109352
internal_weight=0 4403 2286 2982 1421 1128 776 1623 489 297 352 526 466 73 393 157 135 663 316 270 1134 381 753 657 586 96 548 414 371 341
internal_count=6689 4403 2286 2982 1421 1128 776 1623 489 297 352 526 466 73 393 157 135 663 316 270 1134 381 753 657 586 96 548 414 371 341
is_linear=0
shrinkage=0.0833333


Tree=14
num_leaves=31
num_cat=0
split_feature=70 64 68 64 67 59 56 67 67 66 22 65 66 3 7 11 42 55 25 54 50 28 65 23 16 55 21 57 34 62
split_gain=34008.9 22011.4 7886.04 7066.76 5409.15 4991.77 4805.35 4152.79 3507.78 3187.26 3203.76 3124.04 3051.98 2980.13 2851.58 2765.53 2999.45 3251.67 2738.52 2658.79 2631.07 2603.11 2514.09 2687.76 2802.81 2741.55 2876.51 2550.98 2538.98 3980.54
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 5 4 12 6 13 9 -4 10 11 -3 -2 -1 21 16 17 -14 -13 -8 -21 -11 -7 24 25 26 -24 -25 -27 -30
right_child=3 7 8 -5 -6 22 19 -9 -10 14 -12 18 15 -15 -16 -17 -18 -19 -20 20 -22 -23 23 27 -26 28 -28 -29 29 -31
leaf_value=0.84970518121161076 0.016054059034638132 0.26232105871177702 0.22784536279092124 -0.51253601239524837 -0.39714362125168817 0.35115035609961442 0.62220535129308707 -0.22881537208951819 -0.0060300157772785693 -0.16540677724443831 0.68171834276559262 -0.035121769311139361 0.2759280749121491 0.040204090156174939 -0.75557959855401102 0.40706379701993589 -0.9997183585539462 -0.42286704753367399 -0.81499274367916175 0.10929389273601563 0.70203967690467839 0.637700939912349 0.22618123414438396 0.2946606094390154 0.69813510490690966 -0.13241560849650152 1.122059688717127 -0.767149253828185 -0.080162787870053334 1.276966892592609
leaf_weight=217 614 219 630 508 445 485 128 870 844 247 52 200 49 29 42 29 36 159 29 242 51 25 126 20 51 232 24 35 31 20
leaf_count=217 614 219 630 508 445 485 128 870 844 247 52 200 49 29 42 29 36 159 29 242 51 25 126 20 51 232 24 35 31 20
internal_value=0 0.104174 0.220733 -0.274533 -0.183763 0.331263 0.490926 -0.114892 0.0939303 0.00686883 0.124477 0.0597973 -0.0767116 0.754276 -0.180405 -0.285349 -0.367644 -0.258247 -0.133883 0.337044 0.212468 -0.0915917 0.227264 0.115789 0.172246 0.110305 0.369522 -0.381037 -0.0270888 0.452045
internal_weight=0 4849 3165 1840 1332 1691 667 1684 1474 814 500 448 887 246 314 273 244 208 229 421 293 272 1024 539 484 433 150 55 283 51
internal_count=6689 4849 3165 1840 1332 1691 667 1684 1474 814 500 448 887 246 314 273 244 208 229 421 293 272 1024 539 484 433 150 55 283 51
is_linear=0
shrinkage=0.075


Tree=15
num_leaves=31
num_cat=0
split_feature=57 61 55 71 9 60 46 50 73 60 19 71 63 41 53 7 65 24 35 50 45 14 2 60 37 49 31 45 53 33
split_gain=7185.62 4668.18 3754.65 3949.02 3339.42 2592.07 3789.04 2899.23 2807.58 2529.77 3670.81 4262.52 2582.74 2399.61 2809.03 2279.94 3206.21 2230.34 2216.86 2161.12 2657.58 2676.01 2645.48 2530.04 3249.89 2484.58 2237.31 2151.71 2980.46 2050.32
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 9 3 18 27 6 15 -7 13 12 11 -11 -1 14 -9 -4 -17 -6 -2 20 22 -22 23 24 -3 -24 -21 29 -29 -5
right_child=2 19 5 4 17 7 -8 8 -10 10 -12 -13 -14 -15 -16 16 -18 -19 -20 26 21 -23 25 -25 -26 -27 -28 28 -30 -31
leaf_value=0.65138824311169718 0.17395329000469348 0.11803883087542869 -0.011026242446656889 -0.072387644197229012 0.096660333167056786 -0.12262839154261332 0.24221028176986656 -0.19927065509264585 0.50566278443701806 -0.15930244558589246 0.48431390445022021 0.19037792745691082 0.175115636420452 -0.36376647457088296 0.22111690911023241 -0.55793167430286605 0.040261921144667125 0.59081358843379561 -0.23902896472385954 -0.051600784699908121 -0.040251695014098116 -0.55990872259797719 0.42708583911682702 0.013299452376613705 0.6236950858643181 -0.089100386250403618 -0.51005481250824469 0.53099772099292641 -0.015018676915793745 -0.35629042687160628
leaf_weight=55 454 194 682 695 148 1792 138 61 31 123 68 299 59 38 114 48 42 27 35 188 170 29 94 799 38 31 31 33 103 70
leaf_count=55 454 194 682 695 148 1792 138 61 31 123 68 299 59 38 114 48 42 27 35 188 170 29 94 799 38 31 31 33 103 70
internal_value=0 0.0745811 -0.0360092 0.0265768 -0.0269666 -0.0692568 0.000896046 -0.100612 0.0610829 0.192749 0.143392 0.0884569 0.404896 -0.00362117 0.0745818 -0.0422404 -0.278775 0.172901 0.144394 0.0292359 0.0527897 -0.115981 0.0818427 0.0555055 0.200862 0.299072 -0.116496 -0.0657866 0.117471 -0.0983657
internal_weight=0 2178 4511 1565 1076 2946 910 2036 244 604 490 422 114 213 175 772 90 175 489 1574 1355 199 1156 1031 232 125 219 901 136 765
internal_count=6689 2178 4511 1565 1076 2946 910 2036 244 604 490 422 114 213 175 772 90 175 489 1574 1355 199 1156 1031 232 125 219 901 136 765
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=64 68 66 33 9 50 65 55 40 67 18 63 30 54 1 34 60 1 40 53 43 67 7 67 51 14 62 17 71 72
split_gain=19598.1 7335.17 5291.61 3784.8 2893.94 2815.13 4825.67 3550.38 4144.89 2929.51 4857.9 2611.41 2505.91 3297.41 3099.49 2540.91 2464.32 4221 2335.72 2713.69 2474.3 2277.05 3376.12 2262.9 2107.24 2552.92 5021.48 2454.82 2335.42 2073.28
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 11 12 -5 6 9 -8 -9 10 18 24 15 -14 23 16 17 21 19 -4 -21 -3 -23 -15 25 27 -27 -1 -26 -13
right_child=-2 3 5 4 -6 -7 7 8 -10 -11 -12 29 13 14 -16 -17 -18 -19 -20 20 -22 22 -24 -25 28 26 -28 -29 -30 -31
leaf_value=0.52048789658541761 -0.16344684140429999 0.099829356542214226 -0.20078290225056467 0.13811032705140025 0.78018014452478912 0.33028574084761131 0.15293739386612465 -0.20718589065252552 -1.0594781222797578 -0.036123057646034039 1.0098088512542072 0.21532904570349595 -0.22896393091991696 0.73169899680675599 -0.44082720309495926 0.1379567152999957 -0.16168605787676477 0.60134589500676583 0.73992890869749006 0.16648558257916654 0.97316582354406522 -0.11305604513847468 -1.0108604633446896 0.1854354086944035 -0.52831444463868071 -0.85600076754887899 0.46150458083591533 -0.07959788640340168 0.28089004057684752 -0.074862132546821628
leaf_weight=370 2192 193 81 199 37 134 112 269 28 226 36 721 66 65 20 218 1008 51 29 109 20 121 22 70 23 20 36 33 51 129
leaf_count=370 2192 193 81 199 37 134 112 269 28 226 36 721 66 65 20 218 1008 51 29 109 20 121 22 70 23 20 36 33 51 129
internal_value=0 0.0796699 0.158302 -0.012524 0.238774 0.0450028 0.00299415 -0.166918 -0.287537 0.141705 0.287847 0.24383 -0.0448611 0.165669 0.333706 -0.0737061 -0.106783 0.0362196 0.179099 0.101652 0.291552 -0.0495585 -0.25118 0.448451 0.359516 0.412741 -0.00903304 0.471349 0.0293805 0.171288
internal_weight=0 4497 2427 2070 236 1044 910 409 297 501 275 1383 1834 221 155 1613 1395 387 239 210 129 336 143 135 533 459 56 403 74 850
internal_count=6689 4497 2427 2070 236 1044 910 409 297 501 275 1383 1834 221 155 1613 1395 387 239 210 129 336 143 135 533 459 56 403 74 850
is_linear=0
shrinkage=0.0666667


Tree=17
num_leaves=31
num_cat=0
split_feature=70 64 59 65 64 67 67 67 54 0 57 2 63 7 60 67 19 27 60 59 68 0 40 6 55 52 41 47 73 65
split_gain=27450.5 14262.3 5507.24 5974.68 4653.55 4599.79 4107.71 3211.65 2644.13 2596.84 4047.62 2594.74 3027.72 2587.16 2518.75 2816.15 2412.03 2765.1 2498.78 2356.64 2329.23 3028.63 2675.75 2464.38 2176.05 2175.16 2392.36 2169.97 2523.53 4482.94
