data/faction-picker-bot/models/halflings_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] [0:1] none [0:1] [0:1] [0:1]
tree_sizes=2846 2933 2910 2933 2936 2943 2918 2943 2919 2915 2935 2954 2931 2934 2929 2881 2942 2921 2914 2945 2947 2920 2932 2916 2919 2928 2925 2961 2921 2878 2943 2901 2935 2918 2946 2985 2912 2930 2921 2929

Tree=0
num_leaves=31
num_cat=0
split_feature=67 64 60 60 64 57 54 57 55 59 58 59 61 60 54 59 55 9 54 14 54 43 20 62 68 66 28 59 59 54
split_gain=249690 121935 57521.7 42822.7 36405.5 25432.6 16212.2 14723.1 14480.2 13363.5 10256.6 9977.23 9828.47 8884.65 8172.75 7017.14 6814.78 6650.58 6590.71 6534.52 6469.3 6297.56 6293.65 6246.19 8505.28 6232.52 6220.62 6190.56 5894.05 5829.18
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 18 7 8 -1 23 27 25 28 16 -12 -6 15 -7 -9 -11 -3 -16 -10 -20 -18 24 -2 -5 -21 -4 -8 -15
right_child=4 3 5 9 13 14 10 11 20 17 12 -13 -14 29 19 -17 22 -19 21 26 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=101.59362084727432 100.72726111344993 100.85436649893128 102.02334374586376 100.38054154231253 99.84573234913745 100.95697753852563 101.92910059146973 100.48455893954363 101.01621575476108 99.700317021581895 101.21704326245504 99.760721615671798 100.58466896659718 99.719763973182154 100.24803798254811 100.3594877383821 99.866616527987176 100.18070756557599 100.32639944276904 99.8209756552653 100.47161383496672 100.94232521430068 100.67164340340365 100.05640225668927 100.02025074720652 99.905807749146888 98.016781773792459 101.14346158103208 101.17092797917913 99.450489422614623
leaf_weight=685 429 436 108 698 1163 302 138 338 338 1891 399 2722 640 1143 1175 563 829 340 1226 113 615 192 110 967 282 458 23 308 399 2710
leaf_count=685 429 436 108 698 1163 302 138 338 338 1891 399 2722 640 1143 1175 563 829 340 1226 113 615 192 110 967 282 458 23 308 399 2710
internal_value=100.144 100.478 100.793 100.128 99.7998 100.542 101.187 99.9732 100.88 99.9165 101.011 99.8689 100.828 99.6035 100.33 100.568 100.1 99.7735 100.514 100.172 100.665 100.41 99.9609 100.222 100.447 100.192 99.5159 101.372 101.366 99.5304
internal_weight=0 11047 5806 5241 10693 3545 2261 5677 1369 3387 1576 3999 1039 5016 2176 865 1277 2231 1854 1311 953 1418 939 1678 711 1156 136 416 537 3853
internal_count=21740 11047 5806 5241 10693 3545 2261 5677 1369 3387 1576 3999 1039 5016 2176 865 1277 2231 1854 1311 953 1418 939 1678 711 1156 136 416 537 3853
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=69 67 60 67 56 56 56 56 60 45 60 53 55 54 62 54 53 54 55 42 55 49 66 71 56 53 66 54 55 68
split_gain=301696 220571 68052.8 48423.1 38108.5 31164 29880.6 13046.9 10354.6 10210.3 9499.91 9240.07 8781.98 8312.92 13732.3 7334.12 7432.76 7083.06 8085.83 6847.13 6464.11 6401.25 6383.95 6319.94 8152.73 5967.01 5419.09 5411.58 5074.62 5043.04
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 7 5 12 22 10 20 15 -10 -3 -6 -4 -9 28 -7 -17 -12 -19 -11 -1 23 -2 -5 -25 -22 -13 -14 -15 -18
right_child=3 6 4 21 11 8 -8 13 9 19 17 26 27 14 -16 16 29 18 -20 -21 25 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=1.2255943877356394 0.15954360254593339 0.38411957590889279 0.73704663601466192 -0.4964853578316577 0.25929227824544299 0.14178256849358389 -0.16422532224678635 0.7828249132282783 -0.40750226146891572 -0.72087427153439809 0.27016547561179399 0.12308157637947317 0.61277591868129089 0.97432011965776211 0.27625165171557098 0.056461579293424394 -0.58305891611261995 0.21872726242019705 -0.12192965337377511 -1.6919650471210481 1.1197420359371335 -0.34539264476660525 -0.18807710907633252 -0.4871998734839994 -0.83897226234330424 0.67349250262613025 -0.11469011424815487 0.30717744231097027 0.5796707893287657 -0.15066493503125167
leaf_weight=196 769 467 521 675 1102 222 5774 618 1427 167 489 910 384 207 682 193 334 438 1057 40 181 319 338 403 1071 504 801 782 482 187
leaf_count=196 769 467 521 675 1102 222 5774 618 1427 167 489 910 384 207 682 193 334 438 1057 40 181 319 338 403 1071 504 801 782 482 187
internal_value=0 0.155895 0.42076 -0.395636 0.258977 -0.242316 -0.081437 0.674427 -0.369694 -0.470973 0.113593 0.108737 0.509496 0.579827 0.488322 -0.192888 -0.296945 0.0499162 -0.0221252 -0.908525 0.888002 -0.624063 0.0534047 -0.66543 -0.742796 0.791407 0.0117694 0.407821 0.698237 -0.427862
internal_weight=0 15595 7370 6145 4500 3677 8225 2870 2570 1634 2451 2813 1687 1989 1371 936 714 1984 1495 207 881 2468 1107 2149 1474 685 1711 1166 689 521
internal_count=21740 15595 7370 6145 4500 3677 8225 2870 2570 1634 2451 2813 1687 1989 1371 936 714 1984 1495 207 881 2468 1107 2149 1474 685 1711 1166 689 521
is_linear=0
shrinkage=0.0666667


Tree=2
num_leaves=31
num_cat=0
split_feature=69 64 64 56 60 60 59 56 56 60 60 59 60 54 68 60 59 17 61 16 54 23 60 61 43 54 53 54 62 21
split_gain=244374 160869 51128.5 50917.1 34748.7 28916.4 26436.4 18001.5 17829.7 17248.7 10319.4 8651.89 7336.58 7084.5 6842.76 6620.42 6302.63 6087.89 6061.15 7955.5 6017.28 5818.51 5720.19 5668.03 5364 5906.18 5361.82 5503.68 6365.87 5259.07
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 7 5 -3 -1 9 12 17 20 18 14 -2 29 -10 21 -15 -6 26 -20 -5 -4 -9 -11 25 -24 27 -8 -29 -7
right_child=2 4 15 6 8 13 10 22 11 23 -12 -13 -14 16 -16 -17 -18 -19 19 -21 -22 -23 24 -25 -26 -27 -28 28 -30 -31
leaf_value=1.414389433326805 0.37668286008957014 0.2254352779795723 -0.54381315684246434 1.6935256943731876 0.076884897941950678 0.88106375816621285 2.5580728655414924 -0.28294968806664167 -0.27483671572352242 0.75274500552370649 0.027046125650800182 -0.45241515943031207 -0.17057429410342595 0.86140486356038781 0.21677072508874989 -1.0844664133069439 0.39230916683309364 -0.70670938357001267 0.12056825784816619 1.1415125665308414 0.93570566626416518 -1.553904652114098 -0.38473107513046717 0.29900538404989574 -0.14213552545740835 -0.7775951542719588 0.51249476812120076 1.8820012523978951 0.012763957600844533 1.8673999787109796
leaf_weight=794 322 2487 465 143 1779 475 28 966 1094 422 1814 2523 1024 444 382 1357 807 105 622 87 392 65 581 792 244 1121 271 35 38 61
leaf_count=794 322 2487 465 143 1779 475 28 966 1094 422 1814 2523 1024 444 382 1357 807 105 622 87 392 65 581 792 244 1121 271 35 38 61
internal_value=0 0.210458 -0.534109 0.556149 -0.0879423 0.912243 0.358242 -0.342085 -0.220421 0.665204 0.172792 -0.339912 -0.0396554 0.689129 -0.147605 -0.967407 0.558799 0.0332132 0.417366 0.245846 1.13826 -0.667692 -0.481876 0.45673 -0.580624 -0.643486 0.744267 1.36615 0.908974 0.993315
internal_weight=0 15595 6145 7225 8370 2581 4644 4258 5883 1749 2895 3999 1346 1787 1476 1887 1251 1884 1081 709 535 530 2912 1214 1946 1702 372 101 73 536
internal_count=21740 15595 6145 7225 8370 2581 4644 4258 5883 1749 2895 3999 1346 1787 1476 1887 1251 1884 1081 709 535 530 2912 1214 1946 1702 372 101 73 536
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=69 67 65 65 64 67 65 64 64 64 64 65 56 66 3 60 56 67 60 61 66 61 71 49 66 60 66 1 56 60
split_gain=197943 171620 113557 48358.7 41414.1 41085.2 41393.3 37542.5 30877.2 30029.6 29255.2 27193.9 13390.3 13352.8 12606 11349.4 11019.1 9358.36 7448.42 7317.48 6760.36 6349.68 5891.28 6959.67 5862.99 5851.53 5680.91 8022.41 5336.42 5185.39
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 7 8 5 6 16 15 12 18 -5 -7 -3 29 -15 -1 -2 -6 28 -10 -17 -11 -19 -24 -13 -12 -27 -28 -4 -9
right_child=4 3 9 10 17 11 -8 13 19 21 25 24 -14 14 -16 20 -18 22 -20 -21 -22 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=1.3606277848453938 0.84751423684094251 0.65400475521010981 0.99603150769516269 -0.11812240362005261 -0.59868835404877618 -0.31926188483783585 -0.28275939646433829 1.0013703629609081 -0.31824881056846499 -0.18750624724920778 -0.29964874258188351 -0.90796571669146364 0.17789728245077829 0.3402128964583459 -0.94232148412201133 1.1183288350571381 0.21786616085664987 -0.59481759542383061 0.31247420450902463 -0.015065536951556812 0.65992155237763162 0.091977548253329364 -1.2996660168901872 -0.30973429794897112 -1.7731505223446422 -0.61858575167660945 -1.5117323478016087 0.17553628049790859 0.50218012852977667 0.55946730819566426
leaf_weight=732 301 632 225 2009 1286 1225 1552 311 760 813 365 582 1169 471 60 516 538 178 1080 2028 394 1847 366 57 60 1132 106 24 468 453
leaf_count=732 301 632 225 2009 1286 1225 1552 311 760 813 365 582 1169 471 60 516 538 178 1080 2028 394 1847 366 57 60 1132 106 24 468 453
internal_value=0 0.157844 0.449885 -0.103839 -0.400581 -0.256564 -0.0278247 0.851758 0.0760233 0.183632 -0.330844 -0.549502 0.344971 0.516267 0.195294 1.11635 0.443759 -0.725556 0.449295 -0.0977123 0.919854 0.00655637 -0.997022 -1.16627 -0.988824 -0.593511 -0.678502 -1.20024 0.662521 0.739352
internal_weight=0 15595 7370 8225 6145 4258 2391 2937 4589 4433 3636 1867 1801 1295 531 1642 839 1887 1773 2788 910 2660 601 423 642 1627 1262 130 693 764
internal_count=21740 15595 7370 8225 6145 4258 2391 2937 4589 4433 3636 1867 1801 1295 531 1642 839 1887 1773 2788 910 2660 601 423 642 1627 1262 130 693 764
is_linear=0
shrinkage=0.0833333


Tree=4
num_leaves=31
num_cat=0
split_feature=69 67 64 64 64 67 56 56 56 66 53 61 67 51 62 63 63 43 24 45 42 62 54 66 55 66 53 62 54 51
split_gain=160334 139012 76076 34664.6 33545.4 33279 14657.6 14485.9 12959 9267.82 8440.66 7868.27 7580.27 5769.35 5708.45 6513.46 5574.27 6366.81 5226.36 5213.78 5738.31 5130.81 4996.12 4969.08 4850.88 8222.63 4724.51 7371.71 4580.47 5409.31
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 2.5000000000000004 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
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 6 5 8 -3 -1 28 -4 -9 -5 21 -7 15 22 17 -14 -11 26 -21 -6 -12 -18 25 -8 27 -10 -2 -30
right_child=4 3 9 11 12 13 24 10 19 18 14 -13 16 -15 -16 -17 23 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.48366071436572133 0.32554575776147565 0.17365092352379646 0.13980812081229821 -0.22964994407303557 -0.38229451691497252 -0.23311191922005858 0.16048256792035515 0.40487022978012199 0.27931680153952987 0.029170100565550229 0.46730515340676049 -0.097564976854821198 -0.21242517574780762 -0.46291941467644326 0.10200365653000892 -0.26133742840201762 -0.50178712103271206 -0.99514230645221202 -0.2286878705176966 -0.1709345744332979 -0.73432369892979832 -0.20434641221548439 0.22971768286791977 -0.90675709183151665 -0.057908949729692114 -0.12478978789757947 -0.10996720439756394 -0.085697901438867019 0.12576367568722668 -0.2807605044082836
leaf_weight=1338 190 1243 2339 1238 600 1618 626 840 186 1442 299 3177 191 249 478 39 313 23 174 173 45 686 421 74 1648 293 946 265 512 74
leaf_count=1338 190 1243 2339 1238 600 1618 626 840 186 1442 299 3177 191 249 478 39 313 23 174 173 45 686 421 74 1648 293 946 265 512 74
internal_value=0 0.075765 0.215945 -0.0498429 -0.192279 -0.123151 0.0483761 0.369613 -0.0133558 0.0832573 0.296144 -0.134603 -0.348267 -0.263761 0.222313 0.298081 -0.478571 -0.296549 0.00140569 -0.0850788 -0.28723 -0.28737 0.328382 -0.579223 -0.0122849 0.0695307 -0.0535333 0.0648403 0.135913 0.0744279
internal_weight=0 15595 7370 8225 6145 4258 3810 3415 2391 3955 2077 4415 1887 1867 1237 759 601 214 1616 1615 218 1286 720 387 2567 919 1397 451 776 586
internal_count=21740 15595 7370 8225 6145 4258 3810 3415 2391 3955 2077 4415 1887 1867 1237 759 601 214 1616 1615 218 1286 720 387 2567 919 1397 451 776 586
is_linear=0
shrinkage=0.0444444


