tree
version=v2
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=121
objective=regression
feature_names=all_correlation_best_percentile25_ratio all_correlation_best_percentile50_ratio all_correlation_best_percentile75_ratio all_correlation_kurtosis all_correlation_percentile5_percentile25_ratio all_correlation_skew all_correlation_stddev_best_ratio all_correlation_stddev_median_ratio all_loss_best_percentile25_ratio all_loss_best_percentile50_ratio all_loss_best_percentile75_ratio all_loss_kurtosis all_loss_percentile5_percentile25_ratio all_loss_skew all_loss_stddev_best_ratio all_loss_stddev_median_ratio log10_cardinality recent_10_correlation_best_percentile25_ratio recent_10_correlation_best_percentile50_ratio recent_10_correlation_best_percentile75_ratio recent_10_correlation_kurtosis recent_10_correlation_percentile5_percentile25_ratio recent_10_correlation_skew recent_10_correlation_stddev_best_ratio recent_10_correlation_stddev_median_ratio recent_10_loss_best_percentile25_ratio recent_10_loss_best_percentile50_ratio recent_10_loss_best_percentile75_ratio recent_10_loss_kurtosis recent_10_loss_percentile5_percentile25_ratio recent_10_loss_skew recent_10_loss_stddev_best_ratio recent_10_loss_stddev_median_ratio recent_15%_correlation_best_percentile25_ratio recent_15%_correlation_best_percentile50_ratio recent_15%_correlation_best_percentile75_ratio recent_15%_correlation_kurtosis recent_15%_correlation_percentile5_percentile25_ratio recent_15%_correlation_skew recent_15%_correlation_stddev_best_ratio recent_15%_correlation_stddev_median_ratio recent_15%_loss_best_percentile25_ratio recent_15%_loss_best_percentile50_ratio recent_15%_loss_best_percentile75_ratio recent_15%_loss_kurtosis recent_15%_loss_percentile5_percentile25_ratio recent_15%_loss_skew recent_15%_loss_stddev_best_ratio recent_15%_loss_stddev_median_ratio recent_25_correlation_best_percentile25_ratio recent_25_correlation_best_percentile50_ratio recent_25_correlation_best_percentile75_ratio recent_25_correlation_kurtosis recent_25_correlation_percentile5_percentile25_ratio recent_25_correlation_skew recent_25_correlation_stddev_best_ratio recent_25_correlation_stddev_median_ratio recent_25_loss_best_percentile25_ratio recent_25_loss_best_percentile50_ratio recent_25_loss_best_percentile75_ratio recent_25_loss_kurtosis recent_25_loss_percentile5_percentile25_ratio recent_25_loss_skew recent_25_loss_stddev_best_ratio recent_25_loss_stddev_median_ratio top_10%_correlation_best_percentile25_ratio top_10%_correlation_best_percentile50_ratio top_10%_correlation_best_percentile75_ratio top_10%_correlation_kurtosis top_10%_correlation_percentile5_percentile25_ratio top_10%_correlation_skew top_10%_correlation_stddev_best_ratio top_10%_correlation_stddev_median_ratio top_10%_loss_best_percentile25_ratio top_10%_loss_best_percentile50_ratio top_10%_loss_best_percentile75_ratio top_10%_loss_kurtosis top_10%_loss_percentile5_percentile25_ratio top_10%_loss_skew top_10%_loss_stddev_best_ratio top_10%_loss_stddev_median_ratio top_20%_correlation_best_percentile25_ratio top_20%_correlation_best_percentile50_ratio top_20%_correlation_best_percentile75_ratio top_20%_correlation_kurtosis top_20%_correlation_percentile5_percentile25_ratio top_20%_correlation_skew top_20%_correlation_stddev_best_ratio top_20%_correlation_stddev_median_ratio top_20%_loss_best_percentile25_ratio top_20%_loss_best_percentile50_ratio top_20%_loss_best_percentile75_ratio top_20%_loss_kurtosis top_20%_loss_percentile5_percentile25_ratio top_20%_loss_skew top_20%_loss_stddev_best_ratio top_20%_loss_stddev_median_ratio top_30%_correlation_best_percentile25_ratio top_30%_correlation_best_percentile50_ratio top_30%_correlation_best_percentile75_ratio top_30%_correlation_kurtosis top_30%_correlation_percentile5_percentile25_ratio top_30%_correlation_skew top_30%_correlation_stddev_best_ratio top_30%_correlation_stddev_median_ratio top_30%_loss_best_percentile25_ratio top_30%_loss_best_percentile50_ratio top_30%_loss_best_percentile75_ratio top_30%_loss_kurtosis top_30%_loss_percentile5_percentile25_ratio top_30%_loss_skew top_30%_loss_stddev_best_ratio top_30%_loss_stddev_median_ratio resultFilteringMode_age resultFilteringMode_loss_rank resultFilteringMode_none resultFilteringMode_random secondaryProbabilityMode_correlation secondaryProbabilityMode_fixed secondaryLockingMode_random secondaryLockingMode_top resultFilteringAgeMultiplier
feature_infos=[-9.0793999999999997:70.174999999999997] [-6.1543999999999999:644.82000000000005] [-4.2420999999999998:657.55999999999995] [-4.0632000000000001:35.146000000000001] [-11.725:62.951000000000001] [-11.534000000000001:12.151] [-15.976000000000001:11.5] [-5.9271000000000003:787.51999999999998] [-47663:9486.5] [-5724.3000000000002:20532] [-4878.8999999999996:4000.5] [-2.3426:52.145000000000003] [-58486:9875.7999999999993] [-8.2933000000000003:18.507000000000001] [-441610:654220] [-23578:979390] [-4.9066000000000001:5.7077999999999998] [-4.2309000000000001:1152.4000000000001] [-2.4914999999999998:363.81999999999999] [-2.2536:422.11000000000001] [-2.5891000000000002:34.893999999999998] [-5.0574000000000003:1432.3] [-9.0873000000000008:11.569000000000001] [-15.170999999999999:8.0465] [-2.4289999999999998:353.56] [-2059.1999999999998:17053] [-680.38999999999999:198690] [-4801:1266.7] [-1.7628999999999999:2.0127000000000002] [-2586.9000000000001:13197] [-6.1559999999999997:1.8354999999999999] [-44147:876680] [-34875:978260] [-4.3403:8764.7999999999993] [-2.6692:6418.3000000000002] [-2.3054999999999999:4507.1000000000004] [-2.5735000000000001:29.399999999999999] [-5.2473000000000001:9330.8999999999996] [-10.099:10.555] [-14.411:7.4763999999999999] [-2.6036000000000001:5309] [-25805:18241] [-70213:2664] [-232340:18161] [-1.6065:29.358000000000001] [-21861:18926] [-7.5063000000000004:9.1593999999999998] [-39126:1079200] [-2444.4000000000001:1170100] [-4.9035000000000002:7172.8000000000002] [-3.0550999999999999:5709.8999999999996] [-2.6476999999999999:1956.5999999999999] [-2.8029999999999999:35.392000000000003] [-6.0103999999999997:6351.1000000000004] [-9.8331:11.555999999999999] [-13.798999999999999:7.9203999999999999] [-2.8595999999999999:5095.8999999999996] [-6484.5:4278.1000000000004] [-5483.1999999999998:3690.8000000000002] [-900.63999999999999:21684] [-1.9413:3.7551999999999999] [-8269:5292.8999999999996] [-9.4586000000000006:3.0712000000000002] [-18883:742190] [-2714.4000000000001:871170] [-3.5528:4658.8999999999996] [-2.3841000000000001:750.95000000000005] [-1.8844000000000001:2265.0999999999999] [-2.2686999999999999:28.308] [-4.1837:3540.0999999999999] [-13.297000000000001:10.804] [-13.407999999999999:6.319] [-2.3730000000000002:963.39999999999998] [-5991:4188.3000000000002] [-37882:7721.8999999999996] [-12923:2154.1999999999998] [-3.0364:111.48999999999999] [-7326.8000000000002:4654.8000000000002] [-22.588000000000001:14.095000000000001] [-5188.6000000000004:25817] [-8508.7999999999993:37482] [-3.9630000000000001:7941] [-2.3159000000000001:4195.3999999999996] [-1.9112:3249.8000000000002] [-2.4296000000000002:28.809000000000001] [-4.7637999999999998:5972] [-14.045:10.834] [-14.471:7.2553999999999998] [-2.3260000000000001:4642.1000000000004] [-21526:3631.5] [-2287:3260.4000000000001] [-19348:6579.6000000000004] [-3.8111000000000002:233.66] [-23632:4250.6999999999998] [-33.185000000000002:25.637] [-7212.1999999999998:71312] [-2479.3000000000002:26249] [-4.4935999999999998:5160.1999999999998] [-2.3953000000000002:8265.3999999999996] [-2.0042:18072] [-2.6255999999999999:29.379999999999999] [-5.4583000000000004:6699.5] [-9.9989000000000008:10.606999999999999] [-14.869999999999999:7.6917] [-2.3576999999999999:7605.6000000000004] [-7754.3000000000002:3391.4000000000001] [-2205.8000000000002:1204.9000000000001] [-308980:655530] [-4.202:313.05000000000001] [-6965.6999999999998:4185.1999999999998] [-36.930999999999997:16.722999999999999] [-6760.6999999999998:226830] [-1946.5999999999999:30633] none none none none [0:1] [0:1] [0:1] [0:1] none
tree_sizes=2480 2596 2606 2599 2600 2603 2606 2596 2599 2573 2579 2588 2599 2577 2579 2587 2600 2591 2581 2605 2566 2601 2600 2601 2604 2609 2620 2605 2592 2603 2565 2587 2602 2580 2583 2601 2552 2588 2540 2594 2596 2550 2583 2592 2596 2578 2553 2597 2586 2576 2595 2545

Tree=0
num_leaves=31
num_cat=0
split_feature=76 44 58 120 76 44 71 13 58 78 59 70 94 120 44 6 58 79 9 55 74 56 100 94 50 71 66 42 53 84
split_gain=935.665 135.922 123.142 59.7223 50.7484 51.4631 45.3524 45.2554 30.3023 29.7183 27.4762 28.2677 23.9545 21.7804 21.5285 20.6169 21.4362 20.4683 20.3501 20.1865 21.7497 21.5083 19.2021 18.8766 21.6414 18.6356 18.405 17.7438 17.4472 17.3076
threshold=-1.5593499999999998 -0.37523499999999993 -0.63375499999999996 1.0000000180025095e-35 0.81633000000000011 -0.37247499999999995 0.046622000000000004 -1.2475999999999998 0.29419500000000004 2.6929500000000002 0.27871500000000005 -3.5069999999999992 1.77715 1.0000000180025095e-35 -1.15045 -0.5358099999999999 -4.3152999999999997 4.4008000000000012 -1.9882999999999997 -2.5033999999999996 -19.238499999999998 -1.81165 4.9989000000000017 -0.21448499999999995 -0.6125449999999999 -1.3075999999999999 3.0137500000000004 -0.9153349999999999 0.25429000000000007 4.5730000000000013
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 8 5 25 10 12 -1 13 11 -5 18 14 22 16 -6 29 28 -8 -21 -22 -9 24 -11 -2 -27 -7 -4 -15
right_child=2 -3 7 6 15 27 19 9 -10 23 -12 -13 -14 17 -16 -17 -18 -19 -20 20 21 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=2.6836412755520227 2.6946394833805001 2.698643949300755 2.6714858132469934 2.6604909261506973 2.6869214609695993 2.6999876347902871 2.6687736713091104 2.6922102408947892 2.6969522992139892 2.6976412756885684 2.6973539192286995 2.6843642124126621 2.6873257414818728 2.7028876042365333 2.709719496319658 2.700730783177351 2.6981558032287967 2.6842419947797547 2.7002526425158733 2.6465819538886612 2.6943366778750808 2.6763168882033725 2.7370643533701884 2.6982951216564532 2.6569666727303169 2.6830683762230549 2.7048014698628999 2.6870162755143561 2.7009458730889739 2.7103768468506382
