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

tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=73
objective=regression
feature_names=x0_SCORE1 x0_SCORE2 x0_SCORE3 x0_SCORE4 x0_SCORE5 x0_SCORE6 x0_SCORE7 x0_SCORE8 x0_SCORE9 x1_SCORE1 x1_SCORE2 x1_SCORE3 x1_SCORE4 x1_SCORE5 x1_SCORE6 x1_SCORE7 x1_SCORE8 x1_SCORE9 x2_SCORE1 x2_SCORE2 x2_SCORE3 x2_SCORE4 x2_SCORE5 x2_SCORE6 x2_SCORE7 x2_SCORE8 x2_SCORE9 x3_SCORE1 x3_SCORE2 x3_SCORE3 x3_SCORE4 x3_SCORE5 x3_SCORE6 x3_SCORE7 x3_SCORE8 x3_SCORE9 x4_SCORE1 x4_SCORE2 x4_SCORE3 x4_SCORE4 x4_SCORE5 x4_SCORE6 x4_SCORE7 x4_SCORE8 x4_SCORE9 x5_SCORE2 x5_SCORE3 x5_SCORE4 x5_SCORE5 x5_SCORE6 x5_SCORE7 x5_SCORE8 x5_SCORE9 BON1 BON2 BON3 BON4 BON5 BON6 BON7 BON8 BON9 BON10 no_players red blue green black grey yellow brown x0_map1 x0_map2 x0_map3
feature_infos=[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:3] [0:1] [0:1] [0:1] [0:1] none [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=2839 2953 2923 2933 2929 2929 2912 2957 2920 2918 2950 2943 2918 2937 2905 2921 2920 2918 2902 2944 2967 2919 2923 2925 2954 2912 2898 2951 2899 2921 2929 2918 2942 2915 2944 2964 2902 2900 2898 2937

Tree=0
num_leaves=31
num_cat=0
split_feature=66 64 64 69 67 69 60 69 54 67 67 69 69 60 60 62 67 62 60 55 61 22 62 61 55 57 55 34 55 34
split_gain=612772 600648 120799 73268.3 58873.7 40250.3 39580.5 35744.3 18530.4 15949.8 14102.2 12678 12368.7 12041.2 10957.8 12834.4 10802.9 10417.8 9885.51 9725.07 9457.81 9160.24 9004.61 8593.11 8109.77 7799.56 9278.63 7557.06 7209.72 8863.42
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 10 6 13 12 14 -8 -5 18 -4 25 -2 21 28 -7 -9 -3 27 -17 -6 -12 -21 -18 -1 -27 -10 29 -16
right_child=2 3 11 9 7 16 8 17 19 -11 22 -13 -14 -15 15 20 24 -19 -20 23 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=103.25094251665696 101.60934191539774 101.42928811082136 99.858936304841521 100.11268238504921 103.09245084615452 100.1935250694853 102.22893165187844 102.19956808904264 102.05903546690911 100.82809867881387 101.25585323805639 98.866317508660785 102.21871012657171 101.07328330268099 103.06106378141273 103.37585149173937 101.19106077280122 102.5542364399584 100.94114459108025 101.72649399514651 102.7729237489753 104.1936508410291 101.63040807423852 101.03744930305693 100.56965362256621 103.13064718203182 102.22503323703016 100.86698419132136 102.27334568587716 101.22066234771917
leaf_weight=256 615 680 905 592 750 530 736 1321 468 658 1008 150 703 1315 268 412 296 2220 1064 340 706 84 1767 387 723 182 299 60 568 29
leaf_count=256 615 680 905 592 750 530 736 1321 468 658 1008 150 703 1315 268 412 296 2220 1064 340 706 84 1767 387 723 182 299 60 568 29
internal_value=101.678 101.976 100.655 101.167 102.453 100.939 102.119 102.633 101.831 100.489 101.354 99.7178 102.519 101.244 102.899 102.771 100.56 102.422 101.131 101.597 102.995 103.203 101.494 101.36 100.75 102.805 102.568 101.924 102.482 102.881
internal_weight=0 15558 4534 5769 9789 3479 3431 6358 1991 1250 4519 1055 1440 1930 2817 1983 1549 3541 1744 1255 1118 834 2775 727 1019 737 481 528 865 297
internal_count=20092 15558 4534 5769 9789 3479 3431 6358 1991 1250 4519 1055 1440 1930 2817 1983 1549 3541 1744 1255 1118 834 2775 727 1019 737 481 528 865 297
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=66 56 67 60 60 67 54 67 54 61 60 54 56 61 61 54 55 54 25 55 55 56 60 55 61 55 60 44 70 19
split_gain=496345 129442 75265.2 41805.5 41126.4 30370.6 24394.9 16271.9 16196.6 14573.5 14524.1 14475.4 14466.3 13509.3 12821.9 12179.1 11807.3 11233.7 10136.8 10029.3 9962.71 10411.3 9957.34 9868.59 10670.3 9679.14 8468.82 7661.75 7564.48 7550.47
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 17 28 9 23 10 -6 -1 -2 -12 -13 -7 -10 -15 -17 -3 -18 -16 -9 -22 27 24 -5 -8 -23 -11 -4 -28
right_child=7 2 4 6 8 13 25 20 14 22 11 12 -14 15 19 16 18 -19 -20 -21 21 26 -24 -25 -26 -27 29 -29 -30 -31
leaf_value=0.52569957306883375 -0.51627342021130174 0.32124146260735875 0.33872426870786432 0.94915693316293592 0.22500720268257651 0.83930593156234412 -0.35948652953301607 -0.31478110526421271 0.14320853431608838 0.44401610394318897 -0.58346758854623504 -0.67846259334790515 -1.2826830191958964 0.75844020976220539 0.016193909311561921 0.67095276453507346 0.36472750469485998 -0.056630531619534998 -0.26693613407180061 -0.30681947626874279 -0.33676460967902355 -0.44149472808081003 0.00046096731457482686 -0.27061340804676037 -0.012279264227440367 -0.72500509355452147 -0.73490245691735112 -0.56534600589010453 0.61177946071091838 -1.3373196405478014
leaf_weight=610 664 509 1327 67 1855 726 570 817 1161 467 407 269 510 637 862 548 1018 1117 127 847 509 420 887 545 219 740 834 36 683 104
leaf_count=610 664 509 1327 67 1855 726 570 817 1161 467 407 269 510 637 862 548 1018 1117 127 847 509 420 887 545 219 740 834 36 683 104
internal_value=0 0.178876 0.0454517 -0.193187 0.178926 0.456018 -0.386731 -0.613798 0.0714786 0.254044 -0.76592 -0.905688 -1.07404 0.588199 -0.0277533 0.509957 0.416464 0.0616578 0.294665 -0.143895 -0.508944 -0.59391 0.134829 -0.104188 0.212952 -0.565963 -0.690293 0.371775 0.431509 -0.801695
internal_weight=0 15558 10502 3767 6735 5056 2141 4534 4725 2000 1850 1186 779 3056 2870 2330 1693 1626 1145 1709 2684 1867 1390 831 286 1310 1358 503 2010 938
internal_count=20092 15558 10502 3767 6735 5056 2141 4534 4725 2000 1850 1186 779 3056 2870 2330 1693 1626 1145 1709 2684 1867 1390 831 286 1310 1358 503 2010 938
is_linear=0
shrinkage=0.0666667


Tree=2
num_leaves=31
num_cat=0
split_feature=64 66 66 56 69 69 69 60 70 56 60 53 70 61 25 62 69 60 70 54 14 54 70 60 69 9 46 56 54 24
split_gain=454045 395396 125506 62959.2 56799.6 32826.5 32290.3 18453 17876.7 11678.7 11931.4 11336.3 17280.1 10420.9 12960.2 12251.5 9821.14 8587.18 8381.75 8012.95 7824.09 6972.46 9019.86 6885.73 6742.51 6178.28 6089.15 5977.84 5883.17 5879.35
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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 13 9 7 17 28 27 26 -11 25 -13 15 24 -1 -4 -3 -6 -12 -10 -9 29 -14 -15 -7 -2 -8 -5 -23
right_child=2 6 16 5 18 11 8 21 20 10 19 12 23 14 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.80735693672526043 0.022724177477729229 0.0065908949876703872 -1.5414948645215585 1.3903871355064297 -0.96171350733913052 0.11931862650829567 -0.40771322651002229 0.76011040135843677 -1.9574174536832016 -0.15228507185220938 -0.32044183308461166 0.59060934215364003 0.36347993472824525 1.1870259875739231 0.29742059233336671 1.561169654136993 -2.4151443469921752 -0.44610182796098546 -1.6624284653531789 -0.7206902929987048 -0.22501975536346436 -0.23384874783698406 0.56494697831256591 -0.21476307041156364 0.82984078528014127 -0.51425009826550616 -0.57427108593804033 -0.89720717189308352 0.89464581419668043 1.1977749735116958
leaf_weight=332 1139 615 905 366 1046 916 334 796 199 1099 837 1614 359 975 306 615 150 1315 204 1243 30 277 687 483 1154 185 201 986 692 32
leaf_count=332 1139 615 905 366 1046 916 334 796 199 1099 837 1614 359 975 306 615 150 1315 204 1243 30 277 687 483 1154 185 201 986 692 32
internal_value=0 0.340922 -0.662859 0.666362 -0.479463 0.482107 -0.574783 0.734981 -0.914848 -0.314436 -0.418808 0.279494 0.399024 1.01542 0.905954 1.2969 -1.66571 -0.30185 -1.07607 -0.559629 -1.73047 0.539464 0.363124 0.03178 0.993418 0.0128607 -0.0668251 -0.77335 1.06614 -0.08559
internal_weight=0 13268 6824 9789 5769 6407 3479 2850 1549 4519 3179 3557 2456 3382 2435 947 1055 1930 1250 2080 229 1792 996 842 2129 1101 1340 1320 1058 309
internal_count=20092 13268 6824 9789 5769 6407 3479 2850 1549 4519 3179 3557 2456 3382 2435 947 1055 1930 1250 2080 229 1792 996 842 2129 1101 1340 1320 1058 309
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=64 66 66 56 65 67 67 54 60 67 60 60 56 60 54 54 51 58 60 56 55 61 56 60 42 65 55 54 3 72
split_gain=367776 320271 101660 50996.9 35903.6 29141.9 20353.2 19678.1 14965.1 14783.9 13911.1 12504.6 10592.9 11298.1 10296.6 8854.36 7529.57 6867.13 6795.99 8477.76 7067.86 6666.47 6435.83 8293.84 6660.77 6221.61 8735.14 5844.05 6788.47 5578.68
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 3 6 9 18 7 22 -5 27 11 -9 -1 -8 -14 17 -15 29 -6 -3 -20 -21 -17 -2 24 -24 26 -13 28 -7 -16
right_child=2 4 -4 5 14 8 12 10 -10 -11 -12 25 13 15 16 21 -18 -19 19 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.88023887245773202 -0.33593196488442445 -0.022271182133029553 -1.249282824794216 0.43524486819718722 0.21950160799491586 0.87080532701638269 0.00061713940776295887 0.19622255774716912 0.38336361921745749 0.90001814020396997 -0.34514015041273849 1.1861605826284616 -0.040535163041558499 -0.19912507049258915 -0.98336871526923475 -0.31911710890472622 -1.6200471295513841 -0.65323865872603215 -0.042364975922985007 -0.19905852011475733 -0.61801425673998467 -0.74651409183430717 -0.51575283039331155 -0.793524735191381 0.25868191949548791 0.17784184215024976 0.26288552916870855 0.61612926079339503 1.9582310789737147 -0.39443647749901967
leaf_weight=481 691 678 1055 800 88 299 983 627 2976 2073 695 124 701 672 586 408 107 217 486 456 723 669 578 978 89 537 167 964 46 138
leaf_count=481 691 678 1055 800 88 299 983 627 2976 2073 695 124 701 672 586 408 107 217 486 456 723 669 578 978 89 537 167 964 46 138
internal_value=0 0.255691 -0.497144 0.499771 -0.431087 0.36158 -0.359597 0.109027 0.486648 0.761567 -0.0883819 0.542308 -0.23048 -0.323202 -0.815553 -0.436495 -0.967547 -0.401432 -0.24468 -0.335246 -0.455975 -0.584603 -0.549349 -0.638997 -0.412417 0.345999 0.656309 0.721465 1.0158 -0.871114
internal_weight=0 13268 6824 9789 3479 6407 5769 2122 4285 3382 1322 1309 3433 2450 1136 1749 831 305 2343 1665 1179 1077 2336 1645 667 828 291 1309 345 724
internal_count=20092 13268 6824 9789 3479 6407 5769 2122 4285 3382 1322 1309 3433 2450 1136 1749 831 305 2343 1665 1179 1077 2336 1645 667 828 291 1309 345 724
is_linear=0
shrinkage=0.0833333


Tree=4
num_leaves=31
num_cat=0
split_feature=64 66 66 56 67 67 54 67 56 62 54 55 56 63 61 6 55 70 45 14 55 61 61 54 67 21 61 21 20 58
split_gain=297899 259419 82344.5 41307.5 23604.9 16486.1 15939.2 11975 8580.22 8371.7 8194.49 8081.5 8538.39 14150.8 7580.36 6461.39 7640.22 6381.02 6365.29 6048.59 6842.76 6012.85 5842.63 5765.51 6692.12 5774.93 5560.54 5519.4 5460.39 5368.79
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 7 6 17 -5 21 -7 -9 -11 -3 -13 -14 -12 16 18 -2 27 20 -6 -1 -8 -15 -25 -26 -22 -16 -19 -10
right_child=2 11 -4 4 19 8 22 9 29 10 14 12 13 23 15 -17 -18 28 -20 -21 26 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.39532836293123685 -0.34963911840146844 -0.10589627679903491 -0.59965574893655127 0.20891754497794637 0.29176802064400853 0.00029622505172519499 0.063094832464485509 0.30786055977120064 -0.26000154598286479 0.66846901679767079 0.61564403766517128 -0.12416156918994059 -0.1574629425537708 -0.27260906127507939 0.68285547245180089 0.72657400532665417 0.17463771374014669 -0.17261038352066133 -0.11281407674153644 0.38088330963095529 0.25424480152956341 0.19310686916847913 -0.12515750754172697 -0.70330560887301408 -0.45974191285846527 0.033501121421716337 0.11456148496967657 -0.02415130191379123 -0.48322460454330862 -0.11385920709393417
leaf_weight=435 986 1079 1055 800 1422 983 581 707 692 390 295 719 716 345 171 78 378 1227 29 488 917 874 741 210 356 54 1458 25 123 1758
leaf_count=435 986 1079 1055 800 1422 983 581 707 692 390 295 719 716 345 171 78 378 1227 29 488 917 874 741 210 356 54 1458 25 123 1758
internal_value=0 0.122732 -0.238629 0.23989 0.173558 -0.172607 0.0523329 0.365552 -0.11063 0.432009 0.496264 -0.206922 -0.252341 -0.307166 0.427453 0.345931 0.296693 -0.263687 0.501746 0.233591 0.214661 0.260308 -0.0424233 -0.418242 -0.499279 -0.394778 0.168494 0.592676 -0.200911 -0.155137
internal_weight=0 13268 6824 9789 6407 5769 2122 3382 3433 2073 1366 3479 2400 1681 976 681 603 2336 225 4285 3797 1309 1322 965 620 410 2375 196 1350 2450
internal_count=20092 13268 6824 9789 6407 5769 2122 3382 3433 2073 1366 3479 2400 1681 976 681 603 2336 225 4285 3797 1309 1322 965 620 410 2375 196 1350 2450
is_linear=0
shrinkage=0.0444444