Tree=5
num_leaves=31
num_cat=0
split_feature=69 65 66 60 65 60 56 56 57 59 55 56 59 56 57 16 37 66 60 59 68 61 60 16 59 42 57 62 9 57
split_gain=129870 85195.2 35781.5 26984.5 22991.9 18632.6 15438.2 15230.5 13157.8 10644 13425.9 9814.04 10118.5 9482.25 7633.3 7347.54 6672.61 6518.94 6145.13 6068.2 5973.57 6389.13 5955.94 5670.15 5556.89 5376.16 5550.28 6114.69 5067.78 4935.04
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 7 -3 6 19 17 14 -5 -9 20 -10 -13 -7 -1 -12 -14 24 -6 25 -11 -22 28 -19 -2 26 -4 -28 -8 -24
right_child=4 3 5 8 18 13 22 9 11 10 15 12 16 -15 -16 -17 -18 23 -20 -21 21 -23 29 -25 -26 -27 27 -29 -30 -31
leaf_value=0.78990487063976744 0.56199595561062088 0.13460335298160467 1.1145620248676127 0.016593798719404626 -0.24570139569029587 0.20241010984661903 -0.15130598000511344 0.46267856946651592 -0.056573005607027327 0.62880765488713875 -0.076657865426317209 -0.11195855093900271 -0.34088925394604758 -0.076317226209872469 0.46700449072806666 0.52652583587131063 -0.79103800599058771 -0.046882013798458501 -0.45328102421395094 0.24535348982297372 0.64974228235085807 0.002300140081890046 -0.12491535555841723 -0.95239228314044433 0.10268262882182186 1.3399523889809324 0.73008558402458823 0.0064925792997917245 0.32379376689796568 -0.38456981075964564
leaf_weight=475 161 2484 51 1838 906 793 548 1024 1340 299 698 947 1295 1717 1033 103 165 320 2110 776 100 210 473 34 429 38 96 113 122 1042
leaf_count=475 161 2484 51 1838 906 793 548 1024 1340 299 698 947 1295 1717 1033 103 165 320 2110 776 100 210 473 34 429 38 96 113 122 1042
internal_value=0 0.102283 0.263626 -0.0482032 -0.259577 0.111175 -0.132972 0.402232 -0.129509 0.299087 0.180281 -0.201176 -0.281677 0.0117428 0.568714 0.000905082 -0.391762 0.0923184 -0.390925 0.343554 0.416208 0.211152 -0.230306 -0.133852 0.228021 0.599271 0.491017 0.338861 -0.0647953 -0.303503
internal_weight=0 15595 7526 8069 6145 3584 3129 3942 5585 2434 1410 3747 2407 2510 1508 801 1460 944 3016 1074 609 310 2185 354 590 298 260 209 670 1515
internal_count=21740 15595 7526 8069 6145 3584 3129 3942 5585 2434 1410 3747 2407 2510 1508 801 1460 944 3016 1074 609 310 2185 354 590 298 260 209 670 1515
is_linear=0
shrinkage=0.0666667


Tree=6
num_leaves=31
num_cat=0
split_feature=69 64 65 64 65 65 56 66 66 56 66 57 56 22 54 54 62 54 58 24 57 62 55 61 61 45 13 27 58 56
split_gain=105195 82528.1 54940 27171.8 25380.5 21105.8 13701.2 12083.5 11265.8 7981.51 7895.64 7602.51 6598.18 6302.73 7049.51 6187.29 6143.71 5826.73 5820.52 6928.95 5588.85 5492.67 5395.8 5326.41 5279.45 5179.7 5120.18 5079.98 4980.06 4938.93
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 7 -1 15 12 28 22 -7 17 -10 -15 -3 -13 -2 19 27 -6 -17 -8 -24 -18 26 -19 -14 -4 -5
right_child=3 5 9 29 20 11 10 -9 13 -11 -12 16 18 14 -16 21 24 25 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.92399291078881596 1.1858641682175903 0.51070745249471194 0.63868440537231408 -0.37970931454032675 -0.18131173918674512 -0.018990026435111711 0.94486074895119132 -0.079858042276896191 -0.12921160298151121 0.021295339758370682 0.31077300227897703 -0.47108873827754372 0.41878016161403941 0.21191576000522164 -1.551626031013096 0.31115424588968815 -0.41549018344100858 0.33591703945134266 -0.14278905951983076 -1.110758814903406 -0.54303332111669478 -0.10450828101472323 0.82638926795734613 0.23251625613045337 -0.050330397770125074 1.3873167837538372 -1.0507227071126302 1.72140556710107 0.20012421080507853 -0.75762959041123124
leaf_weight=1344 111 673 369 456 581 1216 494 2103 802 2545 995 1379 207 34 68 761 632 237 473 26 1613 546 275 335 1060 41 30 35 868 1431
leaf_count=1344 111 673 369 456 581 1216 494 2103 802 2545 995 1379 207 34 68 761 632 237 473 26 1613 546 275 335 1060 41 30 35 868 1431
internal_value=0 0.138082 0.385682 -0.350429 -0.210444 -0.0756478 0.674696 0.0870663 0.0412724 0.122575 0.515069 -0.230619 0.247517 -0.223377 -0.963779 0.26436 -0.314416 0.564682 0.0681751 0.440511 -0.447245 0.137511 0.699195 0.500246 -0.186726 0.340814 0.180115 0.607176 0.330948 -0.666304
internal_weight=0 15595 7225 6145 4258 8370 3443 4083 2064 3782 2099 4287 1160 904 102 1980 3071 419 741 268 2194 1307 1104 610 1692 308 267 242 1237 1887
internal_count=21740 15595 7225 6145 4258 8370 3443 4083 2064 3782 2099 4287 1160 904 102 1980 3071 419 741 268 2194 1307 1104 610 1692 308 267 242 1237 1887
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=67 60 57 59 55 53 57 55 58 59 57 60 55 59 55 39 53 62 61 63 10 6 24 61 63 53 62 66 62 43
split_gain=142927 62792.3 17497.5 13624.8 12247.9 12196.1 9936.29 9925.24 8439.44 8350.74 9383.36 7541.04 7371.24 7288.23 6434.27 5966.47 5553.81 5799.54 5366.88 5236.2 7489.55 7686.33 5549.19 10070.1 4756.21 4707.63 6663.16 4694.58 5227.44 4497.16
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 1.5000000000000002 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 5 4 16 13 -1 -2 -7 14 10 -9 24 -13 -3 25 19 17 -4 29 20 21 22 -10 -24 -8 26 -5 -17 -29 -18
right_child=6 2 3 8 -6 7 11 9 15 -11 -12 12 -14 -15 -16 27 18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.14048031589483362 -0.017767727233537554 0.20326031926787483 0.12572187646634547 0.26091347513019397 0.02333818505720428 0.12480075818388478 0.0042960558037345685 0.20825351189047589 -0.1102580215188332 0.034110960101977283 0.068817278336891705 -0.037312457198126953 -0.07728614810268257 0.07614655177456435 -0.02761087364808287 -0.063697183476405267 0.032485085645516776 0.020352309453126445 -0.019968586203034024 -0.017731092293530221 0.096755114829901498 0.0703282944044505 -0.092017539182016925 -0.54675387255847452 -0.047448119898896357 0.01368412780291718 0.028090464095013184 -0.32168292113340619 -0.066160034395399553 0.19038605878407927
leaf_weight=1122 3010 162 272 62 1789 836 844 179 347 1444 534 1964 3687 553 804 96 368 311 757 734 55 58 31 24 1188 279 76 61 35 58
leaf_count=1122 3010 162 272 62 1789 836 844 179 347 1444 534 1964 3687 553 804 96 368 311 757 734 55 58 31 24 1188 279 76 61 35 58
internal_value=0 0.0420439 0.0114288 -0.00848342 0.0466411 0.0936171 -0.0434358 0.0760493 -0.0322957 0.0571544 0.103823 -0.0534919 -0.0633933 0.104947 -5.71335e-05 -0.0596124 0.0274103 0.0695127 0.00666161 -0.0463156 -0.0870555 -0.109033 -0.134911 -0.290448 -0.025956 0.0530681 0.132692 -0.14611 -0.228524 0.0539833
internal_weight=0 11047 6932 4428 2504 4115 10693 2993 2662 2157 713 7683 5651 715 1221 1441 1766 583 1183 1249 515 460 402 55 2032 417 138 192 96 426
internal_count=21740 11047 6932 4428 2504 4115 10693 2993 2662 2157 713 7683 5651 715 1221 1441 1766 583 1183 1249 515 460 402 55 2032 417 138 192 96 426
is_linear=0
shrinkage=0.0166667


Tree=8
num_leaves=31
num_cat=0
split_feature=67 65 64 65 60 60 64 60 62 66 68 62 66 64 54 54 54 17 64 37 54 58 43 58 28 45 68 6 0 24
split_gain=113988 92028.2 35016.1 32600.2 16153.4 11405 10238.7 10175.7 12284.2 9153.57 15887.8 8669.44 10125.4 8054.4 6186.71 6066.63 5856.96 5580.76 5358.05 4800.88 4356.63 6115.33 4898.47 4338.4 5520.98 4313.06 4267.32 4880.69 4229.5 4178.41
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 2 7 6 20 -4 9 -1 15 10 16 12 18 29 -8 25 -2 -7 -6 -17 21 -3 -22 -18 -25 -9 27 -14 -20 -5
right_child=3 4 5 13 11 17 14 8 -10 -11 -12 -13 26 -15 -16 19 23 -19 28 -21 22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=1.0656563146398248 0.82773971902459786 1.1053313159417095 0.57895519859361144 -0.37963291975681535 0.085213961796860804 0.11991674447411767 0.0075829288132076627 1.3563871383288149 0.27381679506405543 -0.14997730966082887 -0.11799393136023922 0.016955577577483168 -0.75011721526250041 -0.61136450542566667 -0.29593514999994047 0.79874746075380587 0.61285186896731914 -0.8072971880435944 -0.2042144189441488 -0.030612436954568074 0.061351758667381656 0.28255531072887802 0.54674253292963848 0.20450958188315083 -1.0840726069713893 0.36044334734187411 -0.067634239313857897 0.25254250070396461 -0.92931615522033306 0.0078238687277594702
leaf_weight=1055 331 112 686 2335 724 1096 939 295 529 1339 813 2219 578 1719 2358 469 239 69 525 82 1555 467 240 266 38 51 147 53 95 316
leaf_count=1055 331 112 686 2335 724 1096 939 295 529 1339 813 2219 578 1719 2358 469 239 69 525 82 1555 467 240 266 38 51 147 53 95 316
internal_value=0 0.225282 0.584632 -0.23274 -0.0065425 0.255477 -0.0875827 0.830204 0.656009 0.0452444 0.200195 -0.12124 -0.265753 -0.44277 -0.209492 0.881404 0.496176 0.0650002 -0.0995556 0.675322 0.203189 0.441711 0.126251 0.294063 0.0434368 1.20959 -0.55286 -0.6659 -0.315319 -0.333448
internal_weight=0 11047 4332 10693 6715 1851 6323 2481 1426 3026 1687 4341 2122 4370 3297 897 874 1165 1344 551 2374 579 1795 543 304 346 778 631 620 2651
internal_count=21740 11047 4332 10693 6715 1851 6323 2481 1426 3026 1687 4341 2122 4370 3297 897 874 1165 1344 551 2374 579 1795 543 304 346 778 631 620 2651
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=69 67 65 65 67 64 65 64 64 64 65 64 64 59 66 3 68 66 62 10 66 59 5 66 1 68 49 68 3 43
split_gain=106789 95150.8 55261.9 24254.5 23537.3 20084.6 19858.3 15361.7 14937.6 14148.2 13224.9 12501.1 9963.82 9345.29 7380.96 10072.7 7278.8 6869.4 5888.16 5560.23 4927.58 4675.01 6891.95 4449.33 5972.35 4762.44 4408.36 5383.84 4234.29 4725.95
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 7 11 5 6 17 13 -5 -4 12 16 21 -1 19 -16 20 18 -2 -9 -3 22 -6 25 -25 -10 -15 -28 -13 -30
right_child=4 3 9 8 10 -7 -8 14 23 -11 -12 28 -14 26 15 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=1.2142784851787891 0.8970757663147908 0.60450591877844539 0.39600338941262447 -0.10521063191075418 0.17012612071701294 -0.51141341146518282 -0.23322528289647815 0.77719071083224733 -0.40089699881551255 0.031329938660724144 -0.94775569836535478 -0.035477578448794705 -0.81322884334055512 0.64837699123276105 0.34804363925595255 -1.0276921977599462 0.061023648109774564 0.029074798431785811 0.19380325956430966 -0.055655610954368509 0.078889882893942789 -0.40693493641308476 -1.4426437722197896 -1.3273954116958915 0.31502375602722171 -1.0043852147254451 0.74871296098787488 2.1037978355981868 -0.29130573878617588 -1.542732537175928
leaf_weight=706 292 663 1773 2009 307 1286 1552 673 1332 2660 734 2534 509 814 471 60 894 346 201 91 244 889 29 123 27 145 73 49 219 35
leaf_count=706 292 663 1773 2009 307 1286 1552 673 1332 2660 734 2534 509 814 471 60 894 346 201 91 244 889 29 123 27 145 73 49 219 35
internal_value=0 0.139124 0.400069 -0.0946946 -0.353074 -0.192734 -0.0213322 0.736484 -0.287614 0.177183 -0.591961 0.0581608 -0.441353 0.939587 0.478959 0.192593 0.263516 0.370632 0.610346 0.67799 0.463105 -0.286835 0.0309287 -0.512842 -1.03176 -0.460143 0.732394 1.29297 -0.0744949 -0.463746
internal_weight=0 15595 7370 8225 6145 3677 2391 2937 3636 4433 2468 4589 1734 1642 1295 531 1801 839 493 764 907 1225 336 1627 150 1477 936 122 2788 254
internal_count=21740 15595 7370 8225 6145 3677 2391 2937 3636 4433 2468 4589 1734 1642 1295 531 1801 839 493 764 907 1225 336 1627 150 1477 936 122 2788 254
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=69 64 65 56 60 56 56 64 60 65 65 60 56 21 65 55 68 47 15 66 65 1 33 11 55 0 68 66 23 5
split_gain=86499.5 47185.2 30379.6 16918.2 16703.7 12198.8 12046.3 11259.2 8061.66 7750.71 7389.89 6546.44 6045.07 5794.94 5399.64 5173.67 7155.09 8125.28 5063.14 5062.38 4717.4 5063.55 5143.51 4559.14 4412.5 4405.05 4792.97 4264.4 4060.73 5563.19
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 14 -3 10 11 9 12 -5 27 18 13 -4 -2 16 17 -10 -1 24 21 22 -7 -11 -8 26 -21 -6 29 -25
right_child=3 4 8 7 5 20 19 -9 15 23 -12 -13 -14 -15 -16 -17 -18 -19 -20 25 -22 -23 -24 28 -26 -27 -28 -29 -30 -31
leaf_value=0.63216391769850222 0.069903858768422214 0.12058333836824417 0.35270838512359892 -0.093883254990857506 0.32721035491719397 -0.075983215924305486 0.49817440751814335 -0.43622250448510608 0.22681149691209784 -0.27038587414752163 -0.075998970998710141 0.40196642129061122 0.12672666359462306 1.1652612959897077 -0.1611636234989908 -0.054556472856035182 -0.040212173522501199 1.0881706853707631 1.3252874893587339 0.24380159130733872 -0.22298799766902144 0.23466650992149674 -0.44923088547310541 -0.33061119569514796 0.23012981972061711 0.4967660048272875 -0.070970859811452694 0.041601984611848775 -1.5028356154759726 -1.4016881178586911
leaf_weight=403 944 2487 293 1388 477 1588 494 1431 372 1351 954 888 835 45 858 1726 455 56 53 432 2022 206 183 126 610 135 428 453 21 26
leaf_count=403 944 2487 293 1388 477 1588 494 1431 372 1351 954 888 835 45 858 1726 455 56 53 432 2022 206 183 126 610 135 428 453 21 26
internal_value=0 0.0834745 0.208288 -0.211845 -0.024265 -0.0854987 0.351564 -0.283098 0.077855 -0.207851 0.0543641 0.507402 0.223015 0.460889 -0.0401161 0.0125912 0.143845 0.339513 0.712724 0.251781 -0.151391 -0.0781635 -0.114551 -0.311648 0.35007 0.142724 0.0871474 0.188091 -0.633875 -0.513822
internal_weight=0 15595 7225 6145 8370 5883 3443 4343 3782 2912 1884 1344 1173 338 1802 2609 883 428 456 2099 3999 1977 1771 1524 1104 995 860 930 173 152
internal_count=21740 15595 7225 6145 8370 5883 3443 4343 3782 2912 1884 1344 1173 338 1802 2609 883 428 456 2099 3999 1977 1771 1524 1104 995 860 930 173 152
is_linear=0
shrinkage=0.0666667