leaf_count=2700 558 1122 119 143 646 1497 1031 290 508 68 348 933 515 8444 2608 3698 1239 139 2604 59 174 3428 26 975 63 1797 103 320 87 849
internal_value=0 -0.253664 0.0994474 -0.293234 0.0107343 -0.0712598 -0.351197 0.151543 -0.182728 0.177347 -0.194886 -0.273882 0.0470694 0.191405 0.266811 0.0735186 -0.0115964 0.168028 0.0834063 -0.398637 -0.363828 -0.353964 0.0203043 0.0203043 -0.336107 -0.165593 -0.21278 0.0563528 -0.219157 0.173725
internal_count=37091 10446 26645 9324 9858 4275 6116 16787 3208 13462 1424 1076 3325 12356 2924 5583 1885 9432 2810 4692 3661 3602 316 1106 131 2458 1900 1817 206 9293
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=76 44 58 119 44 76 71 13 58 78 68 59 70 94 43 59 6 80 71 119 44 8 65 49 53 78 42 95 96 6
split_gain=844.438 122.669 111.136 53.8994 47.7564 61.1147 40.9305 40.8492 27.3479 26.1208 24.9724 24.7972 25.5116 22.7143 22.0263 29.2985 21.4391 20.8884 19.7224 19.3534 19.9858 17.8701 19.7966 16.4034 17.8517 22.1191 16.4027 24.143 20.5791 16.1705
threshold=-1.5593499999999998 -0.37523499999999993 -0.63375499999999996 1.0000000180025095e-35 0.75403000000000009 1.0221000000000002 0.046622000000000004 -1.2692499999999998 0.29419500000000004 2.5648000000000004 6.1556500000000005 0.27871500000000005 -3.5069999999999992 1.77715 -1.1049999999999998 -2.1869999999999998 -0.5358099999999999 3.6396500000000005 3.6771500000000006 1.0000000180025095e-35 -1.0859499999999997 -7.0389499999999989 -1.0965499999999999 2.6447500000000006 5.6938500000000012 2.9643000000000002 -0.44728999999999991 3.7011000000000007 4.3892500000000014 -0.40294999999999992
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 6 5 10 11 13 -5 17 14 12 -1 18 21 -16 -7 19 -4 29 -21 -2 -23 -11 -25 -26 27 -14 -29 -9
right_child=2 -3 7 8 -6 16 -8 9 -10 23 -12 -13 26 -15 15 -17 -18 -19 -20 20 -22 22 -24 24 25 -27 -28 28 -30 -31
leaf_value=-0.032674894507948339 -0.012545876790257272 0.0035704771810461918 0.0046039468879313797 -0.010682064551446173 0.0075002177705012262 -0.0025773593210767216 -0.018935238972674653 0.0058400096189933533 0.0019634075286820182 -0.0015360829119617943 0.012568756179696711 0.0023449468501340383 0.0096543390376895091 -0.0075418286216564672 -0.027046554846994916 -0.0083698710246184454 0.0049862469114790057 -0.0064219362579041248 -0.024145248605579626 0.0024949980909146634 0.014617712038659282 -0.0088452060700490564 0.002720085206330406 0.025107969796216045 -0.045696263663146809 0.0097157140453177776 -0.016072253374423265 -0.051960145465789302 -0.0080401995107141477 0.010070614644305762
leaf_count=143 471 1122 2706 2700 1958 1348 4692 3954 508 963 169 348 204 507 268 970 3072 213 61 394 2480 580 1022 135 23 83 507 31 191 5268
internal_value=0 -0.240981 0.094475 -0.278572 0.0101975 -0.0244533 -0.333637 0.143966 -0.173592 0.168247 -0.123578 -0.185141 -0.260188 0.043749 -0.142716 -0.248259 0.0535904 0.181998 0.0794031 0.187464 0.259116 -0.0796855 -0.029342 0.0276697 0.260993 -0.0461528 -0.199905 -0.0552562 -0.283463 0.165134
internal_count=37091 10446 26645 9324 9858 7900 6116 16787 3208 13513 3480 1424 1076 3274 3311 1238 4420 12309 2767 12096 2874 2073 1602 1204 241 106 933 426 222 9222
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=76 58 59 76 55 78 42 71 53 119 101 47 49 11 56 9 100 101 66 119 68 53 47 42 57 6 108 90 6 111
split_gain=762.105 100.3 88.6653 41.7351 39.4767 36.9755 31.9652 31.8242 29.7043 24.6906 24.4697 23.0894 23.0802 22.5911 22.5117 21.857 21.1942 20.6189 20.4004 19.553 19.4829 17.6581 19.9592 17.1093 20.3112 20.1342 20.7553 17.0416 17.0122 19.7121
threshold=-1.5593499999999998 -0.63375499999999996 0.39408000000000004 0.81633000000000011 -0.043640499999999992 2.7378500000000003 -1.2133999999999998 0.27207500000000007 1.2813500000000004 1.0000000180025095e-35 -1.8331999999999997 -0.89743499999999987 2.6447500000000006 -1.1864499999999998 -1.8709999999999998 0.60202500000000014 -1.3643499999999997 -0.74787999999999988 -0.08268449999999998 1.0000000180025095e-35 0.27533000000000007 -1.8178499999999997 1.05135 1.0590500000000003 -8.3533499999999989 0.19289000000000003 -1.3769499999999997 -4.0216999999999992 -0.5358099999999999 5.3217500000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 6 8 13 11 -4 9 18 -8 -2 -7 -3 -6 17 -10 -9 -1 27 -13 22 -22 24 -16 -25 -27 -15 29 -5
right_child=1 5 7 28 14 12 10 15 16 -11 -12 20 -14 19 23 -17 -18 -19 -20 -21 21 -23 -24 25 -26 26 -28 -29 -30 -31
leaf_value=-0.020343871837673878 -0.011170336681618476 0.0035141609999596573 0.0058911817453455514 0.0026295930923387048 0.010976218220091215 -0.0038794574218246562 0.011223078862069146 0.032612471907369552 -0.025709592599735084 -0.012438424259558758 -0.011951182458766288 -0.0022729793615260366 0.012494035437703133 -0.0077904074319771355 -0.01864528254855697 -0.010209046567287425 -0.0011909579902887346 -0.0073971627808328893 0.0053696201194690756 0.012005919020584125 -0.032838997380300002 0.0094715356944246338 0.0034875199568173117 -0.0014504989476803222 -0.0050133242301993348 -0.032814473534623786 -0.013520569033901808 0.0076572591574134352 0.0053017594125736337 -0.0087967894314806127
leaf_count=3269 423 2824 818 1363 137 1165 126 62 107 1772 1187 1475 264 182 328 878 500 67 79 2973 55 888 121 183 1637 216 393 9379 3698 522
internal_value=0 0.0897512 -0.228932 0.00968765 -0.271321 0.136768 -0.0646694 -0.0286925 -0.319425 -0.344222 -0.194546 -0.00709742 -0.0170909 0.151084 -0.176128 -0.14771 -0.11026 0.236645 -0.394743 0.169289 0.0289399 0.132078 -0.15729 -0.195788 -0.145776 -0.319873 -0.407275 0.147264 0.0666241 -0.0106927
internal_count=37091 26645 10446 9858 8621 16787 4275 1825 5727 5120 1313 2962 1429 15358 2894 1007 607 129 3348 12534 2539 1064 176 2757 1965 792 609 9561 5583 1885
shrinkage=0.05


Tree=3
num_leaves=31
num_cat=0
split_feature=76 44 44 9 71 119 71 60 13 11 60 58 76 3 96 10 13 70 2 55 56 59 66 74 119 104 18 44 82 48
split_gain=687.8 104.404 94.9892 64.9534 47.643 46.3039 34.5012 32.1349 26.3358 25.2945 37.529 23.6775 22.6442 21.1762 19.6298 18.5702 17.6636 17.4668 17.3612 17.2667 19.8774 17.3675 20.3013 17.1494 16.922 16.8429 16.6104 15.7372 15.4973 18.2211
threshold=-1.5593499999999998 -0.37523499999999993 0.75403000000000009 -1.2163499999999996 -1.3075999999999999 1.0000000180025095e-35 0.046622000000000004 0.36496000000000006 -1.8686499999999999 -1.2164499999999998 -0.52810499999999994 0.29419500000000004 -1.5783499999999997 13.486500000000001 21.285000000000004 -1.8229999999999997 -0.36305999999999999 -7.0231999999999992 1.5240000000000002 -2.5371499999999996 -1.81165 -5.7218999999999989 -1.0511999999999997 -19.238499999999998 1.0000000180025095e-35 0.17368000000000003 -1.2155999999999998 1.7489000000000001 -0.077390499999999987 -1.1417499999999998
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
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leaf_value=-0.029930819704064301 0.0028425246615562242 3.136702859157833e-05 0.0046931485619468262 0.0036900722719184543 -0.0072139552049338826 -0.0096063725181199898 -0.0039493837367708439 -6.2135885377506635e-05 0.0078432336361018793 0.0052295829810868905 -0.0094878817708896751 -0.002007788123080024 -0.015742963313658369 -0.017317346077931079 -0.022900278663093396 -0.0085096257654103374 0.0086877682147358699 -0.0010075784182982574 0.020460176510470256 0.00076080288907343693 -0.043421672695669634 -0.0272536764829612 0.0026117252766108905 -0.016005444011212504 0.014959452434051935 -0.0065717284008860594 -0.021808036600420615 0.013542212146459169 -0.012356283587438089 0.020376054581942832
leaf_count=56 2691 831 2113 2395 320 2700 107 3094 5718 1028 1120 216 599 79 66 198 5433 769 70 176 58 847 61 3443 1341 480 499 291 135 157
internal_value=0 -0.217485 0.0852637 0.042743 -0.0419091 -0.252165 -0.303203 0.0861447 0.117609 -0.122419 -0.0610825 -0.154863 -0.166868 0.169105 0.0706507 -0.247348 0.173687 -0.0594171 -0.0188577 -0.34458 -0.312708 -0.460042 -0.504946 -0.329193 0.198587 0.039536 -0.322117 0.0707103 0.0431992 0.148277
internal_count=37091 10446 26645 17679 5992 9324 6116 11687 8593 3301 2214 3208 1424 8966 1094 1087 8887 825 268 4692 3677 1015 908 3501 6774 2875 819 1122 508 373
shrinkage=0.05


Tree=4
num_leaves=31
num_cat=0
split_feature=76 44 44 80 119 78 71 9 59 43 60 58 76 76 78 65 36 12 119 30 59 41 37 24 84 72 86 103 30 55
split_gain=620.74 94.2242 85.9085 53.3822 41.7893 34.5763 31.1373 28.1256 25.0031 24.6017 24.0102 21.3689 20.4363 19.0645 26.6899 18.6683 17.6689 17.4195 17.2017 16.632 16.2378 16.7522 16.1172 20.3237 16.0137 17.8361 15.7558 15.7456 15.5943 15.5832
threshold=-1.5593499999999998 -0.37523499999999993 -0.37247499999999995 3.6396500000000005 1.0000000180025095e-35 2.7378500000000003 0.046622000000000004 -0.67911999999999983 0.31521000000000005 2.0830500000000005 0.58052500000000007 0.29419500000000004 -1.5783499999999997 0.98875500000000016 -1.80975 3.3060500000000004 6.7296500000000004 0.78493500000000005 1.0000000180025095e-35 -2.4173499999999994 -0.12581499999999998 -1.1502999999999999 -1.5405499999999999 0.22791000000000003 0.41545500000000007 -0.27406499999999995 -1.0711999999999997 -2.7920499999999993 -0.74508999999999992 -2.5371499999999996
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 5 6 8 12 15 9 13 16 -6 20 14 -2 -4 -10 -16 19 -9 24 -22 23 -21 25 27 -12 -1 -19 -8
right_child=2 -3 7 -5 11 -7 29 18 10 -11 26 -13 -14 -15 17 -17 -18 28 -20 22 21 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.014554734887747929 -0.016850067986236825 0.0033587408642186626 0.0021878159306468917 -0.0077226990207205767 -0.0091260539646501899 -0.0057613320448654613 -0.021851997375488281 0.018087934330105783 0.0088362354600343418 -0.027436275337193464 -0.011662018011639437 0.0020519626216860269 -0.014955814958912303 0.0036070204084607811 -0.0022960473304054784 0.0098683034941314703 -0.01240573829353446 0.022350279236799921 0.012584562836976509 -0.0031396171675152976 0.039469898108280069 0.0019556007910482955 0.0077570744071919192 0.015577109964842295 0.0016627967637469513 0.02888908825814724 0.0031875096038726479 -0.024570503889989225 6.7928684763161542e-05 -0.014853614220597805