Tree=5
num_leaves=31
num_cat=0
split_feature=66 56 60 65 55 61 57 61 69 62 70 69 55 57 55 24 46 60 59 24 57 50 59 28 69 65 61 57 63 10
split_gain=213660 57856.9 35459.2 24891.3 18223 13966.8 13813.3 11912.5 10383.8 9820.76 9628.62 9601.14 9573.03 9109.19 8609.39 7577.25 10765.2 7526.71 6964.5 8093.83 6827.45 6394.42 6158.88 5957.79 5603.33 5495.69 5440.53 5424.76 5396.02 5140.84
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 1.5000000000000002 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 14 8 6 9 -4 -6 17 -1 15 29 -7 18 20 -10 -17 -2 19 23 -3 28 -16 -9 25 -15 -22 -11 -12 -5
right_child=3 2 4 11 7 12 -8 13 10 27 21 -13 -14 24 22 16 -18 -19 -20 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.22014373751118624 0.0056825570036144156 0.70835727847119179 0.30716481545682717 -0.47115024350983203 -0.01643345974921118 0.39877303579832124 -0.022876071033633972 0.28978474190264175 -0.30581522228591373 0.92480906475749269 -0.4592441033314234 -0.91819505489035136 0.16587302094491885 -0.51844651242393758 0.28917531834212362 -0.55580545038569196 -2.1250850410925017 -0.28669987663191376 -0.23828732267022135 -0.73723072193287031 0.58917306664220082 0.1905826191107432 0.064459879464391384 -0.6612384170293808 -0.50629960996134171 -0.099164547935680095 0.18391181853477379 0.52627619427785111 -1.2700916559987321 -0.93160645056182778
leaf_weight=419 564 200 789 870 1721 1124 1973 344 990 192 53 391 2596 201 772 102 24 1278 670 45 190 22 1820 32 641 450 654 725 117 123
leaf_count=419 564 200 789 870 1721 1124 1973 344 990 192 53 391 2596 201 772 102 24 1278 670 45 190 22 1820 32 641 450 654 725 117 123
internal_value=0 0.117361 0.0281583 -0.402713 -0.0609867 0.302647 0.0714043 -0.150086 -0.299174 0.48754 -0.442813 -0.638369 0.236244 -0.24661 0.196494 -0.367788 -0.854716 -0.197176 -0.104768 0.107722 0.358135 -0.878895 0.131389 0.208847 -0.366385 -0.22862 0.275144 0.60972 -1.0173 -0.528186
internal_weight=0 15558 10502 4534 6866 5056 2762 4104 3150 1336 1308 1384 3720 2383 3636 1116 126 1842 1091 421 1044 192 2592 376 1292 651 844 917 170 993
internal_count=20092 15558 10502 4534 6866 5056 2762 4104 3150 1336 1308 1384 3720 2383 3636 1116 126 1842 1091 421 1044 192 2592 376 1292 651 844 917 170 993
is_linear=0
shrinkage=0.0666667


Tree=6
num_leaves=31
num_cat=0
split_feature=64 66 66 56 65 54 57 62 44 65 54 56 25 61 61 51 58 55 43 53 70 72 55 56 61 4 7 19 72 62
split_gain=245886 172960 57504 26916.4 23817.3 15598.4 13078.2 8960.08 11634.9 8414.49 7802.69 7234.19 6894.91 7680.51 6341.67 6009.67 5581.4 5543.47 5441.4 5315.04 5042.96 6990.44 4912.98 5497.96 5610.6 5488.6 5220.54 4906.49 4837.15 4565.13
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 7 12 22 17 -7 9 11 18 14 -9 -1 29 -6 20 -15 27 19 -2 -12 -22 -3 24 -24 -25 -26 -5 -20 -14
right_child=2 4 -4 5 10 6 -8 8 -10 -11 15 -13 13 16 -16 -17 -18 -19 28 -21 21 -23 23 25 26 -27 -28 -29 -30 -31
leaf_value=0.74672818503604077 -0.77737791019067337 0.037035299033477728 -1.1666147800358411 0.68412419105087652 -1.2006533863083009 0.45889391347266789 0.08904808091621122 0.003799475174709719 -0.93551834414276902 -0.70280990503272234 -0.58716162469286426 -0.31645951551454277 0.14033931096394855 -0.56099150539660936 -0.067593460041194112 -1.5888158553671614 0.35435893419556896 0.44528023155236784 -0.029255428035107875 -0.26923580008392406 -1.3872269392646146 -0.072759456872940068 0.58720545315645578 -0.4794876604245028 -0.062910880499154512 0.23779636478361985 -1.2702974221110344 1.4906383555776932 1.4456806744690296 1.5962520533031033
leaf_weight=2981 283 757 1055 670 62 1530 2549 1061 237 1176 462 2104 33 98 243 107 208 1573 126 755 212 50 123 961 342 120 40 85 27 62
leaf_count=2981 283 757 1055 670 62 1530 2549 1061 237 1176 462 2104 33 98 243 107 208 1573 126 755 212 50 123 961 342 120 40 85 27 62
internal_value=0 0.250884 -0.487797 0.466126 -0.354753 0.345651 0.227774 -0.363658 -0.259705 -0.513066 -0.730517 -0.209099 0.69436 0.305058 -0.29792 -0.889292 0.0612075 0.552188 -0.325713 -0.407776 -0.78591 -1.13637 -0.172564 -0.272606 -0.000200292 -0.399863 -0.189339 0.774924 0.231027 1.09051
internal_weight=0 13268 6824 9789 3479 6407 4079 5769 3402 2367 1136 3165 3382 401 305 831 306 2328 1191 1038 724 262 2343 1586 505 1081 382 755 153 95
internal_count=20092 13268 6824 9789 3479 6407 4079 5769 3402 2367 1136 3165 3382 401 305 831 306 2328 1191 1038 724 262 2343 1586 505 1081 382 755 153 95
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=66 67 60 60 62 69 59 55 60 67 61 55 61 59 63 57 55 16 40 61 1 60 24 63 25 61 6 55 57 61
split_gain=241164 63545.4 35442.5 21161.9 17880.3 15897.8 14008.1 13804.9 11162.2 8613.12 7653.1 7024.15 9670.97 7013.58 7165.62 6519.58 6194.97 6423.38 6157.31 6040.79 5917.32 5871.81 6892.88 6329.62 5753.18 5733 5637.07 5597.6 6227.91 7813.85
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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 16 -5 8 -1 10 24 20 -4 12 -8 14 -9 -16 -3 -18 27 -6 21 -7 23 -23 26 -17 -2 -11 29 -29
right_child=5 3 7 4 19 9 11 13 -10 18 -12 -13 -14 -15 15 25 17 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.10334067275508856 -0.0032537316803386875 0.14065656672479013 0.056906104305752929 0.010877877919444679 0.09070328729689095 -0.10140854444632187 0.18153675551180581 0.062952254443156594 -0.10497166950061369 -0.03777319850036933 -0.030827346769114937 -0.010070378046403934 0.01818405897930378 -0.097059984826094473 0.0087463812199548054 -0.021859703479265725 0.092748464714502002 -0.0035280005029046241 -0.22140664427990106 0.049035239616404443 -0.3400682289330732 -0.098463975297129566 -0.39155508080649676 -0.2469432925203478 -0.15668847626933816 -0.14168294795231318 -0.14773498185806805 0.17479908113126402 -0.16010367338751491 -0.10011424514434426
leaf_weight=650 701 677 404 2977 1531 188 141 165 1956 265 873 1173 352 1283 257 180 1769 216 139 2621 70 134 53 197 94 289 84 36 475 142
leaf_count=650 701 677 404 2977 1531 188 141 165 1956 265 873 1173 352 1283 257 180 1769 216 139 2621 70 134 53 197 94 289 84 36 475 142
internal_value=0 0.0311715 -0.0127172 0.0570224 0.0420496 -0.106962 0.0377186 -0.0465652 -0.0828021 -0.147276 -0.00307142 0.0121158 0.0649036 -0.0721132 -0.036191 -0.0587236 0.0971204 0.082272 -0.11803 0.0643998 -0.195427 -0.177726 -0.21509 -0.186834 -0.0334691 -0.0956953 -0.0187141 -0.102378 -0.128595 -0.0445138
internal_weight=0 15558 5767 9791 7129 4534 2316 3451 2835 1699 1277 1666 493 2174 891 726 2662 1985 1057 4152 642 572 384 331 879 469 785 918 653 178
internal_count=20092 15558 5767 9791 7129 4534 2316 3451 2835 1699 1277 1666 493 2174 891 726 2662 1985 1057 4152 642 572 384 331 879 469 785 918 653 178
is_linear=0
shrinkage=0.0166667


Tree=8
num_leaves=31
num_cat=0
split_feature=64 66 66 69 69 65 69 67 65 65 67 60 60 67 69 72 65 11 42 67 60 30 46 61 63 60 54 60 62 22
split_gain=198332 155449 51253.8 42803.4 33156.5 24109.7 23831.1 17794 17285.5 13115.6 12980.2 10995.6 9338.67 8796.44 7230.75 7155.6 6953.67 7587.56 7227.24 6909.58 6472.12 6978.13 7184.52 6250.91 6010.99 5960.46 5581.61 5398.2 7047.41 7022.12
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=1 4 3 20 10 19 8 12 25 -8 11 16 24 15 -4 -7 17 -1 -18 -5 21 22 -2 -13 -6 -3 -10 29 -29 -12
right_child=2 6 14 5 7 13 9 -9 26 -11 27 23 -14 -15 -16 -17 18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=1.2358317179598493 0.013133485617091038 0.4580724289312082 -0.97237856998422201 -0.99765980904166762 -0.33084492230731433 -1.3318091203442857 -0.47913244747929123 0.38753310872046126 -0.053262988631741719 -1.1641266449268073 0.87625737281441696 0.47746085732072807 -0.19553140508566702 -2.1499669910953929 -1.7220101701815924 -0.20111937344963873 0.28228670133555189 -0.46604447529233739 1.455745901045252 -0.29068821729714189 -0.25935544677467859 0.63367911077939076 -0.68835433412875446 -0.036644739460399027 0.41792002462842315 -0.026905426328513612 -0.65088603878258799 0.45581384069657738 0.83595703712471703 1.8404122548443931
leaf_weight=271 1115 374 905 185 132 340 1183 3541 218 366 750 419 1029 111 150 67 376 29 61 547 3082 154 168 543 571 786 552 865 1118 84
leaf_count=271 1115 374 905 185 132 340 1183 3541 218 366 750 419 1029 111 150 67 376 29 61 547 3082 154 168 543 571 786 552 865 1118 84
internal_value=0 0.225321 -0.438095 -0.320897 0.429377 -0.838808 -0.34884 0.259058 -0.114367 -0.640984 0.628246 0.409943 -0.00360336 -1.36088 -1.07896 -1.14568 0.700591 1.07132 0.446088 -0.469363 -0.177638 -0.00237516 -0.0787215 0.187274 0.277327 0.129458 -0.481689 0.75991 0.670136 0.973366
internal_weight=0 13268 6824 5769 9789 1250 3479 5273 1930 1549 4516 1699 1732 518 1055 407 737 300 437 732 4519 1437 1283 962 703 1160 770 2817 1983 834
internal_count=20092 13268 6824 5769 9789 1250 3479 5273 1930 1549 4516 1699 1732 518 1055 407 737 300 437 732 4519 1437 1283 962 703 1160 770 2817 1983 834
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=64 66 66 69 69 65 69 67 65 70 70 65 67 57 53 67 65 9 62 52 39 69 70 62 44 26 33 70 65 10
split_gain=160649 125914 41515.5 34670.7 26856.8 19528.8 19303.2 14413.1 14001.3 12216.4 11034.5 10737.6 10513.9 10051.7 9901.9 7125.11 6876.08 6688.99 10436.9 6040.89 6383.09 5856.9 5289.31 5287.24 5142.39 5096.73 5243.85 5093.96 5755.71 5045.36
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 23 12 10 8 -6 -3 11 29 -8 13 -1 17 -7 -15 -9 -19 20 -11 -4 -10 -2 -25 26 -18 -16 -29 -5
right_child=2 6 21 5 7 15 9 14 22 19 -12 -13 -14 16 27 -17 25 18 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.66524572828893513 -0.29436313854514717 0.1165123099620165 -0.87514072239563623 -0.34616429618722283 -0.0032430155996413901 -1.0311083204357219 -0.29824248855727054 0.19971416305759415 -0.19363634172729205 -1.3167388280514967 -1.2579286038531707 -0.96306420437980023 0.6839190363852895 0.49740126492569642 0.52453557216381552 -1.934970289831226 -0.20895701560661908 -1.7555057879656237 -0.0016241485833144579 -2.8265831286256966 0.23945452507224774 -1.5498091519325972 -0.71987679646140834 -0.036606354341384928 -0.58954816801680454 1.2127355598634288 0.73048241415352966 0.34748986103905088 -0.47907873353472463 0.56261054139206379
leaf_weight=684 1775 1160 905 533 1732 407 999 846 419 176 130 321 2817 392 2035 111 525 47 122 22 31 150 351 2564 180 31 67 383 108 69
leaf_count=684 1775 1160 905 533 1732 407 999 846 419 176 130 321 2817 392 2035 111 525 47 122 22 31 150 351 2564 180 31 67 383 108 69
internal_value=0 0.202789 -0.394286 -0.288808 0.38644 -0.754927 -0.313956 0.233152 -0.102931 -0.576885 -0.422426 -0.459915 0.565422 0.368949 0.34878 -1.22479 0.169277 0.0849766 -0.48939 -1.25113 -1.08369 -0.971065 -0.43352 -0.159874 -0.072878 -0.0371835 -0.102635 0.454781 0.165678 -0.242002
internal_weight=0 13268 6824 5769 9789 1250 3479 5273 1930 1549 732 1320 4516 1699 3541 518 1015 1015 169 229 207 1055 770 4519 2744 623 592 2526 491 602
internal_count=20092 13268 6824 5769 9789 1250 3479 5273 1930 1549 732 1320 4516 1699 3541 518 1015 1015 169 229 207 1055 770 4519 2744 623 592 2526 491 602
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=64 66 66 69 56 69 65 69 65 60 70 70 65 55 25 72 21 5 56 60 60 70 52 39 9 10 60 69 24 70
split_gain=130126 101990 33627.6 28083.3 27019.5 16323.5 15818.4 15635.6 11341 11295.1 9895.26 8937.95 8697.45 6373.67 6245.27 6223.67 6218.65 5813.01 5181.87 5646.56 4955.67 7188.06 4893.12 5170.3 4835.84 4829.65 4827.98 4744.09 4839.31 4711.49
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 18 13 9 11 8 26 -6 12 -5 -9 16 -15 -8 -1 29 -2 -20 -7 -22 23 -12 -14 -10 -3 -4 -29 -11
right_child=2 7 27 6 5 20 15 10 25 17 22 -13 24 14 -16 -17 -18 -19 19 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.58501211400842568 0.014032592632534419 0.26707597194760774 -0.52508443204689481 -0.14520143951275949 0.44299817860933999 0.16573509370903008 -0.8415535420225897 -0.17894548983920661 -0.19785158568974839 0.056455400809821789 -0.79004331346968126 -0.75475715799209397 -0.67546527574495052 0.36468539299766906 0.030111545958906447 -0.23431109187803861 0.051285331147161828 -0.16763912423686636 -0.020040355073635531 -0.20685696180073135 0.076632508971860358 -0.17715626331839765 -1.6959498795596037 0.14367268780867259 0.10798943479855856 -0.70785701360870557 -0.023910743525793636 -0.77710432889233572 -1.8683983427191537 0.29636550785807092
leaf_weight=883 1340 374 905 602 1058 1210 427 999 676 564 176 130 281 2109 281 91 109 203 1099 2080 1635 712 22 31 40 94 786 129 21 1025
leaf_count=883 1340 374 905 602 1058 1210 427 999 676 564 176 130 281 2109 281 91 109 203 1099 2080 1635 712 22 31 40 94 786 129 21 1025
internal_value=0 0.121673 -0.236571 -0.173285 0.231864 0.151393 -0.452956 -0.188373 -0.0617584 0.270273 -0.346131 -0.253456 -0.275949 0.384311 0.325348 -0.734876 0.526367 0.168295 -0.0959246 -0.142273 0.0561424 -0.000358376 -0.750675 -0.650211 -0.577839 -0.260112 0.0699074 -0.582639 -0.929885 0.211212
internal_weight=0 13268 6824 5769 9789 6407 1250 3479 1930 2850 1549 732 1320 3382 2390 518 992 1792 4519 3179 3557 2347 229 207 321 770 1160 1055 150 1589
internal_count=20092 13268 6824 5769 9789 6407 1250 3479 1930 2850 1549 732 1320 3382 2390 518 992 1792 4519 3179 3557 2347 229 207 321 770 1160 1055 150 1589
is_linear=0
shrinkage=0.0666667