Tree=11
num_leaves=31
num_cat=0
split_feature=69 64 65 64 60 56 65 56 56 59 66 65 60 60 56 66 55 24 59 57 65 56 59 55 54 66 54 45 32 60
split_gain=111656 62354.8 30965.2 21790.6 17836.9 15210.6 13718.7 12603.9 9803.14 8477.06 7871.18 6939.8 6927.8 6851.84 6786.22 5694.54 8128.43 5360.95 4995.35 5581.93 9605.58 4942.38 4784.3 4931.94 4765.92 4602.83 4589.55 4409.47 4295.81 4282.54
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 6 -3 13 10 11 12 29 14 25 -4 -1 24 16 -11 -17 -9 -20 -21 28 26 -24 -2 -6 -10 -18 -5 -7
right_child=3 4 8 21 7 9 -8 18 22 15 -12 -13 -14 -15 -16 17 27 -19 19 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.38407065626832909 0.33507847444073219 0.060333643493006267 0.25894563368997392 -0.15851034951669191 0.16200031686306082 0.31373276960320656 -0.13658891275835816 -0.03092579392282176 0.203841583478368 0.27613681868413747 -0.090607068531667112 -0.038227477724579954 0.081925391665983407 0.22510873105206705 -0.020031520755801498 -0.029139380925835241 0.080773629210104031 0.2769659193853537 -0.045235795077525266 -0.058202654312720342 -0.22427359713043429 -0.24508657796343541 0.056692350339602571 -0.060768209588824285 0.080323704740121252 0.013637667125731027 0.031891408401413288 -0.28803230136159863 0.14632288574498928 0.16029956291330444
leaf_weight=456 111 2487 338 397 477 308 2194 1476 240 293 904 954 899 888 741 543 253 72 967 722 834 1431 637 1055 308 453 613 42 59 588
leaf_count=456 111 2487 338 397 477 308 2194 1476 240 293 904 954 899 888 741 543 253 72 967 722 834 1431 637 1055 308 453 613 42 59 588
internal_value=0 0.0474196 0.11916 -0.120343 -0.014507 0.191485 -0.0785568 -0.0461453 0.053318 0.135422 -0.0168695 0.0249379 0.130295 0.279042 0.0405949 0.0776104 0.15178 0.00669734 -0.0796339 -0.108129 -0.147215 -0.214634 0.0159033 -0.0165469 0.147812 0.0897333 0.0802713 0.0282657 -0.119069 0.213042
internal_weight=0 15595 7225 6145 8370 3443 4258 5883 3782 2099 2064 1884 1237 1344 1160 1203 588 615 3999 2523 1556 1887 2545 1692 419 930 853 295 456 896
internal_count=21740 15595 7225 6145 8370 3443 4258 5883 3782 2099 2064 1884 1237 1344 1160 1203 588 615 3999 2523 1556 1887 2545 1692 419 930 853 295 456 896
is_linear=0
shrinkage=0.0333333


Tree=12
num_leaves=31
num_cat=0
split_feature=67 69 69 64 64 64 60 56 60 56 56 68 57 72 55 57 56 61 64 49 37 33 17 57 56 44 53 68 54 51
split_gain=83039.8 62490.3 35057.9 30899.3 15765.6 13494.3 12618.5 9747.45 8933.45 10197.3 7957.69 10361.7 6240.41 5936.43 5754.31 7392.11 5956.61 5702.53 5666.05 6125.57 5540.5 5222.99 5174.43 4763.25 4729.15 4726.83 4056.92 4794.41 4254.68 3927.78
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 1.0000000180025095e-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 6 7 10 24 -3 -5 22 11 -2 -9 18 15 -8 -16 -7 -4 25 29 -11 -10 -12 -1 -20 -18 28 -28 -15
right_child=2 4 13 8 -6 17 14 12 9 21 23 -13 -14 20 16 -17 26 -19 19 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=1.0506865763597437 0.55983229668883472 0.29870021607962044 -0.50341979175750518 0.36809100949187734 -0.42678179972939784 -0.40051283134758375 1.0304843832028039 0.15190391458599506 0.39863557204456429 -0.023822149892097882 0.12419806090673179 -0.019605237216775876 -0.26838457068532351 -0.1968179549480833 0.53121100396555687 0.40037460676833708 0.34680035852777791 -0.14750719804587628 -1.1035218652114451 -0.011734331863513893 0.77067346055552655 -0.57018033808949009 -0.60382350298491394 -0.16172403937703345 0.67115929048746348 0.33969258790214862 -0.069529620717080784 0.19239980673319415 -1.0812243582919623 -1.1768124169491707
leaf_weight=513 570 776 1543 1445 1286 1238 287 522 807 1449 894 673 1093 315 514 530 302 3177 417 69 53 199 55 1673 912 24 89 190 78 47
leaf_count=513 570 776 1543 1445 1286 1238 287 522 807 1449 894 673 1093 315 514 530 302 3177 417 69 53 199 55 1673 912 24 89 190 78 47
internal_value=0 0.192283 -0.198649 0.360278 -0.144439 -0.0994634 0.580631 0.00741986 0.170012 0.0559779 0.0384196 0.246106 -0.132539 -0.5292 0.417968 0.621723 0.276052 -0.218452 -0.59893 -0.887893 -0.184246 -0.0897962 0.334674 -0.062147 0.807789 -1.02498 0.077035 -0.15117 -0.542058 -0.324055
internal_weight=0 11047 10693 7370 3677 8225 3415 2391 3955 2510 3810 1243 1615 2468 1990 817 1173 4415 2053 510 415 1648 862 2567 1425 441 659 357 167 362
internal_count=21740 11047 10693 7370 3677 8225 3415 2391 3955 2510 3810 1243 1615 2468 1990 817 1173 4415 2053 510 415 1648 862 2567 1425 441 659 357 167 362
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=67 56 59 56 57 57 53 55 57 6 61 54 53 58 54 54 55 54 55 30 15 32 16 51 8 57 68 61 46 28
split_gain=67262.2 28002.3 13855.3 10261.6 9359.21 8087.93 7685.61 6564.94 5949.93 8461.15 7723.71 5451.69 5354.05 5197.31 5120.65 5103.52 5099.09 5034.61 6389.85 6143.69 5026.53 4818.18 4683.02 4637.84 4490.18 4453.83 4949.75 5327.68 4973.97 4402
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 4 11 16 -1 -5 8 -6 9 -4 -10 -3 13 -13 -9 29 -2 19 20 22 -19 -12 -8 -21 -15 -14 27 -27 -29 -7
right_child=3 2 6 5 7 15 17 14 10 -11 21 12 25 24 -16 -17 -18 18 -20 23 -22 -23 -24 -25 -26 26 -28 28 -30 -31
leaf_value=0.5389453652176226 0.16707990413034957 0.38237873956392449 0.46161977490488476 -0.071231259450543039 0.46141199759863777 -0.099304314667999841 0.018414479477215241 0.3669456790920953 0.28260175567759022 -0.47993837019581809 -0.084749462882613646 0.72957324068954998 0.248936770051047 0.24568266325746754 0.071525164857804663 -0.31892635840056494 -0.081903575883638183 -0.10025725506743396 -0.34020395088296973 -0.85680731301280599 0.56139785661189645 -0.72731549722746713 0.57093278137035675 0.35834131775231198 -0.86227338255187602 0.06962564781688535 0.17834666078629835 -0.33261639694918438 -1.3089639101000059 -0.49902667640243437
leaf_weight=1075 750 810 476 2296 716 1617 949 596 418 77 630 162 411 429 1288 3417 2396 699 1026 88 90 93 120 29 27 222 310 264 42 217
leaf_count=1075 750 810 476 2296 716 1617 949 596 418 77 630 162 411 429 1288 3417 2396 699 1026 88 90 93 120 29 27 222 310 264 42 217
internal_value=0 0.144212 0.0505361 -0.148987 0.332126 -0.201694 -0.03573 0.246613 0.106181 0.330517 -0.00254599 0.201832 0.123502 0.324122 0.164981 -0.258738 -0.0225464 -0.115836 -0.203087 0.0176898 -0.0247833 -0.167403 0.0804371 -0.555617 0.18008 0.0242355 -0.08597 -0.241156 -0.466625 -0.1466
internal_weight=0 11047 7372 10693 3675 7547 4695 2600 1694 553 1141 2677 1867 618 1884 5251 3146 3001 1815 1186 789 723 1069 117 456 1249 838 528 306 1834
internal_count=21740 11047 7372 10693 3675 7547 4695 2600 1694 553 1141 2677 1867 618 1884 5251 3146 3001 1815 1186 789 723 1069 117 456 1249 838 528 306 1834
is_linear=0
shrinkage=0.0833333


Tree=14
num_leaves=31
num_cat=0
split_feature=69 67 65 65 67 65 64 64 65 62 64 64 64 59 56 64 9 66 3 54 23 51 66 62 59 62 7 37 55 66
split_gain=61260.5 54899.7 35137.5 16443.5 14733.3 12592.1 10001.8 9815.4 9717.48 8496.5 8714.21 8157.22 7862.11 7344.8 6508.73 5965.42 5702.26 5522.16 6456.27 5433.97 4937.97 4860.61 4798.92 4869.4 4751.3 4640.12 5037.02 4564.71 4852.68 4250.77
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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 14 5 6 22 -5 15 10 -7 13 21 -1 -3 20 17 27 -19 -12 24 -4 23 -2 -6 -15 -27 28 -13 -23
right_child=4 3 12 7 8 9 -8 -9 -10 -11 19 16 -14 25 -16 -17 -18 18 -20 -21 -22 29 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.72252223837432106 0.58140416630314129 0.17663659128078418 0.26598460111513555 -0.062415678131430251 0.041879143139347437 -0.22674675131739619 -0.17460021874867382 -0.31023971346580753 -0.57105455209199107 -0.090281443445081183 0.0082772253602743148 0.57395165017740413 0.012847125376977336 0.52161981849427153 -0.018264210866286133 -0.46129670558467128 0.64894494748255926 0.11439729056952133 -0.81520939637371836 -0.84468359193594655 0.25038502931192119 0.12153045209617486 0.021464883745109631 0.10174463019887015 -0.30952276881641716 0.28237871717769214 -0.61796394185075776 0.93156860952398612 0.12254833178801097 -0.551698088602951
leaf_weight=706 292 1377 1532 2009 300 650 556 1627 734 1319 50 213 2660 619 3212 509 207 397 47 263 148 163 346 201 777 277 40 70 361 78
leaf_count=706 292 1377 1532 2009 300 650 556 1627 734 1319 50 213 2660 619 3212 509 207 397 47 263 148 163 346 201 777 277 40 70 361 78
internal_value=0 0.0790296 0.227687 -0.054175 -0.200564 -0.105421 0.0720931 -0.173309 -0.342315 -0.213937 -0.383306 0.428879 0.0943918 0.53988 0.0402188 -0.245489 0.288134 0.219487 0.015993 -0.708428 -0.155819 0.216732 0.235575 0.385843 -0.211639 0.402119 0.168771 0.359785 0.290055 -0.0963609
internal_weight=0 15595 7370 8225 6145 3677 1395 3636 2468 2282 963 2937 4433 1642 4589 1734 1295 1088 444 313 1225 1773 839 493 1077 936 317 644 574 241
internal_count=21740 15595 7370 8225 6145 3677 1395 3636 2468 2282 963 2937 4433 1642 4589 1734 1295 1088 444 313 1225 1773 839 493 1077 936 317 644 574 241
is_linear=0
shrinkage=0.075