leaf_count=29 273 1122 3847 1501 2700 1192 1015 340 3184 74 254 508 599 3987 1541 996 101 149 2003 730 33 303 5524 181 213 20 602 227 166 3677
internal_value=0 -0.206611 0.0810005 0.0229317 -0.239557 0.0460382 -0.288043 0.136524 0.0646451 0.0244074 0.124793 -0.147119 -0.158524 0.031342 -0.0450616 0.0753473 0.163663 -0.00212006 0.170277 0.146207 -0.0564462 0.112801 0.134818 0.0115815 -0.172739 -0.331713 -0.0243755 -0.402767 0.212157 -0.327351
internal_count=37091 10446 26645 13024 9324 11523 6116 13621 10331 6190 4141 3208 1424 6116 2129 4843 3285 1856 8778 6775 825 336 6435 911 489 276 856 256 315 4692
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=76 58 59 55 76 78 48 53 81 11 76 76 77 72 59 16 120 92 6 100 54 56 120 4 36 9 4 82 3 100
split_gain=560.218 78.8044 70.6901 33.317 32.1439 31.848 31.5163 30.0067 27.2041 23.6979 23.03 29.459 19.1931 19.1152 18.4805 18.3303 17.7853 17.5664 17.4022 17.3525 17.2166 16.986 16.6155 17.409 16.5281 16.3479 16.32 16.1903 22.1632 17.2328
threshold=-1.5593499999999998 -1.0182499999999999 0.39408000000000004 0.24790000000000004 0.81633000000000011 2.7378500000000003 0.32293000000000005 1.2813500000000004 3.4676000000000005 -1.1864499999999998 -1.5783499999999997 -2.7802999999999995 0.54263000000000006 4.8820000000000006 -2.1869999999999998 0.89524500000000018 1.0000000180025095e-35 -2.1108499999999997 -0.5358099999999999 -1.3643499999999997 -2.7708499999999998 -1.8709999999999998 1.0000000180025095e-35 1.3231500000000003 -1.7922499999999999 -3.1101499999999995 1.5334500000000004 -1.0050499999999998 2.6256000000000004 -1.6667499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 7 6 9 14 13 17 -3 11 15 26 16 -2 -4 27 -8 20 -9 -6 -5 23 -11 -19 -22 -12 29 -29 -1
right_child=1 5 10 21 18 -7 8 19 -10 22 12 -13 -14 -15 -16 -17 -18 24 -20 -21 25 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0055593627170451645 -0.015159842928279722 0.0025070845238985345 0.0034896913655968601 0.011283395154689386 0.018177483800579521 -0.0010937642296573974 -0.020141113484938314 -0.021444399404314769 0.012743539197127458 0.012762671762325784 -0.044105485804153216 0.0064501915508480175 -0.0054692901949831511 0.026302988401481084 -0.0042650998033871316 -0.021038088282590274 -0.017213002555462004 -0.018798357096769042 0.004614922186135525 8.1342772577271791e-05 -0.0092646349849325894 -0.0077734212055487976 0.0063147433704923931 0.0044142293176332188 0.00066306227058131014 0.0012788185972300928 0.0033305706381797796 -0.020995768571370529 0.0020449957440769862 -0.010372598673298152
leaf_count=206 683 3204 129 123 102 1566 127 113 368 2280 66 1045 374 28 905 186 3537 118 3306 546 623 2370 10160 860 1446 897 25 608 126 964
internal_value=0 0.0769505 -0.19628 -0.23413 -0.00199542 0.114414 -0.0731659 -0.273781 0.00847288 0.127346 -0.0174869 0.0481991 -0.209601 -0.298071 -0.179019 -0.219868 -0.302312 -0.0451489 0.0506748 -0.0721944 -0.0341636 -0.136664 0.145944 0.209523 -0.0161051 -0.0608522 -0.621472 -0.224388 -0.340811 -0.15135
internal_count=37091 26645 10446 8621 8575 18070 3647 6128 2059 16504 1825 1360 465 5469 1588 315 5441 1691 4928 659 1622 2493 13300 3140 1564 1520 91 1904 734 1170
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=76 44 44 9 71 120 66 60 11 60 13 55 50 3 9 45 70 58 96 16 10 58 66 96 6 74 85 10 7 66
split_gain=505.676 77.5897 76.1716 50.7194 38.1379 35.8241 29.4275 27.9605 24.2361 32.3823 23.6623 21.2671 26.8665 20.4056 19.3454 22.1609 22.3913 19.8575 19.0452 18.9534 18.8186 18.6129 17.8802 17.758 16.6335 20.7977 16.2817 16.0069 15.4637 15.3834
threshold=-1.5781499999999997 0.80114000000000007 -0.37523499999999993 -1.2163499999999996 -1.3075999999999999 1.0000000180025095e-35 0.11091000000000002 0.36496000000000006 -1.2629499999999998 -0.52810499999999994 -0.67472499999999991 -2.9275999999999995 -1.8657499999999996 13.486500000000001 -0.42714999999999997 -2.0879499999999998 1.0215500000000002 -4.5255499999999991 21.285000000000004 -0.61411499999999986 -1.8229999999999997 0.29419500000000004 -1.7066999999999999 4.6763500000000011 -0.40294999999999992 0.72152000000000005 3.8941000000000003 -0.043490499999999994 0.63683500000000015 -1.0596999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 -2 21 11 10 20 18 -5 29 22 19 15 16 17 -14 -10 -3 -6 -1 -13 -21 25 -12 -11 -17 -22 -7
right_child=1 13 -4 7 8 6 -8 -9 9 26 24 12 14 -15 -16 27 -18 -19 -20 23 28 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0082028617919111327 0.0024260442951033901 0.0050339103709640251 0.0032188114808049313 0.0026760012393422447 -0.015710064429439057 -0.022454630316428418 0.0063823489828946749 -0.0003881099710423619 0.0049287877428853544 -0.011107948513385119 0.0078647503925198259 0.0057705222674599901 -0.020732688705126446 -0.01799946956527539 -0.010008591517913838 -0.018267926878657689 0.0054217126746635659 -0.0049255322126512333 -0.021988120483500618 0.010545639395520161 -0.009352161477745315 0.0022754304155440741 -0.030734618870835558 -0.0011359082801001414 0.01055181916411556 -0.0042880416494007262 0.0051350926603775868 -0.033368400287102251 0.016315833236212315 0.0043793468360315288
leaf_count=2692 2714 3808 1075 4637 786 848 188 3151 1074 983 1108 286 480 78 2212 1256 177 339 70 4617 162 503 38 350 2407 516 183 204 92 57
internal_value=0 0.0726656 -0.187618 0.0347621 -0.0395873 -0.216809 -0.261831 0.0729088 -0.110968 -0.0538965 0.102234 -0.274248 -0.248678 0.14923 -0.268005 -0.3291 -0.214092 -0.283796 0.0656355 0.153757 -0.237733 -0.131065 0.0297811 0.19445 0.158272 0.0800679 -0.171173 -0.407557 -0.00110185 -0.415291
internal_count=37091 26736 10355 17883 6064 9280 6085 11819 3350 2310 8668 5897 4992 8853 4668 2456 996 819 1144 8775 1040 3195 324 4967 4031 1624 1166 1460 254 905
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=76 46 46 58 76 76 76 60 16 22 70 11 74 69 3 16 59 4 6 103 36 49 59 46 2 54 19 72 77 21
split_gain=456.519 67.4195 61.0382 46.6991 40.6091 33.4831 59.2308 30.4458 20.1734 19.3493 17.8646 17.4661 21.9983 16.4744 16.3073 17.8508 16.2999 18.89 16.2692 16.102 15.7187 15.9398 15.4168 15.2534 15.1253 15.0841 14.8931 14.8398 14.7573 14.7274
threshold=-1.5593499999999998 1.0070500000000002 0.090460500000000013 -0.63375499999999996 1.0221000000000002 -1.5783499999999997 -2.7802999999999995 0.36496000000000006 -0.23719499999999996 1.4980500000000003 0.8698300000000001 -1.2306499999999996 1.5800500000000002 -0.17044499999999999 13.486500000000001 -0.61411499999999986 -4.7429999999999994 0.043752500000000007 -0.5358099999999999 1.0170000000000001 8.2432500000000015 7.4695000000000009 -0.12581499999999998 1.5394000000000003 1.7838500000000004 2.4300500000000005 0.31286000000000008 -0.24377499999999996 1.6112500000000003 2.5560500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 10 6 8 11 -1 16 27 12 20 19 15 24 -7 -18 -6 -11 21 -5 29 -4 -3 -14 -26 -2 -24 -8
right_child=1 14 23 7 18 9 22 -9 -10 13 -12 -13 25 -15 -16 -17 17 -19 -20 -21 -22 -23 28 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.007059274167230685 -0.0098329617695666685 0.0063842016521400806 -0.0010807901849793323 0.004325733865571931 -0.0024478845070874276 -0.023799591280581539 -0.0072180310136651347 -0.00024606865728914981 -0.014128246952254123 0.0046548489726589114 0.00015709273855492992 0.0075318205653371554 -0.012678097297505634 -0.020292456275311069 -0.017035018836242567 0.0093930875507617084 -0.017337265012738034 -0.008734971037893384 0.0040779709737225273 -0.019173748294512433 -0.023319610208272935 0.032117811154644446 0.010585509687359256 0.01249499137151692 -0.004226104374720584 0.016551803461476871 0.017147992302974067 -0.001056934353528601 -0.0032480842589579922 0.010988933189224651
leaf_count=1825 1783 2867 716 1942 1376 484 730 2964 2258 334 1123 4770 328 138 69 4735 1560 1080 3122 90 50 53 492 291 659 51 93 660 317 131
internal_value=0 0.0694644 -0.177185 0.0352649 -0.0215531 -0.202153 -0.154479 0.0803702 -0.219372 -0.276561 -0.101253 0.115511 0.0463908 -0.105739 0.14345 0.147449 -0.307291 -0.276363 0.0416324 -0.00806216 0.0874018 0.101281 0.00417743 0.056846 0.0945746 -0.174896 -0.0316553 -0.149241 0.103299 -0.0889573
internal_count=37091 26645 10446 18222 8064 9439 5753 10158 4083 3686 3566 7194 2424 562 8423 8354 3124 2640 4498 424 2045 1995 1670 1007 3619 379 752 2443 809 861
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=76 44 44 80 119 78 66 9 43 63 55 50 68 49 56 84 16 92 22 16 84 59 81 83 112 108 41 68 74 3
split_gain=412.016 64.8507 62.2836 40.0184 32.4574 26.5005 25.1039 21.7347 19.9009 32.0875 18.9143 23.5849 17.9283 22.1878 17.4817 21.8265 18.6891 18.4453 17.0077 17.6207 16.0758 16.0555 15.9871 15.9092 15.6262 14.8995 14.5793 14.5592 14.4785 14.3357
threshold=-1.5781499999999997 -0.37247499999999995 -0.37523499999999993 3.6396500000000005 1.0000000180025095e-35 2.7378500000000003 0.11091000000000002 -2.0862499999999993 1.7691500000000002 -1.6157499999999996 -2.9275999999999995 -1.8657499999999996 -0.53522499999999995 -1.7552999999999999 -1.1097499999999998 5.6577000000000011 -3.8252499999999996 -0.88673499999999994 1.4671000000000003 -0.38694999999999996 3.1334500000000003 0.80010500000000018 2.9625000000000004 -0.67184499999999991 30.814500000000006 8.3511000000000024 1.7833500000000002 -2.1232499999999996 -19.238499999999998 2.3986000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 5 6 8 10 12 9 -2 -1 23 -3 26 15 16 -13 -17 19 24 29 22 -21 -12 -6 -10 -14 -20 -16 -9
