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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] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=2840 2950 2925 2951 2946 2960 2928 2963 2929 2947 2953 2968 2929 2947 2932 2930 2939 2955 2924 2947 2960 2927 2913 2914 2963 2958 2928 2963 2918 2931 2970 2912 2941 2937 2987 2980 2923 2914 2906 2950

Tree=0
num_leaves=31
num_cat=0
split_feature=62 67 64 64 67 69 60 67 57 57 57 60 69 60 60 54 55 57 60 54 68 54 58 64 58 73 55 59 54 21
split_gain=649118 123379 66313.6 65486.6 48614.2 32595.2 26762.8 20912 18399.3 17233.6 13951.5 13983.7 13580 12536.9 11299.9 9218.68 9107.03 10761.3 8491.43 8401.33 8387.48 7730.07 9461.31 7454.67 7400.85 7011.1 6375.58 6226.68 6066.82 8977.28
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 5 4 14 6 20 12 15 -8 11 -4 18 -10 -1 -3 17 -7 -5 -6 -2 22 -11 -15 -19 27 -23 -13 -9 -30
right_child=1 8 10 7 19 16 9 28 13 21 -12 25 -14 23 -16 -17 -18 24 -20 -21 -22 26 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=102.93858018371232 104.68058713806543 103.40226597053288 103.85471284735786 102.52048915590572 102.3758370987986 104.34020396286749 104.13229370501345 101.9118243219917 103.02327324489748 104.22263737910858 103.02529118514926 103.46715441791159 101.63353196954613 102.84834820616113 102.49860679285882 103.0172655647943 103.31840110013523 104.0303146730418 102.0081331182168 101.92389487959832 104.06645343078127 103.46842599881951 103.05462080607158 102.58743794351014 103.22803615964933 103.84347013700616 102.58229126512178 102.86251905341781 101.35489023169927 102.13071357654522
leaf_weight=911 521 845 477 498 531 217 478 358 2174 159 2678 257 642 2413 1625 2356 1483 174 923 1825 388 153 123 2005 339 137 173 505 1216 170
leaf_count=911 521 845 477 498 531 217 478 358 2174 159 2678 257 642 2413 1625 2356 1483 174 923 1825 388 153 123 2005 339 137 173 505 1216 170
internal_value=102.82 103.162 103.447 102.111 102.353 103.725 104.018 101.8 102.922 103.683 103.158 103.417 102.015 102.827 102.657 103.119 103.461 103.75 102.188 102.026 104.418 103.33 103.713 102.73 103.5 103.185 102.998 103.066 101.545 101.45
internal_weight=0 18055 8262 8699 4892 4208 1995 3807 9793 1086 4054 1376 2063 6592 2536 3201 2213 730 1421 2356 909 608 282 4418 513 899 326 762 1744 1386
internal_count=26754 18055 8262 8699 4892 4208 1995 3807 9793 1086 4054 1376 2063 6592 2536 3201 2213 730 1421 2356 909 608 282 4418 513 899 326 762 1744 1386
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=62 67 70 67 70 70 69 60 60 54 69 60 70 56 60 54 68 54 56 54 49 31 61 42 53 68 32 20 68 22
split_gain=525786 99937.1 103539 52676.4 34970.6 27371.1 24952.1 14245.4 13642.2 12437.4 11267.7 10189.7 9065.65 8659.83 8642.51 7685.35 7434.55 7046.12 6926.95 6742.3 7788.56 6604.83 6509.82 6341.99 7411.85 6320.66 6179 7036.8 6064.67 6497.06
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=3 2 6 4 10 11 8 18 15 -5 28 -3 25 -8 -6 -2 -13 -10 -4 -16 -21 -20 -18 -12 -25 -11 27 -14 29 -1
right_child=1 5 7 9 14 -7 13 -9 17 12 23 16 26 -15 19 -17 22 -19 21 20 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.21918508408965381 1.2625108080639003 0.26151109386380489 0.51972752849150583 -0.37885284313200829 -0.25912491742040022 -0.10195844871780997 0.64224669929872569 0.047526625311199867 0.82224119459205602 -0.67969995352762358 -0.30461112914248284 0.00013770673674872098 -0.68526169584887064 0.35566100729790256 -0.32115023603387527 0.84704378335133212 0.019425732082637905 0.47233673479191207 0.2664299129406823 -0.69520040908837732 -0.17987335969549084 -0.22833652125862908 0.25441320234021819 -0.52421743066774473 0.47882970737407893 -0.44405664008858037 -1.2061774723362504 -1.2313301010959956 -0.16085759785739001 -0.41366829306275277
leaf_weight=730 298 2038 450 889 686 3119 735 2512 466 1157 966 2371 884 1293 442 589 823 567 1219 995 150 133 1442 48 103 899 152 119 399 80
leaf_count=730 298 2038 450 889 686 3119 735 2512 466 1157 966 2371 884 1293 442 589 823 567 1219 995 150 133 1442 48 103 899 152 119 399 80
internal_value=0 0.205142 0.375903 -0.425778 -0.270881 0.0610772 0.622603 0.150133 0.794852 -0.599526 -0.0891521 0.13727 -0.660622 0.459527 -0.456847 0.986626 0.0826527 0.630183 0.293167 -0.542315 -0.62769 0.217758 0.169029 -0.241806 0.15998 -0.576663 -0.810077 -0.750049 0.0518854 0.156681
internal_weight=0 18055 8262 8699 4599 9793 3948 4314 1920 4100 2326 6674 3211 2028 2273 887 4636 1033 1802 1587 1145 1352 2265 1117 151 2056 1155 1003 1209 810
internal_count=26754 18055 8262 8699 4599 9793 3948 4314 1920 4100 2326 6674 3211 2028 2273 887 4636 1033 1802 1587 1145 1352 2265 1117 151 2056 1155 1003 1209 810
is_linear=0
shrinkage=0.0666667


Tree=2
num_leaves=31
num_cat=0
split_feature=62 67 70 64 64 67 70 64 70 69 67 60 60 69 69 70 69 70 64 70 69 56 54 58 61 28 56 69 64 56
split_gain=425886 80949.1 83866.5 52685.9 48013.4 32951.6 22170.6 21571.3 19354.7 15551.9 13130.4 12128.8 11538.8 11079 10444.3 11080 6521.42 6189.22 6005.06 5987.13 10751.1 5610.83 5421.1 6062.76 5195.83 5047.44 4865.76 4738.81 7716.71 4667.51
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=3 2 4 5 11 8 7 9 -1 -3 14 16 21 -6 15 -5 -2 -7 -14 -12 25 -4 23 -13 -11 -21 -9 28 -23 -16
right_child=1 6 12 10 13 17 -8 26 -10 24 19 22 18 -15 29 -17 -18 -19 -20 20 -22 27 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.15262483630462417 1.6964772936267807 0.69829780474535585 0.70163218896256563 -0.18194153214557263 0.72489517307134133 -0.50170284366001516 -0.13764389766671023 0.1834001661017462 -0.40089071839594681 0.019952948641609652 -0.93283998300033011 1.5632926323112084 0.22150729128810151 0.23889186568731399 -0.44056279897689826 -0.75466472613217517 1.1695912611943522 -0.83668495404294085 -0.087768128504962059 -1.3152204092643034 -2.8706487722340088 0.83678648277343093 0.76231840669462925 0.85538640109860165 0.3274491408516369 -0.28197971301258734 -0.083166109389137655 0.047241218136962852 0.21160942877964542 -1.1437257939599723
leaf_weight=1344 479 970 450 553 910 1475 3119 989 1192 819 1211 239 1234 968 115 868 461 881 1278 438 42 308 646 245 1670 53 2226 494 550 527
leaf_count=1344 479 970 450 553 910 1475 3119 989 1192 819 1211 239 1234 968 115 868 461 881 1278 438 42 308 646 245 1670 53 2226 494 550 527
internal_value=0 0.276942 0.507469 -0.5748 0.840514 -0.357699 0.0824542 0.185314 -0.107545 0.358638 -0.853774 1.17268 0.20268 0.474389 -0.68302 -0.531782 1.43808 -0.626966 0.064161 -1.05576 -1.33504 0.395775 0.951906 1.20495 0.226268 -1.20369 -0.00116485 0.293974 0.436032 -1.01777
internal_weight=0 18055 8262 8699 3948 4892 9793 6674 2536 3459 3807 2070 4314 1878 2063 1421 940 2356 2512 1744 533 1802 1130 484 2489 491 3215 1352 858 642
internal_count=26754 18055 8262 8699 3948 4892 9793 6674 2536 3459 3807 2070 4314 1878 2063 1421 940 2356 2512 1744 533 1802 1130 484 2489 491 3215 1352 858 642
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=66 67 70 70 67 70 64 64 64 54 60 60 56 64 58 60 70 71 11 68 70 56 56 56 64 68 68 68 3 54
split_gain=311740 81019 61372.3 44852.8 42138.3 27777.5 23806.9 18609.4 15049.4 12073.5 11669 11568.6 8470.83 8241.14 8174.45 7867.69 7643.71 7593.87 9559.97 7206.96 6958.69 6715.33 6551.82 6340.1 8374.56 8220.41 6197.87 5875.9 5868.8 7988.05
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 9 5 7 11 19 16 13 -4 17 -8 26 -11 -7 -6 27 -19 -2 28 -16 -13 -5 -25 -26 -3 -1 -10 -30
right_child=4 3 10 23 8 15 12 -9 20 14 -12 22 -14 -15 21 -17 -18 18 -20 -21 -22 -23 -24 24 25 -27 -28 -29 29 -31
leaf_value=1.6020693285390735 0.29665986372420855 0.72885614880677263 0.32028648425111222 -0.033183022398867786 -0.4257182927986739 -0.27605768035463452 0.63625021420936267 -0.32534743422351348 -0.76820374020253568 0.2223608289752502 0.044049619483219234 0.83313631212947237 0.24701501713794033 0.14110477144099973 0.15293465756596661 -0.61351803996174159 -0.80834684148184444 0.71942903081590459 1.7055681923573665 -0.17108547983170172 -1.429822214107529 -0.10500382275905326 0.45416190588128103 -0.15217145283220923 -0.35674345679548036 -1.0174182045943383 0.32631958759734353 0.88241147300562783 -0.36415980762650824 -1.7896287422422525
leaf_weight=200 784 402 1769 1109 1292 719 574 1086 1043 1703 2657 549 1200 1036 1133 1442 504 602 77 323 154 1838 749 1677 937 152 783 130 39 91
leaf_count=200 784 402 1769 1109 1292 719 574 1086 1043 1703 2657 549 1200 1036 1133 1442 504 602 77 323 154 1838 749 1677 937 152 783 130 39 91
internal_value=0 0.17716 0.369386 0.0253244 -0.456748 -0.289202 0.602484 -0.0802584 -0.690337 0.152814 0.154457 0.778982 0.372957 0.312784 0.076799 -0.501239 -0.533093 0.990637 0.831259 0.160181 -0.903156 -0.00663819 0.614452 -0.201525 -0.269019 -0.448959 0.462876 1.31857 -0.834011 -1.36199
internal_weight=0 19277 8507 10770 7477 4354 4081 2193 3123 6895 4426 2307 1774 2221 4674 2161 1796 1009 679 1107 1327 2971 1298 3875 2766 1089 1185 330 1173 130
internal_count=26754 19277 8507 10770 7477 4354 4081 2193 3123 6895 4426 2307 1774 2221 4674 2161 1796 1009 679 1107 1327 2971 1298 3875 2766 1089 1185 330 1173 130
is_linear=0
shrinkage=0.0833333


Tree=4
num_leaves=31
num_cat=0
split_feature=62 67 70 64 64 67 70 64 70 56 64 54 58 56 54 31 47 14 61 14 54 1 63 33 54 63 70 53 67 68
split_gain=343186 55156.3 57114 37549 31999.9 22079.1 14458.9 15099.1 11164.8 8910.56 7837.7 6438.43 6447.54 6250.37 5566.05 5043.81 11389.1 4783.52 5121.38 4590.06 4502.73 5706.57 4897.25 5495.81 4475.23 6444.65 6367.72 5471.02 4424.69 4957.33
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 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=3 2 4 5 11 8 7 14 -1 19 13 12 -2 17 -3 24 -17 -4 -19 28 -7 -22 -23 -24 25 -11 27 -26 29 -5
right_child=1 6 10 9 -6 20 -8 -9 -10 15 -12 -13 -14 -15 -16 16 -18 18 -20 -21 21 22 23 -25 26 -27 -28 -29 -30 -31
leaf_value=0.030962459193376292 0.67373076686055655 0.21992789222403053 0.29087975161855717 -0.058668803072561476 0.18437082699055135 -0.13192139705405306 -0.039858369565596435 0.0067172281344036406 -0.15588206918403161 -0.077956594275906427 0.023894540010571015 0.37367223745822498 0.42397562299898445 0.090240982667352657 0.10048485211889002 -0.43091386412238247 -1.1982917638138086 -0.69501145607895309 0.13966755382169968 0.068445452475225932 -0.24920148172311277 -0.10247629546034828 -0.49203619732520787 -1.1804867966184891 -0.15944291603065536 -0.36524306207216928 -0.46844476084737724 -0.37396227489277234 -0.37803826163495141 -0.41056965879190743
leaf_weight=1344 364 1159 635 303 1878 531 3119 3215 1192 264 2176 1241 465 1430 2300 290 44 20 53 107 1596 51 151 27 334 371 909 791 287 107
leaf_count=1344 364 1159 635 303 1878 531 3119 3215 1192 264 2176 1241 465 1430 2300 290 44 20 53 107 1596 51 151 27 334 371 909 791 287 107
internal_value=0 0.11049 0.195063 -0.229325 0.317214 -0.147868 0.0391391 0.0760575 -0.0568604 -0.333998 0.0832754 0.437736 0.533639 0.143712 0.140506 -0.369181 -0.532006 0.25171 -0.0890116 -0.202588 -0.245829 -0.278971 -0.486449 -0.596464 -0.348805 -0.245804 -0.380961 -0.310274 -0.244196 -0.150506
internal_weight=0 18055 8262 8699 3948 4892 9793 6674 2536 3807 4314 2070 829 2138 3459 3003 334 708 73 804 2356 1825 229 178 2669 635 2034 1125 697 410
internal_count=26754 18055 8262 8699 3948 4892 9793 6674 2536 3807 4314 2070 829 2138 3459 3003 334 708 73 804 2356 1825 229 178 2669 635 2034 1125 697 410
is_linear=0
shrinkage=0.0444444