Tree=15
num_leaves=31
num_cat=0
split_feature=60 65 65 57 57 55 53 19 61 55 39 55 62 46 3 71 9 51 25 73 7 71 1 53 71 23 73 63 73 29
split_gain=37116.1 21349.1 11432 9424.38 6735.54 6634.22 4967.55 4725.66 4269.9 3959.76 3943.2 3761.39 4237.15 5204.4 3932.5 8333.17 3709.44 3693.1 3653.76 3406.46 3363.11 3337.3 3328.41 3613.4 3269.75 3367.71 4716.12 3633.59 3321.74 3342.12
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=2 4 5 -3 11 22 8 -5 19 -6 -9 17 14 -14 -13 -16 -8 -2 -10 -7 21 -18 23 -1 25 27 -27 28 29 -11
right_child=1 3 -4 7 9 6 16 10 18 24 -12 12 13 -15 15 -17 20 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.43489838037157313 0.13492008733555791 -0.020907671848195749 0.033114388449624756 -0.12296964470805075 0.04086782552801841 0.3558325860522617 0.03928462930399397 -0.21956068037605092 0.10695158036131608 -0.24122308211293647 -0.58478349584272538 0.15204904943009159 -0.087766409347885488 0.28323329817428927 -0.93021458282514846 0.099802785356425575 0.6243858636146592 0.46324902843646332 0.47824512776229294 1.007114057696384 -0.24379739095607111 0.19481816457774112 0.5587573960581993 0.18838690703294286 -0.087574358918169851 0.064238164270365689 -0.62883178969224307 0.15593259103310297 0.12429779876702987 0.33173687725231571
leaf_weight=193 635 2451 3390 4666 1833 158 1398 491 475 208 87 841 712 109 27 72 62 99 77 23 31 167 94 647 2064 54 45 443 159 29
leaf_count=193 635 2451 3390 4666 1833 158 1398 491 475 208 87 841 712 109 27 72 62 99 77 23 31 167 94 647 2064 54 45 443 159 29
internal_value=0 -0.0436754 0.097725 -0.101846 0.0173913 0.163599 0.119457 -0.139675 0.227847 -0.0170391 -0.274534 0.084113 0.0444781 -0.0385107 0.116961 -0.181111 0.0715372 0.179204 0.158744 0.438592 0.244957 0.31112 0.276601 0.245026 -0.0523966 0.0250095 -0.250794 0.0575536 -0.0525017 -0.171114
internal_weight=0 15025 6715 7695 7330 3325 2391 5244 733 4835 578 2495 1761 821 940 99 1658 734 552 181 260 229 934 840 3002 938 99 839 396 237
internal_count=21740 15025 6715 7695 7330 3325 2391 5244 733 4835 578 2495 1761 821 940 99 1658 734 552 181 260 229 934 840 3002 938 99 839 396 237
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=67 65 60 65 62 66 66 54 54 63 60 26 40 62 60 64 62 53 72 3 17 9 40 64 71 50 15 53 30 9
split_gain=43747.5 34233.2 13559.3 12407.9 10771.5 7824.6 7506 6404.89 5546.94 5277.92 4398.22 4205.7 4550.83 4132.22 6546.29 4033.68 3992.59 3984.05 3927.37 3884.4 5600.92 3955.51 5165.99 3844.28 3837.88 3786.06 3588.62 3588.36 4900.74 5153.23
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 1.5000000000000002 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 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 8 7 5 -4 10 18 -1 -5 -3 -12 -13 14 -8 -7 27 -11 -2 20 21 22 -17 -9 -25 -6 -19 -10 29 -29
right_child=3 6 4 9 25 15 13 23 16 17 11 12 -14 -15 -16 19 -18 26 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.56003048480620099 0.022238969481831933 0.13373607314510264 0.38361090690493582 -0.096190493116749001 -0.078804058453917386 0.23463607623749619 0.11207851524910203 -0.013932508052452545 0.61773186730799157 -0.11472348211749868 -0.02382039137847889 0.47280336915027521 -0.4876086546824529 -0.019577677571710122 -0.29276105153047971 -0.15337471215099821 0.15465920180092629 -0.329453584011422 0.27637134319464618 -0.72505951636546384 -1.0515630661495148 0.64994368244100498 0.77001214240507421 -0.0062503757889742538 -0.19327060786866965 0.32065295680943462 -0.013306677895694577 0.11384342249274142 0.87422129703021945 0.72263595369127076
leaf_weight=542 1581 1694 875 1830 870 387 230 2058 233 742 2578 140 26 1269 778 205 482 1621 326 37 21 45 31 689 1669 120 177 351 58 75
leaf_count=542 1581 1694 875 1830 870 387 230 2058 233 742 2578 140 26 1269 778 205 482 1621 326 37 21 45 31 689 1669 120 177 351 58 75
internal_value=0 0.0930428 0.239156 -0.0961231 0.142473 0.249363 -0.0012181 -0.0364212 0.383042 -0.182506 0.0492687 -0.00287694 0.322377 -0.0996197 -0.200387 0.0875622 0.303035 -0.244695 0.0656827 -0.0803363 -0.00134701 0.0771389 -0.0320824 -0.0805136 -0.138624 -0.030385 -0.298331 0.40278 0.299301 0.221025
internal_weight=0 11047 4332 10693 2591 1601 6715 6323 1741 4370 4438 2744 166 2277 1008 726 1199 2540 1907 339 302 281 236 4416 2358 990 1798 717 484 426
internal_count=21740 11047 4332 10693 2591 1601 6715 6323 1741 4370 4438 2744 166 2277 1008 726 1199 2540 1907 339 302 281 236 4416 2358 990 1798 717 484 426
is_linear=0
shrinkage=0.0666667


Tree=17
num_leaves=31
num_cat=0
split_feature=69 67 65 60 67 64 64 65 65 64 65 1 68 55 14 64 3 64 35 23 27 54 59 46 25 53 8 42 11 62
split_gain=49977.9 36122.8 19508.4 10435.5 10264.6 9479.9 9324.79 8578.36 7870.59 6149.22 6146.38 5566.99 5490.85 6360.17 5100.94 4692.83 4753 4386.08 4329.02 4084.57 6129.88 4031.99 4031.7 4026.37 9275.56 4292.09 4221.41 3793.04 3723.6 3828.03
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 2 3 -1 5 8 12 21 -2 -4 17 15 13 14 18 27 -17 19 -3 22 -21 -8 -6 26 25 -25 -9 28 29 -5
right_child=4 6 9 11 10 -7 7 23 -10 -11 -12 -13 -14 -15 -16 16 -18 -19 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.67774252209792163 0.22886326336640425 0.43810612282250078 0.26778833654893536 0.40560318822019242 0.049582768758138024 -0.35459534970483664 0.14418234364372312 -0.31452738331445823 -0.15129679850177821 0.027372078994478105 -0.64185340733391716 0.80598104219687616 -0.03953259989200722 0.052594466242846465 1.3184806485329905 0.14739244073639737 -0.60314274320797046 -0.54335287300566093 -0.66813405312989893 0.022422367382049561 1.798810543184695 -0.11928015528488725 -0.38201653544322539 0.25841382268284047 -2.3673122453689577 -0.79770866273864494 0.3968655444346787 0.95353972321411351 0.98816454708576207 -0.11880119858300629
leaf_weight=1231 839 512 1773 425 300 1286 825 1329 1552 2660 734 190 2154 1044 62 607 98 509 38 125 23 1963 777 56 30 123 89 106 73 207
leaf_count=1231 839 512 1773 425 300 1286 825 1329 1552 2660 734 190 2154 1044 62 607 98 509 38 125 23 1963 777 56 30 123 89 106 73 207
internal_value=0 0.095176 0.255956 0.455838 -0.241541 -0.135656 -0.0488907 -0.147803 -0.0178989 0.123528 -0.399296 0.295719 0.0657277 0.202642 0.458606 0.231768 0.0430627 -0.296622 0.361675 -0.194103 0.298483 -0.0413187 -0.261794 -0.330272 -0.74003 -0.467302 -0.269877 0.395809 0.311951 0.233844
internal_weight=0 15595 7370 2937 6145 3677 8225 4415 2391 4433 2468 1706 3810 1656 612 1516 705 1734 550 1225 148 2788 1077 1627 209 179 1418 811 705 632
internal_count=21740 15595 7370 2937 6145 3677 8225 4415 2391 4433 2468 1706 3810 1656 612 1516 705 1734 550 1225 148 2788 1077 1627 209 179 1418 811 705 632
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=69 64 56 56 55 53 64 57 11 8 43 56 21 57 58 20 55 43 66 58 45 66 44 53 71 1 16 61 54 66
split_gain=40482.1 20783.6 12227.1 10106 5451.36 5908.11 5053.11 6536.84 6744.17 4948.66 4475.9 4132.7 4114.77 5332.83 5409.49 6535.81 4829.08 4343.95 4063.85 4043.51 6833.73 3852.82 5127.06 3967.91 3714.38 4327.5 3705.88 3606.77 6020.5 3582.02
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 12 21 5 19 7 -5 10 -6 18 -3 13 -1 -15 16 -16 27 -9 -4 -21 22 23 -2 25 -8 -23 -17 -29 -7
right_child=3 11 4 6 9 29 24 8 -10 -11 -12 -13 -14 14 15 17 -18 -19 -20 20 -22 26 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.56558861919113157 0.35357948756729168 0.088008663740232168 0.93161807763247406 0.0062952608749684367 0.062276268268793504 0.25081460456140442 -0.31979148287943859 -0.193793536813296 -0.84082513020578531 -0.47918445955548022 0.13481919168233872 -0.066645677673905321 0.73389348003563271 0.48233909827870608 0.5124283492522822 -0.03767827549263051 0.020383749463901504 0.78240982949733739 -0.52404564661427966 0.19952514459994228 1.4011622077888912 -0.16137601547729116 0.79861813826220374 -0.080271679123341877 -0.56192277199659491 0.70465536357268044 -1.0748778463322288 -0.20759876889567219 -2.0746320507465263 -0.11719238033151105
leaf_weight=713 274 2438 163 864 2711 742 398 970 223 180 250 5932 298 568 308 38 566 20 605 383 54 474 91 914 987 46 49 31 39 411
leaf_count=713 274 2438 163 864 2711 742 398 970 223 180 250 5932 298 568 308 38 566 20 605 383 54 474 91 914 987 46 49 31 39 411
internal_value=0 0.0856584 0.209913 -0.217387 0.112931 0.252067 -0.299993 -0.224378 -0.321693 0.0285637 -0.258259 -0.0215982 0.384413 0.338795 0.235799 0.0960433 0.193782 -0.571326 -0.320652 0.506558 0.348011 -0.0182989 0.0752046 0.0197916 -0.453865 -0.213655 -0.246962 -0.822018 -1.2478 0.119634
internal_weight=0 15595 7225 6145 4644 1753 4343 2912 2048 2891 1825 8370 2581 2283 1570 1002 874 128 1575 600 437 1802 1279 1188 1431 444 523 108 70 1153
internal_count=21740 15595 7225 6145 4644 1753 4343 2912 2048 2891 1825 8370 2581 2283 1570 1002 874 128 1575 600 437 1802 1279 1188 1431 444 523 108 70 1153
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=69 60 56 59 56 65 59 56 64 17 54 57 55 54 46 18 63 66 59 60 17 58 57 41 47 55 44 22 58 32
split_gain=32790.5 17058 11414.5 10234.6 8185.82 6511.59 6496.02 6610.08 7264.19 4842.22 4783.54 4760.2 4144.48 4125.48 4402.28 4167.31 4042.43 3989.08 3974.49 4455.53 3652.3 3636.16 3580.26 4060.31 3509.81 3358.32 3339.81 3311 3189.44 3184.03
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 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
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 5 17 18 13 16 8 20 -9 26 28 -13 21 25 -16 22 24 27 -20 -8 -3 -1 -24 -4 -15 -6 -2 29 -5
right_child=4 2 3 11 10 -7 7 9 -10 -11 -12 12 -14 14 15 -17 -18 -19 19 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.51356742089745278 0.10344355766282429 0.59630236192369002 0.083001789949861904 0.037289302983724529 -0.04547287765088559 0.011550322768834132 0.37696885160983606 0.071689295448153278 0.050099283563318081 -0.30968849762708323 -0.22522489194180428 -0.076133124717454398 -0.24527409685525936 0.23351613090892581 0.31856779630948096 1.3312611345260863 -0.20027632098727757 -0.043517309368606358 0.13234553258397108 -0.13595518837978202 1.2943704017003377 0.22783238092682925 0.19058330176822824 0.55942753335604301 0.36617831822297919 -0.010353976534027344 -0.51285797429305535 0.69358034473326469 -0.09066148401301212 0.47653451545565739
leaf_weight=282 353 170 1397 535 1208 1853 541 2329 450 158 3063 1207 1380 387 129 21 75 1067 376 1025 20 397 886 156 226 714 72 48 1130 85
leaf_count=282 353 170 1397 535 1208 1853 541 2329 450 158 3063 1207 1380 387 129 21 75 1067 376 1025 20 397 886 156 226 714 72 48 1130 85
internal_value=0 0.051395 0.004222 -0.0455509 -0.130432 0.099497 0.154449 0.105891 0.249626 0.0474602 -0.179996 -0.108915 -0.166359 0.189137 0.121527 0.460345 0.275863 0.0566085 -0.0109793 -0.0639487 0.409675 0.338308 0.302835 0.245804 0.122434 0.075366 -0.0717633 0.174083 -0.0239956 0.0975084
internal_weight=0 15595 10698 7027 6145 3671 4897 3498 1011 2487 4343 4337 2587 1818 1251 150 1399 2690 1802 1401 561 567 1324 1042 1623 1101 1280 401 1750 620
internal_count=21740 15595 10698 7027 6145 3671 4897 3498 1011 2487 4343 4337 2587 1818 1251 150 1399 2690 1802 1401 561 567 1324 1042 1623 1101 1280 401 1750 620
is_linear=0
shrinkage=0.0666667