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 5 -4 6 -1 8 9 -2 -3 -11 25 -13 16 -15 -16 17 -5 -19 -9 22 -22 23 -21 -18 26 -7 28 -8 -30
right_child=4 7 3 13 -6 11 27 19 -10 10 -12 12 -14 14 15 -17 24 18 -20 20 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.61371888583006928 0.15754167812603309 -0.039636978302150967 0.3390392317350347 -0.073682232951599452 -0.58637603097045277 0.14159242018418652 -0.49773004390052711 0.00012611460269374005 -0.21926356340592035 1.186474653888256 -0.024028270991880502 -0.1630898600816727 1.3569842046812961 0.24927962772548198 -1.4784431605569779 -0.3142087498827586 1.2419103943068406 1.1106985772910871 0.13869573795932463 -0.24635175536903345 -0.47413648087699134 -1.6218315667119521 -0.90007014328783219 0.5240775069974839 0.22556146651796705 0.8148524487890848 -0.60445672821025465 -1.0125064451820576 -0.76819152178672656 0.98756227272026464
leaf_weight=610 266 700 939 753 508 350 321 272 621 47 67 20 38 40 31 63 29 38 87 356 111 29 55 47 77 41 49 65 26 33
leaf_count=610 266 700 939 753 508 350 321 272 621 47 67 20 38 40 31 63 29 38 87 356 111 29 55 47 77 41 49 65 26 33
internal_value=0 0.124789 0.249888 0.153075 -0.32886 0.429621 -0.230649 -0.110328 -0.106264 0.0324429 0.475039 0.20412 0.832821 -0.00311424 -0.415341 -0.698158 0.0530223 -0.00137773 0.434185 -0.24391 -0.354909 -0.711873 -0.245794 -0.1565 0.503619 0.121245 0.0499723 -0.478579 -0.387249 0.21384
internal_weight=0 4849 3165 2057 1840 1108 1332 1684 887 814 114 498 58 1118 134 94 984 878 125 870 598 140 458 403 106 440 399 445 380 59
internal_count=6689 4849 3165 2057 1840 1108 1332 1684 887 814 114 498 58 1118 134 94 984 878 125 870 598 140 458 403 106 440 399 445 380 59
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=70 64 56 57 23 56 57 64 56 32 14 33 7 55 48 9 15 71 55 41 38 23 30 33 43 55 30 61 21 8
split_gain=22234.9 11552.5 4793.93 4452.98 3350.62 3307.81 3592.54 2732.2 2659.63 2703.73 2601.9 4677.43 4236.77 4226.08 2521.24 2888.03 2487.31 3271.69 2372.18 2363.58 2319.7 2227.85 2226.67 2322.34 3135.88 1902.21 1859.42 1820.79 2758.32 2187.03
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 5 27 4 22 6 16 -5 9 18 26 12 13 -12 19 -16 17 25 -3 20 -8 -19 23 24 -4 -1 -7 -2 29 -29
right_child=2 8 3 7 -6 10 14 -9 -10 -11 11 -13 -14 -15 15 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.7027865419785182 0.27053001997145742 0.43548746699536295 -0.32395903405583937 -0.41446846985696428 0.66671765751027046 0.14880997342762858 0.45007982972877791 -0.80037820408021221 -0.18084674192317429 0.88287933155894283 0.80224968848689915 -1.6462079811096193 -1.2188593960725345 -0.25692161523426571 -0.42716112705235632 0.81919415826382846 1.4476332299411299 0.85481044823514685 -0.10045018030962034 -0.20401572480797769 -0.11207889711155612 -0.017163722217082979 0.50081184168119686 0.34490378300348917 -1.5221508209904036 0.296888342394453 0.48989009796903371 -0.18202298090803207 0.58845498336686031 -1.2309444646040599
leaf_weight=24 132 108 243 612 47 1566 538 262 1185 40 62 20 26 96 97 23 32 212 351 80 85 34 37 45 24 92 178 372 45 21
leaf_count=24 132 108 243 612 47 1566 538 262 1185 40 62 20 26 96 97 23 32 212 351 80 85 34 37 45 24 92 178 372 45 21
internal_value=0 0.11231 -0.295974 -0.404111 -0.125927 0.224899 0.354239 -0.530153 -0.0992955 0.0943683 0.144095 -0.193821 -0.0359529 0.158703 0.235361 -0.188276 0.602557 0.527854 0.0256528 0.307674 0.373381 0.734294 -0.232673 -0.319657 -0.431662 0.0900591 0.183622 -0.0550385 -0.153155 -0.238072
internal_weight=0 4849 1840 1270 396 3165 1217 874 1684 499 1948 204 184 158 823 120 394 362 459 703 623 246 349 312 267 116 1744 570 438 393
internal_count=6689 4849 1840 1270 396 3165 1217 874 1684 499 1948 204 184 158 823 120 394 362 459 703 623 246 349 312 267 116 1744 570 438 393
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=70 64 68 56 57 60 28 24 16 59 46 54 31 25 66 65 22 44 31 65 65 55 45 55 48 6 63 55 0 51
split_gain=18010.3 9357.52 4808.3 3883.09 3606.91 3311.56 3238.3 2865.88 2529.99 2462.86 3396.7 5095.69 2357.62 2643.69 2313.28 3482.86 4038.99 3037.34 2694.88 2904.91 2296.95 2283.11 2271.16 2248.52 2167.43 2273.23 2080.37 5660.28 1997 1969.92
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 5 -2 6 -1 7 12 -6 10 11 -7 13 22 15 17 -17 -3 -16 -20 21 29 -5 -10 25 -13 27 -11 -23 -4
right_child=3 14 20 4 8 9 -8 -9 23 26 -12 24 -14 -15 18 16 -18 -19 19 -21 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.351463564676462 -0.033023095874671352 0.080917355180267367 0.38078405707126428 0.1187186782054855 -0.2759527678506048 0.72209502111757751 -0.64429776524504023 -0.56705425172238733 -1.0903245036800702 0.30610662831200491 -0.13617155808436721 0.34542948454166905 -0.37787347943004634 0.64464602951417893 -0.10252600722865426 -0.18464532593500588 0.42546130109716351 0.6934260737182748 -0.79729719364281859 -0.026990820964177448 -0.028731329518592294 -0.014162421771737144 -0.54233873715767489 -0.42148873741562309 -0.19965240854063843 -0.33786575396855667 0.12225534870422312 -0.60081737354548292 0.37456651184530482 -0.20660996553541602
leaf_weight=521 570 465 203 207 768 113 40 37 32 57 79 220 48 38 584 451 54 39 55 36 807 365 26 74 51 24 560 66 70 29
leaf_count=521 570 465 203 207 768 113 40 37 32 57 79 220 48 38 584 451 54 39 55 36 807 365 26 74 51 24 560 66 70 29
internal_value=0 0.0673862 0.13494 -0.177585 -0.242467 0.211657 -0.0755564 -0.0116529 -0.318092 0.149401 0.263948 0.341422 0.0527667 0.129042 -0.0595773 0.00433108 -0.119406 0.128314 -0.155108 -0.492561 0.0469279 0.138468 0.0449526 -0.623401 0.195605 0.27822 0.0677264 -0.180536 0.0483917 0.30736
internal_weight=0 4849 3165 1840 1270 1691 396 356 874 1170 487 408 319 271 1684 1009 505 504 675 91 1474 667 233 106 295 244 683 123 435 232
internal_count=6689 4849 3165 1840 1270 1691 396 356 874 1170 487 408 319 271 1684 1009 505 504 675 91 1474 667 233 106 295 244 683 123 435 232
is_linear=0
shrinkage=0.0666667


Tree=20
num_leaves=31
num_cat=0
split_feature=70 67 56 59 65 53 57 47 46 55 39 17 73 21 32 57 61 7 21 65 23 59 58 16 37 58 1 53 55 42
split_gain=23881.9 7904.81 4577.02 3851.51 4312.8 4629.09 3681.14 3288.85 3061.64 2969.08 5621.59 3933.54 4188.58 3607.02 3686.56 2885.47 2840.93 3965.66 4067.23 2684.72 2645.32 2584.34 3436.53 2480.91 2428.36 2396.07 2319.16 2530.93 2235.8 2234.36
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 3 -2 -1 5 25 20 16 9 10 13 12 15 14 -6 26 -3 19 -19 -18 -4 22 -21 -8 -9 -5 27 -11 -25 -27
right_child=2 7 6 4 8 -7 23 24 -10 11 -12 -13 -14 -15 -16 -17 17 18 -20 21 -22 -23 -24 28 -26 29 -28 -29 -30 -31
leaf_value=0.10287483207365446 -0.017829628238707713 0.029750684907763343 -0.063580548748864998 0.10710239121004154 0.085713602679556813 0.14126019047095356 -0.11610225390565271 0.044762233768409418 0.11745545609017549 -0.050468234259348654 -0.25422021360958325 -0.37055878210812809 -0.22147924225119983 0.31629142680683653 -0.25775972164490002 -0.068412523335117159 0.015194968604981342 -0.097842308860937394 -0.45656216844268466 0.19641628925706828 0.13620556532702549 -0.089752574794409318 -0.043283422482865194 -0.4197253536432981 0.24044303196541805 -0.0098628347106024528 -0.15033795870840549 0.1910545694919073 -0.16962259179232894 -0.25353038108774589