right_child=1 7 -4 -5 18 -7 -8 20 25 -11 11 14 13 -15 28 17 -18 -19 27 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.019154255653613183 0.010904457401815459 -0.0037662370182643431 0.0029256482249082525 -0.00688814922733597 -0.0019166064775380934 -0.0052883180452191186 0.0060563109735859207 0.0068190825393232776 -0.0036322279594828083 0.0021046989340973827 0.0052862522300003338 0.027016709310313067 -0.012575938390006151 0.007077080339115885 -0.038374885847402174 0.038708267925363603 -0.017388038935987882 -0.011791321635246278 0.037026729037364328 -0.010735311659218504 0.011341529674172852 0.0057726371221076276 -0.029698525772231529 -0.032937359660863877 -0.039052912644271194 -0.03537776288695825 0.017757665714684952 0.00094893486826743898 -0.0091278989202839937 0.0016850356559558939
leaf_count=905 1181 963 1075 1512 1220 1195 188 7620 707 8434 294 24 252 1539 43 33 1869 40 30 1249 1592 133 122 30 29 39 47 412 2659 1655
internal_value=0 0.0655918 -0.169354 0.0152235 -0.19575 0.0352405 -0.238604 0.113749 0.0515037 0.0637113 -0.250073 -0.225959 0.0352032 0.0931132 -0.244067 -0.31581 -0.336501 0.220745 -0.114134 -0.143368 0.133994 -0.216275 -0.248455 0.0349406 -0.0555772 -0.105837 -0.156156 0.0679531 -0.191867 0.11806
internal_count=37091 26736 10355 13068 9280 11556 6085 13668 10361 9615 5897 4992 2801 1838 4668 1966 1893 73 3195 2753 10867 1504 1371 324 1249 746 299 442 2702 9275
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=76 44 44 9 71 119 71 6 71 44 78 90 76 25 13 13 48 13 87 58 40 36 16 62 111 81 104 82 100 70
split_gain=372.047 59.1301 57.6868 40.6294 33.3839 28.9466 23.8249 22.3529 22.8173 22.7217 24.0927 22.3653 19.8381 22.0963 18.7433 18.3103 18.2065 18.1229 17.8394 17.2238 16.638 16.1976 17.965 15.613 15.3539 15.1951 25.091 15.784 14.8148 14.701
threshold=-1.5593499999999998 -0.29340499999999997 0.75403000000000009 -1.2163499999999996 -1.3075999999999999 1.0000000180025095e-35 0.046622000000000004 -0.38168499999999994 -0.12762499999999996 -1.15045 2.7782500000000003 0.95762500000000006 0.49957500000000005 -6.1435499999999985 -1.2692499999999998 0.21404000000000004 1.7468000000000001 -2.8167499999999994 1.0365000000000002 0.29419500000000004 -1.44465 6.151250000000001 -0.38694999999999996 -0.75350499999999998 -1.38425 -1.4819499999999997 -1.6640499999999998 -1.3004499999999999 0.44203500000000001 4.0172000000000008
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 4 28 6 18 8 11 10 24 -5 14 -14 -6 -11 -15 -4 25 -7 -12 22 -19 -22 -9 26 -1 -28 -2 -3
right_child=2 29 17 7 12 19 -8 9 -10 15 20 -13 13 16 -16 -17 -18 21 -20 -21 23 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0017664637658503148 -0.00031710979536430522 0.0049983528318504498 -0.034499964118003844 0.007080033971833515 -0.015538670519076356 -0.0070226588936227359 -0.012978869655735923 0.01113140254113207 -0.003471231938163124 0.0044071031535715165 -0.032473586008829235 -0.0020053344126790764 -0.012355587305779944 -0.0025699015186146771 -0.0049201648054938568 0.010678440862812879 0.010320170045992651 0.0047132671548005866 -0.01569926989729074 0.0028616092943306659 0.012099779631410327 -0.0013947164014823414 0.0093569935046883008 -0.02221014364844277 -0.00011052484711159853 0.00092901235227199174 -0.03933986978645021 -0.0045693424642086027 0.0075956646997931343 -0.018426757906046181
leaf_count=154 1813 960 27 1714 654 2719 4716 393 2014 2982 85 1120 334 737 1140 1909 436 4056 339 526 70 602 4281 63 1337 816 94 50 878 72
internal_value=0 -0.159955 0.0627093 0.0295732 -0.0373778 -0.184865 -0.225083 0.0638994 0.011956 0.100721 0.00938768 0.0697897 -0.104771 -0.0201883 -0.175823 0.137097 0.0444259 0.128046 -0.113123 -0.108409 -0.3039 0.130517 0.141956 -0.0830458 0.0488655 -0.0519983 -0.24526 -0.545335 0.0452923 0.0672809
internal_count=37091 10446 26645 17679 5992 9414 6169 11687 4848 6839 1948 2834 3301 1507 1794 4891 1173 8966 1453 3245 218 8939 8337 133 1730 1114 298 144 2691 1032
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=0
split_feature=44 71 59 59 81 66 54 72 9 42 71 55 47 108 43 26 54 59 32 2 119 7 69 85 10 0 41 22 39 37
split_gain=242.016 132.45 43.1739 36.3743 35.7477 31.9248 30.3758 31.3351 23.553 21.4933 19.5911 18.8882 18.541 18.2997 17.2115 18.9793 17.6868 16.634 24.1251 16.26 16.2447 16.1042 16.0903 16.0481 15.9206 15.7949 18.8084 15.6438 15.5872 15.5792
threshold=-0.37247499999999995 0.85317500000000013 0.39408000000000004 0.50651000000000013 -2.0254499999999998 0.44833000000000006 -1.2183499999999998 -0.4603549999999999 -0.67911999999999983 1.4620000000000002 6.2049500000000011 0.24790000000000004 1.9517500000000003 1.9893000000000003 0.91450000000000009 1.1565000000000003 -1.0516499999999998 -1.6609999999999998 2.8951000000000007 -0.122345 1.0000000180025095e-35 1.0857500000000002 -1.1965999999999999 -1.3226999999999998 -2.6156499999999996 -2.7471999999999999 1.8383500000000004 -2.6901999999999995 4.2100000000000009 2.2507500000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 4 -1 25 7 11 12 -5 13 17 -2 -4 23 16 -16 18 28 29 -10 -15 -7 27 -14 26 -3 -8 -6 -19
right_child=8 2 10 9 6 22 14 -9 20 -11 -12 -13 24 21 15 -17 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0022989527298565701 -0.00080397969901561744 0.011571106305045466 0.002563661343257763 0.0068483922815767402 -0.030737673935017303 -0.0093836936473846444 0.015339321081267031 0.0061022437297973513 0.0053572764130449925 -0.0014589929518819698 -0.033132597350555924 -0.0056508661685340366 0.0010192714260766518 -0.015491659824860383 -0.051160509342497044 0.0045252392327860946 -0.012736782564977071 -0.019515619315578298 -0.00056205227666971638 0.0038570426307082957 0.010300003458849259 0.0082930170792214417 0.012835891713571346 0.0014178604329792954 0.0085746362859178988 -0.010563058829544246 -0.028547442497478592 -0.011706214676897191 0.013557786246140799 0.015287918680244024
leaf_count=3563 2500 155 1406 2494 366 125 61 294 7215 1132 46 762 1286 293 33 158 324 301 98 153 2160 94 234 2763 1523 7026 36 433 21 36
internal_value=0 -0.065391 -0.155706 5.84096e-05 -0.0328643 -0.18907 -0.0812736 -0.179872 0.0997831 0.0850982 -0.0182611 -0.230973 0.0465625 -0.001729 -0.0281844 -0.198059 -0.325771 -0.32316 -0.454448 -0.193213 0.129922 -0.19429 0.101985 -0.00132357 0.102314 -0.203548 0.0801899 -0.167332 -0.566681 -0.315955
internal_count=37091 22407 9415 12992 9366 7576 5803 2031 14684 3626 1839 1737 5309 1793 3772 515 357 975 485 490 9375 387 359 3257 2809 7217 191 494 387 337
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=76 58 44 71 76 76 44 44 119 62 36 52 16 53 96 76 94 29 49 3 61 23 42 42 101 36 1 84 52 17
split_gain=308.547 48.5635 48.1899 28.5752 27.5526 43.1069 26.5255 26.2366 22.9759 19.6505 17.7868 17.8167 17.7646 17.6451 17.0705 23.0078 17.0352 16.8336 15.9851 15.7979 17.1853 15.7119 14.954 14.8633 18.9494 14.854 14.817 14.7424 14.125 14.671
threshold=-1.5593499999999998 -1.0182499999999999 -0.29340499999999997 -1.3075999999999999 -1.5783499999999997 -2.7802999999999995 0.48945000000000011 -1.1323999999999999 1.0000000180025095e-35 -1.69885 6.151250000000001 1.9447500000000002 -0.21635999999999997 0.86366000000000021 3.8381000000000003 1.2368500000000002 1.3456500000000002 -6.6472999999999987 -2.1760999999999995 7.1382000000000003 1.3594000000000002 -3.7140499999999994 0.20993500000000001 -2.0448999999999997 -1.9499499999999996 -0.6026149999999999 1.3438000000000001 4.5730000000000013 7.1928500000000009 2.5102000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 -2 5 12 14 9 10 16 19 -12 -1 18 15 23 -3 -17 25 27 -21 -11 28 -5 -25 -6 -13 -9 -8 -30
right_child=1 7 -4 6 13 -7 22 8 -10 21 11 26 -14 -15 -16 17 -18 -19 -20 20 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0053423459589642883 0.0027496761215953492 0.010655352519512577 0.0029736786120563977 -0.00050203669487377612 -0.022768652327914737 0.00062451943982996349 0.0052647581895111234 0.0043648127164637755 0.0085802828926986961 0.02264790031369086 -0.017984996383597039 -0.0053763707960719498 -0.01196123275094562 -0.0018939249143375095 -0.010001765237395823 -0.017073878250790365 -0.0012208800032442691 0.009977667575381214 -0.01410112304451161 0.00033807459162966827 -0.024615440157692084 -0.0048008018056630618 -0.01792984638453984 0.02206841375678778 -0.013443811678567622 0.0039325138824617759 0.012475175134251629 0.011405278546099337 -0.042731288168579344 0.0063697769724089526
leaf_count=1845 4132 596 1032 623 67 1635 1223 9739 3679 54 167 335 2250 402 1284 66 612 447 2981 307 89 1509 82 40 617 234 178 805 32 29
internal_value=0 0.0571076 -0.145666 -0.00486636 -0.168155 -0.124776 -0.0605362 0.0865169 0.102734 -0.00301705 0.080928 -0.0759999 -0.179582 -0.235625 -0.112018 -0.0489874 0.0927717 0.129947 -0.259846 0.0906822 -0.105403 -0.0770496 0.0554301 -0.120701 -0.225635 -0.0402187 0.0163547 0.0980466 0.0818711 -0.387763
internal_count=37091 26645 10446 8575 9414 5730 4443 18070 15299 2771 11620 680 4095 3684 3077 1793 1208 513 3282 10940 396 1563 1366 1280 657 301 513 10544 1284 61
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=0
split_feature=76 59 59 65 55 71 29 53 78 108 43 100 76 71 53 108 34 55 61 50 65 102 14 76 47 20 16 57 49 8
split_gain=278.464 44.2138 41.867 24.5809 23.2556 21.9602 21.4326 21.3165 21.0923 19.2891 17.838 17.6287 17.6933 16.8875 16.6884 16.3742 16.0929 15.8887 15.3207 15.0913 15.0637 14.8122 14.5828 17.4229 16.9284 16.7355 19.5455 16.9372 14.4721 14.2921
threshold=-1.5593499999999998 -0.62392499999999984 0.39408000000000004 3.0997000000000008 0.24790000000000004 -1.4334499999999999 -5.6813499999999992 1.2813500000000004 2.7378500000000003 3.1554000000000006 -1.7161999999999997 -1.94065 -1.5783499999999997 6.2049500000000011 -1.4343999999999999 3.3521500000000004 -1.6789999999999998 -2.3074999999999997 -3.1491999999999996 1.2696500000000002 -1.0598499999999997 -1.5908499999999999 -1.1121999999999999 -1.6200999999999999 1.0000000180025095e-35 -1.6171499999999999 1.5586500000000003 0.15054000000000003 2.8864000000000005 -6.7698999999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 4 5 7 17 10 11 14 13 20 12 15 22 19 -1 -8 -2 21 -3 -7 -9 24 -24 25 -4 27 -27 -10 -18