Tree=5
num_leaves=31
num_cat=0
split_feature=62 66 66 67 70 67 70 57 67 67 69 60 70 69 70 57 70 56 4 58 57 10 57 20 56 57 57 58 35 23
split_gain=277981 139421 105259 57928.2 43059.6 25442.9 19336.4 16600.9 15237.3 12996.4 12211.3 12131.5 11261.6 11088.8 10491.4 8116.04 7903.4 7727 7696.34 7664.81 5783.98 6305.29 5616.13 5410.74 5141.95 5130.37 4541.56 4516.92 4498.16 4686.07
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=2 3 8 4 7 20 15 24 16 12 22 -9 13 26 -10 -5 17 -1 -12 -13 21 -4 -6 -16 -2 -11 -3 -26 29 -22
right_child=1 9 5 6 10 -7 -8 11 14 25 18 19 -14 -15 23 -17 -18 -19 -20 -21 28 -23 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.26861563292843121 1.0329071597081518 0.50788141412597121 -0.18686481154818307 0.34514730545443217 0.53661768609308969 -0.93008073696280391 0.00085529082960283313 0.68740999175925799 -0.16811234680719755 -0.13174011766127205 0.035269906555585491 0.51683685867309781 -0.19634698712218082 -0.089781845684614642 -0.37009525479427041 0.16324104262648537 -0.16418660386988637 -0.050075338495867913 0.56895221817272668 0.096674317655051148 -0.49179975923282232 -1.0605580515977813 0.28298241101845345 -0.82324776867724436 0.93423634312565018 -0.35173954100289129 0.13762769505967132 0.58298972704896213 -1.0923490307444619 -0.9254133878350258
leaf_weight=495 371 245 351 1615 589 1004 2705 699 1926 707 1088 381 1365 815 1038 3354 1477 1067 135 391 973 41 1137 132 272 1412 369 405 70 125
leaf_count=495 371 245 351 1615 589 1004 2705 699 1926 707 1088 381 1365 815 1038 3354 1477 1067 135 391 973 41 1137 132 272 1412 369 405 70 125
internal_value=0 0.149162 -0.309589 0.262432 0.428246 -0.668306 0.144284 0.630665 -0.159671 -0.15383 0.255341 0.486209 -0.0594024 0.0714089 -0.263764 0.222363 -0.0536259 0.0509183 0.0941801 0.304034 -0.49983 -0.278246 0.369536 -0.42122 0.833427 -0.278337 0.285367 0.724111 -0.574197 -0.541164
internal_weight=0 18055 8699 13142 5468 2564 7674 2519 6135 4913 2949 1471 2794 1429 3096 4969 3039 1562 1223 772 1560 392 1726 1170 1048 2119 614 677 1168 1098
internal_count=26754 18055 8699 13142 5468 2564 7674 2519 6135 4913 2949 1471 2794 1429 3096 4969 3039 1562 1223 772 1560 392 1726 1170 1048 2119 614 677 1168 1098
is_linear=0
shrinkage=0.0666667


Tree=6
num_leaves=31
num_cat=0
split_feature=62 66 66 67 70 67 64 64 70 57 70 70 67 64 57 58 55 57 54 53 57 67 67 43 55 10 17 54 57 37
split_gain=225164 112931 85259.5 46921.8 34878.3 20608.7 20472.8 19392 15662.5 13446.7 8383.67 8047.69 10026.2 7251 6926.68 6618.47 7322.59 6574 6224.16 6204.28 5920.26 8256.58 5838.13 5666.62 5246.72 5156.58 5132.52 4653.39 4540.56 5266.86
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 3 6 4 9 13 10 11 17 -2 22 12 -3 14 25 16 18 27 -11 -12 24 -22 26 -21 -9 -4 -1 -5 29 -6
right_child=1 7 5 8 28 -7 -8 20 -10 15 19 -13 -14 -15 -16 -17 -18 -19 -20 23 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.20992145060092696 1.1251266908476427 0.41642978639739053 0.13043791725441231 0.72658380144885637 0.4341637302340689 -1.2556089816140048 -0.42400358042864944 -0.68210909526522567 0.0011546531944861035 2.0071558219840728 -0.6022473354999508 -0.23721628691204152 -0.096699914855440772 -0.90554715363613691 -0.65788476280300756 0.45564269249125861 0.62023030407814839 0.22037540905324207 0.96830126957760931 -0.21702180164011639 -0.34346241374509506 -0.80906481564959742 -0.079336549215159327 0.39390463315364388 -0.042101469741035735 -1.4139434568583966 1.2723796887323262 0.35539737172470787 0.25609782755597127 1.1457334749526897
leaf_weight=862 1048 673 218 481 878 1004 2665 164 2705 83 350 1005 877 727 591 776 423 3354 189 970 990 619 1060 180 585 24 48 1134 1953 118
leaf_count=862 1048 673 218 481 878 1004 2665 164 2705 83 350 1005 877 727 591 776 423 3354 189 970 990 619 1060 180 585 24 48 1134 1953 118
internal_value=0 0.201368 -0.417946 0.354283 0.578132 -0.902213 -0.215556 -0.20767 0.194784 0.851398 -0.0554654 -0.0168105 0.126098 -0.67477 -0.47336 0.656383 0.880518 0.30019 1.2853 -0.233597 -0.414476 -0.522585 0.0801674 -0.121399 -0.182237 -0.0227239 0.265963 0.465949 0.344711 0.518466
internal_weight=0 18055 8699 13142 5468 2564 6135 4913 7674 2519 3470 2555 1550 1560 833 1471 695 4969 272 1500 2358 1609 1970 1150 749 242 910 1615 2949 996
internal_count=26754 18055 8699 13142 5468 2564 6135 4913 7674 2519 3470 2555 1550 1560 833 1471 695 4969 272 1500 2358 1609 1970 1150 749 242 910 1615 2949 996
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=62 67 67 57 60 60 60 60 59 59 57 69 31 58 57 58 55 57 40 68 55 52 57 55 61 25 14 11 6 58
split_gain=305034 50704.6 29062.3 27852.8 16446.5 15225.8 14549.4 13176.5 11910.8 10501.3 10180.3 8425.27 7865.99 6413.41 6138.91 6031.48 5779.81 5716.42 5776.18 7824.29 5546.79 7334.77 5491.05 5390.74 5353.47 5175.34 5108.95 4990.59 5066.99 4964.81
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 3 4 5 22 11 9 14 23 15 -9 -2 27 20 -3 -5 -13 18 -6 -20 -8 -22 24 -7 -1 -14 -4 -11 -29 -16
right_child=1 7 26 6 17 8 13 10 -10 12 -12 16 25 -15 29 -17 -18 -19 19 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.086278226274756065 0.19692104682270381 0.084617952321247317 -0.11991327296914367 0.192062337807651 -0.025012501189749559 0.21784028829909705 0.093779895403261843 0.027987430659624616 0.051267138998724412 0.053292447244896651 -0.014305370996594603 0.22615267320013629 -0.015526399487048708 -0.0030645317369676142 0.065950207555495591 0.094569709965597021 0.069758178064296336 -0.090306687480895501 -0.071690830750309908 -0.38164431121614245 0.035472963626109778 -0.15697395152459712 -0.02560722533489267 0.1102747953167387 0.078652459953302223 -0.26962657448572991 -0.060681879871112086 0.18356481852840531 -0.09907454381386438 0.011838841014184229
leaf_weight=67 666 739 3645 254 822 176 464 2462 1236 1278 4418 82 155 1490 690 576 329 2091 92 30 814 59 1200 489 297 26 455 148 20 1484
leaf_count=67 666 739 3645 254 822 176 464 2462 1236 1278 4418 82 155 1490 690 576 329 2091 92 30 814 59 1200 489 297 26 455 148 20 1484
internal_value=0 0.0390629 -0.081076 0.069471 -0.0523127 0.110233 0.0464978 0.0134087 0.0818677 0.0761632 0.000829059 0.160301 0.0515531 0.020715 0.0431195 0.124405 0.100961 -0.0749379 -0.0408953 -0.147909 0.0472157 0.0224668 -0.00840763 0.138743 0.0482943 -0.052027 -0.11334 0.0645186 0.149917 0.0290131
internal_weight=0 18055 8699 8262 4599 2978 5284 9793 1901 2457 6880 1077 1627 2827 2913 830 411 3035 944 122 1337 873 1564 665 364 181 4100 1446 168 2174
internal_count=26754 18055 8699 8262 4599 2978 5284 9793 1901 2457 6880 1077 1627 2827 2913 830 411 3035 944 122 1337 873 1564 665 364 181 4100 1446 168 2174
is_linear=0
shrinkage=0.0166667


Tree=8
num_leaves=31
num_cat=0
split_feature=62 66 66 67 68 64 67 64 64 69 60 68 51 43 67 67 64 46 69 60 54 67 67 69 31 61 68 9 69 14
split_gain=202859 98669.5 74934.7 42126.5 22456.3 19045.4 18465.8 16617.2 15567.7 13052.9 10194.4 9797.19 9287.33 7983.05 7577.5 7204.75 5968.32 6678.08 5898.42 5847.84 5662.02 5659.09 5282.19 5602.97 5277.52 4919.52 4502.29 7199.48 4352.04 4307.81
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 3 7 4 5 10 16 11 15 21 -2 20 -12 -13 -15 -3 17 25 -7 -5 -1 -9 -10 -24 29 -4 28 -28 -27 -8
right_child=1 8 6 19 -6 18 24 9 22 -11 12 13 -14 14 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 26 27 -29 -30 -31
leaf_value=0.39640864473153919 1.3193182160782151 0.13870115040549982 -1.0041873016933862 0.31555008370236592 0.33939737064582959 0.66942615020546747 -1.1813797064265763 -0.073419993547954782 -0.25763722533956857 -0.73116692524229798 0.62417254973011294 -0.29228972668856101 1.7006514675591302 0.94292573984022499 -0.14390893097542509 -0.19766038302378461 -0.84478268103899523 0.24087088188203443 0.2636209745109081 0.12547485987184157 -0.010763019593340336 -0.42228645140279319 -0.48044130477320168 -1.2918386971636824 -1.8388341676105153 0.14821631553667514 -1.1145122259663904 0.56344162821769717 -0.56014840097128482 -0.4755794624692386
leaf_weight=516 611 1348 190 2320 2679 839 797 923 1446 805 622 1678 92 108 158 1207 727 119 625 5354 1010 937 817 95 110 176 146 31 171 97
leaf_count=516 611 1348 190 2320 2679 839 797 923 1446 805 622 1678 92 108 158 1207 727 119 625 5354 1010 937 817 95 110 176 146 31 171 97
internal_value=0 0.191134 -0.396704 0.334068 0.54617 0.744787 -0.850703 -0.206964 -0.191206 -0.394761 1.01947 -0.0627342 0.762879 -0.211607 0.297362 -0.0201984 -0.63541 -0.452681 0.496183 0.182938 0.126918 -0.249166 -0.376501 -0.564962 -1.18522 -0.568273 -0.410213 -0.820633 -0.200863 -1.1048
internal_weight=0 18055 8699 13142 5468 2789 2564 6135 4913 2665 1325 3470 714 1944 266 2555 1560 833 1464 7674 1526 1860 2358 912 1004 714 524 177 347 894
internal_count=26754 18055 8699 13142 5468 2789 2564 6135 4913 2665 1325 3470 714 1944 266 2555 1560 833 1464 7674 1526 1860 2358 912 1004 714 524 177 347 894
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=62 66 66 67 70 67 70 64 64 57 69 69 64 68 70 69 69 64 59 43 67 67 53 70 68 70 37 37 70 18
split_gain=164316 79922.3 60697.1 34122.5 31765.3 14957.3 14945.9 13460 12609.9 10923.7 10572.9 9733.31 12853.2 7935.72 7641.86 11309.3 7569.16 12270.8 7568.85 6466.27 6383.93 6137.78 5876.76 5754.8 9697.84 5360.71 6973.09 4690.04 4621.4 5760.41
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 3 7 4 9 23 16 13 14 -2 25 12 18 22 15 20 17 -5 -6 28 -3 -21 -1 24 -4 -9 -27 -26 29 -15
right_child=1 8 5 6 11 -7 -8 10 -10 -11 -12 -13 -14 19 -16 -17 -18 -19 -20 21 -22 -23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=-0.17112143844594152 0.99905513721440009 0.76031404794766699 -0.1873860685602517 0.77973263084795041 1.1976740356114355 -1.0666995378715762 -0.02450348380829127 -0.052646560790067867 -0.33885062907186936 0.57656903656504743 -0.65805023685884401 0.052967741074480684 0.21301077312825509 -0.0066529544605605914 -0.23295510541833009 -0.10817122712863669 0.16597488320865711 0.24879023884198748 0.49504463931447584 0.84863316866534744 0.13288060802270671 -0.12951803735186215 0.24918735170859169 -0.76003628796055434 -1.2770148445838891 -0.50277151670907028 0.27870144983403444 0.18465901750784655 -0.44766187846461936 -0.69282946677043533
leaf_weight=490 1048 317 597 638 257 1004 2705 920 2358 1471 805 1223 1089 783 1005 901 2961 1370 380 108 332 158 1036 796 141 807 133 26 750 145
leaf_count=490 1048 317 597 638 257 1004 2705 920 2358 1471 805 1223 1089 783 1005 901 2961 1370 380 108 332 158 1036 796 141 807 133 26 750 145
internal_value=0 0.172021 -0.357034 0.300661 0.491553 -0.765633 0.164644 -0.186268 -0.172085 0.752339 -0.355285 0.268792 0.42172 -0.0564608 -0.0181786 0.12108 0.267612 0.417486 0.778523 -0.190446 0.439347 0.267626 0.114226 -0.571869 -0.375821 -0.22425 -0.392201 -1.04945 -0.263061 -0.113868
internal_weight=0 18055 8699 13142 5468 2564 7674 6135 4913 2519 2665 2949 1726 3470 2555 1550 4969 2008 637 1944 649 266 1526 1560 764 1860 940 167 1678 928
internal_count=26754 18055 8699 13142 5468 2564 7674 6135 4913 2519 2665 2949 1726 3470 2555 1550 4969 2008 637 1944 649 266 1526 1560 764 1860 940 167 1678 928
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=66 70 67 60 67 56 67 69 70 60 55 64 56 60 64 64 27 60 11 35 21 64 42 58 69 70 10 50 43 69
split_gain=118595 35442.1 27761.9 22907.5 15750.7 14358 10423.8 9317.9 9204.14 8811.66 8975.46 8375.83 6912.47 6644.14 6236.76 6164.17 8590.75 5909.88 5486.31 5040.31 4964.18 4946.61 4881.68 5362.54 4701.34 5559.08 4700.58 4686.61 7255.71 4673
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 21 7 13 8 11 20 18 -11 17 -4 -1 -8 16 -14 22 -7 26 -5 -2 -3 -24 25 -16 -12 -15 -29 -6
right_child=3 4 12 6 29 9 14 -9 -10 10 19 -13 15 27 24 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.6432003449680459 0.031184527206589825 0.56822291235443578 0.18355700419609847 -0.13720751413345239 -0.079819294396516444 0.29321523568756563 -0.31319110901152103 -0.050671851562198514 -0.33438980867143264 0.29033746252797621 -0.032946294044360905 0.050987620944169601 0.060830213231419475 0.41385205452235996 -0.4060632366543907 -0.038534514653889435 0.41123391720033731 0.16133972984978801 0.75000111041496498 0.61528176070294438 0.26899740289378643 -0.16136347917542115 0.78831032117207844 -0.5272753947973251 -0.89075307867205744 -0.88003208066603933 -0.57595499600539224 -0.26857308392171503 1.1235886661211649 -0.26844938348846947
leaf_weight=585 1318 379 2152 1168 3159 1019 1304 1742 1442 613 687 1608 2068 799 746 2309 366 636 132 48 151 1078 21 40 141 129 79 99 20 716
leaf_count=585 1318 379 2152 1168 3159 1019 1304 1742 1442 613 687 1608 2068 799 746 2309 366 636 132 48 151 1078 21 40 141 129 79 99 20 716
internal_value=0 0.0874163 0.166029 -0.225374 -0.0165292 0.303844 -0.305506 0.0693967 -0.217975 0.208364 0.0976705 0.147325 0.0844593 0.467613 -0.409674 0.0394966 0.11352 0.291294 0.345601 -0.0474214 -0.0907049 -0.055446 0.479136 -0.0743688 -0.533507 -0.47594 -0.0889485 0.35572 -0.0345963 -0.114673
internal_weight=0 19277 10976 7477 8301 4081 5081 4426 2761 2578 1427 2684 6895 1503 2320 4743 2434 1076 1151 814 1319 2396 440 61 1016 875 766 918 119 3875
internal_count=26754 19277 10976 7477 8301 4081 5081 4426 2761 2578 1427 2684 6895 1503 2320 4743 2434 1076 1151 814 1319 2396 440 61 1016 875 766 918 119 3875
is_linear=0
shrinkage=0.0666667