Tree=20
num_leaves=31
num_cat=0
split_feature=69 67 65 67 56 65 59 33 61 56 65 9 47 14 56 65 71 37 7 27 49 16 66 47 43 54 23 46 61 55
split_gain=43170.8 37613 15955.1 10642 9264.91 7721.52 6571.2 6523.27 6135.04 5219.19 5058.14 4617.46 4355.82 4497.6 4583.01 4292.28 4152.66 4455.35 5449.32 4985.35 4008.19 3945.96 3799.84 3797.09 3764.38 3972.94 4527.73 6361.97 4060.51 3722.23
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 15 9 -1 8 -8 -3 16 -10 13 14 -4 21 17 18 19 -5 22 -2 -12 -9 25 -6 -27 28 -28 -21
right_child=3 5 12 10 24 -7 7 23 11 -11 20 -13 -14 -15 -16 -17 -18 -19 -20 29 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=0.15246670432373602 0.1171893397360691 0.047643180701174188 0.075065140550099413 -0.10689037416274375 -0.015550262561651077 -0.041850415482120464 0.15323962264107613 -0.011991213066503406 0.028297945521833179 -0.010533111876124403 -0.1554207401649895 0.19282985512587814 0.095287399806391143 -0.05536730623313138 0.012889194880655824 -0.0095975251655798146 -0.098977334791303426 0.18042564895004035 0.19222387618639253 -0.13329361379146576 -0.0024626924371232792 -0.11431234473935686 -0.37283196048641748 -0.31429326082429576 0.021753049476158824 -0.074224491003761994 0.038309288151720737 -0.60863449627702892 -0.24578570182386195 0.28806195680640245
leaf_weight=1227 400 1377 1086 362 658 3636 635 160 760 3212 581 124 609 406 2332 655 1195 64 55 20 98 52 55 31 344 1404 47 22 95 38
leaf_count=1227 400 1377 1086 362 658 3636 635 160 760 3212 581 124 609 406 2332 655 1195 64 55 20 98 52 55 31 344 1404 47 22 95 38
internal_value=0 0.0221143 0.0631301 -0.0561225 -0.0291689 -0.0146378 0.108321 0.0766449 0.0939595 0.00692358 -0.0962799 0.0513771 0.0331895 0.0233 0.0326443 0.0312964 -0.0729943 -0.0153883 -0.0417716 -0.0724139 -0.15129 0.0905564 -0.174222 -0.0610559 -0.0552137 -0.067108 -0.0887438 -0.213043 -0.151754 0.142767
internal_weight=0 15595 7370 6145 3677 8225 2937 1710 1519 4589 2468 884 4433 3824 3418 1107 1734 539 475 420 734 452 636 191 2570 2226 1568 164 142 58
internal_count=21740 15595 7370 6145 3677 8225 2937 1710 1519 4589 2468 884 4433 3824 3418 1107 1734 539 475 420 734 452 636 191 2570 2226 1568 164 142 58
is_linear=0
shrinkage=0.025


Tree=21
num_leaves=31
num_cat=0
split_feature=67 60 54 66 64 53 38 54 0 16 63 63 15 63 45 54 63 26 15 66 1 47 53 55 3 63 60 42 7 61
split_gain=28990.4 14573.7 7634.63 7165.45 5967.04 5114.42 4901.15 4775.73 4350.44 5464.61 4091.12 3794.22 3792.95 4085.69 4391.78 3978.69 3567.42 3467.41 3290.33 3305.72 4696.91 4415.88 3254.12 3234.57 6863.24 5439.61 7528.57 5403.84 4090.98 3483.74
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 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 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 1.5000000000000002 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 -1 4 5 -3 -4 10 17 -10 -2 -5 13 14 15 -7 -11 -6 19 20 -8 -21 -9 24 -24 26 -25 -26 -28 -30
right_child=7 3 6 11 8 12 18 22 9 16 -12 -13 -14 -15 -16 -17 -18 -19 -20 21 -22 -23 23 25 27 -27 28 -29 29 -31
leaf_value=0.3882333661651739 0.10130057224733502 0.32700547323345325 0.18326033354969251 -0.1956858764291356 0.0079427411250465596 0.31202255917799154 -0.17703688840397069 -0.052400718984844635 -0.15140019831095361 -0.37712240544232462 -0.086013409198462412 -0.0040685806344788068 0.47929107897071588 -0.66166293735687554 -0.36821851129818683 -0.012644321972141902 -1.8020671525208849 0.50325207953651752 0.45399102747982201 -0.32017830297058708 0.88783314981768224 -1.5698562648079615 -0.022736929511704279 0.1699462443684675 -0.32159896249771119 -0.29603629401559389 -0.16029876087508577 -1.4010809805586533 -0.14538339972496034 -1.0551689138412479
leaf_weight=1121 1254 876 2601 1092 1566 411 183 2461 263 22 1843 1677 135 52 133 586 23 96 55 102 31 22 1585 473 150 1968 811 37 46 65
leaf_count=1121 1254 876 2601 1092 1566 411 183 2461 263 22 1843 1677 135 52 133 586 23 96 55 102 31 22 1585 473 150 1968 811 37 46 65
internal_value=0 0.0908897 0.21015 0.0200937 0.0864284 0.177206 0.143474 -0.0938987 -0.0146254 -0.290787 -0.0101685 -0.079636 0.0775675 0.0316854 0.0635917 0.121195 -1.10543 0.0365527 -0.119848 -0.213225 -0.02278 -0.541895 -0.128037 -0.164286 -0.076816 -0.210375 -0.0895278 -0.535186 -0.222642 -0.678141
internal_weight=0 11047 4115 6932 4163 2193 2994 10693 1970 308 3097 2769 1317 1182 1130 997 45 1662 393 338 214 124 7596 5135 1772 3363 1395 187 922 111
internal_count=21740 11047 4115 6932 4163 2193 2994 10693 1970 308 3097 2769 1317 1182 1130 997 45 1662 393 338 214 124 7596 5135 1772 3363 1395 187 922 111
is_linear=0
shrinkage=0.08


Tree=22
num_leaves=31
num_cat=0
split_feature=67 65 56 60 65 57 61 62 60 56 51 16 19 46 59 16 58 53 62 6 56 59 38 14 63 66 53 68 58 58
split_gain=23482.2 19718.1 8508.03 11089.5 8229.24 6883.3 6147.6 4810.51 4770.56 4691.77 4498.23 4420.47 4413.12 6053.19 4369.08 6488.91 4317.81 4120.43 3852.05 4017.23 3774.38 4554.35 4238.4 3857.08 3717.95 3700.37 3925.52 6031.05 7578.25 4919.16
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 1.0000000180025095e-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 11 17 9 -3 7 -5 -7 25 12 -1 20 16 -8 -16 -14 -4 -19 -20 23 -22 -23 -10 -6 26 27 28 -2 -29
right_child=4 5 3 6 24 8 14 -9 10 -11 -12 -13 13 -15 15 -17 -18 18 19 -21 21 22 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.42379338298729297 1.6819346373279889 0.12160124234498569 0.54009548146502084 0.35862101712781524 -0.085409861467337631 0.047586950913204806 0.040906860286907418 -0.094816106655577465 0.16375515989016487 -0.073754838988980165 -0.3988781667424558 -0.0120981372210569 0.22269433149633977 -1.1850258650653291 -0.44628124415801973 0.49529670829745548 -0.52976568052949013 0.36448356192390208 0.079593941879769176 -0.93966487584014724 0.048531223388946498 -0.18957374290452877 -0.80047281396885717 -0.39923030814518118 -0.24121026762347456 -0.056834663718190216 0.086075575884593553 -1.2374101499716441 0.43333370211138122 0.21196705827996187
leaf_weight=1439 44 2083 415 408 1830 1753 417 270 706 4454 368 182 93 55 411 58 123 446 256 30 590 760 88 96 2540 768 805 20 145 87
leaf_count=1439 44 2083 415 408 1830 1753 417 270 706 4454 368 182 93 55 411 58 123 446 256 30 590 760 88 96 2540 768 805 20 145 87
internal_value=0 0.0852091 0.223823 0.133518 -0.08803 -0.00421416 -0.0108179 0.178049 -0.0607931 -0.0272546 -0.126785 0.374853 -0.0869081 -0.404528 -0.155346 -0.329839 -0.20579 0.330327 0.211401 -0.0273213 -0.0484818 -0.129266 -0.252969 0.0963654 -0.175967 0.0835598 0.181492 0.440985 0.724013 -0.0589446
internal_weight=0 11047 4332 2711 10693 6715 1564 678 4632 6323 2879 1621 2511 271 886 469 216 1147 732 286 2240 1438 848 802 4370 1869 1101 296 189 107
internal_count=21740 11047 4332 2711 10693 6715 1564 678 4632 6323 2879 1621 2511 271 886 469 216 1147 732 286 2240 1438 848 802 4370 1869 1101 296 189 107
is_linear=0
shrinkage=0.0833333


Tree=23
num_leaves=31
num_cat=0
split_feature=67 56 54 55 39 58 61 38 53 6 55 56 71 2 0 58 9 54 19 14 32 16 63 63 37 35 54 35 49 55
split_gain=19020.6 13271.1 6949.75 6118.07 6929.76 5912.07 5843.31 5546.59 6299.18 4974.63 4718.68 4584.84 4733.15 4604.16 4043.57 4038.48 4230.35 4174.24 5028.9 3977.73 3854.98 3692.86 3682.64 3488.17 3990.38 3477.85 3471.54 3422.57 4631.95 3418.54
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 2.5000000000000004 1.5000000000000002 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 10 21 4 5 22 -6 8 -5 14 19 -2 13 -13 -8 17 -17 -12 -19 -1 -15 -3 -4 24 -7 -9 -18 28 -10 -14
right_child=11 2 3 7 6 23 9 25 27 -11 15 12 29 20 -16 16 26 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.51144138871473122 0.0063467434362330143 0.10616507683696677 0.5067095651308452 0.10137890194829607 0.22775125874413385 -0.076675265841186058 -0.24343568547299566 -0.40067041197134579 -0.10957927832901103 -2.0209967927800285 0.72414978820008125 -0.070099391668230329 -0.070456400282912682 0.50752342873563372 -1.7153443296318469 0.032578237069141917 0.93336322995805254 0.33170185598780166 -0.54158186701933542 -0.14978056211097568 -0.63021163782652689 0.49062486801733968 -0.76204763700564704 0.1743793878006914 -1.0043698662133129 -1.5025501994896802 0.20948923230884181 -0.83461015341537337 -0.61854221420587552 -0.24486572550377203
leaf_weight=842 3146 2253 489 1055 90 328 99 377 1313 27 231 2051 1637 240 23 1573 97 546 75 102 34 281 24 637 54 31 209 84 207 3585
leaf_count=842 3146 2253 489 1055 90 328 99 377 1313 27 231 2051 1637 240 23 1573 97 546 75 102 34 281 24 637 54 31 209 84 207 3585
internal_value=0 0.0920258 0.014639 -0.0556297 0.0923567 0.170487 -0.408462 -0.141083 -0.0884048 -0.792751 0.247263 -0.0950724 -0.137349 -0.0186647 -0.520927 0.180642 0.0987573 0.361231 0.226233 0.439996 0.366345 0.148799 0.447353 0.0311032 -0.207815 -0.484392 0.438953 -0.213231 -0.178892 -0.190192
internal_weight=0 11047 7372 4838 1771 1532 239 3067 2659 149 3675 10693 7547 2325 122 2731 1879 852 621 944 274 2534 513 1019 382 408 306 1604 1520 5222
internal_count=21740 11047 7372 4838 1771 1532 239 3067 2659 149 3675 10693 7547 2325 122 2731 1879 852 621 944 274 2534 513 1019 382 408 306 1604 1520 5222
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=69 67 59 64 57 64 56 64 51 65 39 55 58 65 17 68 56 23 68 67 65 66 14 65 48 46 25 53 8 3
split_gain=29355.8 15962 11202.7 6893.41 7170.5 6181.78 5816.65 5698.04 5674.34 5669.87 4066.42 4047.1 4105 3696.59 3910.03 3560.45 4879.59 3544.91 5589.06 4423.55 3516.71 5308.36 3502.15 3322.62 3229.61 3229.23 7513.85 3547.74 3455.72 3196.22
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 7 4 17 15 8 13 -4 29 20 12 -8 -1 -15 16 -3 19 23 -2 -10 -22 -18 -19 -24 28 27 -27 -11 -7
right_child=3 5 6 -5 -6 9 11 -9 10 25 -12 -13 -14 14 -16 -17 22 18 -20 -21 21 -23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.38787974301556782 0.11619124509402741 0.25061474200338124 0.1812377187747177 -0.20653140208293019 -0.11720127935945557 0.010265967730401879 0.23711198642000453 0.11758409477335366 0.23739095219017306 -0.14280957012376316 -0.71810183594624211 -0.056583565870472335 0.0027225033877379943 0.22544349004216496 -0.41008435906590651 -0.0085569307177968349 -0.0030658312187886536 0.98463621413454117 -0.14488522950340721 -0.13667260294424247 0.05859886467456818 -0.79017694039004205 0.50900521780108354 0.21246114510297778 -0.28677716545436699 0.17195604117853303 -1.2499699378609659 -0.40415599728502882 0.2433805597552067 -0.21298612833551067
leaf_weight=706 652 570 1528 1887 3070 2534 421 1314 97 1329 36 1772 745 600 37 2154 972 47 51 403 72 42 91 35 23 56 30 123 89 254
leaf_count=706 652 570 1528 1887 3070 2534 421 1314 97 1329 36 1772 745 600 37 2154 972 47 51 403 72 42 91 35 23 56 30 123 89 254
internal_value=0 0.043766 0.107892 -0.111071 -0.0687659 -0.0136943 0.0523498 0.206414 0.138106 -0.0620155 -0.128717 0.000539936 0.087352 0.293325 0.188529 0.0422998 0.10845 0.0563994 0.348307 0.0195997 -0.0281583 -0.254108 0.0338339 0.655049 0.348453 -0.151023 -0.3712 -0.22392 -0.118571 -0.0100734
internal_weight=0 15595 7370 6145 4258 8225 4713 2657 1775 4415 247 2938 1166 1343 637 3810 1656 1188 133 1055 211 114 1086 82 114 1627 209 179 1418 2788
internal_count=21740 15595 7370 6145 4258 8225 4713 2657 1775 4415 247 2938 1166 1343 637 3810 1656 1188 133 1055 211 114 1086 82 114 1627 209 179 1418 2788
is_linear=0
shrinkage=0.06