leaf_weight=888 570 674 349 95 174 382 768 253 118 39 34 24 68 37 22 206 715 140 23 51 47 431 140 32 47 147 24 89 74 28
leaf_count=888 570 674 349 95 174 382 768 253 118 39 34 24 68 37 22 206 715 140 23 51 47 431 140 32 47 147 24 89 74 28
internal_value=0 0.0290989 -0.0766851 0.0616772 0.0370749 0.0852568 -0.103101 -0.00217568 -0.000547308 -0.0199676 0.0460777 -0.0591544 -0.0416105 0.089898 0.0471605 -0.00744552 -0.0128833 -0.0320402 -0.148459 -0.017847 -0.0398686 -0.0558293 0.0207202 -0.13175 0.0754189 0.00602237 0.0751808 0.117466 -0.245125 -0.0488496
internal_weight=0 4849 1840 2375 1487 652 1270 2474 835 717 267 450 426 233 196 358 2174 1500 163 1337 396 622 191 874 300 270 152 128 106 175
internal_count=6689 4849 1840 2375 1487 652 1270 2474 835 717 267 450 426 233 196 358 2174 1500 163 1337 396 622 191 874 300 270 152 128 106 175
is_linear=0
shrinkage=0.025


Tree=21
num_leaves=31
num_cat=0
split_feature=64 67 48 14 63 61 72 7 47 31 9 24 63 54 3 61 40 63 66 66 66 24 60 3 63 30 24 30 18 53
split_gain=10931.7 3847.74 2373.45 2594.41 2293.28 2127.28 3900.96 2474.92 3954.17 2094.91 2018.66 2324.6 1998.07 1959.63 3191.86 2295.61 3832.6 2222.95 2146.15 1987.66 1957.25 2944.7 1946.99 2910.54 1931.65 3569.2 2964.15 2567.84 2449.15 2077.74
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 22 20 -5 6 10 -7 9 -9 11 -3 -8 14 15 16 -2 19 -19 -15 21 -4 23 -1 25 26 29 -26 -29 -24
right_child=13 5 3 4 -6 7 12 8 -10 -11 -12 -13 -14 17 -16 -17 -18 18 -20 -21 -22 -23 24 -25 27 -27 -28 28 -30 -31
leaf_value=0.33513161605074288 0.4059876241815199 0.35082251407225878 0.34767950865200592 -1.1345362791061404 -0.071206633956344051 -0.026875333665913628 0.45168362827599051 -0.6751683050232965 0.60802290460337771 0.13543981437683109 -0.15080647132758584 -0.18929620001275663 -0.41820230287696242 -0.14360002653872292 0.57667170815742941 -0.17344617024988526 -0.75158384854143323 -0.10844094935216403 0.69464834073010617 -0.3325822884217553 -0.2513350081443787 -0.57939298400512118 -0.45663549672640286 -0.20214156896677904 0.11828280816153701 -0.96713139579846319 0.8262675696152908 0.32267769380852035 1.1875490613625601 0.082222491491225458
leaf_weight=622 109 376 140 25 27 1242 20 111 23 25 84 59 109 936 52 407 22 57 34 575 96 26 65 72 1034 26 26 108 26 155
leaf_count=622 109 376 140 25 27 1242 20 111 23 25 84 59 109 936 52 407 22 57 34 575 96 26 65 72 1034 26 26 108 26 155
internal_value=0 0.0714021 0.139103 -0.0662523 -0.582423 -0.00948251 0.110374 -0.0649196 -0.362095 -0.526159 0.208233 0.277565 -0.283336 -0.146485 -0.0218438 -0.0796929 0.211586 -0.192389 0.191614 -0.215516 0.0361937 0.202475 0.16932 0.279391 0.116271 -0.0757326 0.0184802 0.160984 0.490489 -0.0769856
internal_weight=0 4497 2448 314 52 2049 648 1401 159 136 519 435 129 2192 590 538 131 1602 91 1511 262 166 2134 694 1440 272 246 1168 134 220
internal_count=6689 4497 2448 314 52 2049 648 1401 159 136 519 435 129 2192 590 538 131 1602 91 1511 262 166 2134 694 1440 272 246 1168 134 220
is_linear=0
shrinkage=0.08


Tree=22
num_leaves=31
num_cat=0
split_feature=56 61 66 65 59 66 41 61 3 31 67 18 63 44 16 58 58 67 45 57 55 63 57 47 15 15 48 0 49 18
split_gain=10444.6 3612.64 3217.45 3204.52 3080.91 2910.99 3854.24 4004.33 3628.5 3631.35 2702.94 2921.9 2747.52 3984.87 2687.72 3673.31 2523.83 2290.74 2203.11 2920.75 2304.18 2992.71 2173.56 2604.21 2220.82 2096.57 2936.29 3128.77 2726.05 2702.16
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 -1 18 -2 22 8 -8 9 14 11 16 -12 -14 -7 -16 -5 -9 19 25 -20 -22 23 24 -6 26 27 28 29 -3
right_child=4 3 -4 10 5 6 7 17 -10 -11 12 -13 13 -15 15 -17 -18 -19 20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.41878307409377985 0.021164068215417699 0.047139583353746128 0.0030535527248778667 0.4785567203083288 -0.064952592002234077 -0.2402769164284615 0.83162170475305519 0.29447698620734392 0.15375484211729207 -0.84246825939207748 0.26813266639494238 -0.38556038225187528 -0.26068076865270823 -1.4883510644237199 -0.10911237403298871 -1.2840010644424529 0.031391674334170401 -0.43991225724801031 0.39443739737783157 0.13136584926418649 -1.1896316589166722 -0.049929647913409606 -0.13004053083408029 0.47411496997316233 0.45623408446166036 1.1681047968921208 1.1152855260203582 0.97995013660854779 -0.67406358063956839 1.0859072091001454
leaf_weight=487 1516 83 176 126 503 652 43 54 109 95 60 79 224 20 33 42 288 65 35 493 24 48 1136 91 64 28 33 33 27 22
leaf_count=487 1516 83 176 126 503 652 43 54 109 95 60 79 224 20 33 42 288 65 35 493 24 48 1136 91 64 28 33 33 27 22
internal_value=0 0.144517 0.308424 0.077561 -0.0750321 -0.125546 -0.232751 0.14239 -0.298028 -0.357936 -0.041646 0.0788634 -0.237077 -0.361309 -0.294621 -0.76705 0.167485 -0.10666 0.192583 0.245085 -0.16021 -0.42983 -0.0602306 0.0602922 -0.00612376 0.493153 0.397705 0.254189 0.0727487 0.264786
internal_weight=0 2286 663 1623 4403 2887 1093 162 931 822 797 493 304 244 727 75 414 119 826 719 107 72 1794 658 567 226 198 165 132 105
internal_count=6689 2286 663 1623 4403 2887 1093 162 931 822 797 493 304 244 727 75 414 119 826 719 107 72 1794 658 567 226 198 165 132 105
is_linear=0
shrinkage=0.0833333


Tree=23
num_leaves=31
num_cat=0
split_feature=56 54 66 58 61 66 28 20 30 34 52 33 67 41 45 53 66 72 9 71 67 63 44 32 41 0 55 33 43 67
split_gain=8460.1 4382.09 3720.48 3760.69 2926.24 2606.14 2432.68 2067.3 2973.43 2744.51 3221.22 2341.54 2154.74 1972.41 2088.47 2033.26 4416.54 2745.76 1964.39 2265.57 1919.98 1856.06 2153.35 1782.25 1813.84 1931.04 1864.21 2235.61 1745.06 2049.8
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=4 2 23 -4 5 6 -1 8 9 -3 12 13 -11 14 15 16 -9 28 19 -7 -6 -22 -23 24 26 -26 27 -2 29 -17
right_child=1 7 3 -5 20 18 -8 11 -10 10 -12 -13 -14 -15 -16 17 -18 -19 -20 -21 21 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.52446913781687787 0.65872955189501547 -0.25701658412526734 0.28582951342139173 -0.33357625638434607 0.18198228582627321 -0.3869325751767439 -0.23973353394995567 0.21652018927239083 0.11799814474821889 0.43903856442674344 -1.1517707973718643 0.75747086730268265 -0.12831464061083703 0.5300162531294913 -0.9247618186970552 0.81681468983491268 -1.4655664435139411 1.0533823260973241 -0.74887464984705487 0.43782652330895266 0.30109631359241068 -0.05839182449946774 -0.78530922234058387 -0.21638532737546631 0.073337390124797827 -0.9045821264386178 0.18704095305556384 -0.40789429166100244 -0.88628732919692998 -0.21078433096408844
leaf_weight=441 184 2069 136 351 894 51 46 37 299 138 20 45 130 53 30 30 27 29 29 96 133 552 44 101 105 25 497 22 20 55
leaf_count=441 184 2069 136 351 894 51 46 37 299 138 20 45 130 53 30 30 27 29 29 96 133 552 44 101 105 25 497 22 20 55
internal_value=0 -0.0810347 0.0634838 -0.160601 0.156079 0.333097 0.452286 -0.149901 -0.179072 -0.216757 0.0724688 0.087757 0.16383 -0.0194925 -0.147229 -0.0294212 -0.49311 0.192042 0.00329784 0.151686 0.0837659 -0.0366805 -0.112057 0.180324 0.228425 -0.114724 0.29188 0.544818 -0.0458518 0.151898
internal_weight=0 4403 1421 487 2286 663 487 2982 2656 2357 288 326 268 281 228 198 64 134 176 147 1623 729 596 934 833 130 703 206 105 85