Tree=11
num_leaves=31
num_cat=0
split_feature=62 66 66 67 70 70 64 67 64 60 67 57 70 67 64 7 64 64 58 54 43 57 59 70 20 54 67 57 32 29
split_gain=179272 62750.3 48928.4 34814.5 32574.8 14654.9 14528 13600.9 12292.6 9588.79 9247.75 9074.9 7895.74 9304.95 6568.63 6284.23 5893.29 5843.03 5662.65 5774.69 5525.62 5456.26 5155.38 5152 6774.85 6344.09 5043.47 5962.52 5356.1 4986.95
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=2 3 6 4 9 17 10 14 12 16 20 -11 13 -3 21 18 -2 -5 19 -13 29 -4 -6 -8 -25 -26 -10 28 -28 -1
right_child=1 8 7 5 22 -7 23 -9 26 11 -12 15 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.02468255249058799 0.39046599324201309 0.14932588556095949 0.012213134178609558 0.12083313128626728 0.14844917575858194 -0.010340423642836157 -0.091447561782476774 -0.34229147779306329 -0.057911521610887633 0.2857153317093204 -0.081672214296708082 0.40991723339457609 -0.06386142349831303 -0.015450226064861324 -0.25822141320452757 -0.13093934017419814 0.23561420381909048 0.048484904719483468 0.056382236465254955 0.12948979887392437 0.17951230349065261 -0.17569579122282325 0.055373762004315846 -0.15571273604160227 0.037074723768801915 -0.52762257613832986 -0.083152519636633435 -0.21665025988235612 0.38019351638773435 -0.17406518846006783
leaf_weight=1317 630 673 242 2582 1001 2705 1518 1004 1446 635 1767 143 1005 877 727 100 482 2387 339 190 229 591 1948 1014 28 105 262 619 31 157
leaf_count=1317 630 673 242 2582 1001 2705 1518 1004 1446 635 1767 143 1005 877 727 100 482 2387 339 190 229 591 1948 1014 28 105 262 619 31 157
internal_value=0 0.059893 -0.12431 0.0978884 0.162161 0.052092 -0.073203 -0.246594 -0.0417425 0.25019 -0.0282501 0.192374 0.00891027 0.0560945 -0.185005 0.115597 0.323345 0.0860786 0.152284 0.249914 0.0271797 -0.121105 0.086967 -0.131734 -0.185052 -0.408739 -0.096627 -0.158011 -0.0341296 0.00351336
internal_weight=0 18055 8699 13142 5468 7674 6135 2564 4913 2519 3470 1407 2555 1550 1560 772 1112 4969 672 333 1703 833 2949 2665 1147 133 2358 912 293 1474
internal_count=26754 18055 8699 13142 5468 7674 6135 2564 4913 2519 3470 1407 2555 1550 1560 772 1112 4969 672 333 1703 833 2949 2665 1147 133 2358 912 293 1474
is_linear=0
shrinkage=0.0333333


Tree=12
num_leaves=31
num_cat=0
split_feature=62 57 60 64 60 56 58 56 56 54 69 56 70 54 54 58 54 70 73 72 6 48 38 69 58 54 24 55 72 53
split_gain=136439 30511.5 17730.8 17691.4 17477.7 10597.5 10333.4 9555.41 8838.91 7631.11 7444.67 8439.27 7384.89 7314.54 6947.41 6495.65 8923.71 5580.32 5284.76 6200.65 7114.68 8791.65 5274.79 5273.64 5218.69 6764.91 4690.71 4661.55 4972.71 4652.12
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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 4 6 12 7 13 23 -2 -8 -10 -5 26 -1 -6 -9 16 27 22 19 20 21 -19 -13 -3 29 -26 -12 28 -4 -7
right_child=1 2 15 10 5 24 8 14 9 -11 11 17 -14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.094176239137474679 1.0638237182661301 0.56524672263800768 0.86605524463696515 -0.39762962236197663 0.91259112083353111 0.64596945354028756 0.34549936498197609 0.88307533742036426 0.23543369516888413 -0.16774335376502067 -0.28111702981518538 -0.58095518817599612 -0.34281457072178695 0.34121568723733109 0.36547565039975777 -0.12094716533200081 -0.051627857782546617 -1.9001649042626596 -0.078262091334909203 -0.26518290179116388 -3.4990436023473741 0.064779335054857987 -1.3794019430875779 0.19365388860151173 0.26042639448363336 -0.12449855439546667 1.2438280031732891 0.17883340209791349 -0.15335391808728704 0.18005481311120095
leaf_weight=2819 354 982 222 2703 288 285 1026 337 754 1244 164 599 2073 1009 1125 3960 2136 106 32 35 20 29 96 625 750 1167 23 866 61 864
leaf_count=2819 354 982 222 2703 288 285 1026 337 754 1244 164 599 2073 1009 1125 3960 2136 106 32 35 20 29 96 625 750 1167 23 866 61 864
internal_value=0 0.156751 0.0629828 -0.325342 0.336974 0.228469 0.215814 0.59766 0.10692 -0.0155935 -0.487 -0.705811 -0.199537 0.46809 0.484786 -0.0347065 0.0692549 -0.830666 -1.26714 -1.46737 -1.73884 -1.47807 -0.691244 0.420726 0.127103 0.0260981 -0.0935569 0.293977 0.646324 0.295621
internal_weight=0 18055 11876 8699 6179 4363 4631 1816 3024 1998 3807 1104 4892 1297 1462 7245 3285 917 222 190 155 135 695 1607 3066 1917 187 1149 283 1149
internal_count=26754 18055 11876 8699 6179 4363 4631 1816 3024 1998 3807 1104 4892 1297 1462 7245 3285 917 222 190 155 135 695 1607 3066 1917 187 1149 283 1149
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=62 57 56 56 59 59 58 15 54 54 56 54 12 58 38 10 68 44 58 9 7 61 30 33 51 5 54 58 55 58
split_gain=110516 24714.3 12227.6 11104.7 9350.67 9262.43 9450.85 8128.04 7885.67 5925.64 5698.25 5503.07 7137.79 5306.86 7426.37 5946.16 5113.56 5035.98 5794.54 4811.4 4617.2 4487.34 5828.53 7591.65 5147.1 4527.44 4463.43 8456.19 4951.23 4329.46
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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=8 2 7 29 17 -5 -7 11 -1 -8 16 12 -2 19 15 -15 -10 18 -4 -12 -18 -16 23 24 25 -23 -6 -28 -29 -3
right_child=1 3 4 5 26 6 9 -9 10 -11 13 -13 -14 14 21 -17 20 -19 -20 -21 -22 22 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.1065500756885316 0.86281867239724952 0.26858892591905026 0.61773145179661282 0.090475327320143684 0.23716168714917832 0.025459485460634791 -0.096346820632248545 0.97876795031102415 -0.043069877486879696 -0.38112072108250744 -0.27052696889624628 0.3011352093230738 -0.32054829452095968 -0.30604398277097156 -0.35935758509838478 -0.69614647062263812 -0.26042270381386207 0.97634995587227891 0.21857397808020729 0.13753245285182605 -0.95204674672302714 -1.3469942869034721 -0.018917162680909747 -0.128075805047284 -0.34464080423437138 -2.6911143044630688 0.22677282117449654 0.069897041014028771 -0.2753312641198784 0.093399400373345959
leaf_weight=2174 259 1483 337 3293 1081 2163 1130 178 1037 921 1279 1173 41 2597 154 303 568 86 1008 238 76 134 42 46 31 20 852 528 636 2886
leaf_count=2174 259 1483 337 3293 1081 2163 1130 178 1037 921 1279 1173 41 2597 154 303 568 86 1008 238 76 134 42 46 31 20 852 528 636 2886
internal_value=0 0.117564 0.25273 0.0472371 0.181944 -0.0142374 -0.0960644 0.446868 -0.244006 -0.224224 -0.289804 0.382593 0.701092 -0.335679 -0.394577 -0.346803 -0.157608 0.358116 0.318586 -0.206507 -0.342043 -0.719041 -0.921939 -1.08612 -1.32434 -1.52156 0.100542 0.0272844 -0.118733 0.152865
internal_weight=0 18055 6179 11876 4528 7507 4214 1651 8699 2051 6525 1473 300 4844 3327 2900 1681 1431 1345 1517 644 427 273 231 185 154 3097 2016 1164 4369
internal_count=26754 18055 6179 11876 4528 7507 4214 1651 8699 2051 6525 1473 300 4844 3327 2900 1681 1431 1345 1517 644 427 273 231 185 154 3097 2016 1164 4369
is_linear=0
shrinkage=0.0833333


Tree=14
num_leaves=31
num_cat=0
split_feature=66 62 62 67 70 67 70 67 64 70 68 59 64 69 68 63 70 69 14 63 61 17 54 57 68 38 69 42 53 64
split_gain=92933 52215.2 34232.4 22493 21150.1 11088.4 10083 9708.83 8902.69 7107.02 6557.34 7998.38 6042.31 5627.12 10390.3 5618.64 5589.91 8500.2 5591.63 5517.44 5282.51 5517.71 5180.42 6948.14 5178.43 5247.59 4824.58 6948.96 5428.14 4720.03
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 2.5000000000000004 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
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 7 5 4 12 -2 13 26 16 -9 11 15 22 14 -5 29 17 24 -19 -13 -12 -22 -3 -24 25 -4 -1 -28 -29 -6
right_child=2 3 8 6 10 -7 -8 9 -10 -11 20 19 -14 -15 -16 -17 -18 18 -20 -21 21 -23 23 -25 -26 -27 27 28 -30 -31
leaf_value=0.081314888063777319 -0.3214615227436074 0.72658742488864658 0.35223818309605126 0.46916707996056384 0.85074117157230345 -0.64100186201461784 -0.027951146562965917 -0.098515136575785464 -0.21360495945038249 -0.33287566561753368 -0.13362184850094727 0.092584699296402631 0.31761470491933153 0.086272700808625272 0.11676626817853862 -0.63705048208886927 -0.14929161151704282 -0.13690282702219542 0.46052868091924626 1.0563788826125009 0.18680606612377038 -0.5295177126070485 0.66811935570435677 0.23310200872349901 0.029723603552523653 1.1691958915360054 -0.1798140244614691 -0.36017782537509568 0.59376340325200749 0.35605986035845583
leaf_weight=1776 1560 565 333 753 207 1004 2705 1926 2358 1170 555 736 1122 2961 1255 22 1005 802 99 35 1102 64 381 451 265 51 1093 46 124 228
leaf_count=1776 1560 565 333 753 207 1004 2705 1926 2358 1170 555 736 1122 2961 1255 22 1005 802 99 35 1102 64 381 451 265 51 1093 46 124 228
internal_value=0 0.0870554 -0.224444 0.171392 0.287631 -0.446586 0.0885679 -0.0936052 -0.108512 -0.187082 0.151304 0.283702 0.447228 0.151998 0.248917 0.532319 -0.0115228 0.0778047 -0.0712583 0.136337 0.0568338 0.147488 0.551327 0.432311 0.284747 0.46074 0.00162455 -0.110434 0.335638 0.59146
internal_weight=0 19277 7477 13142 5468 2564 7674 6135 4913 3096 2949 1228 2519 4969 2008 457 2555 1550 901 771 1721 1166 1397 832 649 384 3039 1263 170 435
internal_count=26754 19277 7477 13142 5468 2564 7674 6135 4913 3096 2949 1228 2519 4969 2008 457 2555 1550 901 771 1721 1166 1397 832 649 384 3039 1263 170 435
is_linear=0
shrinkage=0.075