Tree=11
num_leaves=31
num_cat=0
split_feature=64 66 66 56 60 65 56 60 54 54 54 57 61 62 34 55 54 12 62 31 54 24 73 59 61 55 2 35 51 31
split_gain=172482 137116 44975.4 34114.2 15266.1 14433.2 10622.4 9365.72 10699.6 9303.01 8606.45 7723.99 7113.25 7843.73 6636.04 6604.12 11663.8 7075.21 6393.98 8799.12 5737.11 5655.41 5508.54 5413.05 5264.46 5232.01 6778.63 4984.91 4832.65 4721.29
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 12 10 -3 -2 -8 27 14 -5 25 13 -1 -6 -14 18 22 19 21 24 -17 -18 -16 -7 -11 29 -9 -22 -27
right_child=2 5 -4 4 9 20 7 8 -10 11 -12 -13 15 -15 23 16 17 -19 -20 -21 28 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.16652231407258283 -0.028843954930857882 -0.06243028782415689 -0.33629372484264031 0.25776526497125329 0.1353495224327298 -0.35772942484967335 -0.057333153736737662 -0.096954264517049471 -0.21585203360219321 0.17613470758965594 0.11586511771868006 -0.038756172440819824 0.27030104986948167 0.3675743313501198 0.18604225464935958 0.26841383425714715 0.026916576029024617 0.32720856697008172 0.35827364167011932 -0.5416179895401001 -0.22169134550578687 -0.32854698499043783 0.24685504485496737 -0.20510681421378921 -0.013612059656075816 0.018813307435196384 0.33209282886866787 0.23200808595176095 -0.46169106912337865 -0.27414531591392699
leaf_weight=332 1674 2343 1055 677 1471 62 1368 981 1692 392 1591 1475 768 615 58 149 839 124 366 20 724 20 149 122 243 482 69 54 107 70
leaf_count=332 1674 2343 1055 677 1471 62 1368 981 1692 392 1591 1475 768 615 58 149 839 124 366 20 724 20 149 122 243 482 69 54 107 70
internal_value=0 0.0700416 -0.136183 0.133924 0.0887134 -0.109706 -0.0995878 -0.128507 -0.164212 0.0506253 0.158222 0.00991628 0.219572 0.297089 0.111972 0.189424 0.152164 0.0898725 0.27697 0.119526 -0.207212 0.197768 0.0600854 -0.0790699 -0.0835638 0.0807868 0.0205994 -0.079791 -0.252594 -0.0183372
internal_weight=0 13268 6824 9789 6407 3479 5769 4095 2727 4139 2268 2488 3382 947 1651 2435 1667 1112 555 189 1136 169 988 180 305 1013 621 1035 831 552
internal_count=20092 13268 6824 9789 6407 3479 5769 4095 2727 4139 2268 2488 3382 947 1651 2435 1667 1112 555 189 1136 169 988 180 305 1013 621 1035 831 552
is_linear=0
shrinkage=0.0333333


Tree=12
num_leaves=31
num_cat=0
split_feature=64 56 60 69 67 54 57 61 69 67 69 55 54 55 3 13 41 51 62 61 57 28 45 70 49 67 55 38 60 62
split_gain=116302 37554.6 25749.5 24800.7 20676.9 19798.6 11738.2 10903.3 9090.33 8598.41 8554.1 8143.02 13585 8065.7 7813.18 7596.92 7906.75 7074.03 6217.79 5780.25 5547.79 5613.35 5365.37 5148.08 5052.71 4876.93 5340.7 4849.67 4772.2 4715.75
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 7 8 9 5 -4 19 18 25 28 -8 -9 24 20 -15 -12 27 -10 22 -6 21 -7 -1 -16 -13 26 -3 -17 -2 -11
right_child=3 2 4 -5 6 13 10 11 17 29 15 12 -14 14 23 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.49182891526146433 -0.20415782960713558 0.64304777604649843 0.058733684684723099 -0.71071834886373431 0.60993632956141164 0.3371278691081665 0.13544684293624282 0.56654001973912416 0.20285616485596591 -0.28995178329508187 -0.14679446225209894 0.67821443662820224 0.044684694237586274 -0.75759214188698576 -3.1426339761070583 -0.31950394450021641 -2.5930627677751623 -0.43610385299927029 0.845573486362731 0.16157684939823702 -0.60556247401215169 -1.2499488946336967 -0.6468708165782564 -1.2167126325198583 -0.12384742753373253 0.62746689961352153 0.06020003282191122 -1.9435112714767457 -0.50983981677290657 -0.042055796818272123
leaf_weight=346 826 244 686 1400 398 156 1189 935 1340 1236 1409 617 1505 527 23 112 23 199 760 1036 267 26 47 35 90 834 442 22 1338 2024
leaf_count=346 826 244 686 1400 398 156 1189 935 1340 1236 1409 617 1505 527 23 112 23 199 760 1036 267 26 47 35 90 834 442 22 1338 2024
internal_value=0 0.172543 0.0560464 -0.335479 -0.0658721 -0.357801 0.0539936 0.415508 0.291553 -0.238625 -0.0667765 0.319122 0.21454 -0.634147 -0.878832 -0.220316 -0.880141 0.120236 0.678583 0.286017 -0.315349 0.110403 0.355649 -1.98044 0.576113 0.465013 0.26751 -0.586132 -0.393161 -0.136043
internal_weight=0 13268 8968 6824 5909 1720 4189 4300 3059 5424 2755 3147 2212 1034 585 1566 157 1539 1153 1434 449 182 393 58 707 1520 686 134 2164 3260
internal_count=20092 13268 8968 6824 5909 1720 4189 4300 3059 5424 2755 3147 2212 1034 585 1566 157 1539 1153 1434 449 182 393 58 707 1520 686 134 2164 3260
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=56 67 54 67 55 59 54 59 57 62 59 61 57 10 61 54 57 55 61 63 55 4 45 6 46 69 55 43 4 38
split_gain=46412.4 30532.1 21580.1 13069.3 12687.9 11642.3 10939.1 9981.25 8621.27 8488.07 8139.91 9206.05 7491.14 9739.45 7048.9 7633.96 6752.11 6625.56 6308.88 7229.73 6189.9 6062.05 5986.04 5903.85 5754 6425.12 5573.57 5049.19 4877.19 4829.24
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=3 2 17 7 12 26 28 16 18 -5 -10 23 13 -3 -11 -16 -1 -2 19 -8 -17 -22 -7 -12 25 -18 -4 -9 29 -6
right_child=1 4 5 9 6 22 8 27 10 14 11 -13 -14 -15 15 20 24 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.76123181250769389 0.2351475711432951 0.47608576505734107 0.08609029655901683 0.11115539436732852 -0.0084848973559807292 -0.54816408653421789 0.18051597096949307 -0.01026262684212699 -0.077868667688125212 0.61589227340828767 -0.099998188050111916 -0.64390974999958051 0.070951808399565497 -0.49666069755718734 0.55133038320406413 0.42185192753969541 0.49232644496002681 -0.11783426966452086 -0.10978298372781929 1.5027476973751541 0.11526514239921855 -0.65842091680591941 -0.10356592094259603 -0.94360038905870169 -0.46307250964202618 -0.17182908948902581 -0.29257683653906386 -0.44285195088965834 0.45104660641910743 0.4068941648144887
leaf_weight=172 525 671 393 1244 1613 1807 390 1613 975 641 577 573 2404 80 557 466 315 1245 948 31 715 78 238 64 86 149 862 212 227 221
leaf_count=172 525 671 393 1244 1613 1807 390 1613 975 641 577 573 2404 80 557 466 315 1245 948 31 715 78 238 64 86 149 862 212 227 221
internal_value=0 -0.0850871 -0.24789 0.188532 0.00898728 -0.373803 -0.0661033 0.0432468 -0.154598 0.288516 -0.257182 -0.401194 0.142722 0.372464 0.378314 0.294456 0.305523 -0.0131363 0.0094318 0.277877 0.180811 0.0391649 -0.496421 -0.184227 0.163011 0.279052 -0.173998 -0.0605141 0.0866691 0.041569
internal_weight=0 13844 5070 6248 8774 3300 5619 2547 3558 3701 2189 1214 3155 751 2457 1816 722 1770 1369 421 1259 793 2045 641 550 464 1255 1825 2061 1834
internal_count=20092 13844 5070 6248 8774 3300 5619 2547 3558 3701 2189 1214 3155 751 2457 1816 722 1770 1369 421 1259 793 2045 641 550 464 1255 1825 2061 1834
is_linear=0
shrinkage=0.0833333


Tree=14
num_leaves=31
num_cat=0
split_feature=64 66 66 69 69 65 69 67 65 56 70 70 67 57 55 17 65 57 67 63 9 58 54 35 61 59 53 31 7 43
split_gain=91880 87626.4 29203 19262.8 16030.8 13076.6 12015.5 9644.44 8236.82 7677.17 7612.02 7255.09 7131.81 8459.67 7703.01 7469.21 6123.41 5781.84 5780.23 5527.04 5042.17 6856.07 5023.76 5007.6 4806.37 5676.35 5829.14 4467.46 4418.33 4232.04
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 1.5000000000000002 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 4 3 -2 12 11 8 -6 -3 -9 16 29 13 24 23 22 -8 20 -7 -12 -11 -22 -16 -15 -1 -26 -27 -28 -4 -5
right_child=2 6 28 5 7 18 10 9 -10 17 19 -13 -14 14 15 -17 -18 -19 -20 -21 21 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=0.66845739178736308 -0.085210022908483826 0.042815118795120288 -0.64091418968630898 -0.1767941937392504 -0.0039274159707042965 -0.57539389675954489 -0.20305308537891936 0.37504312687568514 -0.27359134676128438 0.39805799586770751 -0.24535105584503769 -0.72190886909571983 0.40683081346226213 0.2509733727761963 0.20121517321426174 -1.2999874788802117 -0.57959183081288201 0.061076350156981318 -1.1859703975201057 -1.0252856207705152 -1.0754342062398792 0.2167774602063898 -0.2539360811241676 1.365286528505385 0.62050621530942385 0.51383136922551187 -0.37817163540748877 0.69001790766532611 -0.15394025367321604 0.43974081004222099
leaf_weight=262 4519 1160 937 531 1732 407 999 1114 770 618 77 130 2817 414 253 28 321 1694 111 152 32 83 296 24 155 97 144 26 118 71
leaf_count=262 4519 1160 937 531 1732 407 999 1114 770 618 77 130 2817 414 253 28 321 1694 111 152 32 83 296 24 155 97 144 26 118 71
internal_value=0 0.115021 -0.223637 -0.157288 0.229925 -0.417866 -0.208288 0.141103 -0.0834196 0.212042 -0.36387 -0.213804 0.333635 0.212273 0.0748892 -0.105125 -0.29462 0.137224 -0.706232 -0.763037 0.313204 -0.142794 -0.0441851 0.312032 0.41614 0.259488 0.0499078 -0.214801 -0.586447 -0.10408
internal_weight=0 13268 6824 5769 9789 1250 3479 5273 1930 3541 1549 732 4516 1699 1015 577 1320 2427 518 229 733 115 549 438 684 422 267 170 1055 602
internal_count=20092 13268 6824 5769 9789 1250 3479 5273 1930 3541 1549 732 4516 1699 1015 577 1320 2427 518 229 733 115 549 438 684 422 267 170 1055 602
is_linear=0
shrinkage=0.075