Tree=25
num_leaves=31
num_cat=0
split_feature=69 67 59 60 56 64 43 64 67 64 66 51 51 56 45 42 2 4 61 17 72 59 59 0 38 1 54 17 3 58
split_gain=23778.2 12929.2 9074.17 6545.14 6269.83 5583.66 5370.44 5007.24 4808.48 4615.41 4594.65 5515.22 4386.14 4036.2 4703.65 4843.18 4278.16 3940.24 3371.67 3501.42 4771.11 3679.81 3334.59 5265.64 3726.22 3841.98 3308.3 3299.34 3279.26 3270.57
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 9 29 6 8 10 -3 13 26 -5 -12 28 -2 22 16 -16 -14 -9 -20 21 -21 23 -15 25 27 -1 -24 -10 -4
right_child=5 7 3 4 -6 -7 -8 18 12 -11 11 -13 17 14 15 -17 -18 -19 19 20 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.67185484931563688 0.17819043559396697 0.063449755667457045 0.40489997526274585 0.24883812536639952 -0.14539846247790753 -0.30979710025653628 0.73332015832404163 -0.2330159441652965 -0.11694123156038345 0.17637613916712613 -0.021927336151711645 -1.0322967734703652 -0.74995222930616867 -0.10529239429533482 -0.50007044957557911 -1.4554984534449049 0.89150398247517071 0.5508824435564188 -0.013047840619991667 -0.012552744937392902 0.80762119007110611 -1.0468610429033942 0.29315332869087513 -1.0288517918182563 -0.44875385306584531 -0.40297032135112265 0.33374740227846578 -0.65336624078261551 -0.60065596182500158 0.1285263429046519
leaf_weight=422 776 3810 638 609 1636 1887 143 1238 1463 1314 320 65 223 400 147 45 26 26 3001 53 25 98 661 73 117 107 921 39 155 1302
leaf_count=422 776 3810 638 609 1636 1887 143 1238 1463 1314 320 65 223 400 147 45 26 26 3001 53 25 98 661 73 117 107 921 39 155 1302
internal_value=0 0.0656489 0.161838 0.0785247 -0.0200435 -0.166606 0.160326 -0.0205415 -0.103149 0.309621 0.0778937 -0.192509 -0.223408 -0.00924509 -0.099307 -0.531324 -0.290932 -0.614122 -0.0930232 -0.0384714 -0.471972 -0.683826 -0.0318913 -0.247829 0.0786483 0.155112 0.439988 0.240419 -0.16328 0.219416
internal_weight=0 15595 7370 4713 2773 6145 1137 8225 4258 2657 994 385 1867 2391 1615 218 173 249 4415 3177 176 151 1397 473 924 807 1343 700 1618 1940
internal_count=21740 15595 7370 4713 2773 6145 1137 8225 4258 2657 994 385 1867 2391 1615 218 173 249 4415 3177 176 151 1397 473 924 807 1343 700 1618 1940
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=60 57 54 65 67 65 66 63 48 10 4 58 63 26 66 14 55 29 42 55 24 47 54 61 62 58 26 63 63 47
split_gain=13390.6 10106.3 8246.26 6420.48 5510.88 7305.5 4829.1 7343.32 6973.51 4528.56 5193.07 4522.07 4795.76 4402.51 3863.21 4390.11 3695.75 3428.65 4172.31 3401.54 3289.28 4465.49 3144.92 3840.24 6145.13 3582.64 3432.25 3356.68 3082.03 2994.01
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 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 2.5000000000000004 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 17 11 5 22 7 9 13 -5 -11 12 20 19 15 -13 -4 -2 -19 28 -3 -22 -1 26 27 -26 -24 -25 -9 -8
right_child=1 3 16 6 -6 -7 29 8 -10 10 -12 14 -14 -15 -16 -17 -18 18 -20 -21 21 -23 23 24 25 -27 -28 -29 -30 -31
leaf_value=0.54489685040915814 0.33318333462073046 0.10910867848888579 0.14552514702478372 -0.019745366530559378 0.0034278451301641049 0.075302380902740551 -0.3947043643112651 -0.097690718582937625 0.21399335082235008 0.2979838413963522 1.8562233959436416 -0.047422112005850225 0.82906379520893092 0.29345165414620289 -0.21318807870345299 0.50694869812230892 -0.078433058149546417 -0.38668375399823374 1.102426977184686 -0.45184157134297548 -0.51568598377308406 0.78761828945529078 0.42448649660404059 0.92228547590898313 0.16252675147186366 -0.54977641966103052 1.5904356797536217 0.22183765117575127 -0.87413567103711631 0.022956038605083121
leaf_weight=542 1191 1576 1033 1373 2600 2374 1289 587 290 148 25 1267 85 113 1542 161 2570 130 22 1165 173 31 389 82 124 164 27 413 56 198
leaf_count=542 1191 1576 1033 1373 2600 2374 1289 587 290 148 25 1267 85 113 1542 161 2570 130 22 1165 173 31 389 82 124 164 27 413 56 198
internal_value=0 -0.0524671 0.0646099 -0.109919 0.117397 0.189406 -0.186557 -0.126185 -0.243091 0.041007 0.523163 -0.0267989 0.095243 -0.312093 -0.103435 0.0150805 -0.014223 0.276103 -0.171155 -0.34994 0.060201 -0.317635 0.344996 0.254632 0.124184 -0.24309 0.500161 0.337871 -0.165313 -0.339091
internal_weight=0 15025 4946 10079 6715 4115 5244 3757 2211 1546 173 4835 1865 1921 2970 1428 3603 1343 152 1808 1780 204 1741 1199 783 288 416 495 643 1487
internal_count=21740 15025 4946 10079 6715 4115 5244 3757 2211 1546 173 4835 1865 1921 2970 1428 3603 1343 152 1808 1780 204 1741 1199 783 288 416 495 643 1487
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=69 64 59 56 64 55 53 60 43 72 53 55 23 58 63 72 48 56 11 60 33 56 58 66 51 42 53 34 24 47
split_gain=34810 15989.9 9347.63 8484.04 7195.23 5779.9 6573.07 5698.18 4336.77 4109.4 3507.61 3695.99 3489.92 3510.64 3920.09 3455.46 3401.49 3377.94 3492.67 3351.63 4964.73 3522.08 3541.23 3939.15 4159.5 3611.12 3004.57 4529.41 4884.83 5862.42
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 1.5000000000000002 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
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 7 17 6 9 15 -9 -5 -1 -12 -13 -14 -15 16 -4 -2 -19 -3 21 -21 -23 -24 26 -26 -25 28 29 -28
right_child=4 19 3 5 -6 -7 -8 8 -10 -11 11 12 13 14 -16 -17 -18 18 -20 20 -22 22 23 24 25 -27 27 -29 -30 -31
leaf_value=0.12907818808694774 0.0003648857215649821 0.020669733201594334 0.074688868659891591 0.083181367669843853 -0.091032478662894253 -0.029985018847015217 -0.0023573717126788582 0.019921366424281953 0.15893627435060931 0.28259633762549752 0.11991576600389986 0.057305157208501746 0.087755901932164482 -0.35666146744520238 -0.027733892312756293 0.26208169174346108 0.26101361394234718 -0.03778782635479553 -0.12450601987295787 0.02425306616747212 -0.078171127171687116 0.01425059444427124 -0.0099488897095757946 -0.034409967769170179 -0.014691805438894145 0.30013807563689254 -0.10992996550774502 -0.29504658267885614 -0.30407797895253652 0.15190744590945543
leaf_weight=795 1346 2487 380 354 1887 1698 764 1045 162 79 546 1074 54 39 54 108 73 2585 327 1666 667 1241 1324 310 106 29 324 89 63 64
leaf_count=795 1346 2487 380 354 1887 1698 764 1045 162 79 546 1074 54 39 54 108 73 2585 327 1666 667 1241 1324 310 106 29 324 89 63 64
internal_value=0 0.0198578 0.0471045 0.0260266 -0.0503958 -0.000326176 0.0417463 0.0691777 0.0385795 0.119564 0.0854677 0.0658467 0.0416684 -0.0725756 -0.165671 0.13501 0.104715 -0.032387 -0.0475258 -0.00366164 -0.0139476 -0.00573494 -0.0198082 -0.0381135 -0.0759713 0.0529383 -0.0964452 -0.132058 -0.0998939 -0.0667403
internal_weight=0 15595 7225 4663 6145 2895 1197 1768 1207 433 2562 1767 1221 147 93 561 453 4258 2912 8370 5883 5216 3550 2309 985 135 850 540 451 388
internal_count=21740 15595 7225 4663 6145 2895 1197 1768 1207 433 2562 1767 1221 147 93 561 453 4258 2912 8370 5883 5216 3550 2309 985 135 850 540 451 388
is_linear=0
shrinkage=0.025


Tree=28
num_leaves=31
num_cat=0
split_feature=56 57 65 60 54 54 47 62 9 58 54 33 40 61 53 28 43 30 31 60 26 21 53 11 3 5 1 29 40 4
split_gain=12812.6 8389.85 6857.99 6387.37 5944.47 5295.17 4840.92 4730.98 7277.46 4641.09 5420.43 4232.65 4062.38 4040.43 4965.72 3851.76 3803.41 3768.16 3737.9 3402.54 6863.66 4594.28 3216.09 5606.35 6283.68 4805.42 3919.88 3586.02 4733.14 3346.41
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=2 5 4 -3 11 6 12 8 -6 -5 15 -1 13 14 -2 -11 -12 -16 -18 20 21 -4 -7 26 25 29 -24 28 -28 -25
right_child=1 3 19 9 7 22 -8 -9 -10 10 16 -13 -14 -15 17 -17 18 -19 -20 -21 -22 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=0.49358746909276346 1.8869174076451196 0.0032648865773766884 0.16604478953173038 -0.060228644537821001 0.15629234990600402 0.14095714418687721 0.73299060994025433 -0.013284784993842044 0.78334872822008761 -0.046459229369262042 -0.39324698865498381 -0.20637476780296615 -0.34496622366596252 0.12511102504110622 0.5965808313628358 -0.50039531858244413 0.13686997619206234 -0.86190659880638132 -0.91515925962191358 -0.04662226573686265 -0.99806361959680268 0.89903396786171563 -0.063406339904333517 0.036515501331042692 -1.8860151603304107 -1.4539035813826504 0.36007312907166383 1.1982480575640997 -1.1054394454956056 -0.95857097889695853
leaf_weight=863 27 3565 671 2604 1113 1030 165 1196 222 1527 1836 96 143 816 155 213 252 20 39 2516 46 98 1997 173 29 33 186 42 25 42
leaf_count=863 27 3565 671 2604 1113 1030 165 1196 222 1527 1836 96 143 816 155 213 252 20 39 2516 46 98 1997 173 29 33 186 42 25 42
internal_value=0 -0.051909 0.113536 -0.104217 0.211496 0.0555998 0.226156 0.131161 0.260567 -0.163431 -0.232927 0.423518 0.154125 0.224233 0.624647 -0.102027 -0.34001 0.429897 -0.00412363 0.0109003 0.188479 0.259456 -0.00798106 -0.068688 -0.493199 -0.330329 -0.016426 0.354403 0.186434 -0.157873
internal_weight=0 14919 6821 10036 3490 4883 1326 2531 1335 6471 3867 959 1161 1018 202 1740 2127 175 291 3331 815 769 3557 2527 277 248 2250 253 211 215
internal_count=21740 14919 6821 10036 3490 4883 1326 2531 1335 6471 3867 959 1161 1018 202 1740 2127 175 291 3331 815 769 3557 2527 277 248 2250 253 211 215
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=65 67 67 61 30 57 33 41 46 63 54 72 37 5 37 5 60 3 6 38 56 63 1 61 63 16 45 56 35 60
split_gain=11426 10902.6 6382.78 4820.52 5663.34 4484.76 4342.46 4275.89 4991.24 4131.19 3676.19 3186.12 4818.07 3726.07 3182.43 4145.65 3180.05 3152.25 3119.46 2817.32 5662.44 2715.61 2694.61 4291.6 4909.02 4172.24 2967.39 3055.82 2622.59 3078.22
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 1.5000000000000002 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 1.5000000000000002 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 3 5 4 6 22 10 8 -8 16 14 -3 13 18 15 17 -5 -1 -13 28 -21 -4 26 24 -24 -25 -2 -28 -12 -30
right_child=2 11 21 9 -6 -7 7 -9 -10 -11 19 12 -14 -15 -16 -17 -18 -19 -20 20 -22 -23 23 25 -26 -27 27 -29 29 -31
leaf_value=0.77089785798223787 0.20407996427709377 -0.041603819117646983 -0.014044555855347194 0.15576303773044076 0.86843482828275731 -0.064665461471947697 -0.67717623645897773 0.88517091356217859 0.95924095890738748 0.21683999703456844 0.2302752827835397 0.21272763269178396 0.72635542644759798 -0.49438710777232286 1.3795819920963712 -0.42102281356399712 -0.18583831416885899 -0.079956894100836992 -0.38296946930885317 0.63492942884564396 -0.9062858077429109 -0.20626757283848907 1.7670777491160803 -0.61425278376322245 -0.16688385946410045 0.91770130973309283 0.4343838443664404 -0.3568402290420265 1.8274029721384464 0.34638482795821296
leaf_weight=244 1586 5265 935 490 176 4632 122 30 22 1613 721 727 127 104 45 44 614 53 100 40 59 3435 21 160 35 20 65 196 23 36
leaf_count=244 1586 5265 935 490 176 4632 122 30 22 1613 721 727 127 104 45 44 614 53 100 40 59 3435 21 160 35 20 65 196 23 36
internal_value=0 0.0739451 -0.0710767 0.196155 0.332978 -0.00986211 0.267488 -0.200903 -0.427168 0.114826 0.331915 -0.00978289 0.14857 0.0697527 0.589165 0.484857 -0.0342218 0.619062 0.140697 0.218948 -0.283573 -0.16514 0.112005 -0.206181 0.558352 -0.444036 0.152661 -0.159792 0.282729 0.923731
internal_weight=0 10655 11085 4332 1615 6715 1439 174 144 2717 1265 6323 1058 931 386 341 1104 297 827 879 99 4370 2083 236 56 180 1847 261 780 59
internal_count=21740 10655 11085 4332 1615 6715 1439 174 144 2717 1265 6323 1058 931 386 341 1104 297 827 879 99 4370 2083 236 56 180 1847 261 780 59
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=69 64 65 64 65 8 42 65 3 48 47 30 66 53 62 66 22 54 54 19 62 25 66 8 51 60 60 73 37 2
split_gain=21243.1 10629.8 5625.37 4762.48 5638.11 4458.61 4633.02 3958.78 5647.18 5369.12 3932.88 3459.86 3735.94 4505.99 3949.52 3448.07 4601.84 4996.95 3239.68 3687.47 4041.79 3967.81 3939.92 7285.83 5167.76 4820.64 3912.28 3794.08 3194.65 3036.8
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=1 2 11 4 15 -4 -7 8 18 -10 -9 12 13 -1 -15 -2 29 -18 -3 20 22 -22 24 25 -20 -24 -23 -27 -13 -17
right_child=3 7 5 -5 -6 6 -8 10 9 -11 -12 28 -14 14 -16 16 17 -19 19 -21 21 26 23 -25 -26 27 -28 -29 -30 -31
leaf_value=0.1971817002051979 0.053548259375938059 0.093475436128669515 0.038119133419196892 -0.11588703214337484 -0.084191355175400676 -0.067317858622187671 -0.56440400071655006 -0.048103965921901831 -0.067017158034697669 -0.52565904016080123 0.06263409396996035 0.24850188988726588 0.032050175795351445 0.12350625613808273 -0.043851260153783697 -0.046145290728930512 0.09221819367478877 -0.50168913234682655 0.1951474739669859 -0.12975743524644567 -0.00044496105522885167 -0.63073837772492447 0.24024463639539834 -0.44205426669908027 -0.14241214994873319 -0.065131736322555964 -0.11255326434018764 0.32012074780205024 -0.11672651936841567 0.2004553692572647
leaf_weight=729 1160 1156 3537 1887 2194 210 35 3691 364 46 596 352 1314 663 342 712 34 68 533 261 893 31 153 53 84 369 94 46 43 90
leaf_count=729 1160 1156 3537 1887 2194 210 35 3691 364 46 596 352 1314 663 342 712 34 68 533 261 893 31 153 53 84 369 94 46 43 90
internal_value=0 0.0248203 0.060365 -0.0629898 -0.0395476 0.0266887 -0.13833 -0.00586192 0.0223261 -0.118475 -0.0327086 0.0973571 0.0829222 0.121472 0.0665547 0.00790798 -0.050657 -0.30372 0.0380431 0.0125842 0.029052 -0.0299904 0.0776022 0.00647423 0.149191 0.0483264 -0.241063 -0.0224291 0.208743 -0.0184719
internal_weight=0 15595 7225 6145 4258 3782 245 8370 4083 410 4287 3443 3048 1734 1005 2064 904 102 3673 2517 2256 1018 1238 621 617 568 125 415 395 802
internal_count=21740 15595 7225 6145 4258 3782 245 8370 4083 410 4287 3443 3048 1734 1005 2064 904 102 3673 2517 2256 1018 1238 621 617 568 125 415 395 802
is_linear=0
shrinkage=0.04