Tree=15
num_leaves=31
num_cat=0
split_feature=66 62 62 60 57 57 60 60 23 55 32 14 35 57 11 48 60 38 47 9 57 20 55 51 71 41 7 5 53 63
split_gain=75275.7 42294.3 27728.2 15999.9 8879.46 8585.14 7775.38 6089.99 6016.93 4853.7 5830.42 4359.4 4855.17 4124.65 4171.99 4332.09 4080.12 5860.06 4835.34 3650.49 3497.37 4283.42 3321.84 5227.23 4625.43 3430.35 3238.94 3352.65 3227.05 4998.77
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 1.5000000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 7 5 -5 9 20 11 13 10 -3 12 -2 14 15 -9 17 -1 26 -15 21 -4 23 24 -7 -26 27 -19 29 -18
right_child=2 3 6 4 -6 22 -8 8 -10 -11 -12 -13 -14 19 -16 -17 28 18 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.044028524890102866 -0.14713752416572923 0.54750009488715123 0.19987866699026946 0.12764283115168845 0.02167097927743589 0.42239490038830874 -0.11143871438040383 -0.16199452532143943 -0.57307038090052087 0.23397882659627986 -0.16914039906114342 0.23225606182511427 -0.76240724079749167 -0.36449746328567634 -0.54044045448303224 0.31015202863174574 -0.026084719215653886 -0.12110963233297678 0.30530831169437722 -0.11998931800415531 -0.02173012994552594 -0.26415478286513111 0.099812403122049767 -0.079602056309796776 0.22469504585914205 -0.10390547362596839 -0.76945787866910298 -0.68172357606165335 -0.055522662269175883 -0.23395180928393278
leaf_weight=1529 563 251 390 3169 5254 274 3185 329 200 1086 32 71 34 1072 60 57 479 139 37 178 1281 57 2301 138 544 93 33 33 3155 730
leaf_count=1529 563 251 390 3169 5254 274 3185 329 200 1086 32 71 34 1072 60 57 479 139 37 178 1281 57 2301 138 544 93 33 33 3155 730
internal_value=0 0.0522332 -0.134666 0.102835 0.061541 0.176542 -0.0651074 -0.267951 -0.313691 0.282039 0.466467 -0.138129 -0.182178 -0.283103 -0.152565 -0.0922734 -0.0561631 0.0078446 -0.220772 -0.32968 0.0202891 0.140707 0.13343 0.207171 0.250612 0.17672 -0.315723 -0.228669 -0.0821387 -0.151596
internal_weight=0 19277 7477 13142 8423 4719 4913 2564 1896 1369 283 668 597 1696 446 386 6135 1771 242 1250 1728 447 3350 1049 911 637 205 172 4364 1209
internal_count=26754 19277 7477 13142 8423 4719 4913 2564 1896 1369 283 668 597 1696 446 386 6135 1771 242 1250 1728 447 3350 1049 911 637 205 172 4364 1209
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=66 62 62 67 68 64 55 67 64 64 69 60 68 43 67 68 40 64 46 67 53 31 15 38 3 29 32 32 40 21
split_gain=60973.3 34258.4 22459.8 17357.1 12412.3 10723.9 9818.06 8774.35 8481.32 7164.28 6663.59 5766.89 5569.37 4998.08 4713.33 4343.88 7632.5 5037.32 4734.82 4298.53 4282.07 4238.86 4325.21 3942.33 4124.68 3868.66 4285.35 3728.19 3600.98 3596.63
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 8 7 4 5 6 -3 15 12 14 -10 -8 20 -14 -4 17 27 18 -2 -15 25 28 -23 24 -13 26 -1 29 -9 -17
right_child=2 3 9 -5 -6 -7 11 21 10 -11 -12 23 13 19 -16 16 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.21631451549265118 -0.099876319350545029 0.67333109683317716 0.084891295403336092 0.058729818797461052 0.11168143681498902 0.18824378238853706 0.48631159743899038 -0.37079136894232989 -0.087487851124670779 -0.16192913020123401 -0.31708003061991297 0.12756395347279273 -0.11609259752433099 0.51910001254743998 -0.096480422307837752 -0.32315788222398584 -1.3974866874290237 -0.29207707703713293 0.44160710544665421 -0.02661888484964894 0.17342813218892236 -0.6627225953987923 -1.7263851059807673 -0.44665333508705418 0.87953018888279233 0.41323511365132459 0.44073137084643044 -0.93856961900272817 -0.74447148689517273 0.48875423590250222
leaf_weight=375 493 527 1348 7674 2679 1464 389 759 1860 2358 805 326 1678 108 1207 238 33 646 84 158 1036 89 21 47 36 65 50 39 135 27
leaf_count=375 493 527 1348 7674 2679 1464 389 759 1860 2358 805 326 1678 108 1207 238 33 646 84 158 1036 89 21 47 36 65 50 39 135 27
internal_value=0 0.0626799 -0.1616 0.123402 0.214166 0.312609 0.45002 -0.321542 -0.0673957 -0.0781289 -0.156839 0.302546 0.00129801 -0.0735321 -0.000789982 -0.222604 -0.43453 -0.164208 -0.0210468 0.194951 0.0966255 -0.47527 -0.865785 0.127766 0.202345 -0.0657573 -0.139015 -0.329998 -0.42722 -0.240435
internal_weight=0 19277 7477 13142 5468 2789 1325 2564 6135 4913 2665 798 3470 1944 2555 1560 337 1223 577 266 1526 1004 110 409 362 490 425 304 894 265
internal_count=26754 19277 7477 13142 5468 2789 1325 2564 6135 4913 2665 798 3470 1944 2555 1560 337 1223 577 266 1526 1004 110 409 362 490 425 304 894 265
is_linear=0
shrinkage=0.0666667


Tree=17
num_leaves=31
num_cat=0
split_feature=66 62 62 70 60 69 70 57 60 20 54 64 54 53 64 57 18 9 69 45 59 57 11 69 61 64 68 59 73 69
split_gain=49388.4 27749.3 18192.5 15864.4 9415.12 8784.33 8337.01 6361.15 6180.3 5536.39 7017.19 5196.26 4983.49 6394.25 4972 5622.89 4775.35 4759.81 4861.2 4676.95 4433.97 4323.15 4749.19 4290.45 4232.38 4055.48 4022.29 9575.92 4456.54 4110.99
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 6 14 4 5 11 23 12 20 17 -11 -3 13 -6 15 -2 -7 18 24 -19 -4 -13 -23 -1 -8 -25 27 29 -29 -5
right_child=2 3 8 26 7 16 9 -9 -10 10 -12 21 -14 -15 -16 -17 -18 19 -20 -21 -22 22 -24 25 -26 -27 -28 28 -30 -31
leaf_value=0.12301231200366856 0.026627719682971965 0.8273118823032144 0.29854184225328778 0.52006382701008169 1.0866199788637461 0.31168040921095097 -0.42817588279760638 0.088661631017724368 -0.18808705561541408 0.23683369911052812 -0.90222900430405195 0.78929771381468261 0.20729118352564591 0.36197246568403829 -0.58947140992347535 -0.42700269133567192 -0.23179053559022794 0.28837012329766265 -0.48106510780170847 -0.72343055369719023 -0.055130414977003411 0.37700535856431056 -0.54658677624538543 0.0094525178266752861 -0.031331641063050607 -0.31067179315240689 -0.03991473971163978 0.056222937716669891 -0.39231865825238588 0.068868177837274711
leaf_weight=1720 369 568 498 665 166 1194 364 2986 3185 71 227 221 1217 457 1142 1053 187 331 574 53 1230 428 64 1170 1027 598 2974 1464 261 290
leaf_count=1720 369 568 498 665 166 1194 364 2986 3185 71 227 221 1217 457 1142 1053 187 331 574 53 1230 428 64 1170 1027 598 2974 1464 261 290
internal_value=0 0.0846179 -0.218159 0.166593 0.262065 0.413045 -0.0909842 0.178785 -0.105474 -0.224801 -0.630842 0.601659 0.32504 0.555057 -0.434081 -0.309288 0.238089 -0.173289 -0.236216 0.148721 0.046796 0.421896 0.256863 0.0105673 -0.135179 -0.0988248 0.0401526 0.129004 -0.0116434 0.383052
internal_weight=0 19277 7477 13142 7488 2662 6135 4826 4913 2647 298 1281 1840 623 2564 1422 1381 2349 1965 384 1728 713 492 3488 1391 1768 5654 2680 1725 955
internal_count=26754 19277 7477 13142 7488 2662 6135 4826 4913 2647 298 1281 1840 623 2564 1422 1381 2349 1965 384 1728 713 492 3488 1391 1768 5654 2680 1725 955
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=57 56 64 54 58 55 56 58 54 67 70 54 16 70 56 9 23 55 31 51 58 46 67 32 29 23 55 0 56 31
split_gain=23965.7 16465.8 16530.9 11619.4 11790.9 10015.6 8122.64 7891 6538 6125.42 5766.86 4919.34 5437.47 4913.5 4901.4 5347.04 4575.63 4546.91 4308.62 4009.32 3925.58 5455.55 3864.59 4671.46 3826.98 3754.27 3741.94 4208.79 3670.5 3550.86
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=3 8 7 14 28 9 -7 17 20 10 -6 12 18 -4 15 24 -11 -3 -9 -20 21 26 -15 -24 -1 -22 -2 -28 -5 -10
right_child=1 2 13 4 5 6 -8 11 29 16 -12 -13 -14 22 -16 -17 -18 -19 19 -21 25 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.61024139756833129 1.5627374416589737 0.2921172371757797 -0.1745757836176012 0.56464765525806182 0.67892865911419475 0.11660617591181138 -0.23032165717154457 0.15849637661734198 0.040316475174276917 0.077180102065793108 0.088859004698814539 -0.21140030521407069 -0.48999960212325117 -0.26914505353993412 0.26559505155104446 1.5206264123320581 -0.83353611507498826 0.018400605789102072 -0.67853746587394648 0.63493083879865453 0.21283937888876656 -0.46411233577132233 -0.44531977435924291 -1.1611355875547116 -0.4774245598249966 -0.36571166508197783 0.3795231686616844 1.3971934859175237 0.21161596476482034 -0.24173211071802869
leaf_weight=319 40 902 3411 367 381 999 2080 1170 3903 577 293 2186 181 1603 1766 60 61 1855 117 29 1092 50 739 104 36 125 265 48 1491 504
leaf_count=319 40 902 3411 367 381 999 2080 1170 3903 577 293 2186 181 1603 1766 60 61 1855 117 29 1092 50 739 104 36 125 265 48 1491 504
internal_value=0 -0.0641955 -0.13056 0.13954 0.0701809 -0.0191721 -0.117759 -0.0199881 0.0712082 0.212191 0.422415 -0.115761 0.0238978 -0.252137 0.338266 0.647512 -0.00989465 0.107952 0.0945782 -0.417643 0.242993 0.513506 -0.360298 -0.533629 0.499943 0.153415 0.651979 0.535588 0.281348 0.00806041
internal_weight=0 18324 12297 8430 6249 4391 3079 6440 6027 1312 674 3683 1497 5857 2181 415 638 2757 1316 146 1620 403 2446 843 355 1217 353 313 1858 4407
internal_count=26754 18324 12297 8430 6249 4391 3079 6440 6027 1312 674 3683 1497 5857 2181 415 638 2757 1316 146 1620 403 2446 843 355 1217 353 313 1858 4407
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=66 70 67 60 67 56 67 70 69 60 58 14 57 59 55 28 54 20 31 63 57 11 28 69 57 19 3 57 59 30
split_gain=39343.3 17998.7 15163.8 12164.7 8808.03 8235.14 7134.35 6611.97 6037.81 5408.66 5235.86 4929.05 4852.65 4854.23 4773.63 4449.2 4423.23 4546.4 4326.07 4885.45 4308.42 4240.78 4193.49 4149.43 5965.98 4065.75 3844.39 5702.95 3843.65 4541.95
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 1.5000000000000002 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=1 2 5 12 8 20 7 11 9 18 -7 23 16 -14 -11 -10 -2 -18 21 -20 -1 -3 -4 24 -5 -9 -16 -28 -12 -30
right_child=3 4 22 6 -6 10 -8 25 15 14 28 -13 13 -15 26 -17 17 -19 19 -21 -22 -23 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.48518774616098581 0.57809904962778091 0.21340568335234433 0.065147569067761812 0.35575549271753126 -0.097117442827910877 0.24465706272462712 -0.27438162794855858 -0.2545586669081788 -0.094274217546382669 0.18189886470564648 0.16914428684351307 0.3675741008502974 0.12052722914237403 -0.12383554298513773 -0.10493826353447219 0.24139974318971538 0.15205624200250725 -0.53342794006069494 -0.76559903234243398 0.15331224168185145 0.24894793300432227 0.65451910179734962 -0.095721429938876793 -0.16235588981375382 -0.10345215593758501 0.098034958096175656 0.84834391308479573 -0.10733025378237168 0.0060974774278929333 -0.52696724986099497
leaf_weight=530 96 870 6078 217 3875 1116 2320 1278 1544 559 678 139 494 1345 921 198 413 48 40 72 973 109 817 664 299 164 49 64 705 79
leaf_count=530 96 870 6078 217 3875 1116 2320 1278 1544 559 678 139 494 1345 921 198 413 48 40 72 973 109 817 664 299 164 49 64 705 79
internal_value=0 0.0503494 0.106371 -0.129809 -0.0237248 0.208224 -0.188203 -0.115789 0.0405311 0.103261 0.135914 -0.0079187 -0.0059792 -0.0581938 0.0249423 -0.0561207 0.166413 0.0806826 0.217617 -0.17487 0.332253 0.262518 0.0460859 -0.0521505 0.0896642 -0.214458 -0.0599114 0.307077 0.0529057 -0.047617
internal_weight=0 19277 10976 7477 8301 4081 5081 2761 4426 2684 2578 1319 2396 1839 1593 1742 557 461 1091 112 1503 979 6895 1180 516 1442 1034 113 1462 784
internal_count=26754 19277 10976 7477 8301 4081 5081 2761 4426 2684 2578 1319 2396 1839 1593 1742 557 461 1091 112 1503 979 6895 1180 516 1442 1034 113 1462 784
is_linear=0
shrinkage=0.0666667