Tree=15
num_leaves=31
num_cat=0
split_feature=60 55 71 3 55 61 57 51 61 25 38 42 63 57 41 20 65 62 7 63 49 62 57 32 39 25 63 53 51 14
split_gain=30307.6 17960.2 9834.84 8615.48 8517.52 7454.49 7136.92 6278.19 6177.05 8254.42 5842.57 5797.75 9008.27 5384.43 6191.64 5339.66 5317.48 7075.87 6116.16 5235.95 5234.55 4880.27 4674.21 4642.47 4388.03 4184.98 4944.69 4861.16 4096.82 5750.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
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 6 16 5 8 10 7 -2 9 -1 13 12 -10 15 -15 -4 25 -18 28 -16 23 -13 -6 -5 -9 -3 27 -27 29 -19
right_child=1 2 3 20 22 -7 -8 24 11 -11 -12 21 -14 14 19 -17 17 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.49279328922009119 0.092857721565025197 -0.057032705051088234 0.22457313982493901 -0.17258568875050076 0.13814119621651885 -0.14440594772717769 -0.00039522044108808137 0.52547920958859817 0.067223176581629449 -0.22498972013275675 -0.23265181115142394 0.81451870484172173 0.66455853347902871 0.0062781514003290798 0.21730061989081537 -0.26689522741362454 -0.065154986125627035 0.19236556429731488 0.47397688814749322 -0.44021122620609782 -0.64033587805844938 0.23046686466275293 0.025795122971647377 -0.55375505961869897 -0.16837716908366593 -0.2214729582109759 -0.047077788929972386 -1.0934243408116429 -0.1717404873996973 -0.25370393113755602
leaf_weight=271 1085 1012 405 502 1272 3345 3701 146 1089 47 281 53 67 1024 38 64 754 608 120 149 91 110 3402 95 27 31 63 33 125 82
leaf_count=271 1085 1012 405 502 1272 3345 3701 146 1089 47 281 53 67 1024 38 64 754 608 120 149 91 110 3402 95 27 31 63 33 125 82
internal_value=0 -0.0415569 -0.0843524 -0.120614 0.0907456 -0.0990289 0.0345759 0.13746 0.188897 0.386706 -0.0216265 0.141207 0.101844 0.01367 -0.0420357 0.157507 -0.00749445 0.0488084 0.14071 -0.306599 -0.287086 0.420373 0.0563694 -0.233241 0.417189 -0.0909848 -0.361532 -0.671073 0.0916405 0.139354
internal_weight=0 13781 8822 5994 6311 5306 4959 1258 1637 318 1961 1319 1156 1680 1211 469 2828 1689 935 187 688 163 4674 597 173 1139 127 64 815 690
internal_count=20092 13781 8822 5994 6311 5306 4959 1258 1637 318 1961 1319 1156 1680 1211 469 2828 1689 935 187 688 163 4674 597 173 1139 127 64 815 690
is_linear=0
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=64 66 66 69 67 60 65 69 69 54 65 53 72 65 9 50 65 43 63 27 55 34 71 19 62 40 41 46 53 67
split_gain=73285 69421.2 23325.6 15198 12830 12768.6 10608.6 9483.26 8307.61 6821.99 6658.22 5684.86 5321.85 5192.14 5173.62 9113.49 4771.07 5585.55 4699.52 4600.61 4066.97 5206.77 4863.63 4540.9 5601.87 3997.95 4786.62 5683.17 3810.01 3809.02
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -2 5 16 29 10 -6 -7 -3 14 -8 25 -10 -16 17 -1 -18 -15 21 -11 -22 -24 -25 26 -9 -28 -20 -5
right_child=2 7 -4 6 8 9 12 13 11 20 -12 -13 -14 19 15 -17 18 -19 28 -21 22 -23 23 24 -26 -27 27 -29 -30 -31
leaf_value=0.4906940662719978 -0.067918381247968423 0.03500622542446543 -0.46576029672859737 -0.4286875151487084 0.3237258150319301 0.13009207815360413 -0.66008750390927373 -0.11004200601655585 0.10433161927224194 0.090228484361366157 -0.21786078902163031 0.22386229262291779 -0.098560680705549075 -0.41385483213286112 -0.1005228419550534 -1.503029037018617 -0.16236112814252548 -0.17383015351417735 -0.053144929435920543 -1.1079668142154915 0.032240649567799526 -0.56941803124215873 -0.26329934298878493 -1.5299463016457029 -0.31130148512229588 -0.52823514857524179 -0.32660798715559519 -1.3916843542346247 0.29602376636074018 -0.078749091059337264
leaf_weight=416 4519 1160 1055 185 2817 736 427 868 846 468 770 2526 91 317 145 24 181 65 181 49 222 60 437 30 38 161 127 27 597 547
leaf_count=416 4519 1160 1055 185 2817 736 427 868 846 468 770 2526 91 317 145 24 181 65 181 49 222 60 437 30 38 161 127 27 597 547
internal_value=0 0.0913106 -0.177537 -0.124828 0.18222 0.0783232 -0.330567 -0.164485 0.238287 -0.031051 -0.0658785 0.170317 -0.561441 -0.287346 0.0370601 -0.299695 0.229548 0.400893 0.143607 -0.506782 -0.125554 0.0152687 -0.22783 -0.342158 -0.848939 -0.219456 -0.170813 -0.513342 0.21479 -0.16719
internal_weight=0 13268 6824 5769 9789 3431 1250 3479 6358 1991 1930 3541 518 1549 1015 169 1440 481 959 366 1255 528 727 505 68 1183 1022 154 778 732
internal_count=20092 13268 6824 5769 9789 3431 1250 3479 6358 1991 1930 3541 518 1549 1015 169 1440 481 959 366 1255 528 727 505 68 1183 1022 154 778 732
is_linear=0
shrinkage=0.0666667


Tree=17
num_leaves=31
num_cat=0
split_feature=64 54 69 60 67 62 65 59 61 12 19 69 52 25 10 67 57 63 42 14 47 73 70 69 2 27 60 8 34 41
split_gain=59360.8 16633.5 13000.9 12093.8 15095.1 7191.2 6584.51 5918.27 5861.73 5690.77 5576.63 5478.81 6089.55 6047.71 5271.32 5237.08 5127.11 4801.25 4601.28 4539.1 7893.56 5660.89 4441.42 4551.83 4361.93 10673.6 4156.78 7975.33 6597.6 4289.49
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 7 15 11 8 17 -4 9 14 -1 -10 13 -13 18 -5 -2 -15 -6 -3 26 21 -21 -7 -24 25 -11 -9 28 29 -28
right_child=2 3 6 4 5 22 -8 19 10 24 -12 12 -14 16 -16 -17 -18 -19 -20 20 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.55803661732440812 -0.29015459921374548 0.34251546592131121 -0.33873089049120142 -0.1740214652864 0.11101742716651264 0.082988170539410405 -0.78380800565742437 0.36767966627870519 -0.35093526416524062 -0.49705905474149265 -1.0731264107237177 0.023921135342193877 0.81193383835610899 0.63835318687682352 0.59661859089273561 -0.089491803694260741 -0.5905241923984782 -0.2036639262332435 0.90360329018649233 0.96686158297869429 -0.5048209157483331 -0.25496771925025519 0.51318232459853119 -0.06261424649569948 -1.4277757603189221 2.1447052979469299 0.18132081824336566 0.89447212880399052 -0.47827340840849852 -0.2562673451548273
leaf_weight=1000 2164 1171 857 642 847 1294 543 803 919 65 121 1485 105 48 103 3260 116 1134 167 241 58 45 612 177 23 20 1479 119 210 264
leaf_count=1000 2164 1171 857 642 847 1294 543 803 919 65 121 1485 105 48 103 3260 116 1134 167 241 58 45 612 177 23 20 1479 119 210 264
internal_value=0 0.123269 -0.239674 0.0453779 -0.0391827 0.0672855 -0.511357 0.284219 -0.281584 0.483559 -0.434959 0.205337 0.0759597 0.342295 -0.0674766 -0.16955 -0.230853 -0.0691182 0.412547 0.215605 0.558897 0.774616 0.19701 0.384011 -0.206052 0.124533 0.174529 0.0996736 0.051245 0.115042
internal_weight=0 13268 6824 8941 5849 4064 1400 4327 1785 1108 1040 3092 1590 1502 745 5424 164 1981 1338 3219 344 286 2083 789 108 85 2875 2072 1953 1743
internal_count=20092 13268 6824 8941 5849 4064 1400 4327 1785 1108 1040 3092 1590 1502 745 5424 164 1981 1338 3219 344 286 2083 789 108 85 2875 2072 1953 1743
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=66 64 56 64 54 54 31 57 44 34 16 21 23 3 58 58 57 61 70 56 54 61 5 39 46 50 7 39 16 48
split_gain=59862.5 51625.5 15086 11364.4 7854.62 6149.16 6082.51 5980.11 5037.1 7308.9 8785.32 4776.45 4630.29 4492.95 4428.47 4408.38 4585.32 4875.37 3868.88 3852.25 4089.63 3664.63 6004.54 3604.02 4416.34 4065.66 3517.88 4876.7 4160.7 3576.63
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 2 21 11 -4 6 -3 23 14 10 12 19 -10 -8 -7 -13 -17 18 -18 -2 -21 22 -1 -6 25 -25 28 -28 29 -5
right_child=3 5 4 26 7 8 13 -9 9 -11 -12 15 -14 -15 -16 16 17 -19 -20 20 -22 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.47626729948160024 -0.087832971783539313 0.078572782332928609 0.28939102774076292 -0.66986386998153757 0.27515481415234838 -0.34573461362321317 -0.32843261203298008 -0.034625354664244573 -0.33353639131500606 -1.883273170143366 -2.0322573948523095 0.58349802510738369 1.2760458779335022 -1.782261346280575 -0.11044528860498336 0.50610556474622381 -1.7256840216807832 -0.038350005486497175 -0.18498124842132843 -0.1475810361462174 -0.43505339711994495 0.33897371241989216 1.2414811202603528 -0.66036034242589348 0.82433161840049751 0.54152077047361269 -0.45124669480241009 1.059889486857823 -0.088222140756746142 -1.2995547947374364
leaf_weight=830 808 1565 2328 726 1329 1160 186 2549 168 40 29 125 20 24 2577 81 39 135 28 731 1532 2435 117 129 36 36 90 28 108 103
leaf_count=830 808 1565 2328 726 1329 1160 186 2549 168 40 29 125 20 24 2577 81 39 135 28 731 1532 2435 117 129 36 36 90 28 108 103
internal_value=0 0.0931815 0.233023 -0.319744 0.142829 -0.144106 0.0107626 0.0591824 -0.212932 -0.641166 -0.412206 -0.232561 -0.162304 -0.494584 -0.183481 0.0889054 -0.129554 -0.384448 -1.08181 -0.275269 -0.342193 0.40389 0.570808 0.215467 -0.179183 -0.398132 -0.60724 -0.092672 -0.672042 -0.7481
internal_weight=0 15558 9789 4534 6407 5769 1775 4079 3994 257 217 3479 188 210 3737 408 283 202 67 3071 2263 3382 947 1530 201 165 1055 118 937 829
internal_count=20092 15558 9789 4534 6407 5769 1775 4079 3994 257 217 3479 188 210 3737 408 283 202 67 3071 2263 3382 947 1530 201 165 1055 118 937 829
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=66 64 56 69 64 60 65 69 70 55 70 14 63 65 25 54 48 19 58 6 46 25 59 14 65 1 41 3 19 58
split_gain=48488.6 41816.7 12219.6 9829.96 9205.14 7929.15 7231.91 6944.82 5730.33 5330.22 5309.64 5060.65 6675.23 5011.51 4972.89 4849.1 4495.05 4553.23 4314.4 4247.29 4754.04 4083.32 3885.64 4476.31 4472.62 14259.4 4630.06 3991.21 4353.42 3911.21
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 14 -3 7 15 10 13 16 19 -5 12 -10 -2 -1 -4 17 -9 -16 21 -21 -7 -11 24 25 26 -24 28 -26 -29
right_child=4 3 5 6 -6 9 -8 8 11 22 -12 -13 -14 -15 18 -17 -18 -19 -20 20 -22 -23 23 -25 27 -27 -28 29 -30 -31
leaf_value=0.27198353168341849 0.0323720349341192 -0.040694732406760067 0.33532390340993934 -0.033596150978888122 -0.36434422497724378 0.043753909177198937 -0.44254730852654001 -0.19406628796211101 0.30032463632983925 0.064651684392769637 -0.50341126372607858 0.25463276995552908 -0.82718987297266722 -0.18700811661461375 -0.31877068438622941 0.12229849696056314 0.12550447021318539 -0.63128788127737523 0.16227797961732626 0.55210568999487253 -0.32313347187909214 0.39131434323519643 -0.31307417998464154 0.24833155897021855 0.018210349294206996 -1.583291380865532 0.52812432576628288 -0.037386632705825609 -0.48441069238326129 -0.84101246940462215
leaf_weight=2981 1160 4519 677 602 1055 1353 518 1029 27 1034 130 30 172 770 117 1591 173 118 284 168 33 169 201 142 774 38 34 51 85 57
leaf_count=2981 1160 4519 677 602 1055 1353 518 1029 27 1034 130 30 172 770 117 1591 173 118 284 168 33 169 201 142 774 38 34 51 85 57
internal_value=0 0.0559089 0.139814 -0.0864634 -0.191846 0.0856976 -0.251926 -0.139537 -0.244676 0.0307981 -0.117033 -0.552528 -0.674211 -0.0551527 0.242334 0.185887 -0.191268 -0.239046 0.0219221 0.120384 0.40841 0.0823464 -0.0330912 -0.106222 -0.146824 -0.385116 -0.191369 -0.0795497 -0.0315251 -0.461522
internal_weight=0 15558 9789 5769 4534 6407 1250 3479 1549 4139 732 229 199 1930 3382 2268 1320 1147 401 1723 201 1522 2416 1382 1240 273 235 967 859 108
internal_count=20092 15558 9789 5769 4534 6407 1250 3479 1549 4139 732 229 199 1930 3382 2268 1320 1147 401 1723 201 1522 2416 1382 1240 273 235 967 859 108
is_linear=0
shrinkage=0.0666667