internal_count=6689 4403 1421 487 2286 663 487 2982 2656 2357 288 326 268 281 228 198 64 134 176 147 1623 729 596 934 833 130 703 206 105 85
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=70 64 68 67 59 56 20 54 66 63 71 32 38 58 68 3 27 2 67 57 51 58 20 59 2 7 53 2 1 31
split_gain=16019 7136.15 3927.86 3027.02 2619.07 2928.06 2694.85 2606.51 2610.27 2584.64 2614.85 2529.57 2617.97 2409.41 2359.42 2248.05 2210.65 2721.33 1998.96 2074.61 2794.91 2912.34 2261.9 2760.13 2228.87 2039.94 2603.17 3358.16 2986.74 2637.36
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 4 7 5 15 -7 11 -9 10 -5 12 14 -12 16 -1 17 -2 25 24 22 -22 23 -21 -20 26 27 28 -3 -28
right_child=3 18 -4 9 -6 6 -8 8 -10 -11 13 -13 -14 -15 -16 -17 -18 -19 19 20 21 -23 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=0.49597938209300019 0.262543483478129 0.061558262816328091 0.03869804540184027 0.39741110362112525 0.11243015082948205 0.21483089031183544 -0.33500313515322555 -0.080782628369684167 -0.30029615987868363 -0.31962499321001109 -0.71843917141789992 -0.4420798858446735 -0.40987053816968749 0.036463007589181272 -0.086301088873296988 -0.066482149033710886 -0.15680030404644857 0.93720932612052332 -0.19913147255642852 0.14345771985426956 -0.83550042029350036 -0.089422255679965035 0.35047486027418562 -0.15141617866677623 -0.84609692565032424 -0.22182607289722989 0.18442809544046346 -0.78931754991412173 -0.70212991454771589 -0.22454868900775909
leaf_weight=217 125 151 1474 39 1024 386 35 604 288 492 23 35 33 45 96 29 34 26 220 181 31 48 59 310 21 105 448 24 21 65
leaf_count=217 125 151 1474 39 1024 386 35 604 288 492 23 35 33 45 96 29 34 26 220 181 31 48 59 310 21 105 448 24 21 65
internal_value=0 0.0571967 0.11029 -0.150732 0.172695 0.265216 0.16912 -0.0972661 -0.151657 -0.261502 0.00575484 0.04175 0.09568 -0.218872 0.155051 0.429673 0.280293 0.378711 -0.04259 -0.105822 -0.0484705 -0.382187 -0.000536639 -0.0427152 -0.255506 0.0249918 0.0615445 -0.124454 -0.0316827 0.132608
internal_weight=0 4849 3165 1840 1691 667 421 1241 892 599 107 349 314 68 281 246 185 151 1684 870 629 79 550 491 241 814 709 196 172 513
internal_count=6689 4849 3165 1840 1691 667 421 1241 892 599 107 349 314 68 281 246 185 151 1684 870 629 79 550 491 241 814 709 196 172 513
is_linear=0
shrinkage=0.06


Tree=25
num_leaves=31
num_cat=0
split_feature=70 64 60 27 5 64 59 6 58 67 38 1 32 61 68 66 54 8 54 41 54 63 66 41 20 45 60 42 18 67
split_gain=12975.4 5780.28 3449.54 2882.19 3329.66 2862.43 2856.69 2392.23 2503.44 2264.11 2049.75 2592.34 2936.65 2635.33 2009.02 3502.15 2070.59 1896.69 1892.18 1881.88 1827.13 2090.28 1911.52 2117.95 1760.35 1734.15 1792.01 1693.86 3201.79 1689.09
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 10 4 6 9 7 8 18 20 11 12 14 -14 15 -1 -17 27 -4 24 21 -2 -22 25 -10 26 -24 28 -7 -12
right_child=5 -3 3 -5 -6 17 -8 -9 19 -11 29 -13 13 -15 -16 16 -18 -19 -20 -21 22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.79818935370722488 0.79223642288283869 -0.063884998189457948 1.2960198911460672 -0.17341234756695542 0.53228245792537932 -0.33856032944538378 0.0032766948932536192 -0.22671114756237892 0.21825768439382909 -0.3331401085379021 0.30859077792792095 0.85157406454994566 0.69149444713479002 -0.62209446286516534 0.1754316921075027 -0.51120216914585659 0.37800691918684892 -1.1860214666012794 0.48882603588203594 -0.38284501036008201 -0.026600304541092565 0.037768744766661852 0.05470758632377342 0.37818223953247077 1.0610327976169411 -1.3404059104297472 -0.66017381167411804 0.095623933959465765 -1.1288714666912953 -0.43598797876956108
leaf_weight=215 44 1684 37 331 200 352 1092 84 302 445 63 105 21 56 251 35 104 31 135 48 414 222 54 30 27 23 100 65 60 59
leaf_count=215 44 1684 37 331 200 352 1092 84 302 445 63 105 21 56 251 35 104 31 135 48 414 222 54 30 27 23 100 65 60 59
internal_value=0 0.0857951 0.165435 0.099167 0.146037 -0.226098 0.101254 0.270278 0.346319 -0.149072 0.329903 0.389027 0.317813 -0.263843 0.391842 0.545286 0.154105 -0.428064 0.662467 0.202083 -0.0567266 0.162568 -0.15066 -0.398778 0.287422 -0.530466 -0.409501 -0.378805 -0.453654 -0.0514924
internal_weight=0 4849 3165 2256 1925 1840 1725 633 549 1332 909 787 682 77 605 354 139 508 172 377 887 266 621 207 329 177 154 477 412 122
internal_count=6689 4849 3165 2256 1925 1840 1725 633 549 1332 909 787 682 77 605 354 139 508 172 377 887 266 621 207 329 177 154 477 412 122
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=64 68 66 63 10 67 63 22 65 49 60 62 72 47 57 35 2 66 57 61 2 57 15 57 1 63 18 42 20 67
split_gain=5807.02 3748.03 2329.38 2122.49 2073.82 2735.37 3125.11 1985.1 2475.09 2939.92 4854.98 2604.76 2735.69 3279.62 2604.55 2291.5 2226.68 2031.3 2023.4 2230.75 1941.87 3146.16 1913.19 1868.96 3854.32 3388.1 1917.06 2063.75 1863.31 2503.2
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 3 -1 -4 -6 -7 8 11 -10 -11 15 13 -13 -14 28 22 -15 -12 -20 -5 -22 -9 24 26 -26 27 -3 29 -2
right_child=7 23 4 20 5 6 -8 16 9 10 18 12 14 17 -16 -17 -18 -19 19 -21 21 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.39092550966084905 0.2112825125522084 0.36106642241831177 0.08691761539534909 0.084046664566405332 0.084041303931735464 -1.7329020579655965 -0.20194363355636599 0.14484270919007913 -0.21972559767412922 0.61270558947608589 -0.43828428857254259 -0.23571783645159525 -1.6963275026191367 1.1271174323174262 -0.41538057042318483 0.94572390852303345 -0.65982309699058539 -0.1466739304008938 -2.0889272888501487 -0.87142745865618476 1.3166547342709132 0.10805262135607857 1.064171775831626 -0.095078178741758959 0.34789605301160081 -1.0747730110553986 -0.26592336595058441 -0.28660970750663961 0.53665446029259611 -0.24346527054849021
leaf_weight=533 225 405 926 759 64 24 30 175 766 21 33 368 22 31 57 29 30 21 27 34 35 56 26 1462 26 47 74 56 65 262
leaf_count=533 225 405 926 759 64 24 30 175 766 21 33 368 22 31 57 29 30 21 27 34 35 56 26 1462 26 47 74 56 65 262
internal_value=0 0.0650512 0.149363 0.234482 0.0366057 -0.358215 -0.88237 -0.133456 -0.166117 -0.290506 -0.761966 -0.0646485 -0.232224 -0.130675 -0.7721 0.0792757 0.143815 0.612702 -1.06907 -1.41032 0.136383 0.5729 0.263761 -0.0338019 0.113543 -0.568069 0.206548 0.28239 0.0337558 -0.0333662
internal_weight=0 4497 2427 1383 1044 118 54 2192 1961 881 115 1080 499 420 79 581 231 52 94 61 850 91 201 2070 608 73 535 461 552 487
internal_count=6689 4497 2427 1383 1044 118 54 2192 1961 881 115 1080 499 420 79 581 231 52 94 61 850 91 201 2070 608 73 535 461 552 487
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=70 64 59 64 41 56 68 63 23 2 62 60 55 63 48 22 50 58 63 62 73 68 41 49 58 15 60 59 56 17
split_gain=19397.2 7252.51 4274.07 2765.91 2749.64 2252.75 3029.96 2587.48 2075.4 4748.83 2955 2008.76 2207.44 2669.48 5688.23 1880.53 2354.87 1919.98 1880.23 1863.44 2135.87 3629.15 1830.1 1822.42 3784.05 3339.6 3354.08 3336.27 1637.86 2319.06
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 4 28 5 6 -1 -8 11 10 -10 22 18 14 19 23 17 -17 -13 20 21 -14 -4 -3 -25 26 -26 -28 -2 -30