Tree=31
num_leaves=31
num_cat=0
split_feature=69 64 59 56 55 53 60 64 72 71 63 20 10 63 27 58 60 33 38 1 48 50 14 73 68 14 29 62 27 22
split_gain=18952 9371.09 6736.54 5613.36 5354.07 6071.84 4956.08 4285.26 3762.56 3726.28 3465.84 4639.8 3332.86 3036.98 3391.37 3785.98 3003.81 4460.89 3244.41 3415.25 2940.36 2933.42 2786.79 3313.06 2824.83 2695.34 2691.05 2686.58 2683.11 2670.17
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 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
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 13 6 5 8 9 12 26 21 11 -8 -2 -1 15 -15 25 -18 19 -19 -11 -4 -9 24 28 29 27 -5 -24 -3
right_child=7 16 3 4 -6 -7 10 22 -10 20 -12 -13 -14 14 -16 -17 17 18 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.29878490774416022 -0.12596567757546503 0.075428542758283937 0.99104118144665021 0.50073491350198407 -0.12945438575563001 -0.022855982107490652 0.63490582558702924 -0.31730198467323706 1.0698694937214066 0.15575557100182436 0.018057952805029271 -0.79034439795292344 0.14536422688694836 0.94561007266694852 -1.3175758410583844 -0.31037161071276803 -0.021223086660457892 -0.29580630268244185 -0.85074833192668131 0.46867207123926191 0.90856052629889994 -0.17575261771678927 -0.039841074022041845 0.92762295748736412 0.97316394675345652 -0.21835325317909282 1.0684108585846133 -0.085213760281824008 -1.0471250232528238 0.4182624483328849
leaf_weight=2419 3743 1958 156 156 1698 764 188 1676 79 318 993 26 515 33 22 88 5216 510 91 66 62 25 119 37 21 272 41 157 34 257
leaf_count=2419 3743 1958 156 156 1698 764 188 1676 79 318 993 26 515 33 22 88 5216 510 91 66 62 25 119 37 21 272 41 157 34 257
internal_value=0 0.0586092 0.142044 0.0704696 -0.0152728 0.146699 0.210868 -0.14874 0.445867 0.456452 0.0967232 0.461745 -0.0931487 0.272313 -0.175484 0.0321688 -0.0134117 -0.0523622 -0.295872 -0.20821 0.278582 0.829882 -0.274183 0.0683183 -0.114407 0.0787256 0.306613 0.206825 -0.263682 0.115207
internal_weight=0 15595 7225 4663 2895 1197 1768 6145 433 561 1207 214 4258 2562 143 121 8370 5883 667 576 380 181 1887 211 174 2487 354 313 153 2215
internal_count=21740 15595 7225 4663 2895 1197 1768 6145 433 561 1207 214 4258 2562 143 121 8370 5883 667 576 380 181 1887 211 174 2487 354 313 153 2215
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=60 57 54 56 53 55 39 56 52 29 58 54 52 54 55 42 54 61 52 18 72 16 7 15 68 57 62 28 55 8
split_gain=10171.6 7690.57 5426.98 4916.45 4680.22 4050.48 4976.56 4020.06 3856.69 9210.93 3612.01 4133.46 3563.7 4011.19 3422.84 3404.56 5429.97 3716.78 3380.86 3314.34 5130.04 3872.69 3471.4 5039.42 3441.7 3239.17 3221.15 3067.04 3065.08 3063.08
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=4 2 -2 14 19 6 12 -8 -7 -10 18 27 15 -14 -3 -6 -17 -18 -5 20 25 22 23 24 -21 -1 -9 -12 -4 -30
right_child=1 3 28 10 5 8 7 26 9 -11 11 -13 13 -15 -16 16 17 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.46369132842969829 0.18997836085399311 0.12425271974526102 0.11494195984064012 -0.071835947636330513 0.25366831924843014 0.02149953521753268 0.48461233904091727 0.015506913639464468 -0.14620250737476803 -1.8423233487208686 -0.037842810782365038 -0.25234672886030035 -0.13509036501248678 1.2933965690376219 -0.054138330576335332 0.67235690126052261 0.30394516644939301 -0.77087962689499046 0.32242013969676525 -0.2514761998181978 0.60962059273053026 0.61817760369245045 0.63181685202423177 0.83665343215971277 -1.0750635231485943 0.11766887603526059 -0.83320585783984924 -0.37539730620306683 -0.030353884912522167 -0.39055558945895452
leaf_weight=233 1343 1056 1033 2443 951 3456 39 53 201 25 1527 2127 20 43 2552 39 31 80 161 114 236 47 29 22 51 970 75 213 2394 176
leaf_count=233 1343 1056 1033 2443 951 3456 39 53 201 25 1527 2127 20 43 2552 39 31 80 161 114 236 47 29 22 51 970 75 213 2394 176
internal_value=0 -0.0381066 0.0470018 -0.0798713 0.0852646 0.0447268 0.169315 -0.2561 -0.000310265 -0.333826 -0.123331 -0.174421 0.230349 0.839909 -0.00192632 0.19547 -0.173508 -0.470703 -0.0474599 0.204663 0.254378 -0.0673502 -0.216516 -0.348076 -0.50604 0.184687 -0.481786 -0.0791641 -0.00629196 -0.0550214
internal_weight=0 15025 4946 10079 6715 5013 1331 167 3682 226 6471 3867 1164 63 3608 1101 150 111 2604 1702 1439 263 216 187 165 1203 128 1740 3603 2570
internal_count=21740 15025 4946 10079 6715 5013 1331 167 3682 226 6471 3867 1164 63 3608 1101 150 111 2604 1702 1439 263 216 187 165 1203 128 1740 3603 2570
is_linear=0
shrinkage=0.0833333


Tree=33
num_leaves=31
num_cat=0
split_feature=69 59 67 58 38 60 29 65 67 59 22 53 23 49 66 61 51 45 32 66 24 66 68 41 27 51 54 72 23 11
split_gain=14829.1 8701.65 6632.19 4104.09 3976.23 3906.28 3779.53 3763.3 4404.61 4021 4541.77 4253.45 3596.91 3578.76 3466.2 4525.97 4964.32 3749.02 3765.44 3421.97 3815.02 3393.74 3343.97 3329.63 3305.78 3166.66 3494.45 4072.86 3096.11 5798.94
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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 -3 6 25 -1 9 14 19 11 -11 -7 21 -9 16 -16 18 -17 20 -2 24 -6 -12 -10 -5 -27 -28 -4 -30
right_child=7 3 28 5 22 12 -8 8 13 10 23 -13 -14 -15 15 17 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 27 -29 29 -31
leaf_value=0.363406098260177 0.35660351166591192 0.08309167627089098 0.080974236374049172 0.099663982469439763 -0.24644131068503713 -0.13787646571467058 -0.026128499563553859 -0.063958340098989416 -0.54209108745068491 0.13731050126445599 -0.3800812195867227 -0.17899501146232036 0.15600713005560077 0.13815217994305554 0.35223535055993127 -0.29361032765785544 -0.99120707187582457 -1.2135659702240476 -1.3498984430287335 -0.12870397497096966 -0.46736492632873478 -1.2618274860354988 0.43694718108318825 -1.4115468366726027 0.11717831272217963 0.30904790368345053 -0.60942835744452362 0.40445165573334213 -0.13559345264847464 -1.7921909163827483
leaf_weight=2026 520 3747 2221 2091 246 3782 284 1620 491 624 203 1334 468 98 144 384 34 63 37 348 63 55 101 37 90 90 207 49 260 23
leaf_count=2026 520 3747 2221 2091 246 3782 284 1620 491 624 203 1334 468 98 144 384 34 63 37 348 63 55 101 37 90 90 207 49 260 23
internal_value=0 0.0518436 0.158054 -0.000691469 0.268102 -0.0476386 0.315515 -0.131571 -0.21128 -0.0547397 -0.128517 -0.0781908 -0.105515 -0.424363 -0.142743 -0.335538 0.0956228 -0.494106 -0.386443 0.119442 0.267564 -0.51104 -0.04753 -0.539099 -0.439967 0.0532943 -0.226934 -0.415365 0.0412816 -0.270229
internal_weight=0 15595 5161 10434 2657 6687 2310 6145 3016 3129 2198 1958 4250 734 2282 662 178 484 421 931 583 636 347 240 581 2437 346 256 2504 283
internal_count=21740 15595 5161 10434 2657 6687 2310 6145 3016 3129 2198 1958 4250 734 2282 662 178 484 421 931 583 636 347 240 581 2437 346 256 2504 283
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=67 65 62 69 69 65 59 62 64 48 64 61 7 65 47 14 28 62 69 57 1 55 55 4 45 64 53 18 59 5
split_gain=17652.4 14196 8814.46 8703.82 6859.85 6566.32 5037.09 4981.9 5165.79 4629.33 4229.78 4158.68 4963.58 3939.22 3701.88 3735.01 4807.16 7351.03 3464.62 3728.85 4075.54 3616.18 3368.78 4147.64 3338.03 3333.07 3578.01 5605.97 3316.75 6799.9
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 -1 5 14 -2 18 8 9 -6 -7 12 -8 28 15 25 -17 -18 19 -4 -21 -20 23 -16 -10 26 27 -3 29 -5
right_child=3 4 6 13 7 10 11 -9 24 -11 -12 -13 -14 -15 22 16 17 -19 21 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.069287706389870765 0.0074728499823229332 0.11174835107182686 0.15042226824653213 0.035663255123306793 -0.049338099795083211 -0.0090968889216584154 0.051902678269988449 -0.0034037194624995082 -0.10644499656095402 0.12505513875361751 -0.052479662318938927 -0.053502387488881746 -0.16566123984912609 -0.090094778574698622 0.17504724402950234 -0.023665294115727934 -0.459675458829712 0.007023926929191307 0.10483620589120048 0.011564830983821437 0.23239162557905441 -0.068532014326615778 0.030669466066597539 -0.1139098065832387 -0.31116290191809337 -0.0027088980969695981 0.014025410944844286 -0.073526139645240254 -0.05161212357796064 -0.22296575260162355
leaf_weight=2596 4589 402 189 422 582 2009 390 1319 277 68 1627 570 47 734 146 352 27 27 70 278 38 154 440 23 36 2038 900 78 1267 45
leaf_count=2596 4589 402 189 422 582 2009 390 1319 277 68 1627 570 47 734 146 352 27 27 70 278 38 154 440 23 36 2038 900 78 1267 45
internal_value=0 0.0177309 0.0459582 -0.0183179 -0.00047922 -0.0084337 0.0110714 -0.0286537 -0.063238 -0.0310939 -0.0285094 -0.017915 0.0285034 -0.0512584 0.0140243 0.00673069 -0.0506201 -0.226326 0.0511115 0.0801499 0.03812 -0.0143544 0.0598219 0.135722 -0.129991 0.013543 0.037544 0.0816412 -0.034819 0.0107418
internal_weight=0 11047 4332 10693 6715 8225 1736 2282 963 650 3636 1007 437 2468 4433 3824 406 54 729 505 316 224 609 169 313 3418 1380 480 1734 467
internal_count=21740 11047 4332 10693 6715 8225 1736 2282 963 650 3636 1007 437 2468 4433 3824 406 54 729 505 316 224 609 169 313 3418 1380 480 1734 467
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=31
num_cat=0
split_feature=67 60 59 54 57 66 57 58 39 57 55 66 54 63 30 55 39 38 55 28 32 16 55 71 63 60 59 30 21 15
split_gain=38826.1 13523.2 7299.46 6679.86 6250.86 5487.57 4716.04 4421.93 5068.83 4103.66 4618.68 3908.94 3873.25 3828.68 3856.46 3766.33 10356 4489.22 3422.39 4029.57 3611.04 3352.16 3244.55 4309.54 4680.38 3504.96 5303.66 3243.17 3708.18 3204.78
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 1.5000000000000002 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 3 5 -1 12 9 -2 -6 13 10 -3 -10 27 14 -9 16 -5 -17 19 -7 -20 -15 -8 -24 25 26 -25 28 -4 -19
right_child=6 2 4 15 7 18 22 8 11 -11 -12 -13 -14 21 -16 17 -18 29 20 -21 -22 -23 23 24 -26 -27 -28 -29 -30 -31
leaf_value=0.080550353413593401 -0.0049552187949798952 0.17983140085039839 0.088773289519714388 0.086157024879736463 0.0020300589619925715 0.074799230071861442 -0.013733038864776287 -0.11458898998404804 -0.045603594936740897 0.030789067891441167 0.060896647364126047 -0.1960070263445636 0.0026995979985299187 -0.0044686061130216406 0.081884241872467095 0.030399080123613427 -0.083450370127784806 -0.062877998033092047 -0.0060618506403214891 -0.15253441333770751 -0.12423821375417855 -0.10613993403812248 -0.014497657654477306 0.1157324665913447 -0.061933312139145151 -0.040364767065462978 -0.018733596952721362 -0.068698451601159879 -0.041548812429599923 0.10992654319487366
leaf_weight=1121 3010 118 416 725 1221 222 2449 209 96 1050 392 96 1210 908 32 1877 116 242 634 24 81 100 1631 112 2244 948 299 52 71 34
leaf_count=1121 3010 118 416 725 1221 222 2449 209 96 1050 392 96 1210 908 32 1877 116 242 634 24 81 100 1631 112 2244 948 299 52 71 34
internal_value=0 0.0219133 0.0077057 0.0458471 -0.00522382 0.0303285 -0.0226388 -0.0213059 -0.041079 0.0496283 0.0884149 -0.120805 0.0192532 -0.0288233 -0.0885013 0.0328536 0.0627629 0.0211705 -0.00100094 0.0526203 -0.0194497 -0.014555 -0.0295668 -0.0369754 -0.0471506 -0.0227411 0.0179092 0.0564145 0.0697736 -0.0415905
internal_weight=0 11047 6932 4115 4411 2521 10693 2662 1441 1560 510 192 1749 1249 241 2994 841 2153 961 246 715 1008 7683 5234 3603 1359 411 539 487 276
internal_count=21740 11047 6932 4115 4411 2521 10693 2662 1441 1560 510 192 1749 1249 241 2994 841 2153 961 246 715 1008 7683 5234 3603 1359 411 539 487 276
is_linear=0
shrinkage=0.0166667