Tree=20
num_leaves=31
num_cat=0
split_feature=66 56 67 59 54 65 61 14 67 57 54 25 6 61 55 61 57 18 9 19 55 56 1 34 10 57 55 1 65 71
split_gain=64740.2 26257.6 18152.1 10638.1 9394.18 7285.39 7202.15 7039.76 6453.06 6451.36 6108.12 7436.82 9018.25 5825.45 5392.51 5582.16 5326.9 5288.81 4971.2 4810.73 4708.48 5149.46 4417.09 4413.71 5263.26 5817.36 4312.23 5300.23 4727.99 4281.84
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 3 9 -5 20 16 14 17 -3 18 -12 -13 -11 23 -16 22 -8 -10 -9 -2 -22 -1 24 25 -4 27 -6 -28 -20
right_child=5 2 7 4 26 -7 8 19 10 13 11 12 -14 -15 15 -17 -18 -19 29 -21 21 -23 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=0.25597192614041731 -0.017567181058823031 0.09116198559806285 0.15569224927168321 -0.011633462739923215 -0.038941579481203525 -0.13093815036451129 -0.010280222518416676 0.12045899163001655 0.11301810992899261 0.062558536746536247 0.072274962501117701 -0.16540124416351318 0.32832392498298929 -0.06948197683337709 0.03857894391723489 -0.024362065087109995 0.095525309846141604 0.12483855914411561 0.50438427835237243 -0.067722125489687174 -0.025760044218553785 -0.10929867537121991 -0.056640316266566515 -0.063905638692217256 -0.048622444267498281 0.049002192125398289 -0.26002674065530296 -0.2901269267473755 -0.11837513881799733 0.17841033947599283
leaf_weight=241 1008 447 422 923 554 1384 1176 681 529 317 1505 161 27 612 1399 2377 1063 214 40 97 672 1470 32 199 246 1314 189 58 667 68
leaf_count=241 1008 447 422 923 554 1384 1176 681 529 317 1505 161 27 612 1399 2377 1063 214 40 97 672 1470 32 199 246 1314 189 58 667 68
internal_value=0 0.0242259 0.00169083 -0.0422571 -0.074128 -0.0831288 0.0710342 0.0262716 0.0531529 0.0131232 0.0785849 0.053756 -0.0944939 -0.0244262 0.0170347 -0.00104255 0.120823 0.0105222 0.144574 0.0969968 -0.062123 -0.0830905 0.219329 0.0483323 0.0596014 0.0749372 -0.113421 -0.0627467 -0.149651 0.299141
internal_weight=0 15558 10502 3767 2391 4534 5056 6735 3720 1376 2330 1693 188 929 5957 3776 1336 1390 637 778 3150 2142 273 2181 1982 1736 1468 612 856 108
internal_count=20092 15558 10502 3767 2391 4534 5056 6735 3720 1376 2330 1693 188 929 5957 3776 1336 1390 637 778 3150 2142 273 2181 1982 1736 1468 612 856 108
is_linear=0
shrinkage=0.025


Tree=21
num_leaves=31
num_cat=0
split_feature=66 64 67 64 61 60 1 63 54 31 60 28 0 55 67 60 24 9 55 55 54 1 41 21 67 63 54 42 12 17
split_gain=43452.7 40850.5 10287 9086.22 8300.11 7992.5 7577.54 6070.19 5570.71 5128.49 5093.05 4999.61 6756.28 4812.31 4805.73 4495.61 4444.81 3908.35 3814.71 3787.74 3755.69 5022.4 3612.58 3486.66 3960.38 3464.94 3433.42 4533.2 4450.01 4322.19
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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=1 2 4 7 6 -6 8 10 9 13 -2 16 -13 -1 -3 -16 -12 18 -8 -9 -17 -22 -7 -21 -25 -10 28 29 -4 -28
right_child=3 14 26 -5 5 22 17 19 25 -11 11 12 -14 -15 15 20 -18 -19 -20 23 21 -23 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.9601189176241558 0.20242851053651478 -0.19386587253261409 0.34955490561900032 -0.42358909266975253 0.13052384909057113 -0.23056423517671704 0.66885890502196099 -0.083235802166579831 0.20520821693578328 1.4727757863998416 -0.0030220242346135472 -0.27510087109208109 -1.6439476426442465 0.24366047809805191 0.10951152942656601 0.034432199291537381 -0.59191340016958482 -1.3936914958953859 -0.44003689743223645 -0.36789683361657155 -0.21979854899919826 0.21824000096825699 0.19366139415192282 -0.48039691921264416 0.32192356831686841 -0.54955564872520735 0.13102149739610888 0.39036803012418342 -0.021549702995324854 0.54632086802052249
leaf_weight=84 422 2336 1839 1055 945 1070 26 627 770 35 832 100 30 210 891 879 91 20 84 1209 1474 189 146 63 105 41 3538 580 233 168
leaf_count=84 422 2336 1839 1055 945 1070 26 627 770 35 832 100 30 210 891 879 91 20 84 1209 1474 189 146 63 105 41 3538 580 233 168
internal_value=0 0.0635112 0.163027 -0.217933 0.0513884 -0.0440001 0.213699 -0.155568 0.279688 0.557343 -0.0323947 -0.126502 -0.590989 0.448363 -0.10535 -0.0451194 -0.0610817 -0.364974 -0.177934 -0.246227 -0.0993194 -0.170015 -0.179629 -0.320443 0.0210534 0.167051 0.223271 0.182396 0.307824 0.149848
internal_weight=0 15558 9789 4534 3431 2161 1270 3479 1140 329 1475 1053 130 294 5769 3433 923 130 110 2004 2542 1663 1216 1377 168 811 6358 4286 2072 3706
internal_count=20092 15558 9789 4534 3431 2161 1270 3479 1140 329 1475 1053 130 294 5769 3433 923 130 110 2004 2542 1663 1216 1377 168 811 6358 4286 2072 3706
is_linear=0
shrinkage=0.08


Tree=22
num_leaves=31
num_cat=0
split_feature=66 56 60 67 2 65 61 62 55 1 20 0 63 67 59 59 65 63 65 57 1 55 42 63 69 38 42 45 51 73
split_gain=35196.7 19571.9 13753.9 10303.9 7578.52 6596.46 5543.45 6818.96 5516.49 6235.91 5413.13 5994.55 5077.78 4988.41 8884.05 4390.48 5522.9 4680.24 4308.69 4208.25 4003.71 3794.39 3682.18 4309.49 3624.18 3887.3 3562.26 3783.21 3688.71 4524.87
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 4 8 13 24 7 -1 9 -4 15 -12 -7 14 -3 -10 -17 22 20 -5 -9 -8 -18 -24 -2 -26 28 -28 29 -16
right_child=5 2 3 19 -6 12 21 18 10 -11 11 -13 -14 -15 26 16 17 -19 -20 -21 -22 -23 23 -25 25 -27 27 -29 -30 -31
leaf_value=0.061335693881457987 -0.062362754150265792 0.36474881953444716 0.0051691078602666557 0.10417801070843544 -0.20233680012406119 -0.17051025155571198 0.26986152482189213 0.80781243213789677 -0.092417491205706803 -0.81036412652949208 -1.0887940667342351 0.36248760742859709 -0.49334653657890337 0.26400121085884476 -0.15494177277881793 -0.87964060342927486 -0.1471886946400407 -1.3381059886333311 0.33581556315223371 -0.06213191163637382 -0.23582978511140457 0.086577131327667201 -1.8117116600393304 -0.27537963034895563 -0.29681780404777258 0.14521967326617163 0.10479861092006351 1.2424076058467228 -0.57339721967776613 0.45527313644533718
leaf_weight=419 1842 445 785 1595 431 589 1124 289 504 71 112 24 795 1761 649 142 422 28 600 3130 28 2596 21 32 1151 157 108 25 120 97
leaf_count=419 1842 445 785 1595 431 589 1124 289 504 71 112 24 795 1761 649 142 422 28 600 3130 28 2596 21 32 1151 157 108 25 120 97
internal_value=0 0.0595418 -0.00531052 -0.0747099 0.125739 -0.204312 0.194249 0.339853 -0.226366 -0.0624744 -0.335542 -0.832686 -0.355955 0.169858 0.0550473 -0.276698 -0.420694 -0.291131 0.467114 -0.00599131 0.71563 0.141957 -0.229414 -0.884115 -0.137686 -0.24376 -0.0829079 0.318635 -0.144577 -0.0755975
internal_weight=0 15558 10502 6866 3636 4534 5056 1336 2141 856 1285 136 1384 3205 1444 1149 645 503 917 4725 317 3720 475 53 3150 1308 999 133 866 746
internal_count=20092 15558 10502 6866 3636 4534 5056 1336 2141 856 1285 136 1384 3205 1444 1149 645 503 917 4725 317 3720 475 53 3150 1308 999 133 866 746
is_linear=0
shrinkage=0.0833333


Tree=23
num_leaves=31
num_cat=0
split_feature=66 56 54 67 54 56 63 55 73 37 34 3 25 19 42 61 48 63 32 32 49 3 53 58 20 9 55 37 34 63
split_gain=28509.3 15853.2 10412.9 9039.24 5159.75 4501.9 6824.45 5773.26 5403.98 5086.94 5070.53 4772.38 4494.99 4426.34 5529.46 5832.42 4557.32 4570.41 4350.97 4221.35 5015.08 3967.52 3996.53 3952.11 4530.82 4068.44 3795.02 3787.92 3729.53 3610.36
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002
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 4 -3 26 -1 9 10 -8 11 -2 -7 27 -6 14 15 -5 23 -18 21 20 -11 -16 -23 25 -25 -17 -4 -9 -19 -27
right_child=5 2 3 13 12 6 7 8 -10 19 -12 -13 -14 -15 18 16 17 28 -20 -21 -22 22 -24 24 -26 29 -28 -29 -30 -31
leaf_value=0.37699710493376926 0.024570728808412629 0.12930351130711684 -0.074318944069267812 0.16829722385829804 0.18852122693061421 -0.18548611165784681 -0.15901813222451802 -0.60973379066231181 -0.0087939751233373376 -0.087137674774442397 0.38274470828473572 -1.2107725726233589 -0.15642210839434029 -0.28256193014844405 0.35421146034291612 -0.12168665348474335 -0.048449360144138337 -0.67010139957314641 -0.3899878578455146 -1.950781661272049 -1.663100759148598 2.2336088130871459 0.54817902235423821 0.0044324841075373536 0.6536980906301294 -0.06869722300387443 -0.33190179389785046 -0.020858378100395203 -2.1433515885472296 -1.1924101176327222
leaf_weight=1352 1042 3699 923 1256 3277 1231 648 866 175 105 180 117 427 472 359 694 125 122 67 20 25 24 34 962 121 47 1504 125 20 73
leaf_count=1352 1042 3699 923 1256 3277 1231 648 866 175 105 180 117 427 472 359 694 125 122 67 20 25 24 34 962 121 47 1504 125 20 73
internal_value=0 0.0643051 -0.00573536 -0.0791601 0.209789 -0.220657 -0.280167 -0.40232 -0.525204 -0.0538086 -0.112997 -0.606766 0.148756 0.00668423 0.0416546 -0.00311637 -0.102606 -0.489422 0.358011 -0.598284 -0.390207 0.478193 1.2456 -0.0481622 0.0769728 -0.21465 -0.233942 -0.535456 -0.877601 -0.752289
internal_weight=0 15558 10502 6803 5056 4534 3342 1931 1283 1192 1411 1108 3704 4376 3904 3420 2164 267 484 150 130 417 58 1897 1083 814 2427 991 142 120
internal_count=20092 15558 10502 6803 5056 4534 3342 1931 1283 1192 1411 1108 3704 4376 3904 3420 2164 267 484 150 130 417 58 1897 1083 814 2427 991 142 120
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=64 66 69 69 66 69 23 48 53 59 25 55 70 67 65 54 53 73 65 67 15 59 70 44 71 9 9 73 66 10
split_gain=31820.1 22236.9 8895.66 7845.85 6938.42 5287.86 4818.98 5948.68 4815.85 4739.58 5183.29 4568.65 4844.44 5433.31 7651.38 6215.03 5885.67 5557.98 4232.06 4531.91 4333.36 4222.34 4177.89 9555.61 4090.53 4203.46 4061.96 4096.38 4001.59 3944.27
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 11 29 9 7 -7 24 -3 -11 -1 -13 15 -15 -14 -17 -18 28 20 -20 -8 -10 26 -5 -26 27 -24 -4 -2
right_child=2 5 18 8 -6 6 21 -9 22 10 -12 12 13 14 -16 16 17 -19 19 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.23609934736450328 -0.019529493368777583 0.12794289322415001 -0.10351204048658982 0.10139780052470936 -0.22212473277772329 -0.24185591617941565 0.62015451336089455 0.12512893537517455 0.13013742251890789 -0.031347613383304801 -0.40603222050592302 0.011363872181749045 0.27300635621180908 -0.11457608639871752 0.30390321601778264 0.18347384308513845 -0.50508750523682 0.33871474658741674 -0.21073440387297859 -0.71313872508100573 -0.78083770280534592 -0.055397472042017261 0.14338583586104622 -0.62158499394144329 -0.057108660092975994 -0.39180746989462661 -0.20622093818557624 -0.19838128655548865 -0.47083429254770287 -0.19275746791805637
leaf_weight=1702 3982 613 732 479 905 1213 49 183 2560 1167 150 1074 195 185 1050 114 162 34 377 111 55 104 827 84 813 162 199 149 125 537
leaf_count=1702 3982 613 732 479 905 1213 49 183 2560 1167 150 1074 195 185 1050 114 162 34 377 111 55 104 827 84 813 162 199 149 125 537
internal_value=0 0.0541511 -0.105287 0.100458 -0.0704831 -0.076144 -0.158713 -0.193748 0.0507471 -0.00987487 -0.0740224 0.158501 0.111568 0.173417 0.241216 0.00761264 -0.159329 -0.358714 -0.240126 -0.371181 -0.283317 0.160956 0.0861278 -0.00335968 -0.042182 -0.11272 0.0408369 0.0912103 -0.157089 -0.0401145
internal_weight=0 13268 6824 9789 5424 3479 1549 1396 5273 1930 1317 4516 2814 1740 1235 505 310 196 1400 543 432 153 3819 1259 1454 975 1175 976 857 4519
internal_count=20092 13268 6824 9789 5424 3479 1549 1396 5273 1930 1317 4516 2814 1740 1235 505 310 196 1400 543 432 153 3819 1259 1454 975 1175 976 857 4519
is_linear=0
shrinkage=0.06