right_child=1 8 9 -5 -6 6 16 18 28 -11 -12 -13 -14 -15 -16 -17 29 -19 -20 -21 -22 -23 23 -25 -26 26 -28 -29 -30 -31
leaf_value=0.009593588713256794 -0.0060743190164357936 0.00014896299728099066 -0.021747342908176884 0.0064366531715943269 -0.0043040789042162794 -0.015334269075375523 -0.0073194441297070485 -0.031584704151520364 -0.0040763442836642162 -0.015252871297419391 -0.034295221933108924 -0.011902514075002125 -0.014734836805749824 -0.030810259970334861 0.0055224867167051155 -0.033562925768395264 -0.011077651603808327 0.0033062750838808233 0.0046959897045847736 0.015728071376860862 -0.0026426966592021615 -0.0040931591286731128 0.010462849679934621 -0.0056156195633046265 -0.039168770467081379 0.027589536160230639 -0.010659690779536518 0.0025318510498034469 0.0095443801228272725 0.0014798272946258872
leaf_count=261 527 2445 87 1300 2493 394 884 65 1123 187 68 5022 162 39 12908 24 248 3147 395 166 575 199 699 222 31 90 201 269 236 2624
internal_value=0 0.0542522 -0.138383 0.000703233 -0.167511 -0.0189541 -0.0635423 -0.200639 0.08524 -0.000786247 -0.190807 -0.221112 -0.0308111 0.0339505 0.0957012 0.119187 -0.0284056 0.0392144 -0.0307323 0.0227888 -0.156063 -0.217238 0.0498079 0.131745 -0.0614962 -0.0269085 0.0364832 0.176274 -0.0342202 0.00790953
internal_count=37091 26645 10446 9767 8621 8467 4793 6128 16878 1825 1037 5469 447 1638 15519 285 3756 3674 659 2611 969 264 1599 921 678 647 560 359 1359 2872
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=0
split_feature=44 71 59 59 66 70 46 43 94 15 104 48 9 22 18 55 52 27 47 119 92 94 79 46 102 63 110 5 56 6
split_gain=186.693 101.199 37.8643 29.0065 28.6076 27.3097 25.1994 23.9123 22.5474 23.169 21.4682 21.4408 18.7351 18.6017 18.4021 16.92 18.0639 17.0964 16.8719 16.4513 16.8657 15.9302 17.8422 17.1912 16.0062 15.8332 15.6691 15.4308 15.3627 15.3149
threshold=-0.37247499999999995 0.47799500000000006 0.69242500000000007 -1.55765 0.23799500000000004 -3.0929499999999996 -0.088327499999999989 1.0927000000000002 1.9003000000000003 -0.69737999999999989 5.6620000000000008 -0.92594999999999994 -0.67911999999999983 1.4671000000000003 1.4459500000000001 -3.3319999999999994 -2.5340999999999991 -1.9501499999999996 1.9517500000000003 1.0000000180025095e-35 0.6818200000000002 2.4257000000000004 9.7458000000000009 -1.8334999999999997 0.55519000000000007 -1.1268499999999999 2.4562000000000004 0.083823000000000009 -0.66430499999999981 0.52147500000000013
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 5 13 -1 11 -4 -5 10 -10 25 18 15 -11 17 -17 26 -2 20 -16 22 23 27 -23 -7 -3 28 -15 -9
right_child=12 2 7 8 -6 6 -8 29 9 14 -12 -13 -14 21 19 16 -18 -19 -20 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.019296867048141847 -0.00097913708627223972 -0.013689358686578685 0.0076521183882701507 0.0033431341818064503 0.0031607028789224878 0.002132609928958118 -0.021031550434698544 -0.0099779096460557212 -0.015667467477476653 0.0072007315228883031 0.023482457822874975 0.00066935015582718404 0.0057259645285606389 -0.0080940798154244056 0.012902016842618902 0.03233204699224896 -0.0086499233884045398 -0.021419038399071791 0.0046677918218131931 -0.048540826912583983 -0.041918776221573355 0.0034153117457541024 -0.019004872694928596 0.0094626723675970831 -0.024631412049282844 -0.012753539682443173 0.012208245949047368 0.0056498440775540797 -0.049983320859345523 0.0027203149644725293
leaf_count=239 2500 203 686 6330 565 256 166 555 446 417 38 3279 9375 65 47 27 6505 531 2809 29 20 82 94 471 134 591 82 101 33 415
internal_value=0 -0.0574329 -0.128685 0.00595368 -0.154538 -0.0569401 -0.0386199 0.0101515 0.0448471 -0.0949311 -0.251874 -0.0232506 0.0876395 -0.169311 0.05314 -0.186571 -0.16961 -0.322338 0.0401732 -0.341597 -0.069248 -0.0398984 0.0278935 0.085134 -0.279681 -0.165086 -0.124762 -0.1613 -0.443993 -0.0909033
internal_count=37091 22407 10549 11858 8893 4531 4292 1656 7327 997 484 4126 14684 8328 513 7348 6532 816 5309 96 67 980 764 670 216 847 285 199 98 970
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=0
split_feature=76 13 76 76 119 78 80 16 11 18 15 14 83 53 53 29 41 111 71 47 33 92 103 14 13 38 105 14 35 2
split_gain=231.387 38.1444 35.8482 55.6984 22.0337 21.7838 20.9701 15.7144 15.0294 14.8701 14.8051 19.6894 14.615 15.3906 14.1042 13.8673 14.4949 13.732 17.1452 14.5365 13.5914 13.0758 14.791 12.8259 12.7709 12.5554 12.4805 15.0064 12.3765 12.4131
threshold=-1.5593499999999998 -0.38927999999999996 -1.5783499999999997 -2.3485499999999995 1.0000000180025095e-35 2.7378500000000003 2.8970500000000006 -0.23719499999999996 2.7216000000000005 16.101500000000005 -0.26706999999999997 -1.4011499999999997 0.5821900000000001 0.93265500000000012 14.011000000000001 -5.0201499999999992 -12.519499999999999 3.2395 -1.1144499999999999 -0.95631999999999995 4.844100000000001 -0.57000999999999991 3.6004 0.24775500000000003 -1.1498999999999997 -5.2326999999999986 -3.1778499999999998 56.690000000000005 0.39403500000000008 -0.46618999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 3 7 5 17 14 9 26 21 11 -7 13 -4 -2 24 -17 -3 -19 -20 -13 22 -1 -24 -8 -23 27 -9 29 -6
right_child=1 4 12 -5 28 10 15 8 -10 -11 -12 20 -14 -15 -16 16 -18 18 19 -21 -22 25 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0035060120948616769 0.0010009586627914725 0.0044990143277808354 -0.010449307359495421 0.0024929791747612244 0.010466741244266699 0.016217904606903043 -0.016632753492218176 -0.021401490646682373 0.021282231454786502 0.030343859234163842 0.00099297534895067857 -0.013185399738014551 -0.020472611636390508 0.00037677053605084836 0.013684829487465322 0.040755099803209308 -0.0021725647799899555 0.0072782712336629633 -0.023865564238834888 -0.0029437447482858867 -0.049052653949836211 0.028868898674845697 -0.00057252875783226709 0.02922625103417565 -0.0017458405439593214 -0.011337573108103899 -0.0088427939289790949 0.014307881891727449 0.014564365250083198 0.0035566959715429315
leaf_count=1198 10170 9055 3042 2158 1110 54 365 365 38 31 574 296 319 368 224 20 1172 400 94 711 29 20 77 68 238 666 2064 32 565 1568
internal_value=0 0.0494541 -0.126144 -0.0824962 0.0841971 0.0632014 0.00824931 -0.145147 -0.198451 -0.0804824 -0.0814202 -0.234809 -0.204768 -0.18562 0.0254861 -0.0915611 -0.029046 0.0766345 -0.0236524 -0.107736 -0.327717 -0.0909842 -0.0336099 0.268041 -0.21514 -0.203307 -0.208088 -0.370463 0.156792 0.128417
internal_count=37091 26645 10446 6717 14456 11213 12189 4559 2499 2060 953 379 3729 3410 10394 1795 1192 10260 1205 805 325 2029 1343 145 603 686 2461 397 3243 2678
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=0
split_feature=76 44 46 60 58 119 66 51 68 13 30 55 39 30 24 85 28 99 53 57 3 110 24 58 37 102 16 47 78 13
split_gain=208.827 37.7578 34.82 29.4037 27.1259 26.7631 21.7848 25.885 18.4931 17.279 17.3577 16.4588 17.6879 18.0709 15.7389 15.3528 20.0436 16.0141 17.5628 16.382 15.3064 15.1544 14.7969 14.5261 14.1797 15.9982 14.0341 15.6694 14.341 13.9305
threshold=-1.5593499999999998 0.80114000000000007 1.4924500000000001 0.30586000000000008 -0.63375499999999996 1.0000000180025095e-35 -1.0596999999999999 -2.4169499999999995 -1.0172499999999998 -2.1056999999999997 0.078521500000000008 3.2516500000000002 0.083405500000000007 -0.18744999999999998 12.025 6.4046000000000012 0.24313500000000002 1.1228500000000003 -1.80365 -1.7744499999999996 13.486500000000001 3.5163500000000005 5.1091000000000006 0.15299500000000002 -1.7814499999999998 -0.96983499999999989 -0.61411499999999986 11.083000000000002 3.8775000000000008 -0.24568999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 4 8 6 7 -1 11 10 -6 12 -2 -14 24 16 -5 19 -19 -18 26 -16 -15 -7 -9 -26 27 -3 -28 -8
right_child=1 20 -4 15 9 23 29 14 -10 -11 -12 -13 13 22 21 -17 17 18 -20 -21 -22 -23 -24 -25 25 -27 28 -29 -30 -31
leaf_value=4.696342436033094e-06 -0.00096291576034177549 0.0019322213231657147 0.010194815121452261 -0.00049422566350564522 0.0017978511510532856 -0.0045411226717496913 -0.0063395846066295466 -0.0054828779333417933 0.0011438968315569753 0.0057479635042226897 -0.013906079449571005 0.019296783569359013 -0.0045412173776103442 -0.025953398072930775 0.0099629032768701262 0.0071812272525180595 -0.015093835014156079 -0.064789458326995383 -0.015670049732716958 -0.0026456321888116657 -0.01717311574460624 -0.032790295965969565 0.017717836513405756 0.0035894139518224915 -0.016079399141342068 -0.0097542218033427434 0.0073628052746578729 0.013241197856231816 -0.011491198844990684 0.0068771974255669764
leaf_count=651 567 3465 322 2474 1365 2726 465 926 5237 5315 202 62 278 254 152 378 349 20 202 1089 77 24 21 688 1685 2458 4851 336 103 349
internal_value=0 0.0469814 -0.119837 0.0204746 0.0441379 -0.130134 -0.166808 -0.18798 -0.002622 0.087752 -0.00453046 -0.115603 -0.143366 -0.270617 -0.211323 -0.0492828 -0.0669216 -0.151927 -0.401904 -0.113336 0.100442 0.0826584 -0.45237 -0.0580526 -0.22153 -0.246535 0.104346 0.0586382 0.139416 -0.0134586
internal_count=37091 26645 10446 17813 13301 10124 6710 5896 6419 6882 1567 1182 1120 553 5245 4512 4134 1660 222 1438 8832 176 275 3414 5069 4143 8755 3801 4954 814
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=76 44 44 60 71 119 65 68 59 110 10 58 74 23 71 48 87 86 13 77 41 102 87 36 61 70 0 36 63 16
split_gain=188.466 34.0764 31.4852 26.7544 24.8073 23.8523 23.5127 21.8036 23.1627 26.5722 18.3565 18.1996 18.6905 15.6369 15.5284 15.4558 15.2831 15.282 14.0353 13.979 13.5514 16.9599 15.5647 13.2109 15.648 13.2012 13.0761 13.0707 15.585 14.62
threshold=-1.5593499999999998 0.80114000000000007 -0.29340499999999997 -0.52930999999999984 -3.1071999999999993 1.0000000180025095e-35 4.1152500000000005 -2.0568499999999994 0.31521000000000005 0.61204500000000006 -0.82366499999999987 1.8209000000000002 0.69843000000000011 -0.52308999999999994 0.046622000000000004 1.7061500000000003 1.0365000000000002 -4.0215999999999985 -2.8167499999999994 13.235000000000001 1.9594500000000001 0.13043000000000002 4.7462000000000009 -2.2248999999999994 -4.0188999999999995 4.0172000000000008 -1.7770999999999997 6.151250000000001 4.514050000000001 -0.38694999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 5 7 -5 14 10 -2 15 20 -6 12 -11 26 16 19 17 -1 -3 -9 22 -22 -10 24 -16 -4 -8 29 -29 -20