right_child=3 15 8 -5 -6 -7 7 -9 9 -11 -12 12 13 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 24 25 -27 27 -29 29 -31
leaf_value=0.20971248976030804 -0.011174537322975662 -0.014694033013649714 0.058283549581952011 -0.11874374987825194 -0.016302158262418664 0.074722959702728853 -0.086004401469717218 0.14821170529199612 0.083901960891671484 -0.31548222469932896 -0.1068276462034026 0.070776130726706285 -0.38103263183281971 0.014357597816462234 0.27406256709780014 0.22717969969791524 -0.13343499712646009 0.037366715634804377 -0.12151567752966111 -0.050081000201559311 -0.47078193843364718 0.029146336231912887 0.19254837973005051 0.092955385590408085 0.02741261926981119 0.12930719435214996 -0.10866508543491366 -0.4256223743525791 -0.060299465141585878 -0.24076602641255299
leaf_weight=221 447 1326 485 508 138 626 49 74 120 34 88 487 26 593 21 51 32 96 34 48 20 28 73 47 26 20 35 51 838 47
leaf_count=221 447 1326 485 508 138 626 49 74 120 34 88 487 26 593 21 51 32 96 34 48 20 28 73 47 26 20 35 51 838 47
internal_value=0 0.0262247 0.0485267 -0.0691108 0.0881108 0.102965 0.15436 0.0549061 0.0272047 -0.0415661 0.00320867 0.0363742 0.0188509 -0.00902297 -0.105979 -0.0156907 0.0609131 0.10322 0.0582273 -0.171396 -0.250086 -0.168347 0.0758487 -0.0248017 -0.0996773 -0.168266 -0.221404 -0.296628 -0.0501817 -0.0698836
internal_weight=0 4849 3165 1840 1108 970 344 123 2057 242 208 1815 1257 736 143 1684 179 147 521 122 74 54 558 1505 179 132 112 86 1332 885
internal_count=6689 4849 3165 1840 1108 970 344 123 2057 242 208 1815 1257 736 143 1684 179 147 521 122 74 54 558 1505 179 132 112 86 1332 885
is_linear=0
shrinkage=0.025


Tree=28
num_leaves=31
num_cat=0
split_feature=56 54 58 24 26 11 61 65 57 58 4 60 9 0 61 15 19 60 18 53 73 62 6 60 71 29 31 9 44 24
split_gain=6177.86 3067.14 2932.85 2480.67 2233.37 2188.16 2169.22 2819.88 2152.79 2050.74 5343.02 2920.2 3266.62 4388.12 2031.9 2600.73 2563.07 2483.95 2246.81 4271.13 2050.22 1968.29 3328.79 2691.17 6800.28 2261.95 2432.49 2057.87 1898.57 2180.31
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=6 2 4 5 -2 -4 -1 -8 14 10 11 -9 13 -13 17 16 18 -3 -16 -20 -19 -10 23 25 -25 26 -23 -26 29 -11
right_child=1 8 3 -5 -6 -7 7 9 21 28 -12 12 -14 -15 15 -17 -18 20 19 -21 -22 22 -24 24 27 -27 -28 -29 -30 -31
leaf_value=0.28578604538047053 0.33827378454236945 0.69622465010128309 -0.037694731970672565 -0.4573728434801102 -0.58665358509336207 0.4590923647582531 0.20059255970660012 0.86829263125405165 -0.10668193754784572 -0.17802411450280087 1.4844966960804804 -0.61291597403261977 0.94444209492724873 0.78306403841291161 -0.023512560680120406 0.36494309514539669 -0.73872456554170352 0.15562128182970178 0.42268751952797179 -0.96882053223294273 -0.61813417799770842 0.26204536094592934 -0.89088155225421617 0.16261330709659627 -0.80994861304112098 -0.72092546643437572 -0.62235957239125228 -0.015581678716759934 -0.80322372539098874 0.51607331037521365
leaf_weight=663 386 74 782 125 28 100 826 33 1088 477 28 115 23 28 499 101 73 238 32 71 40 195 89 140 230 37 37 38 43 50
leaf_count=663 386 74 782 125 28 100 826 33 1088 477 28 115 23 28 499 101 73 238 32 71 40 195 89 140 230 37 37 38 43 50
internal_value=0 -0.0692472 0.0516592 -0.0404565 0.275718 0.0186303 0.133375 0.0711147 -0.126862 -0.0630744 0.191111 0.00912704 -0.161671 -0.339577 -0.0179322 -0.108326 -0.179141 0.181344 -0.111284 -0.536507 0.0442896 -0.193137 -0.315934 -0.24035 -0.402241 0.00519442 0.120998 -0.697314 -0.164303 -0.11217
internal_weight=0 4403 1421 1007 414 882 2286 1623 2982 797 227 199 166 143 1128 776 675 352 602 103 278 1854 766 677 408 269 232 268 570 527
internal_count=6689 4403 1421 1007 414 882 2286 1623 2982 797 227 199 166 143 1128 776 675 352 602 103 278 1854 766 677 408 269 232 268 570 527
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=56 64 63 57 42 60 45 23 73 27 67 57 63 34 48 67 17 45 65 54 32 63 38 61 1 48 25 1 18 18
split_gain=5004.06 3207.05 2855.17 2218.84 2141.31 2113.9 3375 3470.78 4678.73 3949.54 3313.2 1878.78 1846.21 1764.33 1747.71 1690 2795.99 2037.16 2118.06 1969.01 1694.6 1680.05 1641.92 2027.59 2777.81 1546.1 2704.44 2950 3100.35 2589.4
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=3 5 4 15 14 6 7 8 13 10 11 -10 -8 22 -3 16 20 18 19 -17 -1 -16 23 -2 -25 26 27 28 -5 -29
right_child=1 2 -4 25 -6 -7 12 -9 9 -11 -12 -13 -14 -15 21 17 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 29 -30 -31
leaf_value=0.40613278585480733 0.49145140391363595 -0.33992867776800278 -0.065538402270258186 0.019696310712351353 0.15795904696968044 -0.05539065640782477 0.1011446694648543 -0.41945276863259989 1.460435061795371 -0.35154409733685582 1.9264139656196624 0.29238092325627807 -0.75443145666943234 0.71384260264726784 -0.39782318505080971 1.2642393765242206 -0.51437367393124489 -0.65283488333225259 -0.25127482940701562 0.24438200297756732 1.1363037868908472 -1.3643020745686123 -0.37115732564125214 -0.097490959950806103 0.77970256847994668 -0.17872771642533905 -0.27595985550652535 0.81031014924851541 0.46568636707168942 -0.32006958723068241
leaf_weight=346 136 489 933 912 76 1982 43 79 21 22 34 40 61 52 37 23 31 34 72 107 35 35 64 257 42 236 170 107 188 25
leaf_count=346 136 489 933 912 76 1982 43 79 21 22 34 40 61 52 37 23 31 34 72 107 35 35 64 257 42 236 170 107 188 25
internal_value=0 -0.0623225 -0.176967 0.120038 -0.340173 0.00121137 0.133039 0.207346 0.281473 0.855799 1.13539 0.694498 -0.400684 0.15952 -0.407656 0.276675 0.3989 0.0632975 0.183835 0.424818 0.473209 -0.867639 0.101755 0.171333 0.0257269 0.0580712 0.0979318 0.149524 0.0959201 0.596223
internal_weight=0 4403 1570 2286 637 2833 851 747 668 117 95 61 104 551 561 648 412 236 202 130 381 72 499 435 299 1638 1402 1232 1100 132
internal_count=6689 4403 1570 2286 637 2833 851 747 668 117 95 61 104 551 561 648 412 236 202 130 381 72 499 435 299 1638 1402 1232 1100 132
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=70 64 60 64 38 53 1 34 22 2 49 58 15 60 53 65 15 6 8 71 45 73 62 16 42 62 29 5 30 56
split_gain=11423.3 3681.35 2579.52 1822.39 1523.84 1903.36 2211.17 1950.36 1496.52 2236.42 1839.08 3436.46 3263.93 3178.56 2851.5 2708.95 1661.76 1969.19 1463.73 1454.58 1406.5 1382.89 1664.53 1335.23 2420.92 1576.81 1354.19 1227.72 2020.9 2098.05
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 4 -2 5 7 20 21 10 16 -3 -12 13 -13 -15 -16 17 -10 23 -8 -7 22 -1 24 26 -25 -5 -4 29 -29
right_child=3 8 27 18 -6 6 19 -9 9 -11 11 12 -14 14 15 -17 -18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 28 -30 -31
leaf_value=-0.2164359654279856 -0.060274110340007084 -0.012338920916888237 0.024307177232037333 -0.11875349175162658 -0.01702689541656463 0.16688113775947422 0.59568367859412885 0.34564294508525306 0.031573991037048076 -0.26555320858955389 0.14478319684241683 0.049985370819385234 0.21717986869812012 -0.1400438009897868 -0.27745973998850049 -0.84710377289968397 0.48966809988021859 0.44521173799579794 -0.41565826046851373 0.23826298674758603 -0.04130072886660948 0.22317694418358083 0.048591760658955846 -0.11573307266941778 0.14411268573886946 -0.56133477985858915 -0.36783928750608214 0.2214524159508367 0.43234197616577152 -0.02860285545897296