Tree=20
num_leaves=31
num_cat=0
split_feature=66 70 67 67 70 67 56 14 43 58 37 57 54 70 57 54 34 55 18 43 68 54 59 18 19 47 9 20 58 73
split_gain=38781.9 21491.9 18896.1 12574.1 11667.2 10077.8 8877.18 7847.73 5913.04 5719.59 6716.31 5410.23 4910.28 4731.25 4401.14 4385.83 4359.78 4267.36 4122.47 4339.92 4091.23 4553.41 4285.12 5858.1 4066 3620.63 3651 3462.14 3911.73 3454.08
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=1 2 6 4 7 20 14 11 -9 16 17 25 -4 -5 -1 -15 -8 -11 19 -17 21 22 23 -3 -6 26 -2 28 -14 -19
right_child=3 5 12 13 24 -7 9 8 -10 10 -12 -13 27 15 -16 18 -18 29 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.19059346872786026 0.11121689037730295 0.24334638466724773 0.04707130114386468 -0.070711821781204054 -0.074105838002649124 -0.041047398084290927 0.081257304833171923 0.10818283516117957 0.48385337514181936 0.057423525437843639 0.1555890361494992 -0.026154076572512622 0.026508665791081611 -0.029896701575527266 0.10105542713730287 -0.17907617926793942 0.23793696358203889 -0.015244275488260184 -0.023283330745556774 -0.39864882295534243 -0.0069791696087656944 0.013982803127538634 0.053132823962864666 -0.17344883183638254 0.03584026928578693 -0.10030082005419229 -0.057584531888520959 0.064440517641904976 -0.023769517702396555 -0.17385772867316399
leaf_weight=530 483 173 2221 2465 1925 3875 991 206 30 512 207 1302 1520 155 973 351 125 644 85 67 2495 1276 458 24 236 76 96 495 2659 99
leaf_count=530 483 173 2221 2465 1925 3875 991 206 30 512 207 1302 1520 155 973 351 125 644 85 67 2495 1276 458 24 236 76 96 495 2659 99
internal_value=0 0.0187458 0.041702 -0.0483299 -0.0208728 -0.0116081 0.0843392 0.0197517 0.155938 0.0561857 0.0236515 0.00332865 0.0164661 -0.08661 0.132629 -0.146168 0.0988065 0.00188973 -0.181997 -0.214271 0.0141663 0.0414879 0.0950702 0.192569 -0.0620988 0.061934 0.0832291 0.001923 -0.00548217 -0.0363785
internal_weight=0 19277 10976 7477 4354 8301 4081 2193 236 2578 1462 1957 6895 3123 1503 658 1116 1255 503 418 4426 1931 655 197 2161 655 579 4674 4179 743
internal_count=26754 19277 10976 7477 4354 8301 4081 2193 236 2578 1462 1957 6895 3123 1503 658 1116 1255 503 418 4426 1931 655 197 2161 655 579 4674 4179 743
is_linear=0
shrinkage=0.025


Tree=21
num_leaves=31
num_cat=0
split_feature=60 64 67 54 54 64 68 55 21 14 11 37 25 31 55 11 47 48 53 35 31 33 35 7 35 61 11 55 30 43
split_gain=27689.7 14345.3 8649.1 8091.12 5904.72 5738.31 6918.84 5454.35 5903.22 4371.33 4018.01 5235.31 7454.19 5793.13 3992.9 3707.72 4395.22 3444.98 3351.48 4075.06 3819.15 3270.24 3065.39 2792.26 2791.13 2782.14 2770.38 4416.36 3827.05 2765.76
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 3 5 -2 9 6 14 8 -5 -3 11 12 -7 17 29 -9 21 -14 19 26 -20 -17 -16 -10 -8 -21 -6 -28 -29 -1
right_child=1 4 -4 7 18 10 24 15 23 -11 -12 -13 13 -15 22 16 -18 -19 20 25 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.49267376037755117 0.11130374626406483 -0.072798763482464196 0.023846650883189574 0.00505974826451104 -0.10552491308205214 0.064943466045487896 0.15025642919887125 -0.07302245524606614 0.29306418251215932 0.25968833016218451 0.38793644029819052 0.37823859456213804 -0.1207728057074699 -1.5308005559002913 0.32087166897952563 -0.29819389758163328 -0.90654584397287941 -1.0089731408217375 -0.20007339486679965 -1.2479911724158699 -0.46910997404347338 0.38074192835734449 -0.27303168862552968 1.0216669442103459 -0.37697745768462915 -0.33838907346930558 -0.35190175377961364 0.59118582000409758 -0.54788493384014492 1.0685483834000884
leaf_weight=427 3273 2467 3788 2128 1645 1588 1169 3423 246 282 260 277 157 27 971 358 68 34 3167 28 378 52 59 39 68 93 66 133 22 61
leaf_count=427 3273 2467 3788 2128 1645 1588 1169 3423 246 282 260 277 157 27 971 358 68 34 3167 28 378 52 59 39 68 93 66 133 22 61
internal_value=0 -0.0573945 0.115409 0.00922575 -0.134521 0.183443 0.261715 -0.0436886 0.050852 -0.0386913 0.0914075 0.0543948 0.00472436 -0.433936 0.37616 -0.102168 -0.310879 -0.278882 -0.182142 -0.0989702 -0.228761 -0.212085 0.286852 0.392768 0.121273 -0.548876 -0.0697962 0.196148 0.429511 0.564658
internal_weight=0 17868 8886 9587 8281 5098 2755 6314 2413 2749 2343 2083 1806 218 1518 3901 478 191 5532 1987 3545 410 1030 285 1237 121 1866 221 155 488
internal_count=26754 17868 8886 9587 8281 5098 2755 6314 2413 2749 2343 2083 1806 218 1518 3901 478 191 5532 1987 3545 410 1030 285 1237 121 1866 221 155 488
is_linear=0
shrinkage=0.08


Tree=22
num_leaves=31
num_cat=0
split_feature=62 66 66 67 59 68 58 55 67 67 2 67 57 3 31 60 56 22 55 63 56 18 73 51 68 40 31 15 14 58
split_gain=39910.2 16640.4 13641.9 10631 10654.5 7867.92 7799.85 6564.71 5890.49 5420.4 5177.2 4380.42 4285.61 5670.47 4085.15 5157.29 5241.61 5725.32 6285.14 4020.72 5097.24 3950.04 3856.23 3583.42 3448.42 6082.77 3369.03 3505.58 3427.9 3883.14
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 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
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 3 9 4 5 7 -6 -2 24 -1 -7 -3 -9 19 15 -8 23 -18 -19 20 -14 -16 -11 -17 -4 -26 28 -28 -10 -30
right_child=1 11 8 -5 6 10 14 12 26 22 -12 -13 13 -15 21 16 17 18 -20 -21 -22 -23 -24 -25 25 -27 27 -29 29 -31
leaf_value=-0.00010738565311436698 0.77584174609487522 0.0083289563436855802 -0.14168854888186416 0.056296449179347716 0.26653945744449503 0.24961625449988417 0.19638282825872289 0.5935720601748633 -0.46888365832226375 -0.1949780393492398 -0.33492826783388363 -0.15055189537687561 0.53234511743630142 1.0035213690113138 -0.13760652658895828 0.018570760746081397 -0.18582851140937029 -2.1507698964813482 -0.33262597521146137 -0.95105236768722523 -0.080729338670304657 -0.97589188714822139 0.069631636921958104 0.74673318038196679 -0.32610791349444501 -1.517324584526847 -0.67217494922686605 -1.8691639938051741 -0.97877051495015632 0.32450321910185215
leaf_weight=3039 393 2794 1223 7674 1417 765 876 323 797 2649 122 2119 155 54 178 410 354 23 31 24 240 50 447 53 304 33 89 21 20 77
leaf_count=3039 393 2794 1223 7674 1417 765 876 323 797 2649 122 2119 155 54 178 410 354 23 31 24 240 50 447 53 304 33 89 21 20 77
internal_value=0 0.0706484 -0.146633 0.119564 0.208355 0.357046 0.117352 0.497168 -0.308057 -0.0791684 0.169217 -0.0601971 0.359582 0.199796 0.0103146 0.0536118 -0.0899788 -0.307751 -1.10702 0.0962129 0.159844 -0.321441 -0.156774 0.101924 -0.206727 -0.442755 -0.465503 -0.900691 -0.411956 0.055787
internal_weight=0 18055 8699 13142 5468 2076 3392 1189 2564 6135 887 4913 796 473 1975 1747 871 408 54 419 395 228 3096 463 1560 337 1004 110 894 97
internal_count=26754 18055 8699 13142 5468 2076 3392 1189 2564 6135 887 4913 796 473 1975 1747 871 408 54 419 395 228 3096 463 1560 337 1004 110 894 97
is_linear=0
shrinkage=0.0833333


Tree=23
num_leaves=31
num_cat=0
split_feature=56 58 54 67 68 37 67 55 50 23 35 31 68 21 43 55 40 27 63 71 14 48 37 7 67 31 2 49 54 16
split_gain=17385.7 12563.4 11471.6 6948.53 5331.86 4615.09 4788.4 4176.84 4071.42 4065.03 4020.25 3902.07 4891.17 3495.36 3939.45 3478.99 3488.58 4979.35 4246.64 6060.34 3449.03 3440.81 3405.69 6505.05 3377.83 3319.56 3692.58 4572.48 3370.44 3159.08
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=3 7 11 4 13 15 -7 9 -6 24 21 20 -13 22 -15 -4 -17 -18 -19 -20 -3 -8 25 -24 -2 28 27 -27 -1 -10
right_child=1 2 5 -5 8 6 10 -9 29 -11 -12 12 -14 14 -16 16 17 18 19 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.48561975090739395 0.26594885099683507 0.016201872777949149 -0.13224353732375421 0.028695125451745157 0.13116100382737392 0.2448184981938154 -0.14614868071793721 0.0054740277587627187 -0.17532530783236713 0.58661907962115689 0.74554277095337251 0.033994140342942313 -0.60656935594010131 0.45112666979861954 1.4097324247713443 -0.24062822686789356 -0.372553188903056 0.17310603842139247 -2.91838755132187 -0.95284622616825565 0.32595487119055433 -0.81999375960984067 0.73434562204375076 -0.73216755881029016 -0.013933303084145943 -0.12133482393888845 0.74262638081502363 -1.4922938860182104 0.17559902800538113 -1.2424966480244291
leaf_weight=483 871 3398 2601 4005 1336 463 453 4914 174 217 43 266 216 208 54 3254 509 20 21 62 402 91 274 34 854 151 38 29 1280 33
leaf_count=483 871 3398 2601 4005 1336 463 453 4914 174 217 43 266 216 208 54 3254 509 20 21 62 402 91 274 34 854 151 38 29 1280 33
internal_value=0 -0.0531153 -0.115671 0.122344 0.213957 -0.190091 0.00436621 0.0545417 0.0672211 0.178702 -0.185292 0.0149723 -0.253063 0.302713 0.648702 -0.221664 -0.281825 -0.500866 -1.13496 -1.45015 0.0489705 -0.258869 0.26311 0.572458 0.127387 0.215014 -0.153111 -0.342212 0.260534 -0.345454
internal_weight=0 18655 11799 8099 4094 7517 1050 6856 1543 1942 587 4282 482 2551 262 6467 3866 612 103 83 3800 544 2289 308 1725 1981 218 180 1763 207
internal_count=26754 18655 11799 8099 4094 7517 1050 6856 1543 1942 587 4282 482 2551 262 6467 3866 612 103 83 3800 544 2289 308 1725 1981 218 180 1763 207
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=66 70 56 64 57 68 69 59 64 33 70 69 14 58 10 69 63 52 56 15 67 69 15 3 55 70 70 49 15 68
split_gain=25593.7 15121.3 8862.16 7491.36 6193.26 6136.62 7154.59 5745.26 6097.16 5436.9 5256.97 6428.37 5460.16 5020.32 4794.77 4087.06 4167.77 3963.12 3738.53 3712.82 3711.68 4831.25 4313.06 4050.48 6564.4 5565.98 3778.24 3632.38 3628.08 3636.01
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 10 9 6 14 8 15 -3 11 28 19 18 -1 16 -4 -10 -6 -13 26 23 -23 25 -25 -22 -5 -28 29 -2
right_child=3 4 7 20 13 -7 -8 -9 17 -11 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 21 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.40615841090032101 0.25902545830709189 0.022729003839328903 0.62511739423942014 -0.030809908260267173 0.14952857893515425 0.0801409242068883 0.11838439096146824 0.0025474757423594578 0.042937698555420116 0.30196132485211796 -0.12294247514809067 -0.15572362069612533 0.28026239511016365 -0.099922201238017858 -0.0048735725115507077 0.11634461197601663 0.23470574235220754 -0.41480043503145386 -0.032634524394603251 0.14646868250185721 -0.10039437546765427 -0.40845524022905089 -1.2504156870108387 -1.2444217069311578 -0.25212147183208306 -0.50224996972829106 -0.23104123807347179 0.097394228090914053 -0.16816531050609043 0.014046860150668933
leaf_weight=806 593 2222 126 1086 557 1800 932 4497 1255 283 1578 1016 143 3747 117 921 450 72 1492 171 897 139 26 33 88 144 948 139 131 345
leaf_count=806 593 2222 126 1086 557 1800 932 4497 1255 283 1578 1016 143 3747 117 921 450 72 1492 171 897 139 26 33 88 144 948 139 131 345
internal_value=0 0.0365483 0.0827619 -0.0942278 -0.0245576 0.159065 0.235648 0.0446678 0.111741 0.054275 -0.0378869 0.0180605 -0.0699936 -0.0586287 0.354056 0.194747 0.320108 0.0181019 0.0168847 -0.11219 -0.158247 -0.237315 -0.541128 -0.194174 -0.522749 -0.155982 -0.109963 -0.189043 0.127613 0.168921
internal_weight=0 19277 10976 7477 8301 3655 1855 7321 2824 2505 3977 2399 1330 5796 923 1497 576 1327 2049 1187 3500 1327 165 1162 121 1041 2173 1087 1069 938
internal_count=26754 19277 10976 7477 8301 3655 1855 7321 2824 2505 3977 2399 1330 5796 923 1497 576 1327 2049 1187 3500 1327 165 1162 121 1041 2173 1087 1069 938
is_linear=0
shrinkage=0.06