right_child=1 18 25 4 6 -7 13 8 9 11 -12 -13 -14 -15 23 -17 -18 -19 27 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.028981326108283186 -0.023879675767742671 -0.033413215167820455 0.0041472100039633619 0.0058281298837828364 -0.0079908704310906586 -0.0031309868661666693 -0.037525873482227329 -0.00014163433252093949 0.01047032043273731 0.0026189029036398485 -0.0016905045776157352 0.010535465990289107 -0.011461816288176038 0.013450720367325142 -0.013253387230999617 0.004790628585236204 -0.013202866845953782 0.00015078040840140882 0.0032258977995808058 -0.024413496876756351 -0.019369805267741604 0.012135973025726367 -0.0093005510118718323 -0.010222135299934331 0.025124360595283834 -0.018050846767922245 0.00079709614071939963 0.0017305783421244086 -0.018659011280944205 0.007444658047544581
leaf_count=47 78 24 960 973 1781 3245 25 5243 2325 537 3295 301 420 347 49 1949 339 1067 4003 60 93 79 104 4609 58 72 203 471 117 4217
internal_value=0 0.0446323 -0.113845 0.0194509 -0.0309182 -0.132023 -0.0563118 0.0492699 0.0529686 0.115559 -0.0780219 -0.00375893 -0.0712145 0.135341 -0.16853 0.0196623 -0.0781419 -0.0215662 0.09542 -0.00832509 0.173269 -0.0979826 0.192476 -0.196378 0.15099 0.0519702 -0.0680997 0.0975009 -0.0465307 0.107804
internal_count=37091 26645 10446 17813 6624 9414 5651 11189 11111 3859 5076 1258 957 575 6169 7252 1453 1114 8832 5303 2601 172 2429 4716 107 1032 228 8808 588 8220
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=0
split_feature=76 44 76 76 76 10 44 3 85 99 101 93 3 45 42 18 68 16 119 42 77 3 22 86 14 2 63 59 72 86
split_gain=170.091 30.8296 30.7603 44.8049 23.0844 27.5246 19.0594 18.0096 20.0385 19.308 17.9206 17.6476 16.7625 15.9023 14.9943 17.1333 14.766 14.2194 13.7096 13.9146 13.8647 13.6057 13.9062 13.6191 19.3099 15.3735 15.41 13.5865 16.739 14.5728
threshold=-1.5593499999999998 -0.37247499999999995 -1.5783499999999997 -2.3485499999999995 0.85392500000000016 -1.5316999999999998 -1.3154499999999996 5.7754500000000011 1.3628000000000002 -0.82909999999999984 -1.8052999999999997 1.9650500000000004 13.486500000000001 0.96916500000000017 1.48275 2.8286000000000002 -1.3828499999999997 -0.23719499999999996 1.0000000180025095e-35 -15.801499999999999 -101.73999999999999 -1.7218499999999997 3.7530000000000006 1.7645500000000001 -0.64781999999999995 1.2946000000000002 1.0737500000000002 0.26016500000000004 3.3014000000000006 -3.9060999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 3 17 5 10 -7 9 16 -6 -2 14 18 -14 27 -16 -9 -1 19 20 -3 22 -4 -23 -25 26 -26 28 29 -8
right_child=1 12 21 -5 7 6 11 8 -10 -11 -12 -13 13 -15 15 -17 -18 -19 -20 -21 -22 23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=-0.0031200197794773047 0.0070278515626350652 0.026077564128420574 -0.016999748478765075 0.0025494170465797492 0.0019406203999380461 -0.0066949806331541191 -0.031471215815920578 -0.050588951810546547 0.019817213752660261 0.0097507953884658129 -0.0087318824508662869 -0.0131723625004612 -0.0043130676531129416 -0.046347872267166773 -0.0076088171686368531 0.014680960000145668 -0.0092201269798045209 -0.0087308612932749576 0.0069961318446694776 0.0033480937629380998 -0.016426638637979826 -0.0090818316362197508 0.025358919426798823 0.013026286297374302 -0.016055152671677727 -0.032738866350230052 0.0093407136853784333 0.0075316436084324062 0.020178691393668111 -2.7293687372050661e-05
leaf_count=2060 203 22 621 2158 5373 797 38 23 58 928 1619 186 90 30 557 102 347 2499 2898 10431 150 2617 20 180 112 51 128 1477 101 1215
internal_value=0 0.0424007 -0.108153 -0.0677208 0.00761441 -0.0359131 0.00628931 0.0483346 -0.150165 0.0618178 -0.13952 0.0366839 0.0756624 -0.296435 0.0526795 -0.0831761 -0.235834 -0.123912 0.0789697 0.0623101 -0.219801 -0.180983 -0.313562 -0.153463 0.00307786 -0.156168 -0.0502138 0.0843039 0.0119495 -0.019618
internal_count=37091 26645 10446 6717 13024 6295 4473 6729 428 6301 1822 3676 13621 120 3490 659 370 4559 13501 10603 172 3729 641 3088 471 291 240 2831 1354 1253
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=0
split_feature=76 13 59 44 120 72 30 80 55 53 101 103 69 94 47 66 60 14 48 76 19 70 31 65 41 55 94 25 68 45
split_gain=153.677 29.8955 29.7953 25.771 19.2899 18.6738 17.2258 17.194 16.5005 16.8557 15.7725 14.8615 14.5819 14.3153 20.3611 14.3827 14.3301 14.2139 18.3576 14.1072 13.8672 13.8323 13.9428 13.6668 13.4019 15.2651 13.5793 13.5085 19.9543 12.9086
threshold=-1.5781499999999997 -0.38927999999999996 0.39408000000000004 -1.1323999999999999 1.0000000180025095e-35 1.4050500000000001 -2.3552499999999994 2.8970500000000006 0.24790000000000004 -0.12304 -3.8421999999999996 3.2657000000000003 -0.074733499999999981 2.4257000000000004 -0.97825499999999987 6.9648000000000012 -1.5376999999999998 -1.1121999999999999 0.087360500000000021 2.7137500000000006 -0.13887999999999998 1.5892000000000002 -0.83462499999999984 -1.1903499999999998 2.2314000000000003 0.3559750000000001 2.3025500000000005 -0.5882949999999999 0.74856000000000011 -21.631999999999994
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 5 19 29 8 -4 13 9 10 -1 12 -12 -2 16 -16 -15 18 -8 -3 -13 -11 -23 -7 26 -26 27 28 -19 -5
right_child=1 3 6 4 -6 23 17 -9 -10 21 11 20 -14 14 15 -17 -18 24 -20 -21 -22 22 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.010130024862658118 0.0015984717985094426 -0.0043344686031127613 -0.013294864335686577 -0.027119976110183276 0.0032669722994562523 -0.019658171601833835 -0.0010051022973764942 -0.0043208757428814179 -0.0032214390290901066 -0.005600449391411912 -0.010052377308580523 -0.0052302522726334344 -0.019418840449107324 -0.043418690119240738 0.0018125483688699294 -0.036786140829324722 -0.010647776311917292 -0.024693434735139214 -0.035528513298528956 0.0083526905110249162 0.019882445172830065 0.035999527774952557 0.0021303613878348297 0.01718125577404428 0.0029662041366100311 -0.050956241573606224 0.024931203230069237 0.0083193225505417343 0.024146506010458389 0.0082744221738214521
leaf_count=97 9322 1393 196 26 10037 31 633 1807 2400 1506 3319 329 475 37 697 25 339 75 41 260 66 37 170 134 35 21 104 657 29 2793
internal_value=0 0.0400587 -0.103429 0.0707557 0.085868 -0.12796 0.0138685 0.00363251 -0.134505 -0.16254 -0.196051 -0.205282 -0.224501 0.0192487 -0.0887504 0.00952057 -0.277451 0.0482473 -0.0621038 -0.0467782 -0.0206841 -0.0786939 0.163685 0.205198 0.129004 -0.345094 0.159697 0.113378 -0.221492 0.15896
internal_count=37091 26736 10355 14509 12856 8564 1791 12227 8399 5999 4286 4189 3794 10420 1098 722 376 1595 674 1653 395 1713 207 165 921 56 865 761 104 2819
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=0
split_feature=46 59 81 66 51 43 59 0 45 56 10 12 46 36 67 2 45 82 11 120 38 108 110 97 53 84 43 12 72 7
split_gain=94.9954 57.042 42.0178 31.2425 25.4255 20.1348 18.4065 17.433 21.6019 17.6971 20.786 19.508 19.2793 20.3079 18.7099 17.5799 17.4692 16.6508 16.1277 15.0868 16.4899 14.462 14.3697 28.5133 14.0185 13.9651 14.3131 13.9454 15.2911 15.3588
threshold=0.12009500000000002 0.39408000000000004 -2.0254499999999998 0.44833000000000006 -2.4169499999999995 1.24265 1.4957000000000003 -2.7471999999999999 1.6101000000000003 -1.1097499999999998 -1.5681499999999999 -3.6316499999999996 -1.3443499999999997 -2.0209499999999996 -0.87944499999999992 2.3922500000000002 1.3837500000000003 11.180500000000002 0.61579000000000017 1.0000000180025095e-35 4.1735500000000014 4.387900000000001 0.86117500000000013 -1.7415499999999999 1.8491000000000002 2.8569000000000004 -8.3018999999999981 -0.76944499999999993 0.048259500000000004 2.4735000000000005
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 4 17 -3 24 8 -6 12 15 -12 13 18 27 -11 -15 -4 -9 -2 25 -1 -17 -24 -7 26 -21 28 29 -13
right_child=19 5 3 -5 7 6 -8 9 -10 10 11 14 -14 16 -16 22 -18 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.001706698979405361 0.0065315353945634832 0.0045164085493816361 0.00079981883834484384 0.0032675026479905057 0.015793554879814747 -0.0065122452304714543 0.0033360921262378198 0.0087759678294374189 -0.025997640859139595 -0.0058784102148402434 -0.015233363104718074 0.007348062580832676 -0.0056070537137415284 -0.01585654501332423 0.0095689930537731036 -0.022993513868853954 -0.0057785761684023274 -0.020769452438392538 -0.031465838284328071 -0.01063983233862145 -0.0069225686741888658 -0.016069179463942172 -0.054239464019026074 -0.00052473478374027072 0.0098557237355873517 0.0072616780972627184 0.0024273670843714579 -0.0053509985133915463 -0.028829710381595715 -0.0075058568619255335
leaf_count=3773 2931 3701 1859 1117 166 1337 1245 176 38 1539 266 679 2238 1723 361 327 573 94 29 215 447 118 28 210 145 1547 8283 1654 38 234
internal_value=0 -0.0381119 -0.0680888 -0.0947423 -0.109362 0.0422865 -0.0229142 -0.129235 0.160178 -0.135095 -0.0955976 -0.04524 -0.179567 -0.239903 -0.0219738 -0.172953 -0.266829 -0.00476667 0.0616645 0.0672006 0.049481 0.0233524 -0.323815 -0.136882 -0.0982158 0.057844 0.0419353 -0.0515402 0.0449513 0.0708207
internal_count=37091 23668 17240 13349 12232 6428 2727 10279 204 10075 5336 3232 4739 2501 2966 2104 2296 1953 205 13423 10492 3891 565 238 1482 10045 8498 2605 951 913
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=0
split_feature=76 76 76 78 9 23 50 4 52 102 107 54 13 44 79 5 47 18 94 4 72 24 85 50 94 11 6 76 110 13
split_gain=126.896 26.9685 35.0104 26.5459 24.8613 17.2385 15.2146 14.6214 16.6815 16.3195 20.369 14.3297 14.2943 15.2331 27.3181 14.2499 18.1931 14.7005 14.1988 13.878 13.8414 13.5768 13.7493 16.0838 15.1158 13.9151 16.4612 13.443 14.3303 14.8092