leaf_weight=65 1332 1326 2007 334 122 433 29 28 113 24 47 26 20 30 22 34 20 22 31 49 59 33 91 27 53 24 39 93 29 127
leaf_count=65 1332 1326 2007 334 122 433 29 28 113 24 47 26 20 30 22 34 20 22 31 49 59 33 91 27 53 24 39 93 29 127
internal_value=0 0.0322002 0.0576229 -0.084858 0.114512 0.134903 0.173285 0.0340846 -0.0155806 0.0937576 -0.0285849 -0.148933 -0.253513 -0.337566 -0.454732 -0.623315 0.149393 0.0989816 -0.149318 0.37115 0.141916 -0.0120722 -0.0618365 -0.132009 -0.108853 -0.325428 -0.144797 0.0347008 0.118476 0.0771023
internal_weight=0 4849 3165 1840 909 787 570 217 1684 179 1505 179 132 112 86 56 155 135 508 78 492 189 156 477 426 51 373 2256 249 220
internal_count=6689 4849 3165 1840 909 787 570 217 1684 179 1505 179 132 112 86 56 155 135 508 78 492 189 156 477 426 51 373 2256 249 220
is_linear=0
shrinkage=0.04


Tree=31
num_leaves=31
num_cat=0
split_feature=70 59 48 53 2 2 23 60 53 45 55 72 21 26 64 63 62 38 44 37 8 58 37 53 64 64 22 33 58 62
split_gain=10209.5 3983.55 2518.99 3320.04 2187.1 2023.55 4808.56 2284.95 2347.6 2859.59 2335.03 3010.66 3575.22 2171.39 2072.6 2183.77 2008.69 1939.63 2279.98 1870.02 1837.83 1744.31 1709.98 2861.41 2192.75 1621.28 1614.78 1886.99 3526.52 2170.56
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 22 -4 16 7 14 8 -3 17 13 26 19 20 15 -7 -5 18 -10 -13 -9 -11 -1 -24 -25 -2 27 -12 29 -29
right_child=25 5 3 4 -6 6 -8 10 9 21 11 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 24 -26 -27 -28 28 -30 -31
leaf_value=0.29488684290165695 -0.14258749134518353 -0.092405961979077092 0.56514213283856707 -0.049578547549567059 0.57810693979263306 -0.50949877003828692 -1.1918120884082535 0.19635984658980543 0.49912154886057758 -0.97284264908387108 -0.025427305843666717 -0.19847759430063891 -1.7278590256348254 -0.58550651506299067 -0.43192547174791501 0.27691020048478981 -0.77105285157991021 -0.10412282936083966 -0.32949156160983772 -1.1628064673879874 -0.41997887893364982 0.064721904383149259 -0.83074902670664919 0.42550790555336904 -0.38841832011025779 -0.35255571558162219 0.3311786393121442 0.70506844294482274 -1.0031012286399974 -0.61215986446900805
leaf_weight=1234 1332 234 57 70 24 45 44 695 428 26 777 160 20 42 108 164 86 78 36 23 52 43 36 102 49 508 107 29 58 22
leaf_count=1234 1332 234 57 70 24 45 44 695 428 26 777 160 20 42 108 164 86 78 36 23 52 43 36 102 49 508 107 29 58 22
internal_value=0 0.0761033 0.201845 -0.099972 -0.310592 0.0107695 -0.212194 0.0392111 0.176931 0.280082 -0.0194154 -0.107508 -0.458415 0.114119 -0.0762212 0.107588 -0.447314 0.357271 0.434833 -0.319677 0.153455 -0.326244 0.252183 -0.0296131 0.161386 -0.200557 -0.0357717 -0.0800874 -0.469728 0.136852
internal_weight=0 4849 1658 237 180 3191 361 2830 845 611 1985 1196 203 789 317 209 156 542 464 183 747 69 1421 187 151 1840 993 886 109 51
internal_count=6689 4849 1658 237 180 3191 361 2830 845 611 1985 1196 203 789 317 209 156 542 464 183 747 69 1421 187 151 1840 993 886 109 51
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=56 54 66 58 57 34 37 62 6 4 6 73 57 68 33 30 16 41 14 68 32 2 31 71 39 27 15 50 55 52
split_gain=3824.41 2399.14 2803.11 2537.82 1963.08 6026.43 2302.81 2220.9 4088.86 2379.31 2248.12 2273.83 1952.55 1995.79 3230.42 1922.85 1900.83 1889.93 1861.87 1811.08 3034.81 2536.49 1751.89 1697.73 2223.12 2219.98 2114.92 2007.18 1870.22 1638.08
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=12 2 19 -4 15 6 7 10 9 22 -6 -12 29 -14 18 -3 -8 -7 -15 20 21 -2 -9 28 25 26 27 -25 -21 -1
right_child=1 4 3 -5 5 17 16 8 -10 -11 11 -13 13 14 -16 -17 -18 -19 -20 23 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.17413653527431716 0.23474704821572964 -0.041805159950766849 0.18723039813887543 -0.23679389156197073 -0.12298280382375545 0.16976825954677821 -0.36502944497011036 -0.083723035810926855 -0.90673105058331904 -0.73762719042646063 0.52711054686042991 -0.39058187246322629 0.11107433265907006 -0.092017461922095728 0.4507062113078687 0.29023382498698247 -1.1350060472599208 0.86337054365624977 -0.57671315966033809 0.24920418923884108 -0.34171088050767695 0.86327255332842467 -0.52632984268951089 0.11488226989666839 0.72632088915755344 0.59287708364427094 -0.82086894330051219 -0.73437962387547351 -0.44149690385933754 0.70079420845616935
leaf_weight=604 412 990 136 351 749 185 155 416 65 53 75 25 1015 490 71 138 26 32 62 38 57 50 73 159 36 40 24 22 96 44
leaf_count=604 412 990 136 351 749 185 155 416 65 53 75 25 1015 490 71 138 26 32 62 38 57 50 73 159 36 40 24 22 96 44
internal_value=0 -0.045403 0.0437075 -0.118381 -0.0878664 -0.140606 -0.195307 -0.160459 -0.282179 -0.207279 -0.0734339 0.297687 0.0874494 0.0390084 -0.0784023 -0.00118337 -0.475634 0.272051 -0.146458 0.128222 0.231988 0.302769 -0.149797 -0.00154755 0.114846 0.0249966 -0.0858094 0.0116571 -0.245626 0.209897
internal_weight=0 4403 1421 487 2982 1854 1637 1456 607 542 849 100 2286 1638 623 1128 181 217 552 934 519 462 489 415 281 245 205 181 134 648
internal_count=6689 4403 1421 487 2982 1854 1637 1456 607 542 849 100 2286 1638 623 1128 181 217 552 934 519 462 489 415 281 245 205 181 134 648
is_linear=0
shrinkage=0.0833333


Tree=33
num_leaves=31
num_cat=0
split_feature=70 59 65 66 40 60 41 60 61 11 61 32 24 67 63 72 71 28 11 49 48 53 58 60 63 66 65 22 53 48
split_gain=8112.13 3347.95 3485.82 3116.54 2944.85 2920.16 2872.71 2781.07 3214.01 2698.59 2560.94 2371.9 2563.96 2259.06 2346.55 2245.32 2182.06 2120.37 2117.68 2060.7 1922.39 2219.95 1907.61 1831.64 1825.45 1798.27 2477.81 3866.11 3328.84 2354.11
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 6 3 19 7 -6 20 8 -4 -10 -8 12 -5 25 16 18 -15 -7 -16 -3 -1 -22 -18 -23 -17 -2 27 28 -27 -28
right_child=13 2 4 11 5 17 10 -9 9 -11 -12 -13 -14 14 15 24 22 -19 -20 -21 21 23 -24 -25 -26 26 29 -29 -30 -31
leaf_value=0.28159371169215253 -0.021518725959954913 0.18628485569956563 0.65206999817380207 -0.1807742460148879 -0.97595869266036639 -0.017618499082677506 0.35649671454205001 -0.12449239688438439 -0.1125817040508055 0.84008175862186096 -0.38788608672634872 0.48693185005533074 0.44298786047101024 0.68245324086493409 -0.41927293446281233 -1.6588881632556085 -0.99669395840686303 -1.1075176512911207 0.26972324135256748 0.65607387941052142 0.52725515120169697 0.29972734043131705 0.12281844960318672 -0.44975448191565071 -0.615766304346823 -0.58776138491100738 -0.39598141223901795 -1.238197499384051 0.42077558952073257 -1.4185031239803021
leaf_weight=1233 859 733 108 543 69 119 67 1069 237 34 149 76 75 39 356 23 23 21 51 107 51 46 45 112 62 45 168 23 120 26
leaf_count=1233 859 733 108 543 69 119 67 1069 237 34 149 76 75 39 356 23 23 21 51 107 51 46 45 112 62 45 168 23 120 26
internal_value=0 0.0678375 0.00794224 0.116569 -0.0926213 -0.44352 0.183112 -0.0419737 0.190777 0.00694065 -0.15699 -0.0402442 -0.105075 -0.178774 -0.338262 -0.430563 0.0861546 -0.181103 -0.332937 0.246127 0.234057 -0.0463877 -0.25584 -0.231551 -0.898023 -0.101793 -0.282305 -0.023589 0.14572 -0.53302
internal_weight=0 4849 3191 1534 1657 209 1658 1448 379 271 216 694 618 1840 599 492 107 140 407 840 1442 209 68 158 85 1241 382 188 165 194