Tree=25
num_leaves=31
num_cat=0
split_feature=60 70 59 64 69 69 54 58 2 56 26 38 31 31 41 56 64 56 69 54 44 14 38 64 59 63 27 70 71 54
split_gain=21377.2 11420.3 7790.58 7246.32 7094.77 5923.09 5340.94 4716.68 5432.24 4362.84 6979.14 5267.47 4326.13 4159.21 5106.11 4084.63 4033.06 5096.43 5338.95 5679.83 4196.62 5586.23 4029.05 3965.97 3824.18 4276.43 3755.41 6450.33 5931.36 3666.35
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 2.5000000000000004 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 3 4 5 23 -2 13 8 -8 -9 11 26 15 -4 -15 -5 -3 -18 24 -20 21 -21 -6 -1 -19 -26 -11 -28 -29 -7
right_child=1 16 6 12 22 29 7 9 -10 10 -12 -13 -14 14 -16 -17 17 18 19 20 -22 -23 -24 -25 25 -27 27 28 -30 -31
leaf_value=0.56233348777311232 0.22673016127586665 -0.09166921918214932 0.27333058829490958 0.094691725115265329 0.13787844962649798 0.15498810001848007 0.21968243113901786 0.10898371225271677 -0.34702505833314112 0.030585538266814857 -0.89305064884515917 -0.50663046680968182 -0.33929746031610519 0.027302361519378461 -1.2931499958038331 -0.11346419973257418 -0.053088974763283184 -0.054269312322425857 -0.043821035444209011 -0.60905006095462921 -2.2753171253204347 -1.9769015097552363 -0.48486481182277202 0.24242786438501526 -0.39733024869539368 0.43593935117985194 0.11654364405596843 0.17957827069929669 -1.3671862943930662 -0.063858836712383252
leaf_weight=803 1912 4195 1547 1373 774 1137 1421 1032 192 1425 117 271 578 157 36 3008 1020 651 113 245 20 34 120 749 1174 65 122 35 85 2343
leaf_count=803 1912 4195 1547 1373 774 1137 1421 1032 192 1425 117 271 578 157 36 3008 1020 651 113 245 20 34 120 749 1174 65 122 35 85 2343
internal_value=0 -0.0630371 0.126755 0.00509185 0.278686 0.0853317 0.0690497 0.0136392 0.152226 -0.058774 -0.14302 -0.0977398 -0.0821542 0.218722 -0.219 -0.0482284 -0.156851 -0.239163 -0.321611 -0.647791 -0.876048 -0.775742 0.0542888 0.407946 -0.250507 -0.353616 -0.0312675 -0.395485 -0.916047 0.00764374
internal_weight=0 17868 8886 10351 2446 5392 6440 4700 1613 3087 2055 1938 4959 1740 193 4381 7517 3322 2302 412 299 279 894 1552 1890 1239 1667 242 120 3480
internal_count=26754 17868 8886 10351 2446 5392 6440 4700 1613 3087 2055 1938 4959 1740 193 4381 7517 3322 2302 412 299 279 894 1552 1890 1239 1667 242 120 3480
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=62 57 66 66 60 58 64 55 67 64 3 47 41 19 14 37 4 68 69 10 42 58 69 54 55 54 67 68 57 42
split_gain=29100.3 10774.5 9159.97 7140.62 6884.32 5306.52 4939.39 4192.9 4153.91 3822.33 4019.89 3834.52 4079.51 3869.63 3765.55 4344.24 3745.38 4197.63 4206.9 3558.63 3450.89 3320.56 3169.04 3231.49 3070.82 3055.43 3951.34 3052.89 3294.42 6592.99
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 9 5 22 7 24 25 -4 10 -1 12 27 14 15 -13 -10 18 -18 -14 -5 -8 23 -2 -6 26 -3 28 29 -11
right_child=1 3 8 20 6 -7 21 -9 16 11 -12 13 19 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.023891583911495293 0.74584271061691376 0.98146264044929754 -0.20687072521732311 -0.068007926389546988 0.37670882685739177 -0.001267665146206336 0.19340622829827103 0.083383711600083704 -0.53676669353373307 -0.014673461137108979 -0.31461886855011639 -0.31676542773909339 0.071787950711963824 -1.4772411346435548 0.46760636568069458 -1.3235463505645968 0.91461562407868247 -1.1349750908820526 -0.48295529331479758 1.0406314186074519 -0.36591589683914627 -0.089278766919739849 0.17764889422271934 0.35055111167657615 0.1317769958299044 0.22482218052421155 0.21751724901524458 -0.34473496466057052 -0.18701041290886278 1.1676210831318583
leaf_weight=3074 275 139 1560 2821 746 5058 592 2405 890 299 396 224 274 35 46 53 56 23 35 44 451 1394 707 834 1631 870 132 718 916 56
leaf_count=3074 275 139 1560 2821 746 5058 592 2405 890 299 396 224 274 35 46 53 56 23 35 44 451 1394 707 834 1631 870 132 718 916 56
internal_value=0 0.072392 -0.150251 0.0166705 0.179488 0.0644882 0.11139 0.158282 -0.308982 -0.0839132 -0.0147396 -0.173982 -0.126729 -0.478483 -0.370259 -0.509399 -0.467641 0.0720229 0.377088 0.205842 -0.10907 -0.00501416 0.343097 0.448572 0.208647 0.316153 0.609356 -0.1799 -0.0867837 0.171829
internal_weight=0 18055 8699 11876 6179 8604 4363 3546 2564 6135 3470 2665 2307 358 323 277 1004 114 91 318 3272 1986 1816 1109 2377 1141 271 1989 1271 355
internal_count=26754 18055 8699 11876 6179 8604 4363 3546 2564 6135 3470 2665 2307 358 323 277 1004 114 91 318 3272 1986 1816 1109 2377 1141 271 1989 1271 355
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=62 70 67 67 64 60 64 69 59 56 50 70 20 32 59 63 56 26 47 55 37 60 58 7 47 58 53 46 72 59
split_gain=34453.2 14822.3 13923.9 7838.39 7276.49 5283.36 5172.77 7786.4 4885.94 5175.94 4993.82 4346.25 4259.05 4701.57 4149.59 4569.77 4157.53 4135.31 3987.16 3714.4 3472.89 3247.74 3335.69 3237.76 3166.86 3163.35 4204.89 6174.17 3323.46 3082.05
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 2 4 5 8 -1 7 24 17 10 -10 -5 13 -13 15 -3 -16 19 -15 -2 -6 22 -11 -24 29 -18 27 -27 -29 -4
right_child=1 14 6 11 20 -7 -8 -9 9 21 -12 12 -14 18 16 -17 25 -19 -20 -21 -22 -23 23 -25 -26 26 -28 28 -30 -31
leaf_value=0.018862031579754242 0.23391013060992405 0.027022923171818848 0.13987773267712111 -0.047329959197384475 0.02611235994993873 -0.037700554774966727 -0.0062031205890926179 0.014429496013805982 0.16050815369841109 0.16428739941756057 -0.074972479534335432 -0.068014656272826698 -0.22425085432756289 -0.16213945593459136 0.010091645783790371 -0.12871970712778069 -0.0099262294655597938 -0.084438198110596704 -0.5188262007158736 0.12528294967673381 0.12212924529508135 -0.032280046605425917 -0.036262951462872721 0.28200689865195233 0.21758404685692356 -0.07494031359791474 -0.023946314731618731 -0.3468823677741078 0.01090390957891941 0.042421539697899385
leaf_weight=1564 306 2336 335 2686 1602 3035 3215 2489 467 157 64 1102 157 132 1780 124 1428 44 23 551 276 306 152 23 121 716 943 86 20 514
leaf_count=1564 306 2336 335 2686 1602 3035 3215 2489 467 157 64 1102 157 132 1780 124 1428 44 23 551 276 306 152 23 121 716 943 86 20 514
internal_value=0 0.0196923 0.0386409 -0.0408718 0.0758563 -0.0184651 0.0166262 0.0378452 0.108184 0.0744642 0.132126 -0.0660057 -0.101482 -0.0861476 -0.00738594 0.0191725 -0.0205236 0.151934 -0.215067 0.164069 0.0402235 0.0264728 0.0806244 0.0055668 0.0979293 -0.0375907 -0.0599731 -0.101303 -0.279376 0.080876
internal_weight=0 18055 10622 8699 3948 4599 6674 3459 2070 1169 531 4100 1414 1257 7433 2460 4973 901 155 857 1878 638 332 175 970 3193 1765 822 106 849
internal_count=26754 18055 10622 8699 3948 4599 6674 3459 2070 1169 531 4100 1414 1257 7433 2460 4973 901 155 857 1878 638 332 175 970 3193 1765 822 106 849
is_linear=0
shrinkage=0.025


Tree=28
num_leaves=31
num_cat=0
split_feature=62 66 66 68 69 58 0 51 4 50 14 38 50 22 57 53 11 35 26 28 31 20 49 54 73 4 61 9 44 54
split_gain=24620.9 11459.9 8930.03 8113.69 9239.34 4638.22 4126.53 4903.32 3292.24 5114.71 7679.72 4079 4006.58 3942.52 3391.3 3851.64 4014.43 3762.75 3929.79 3482.69 3283.32 3246.27 4127.44 3874.57 5165.05 3900.91 3227.51 3155.58 3650.55 3121.45
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 3 -1 4 5 -2 -7 -8 9 14 11 13 -10 -11 15 -4 20 18 19 -16 -17 23 -23 25 -25 -6 29 -28 -29 -3
right_child=1 26 8 -5 21 6 7 -9 12 10 -12 -13 -14 -15 17 16 -18 -19 -20 -21 -22 22 -24 24 -26 -27 27 28 -30 -31
leaf_value=-0.072704071413786139 0.44822589172786692 0.069533632932650177 -0.78355220419264615 0.040850424822164361 0.12319257996914874 0.27819156401442219 -0.25295907765972298 0.79837692586275244 -0.1370225221052766 -0.62565030641853814 0.58449332274888688 -2.1033211160589147 0.88797250186403598 -1.8619512438774111 -0.33125459537574736 0.28250857838686627 -0.77967755907773972 -1.0388695880452072 -0.98047910533135851 0.18748221971351525 -0.65688341275478412 0.20132972001760444 1.1497218315709723 0.010685292899522747 -0.48589607021521508 0.80062686266998451 0.032577945474564045 -0.31824014383129573 0.83994869610358924 -0.25790393447908239
leaf_weight=6135 1409 382 62 6925 742 1628 302 52 250 184 38 27 45 30 1205 326 50 76 84 145 42 277 55 1410 246 96 2836 442 29 1224
leaf_count=6135 1409 382 62 6925 742 1628 302 52 250 184 38 27 45 30 1205 326 50 76 84 145 42 277 55 1410 246 96 2836 442 29 1224
internal_value=0 0.0665877 -0.138204 0.115299 0.198227 0.309516 0.210907 -0.0985255 -0.29493 -0.335788 -0.736764 -0.945095 0.0193327 -0.798964 -0.279571 -0.0480321 0.0610642 -0.353173 -0.316832 -0.275538 0.175295 0.0646879 0.358443 0.0255834 -0.0630822 0.200798 -0.0637136 -0.0072309 -0.246929 -0.18002
internal_weight=0 18055 8699 13142 6217 3391 1982 354 2564 2269 279 241 295 214 1990 480 418 1510 1434 1350 368 2826 332 2494 1656 838 4913 3307 471 1606
internal_count=26754 18055 8699 13142 6217 3391 1982 354 2564 2269 279 241 295 214 1990 480 418 1510 1434 1350 368 2826 332 2494 1656 838 4913 3307 471 1606
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=66 57 56 60 60 68 64 37 68 41 22 23 57 47 56 54 38 18 42 61 64 57 47 14 35 72 63 48 54 45
split_gain=17188.8 9684.12 7799.25 7305.76 6373.6 4503.47 4325.78 4038.7 3529.51 5090.02 3791.87 3514.49 4304.83 3507.51 3418 3238.69 4662.21 4074.3 3444.76 3712.35 3182.35 3153.92 2910.74 2912.7 2903.34 2901.57 3768.18 2868.21 2849.7 3056.52
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 1.5000000000000002 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 14 21 -3 -4 8 10 20 28 12 -6 -12 25 16 17 -14 19 -19 -10 -2 23 -16 -9 -1 -27 -18 -5 -30
right_child=4 2 6 7 11 -7 -8 24 9 -11 13 -13 15 -15 22 -17 27 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.73881144803990884 0.21421890051991976 0.21028415020140631 0.012127008142412342 0.37230152246083364 -0.024983172520752727 0.011007458863367698 -0.13037146779861369 0.2650228263649384 -0.033643259731232257 0.32479659154782325 -0.46107020194039627 -0.43081374965506525 -0.064044622277578636 0.61331255645365335 0.25421377471678425 -0.3066880418520157 0.67495506149124018 -1.2900129868338506 -1.5937584345710689 -0.12638941188221395 -0.34985281651839617 -0.057394118534321054 0.62663479377691811 -0.25036488223704512 1.1776641653598967 -0.86976988656180243 0.75662125916830425 -0.57583550214767454 0.031909189561972445 0.45363475515348156
leaf_weight=287 557 2190 4518 552 1506 2352 4031 602 1033 293 170 550 726 37 1077 1987 110 36 29 115 460 1839 185 128 37 28 29 22 1063 205
leaf_count=287 557 2190 4518 552 1506 2352 4031 602 1033 293 170 550 726 37 1077 1987 110 36 29 115 460 1839 185 128 37 28 29 22 1063 205
internal_value=0 0.0499198 0.00119733 0.153028 -0.128702 0.107092 -0.0550635 0.085205 0.0462143 -0.0562824 0.136525 -0.192103 -0.163127 -0.269031 0.327161 -0.231902 -0.0887418 -0.169636 -0.595524 -0.40381 -0.131069 0.00574797 0.257316 0.200615 0.317867 0.609382 -0.0423077 0.46649 0.182651 0.10009
internal_weight=0 19277 13091 6186 7477 4542 8549 4452 3813 1786 2027 5081 4531 207 1734 3025 1038 906 180 151 1493 2396 1390 1205 639 344 57 132 1820 1268
internal_count=26754 19277 13091 6186 7477 4542 8549 4452 3813 1786 2027 5081 4531 207 1734 3025 1038 906 180 151 1493 2396 1390 1205 639 344 57 132 1820 1268
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=62 60 66 66 23 58 56 54 56 67 73 52 25 37 13 67 4 12 70 73 53 54 9 37 46 70 28 5 70 28
split_gain=27306.2 11469 8982.39 6953.79 5078.1 4937.79 4905.28 4554.92 3872.36 3802.52 3531.78 4808.91 3539.55 3524.41 3359.84 3320.51 3303.42 3771.73 3796.18 3219.91 3215.65 5247.28 3445.87 4352.4 3828.51 3386.76 3134.46 4308 3123.09 3220.03
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=2 5 9 6 15 -2 -3 -7 -9 20 12 -12 16 -14 -6 -4 17 26 -19 28 21 -1 -22 24 -24 -23 -8 -28 -11 -30
right_child=1 3 4 -5 14 7 10 8 -10 19 11 -13 13 -15 -16 -17 -18 18 -20 -21 22 25 23 -25 -26 -27 27 -29 29 -31
leaf_value=-0.23517646363064582 0.1225027325357213 0.061695787101005643 -0.063364101319063101 -0.046055525664275218 -0.34138207503634954 0.10923744894316363 -0.012222423496543944 0.084247251095601661 -0.010859389807714455 -0.046374451253967115 -0.054749732904040366 -0.44826784857997198 0.066120916462429916 0.35738881924748422 0.096070312261581428 -0.16168009916707812 0.10611212929327524 0.21809714295319829 -0.044597610958417265 0.03616298032953702 0.0032909394151556335 0.074548485309737081 0.13707514282173783 -0.21462322744230433 0.54031055008823226 -0.11480257346665951 -0.075969671638778019 -0.44606734144687654 -0.16064256378862141 0.076672878434845049
leaf_weight=219 2028 3265 1395 3185 230 1323 2856 1023 2073 1660 622 54 393 80 32 907 418 213 150 447 1850 350 262 48 44 266 312 60 887 102
leaf_count=219 2028 3265 1395 3185 230 1323 2856 1023 2073 1660 622 54 393 80 32 907 418 213 150 447 1850 350 262 48 44 266 312 60 887 102
internal_value=0 0.02805 -0.0582184 0.00429116 -0.121092 0.0708283 0.0233288 0.0471135 0.0205664 -0.0319416 -0.000957362 -0.0861846 0.0118971 0.115384 -0.287953 -0.102101 -0.000312771 -0.0127009 0.109546 -0.0631415 -0.000156461 -0.067005 0.0251695 0.139507 0.195057 -0.00721674 -0.0264479 -0.135663 -0.0798984 -0.136167
internal_weight=0 18055 8699 11608 2564 6447 8423 4419 3096 6135 5158 676 4482 473 262 2302 4009 3591 363 3096 3039 835 2204 354 306 616 3228 372 2649 989
internal_count=26754 18055 8699 11608 2564 6447 8423 4419 3096 6135 5158 676 4482 473 262 2302 4009 3591 363 3096 3039 835 2204 354 306 616 3228 372 2649 989
is_linear=0
shrinkage=0.04