Tree=25
num_leaves=31
num_cat=0
split_feature=64 66 69 56 60 66 61 67 69 70 14 67 63 5 63 1 4 59 49 2 19 59 27 63 0 41 3 38 7 58
split_gain=25774.3 18011.9 7205.48 7097.26 5685.57 5620.12 5385.38 5855.52 4283.17 4817.88 4354.23 5477.76 6257.91 4798.47 4273.05 6164.45 4164.75 4192.89 5348.22 4141.53 3845.35 3839.06 3798.03 4633.64 3784.8 4416.26 3808.78 3692.37 4535.38 4123.71
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 22 -5 -2 14 16 21 20 11 12 -11 -14 -6 -16 17 18 -8 24 -10 -3 -1 -24 25 -9 -27 28 -7 -29
right_child=2 8 -4 4 6 27 7 19 9 10 -12 -13 13 -15 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 26 -28 29 -30 -31
leaf_value=0.31422948680723606 -0.060171677280605587 0.191914338763153 -0.36018904648238931 0.21608129829690648 0.47369524913622602 -0.3404106525786712 -0.10857648840063645 -0.034930826471218479 -0.1060575631740097 1.0206918700174852 0.46157282988230391 -1.7743082473252683 -1.0620670891400765 0.62181559950113297 0.15415602930570838 -0.56384043924288074 -1.1494319528341295 -0.48618781814715395 1.3479505687952043 0.40415891998248998 -0.66211843728255348 -0.11103359926803125 0.62219944007251238 -0.11745559817273594 0.31131952326188145 -0.3359027177306777 -1.4883445544375313 -2.0013192666172981 0.42875139663039258 -0.54595506656914949
leaf_weight=2839 4519 613 1400 2268 347 706 253 1190 1181 22 30 47 110 20 1111 134 56 338 28 244 139 1317 105 438 261 141 36 25 86 88
leaf_count=2839 4519 613 1400 2268 347 706 253 1190 1181 22 30 47 110 20 1111 134 56 338 28 244 139 1317 105 438 261 141 36 25 86 88
internal_value=0 0.0812266 -0.15793 0.150687 0.088823 -0.105725 0.0190908 -0.0710907 -0.114216 -0.238069 -0.66149 -0.830796 -0.539052 -0.803008 0.16337 0.0768777 -0.323595 -0.248883 0.0365579 0.0199566 -0.164612 -0.0148123 0.267884 0.0255716 -0.0376265 -0.10425 -0.570298 -0.333187 -0.256891 -0.867938
internal_weight=0 13268 6824 9789 6407 5424 4139 2547 3479 1549 229 199 152 130 1592 1245 675 619 281 1872 1320 1930 3382 543 1628 1367 177 905 792 113
internal_count=20092 13268 6824 9789 6407 5424 4139 2547 3479 1549 229 199 152 130 1592 1245 675 619 281 1872 1320 1930 3382 543 1628 1367 177 905 792 113
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=64 66 69 66 61 57 69 65 65 72 60 46 24 46 67 63 21 62 46 63 12 57 71 14 54 37 22 63 55 52
split_gain=20877.2 14589.7 6201.08 5870.65 5412.64 5820.38 4869.18 4598.19 4404.3 4220.88 4046.74 4973.18 3988.88 4145.98 3921.82 3868.19 8180.5 4469.81 3968.16 4688.34 3981.21 4002.19 3769.31 6819.52 3836.9 3725.88 3719.49 3876.92 3676.63 5325.14
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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 6 5 26 -2 12 -8 -10 11 -6 -3 -14 -4 16 18 -18 20 -20 21 -9 -16 24 -24 -13 -1 -28 -12 -30
right_child=3 7 14 -5 10 -7 8 15 9 -11 28 25 13 -15 22 -17 17 -19 19 -21 -22 -23 23 -25 -26 -27 27 -29 29 -31
leaf_value=0.56777346431540809 -0.054154509150284885 0.021845283702054054 -0.061350244923019416 -0.35903106266411983 0.21135421761401008 0.24315909798565311 -0.11924915346698683 0.40986579190462069 -0.63206954571555873 0.1180522990832617 0.20622908070592622 1.0971783121075249 -0.22285149298063139 -1.335837182402611 0.26449429022118126 -0.42803580257768553 0.032205338465670745 1.8257791334029401 -2.0100819004178048 -0.07341745138168336 0.75718928004304575 -0.40870018991075602 0.19461634503217759 0.54411631939020244 -0.10144138268610806 -0.27474452878038086 0.48393681645393372 2.3518851900100706 -0.020599210518806921 -0.98464519929324013
leaf_weight=446 4519 2098 1732 1055 927 1136 732 78 427 91 820 113 205 40 1221 648 24 33 25 25 48 255 628 247 1445 24 20 25 944 61
leaf_count=446 4519 2098 1732 1055 927 1136 732 78 427 91 820 113 205 40 1221 648 24 33 25 25 48 255 628 247 1445 24 20 25 944 61
internal_value=0 0.073104 0.135618 -0.142137 0.221622 0.367506 -0.102473 -0.102794 -0.277153 -0.500291 0.139464 0.294467 -0.0227429 -0.404563 0.0619613 -0.267901 -0.0552618 1.07059 -0.204156 -1.04175 -0.094236 -0.216964 0.122276 0.047428 -0.0117529 0.856841 0.655199 1.52169 0.0490953 -0.0791134
internal_weight=0 13268 9789 6824 4516 1627 5769 3479 1250 518 2889 1064 2343 245 5273 1136 488 57 431 50 381 333 3541 2320 2073 137 491 45 1825 1005
internal_count=20092 13268 9789 6824 4516 1627 5769 3479 1250 518 2889 1064 2343 245 5273 1136 488 57 431 50 381 333 3541 2320 2073 137 491 45 1825 1005
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=64 66 66 69 69 69 70 55 70 29 61 60 62 6 58 53 23 70 44 9 37 40 73 59 48 23 0 59 18 63
split_gain=31729 25894.3 9708.46 8690.82 7499.27 6110.99 5086.27 4919.09 5224.37 7029.81 6021.3 5300.21 5208.55 5391.73 4959.12 4827.73 4553.84 4461.05 9652.52 4146.03 5321.91 5175.49 4209.55 3918.59 3903.52 7077.4 4971.07 5331.03 3896.58 3855.14
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 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-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 3 4 7 -2 23 24 28 9 10 -9 -11 13 14 16 -5 -10 -17 19 22 21 -21 -19 -3 25 -7 27 -27 -1 -8
right_child=2 5 -4 15 -6 6 29 8 12 11 -12 -13 -14 -15 -16 17 -18 18 -20 20 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.11841715021600144 -0.016063765574375555 0.045844130145710989 -0.11353665274572317 -0.017216372776892166 -0.085250644472129655 -0.091193000243843678 -0.037683740446900399 0.096665233910332701 -0.088234487392485447 -0.0047292999284918097 -0.029518365375482282 -0.33575157282813906 0.11358909720029586 -0.17194656123975657 0.096991205707636502 0.05526048170859213 0.23264331943355501 0.059534113761544355 -0.26111426749488426 0.021384551966792509 -0.41401903127078654 -0.36145497795480952 -0.084822510952917526 -0.030673268240195506 0.056528553515242025 0.46349421230054672 -0.23801501899957658 0.059746886628369494 0.01327120702713728 -0.2548090164917276
leaf_weight=1442 4519 613 1055 1454 1250 1036 77 434 203 59 519 62 975 77 453 2560 32 827 84 146 27 26 149 1317 173 31 20 60 260 152
leaf_count=1442 4519 613 1055 1454 1250 1036 77 434 203 59 519 62 975 77 453 2560 32 827 84 146 27 26 149 1317 173 31 20 60 260 152
internal_value=0 0.0225306 -0.0438067 0.0433514 -0.0310549 -0.0360536 -0.0730383 0.0688053 0.0485133 0.00515554 0.0279461 -0.174344 0.0752756 0.0264446 0.0486483 0.0215518 -0.0445405 0.0363119 -0.00221735 0.016291 -0.0877095 -0.0364865 0.0374961 -0.00637007 -0.0541695 -0.0708658 0.118854 0.197287 0.102355 -0.181802
internal_weight=0 13268 6824 9789 5769 3479 1549 4516 2814 1074 953 121 1740 765 688 5273 235 3819 1259 1175 199 172 976 1930 1320 1147 111 91 1702 229
internal_count=20092 13268 6824 9789 5769 3479 1549 4516 2814 1074 953 121 1740 765 688 5273 235 3819 1259 1175 199 172 976 1930 1320 1147 111 91 1702 229
is_linear=0
shrinkage=0.025


Tree=28
num_leaves=31
num_cat=0
split_feature=56 60 54 67 61 62 57 31 39 4 54 35 6 9 71 57 12 69 57 16 2 3 61 1 65 11 65 53 19 2
split_gain=16520.9 16451.7 14409.4 8977.69 6248.97 6596.07 5773.6 5251.04 4830.87 11082.1 4702.92 6636.36 4702.12 8846.41 7042.64 5555.17 4664.27 4532.17 5502.19 6202.66 4412.14 4174.61 5234.07 4490.51 4551.7 4145.54 3460.73 3850.81 3423.36 4572.84
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 12 21 -4 5 7 8 17 -5 -10 11 -6 20 15 -15 -14 -12 18 -1 25 -2 23 -23 -3 -25 28 27 -7 29 -20
right_child=1 2 3 6 10 26 -8 -9 9 -11 16 -13 13 14 -16 -17 -18 -19 19 -21 -22 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.47405018542987715 0.16733530491121096 0.10551856415968519 -0.41985799816672459 0.080390506930806988 0.18468980413129174 1.1690331248012749 -0.24541119089094635 0.93475746578640406 -0.1696041329130942 -2.4157338085174564 -0.028419223632288895 1.1993953454582129 0.59146111940560142 0.015338733111109053 -1.7992313792488792 -0.22162470154117986 0.34366059730319604 0.38929661590923637 -1.2455369029271193 0.8101013257851204 -0.13768474840262271 0.35661511532962326 -0.49276524899583879 -0.66540002883035942 0.039877929896959721 0.45905983906525832 0.29715630035349777 0.48814338918535438 0.2282113015651703 0.36746889829635621
leaf_weight=69 3608 2712 1820 1252 1236 111 2417 54 181 25 2971 68 115 35 55 312 380 129 145 30 546 96 297 161 212 26 655 330 24 20
leaf_count=69 3608 2712 1820 1252 1236 111 2417 54 181 25 2971 68 115 35 55 312 380 129 145 30 546 96 297 161 212 26 655 330 24 20
internal_value=0 -0.060918 -0.138708 -0.236654 0.134979 0.305935 -0.150607 0.0037582 0.00655502 -0.442193 0.0764754 0.237604 0.0918476 -0.192553 -1.09357 -0.00264374 0.0137743 -0.109727 -0.31474 -0.536889 0.127244 0.0216719 -0.285283 0.0607751 -0.264545 -0.724841 0.442963 0.659524 -0.887706 -1.05002
internal_weight=0 13844 9173 5695 6248 1593 3875 497 1458 206 4655 1304 4671 517 90 427 3351 443 314 245 4154 3478 393 3085 373 215 1096 441 189 165
internal_count=20092 13844 9173 5695 6248 1593 3875 497 1458 206 4655 1304 4671 517 90 427 3351 443 314 245 4154 3478 393 3085 373 215 1096 441 189 165
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=64 57 56 60 61 54 6 22 67 60 23 1 3 63 42 56 63 1 23 47 54 34 63 22 61 54 14 54 46 13
split_gain=18452.6 9241.44 6853.84 7238.69 5925.77 5629.66 5552.3 5108.67 5000.59 4817.64 4533.06 4409.65 4186.25 4363.24 4121.55 4059.44 5996.17 4592.42 5652.72 10074.4 3940.28 3871.53 4971.61 3680.5 6338.17 3547.03 3538.05 3445.59 3364.99 3236.85
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 14 6 7 21 11 -1 12 -2 -10 25 -7 -14 -3 17 20 18 -11 -20 -17 23 -23 29 -25 -4 -22 -6 -9 -5
right_child=9 2 3 5 27 8 -8 28 10 15 -12 -13 13 -15 -16 16 -18 -19 19 -21 26 22 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.31822969082378921 -0.006339595121664739 0.085424099677845047 0.41187080562345851 0.17752692923818469 0.28835581592671755 -0.39892435009280841 -0.38158579642573992 1.2660299224951834 -0.20922743304358227 -0.043557507159318276 0.3118927492193444 -0.25211245698360157 -0.38706816475966882 -2.0806084609124809 0.41141643822852486 -0.19652738981974235 -0.18699090436376753 0.43530226609511691 -0.36059954860978877 -2.7333519572303411 -0.83887681183076523 0.62062137808118556 -0.71681223542326034 0.53637171760977553 -0.86157965639233591 0.10544546354725946 0.10467745145161947 0.05273278728557388 -0.10380441634492442 -0.31726580076913041
leaf_weight=962 2071 2732 548 1115 877 510 222 97 1429 1176 189 245 29 32 452 218 2661 171 121 21 340 35 135 48 100 1216 45 2123 22 150
leaf_count=962 2071 2732 548 1115 877 510 222 97 1429 1176 189 245 29 32 452 218 2661 171 121 21 340 35 135 48 100 1216 45 2123 22 150
internal_value=0 0.068728 0.0131038 -0.0498008 0.193947 -0.134253 0.092984 0.394688 -0.238143 -0.133629 -0.148355 0.145425 -0.492567 -1.27548 0.131702 -0.189092 -0.251511 -0.0522632 -0.115521 -0.7115 -0.536236 0.00940785 -0.441458 0.0636522 -0.40819 0.200639 -0.728591 0.121613 1.01278 0.118856
internal_weight=0 13268 9187 6003 4081 3772 2231 1081 2189 6824 1618 2009 571 61 3184 4753 3264 1489 1318 142 603 1583 170 1413 148 1764 385 3000 119 1265
internal_count=20092 13268 9187 6003 4081 3772 2231 1081 2189 6824 1618 2009 571 61 3184 4753 3264 1489 1318 142 603 1583 170 1413 148 1764 385 3000 119 1265
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=64 66 60 66 13 20 53 65 20 31 65 23 42 42 7 56 25 52 39 46 6 51 20 7 72 54 53 2 56 54
split_gain=15462.8 13581.8 5405.48 5401.27 4152.61 4504.33 3702.48 4955.89 4193.63 5049.76 3696.35 3662.43 7045.83 3455.95 4125.08 3352.7 3321.63 3388.79 3303.08 4454.32 4894.15 7545.35 3269.42 3473.21 3218.51 3983.73 4083.36 3446.82 3769.73 3182.7
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 16 6 29 13 11 22 -9 -10 -3 15 -13 14 18 -2 17 -1 19 20 21 24 -8 -24 25 26 -6 28 -27 -4
right_child=3 10 4 -5 5 -7 7 8 9 -11 -12 12 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 27 -28 -29 -30 -31
leaf_value=0.095122961324927147 0.0078439816050004316 -0.014010617383628547 0.078986782407121758 -0.13214721242951064 -0.68854442954063422 0.20643863516912031 0.020542839266147233 -0.031296695421283348 -0.12800978223665047 -0.62769345768188178 -0.10193280886894776 -0.015119033319838097 0.71054821434020998 0.11219978089602489 0.17567144536972046 -0.13720652659295948 -0.018713405623292802 0.27089143974666902 0.040112837889920115 0.071326294212198979 0.0655681628101277 0.085191881469651773 0.26844642203859986 -0.23001958351868851 -0.082135687246918693 -0.48899670198228629 -0.066133395253370211 -0.19353015808832078 -0.98682972503158295 0.017557528998216051
leaf_weight=2640 328 2343 2119 1055 26 89 1437 2243 218 38 1136 149 25 106 60 1145 383 188 92 67 53 51 160 26 32 45 48 21 53 3716
leaf_count=2640 328 2343 2119 1055 26 89 1437 2243 218 38 1136 149 25 106 60 1145 383 188 92 67 53 51 160 26 32 45 48 21 53 3716
internal_value=0 0.0251657 0.0492922 -0.0489301 0.0285249 -0.0605387 -0.0337119 -0.0134561 -0.0488023 -0.202182 -0.0427199 -0.0844066 0.0891435 -0.0968704 -0.137311 -0.104907 0.0918359 0.106808 -0.175792 -0.225952 -0.286492 -0.354098 0.0409679 0.198768 -0.45367 -0.515272 -0.284818 -0.658579 -0.758233 0.0398658
internal_weight=0 13268 9789 6824 6578 743 5769 4122 2499 256 3479 1647 174 654 548 1473 3211 2828 488 396 329 276 1623 186 225 193 74 119 98 5835
internal_count=20092 13268 9789 6824 6578 743 5769 4122 2499 256 3479 1647 174 654 548 1473 3211 2828 488 396 329 276 1623 186 225 193 74 119 98 5835
is_linear=0
shrinkage=0.04