internal_count=6689 4849 3191 1534 1657 209 1658 1448 379 271 216 694 618 1840 599 492 107 140 407 840 1442 209 68 158 85 1241 382 188 165 194
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=70 64 68 64 67 14 62 59 56 3 57 19 39 53 17 37 67 7 53 32 31 37 59 57 51 59 4 53 18 72
split_gain=8831.12 6870.56 3530.17 2687.1 2268.7 2253.71 3099.38 2133.15 2769.42 2247.04 2079.37 2170.87 1911.54 3457.45 1821.04 1976.79 1733.97 2172.73 2440.89 2466.82 2341.85 2328.7 2535.38 1931.29 2779.74 1927.73 1882.71 2577.48 2246.35 1822.95
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 5 4 -2 7 -7 8 9 -1 14 12 -12 -14 15 -9 17 18 19 25 21 -20 -23 26 -25 -3 27 -18 29 -29
right_child=3 16 -4 -5 -6 6 -8 10 -10 -11 11 -13 13 -15 -16 -17 23 -19 20 -21 -22 22 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.16833429964240065 -0.0038918742630735734 0.10122525454566975 0.0088976407390191463 -0.076442282574295292 -0.059230561682096353 -0.097959429444847521 0.058258585110954615 0.10702158453917465 0.056314398206111255 -0.040739854159562487 0.015821848800876226 0.12952948520923482 0.015085898569147839 -0.29153843005498248 -0.096527271063431452 -0.024360273701173291 0.091575982366289402 -0.082408436570848731 0.071873088891307516 -0.23490740184982617 -0.0741727775495786 -0.2331036924367601 0.039418893456459048 -0.0037325074247338557 -0.13060348579023459 -0.055915849699944488 -0.23450219218681256 -0.030446596417356944 -0.25721502772692978 -0.20980555359806335
leaf_weight=194 887 41 1474 508 445 91 115 302 373 23 396 58 38 24 23 54 35 105 390 24 65 22 36 550 79 131 30 119 29 28
leaf_count=194 887 41 1474 508 445 91 115 302 373 23 396 58 38 24 23 54 35 105 390 24 65 22 36 550 79 131 30 119 29 28
internal_value=0 0.014156 0.0315214 -0.0373056 -0.0223796 0.0512419 -0.0107503 0.0598414 0.0893646 0.146174 0.0403793 0.0142529 -0.000345428 -0.103607 0.0759497 0.0870929 -0.0184814 0.00249959 0.0150741 -0.0449618 0.0380118 0.0542886 -0.0639517 -0.038112 -0.019667 -0.0184578 -0.0862525 -0.0651743 -0.0963462 -0.0646102
internal_weight=0 4849 3165 1840 1332 1691 206 1485 590 217 895 516 458 62 379 356 1684 814 709 196 513 448 58 870 629 172 241 211 176 147
internal_count=6689 4849 3165 1840 1332 1691 206 1485 590 217 895 516 458 62 379 356 1684 814 709 196 513 448 58 870 629 172 241 211 176 147
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=31
num_cat=0
split_feature=67 57 66 30 54 37 20 58 8 16 34 61 63 68 25 63 54 19 16 39 72 61 55 59 30 55 71 63 66 72
split_gain=6445.04 5790.93 3164.93 3090.05 1967.01 3109.97 2715.15 2506.04 3758.5 3270.23 2490.46 3712.95 2151.45 2117.28 1973.46 1954.4 1905.06 4008.79 2875.33 2845.04 1881.18 1811 2118.43 1794.34 1764.61 2201.57 2008.57 1743.26 2460.97 4642.05
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 15 21 7 10 -7 23 9 14 12 -12 24 -11 -9 16 17 18 19 20 -1 -4 -23 -3 -6 -26 -27 -2 29 -29
right_child=27 4 3 -5 5 6 -8 8 -10 13 11 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 25 26 -28 28 -30 -31
leaf_value=0.069575927282373107 0.009410465833485971 0.13119679769558501 0.048990299145056718 0.11819149111098015 -0.024867509728240568 -0.10052083509066437 0.10559517780939738 0.039847347875792825 -0.18918869635533719 -0.031007100050255917 0.16361784403775373 -0.0037295469215938024 0.083203372583975865 -0.23645912592835497 -0.05653264461528687 -0.040291763470197715 0.050326936314252016 0.32549637622303434 0.27125714444924914 0.25615635414918264 -0.073967044063740314 0.043716741706987826 -0.066190815168202563 0.035505239423538476 0.12998746209260489 0.093696430393240659 -0.069690970318359247 0.0016372920713439247 -0.045485944790346039 -0.072968756136972276
leaf_weight=164 541 73 92 57 969 158 20 376 28 38 59 98 63 22 70 50 583 21 21 20 30 66 186 214 48 33 57 1342 910 280
leaf_count=164 541 73 92 57 969 158 20 376 28 38 59 98 63 22 70 50 583 21 21 20 30 66 186 214 48 33 57 1342 910 280
internal_value=0 0.0150816 0.0434033 0.00453326 -0.000625576 -0.0119457 -0.0773617 0.0201256 -0.0012216 0.00917974 -0.00317095 0.059159 -0.0115349 -0.10634 0.0247204 0.0609363 0.066969 0.104869 0.0851531 0.0668905 0.0473786 -0.0142996 -0.0374055 0.0598449 -0.0169265 0.0388333 -0.00978226 -0.0177466 -0.0235491 -0.0112417
internal_weight=0 3616 1290 401 2326 1505 178 821 534 506 1327 157 1170 60 446 889 839 256 235 214 194 344 252 287 1107 138 90 3073 2532 1622
internal_count=6689 3616 1290 401 2326 1505 178 821 534 506 1327 157 1170 60 446 889 839 256 235 214 194 344 252 287 1107 138 90 3073 2532 1622
is_linear=0
shrinkage=0.0166667


Tree=36
num_leaves=31
num_cat=0
split_feature=70 67 62 46 17 47 55 65 55 14 47 56 62 63 5 63 11 73 8 66 18 52 39 53 67 2 25 43 49 63
split_gain=7795.97 3320.6 3114.09 4320.12 2847.2 2792.5 2703.05 2585.95 2678.3 3532.98 2954.6 2459.13 2134.26 3190.69 2999.12 3361.94 2545.31 2431.97 2356.58 2096.7 2844.53 2133.47 2048.04 2387.38 2044.55 2022.28 2016.02 1983.79 2171.73 1969.65
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 7 4 11 12 -6 19 22 10 -10 -4 14 16 18 -16 17 -14 26 21 -21 -1 23 -9 25 -2 -3 28 -13 -26
right_child=24 5 3 -5 6 -7 -8 8 9 -11 -12 27 13 -15 15 -17 -18 -19 -20 20 -22 -23 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=0.58708774090770699 -0.15183430218078134 -0.22351651387051585 0.18558357953481794 0.51519092086014473 0.039219973916592807 0.27142207414222258 -1.412444280755931 -0.17769779075275771 0.17127531301004417 -0.88937065490456524 -0.69250161598126103 -0.30594955298984589 0.36170144988080632 -0.033732044795536049 -0.19978676587343216 0.9113726906056675 -0.54397248377402618 1.311627179493799 -0.79451488692026873 0.026990793175893285 0.94406229712069034 -0.38418562710285187 -0.48322911404428032 0.78721010127226299 0.061857816576957707 0.22510926859771332 0.26199000197714972 0.39236624519030255 0.31308837668462236 -0.41154733994763681
leaf_weight=392 1077 784 377 157 23 300 29 33 330 43 45 401 130 932 56 53 24 34 65 219 40 24 21 115 107 164 96 60 66 492
leaf_count=392 1077 784 377 157 23 300 29 33 330 43 45 401 130 932 56 53 24 34 65 219 40 24 21 115 107 164 96 60 66 492
internal_value=0 0.0665024 0.150962 0.0290307 -0.0508094 -0.0145777 -0.770362 0.258498 0.104996 -0.0308245 0.0676221 -0.0094192 -0.0540441 0.042074 -0.156181 0.340502 0.417879 0.558637 -0.21347 0.391987 0.168623 0.531053 0.440931 0.572062 -0.175256 -0.102021 -0.170552 -0.148918 -0.218462 -0.326982
internal_weight=0 4849 2375 1113 956 2474 52 1262 587 418 375 904 2174 1120 1054 109 188 164 945 675 259 416 169 148 1840 1241 880 527 467 599
internal_count=6689 4849 2375 1113 956 2474 52 1262 587 418 375 904 2174 1120 1054 109 188 164 945 675 259 416 169 148 1840 1241 880 527 467 599
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=70 59 65 40 60 61 60 11 55 20 63 28 62 67 40 27 25 2 48 44 45 49 73 67 2 51 18 11 71 63
split_gain=6314.74 2801.85 2858.16 2385.37 2351.04 2746.15 2300.66 2236.73 2145.05 2133.5 2442.86 1756.29 1753.92 3223.51 2906.71 1884.66 1753.7 1714.45 2100.77 1809.02 1793.01 1708.27 1673.68 1656.09 1638.04 2993.75 1880.91 1639.87 2054.43 1595.41
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 17 12 4 5 16 -5 -7 9 10 -6 -8 13 -3 15 -15 -4 18 19 -1 22 -10 -19 24 26 -26 -2 28 -28 -25