Tree=36
num_leaves=31
num_cat=0
split_feature=69 67 65 65 67 62 56 49 65 57 30 41 49 63 16 47 14 38 52 71 44 11 45 53 68 57 24 9 71 12
split_gain=14008.2 10712.1 6993.5 5295.72 4459.99 4241.14 4220.2 3865.98 4134.33 3505.17 3460.6 3707.35 3386.81 4707.97 5083.14 3377.52 3590.61 3403.73 3831.65 3369.78 4794.47 3339.13 3317.78 3355.27 3495.4 4092.74 3201.46 3078.32 3017.96 3398.53
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 1.5000000000000002 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
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 -3 6 -1 -2 8 19 -7 11 -10 -5 14 -14 16 -4 18 -18 20 -6 -17 23 24 25 -8 -24 -12 -15 -30
right_child=4 3 15 12 7 9 22 -9 10 -11 27 -13 13 28 -16 21 17 -19 -20 -21 -22 -23 26 -25 -26 -27 -28 -29 29 -31
leaf_value=0.3512178276406695 0.10515383551891662 0.04335965671923396 0.057215933896428997 -0.080842552293678288 -0.049555064669913718 0.31767852293508775 0.72338474054749202 0.092983633975810775 -0.30009551838102966 -0.044121518608783709 -0.70590594806350193 -1.0170645077088301 -0.20859659720127555 -0.083256027391049231 1.2202566450782892 0.18371591179853397 -0.039124925071810146 -1.0128027697738549 -1.1556799484307276 -0.29157784281145549 1.2990942546299526 0.86277302688076396 -0.5558876963833459 -0.16508559928875421 -0.2646926875602692 0.068290812101777051 0.29121025778212639 -2.0952891629675161 -1.0483675759355977 -0.0066564405575776711
leaf_weight=1828 1107 4589 3418 3162 450 452 130 319 476 657 52 85 176 71 29 525 320 52 34 1035 28 84 282 1559 188 358 53 23 159 39
leaf_count=1828 1107 4589 3418 3162 450 452 130 319 476 657 52 85 176 71 29 525 320 52 34 1035 28 84 282 1559 188 358 53 23 159 39
internal_value=0 0.0503882 0.137943 -0.0280649 -0.127877 0.25762 -0.0580809 -0.231864 -0.280085 0.103339 -0.494017 -0.408727 -0.11821 -0.367483 -0.00646614 0.0586531 0.0238194 -0.257337 -0.146365 -0.190157 0.0294453 0.277379 -0.128393 -0.0844038 0.101666 0.242804 -0.421869 -1.13198 -0.642607 -0.843182
internal_weight=0 15595 7370 8225 6145 2937 3677 2468 2149 1109 636 561 3636 474 205 4433 3824 406 354 1513 478 609 2570 2235 676 488 335 75 269 198
internal_count=21740 15595 7370 8225 6145 2937 3677 2468 2149 1109 636 561 3636 474 205 4433 3824 406 354 1513 478 609 2570 2235 676 488 335 75 269 198
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=69 67 59 55 33 65 67 65 62 65 61 60 72 37 49 0 16 45 60 62 65 61 40 49 60 22 2 37 49 20
split_gain=11346.6 8676.79 6591.21 4996.48 4866.75 4289.53 3612.59 3646.65 4293.48 3386.57 3253.47 3328.63 3187.31 3881.95 3517.87 3563.35 3128.96 2843.65 2902.62 4342.57 5063.96 4102.55 3966.96 3935.97 2807.93 2797.3 3406.17 4251.98 2743.31 3997.51
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 9 4 10 -3 7 -2 25 -1 11 -4 14 -14 15 -8 -17 18 23 -20 21 -21 -22 -5 -6 26 27 -9 -7 -30
right_child=6 5 3 17 24 28 12 8 -10 -11 -12 -13 13 -15 -16 16 -18 -19 19 20 22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.37197888559967696 0.07509832669783878 0.039023689697781735 0.85702186931077751 -0.03502786144529467 0.23849435783656581 -0.072758296635596867 -0.2511599656980813 -0.39570215851392437 -0.012932870775698442 0.1455219546091984 0.14310186314827333 0.29606585699948484 -0.072943499369433576 0.84339680671691897 0.072378591614424434 -0.76609991805558386 0.30122051546650552 0.23141062877541485 -0.021755788613186465 -0.42379750679821182 -0.3411038737356491 -1.5504421329703826 0.52164103753036917 0.42603521679881884 -0.54603024552796631 -0.74896385883673644 0.29174372477964922 0.33106897223902787 -0.20985171768703675 -1.0284001780713774
leaf_weight=1227 1395 4589 146 967 70 3162 1505 644 1319 1430 981 384 362 53 276 241 31 379 886 73 346 58 63 229 131 117 110 92 404 70
leaf_count=1227 1395 4589 146 967 70 3162 1505 644 1319 1430 981 384 362 53 276 241 31 379 886 73 346 58 63 229 131 117 110 92 404 70
internal_value=0 0.0453494 0.124148 0.0531423 0.189464 -0.0252584 -0.115089 -0.0522728 -0.130136 0.2501 0.250958 0.450593 -0.208678 0.0440831 -0.259772 -0.311361 -0.644457 -0.0246259 -0.061635 -0.157992 -0.381521 -0.922617 -0.208212 0.0532526 -0.272813 -0.290665 -0.227284 -0.304856 -0.106389 -0.330734
internal_weight=0 15595 7370 4713 1712 8225 6145 3677 2282 2657 1511 530 2468 415 2053 1777 272 3001 2622 1426 540 131 409 1196 201 963 846 736 3636 474
internal_count=21740 15595 7370 4713 1712 8225 6145 3677 2282 2657 1511 530 2468 415 2053 1777 272 3001 2622 1426 540 131 409 1196 201 963 846 736 3636 474
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=54 55 59 53 57 52 29 4 62 60 42 60 23 1 57 0 20 47 7 63 35 24 60 58 61 35 53 51 60 49
split_gain=9165.37 7154.31 7729.16 6587.62 5753.39 4754.05 6461.86 4733.62 4456.62 4199.04 4086.96 4666.12 4460.07 4059.88 4006.59 5359.59 6394.48 4490.67 4143.21 6342.71 5619.39 3767.3 3751.04 3680.54 6345.08 4315.56 3119.82 3380.09 3107.31 3090.46
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 1.5000000000000002 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
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 29 8 5 28 9 14 -3 -7 11 -4 23 -6 15 -5 17 -17 19 -16 21 -20 -23 24 -13 26 -26 -28 -1 -2
right_child=1 3 10 7 13 6 -8 -9 -10 -11 -12 12 -14 -15 18 16 -18 -19 20 -21 -22 22 -24 -25 25 -27 27 -29 -30 -31
leaf_value=0.59687453146064562 0.31771322352920217 0.12948073433946908 0.21036019114786667 -0.005642321976514696 0.012212167481776316 -0.93320420371258972 -1.8803994769399819 0.091529686536933497 -0.091443053355525397 0.39846843287157707 -0.29759391221525588 0.63463749345743437 0.36506864461410155 0.30313012385567767 -0.033871823430927414 -0.66474028961119469 0.64754674589404704 0.35083242565393452 -0.55102129161836 -0.32728706671287727 -1.8510556767384214 1.4250882214307785 -0.27471015968838253 -0.20617777116712663 0.38083170258689542 -1.2144142791628838 -0.064737593387807171 -1.0571464422039498 0.23792921782507837 -0.12712660367290179
leaf_weight=299 1180 1789 909 1884 4427 34 22 717 1865 78 466 159 222 538 1256 337 52 50 374 1782 30 20 37 1289 140 32 286 39 1247 180
leaf_count=299 1180 1789 909 1884 4427 34 22 717 1865 78 466 159 222 538 1256 337 52 50 374 1782 30 20 37 1289 140 32 286 39 1247 180
internal_value=0 -0.04308 0.0561931 -0.0908223 0.097862 0.257825 -0.313561 -0.150918 0.0167213 -0.00578933 -0.021615 0.0201945 -0.059575 0.0437356 -0.180776 -0.0789641 -0.39363 -0.533529 -0.248369 -0.20598 -0.527714 -0.435602 0.32171 -0.108043 0.0847849 -0.0911237 -0.013822 -0.183827 0.30735 0.258837
internal_weight=0 15095 4902 10193 6645 1680 134 6539 3654 112 3542 3076 2167 4965 5822 2323 439 387 3499 3038 461 431 57 1945 656 497 465 325 1546 1360
internal_count=21740 15095 4902 10193 6645 1680 134 6539 3654 112 3542 3076 2167 4965 5822 2323 439 387 3499 3038 461 431 57 1945 656 497 465 325 1546 1360
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=67 69 69 64 61 64 64 57 38 33 0 10 42 22 22 51 41 47 54 68 10 11 57 55 62 38 4 30 49 3
split_gain=9667.85 6131.59 5048.94 5046.12 5066.3 3771.51 3486.67 3236.06 2819.86 5363.5 4633.37 2762.12 3487.77 2965.11 2934.08 3494.19 4502.32 2710.17 2700.74 3843.96 5207.12 3854.4 3446.19 2808.07 3045.71 2750.12 2627.16 3437.64 2560.21 2823.1
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 4 -1 7 -2 -3 17 10 -10 12 -9 -14 15 16 -13 26 -6 20 21 22 25 24 -24 -20 -5 -28 -4 -30
right_child=2 5 28 8 18 -7 -8 11 9 -11 -12 14 13 -15 -16 -17 -18 -19 19 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31
leaf_value=0.180410282237355 0.019973512608502941 0.10477436997970985 -0.11623245704955504 0.0038085776197538629 0.12438720015467271 -0.088981115664493071 -0.045311839715224331 -0.015047132020942634 0.043597062163279583 -0.49358768854822438 -0.3824515998755631 0.10251060727072921 -0.14960197583303689 -0.65155045588811245 0.62568566628864841 0.62310327494144446 -0.64330828636884696 0.14971220300963489 0.030838336644031236 0.10843776012693934 0.31697639234555075 0.2483781349200469 0.048483690455001088 -0.43756369658818484 -0.40983793159662674 -0.45647573618952075 0.22352291821792092 -0.27926161522284532 0.089444034024808855 -0.37507449489187555
leaf_weight=1319 3810 732 2149 2642 845 1286 4415 1256 398 70 76 129 161 36 28 25 24 465 236 545 78 65 94 141 59 33 265 39 282 37
leaf_count=1319 3810 732 2149 2642 845 1286 4415 1256 398 70 76 129 161 36 28 25 24 465 236 545 78 65 94 141 59 33 265 39 282 37
internal_value=0 0.0328045 -0.0338905 0.0591161 0.10364 -0.0199332 -0.0150702 0.0172042 0.0206713 -0.0850475 -0.0247145 -0.0214344 -0.0457267 -0.241329 0.149909 0.0750677 -0.0144806 0.0375318 0.0553288 0.00868266 -0.0683237 -0.116179 -0.158269 -0.276597 -0.128255 -0.0289437 0.0198251 0.159021 -0.0966119 0.0355657
internal_weight=0 11047 10693 7370 3415 3677 8225 2391 3955 544 474 1659 1453 197 206 178 153 3411 2096 1251 706 628 563 294 153 269 2946 304 2468 319
internal_count=21740 11047 10693 7370 3415 3677 8225 2391 3955 544 474 1659 1453 197 206 178 153 3411 2096 1251 706 628 563 294 153 269 2946 304 2468 319
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
BON8=69
BON4=67
red=67
blue=65
BON2=61
BON3=53
green=53
BON7=44
BON5=42
black=41
BON10=39
BON1=38
BON9=33
no_players=29
yellow=29
BON6=28
grey=23
x5_SCORE8=16
x1_SCORE8=15
x0_SCORE4=14
x5_SCORE4=14
x5_SCORE6=14
x0_SCORE2=13
x5_SCORE2=13
x0_map1=13
x4_SCORE7=12
x4_SCORE8=12
x1_SCORE6=11
x2_SCORE6=11
x4_SCORE2=11
x4_SCORE3=11
x1_SCORE1=10
x2_SCORE7=10
x0_map2=10
x1_SCORE9=9
x3_SCORE4=9
x3_SCORE7=9
x0_SCORE1=8
x1_SCORE3=8
x2_SCORE5=8
x5_SCORE3=8
x0_SCORE8=7
x0_SCORE9=7
x1_SCORE7=7
x3_SCORE2=7
x3_SCORE3=7
x4_SCORE4=7
x0_SCORE5=6
x0_SCORE6=6
x0_SCORE7=6
x1_SCORE2=6
x3_SCORE1=6
x3_SCORE6=6
x3_SCORE9=6
x5_SCORE5=6
x2_SCORE3=5
x2_SCORE4=5
x2_SCORE9=5
x4_SCORE5=5
x4_SCORE6=5
x5_SCORE9=5
x0_map3=5
x0_SCORE3=4
x2_SCORE2=4
x2_SCORE8=4
x4_SCORE9=4
x2_SCORE1=3
x5_SCORE7=2
x1_SCORE4=1
x1_SCORE5=1
x3_SCORE5=1
x3_SCORE8=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:[]