Tree=31
num_leaves=31
num_cat=0
split_feature=55 60 56 64 62 59 59 14 71 28 30 26 72 69 6 45 14 1 60 25 53 59 22 8 37 22 69 20 71 69
split_gain=15048.3 10316.2 12738.9 5649.42 5556.65 5431.04 4942.21 5561.19 6228.94 5486.57 4299.08 4019.57 3756.47 3712.73 3650.94 4014.35 5287.21 3614.76 3508.32 6402.69 3465.06 5719.67 3419.4 3971.55 3224.23 3326.82 3423.76 3185.87 3247.76 3100.13
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 5 4 18 14 -2 9 8 10 -4 11 -8 -11 22 15 -3 -17 -15 19 24 -16 -22 23 -10 25 -1 -27 28 -26 -7
right_child=1 2 6 -5 -6 29 7 -9 13 12 -12 -13 -14 17 20 16 -18 -19 -20 -21 21 -23 -24 -25 27 26 -28 -29 -30 -31
leaf_value=0.42725745123729714 0.23968959317874206 0.0051025213501473855 -0.048336946878881119 -0.010822064005257277 0.14223196760487578 0.074601282657545093 -0.0018632719762907404 0.084707899837451389 -0.30336682102976642 -0.37225143738282035 -0.7554938991563489 -0.85001980707049363 -1.4148624319583178 -0.51888753807885635 -1.5258187924661946 -0.30148015391554628 -1.9816285144199026 -1.1466100695972832 0.13536991643040194 -0.29333027147866314 -1.8457025130589804 -0.033409499965023758 -0.82185221657156937 0.60284022081132038 0.40770971994010774 1.5918813035173238 0.42600161445637541 1.0905315561728044 -0.6507033696634249 -0.11821789514689185
leaf_weight=767 1233 1049 2013 2117 1914 2022 813 347 935 195 99 60 42 778 31 126 22 104 3328 141 21 102 120 51 49 53 48 22 71 1419
leaf_count=767 1233 1049 2013 2117 1914 2022 813 347 935 195 99 60 42 778 31 126 22 104 3328 141 21 102 120 51 49 53 48 22 71 1419
internal_value=0 -0.060502 -0.12414 0.123792 0.0326292 0.0596127 -0.21625 -0.294038 -0.338438 -0.101918 -0.130977 -0.0601558 -0.557018 -0.439873 -0.122648 -0.063684 -0.551232 -0.592905 0.187418 0.33791 -0.58096 -0.342825 -0.317835 -0.256494 0.426033 0.4983 1.0378 -0.0157075 -0.218518 -0.00491351
internal_weight=0 13496 8822 6596 3265 4674 5557 3307 2960 2250 972 873 237 1988 1351 1197 148 882 4479 1151 154 123 1106 986 1010 868 101 142 120 3441
internal_count=20092 13496 8822 6596 3265 4674 5557 3307 2960 2250 972 873 237 1988 1351 1197 148 882 4479 1151 154 123 1106 986 1010 868 101 142 120 3441
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=66 61 54 55 71 57 42 5 15 14 55 60 56 3 54 42 51 56 8 30 57 42 31 9 20 17 37 10 38 71
split_gain=12785.4 7851.46 6025.97 5932.96 7314.21 7335.27 5712.62 4614.91 4278.58 4047.57 3877.32 4383.81 4352.32 6141.64 5320.31 4450.51 3415.88 3387.17 3830.13 3724.78 3698.34 5485.56 4676.71 4271.96 6293.97 6880.45 3947.34 3321.84 6205.54 6639.17
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 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 -3 17 8 9 -7 27 16 -6 -2 -12 15 -14 -15 -13 -5 18 19 -4 22 23 -19 24 25 26 -22 -1 -29 -30
right_child=10 2 3 4 5 6 -8 -9 -10 -11 11 12 13 14 -16 -17 -18 20 -20 -21 21 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.12037236041883538 -0.0067589715586282677 0.080682306533925052 0.07018424470198753 0.049993817701980733 -0.085949255319085566 -0.36695057158776512 0.065344976837436355 0.35121903978532659 0.45649801989632188 0.39559799130018031 -0.032801547820151759 -0.15145535739341418 -0.26568111317654053 -0.15032980323601991 -1.1950329192802056 0.47823257561842053 -0.37540002288265983 0.066021614371844992 0.87278030110666383 0.61249310469254858 -0.4386319564850869 0.36436143163391332 0.7871329200939392 0.22071094206245928 0.42412191689451095 0.69748799960577368 0.081452815117789262 0.027666096814012758 0.21461615323399505 -1.2900772394523736
leaf_weight=3887 1382 3740 730 994 1052 1407 250 546 158 137 1027 582 1304 52 97 90 151 519 52 100 683 155 71 169 91 45 119 414 32 56
leaf_count=3887 1382 3740 730 994 1052 1407 250 546 158 137 1027 582 1304 52 97 90 151 519 52 100 683 155 71 169 91 45 119 414 32 56
internal_value=0 0.0358862 -0.00446318 -0.0507285 -0.113533 -0.188399 -0.301728 0.122742 0.0499886 -0.030464 -0.12314 -0.174168 -0.242489 -0.323595 -0.830439 -0.0671222 -0.00610616 0.0445814 0.178989 0.135523 -0.0194292 -0.0999481 0.152799 -0.16496 -0.234446 -0.305202 -0.361462 0.0943186 -0.107416 -0.742916
internal_weight=0 15558 10623 6883 4149 2846 1657 4935 1303 1189 4534 3152 2125 1453 149 672 1145 2734 882 830 1852 1262 590 1107 938 847 802 4389 502 88
internal_count=20092 15558 10623 6883 4149 2846 1657 4935 1303 1189 4534 3152 2125 1453 149 672 1145 2734 882 830 1852 1262 590 1107 938 847 802 4389 502 88
is_linear=0
shrinkage=0.0833333


Tree=33
num_leaves=31
num_cat=0
split_feature=66 67 59 14 61 65 54 11 65 14 41 26 70 27 53 40 63 46 27 40 61 60 16 54 3 73 49 8 35 18
split_gain=10356.1 9356.1 11305.6 4527.05 4422.58 4411.84 3868.73 5013.47 5483.01 5603.98 5247.61 4566.65 3802.42 4423.43 5919.24 4449.87 3795.46 3591.04 3611.94 3584.71 3532.89 3764.7 3933.29 3905.07 6877.01 5245.45 5785.36 6626.36 5264.2 4594.21
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 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 20 -1 -2 7 8 9 19 11 -10 -8 -14 -15 -16 -9 -5 -19 -4 -3 22 -22 24 -23 26 29 28 -28 -25
right_child=5 3 6 17 -6 -7 12 16 10 -11 -12 -13 13 14 15 -17 -18 18 -20 -21 21 23 -24 25 -26 -27 27 -29 -30 -31
leaf_value=0.36618986844913359 -0.067605862523576921 0.17114357306025682 0.22128644110894427 0.36616412782165997 0.036022669574999215 -0.281809709979843 -0.38647067301138582 1.0357305734521813 -0.21213363457569934 -0.8645397424697876 -0.89183253656734129 0.88918652594089509 -0.061586698542277399 0.2715663496525057 -1.0958365231066158 0.50401071548461918 0.066350662287162701 -0.3639000173968574 0.73712015528427932 1.236243969660539 0.20810107951854784 0.17430899440718789 -0.23951741760995771 -0.1574239857101698 -0.47134315841781194 0.23926191446476941 -0.0016109619992754319 1.9868880415707828 1.5371308730294309 -0.58870770269083084
leaf_weight=578 3150 2613 323 936 1361 1384 1004 72 641 44 110 40 1248 62 133 20 92 138 38 39 1588 1459 224 1573 186 397 302 20 24 293
leaf_count=578 3150 2613 323 936 1361 1384 1004 72 641 44 110 40 1248 62 133 20 92 138 38 39 1588 1459 224 1573 186 397 302 20 24 293
internal_value=0 0.0387571 -0.0622866 0.0982729 0.134443 -0.132991 -0.161936 -0.0265875 -0.0976295 0.201107 -0.250963 -0.147445 -0.236605 -0.133759 -0.552693 -0.886706 0.491932 0.288239 -0.12618 0.330633 0.0739334 0.032059 0.152766 -0.0193566 0.101305 -0.095435 -0.155505 0.220065 0.111671 -0.225144
internal_weight=0 15558 5767 9791 1939 4534 3828 1361 1197 406 791 681 2467 1463 215 153 164 1112 176 362 8679 6066 1812 4254 1645 2609 2212 346 326 1866
internal_count=20092 15558 5767 9791 1939 4534 3828 1361 1197 406 791 681 2467 1463 215 153 164 1112 176 362 8679 6066 1812 4254 1645 2609 2212 346 326 1866
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=64 55 67 69 65 62 70 69 59 29 37 61 69 65 67 19 53 72 46 1 3 21 34 45 15 34 59 18 47 72
split_gain=32256.8 9552.81 8802.75 7323.65 7090.22 8432.37 5942.65 6921.59 5499.88 5261.93 5805.42 4575.1 4546.05 4464.83 4591.12 4436.25 4496.74 4374.71 4190.85 4916.08 4475.8 4133.04 4076.61 4058.67 3788.22 3647.54 3554.11 3437.34 4192.26 3496.58
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 12 8 -2 9 -6 15 -8 11 -4 -11 18 26 -5 17 -7 -17 24 19 20 -3 -14 -13 -16 25 -15 -1 -28 29 -29
right_child=3 2 4 13 5 6 7 -9 -10 10 -12 22 21 14 23 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.099586550387721587 -0.024809221419311901 0.13971264474496647 0.0048284155224212174 -0.047687659938357843 -0.0013294928149631602 0.051959934249134795 0.12578171018987547 -0.12507949340850749 -0.04226163659266377 -0.12807914121189842 0.13025135569456148 -0.033204364580830835 0.031200254073579747 -0.070857789494176773 -0.17729783923096129 0.10251084111306978 -0.13428226957835679 0.053223790317773821 -0.10147001378941087 -0.13027591306615521 -0.08325533030963525 -0.053886574208736424 0.10786475425125451 -0.48608007340204146 -0.28301511377704386 -0.29621619675308469 0.057216092730334525 0.043295643751961849 -0.25009118688517601 -0.17313692427343794
leaf_weight=683 5424 296 2031 857 1274 1220 688 47 1897 230 41 689 1876 281 90 46 106 70 53 37 41 260 93 21 49 32 1420 175 29 36
leaf_count=683 5424 296 2031 857 1274 1220 688 47 1897 230 41 689 1876 281 90 46 106 70 53 37 41 260 93 21 49 32 1420 175 29 36
internal_value=0 0.0181738 0.00605908 -0.0353356 0.0208563 0.0392896 0.0638499 0.10974 -0.0210152 -0.00621694 -0.0889959 0.0123217 0.0419461 -0.0761177 -0.120988 0.0392658 -0.0626212 -0.0915093 0.0649727 0.0885595 0.112586 0.0208432 -0.0164276 -0.235716 -0.119496 -0.0938976 0.0611846 0.0453843 -0.0246202 0.00636876
internal_weight=0 13268 8789 6824 5683 3381 2107 735 3106 2302 271 1209 4479 1400 543 1372 152 432 427 374 337 2136 782 111 362 313 2343 1660 240 211
internal_count=20092 13268 8789 6824 5683 3381 2107 735 3106 2302 271 1209 4479 1400 543 1372 152 432 427 374 337 2136 782 111 362 313 2343 1660 240 211
is_linear=0
shrinkage=0.02