Tree=31
num_leaves=31
num_cat=0
split_feature=62 70 64 69 64 27 53 29 1 69 23 55 69 56 25 9 38 70 71 14 55 24 59 63 46 24 50 27 0 48
split_gain=20597.9 9614.2 8291.08 9853.12 5190.65 4348.13 4197.13 4160.48 4117.34 4037.74 6143.08 4817.94 3785.69 4294.37 4115.5 4026.45 5612.72 4978.65 8337.72 4573.59 4530.55 3810.39 3784.65 3986.56 3484.47 4663.6 3448.54 3342.85 3267.12 3179.38
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 2.5000000000000004 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 3 24 6 -5 7 8 -1 28 11 -11 14 21 -6 16 17 19 -19 26 -17 -14 23 -3 25 -2 -15 29 -8 -20
right_child=1 22 -4 5 12 -7 9 -9 -10 10 -12 -13 13 15 -16 20 -18 18 27 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.21854035112081105 0.38263831939180387 0.10445684196877179 0.02989500808362602 0.06065402642350845 -0.19326892482815794 0.371206511259079 0.046407194852257 0.27347536898321578 -0.86055883990751747 -0.33819480829904625 -0.5884106364534718 0.061224250703945729 -0.10230908910403165 -0.28227907622195969 0.2036410321758062 1.1485725065757488 -1.1860614464387425 0.28176929630884312 -1.4338055991567673 0.6136250701605106 -0.25646365081722083 1.2721122207848923 -0.076514338515001321 -0.47740406410227865 0.05994480137336762 0.92230302313519597 -1.1198922904474395 -2.3792311997367785 0.42347503387785052 -0.01579079514458066
leaf_weight=998 1519 2336 5093 3019 2410 530 1511 153 111 402 232 1214 164 402 293 29 117 41 64 51 110 23 4973 124 282 179 56 26 271 21
leaf_count=998 1519 2336 5093 3019 2410 530 1511 153 111 402 232 1214 164 402 293 29 117 41 64 51 110 23 4973 124 282 179 56 26 271 21
internal_value=0 0.0609051 0.121948 0.206742 -0.12641 0.107031 -0.0582665 -0.215359 -0.2828 -0.00365188 -0.107218 -0.0381362 -0.213974 -0.370009 -0.150245 -0.459073 -0.547644 -0.434641 -0.936859 -0.284667 0.0366734 0.0667374 -0.0263276 0.0751273 0.385467 0.439529 -0.384695 -1.38698 0.10375 -1.08347
internal_weight=0 18055 10622 5529 8699 3549 4892 1262 1109 3630 1848 1616 3807 1104 2703 917 778 661 152 509 139 187 7433 2460 1980 1698 458 111 1782 85
internal_count=26754 18055 10622 5529 8699 3549 4892 1262 1109 3630 1848 1616 3807 1104 2703 917 778 661 152 509 139 187 7433 2460 1980 1698 458 111 1782 85
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=62 60 69 57 67 54 60 25 55 51 58 10 51 29 56 14 38 1 56 57 56 15 1 61 54 4 72 72 34 25
split_gain=16684.3 8768.57 5755.58 5626.05 5158.87 4899.16 4587.28 4199.94 4072.86 5218.04 3692.79 3673.74 3491.77 3414.72 3318.25 3279.97 3238.44 6992.05 3138.27 3660.58 3124.85 3760.44 3720.6 3563.79 2948.14 2907.98 2902.75 2899.37 2871.74 2923.34
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 5 12 6 7 16 13 9 -4 25 -8 20 -2 -10 -6 -1 -18 -12 -20 21 22 24 -24 -3 -7 -16 -21 29 -26
right_child=1 3 8 -5 15 10 11 -9 14 -11 18 -13 -14 -15 26 -17 17 -19 19 27 -22 -23 23 -25 28 -27 -28 -29 -30 -31
leaf_value=0.12907774217773701 0.3454512292206342 0.34162982288962573 0.29053542593886678 -0.04262195643786236 -0.18910914739020249 0.20876095172838616 -0.060431656987775258 -0.094090758756171025 0.139884569368495 -0.41791466821923978 0.21609465264736757 -0.34467257566236698 0.26698707099343677 0.8415254841498826 -0.15412654262356129 0.048187402529375895 -0.062445968075802445 -1.6648639875745017 0.15604446762775437 -0.23125567392086852 -0.001720821771664654 0.60269924711959422 -0.35022538580000401 0.76329460534383153 -0.1626552762235251 0.67268194163602502 0.15053046866902586 0.21652146366601219 0.43542640022479179 0.36114041180920231
leaf_weight=1353 831 191 604 7245 3645 882 2677 135 574 82 563 358 583 109 1164 455 190 21 461 547 2646 121 25 99 530 105 267 123 82 86
leaf_count=1353 831 191 604 7245 3645 882 2677 135 574 82 563 358 583 109 1164 455 190 21 461 547 2646 121 25 99 530 105 267 123 82 86
internal_value=0 0.0456788 0.123605 0.00239906 -0.0948075 0.190252 -0.0342146 0.340553 0.0305821 0.205852 0.129986 -0.0939599 0.0771589 0.402975 -0.0293855 -0.162775 0.0817233 -0.221928 0.0553324 -0.0246934 0.0478812 0.163619 0.111172 0.538795 0.0515265 0.258114 -0.0972828 -0.149052 -0.0278571 -0.089528
internal_weight=0 18055 6447 11608 8699 3756 4599 1075 2691 686 2681 3035 4363 940 2005 4100 1564 211 1694 1131 3780 1134 1013 124 889 987 1431 670 698 616
internal_count=26754 18055 6447 11608 8699 3756 4599 1075 2691 686 2681 3035 4363 940 2005 4100 1564 211 1694 1131 3780 1134 1013 124 889 987 1431 670 698 616
is_linear=0
shrinkage=0.0833333


Tree=33
num_leaves=31
num_cat=0
split_feature=66 70 67 67 67 70 14 69 60 11 63 71 59 49 69 18 4 29 7 28 61 31 49 24 9 68 40 31 42 23
split_gain=15893.1 9673.89 6190.15 5363.3 5167.75 5296.14 5748.43 5893.89 3908.83 6621.53 4983.74 4611.63 4605.79 3921.25 3770.59 3994.5 4832.33 3601.33 3571.74 3519.82 3258.58 3192.15 3109.93 3981.64 4481.38 3085.47 2944.29 3767.19 3947.63 3832.68
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 8 14 5 6 7 -2 9 10 17 13 -10 -12 -3 16 -16 20 22 -4 -1 25 23 -14 -25 -8 27 -6 29 -29
right_child=4 3 19 -5 26 -7 21 -9 12 -11 11 -13 18 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=1.1997323993295432 0.18856448912515472 0.11611233640837951 0.078027267474857359 -0.11936272359992708 -0.13844663578693708 -0.16445031429518986 0.84849425771019682 -0.15973058797524506 0.28233121948813766 0.85916477232286237 0.33979847468659508 0.036657078445849402 0.068041691039345112 1.3545268515861313 -0.20369813635084422 0.26462724040763147 0.38881703582289934 -0.32675861563001363 -0.42246969583091043 -0.14304586090649066 0.46662032461979175 -0.59685027728910034 0.48827031079928079 -0.90601293990122422 0.75957702368497859 -0.062441937625408173 -0.46589609911660956 -0.5073987560173614 0.41247762090393475 -1.7367452515555279
leaf_weight=100 897 2684 6078 3875 2357 2161 165 1060 1023 202 333 869 894 43 1296 292 154 35 174 817 154 23 150 84 20 48 427 269 42 28
leaf_count=100 897 2684 6078 3875 2357 2161 165 1060 1023 202 333 869 894 43 1296 292 154 35 174 817 154 23 150 84 20 48 427 269 42 28
internal_value=0 0.0480014 0.109608 -0.0334573 -0.123756 -0.0533469 0.0561353 -8.79287e-05 0.207222 0.320968 0.250097 0.163255 0.123016 0.455845 0.0417537 -0.072815 -0.140769 0.624208 -0.000267364 0.0518319 0.755247 0.522359 0.063725 -8.44436e-05 -0.585707 0.643213 -0.221918 -0.183277 -0.494971 -0.623297
internal_weight=0 19277 10976 8301 7477 4354 2193 1957 4081 1736 1534 1245 2345 376 4426 1742 1450 289 1322 6895 254 236 1148 998 104 213 3123 2696 339 297
internal_count=26754 19277 10976 8301 7477 4354 2193 1957 4081 1736 1534 1245 2345 376 4426 1742 1450 289 1322 6895 254 236 1148 998 104 213 3123 2696 339 297
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=66 62 62 68 64 59 64 57 69 51 64 53 69 68 3 57 61 70 28 31 59 37 56 64 28 57 37 55 32 15
split_gain=24496.9 13553.2 8973.57 7319.36 13422.4 8338.07 5618.09 4881.67 4753.85 4177.69 4120.89 4367.06 4206.4 4167.41 4114.73 3859.22 6819.79 4745.82 4162.2 3784.66 3588.15 4001.38 3505.97 3466.86 4228.57 3709.65 3480.11 3394.86 3372.4 4261.53
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 10 23 4 5 7 -4 9 19 -3 11 15 -12 -13 -15 16 -1 -17 -18 -7 21 -6 -14 24 25 26 -2 -9 29 -8
right_child=2 3 6 -5 20 8 28 27 -10 -11 12 13 22 14 -16 17 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.36270295633210076 -0.024576235603202476 0.20494916841652125 0.0056454342368132673 0.009234643909578559 0.027462555548799301 0.096217221566000766 -0.03517245270850064 0.14522652622577348 0.0079914160066637506 0.0025996048019287432 -0.014799440609726815 0.046211225955268817 0.023875977649395145 0.0063652372449613829 -0.095089652044800937 0.026362497601906457 -0.011546472125035479 -0.077608329231022954 -0.27983347957687721 -0.058712411092860357 0.00018348575137289508 0.12758054402049468 -0.088175756723277168 -0.087009342393483943 0.06373715761071401 -0.071912784126860904 0.14353904020786284 0.052933195875374185 0.030487662501462544 -0.12346658004147391
leaf_weight=36 275 310 2555 6925 1208 637 1848 253 725 47 1860 1036 134 1317 182 450 133 288 28 70 2352 184 671 1142 141 946 60 431 262 248
leaf_count=36 275 310 2555 6925 1208 637 1848 253 725 47 1860 1036 134 1317 182 450 133 288 28 70 2352 184 671 1142 141 946 60 431 262 248
internal_value=0 0.0119189 -0.0307289 0.0233768 0.0391295 0.075288 -0.0149006 0.11836 0.0439765 0.178309 -0.0126257 0.00173923 -0.0313296 0.0153655 -0.00595283 -0.0352047 -0.113849 -0.0142115 -0.0582051 0.0808777 0.015246 0.0406965 -0.0695237 -0.0610582 -0.0402171 -0.0516593 0.00553396 0.0870709 -0.0371631 -0.0456195
internal_weight=0 19277 7477 13142 6217 2473 4913 1041 1432 357 6135 3470 2665 2535 1499 935 197 738 161 707 3744 1392 805 2564 1422 1281 335 684 2358 2096
internal_count=26754 19277 7477 13142 6217 2473 4913 1041 1432 357 6135 3470 2665 2535 1499 935 197 738 161 707 3744 1392 805 2564 1422 1281 335 684 2358 2096
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=31
num_cat=0
split_feature=67 60 59 55 54 58 57 54 57 59 31 47 21 63 63 37 57 11 58 58 39 52 13 12 57 58 55 31 72 12
split_gain=21207.2 14025 8050.51 12889.1 7739.23 8478.57 7213.9 6184.24 5898.36 5829.81 5787.75 5740.3 5255.9 10056.9 4923.31 4773.44 4428.82 3969.78 4165.43 3949.72 5308.43 6316.61 3772.68 3452.56 3428.03 4272.71 3611.89 4995.33 3480.92 4359.66
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 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
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 -3 -2 8 -1 14 -6 -7 17 -12 -11 -14 19 24 -5 -8 -19 20 21 -4 23 -21 26 -26 -9 -28 29 -27
right_child=4 2 7 16 5 9 10 15 -10 12 11 -13 13 -15 -16 -17 -18 18 -20 22 -22 -23 -24 -25 25 28 27 -29 -30 -31
leaf_value=0.068483565756085968 0.0049613251082917028 0.077103810708302287 0.030195897853024949 0.035370182342338644 0.035133540593632231 -0.013549870243767014 0.025083370437469693 0.02476824083280367 -0.014298337311916579 -0.053356468438131216 -0.010692200689680046 -0.19605718867646321 0.098192947797684199 -0.063789913848021712 0.1226274323983798 0.026939880694518109 -0.0164794575668907 0.16477198351574482 0.044783861215704331 -0.036270867598446083 0.14637804845682323 -0.21444617372046235 0.073347002670127823 0.064921689129301477 -0.023163224600374094 -0.08506931215957847 -0.021865741798869121 -0.16727163377962156 0.0023479985137437953 -0.26113788528101783
leaf_weight=1441 4096 865 540 681 905 2419 2903 423 2588 3454 330 54 192 239 105 395 1395 118 252 867 104 31 121 105 691 559 650 73 116 42
leaf_count=1441 4096 865 540 681 905 2419 2903 423 2588 3454 330 54 192 239 105 395 1395 118 252 867 104 31 121 105 691 559 650 73 116 42
internal_value=0 0.0154226 0.00131841 0.023051 -0.014277 -0.0223202 0.0368998 -0.0119366 -0.00149105 -0.0338615 0.0244545 -0.0367592 -0.0465086 0.0083695 0.011747 -0.0269787 0.000529023 0.0316363 0.0830503 0.00516187 0.0368611 0.0169141 -0.0144145 -0.0253396 -0.0353178 -0.0527379 -0.013915 -0.0365471 -0.0812401 -0.0973736
internal_weight=0 12861 7763 2941 13893 9797 5098 4822 3493 6304 3657 384 3885 431 1873 2949 2076 3273 370 1768 675 571 1093 972 2554 1408 1146 723 717 601
internal_count=26754 12861 7763 2941 13893 9797 5098 4822 3493 6304 3657 384 3885 431 1873 2949 2076 3273 370 1768 675 571 1093 972 2554 1408 1146 723 717 601
is_linear=0
shrinkage=0.0166667