threshold=-1.5781499999999997 -1.5783499999999997 -2.3485499999999995 2.7378500000000003 -2.0862499999999993 2.3467000000000007 -0.38489499999999993 -1.2374999999999998 -2.1727499999999993 1.3994500000000001 0.94593500000000008 -3.9351999999999996 -0.40571999999999991 -1.15045 3.6074500000000005 2.8963000000000005 2.3442500000000006 1.0798500000000002 1.77715 4.645150000000001 -0.68518499999999982 29.783000000000005 3.4265000000000003 -1.6496499999999996 -1.8295499999999996 -1.9392999999999998 -1.6335999999999997 1.4280000000000002 0.8854550000000001 0.8839950000000002
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 4 5 15 -7 9 -9 -3 -11 -10 18 14 19 16 -2 20 -6 27 -17 22 24 -24 -1 -25 -27 28 -14 -30
right_child=3 7 -4 -5 12 6 -8 8 11 10 -12 -13 13 -15 -16 17 -18 -19 -20 -21 -22 -23 23 25 -26 26 -28 -29 29 -31
leaf_value=-0.011349652367598802 -0.0037437712432263973 -0.015704060983720913 0.0024253316178738356 -0.0030746207243774041 0.0022519161850430907 0.00020447784265660029 0.013602544846867329 0.023875502982865213 0.019439238911637895 0.011312252474682672 -0.017439497763460331 -0.0070976012919757416 0.0035109248012304309 0.0049299914366588721 -0.034086577743291858 -0.0088042021117693079 0.0031439872201156679 0.004562923653672139 -0.0048062148727710894 -0.019944296091010699 -0.029677674798738393 0.018524455013921706 0.002442222877894298 -0.038933390765995175 -0.0033784413231960175 0.017771047572879232 -0.020321545998255412 0.011878337002865716 -0.029101527882739904 -0.0021341744012066295
leaf_count=721 2275 945 2158 2510 6870 511 362 46 52 140 110 2345 472 10090 60 326 1657 144 795 76 105 59 101 77 3396 34 171 263 80 140
internal_value=0 -0.0939859 -0.0564283 0.0364012 0.0465438 -0.0134132 0.115203 -0.16333 -0.118991 -0.253974 -0.0267704 -0.130438 0.0636598 0.0864626 -0.0257875 -0.038326 -0.0168235 -0.185366 0.0303972 0.0123858 -0.277788 -0.106099 -0.112348 -0.293576 -0.0954884 -0.416216 -0.280075 0.0451152 -0.0280275 -0.23881
internal_count=37091 10355 6717 26736 24226 5380 873 3638 2443 1195 250 2397 18846 11181 1091 4507 3932 575 7665 1031 431 4559 4500 383 4117 282 205 955 692 220
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=0
split_feature=76 44 78 13 119 66 55 56 58 70 76 66 31 76 58 75 101 81 36 119 42 22 28 88 35 7 4 53 93 48
split_gain=114.541 24.2866 23.9987 22.7724 21.8786 15.6747 18.1421 19.2079 15.1724 14.0616 19.8606 18.1223 14.7018 14.28 13.7382 14.8554 19.1619 14.9231 13.8509 13.5833 13.0937 13.0438 13.768 12.5271 12.4577 12.4218 13.7857 14.1871 13.748 14.2295
threshold=-1.5593499999999998 1.7489000000000001 2.7378500000000003 -0.38927999999999996 1.0000000180025095e-35 -1.0596999999999999 -2.9275999999999995 -1.8499999999999999 -9.9258499999999987 1.3256500000000002 -1.3500499999999998 -0.30820999999999993 20.275000000000002 0.57000500000000021 0.6428100000000001 0.20051500000000003 -2.0502999999999996 11.193500000000002 7.3587500000000006 1.0000000180025095e-35 1.8110000000000002 1.5353500000000004 0.11675500000000001 -1.5751499999999996 0.27922000000000008 10.894500000000003 8.5222500000000014 -0.40998999999999991 -3.2070499999999997 1.9721500000000003
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 14 5 6 8 -8 -1 11 -11 12 13 20 15 25 -17 -18 -16 -5 -4 -20 -23 -7 -21 26 28 -28 29 -2
right_child=2 -3 9 19 -6 23 7 -9 -10 10 -12 -13 -14 -15 18 16 17 -19 21 24 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0092483523488044745 -0.006491662952219427 0.0098044223366529279 -0.0090566744189039417 0.0027694828973876106 -0.0015867297178669077 -0.026968490532258662 0.005238870855639963 -0.0070684076687805384 -0.015848832471030101 -0.038222813446606912 0.004746823636087999 0.002832895027140017 -0.032783121085267958 -0.00018302926604968337 0.0040868851192154216 0.019741802973978557 -0.0094255442601507144 0.017159411949770793 -0.043345587535036936 0.0050958448363024713 -0.029738314380479414 0.013081565905701031 -0.022460317804857535 0.001385490631591648 0.013572853916799122 0.012109145598356115 -0.054749435335397723 -0.0091518083651518003 0.00164685127506474 0.0031349333039948075
leaf_count=65 1235 291 695 10260 3417 41 340 4692 819 28 679 497 59 454 2952 67 920 56 27 2378 86 55 54 781 530 215 20 116 4705 557
internal_value=0 -0.0887521 0.0347947 0.0444474 -0.0969144 -0.129969 -0.147947 -0.124737 -0.280069 -0.0585139 0.0609011 -0.105653 -0.167994 -0.144696 0.0108155 -0.0113132 -0.12249 -0.158004 0.0673626 0.0724885 -0.226681 -0.244662 -0.0905268 -0.000575181 0.132817 0.00561991 -0.00204797 -0.317147 0.00454791 -0.0699894
internal_count=37091 10446 26645 24147 10155 6738 5916 5032 884 2498 707 1791 1294 1235 10979 7891 1043 976 3088 13168 781 136 109 822 2908 6848 6633 136 6497 1792
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=0
split_feature=76 46 58 78 76 76 10 47 71 23 7 3 2 32 55 54 6 119 109 96 61 59 81 19 69 48 92 50 47 71
split_gain=103.373 23.2826 22.7926 21.8253 17.2553 21.7161 16.9096 24.9948 17.2209 16.8278 19.0324 16.119 15.9685 17.4641 15.619 15.636 15.3175 15.5623 19.2261 16.6308 14.8307 14.5674 14.4598 14.1343 14.1336 13.979 17.2091 13.5568 13.3422 13.0327
threshold=-1.5593499999999998 1.7039500000000001 -1.8957499999999998 2.7378500000000003 -1.5783499999999997 -2.1197499999999994 -0.82366499999999987 1.9517500000000003 -1.2842499999999999 1.7565500000000001 1.2616500000000002 0.42389000000000004 0.39618000000000003 5.0992500000000005 3.4069500000000006 -0.37937499999999996 -0.40294999999999992 1.0000000180025095e-35 1.2036500000000003 4.3892500000000014 1.0752500000000003 2.2611000000000003 5.9226000000000001 -1.2937999999999998 0.21509500000000001 -1.2080499999999998 -0.23448499999999997 0.20353500000000002 -1.2037499999999997 0.19776000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 14 6 5 12 7 8 -2 20 27 -9 -4 -14 -1 23 17 18 19 29 -10 25 -20 -16 -12 26 -18 -11 -19 -8
right_child=1 -3 4 -5 -6 -7 16 11 9 10 24 -13 13 -15 15 -17 21 28 22 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0071603200510346743 0.00068739107941751779 0.0044740118468086162 -0.0061407483727608332 -0.003840752222863605 -0.0057167302865390179 0.0052108434499223569 0.0040751629578597848 0.0063660536027033421 -0.01133594589936791 8.4918984226398057e-05 -0.025319262114491793 -0.0012030753913658736 0.0039615829275739213 -0.038485446333885197 0.02750036780570829 -0.026134701290478308 0.0095654316381974663 -0.027262030373657903 -0.0095677714218232214 -0.020814107687667359 -0.00019056567538330575 0.019918384864716462 0.013661708488856276 -0.018254730318273817 0.0061812246116724886 0.0040608480464239876 -0.026585652951787161 0.018112846940465565 0.0059428402499492432 -0.0033375061437867144
leaf_count=4783 1696 5738 1407 2193 2006 1305 1727 1589 1241 323 101 1262 789 25 86 24 55 31 814 86 393 142 73 21 55 6732 82 154 1255 903
internal_value=0 0.0330549 -0.0843145 0.0175688 -0.0402896 0.00183591 0.0286292 -0.011095 -0.0624651 -0.119482 0.0189425 0.0603113 -0.0583204 0.0531585 -0.133876 0.206786 0.0513755 0.00841197 -0.0252947 0.0164508 -0.173107 0.0813354 -0.15312 0.370408 -0.284266 0.0747815 -0.241449 0.118105 0.102848 0.0306011
internal_count=37091 26645 10446 20907 5532 3526 18714 6814 3963 2267 633 2851 2221 814 4914 131 11900 4889 3603 2716 1634 7011 887 107 156 6869 137 477 1286 2630
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=0
split_feature=76 76 76 9 78 119 102 99 22 13 83 24 26 53 53 25 98 16 13 92 103 22 55 11 9 92 110 87 52 89
split_gain=93.3616 22.2107 27.3459 21.2934 17.0967 15.5664 21.6729 16.7344 16.5011 14.4446 13.8595 13.8167 13.4831 13.2784 13.1544 17.8804 13.8424 13.0806 16.4644 13.4305 15.7155 13.5425 20.7357 13.7613 20.0857 13.0303 17.0616 14.8916 12.9288 14.8455
threshold=-1.5781499999999997 -1.5783499999999997 -2.4066499999999995 -2.0862499999999993 2.7378500000000003 1.0000000180025095e-35 -1.0620499999999999 11.154500000000001 -2.8436499999999998 -0.99442499999999989 0.5821900000000001 24.124000000000006 14.342500000000001 0.93265500000000012 -1.8331499999999996 -0.88644499999999982 1.5520000000000003 -0.21635999999999997 2.0067000000000008 -1.3505999999999998 3.3302500000000004 -0.35516999999999993 -3.9528499999999993 -1.7256499999999997 -0.061168999999999994 -2.4071499999999992 -0.26844999999999991 0.48613500000000004 2.2290000000000005 -0.47318499999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 11 5 -5 6 12 -7 9 -8 13 17 -2 -3 15 -10 -17 19 -19 20 25 -21 -23 -24 -25 26 -1 -28 -27 -30
right_child=3 10 -4 4 -6 7 8 -9 14 -11 -12 -13 -14 -15 -16 16 -18 18 -20 21 -22 22 23 24 -26 28 27 -29 29 -31
leaf_value=0.006444582850375075 -0.0064468060582412003 -0.0072938318543614225 0.0021685358120335473 0.0027677698631741361 -0.0025106547563197371 0.0026242580447370643 0.0012097560374413506 0.040336816832423211 -0.018781815666387969 0.026768649448282444 -0.017289012689744275 0.016546005775269709 -0.039738708686444073 0.0031891341675959885 0.00040475652021066473 0.0078957844574592609 -0.035412111807437169 -0.0079978066461586714 0.024758401016394298 -0.0092194024373516738 0.017779390344805752 -0.045695255845785147 0.022513743917992775 -0.013949953272406543 0.021163296350277961 0.0061184538058105514 -0.00048732137138193305 -0.033581094527512456 -0.053945446088910103 0.0038493803739547729
leaf_count=94 1605 2992 2250 18846 1670 1510 118 30 223 104 310 76 31 336 2426 152 21 2344 39 783 141 20 94 112 64 511 55 89 20 25
internal_value=0 -0.0806163 -0.0465324 0.0312231 0.0467621 -0.0200305 -0.0487275 0.0671784 0.00116156 0.263666 -0.143547 -0.091816 -0.141553 -0.124709 -0.019489 -0.188477 0.0527751 -0.0991328 -0.149234 -0.0396746 0.0479363 -0.116018 0.0685823 0.141359 -0.02363 -0.00669707 -0.202498 -0.418822 0.0771171 -0.436744
internal_count=37091 10355 6717 26736 20516 6220 4680 1540 3044 222 3638 4467 1636 3328 2822 396 173 4391 2383 2008 935 1073 290 270 176 794 238 144 556 45
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=0
split_feature=76 44 60 65 11 58 71 59 3 78 21 10 4 103 62 72 112 20 97 37 108 26 48 86 41 26 13 77 64 97
split_gain=84.2588 20.6585 23.8598 21.9021 21.8905 20.4352 19.22 19.6092 18.0701 15.2916 14.92 15.9622 16.3036 22.494 15.5809 15.028 14.2587 14.2505 18.1479 15.8372 17.3832 14.9749 19.902 14.2494 14.109 26.4708 18.9874 18.0221 16.4293 15.4672