Tree=35
num_leaves=31
num_cat=0
split_feature=66 67 59 57 54 60 60 55 61 55 60 63 32 61 4 54 34 60 12 55 5 42 12 34 52 16 19 63 47 38
split_gain=47170.8 24115.5 10940.5 8693.58 6027.12 5402.06 5331.82 5255.78 4811.01 8826.35 4790.9 4160.1 5921.85 6632.07 4563.24 4100.47 3893.86 3883.22 5642.39 5264.58 4967.95 4545.21 4251.01 3874.26 4021.17 3850.81 4937.24 3961.16 3748.95 3696.15
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 23 8 -5 25 -2 9 -4 -9 -7 13 -13 -15 -14 -12 19 20 21 -19 22 -6 24 -1 26 -3 -28 29 -11
right_child=7 6 4 5 17 11 -8 10 -10 28 16 12 15 14 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.043673005789996354 -0.020205546916699242 0.065490184345838823 0.17286939733066001 0.040725653079094037 0.02866634567964163 0.049685920175019799 0.022195482412010123 -0.029630414973775904 -0.022475676675636238 0.0022656536551907995 -0.081503268490515743 0.04567542043407255 -0.01997212083251388 -0.05020759102922899 -0.23935578236213095 -0.27576733304529777 -0.010095011046470625 -0.088678645458398792 0.029758119946504888 -0.046784850819361165 0.022859194065113702 0.18324922841828289 -0.17144831960851498 0.18529894831884017 0.22874275428908211 -0.0060941721190779386 -0.14489439479509991 0.020245394508756898 0.15267320770738471 -0.17689733035392588
leaf_weight=478 1382 2100 111 479 277 154 7129 1027 938 236 1886 217 27 387 39 49 239 1052 156 778 124 47 33 74 35 303 50 209 39 37
leaf_count=478 1382 2100 111 479 277 154 7129 1027 938 236 1886 217 27 387 39 49 239 1052 156 778 124 47 33 74 35 303 50 209 39 37
internal_value=0 0.013786 -0.013251 0.0190034 -0.0295889 -0.0042502 0.0297111 -0.0473053 -0.00143272 0.0452299 -0.0591873 -0.0289277 -0.0457656 -0.0293214 -0.067524 -0.184893 -0.0734719 -0.0451221 -0.0644243 -0.0224697 -0.0769179 0.0305196 0.00736382 0.0725619 0.0562996 0.0498382 0.0570224 -0.0116349 -0.000180294 -0.0220165
internal_weight=0 15558 5767 1939 3828 1352 9791 4534 1361 423 3152 873 719 643 426 76 2125 2467 1332 1135 1176 357 310 587 513 2662 2359 259 312 273
internal_count=20092 15558 5767 1939 3828 1352 9791 4534 1361 423 3152 873 719 643 426 76 2125 2467 1332 1135 1176 357 310 587 513 2662 2359 259 312 273
is_linear=0
shrinkage=0.0166667


Tree=36
num_leaves=31
num_cat=0
split_feature=66 67 56 57 65 18 56 55 65 70 21 34 12 70 11 72 45 14 55 19 34 10 57 63 32 73 62 72 21 63
split_gain=14333.8 9989.88 6062.76 5704.94 4497.2 4233.85 4875.78 4082.94 12874.6 6373.43 6479.96 5538.69 4999.05 4537.41 4359.27 4073.89 4648.92 3879.86 4188.5 4178.57 4011.23 4717.03 4637.14 3794.73 4722.55 4517.81 3553.12 3321.48 3263.52 3218.5
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 1.5000000000000002 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 3 26 5 28 -1 -7 8 23 14 -11 15 13 -13 -9 -10 -17 18 20 -19 21 22 27 -5 25 -25 -3 -4 -2 -6
right_child=4 2 17 7 29 6 -8 9 11 10 -12 12 -14 -15 -16 16 -18 19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.015469451016217068 -0.1275223164818344 0.069647533765595668 0.39074664574136214 0.75449077143680821 -0.12954398166413572 1.0055644247335258 0.15510472159714722 -0.33399358704541871 -0.01272304490180404 -0.15274265565267192 0.50716727033612274 -0.4064035354658615 0.53851241213934764 -1.7948526810568113 -1.0168801219832331 -0.82442497255664982 0.78266411523024249 0.35157540374587287 -0.037068258962614696 -0.34995118879626708 -0.29100064823974919 -0.2298530443412502 0.14541620919977058 0.17917273350726437 -1.022043752464755 1.5737543106079102 0.29928174703456806 1.1065006322413684 0.18898570594102712 -0.43797199800516823
leaf_weight=1622 2781 1003 342 204 589 97 221 852 660 1302 168 43 21 52 105 126 21 681 3776 97 199 246 1314 218 29 26 2053 80 369 795
leaf_count=1622 2781 1003 342 204 589 97 221 852 660 1302 168 43 21 52 105 126 21 681 3776 97 199 246 1314 218 29 26 2053 80 369 795
internal_value=0 0.0455967 0.107095 -0.0588133 -0.156461 0.0808811 0.414522 -0.129628 0.00636884 -0.208077 -0.0773244 -0.211634 -0.857749 -1.1664 -0.408918 -0.118759 -0.594841 0.0540887 0.0266593 0.26411 0.136992 0.179964 0.238037 0.428206 0.184388 0.327776 0.223914 0.526435 -0.0904457 -0.306712
internal_weight=0 15558 9791 5767 4534 1940 318 3827 1400 2427 1470 923 116 95 957 807 147 6735 5957 778 2181 1982 1736 477 273 244 3056 422 3150 1384
internal_count=20092 15558 9791 5767 4534 1940 318 3827 1400 2427 1470 923 116 95 957 807 147 6735 5957 778 2181 1982 1736 477 273 244 3056 422 3150 1384
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=60 67 55 65 46 62 55 59 34 4 71 43 61 25 63 67 69 59 48 14 59 52 49 72 28 59 28 20 63 71
split_gain=11231.5 10798.1 5561.68 9890.27 4539.24 4335.65 4193.66 4357.42 4085.18 4252.82 3940.69 3923.33 3678.52 5960.23 4438.31 3776.95 3653.2 3610.48 3647.29 3525.36 3676.13 5400.46 3439.44 3324.49 4326.78 3324.49 4105.26 5101.92 4585.12 4180.77
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 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=6 2 3 4 -2 19 12 -8 9 17 -10 -7 13 -1 15 23 -6 22 -19 20 21 -3 -5 24 -14 26 27 28 -4 -29
right_child=1 5 25 8 16 11 7 -9 10 -11 -12 -13 14 -15 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.733816607730855 0.36812499362497758 0.14693781718776475 0.45937152347049204 0.12576286342013535 0.12958622155886776 0.10609641767384631 0.22354028492277322 0.0044438089802681909 0.013254805618808383 -0.8299606502089385 -1.1829241648875177 -0.15942453744843252 0.15958429559159582 -0.48604779677822241 0.9164704503981691 0.29549191076613923 -1.1758108599318398 -0.10643883699017372 -0.80365525890937006 0.19689359206189341 -0.157153290906207 -0.82859620227188369 1.4167021564815356 -0.57916723565757278 -0.77415955066680908 -0.3441903154105117 -0.69644918037497483 0.28251557282039097 -0.095337665608206251 -0.9941994934032361
leaf_weight=271 585 814 185 201 53 4501 1233 3441 42 84 80 635 436 47 76 651 36 478 89 454 2679 61 23 100 56 1769 115 35 766 96
leaf_count=271 585 814 185 201 53 4501 1233 3441 42 84 80 635 436 47 76 651 36 478 89 454 2679 61 23 100 56 1769 115 35 766 96
internal_value=0 -0.0505959 -0.174899 -0.0289901 0.266902 0.0124392 0.110484 0.0622414 -0.229022 -0.153437 -0.771125 0.0732682 0.248226 0.553522 0.174622 0.129263 -0.39844 -0.0815937 -0.215878 -0.0655092 -0.0990294 0.0789292 0.258315 -0.0535319 0.0533045 -0.257102 -0.128397 -0.0680222 0.0125711 -0.653092
internal_weight=0 13781 4637 1671 674 9144 6311 4674 997 875 122 5136 1637 318 1319 1243 89 791 567 4008 3554 875 224 592 492 2966 1197 1082 951 131
internal_count=20092 13781 4637 1671 674 9144 6311 4674 997 875 122 5136 1637 318 1319 1243 89 791 567 4008 3554 875 224 592 492 2966 1197 1082 951 131
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=64 66 69 57 69 23 0 48 59 61 0 1 10 55 62 21 4 29 63 47 66 47 1 9 62 61 40 16 38 7
split_gain=18460.8 10682 4822.06 4421.73 4133.57 4026.25 5856.52 4937.64 3820.94 3764.43 4092.65 4272.15 4046.6 3725.74 5935.7 5317.24 3558.51 5144.99 4197.37 3796.81 3533.72 3296.1 3611.69 3221.29 3105.16 3140.99 3103.17 3764.38 3070.41 3829.71
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 20 9 -3 7 8 26 -7 10 11 -1 -12 14 21 -16 -11 18 -18 -20 -2 22 -5 -9 25 -15 -6 -28 29 -22
right_child=2 4 -4 13 5 6 -8 23 -10 16 12 -13 -14 24 15 -17 17 -19 19 -21 28 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.57745062951444082 -0.054830287828790882 0.015885203556360319 -0.29911822850849212 0.36553945560957873 -0.26114549629128309 1.4651978687693676 -0.91951941524166614 0.42052599115926309 0.23601339945021801 0.19625931862157897 0.1176650535297703 -0.16143014424302604 -1.4331590622663499 0.10146522170838512 0.11600871276523579 -0.47072772013301822 -1.0119563074530784 -1.4839441333498273 0.34962563639702765 -0.95808334900782666 -0.27848996566898759 -0.11072665110347778 1.0420233233916489 -0.68400190658867366 0.10218918421597301 -0.161339002470822 -0.54017666125012009 -1.9317553606476974 -0.75895401566429488 0.42830586807672372
leaf_weight=648 4519 1930 1400 765 1024 36 32 151 85 2010 106 89 20 693 1375 174 37 28 152 26 706 127 88 32 2128 1323 167 22 113 86
leaf_count=648 4519 1930 1400 765 1024 36 32 151 85 2010 106 89 20 693 1375 174 37 28 152 26 706 127 88 32 2128 1323 167 22 113 86
internal_value=0 0.0687432 -0.133658 0.122234 -0.0817671 -0.203438 0.283553 -0.256812 0.601721 0.220588 0.398181 0.488224 -0.128498 0.0763077 0.171957 0.0501003 0.152562 -0.208888 -0.0428347 0.158612 -0.0909512 0.364565 0.435329 0.227385 0.017935 -0.0710001 -0.329861 -0.702159 -0.271316 -0.201742
internal_weight=0 13268 6824 9789 3479 1549 153 1396 121 3116 863 737 126 6673 2529 1549 2253 243 215 178 5424 980 853 183 4144 2016 1213 189 905 792
internal_count=20092 13268 6824 9789 3479 1549 153 1396 121 3116 863 737 126 6673 2529 1549 2253 243 215 178 5424 980 853 183 4144 2016 1213 189 905 792
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=64 57 55 54 71 70 67 18 3 61 0 63 25 69 52 69 31 33 15 4 31 51 67 26 35 4 42 33 51 54
split_gain=14712.8 6803.67 5601.38 4791.31 5472.17 6571.19 7532.01 4422.27 4474.01 4351.97 4547.46 4295.59 7594.1 4076.78 3893.42 4033.4 3892.84 3870.23 4920.65 3682.74 3311.98 3289.11 3286.79 5718.92 4556.54 3394.38 5680.66 3448.04 3416.03 3544.32
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 -3 11 21 7 -7 -6 -9 10 -1 12 -4 -2 15 -8 22 18 -12 -13 -15 -5 23 24 -11 27 -27 28 -24 -30
right_child=13 2 3 4 5 6 14 8 -10 16 17 19 -14 20 -16 -17 -18 -19 -20 -21 -22 -23 25 -25 -26 26 -28 -29 29 -31
leaf_value=0.21332153617849819 -0.040026609810599814 0.058054967178597497 0.23104453881466111 0.060434621110650844 -0.13975496913715288 -0.17069428908618411 0.20376958823544067 -0.31273933537616583 -1.0683164780790155 -0.041857771149402423 -0.30082882981524511 -0.026127122051540715 -0.48113968873896251 -0.16526904222173769 -0.38054853121681914 -0.072781697349911703 0.21167365511754788 0.57618485763669014 0.48511646587091195 0.21219791769981386 0.064484246131032708 -0.18494900575109349 0.098522665266502524 -0.58994610799683467 0.40494158603250985 -0.0058517235289801363 -0.74991064732273427 -0.10689562786521251 0.70220801817874123 0.19785691090808141
leaf_weight=920 5424 3375 430 1049 1066 460 447 179 22 884 117 1552 41 1220 41 187 344 20 24 181 180 157 1111 45 61 177 30 173 48 127
leaf_count=920 5424 3375 430 1049 1066 460 447 179 22 884 117 1552 41 1220 41 187 344 20 24 181 180 157 1111 45 61 177 30 173 48 127
internal_value=0 0.0306848 0.00682119 -0.02293 -0.0584119 -0.102044 -0.014667 -0.180317 -0.395439 0.0844056 0.170421 0.0351547 0.16905 -0.0596608 0.0916627 0.1222 0.0534113 -0.0747235 -0.167051 -0.0012357 -0.135729 0.02849 0.0329134 -0.0392408 -0.0130168 0.0757902 -0.113686 0.102673 0.130865 0.336193
internal_weight=0 13268 9187 5812 3608 2402 1135 1267 201 4081 1081 2204 471 6824 675 634 3000 161 141 1733 1400 1206 2656 990 945 1666 207 1459 1286 175
internal_count=20092 13268 9187 5812 3608 2402 1135 1267 201 4081 1081 2204 471 6824 675 634 3000 161 141 1733 1400 1206 2656 990 945 1666 207 1459 1286 175
is_linear=0
shrinkage=0.05


end of trees

feature_importances:
BON3=64
yellow=64
BON8=63
BON2=61
BON9=60
black=59
blue=51
green=47
BON4=43
BON5=40
no_players=40
brown=34
BON7=32
BON10=31
red=30
x1_SCORE6=17
x2_SCORE8=17
x3_SCORE8=17
BON1=17
x0_SCORE2=16
x4_SCORE7=16
x5_SCORE3=15
x0_SCORE4=14
x1_SCORE1=14
x0_map2=14
x2_SCORE2=13
x0_map1=13
x5_SCORE8=11
BON6=11
x0_SCORE5=10
x0_SCORE7=10
x1_SCORE2=10
x2_SCORE3=10
x2_SCORE4=10
x3_SCORE5=10
x0_map3=9
x0_SCORE8=8
x1_SCORE4=8
x2_SCORE6=8
x2_SCORE7=8
x4_SCORE3=8
x4_SCORE6=8
x5_SCORE9=8
x0_SCORE1=7
x0_SCORE3=7
x1_SCORE8=7
x2_SCORE5=7
x4_SCORE2=7
x4_SCORE4=7
x5_SCORE2=7
x5_SCORE5=7
x2_SCORE1=6
x3_SCORE2=6
x4_SCORE5=6
x4_SCORE9=6
x5_SCORE4=6
x5_SCORE6=6
x0_SCORE6=5
x3_SCORE1=5
x3_SCORE6=5
x3_SCORE9=5
x4_SCORE8=5
x0_SCORE9=4
x1_SCORE3=4
x1_SCORE7=4
x2_SCORE9=4
x1_SCORE5=3
x1_SCORE9=3
x3_SCORE3=3
x3_SCORE4=3
x3_SCORE7=3
x5_SCORE7=3

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:[]