Tree=36
num_leaves=31
num_cat=0
split_feature=66 62 67 62 70 70 67 68 40 70 12 9 27 70 20 9 45 53 69 53 68 31 38 15 20 32 71 48 15 69
split_gain=18227.4 10733.1 7048.68 6693.35 5548.16 3773.48 3406.96 3139.87 5288.91 3726.06 3798.3 3632.62 3071.99 2936.37 4467.32 3645.16 3617.26 3162.21 3016.27 3171.53 3015.31 5396.96 2954.43 2909.25 4991.24 2893.75 3886.27 3964.81 2850.47 2843.75
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 13 4 6 23 -4 7 9 11 -2 12 25 28 -1 15 18 17 -17 19 20 21 -15 -20 -3 -25 26 -9 -28 -11 -6
right_child=3 2 5 -5 29 -7 -8 8 -10 10 -12 -13 -14 14 -16 16 -18 -19 22 -21 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.002462927829164482 0.082181007993505834 0.25952530456527384 0.092306443945932806 -0.064182345902840318 0.17871202703329023 -0.054472561979069425 -0.407191011849865 -0.94969170430432204 -1.6436910866787942 -0.34899867007746854 0.46935156881217921 0.47780893627478155 -0.89211181764575564 0.11834994156549616 -0.50195850970711087 -0.26741311128621231 -0.57616410109232052 0.47807014061845554 -0.24234725184213568 0.016944182708537935 -0.6900427284251367 -1.5843135686147782 -0.87204724787311128 0.76443739136260369 -0.43933523461222657 -1.3068756116288049 -0.24404144761728422 1.2676007479429245 0.35044658403186241 -0.020607344663640271
leaf_weight=3488 597 2231 4969 4913 1726 2705 1004 69 33 407 63 49 88 164 298 73 53 258 486 1066 140 21 88 248 40 35 131 20 68 1223
leaf_count=3488 597 2231 4969 4913 1726 2705 1004 69 33 407 63 49 88 164 298 73 53 258 486 1066 140 21 88 248 40 35 131 20 68 1223
internal_value=0 0.0514058 0.102388 -0.132533 0.189148 0.0405685 -0.263503 -0.171027 -0.441294 -0.096555 -0.267011 -0.31077 -0.34941 -0.0578051 -0.137221 -0.0909499 0.190844 0.313658 -0.146018 -0.0664304 -0.339899 -0.0749254 -0.338887 0.298137 0.597247 -0.462301 -0.327937 -0.0438239 -0.248868 0.0960509
internal_weight=0 19277 13142 7477 5468 7674 2564 1560 337 1223 626 304 563 6135 2647 2349 384 331 1965 1391 325 185 574 2519 288 255 220 151 475 2949
internal_count=26754 19277 13142 7477 5468 7674 2564 1560 337 1223 626 304 563 6135 2647 2349 384 331 1965 1391 325 185 574 2519 288 255 220 151 475 2949
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=66 62 59 68 62 55 10 60 52 61 7 61 69 68 48 0 55 45 71 0 37 44 2 70 18 60 24 10 73 5
split_gain=14764.2 8693.8 6721.7 10701.1 5421.61 4830.67 4901.83 3914.16 3497.85 3495.84 3326.71 3422.74 4934.27 4566.68 3833.66 4400.88 3319.61 3693.97 3311.21 3254.17 3369 3283.37 3201.57 3077.88 3147.67 3018.69 3769.15 3053.08 2994.89 2978.52
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 10 3 5 -2 6 9 -7 -9 -3 11 -1 13 -13 -14 18 17 28 -16 21 -21 -15 -20 24 25 -4 27 -27 -12 -11
right_child=4 2 23 -5 -6 7 -8 8 -10 29 16 12 14 19 15 -17 -18 -19 22 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.15751516008983085 -0.23715297178802622 0.81200325795491435 0.23685838773950241 0.031182664102360882 -0.057764112354954184 0.44732430382061622 1.3185915967499888 0.17140368805571976 -0.61388174536327522 0.21994166024623141 0.084499675679851227 0.26081897607613319 -0.04690458503695543 -0.060745704440010151 -0.11520001475627606 0.46396884888410572 -0.38713478255049827 -1.0195223175562347 -1.2913737456759682 0.18291369407584793 1.4177891134619713 -0.90232451691919457 -0.10175717671712239 -0.028063076530582466 -0.10274460063752862 0.14758508501206211 -0.26228599219486631 -0.24686336205872497 1.2482176122757105 1.0032004293528469
leaf_weight=1436 2564 199 1546 2253 4913 593 74 1038 60 414 148 1138 1490 860 65 40 520 26 92 190 25 49 30 3788 697 1887 319 219 26 55
leaf_count=1436 2564 199 1546 2253 4913 593 74 1038 60 414 148 1138 1490 860 65 40 520 26 92 190 25 49 30 3788 697 1887 319 219 26 55
internal_value=0 0.0462653 0.0921493 0.18822 -0.11928 0.333639 0.546356 0.2403 0.128492 0.460809 -0.0520246 -0.0251732 0.0225883 0.119609 -0.105228 -0.488054 -0.25397 0.0922601 -0.691696 -0.0233602 0.326504 -0.106111 -0.998845 0.0389106 0.0932585 0.127661 0.0580457 0.106567 0.258389 0.311795
internal_weight=0 19277 13142 4686 7477 2433 742 1691 1098 668 6135 5415 3979 2262 1717 227 720 200 187 1124 215 909 122 8456 4668 3971 2425 2106 174 469
internal_count=26754 19277 13142 4686 7477 2433 742 1691 1098 668 6135 5415 3979 2262 1717 227 720 200 187 1124 215 909 122 8456 4668 3971 2425 2106 174 469
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=64 59 62 57 54 1 60 67 62 10 34 35 55 55 26 58 61 60 60 63 55 24 29 41 53 63 2 57 63 69
split_gain=13009.1 7570.06 6532.4 6320.47 5274.09 5893.83 4673.96 4401.89 4927.39 6642.77 4229.12 4296.73 3895.5 3722.44 5400.22 3424.78 3901.07 4134.2 3183.17 3137.2 3117.02 3113.56 3291.67 3034.41 3001.38 4378.35 2858.15 3287.9 2909.62 2836.69
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 2.5000000000000004 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
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 7 29 6 19 15 12 8 9 21 11 -7 -3 14 -10 16 17 23 -9 -5 -12 22 -1 -6 25 -15 -4 28 -28 -2
right_child=2 3 26 4 5 10 -8 18 13 -11 20 -13 -14 24 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.31099711248206435 -0.12963690368449671 0.67458509560758717 -0.0060479761827752108 0.041308319434353258 0.41938500383370364 -0.26450368745767688 0.046594108235838358 0.2752891413133069 0.66958563022144402 -0.72299602472533786 -0.43918920891980334 -1.6724869596569434 0.19856391359356448 0.56218502141641291 -0.61713812487466002 -0.1676115929785563 0.1479386118610484 -0.35661739975516565 0.0066749607458344911 0.52461603102567311 -1.9681647614638011 -0.45676639422978438 -0.41050463302034723 -0.73713837994469544 0.13976299080256654 -0.92226162269001921 -0.58396344030344938 -0.317796483779205 0.22577210405026094 -0.31987147221613366
leaf_weight=578 2703 221 7446 2209 142 376 2405 577 479 96 24 23 774 369 35 1832 1035 394 1874 143 30 73 71 27 744 21 54 646 249 1104
leaf_count=578 2703 221 7446 2209 142 376 2405 577 479 96 24 23 774 369 35 1832 1035 394 1874 143 30 73 71 27 744 21 54 646 249 1104
internal_value=0 0.0638533 -0.0761509 0.0123289 -0.0474805 -0.11906 0.122009 0.164817 0.259146 0.0585073 -0.458071 -0.345666 0.304293 0.358734 0.581968 -0.0742873 0.0327028 -0.179143 0.0699105 0.0706931 -1.28862 0.162419 0.232065 0.234615 0.257551 0.482253 -0.0268787 -0.19032 0.0814628 -0.184803
internal_weight=0 14552 12202 9635 6235 3883 3400 4917 2466 818 453 399 995 1648 514 3430 1598 563 2451 2352 54 722 649 169 1134 390 8395 949 303 3807
internal_count=26754 14552 12202 9635 6235 3883 3400 4917 2466 818 453 399 995 1648 514 3430 1598 563 2451 2352 54 722 649 169 1134 390 8395 949 303 3807
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=62 57 64 64 70 69 68 33 50 28 9 21 68 69 37 73 15 51 41 5 8 69 71 68 3 25 31 47 41 49
split_gain=14044.7 8180.5 4139.56 3692.75 3586.98 3821.04 4395.25 3274.49 3249.84 3106.08 3768.97 3867.55 3090.19 3786.08 4115.78 6372.49 3188.21 3085.76 3080.68 3469.14 2927.97 3889.43 3947.49 2802.6 3032.53 3927.01 2669.98 9114.52 2861.36 3840.04
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=2 4 23 12 5 6 -2 -6 -7 20 11 -11 13 16 -15 -16 -3 -18 19 -12 -5 -22 -23 -1 -25 -26 28 -28 29 -4
right_child=1 3 26 9 7 8 -8 -9 -10 10 18 -13 -14 14 15 -17 17 -19 -20 -21 21 22 -24 24 25 -27 27 -29 -30 -31
leaf_value=0.014504654580252428 0.21089198629220907 0.16057583566452824 -0.11821364751193802 -0.024386286936528577 0.0031606721858203901 0.025312819828589756 0.053722716323050847 0.18501457298174501 0.21840259264267625 -0.022355994231371336 -0.12379003908485174 -0.42617851684198665 -0.0030854492905941049 -0.019587473112085127 0.11716637542402303 0.9748320668935776 -0.21734919733609315 0.37167013872947013 -0.95081985592842111 -0.86003279000520705 0.25941672848546926 -0.74477141698201499 0.063122734096315178 -0.040202846830423689 -0.12946433786926353 -0.62190032382400673 -0.11577555919066072 -0.78037394637862845 0.037798889251268009 0.04689098062493452
leaf_weight=2550 1191 1097 2497 4690 2135 1611 710 280 252 463 80 68 3584 1257 162 25 108 28 20 20 199 21 54 2060 233 49 368 60 472 410
leaf_count=2550 1191 1097 2497 4690 2135 1611 710 280 252 463 80 68 3584 1257 162 25 108 28 20 20 199 21 54 2060 233 49 368 60 472 410
internal_value=0 0.025146 -0.0521911 0.000869505 0.0718051 0.10232 0.152191 0.0242452 0.0514312 -0.0285718 -0.131261 -0.0740696 0.0272731 0.0679175 0.0129711 0.231828 0.132267 -0.0960805 -0.384335 -0.271039 -0.0151046 0.143768 -0.163088 -0.021764 -0.0612537 -0.215029 -0.09129 -0.208944 -0.0763874 -0.0949275
internal_weight=0 18055 8699 11876 6179 3764 1901 2415 1863 5615 651 531 6261 2677 1444 187 1233 136 120 100 4964 274 75 4892 2342 282 3807 428 3379 2907
internal_count=26754 18055 8699 11876 6179 3764 1901 2415 1863 5615 651 531 6261 2677 1444 187 1233 136 120 100 4964 274 75 4892 2342 282 3807 428 3379 2907
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
black=80
brown=78
red=71
yellow=62
BON5=61
BON2=59
BON8=55
BON4=47
grey=46
BON6=44
BON3=40
BON10=36
green=32
BON7=28
x3_SCORE5=24
x1_SCORE6=19
no_players=19
BON1=18
x4_SCORE2=17
BON9=17
x1_SCORE1=13
x1_SCORE3=12
x4_SCORE3=12
x1_SCORE7=11
x2_SCORE3=11
x5_SCORE4=11
x1_SCORE2=10
x3_SCORE2=10
x3_SCORE9=10
x4_SCORE8=10
x5_SCORE8=10
x0_map3=10
x2_SCORE6=9
x3_SCORE6=9
x0_map1=9
x0_SCORE4=8
x0_SCORE8=8
x2_SCORE1=8
x5_SCORE5=8
x0_SCORE5=7
x2_SCORE4=7
x2_SCORE8=7
x3_SCORE3=7
x4_SCORE5=7
x4_SCORE6=7
x4_SCORE7=7
x5_SCORE6=7
x5_SCORE7=7
x0_map2=7
x2_SCORE7=6
x3_SCORE1=6
x5_SCORE3=6
x0_SCORE1=5
x0_SCORE2=5
x0_SCORE3=5
x0_SCORE6=5
x1_SCORE4=5
x3_SCORE7=5
x5_SCORE9=5
x2_SCORE5=4
x2_SCORE9=4
x4_SCORE9=4
x5_SCORE2=4
x2_SCORE2=3
x3_SCORE4=3
x3_SCORE8=3
x0_SCORE7=2
x1_SCORE5=2
x1_SCORE8=2
x1_SCORE9=2
x0_SCORE9=1
x4_SCORE4=1

parameters:
[boosting: dart]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 40]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 0.7]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 10]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 4]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: 1]
[saved_feature_importance_type: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[]