right_child=23 2 3 6 8 7 11 -9 21 -11 -12 -13 -14 14 -16 -17 -18 20 -20 -21 -22 -23 -24 29 25 -27 27 -29 -30 -31
leaf_value=0.14771426132073004 -0.079637488813779522 0.39025190565561835 0.79795822785503567 -0.87441211403280072 0.7376225800315539 -0.10516218649781456 -0.020100458129113461 0.76215506423922152 -0.16030192531757809 -0.58133149775253101 0.034049236045466912 -1.0120250858011699 -0.02998917195837324 0.020029439904500505 0.66470324162577032 -0.53594712707890224 -0.22021225612787976 0.44499390770250297 -0.16792535184353008 0.65080925649718235 -0.38662223165685483 -0.6254731474669426 1.3860920077020473 0.055672030443343047 0.025698622720582143 1.2345133682092033 -0.00096395204706889838 0.20156464111059905 -0.84659055874993416 -0.37039260351954684
leaf_weight=1200 908 430 87 69 60 237 119 34 596 44 278 21 600 370 61 73 21 134 204 76 22 91 22 107 140 24 41 32 96 492
leaf_count=1200 908 430 87 69 60 237 119 34 596 44 278 21 600 370 61 73 21 134 204 76 22 91 22 107 140 24 41 32 96 492
internal_value=0 0.0598522 0.00505915 -0.0860016 -0.0404184 0.173582 -0.401813 0.00365252 -0.11629 0.0736766 0.158944 -0.168889 0.103421 0.189124 0.0175271 -0.0715875 0.599981 0.165307 0.130042 0.177679 0.458525 -0.221918 0.577713 -0.15773 -0.0918186 0.202598 -0.136651 -0.442971 -0.59352 -0.294284
internal_weight=0 4849 3191 1657 1448 379 209 271 1069 382 338 140 1534 934 504 443 108 1658 1480 1276 178 687 156 1840 1241 164 1077 169 137 599
internal_count=6689 4849 3191 1657 1448 379 209 271 1069 382 338 140 1534 934 504 443 108 1658 1480 1276 178 687 156 1840 1241 164 1077 169 137 599
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=64 68 66 53 55 40 9 50 20 10 63 28 48 60 54 57 28 43 20 27 62 17 57 51 23 16 37 28 27 60
split_gain=5210.35 3077.19 1746.53 2075.18 2025.07 2522.39 2470.43 3208.73 2504.99 1793.32 1948.53 1954.71 1672.53 1647.06 1632.04 1532.26 2143.11 1458.73 2169.51 1785.79 1363.48 1356.95 1439.63 2768.28 1449.69 2207.02 1432.13 1353.51 1591.15 2468.77
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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
left_child=1 2 9 12 5 15 7 8 -6 10 21 -12 14 -13 -4 -5 20 18 19 -16 -17 22 23 24 25 26 -1 28 -3 -30
right_child=-2 27 3 4 6 -7 -8 -9 -10 -11 11 13 -14 -15 17 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.62767031490802772 -0.12641362371407516 0.0422217044449925 -0.46580665403906307 0.62925242463203324 0.086455910635839517 1.2712184264704034 -0.53504832261045221 0.88130543561691932 -0.82757825128959883 0.54968092230194843 0.017841874560802756 1.2187479395866394 -0.7647156988536673 0.22464819461107255 0.14422100766315166 -0.44985014316936339 0.83714113861322415 -0.72939252018928524 -0.77461730639139814 1.046459064218733 0.20195588797762776 -0.25468926834496292 0.2321616516001388 -0.33705080852464397 1.5124892275441777 1.5476455107331277 -0.29242754436674573 -0.25445469025617989 0.23341983489775925 -0.39371214063724441
leaf_weight=87 2192 1534 79 73 328 27 71 47 33 141 674 25 42 50 117 60 30 20 21 27 69 37 277 27 22 22 21 234 89 213
leaf_count=87 2192 1534 79 73 328 27 71 47 33 141 674 25 42 50 117 60 30 20 21 27 69 37 277 27 22 22 21 234 89 213
internal_value=0 0.0616186 0.138014 0.040377 0.131161 0.356434 0.00935361 0.10409 0.00290154 0.211718 0.17335 0.071731 -0.178573 0.556015 -0.0853231 0.249972 0.0758376 0.0771537 0.174917 0.313391 -0.10121 0.327737 0.374995 0.596028 0.761772 0.634727 0.448762 -0.027952 0.000915999 -0.208895
internal_weight=0 4497 2427 1044 738 259 479 408 361 1383 1242 749 306 75 264 232 159 185 165 144 129 493 456 179 152 130 108 2070 1836 302
internal_count=6689 4497 2427 1044 738 259 479 408 361 1383 1242 749 306 75 264 232 159 185 165 144 129 493 456 179 152 130 108 2070 1836 302
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=70 64 14 63 73 62 20 28 68 33 51 9 57 23 73 45 28 64 67 45 23 25 8 1 0 37 33 0 71 63
split_gain=5192.14 3401.27 2081.07 2406.83 2320.46 5265.81 2711.14 2495.64 2197.38 2466.3 2874.77 2818.29 1915.98 3092.73 2886.52 2806.96 1915.9 1885.28 1800.91 2210.66 1782.08 1753.71 1651.15 1711.31 1614.87 1555.07 2414.06 3263.09 1705.57 1610.17
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002
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 2 8 4 6 -6 7 -4 25 -10 11 24 13 14 15 16 21 18 19 20 -14 -2 23 -19 -11 26 -1 28 -28 -30
right_child=12 -3 3 -5 5 -7 -8 -9 9 10 -12 -13 17 -15 -16 -17 -18 22 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.15673397474844297 -0.053295958882671746 -0.030273047654287816 -0.1483633601712063 0.41707904303073884 -0.94081602493921912 0.077072877795607952 0.40570712887471727 0.33777432044347133 0.00049942335061301934 0.087186306950789466 -0.26595971618707365 0.79912035701175532 -0.024930876873133889 0.35352499711102459 0.27290952851374944 -0.51853576284997605 -0.37506457773538737 -0.12776875800590745 -0.15817788817636347 0.22133771625511789 -0.35080223757287732 0.2682621614933014 -0.60180185586214074 -0.45595734090260837 0.54826191234588628 -0.016943034777881078 0.15613391972505131 0.44162212249636651 -0.62370022847489626 -0.14618635928513957
leaf_weight=1159 279 1684 220 25 24 27 31 30 1169 79 26 24 477 58 66 34 39 291 345 85 46 50 24 46 25 197 26 25 27 51
leaf_count=1159 279 1684 220 25 24 27 31 30 1169 79 26 24 477 58 66 34 39 291 345 85 46 50 24 46 25 197 26 25 27 51
internal_value=0 0.027136 0.0576816 -0.0560264 -0.0916518 -0.401934 -0.0353373 -0.0900268 0.072138 0.0252774 0.213365 0.310728 -0.0715121 0.00912981 -0.0335516 -0.0838662 -0.0437065 -0.103793 -0.0669324 -0.0151566 -0.0535926 -0.00442694 -0.201102 -0.172566 0.198022 0.113887 0.133897 -0.071282 -0.194576 -0.31148
internal_weight=0 4849 3165 357 332 51 281 250 2808 1323 154 128 1840 526 468 402 368 1314 953 608 523 329 361 337 104 1485 1288 129 104 78
internal_count=6689 4849 3165 357 332 51 281 250 2808 1323 154 128 1840 526 468 402 368 1314 953 608 523 329 361 337 104 1485 1288 129 104 78
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
black=58
green=51
BON4=49
BON5=48
no_players=46
BON8=45
red=43
BON3=40
BON6=36
blue=35
BON7=32
grey=30
BON1=28
BON10=28
BON2=27
BON9=26
brown=26
x0_SCORE3=21
x0_SCORE8=16
x4_SCORE6=16
x5_SCORE2=16
x5_SCORE5=16
x0_map1=16
x2_SCORE1=15
x3_SCORE4=15
x3_SCORE2=14
x0_map3=14
x0_SCORE2=13
x1_SCORE7=13
x4_SCORE7=13
x1_SCORE1=12
x1_SCORE6=12
x2_SCORE3=12
x2_SCORE5=12
x3_SCORE7=12
x4_SCORE2=12
x5_SCORE6=12
x5_SCORE8=12
x0_map2=12
x0_SCORE1=11
x1_SCORE8=11
x2_SCORE8=11
x3_SCORE1=11
x0_SCORE4=10
x0_SCORE9=10
x2_SCORE6=10
x2_SCORE7=10
x3_SCORE6=10
x5_SCORE4=10
x1_SCORE9=9
x3_SCORE5=9
x4_SCORE3=9
x4_SCORE5=9
x4_SCORE9=9
x0_SCORE7=8
x1_SCORE3=8
x5_SCORE7=8
x2_SCORE2=7
x3_SCORE8=7
x4_SCORE8=7
x5_SCORE3=7
x4_SCORE4=6
x1_SCORE2=5
x2_SCORE4=5
x5_SCORE9=5
x0_SCORE5=4
x0_SCORE6=4
x1_SCORE5=4
x3_SCORE3=4
x3_SCORE9=4
x2_SCORE9=3
x1_SCORE4=1

parameters:
[boosting: dart]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 40]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 0]
[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: 0.7]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 10]
[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:[]