threshold=-1.5781499999999997 0.80114000000000007 -0.90109499999999987 4.1152500000000005 -1.5340499999999999 -1.9339999999999997 -2.9771499999999995 -0.2632449999999999 1.6880500000000003 4.5179000000000009 0.8003450000000002 1.4912500000000002 -0.067539999999999989 -2.3300499999999995 2.3862500000000004 1.4050500000000001 17.474000000000004 -0.98589999999999989 -2.0208999999999997 -1.7210499999999997 -2.4494999999999996 -2.9343999999999997 2.8885000000000005 -4.2890499999999987 -0.94509999999999994 -4.9888999999999992 -1.1758999999999997 -9.115949999999998 0.64678000000000013 -1.7010499999999997
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=5 2 4 6 9 -1 -4 24 -9 -2 11 14 -13 -14 15 17 -6 18 -7 20 -19 -20 23 -23 25 26 -8 -26 -27 -29
right_child=1 -3 3 -5 16 10 7 8 -10 -11 -12 12 13 -15 -16 -17 -18 19 21 -21 -22 22 -24 -25 27 28 -28 29 -30 -31
leaf_value=-0.0061993692662660766 0.00029803788523092922 0.0034584566062922451 0.0037490189475272344 0.0059139370033908789 0.0052930621346163964 0.030966742181529602 -0.029742293682743295 0.00081359083466639209 -0.0067746940631310919 -0.019783007153837951 0.0027911056885365961 -0.013070263595505475 0.02190540050004804 -0.0058450042831996261 0.0097016779522774588 0.015658641051162374 -0.014190695450330774 -0.035417050641515978 0.027799290948443946 -0.0091119713185625426 0.010568319871017971 -0.03148860939911434 -0.033106673151875536 0.00098743406326874455 0.015614899094142612 -0.0052292456815701835 -0.0070778818874377911 0.0032979781327604437 0.0075025405546066681 -0.014067560929315263
leaf_count=4842 4185 8853 1202 952 4296 48 122 3292 1030 97 1363 694 86 484 295 110 96 23 45 1123 193 35 48 966 63 483 381 147 533 1004
internal_value=0 0.029662 0.0101039 -0.0253461 0.0477404 -0.0765855 -0.0419055 -0.06182 -0.0198963 -0.00313715 -0.034953 -0.0647666 -0.158479 -0.033162 -0.0237228 -0.0485155 0.0973438 -0.0645517 0.0175133 -0.134543 0.113435 -0.008892 -0.0331241 -0.00296184 -0.128119 -0.0638855 -0.2515 -0.208489 0.0289986 -0.236994
internal_count=37091 26736 17883 9209 8674 10355 8257 7055 4322 4282 5513 4150 1264 570 2886 2591 4392 2481 1142 1339 216 1094 1049 1001 2733 1519 503 1214 1016 1151
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=76 119 78 3 46 119 69 33 8 37 10 53 11 56 45 39 47 110 66 55 59 76 78 37 57 31 10 59 22 59
split_gain=76.087 19.9104 23.5964 19.8774 19.6268 20.5493 17.9399 17.5225 16.4721 16.623 16.7969 15.2185 16.5982 14.1995 19.1483 16.6 13.9223 15.3453 13.4234 13.9097 19.1844 13.1245 16.6379 14.8412 16.384 13.8861 15.4097 12.9896 12.7011 13.7857
threshold=-1.5593499999999998 1.0000000180025095e-35 4.7134000000000009 6.2948500000000012 1.4924500000000001 1.0000000180025095e-35 3.2588500000000002 -1.7381999999999997 -6.7698999999999989 -1.4636499999999997 1.5461500000000001 -1.5121499999999999 1.5993000000000002 -2.8241999999999998 0.36305500000000007 -1.5753499999999996 1.1724500000000002 -6.7227499999999987 -1.0596999999999999 -2.4026999999999994 -5.7218999999999989 0.79089500000000013 -2.5205499999999996 -0.95563999999999993 -1.0633499999999998 0.87147500000000011 1.0562500000000001 -3.7285999999999997 -2.6201999999999992 -5.8245999999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 8 5 13 -5 -4 -2 27 16 12 28 14 -1 -16 21 -18 19 20 -15 22 -11 -24 25 26 -25 -10 -3 -30
right_child=1 11 7 6 -6 -7 -8 -9 9 10 -12 -13 -14 18 15 -17 17 -19 -20 -21 -22 -23 23 24 -26 -27 -28 -29 29 -31
leaf_value=0.024791580622785549 -0.0044236255151153814 0.0047709977232612841 -0.035376728778002693 -0.0081921973814845853 0.0085357769490769196 -0.00084524388328482698 0.012131799188086658 -0.0066942504987227321 0.0071451384583654 -0.027417730275661717 0.0060776682279426036 0.0049056003643095092 0.012102248114578933 0.00642693310753623 0.017781788415529513 -0.021520006861807647 -0.023548855766654015 0.0043275328296256505 3.1919068164213964e-06 -0.0055448120300234834 -0.013570970767903454 0.0026098257259343023 0.005727959295511246 -0.0038305160184442782 -0.00073978875193104327 -0.023952048411942962 -0.036379077056279553 -0.0025061399540791552 0.01406600998893176 -0.0086977083300723429
leaf_count=89 1188 344 61 926 322 3414 123 419 393 62 2591 5514 206 134 44 69 50 3903 811 4421 1142 3225 625 538 2396 133 39 3088 73 748
internal_value=0 0.0283588 0.012223 0.0176755 -0.0723359 -0.0800663 -0.116182 -0.206786 0.0253776 0.0333137 0.0491361 0.0746687 -0.0196175 -0.112202 0.148908 -0.124333 0.0320334 0.0794987 -0.120307 -0.137442 -0.229418 0.00529782 -0.0345778 -0.0260401 -0.054332 -0.187753 -0.12061 -0.0283305 -0.0658857 -0.133473
internal_count=37091 26645 19760 19280 10446 10124 1049 480 18231 17043 13562 6885 1371 6710 202 113 10971 3953 6508 5697 1276 7018 3793 3731 3106 710 577 3481 1165 821
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=0
split_feature=76 76 76 24 119 78 9 102 37 16 94 104 33 87 52 38 103 22 37 109 54 22 25 53 51 15 110 9 11 45
split_gain=68.6685 18.4856 22.841 18.6591 17.9691 21.2958 16.8924 18.629 16.51 15.9939 17.6054 15.912 15.8141 15.6867 15.0343 14.9795 14.9578 17.2476 14.5558 22.7103 17.0411 21.0426 15.4534 13.9314 13.8051 13.5225 13.2433 12.5978 12.4832 12.4668
threshold=-1.5593499999999998 -1.5783499999999997 -1.9175499999999996 29.783000000000005 1.0000000180025095e-35 4.7134000000000009 -2.0862499999999993 -1.0620499999999999 -1.3798999999999997 -0.25005499999999997 -2.2620999999999998 1.0000000180025095e-35 -1.7381999999999997 1.1711500000000001 0.021753500000000002 -2.2568499999999996 1.3285500000000001 2.4696000000000002 -0.43832999999999994 -3.0714499999999996 -0.95844999999999991 -0.76620999999999995 -5.6247999999999996 1.2011500000000004 -0.82977499999999982 22.281000000000002 -7.5206499999999989 -2.3341999999999996 3.7577000000000003 -1.3653499999999996
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 9 5 6 7 16 29 -1 13 26 -7 -11 15 -12 25 28 19 -13 21 24 -22 -6 -20 -2 -10 -9 -18 -8
right_child=4 -3 -4 -5 23 12 8 27 11 10 14 18 -14 -15 -16 -17 17 -19 20 -21 22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00056198699219572933 -0.0088607034654563915 -0.0062589044340272543 0.0045261872065443685 0.021741509367082572 0.0021763781050368153 -0.033607892521092149 0.0036065192178737801 0.0014999104974053774 -0.02134163583127352 -0.0081862642329472764 -0.018361248532702639 -0.023690392765583417 -0.0063595380305105868 -0.028490892638762796 0.00050192098521317048 -0.0052961072370106745 -0.0040998232415504201 0.041553842859423679 -0.011631200651800823 0.0065734342142355212 0.028489749415053264 -0.020424437759272066 -0.001101587233232691 0.0072381276821182009 0.021739545195806224 -0.031391544190988149 0.0039751639668888202 -0.01064900523693911 0.023686333451160169 -0.0034260291475419927
leaf_count=2480 759 3729 1156 74 5021 61 863 2659 52 260 261 66 419 150 960 1376 674 23 63 1020 45 249 2256 1864 61 73 7806 232 43 2336
internal_value=0 -0.0687191 -0.0373754 -0.0639626 0.0269409 0.0116119 0.0167918 -0.0371418 0.033037 -0.0706895 -0.11972 0.050553 -0.196447 -0.312296 -0.0893176 -0.147584 -0.124757 -0.0213251 -0.00294757 0.0946839 -0.042599 -0.240876 -0.0104576 0.0709353 0.0957011 -0.216751 0.0761526 0.0104994 -0.0486686 -0.0305769
internal_count=37091 10446 6717 5561 26645 19760 19280 4463 14817 5487 3007 11618 480 410 2597 1637 1572 740 3760 1086 2674 373 2301 6885 124 832 7858 2891 717 3199
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=0
split_feature=76 46 58 3 68 12 41 3 43 101 59 55 54 31 76 14 48 75 93 102 80 35 48 17 1 55 52 103 55 26
split_gain=62.0043 18.464 17.874 17.1482 14.7998 14.197 16.1179 14.3386 15.68 14.0478 14.0208 13.7187 14.4173 13.4662 12.5214 17.3477 15.6711 13.7283 13.7465 12.2509 14.2255 13.1153 12.0627 12.0371 17.8702 17.7062 15.1204 12.7515 12.4865 12.976
threshold=-1.5781499999999997 1.7039500000000001 -1.9339999999999997 1.6880500000000003 -2.0566499999999999 0.82014500000000001 1.5519000000000003 0.65466500000000016 -2.4324999999999997 -0.23058999999999996 2.2611000000000003 3.4069500000000006 -0.37937499999999996 -0.98477999999999988 -1.5783499999999997 -1.1992499999999999 0.087360500000000021 -0.50275499999999995 -1.2906499999999996 -2.8874999999999997 90.841500000000011 1.3218500000000002 -1.2048499999999998 -1.7477499999999997 0.70770000000000011 -1.7987999999999997 -1.8449499999999996 1.2423000000000002 -0.043640499999999992 -2.2809999999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 11 4 13 6 19 8 -8 10 22 23 -13 -2 15 16 17 -4 -19 -6 21 -21 -7 24 -1 -26 27 -25 29 -28
right_child=1 -3 14 -5 5 9 7 -9 -10 -11 -12 12 -14 -15 -16 -17 -18 18 -20 20 -22 -23 -24 26 25 -27 28 -29 -30 -31
leaf_value=0.0030650801967132615 -0.047889635883844817 0.003783329425835653 0.011303621869701059 -0.0018795033008954572 -0.0034944356252456146 -0.0080064893612321816 0.0057213430810305809 0.0082534986928369872 -0.010678416376267184 0.00091800047007248764 0.019999772271719472 0.018710803097257249 -0.024281891994178295 -0.0072793513379598917 -0.0045552611053447751 0.0027838936652264472 -0.037669295157705035 -0.038541669710989927 -0.0046868219930943245 0.0013191283279985575 -0.02445334660656312 0.0075502786761934663 0.0062387187825147274 -0.0099739880203367128 0.0097653877688571814 -0.02096886433022363 -0.0052407254125424419 -0.033606473254530055 -0.0015075299203021757 -0.012465104161419421
leaf_count=711 26 5747 134 5283 1218 159 180 169 766 2285 174 104 24 95 1953 2445 35 31 915 7355 51 954 2274 143 64 175 1517 95 956 1053
internal_value=0 0.0254451 -0.0656976 0.0116939 0.0282714 0.0309762 0.0105617 -0.103228 -0.151159 0.0755986 0.125767 -0.11003 0.212993 -0.320111 -0.0267614 0.00853734 -0.0948336 -0.0734916 -0.115925 0.0238083 0.0374594 0.0406912 0.106155 -0.118801 -0.0182167 -0.254775 -0.144187 -0.388142 -0.127721 -0.164015
internal_count=37091 26736 10355 20989 15706 15585 10693 1115 946 4892 2607 4842 128 121 5513 3560 1115 1080 946 9578 8360 8309 2433 4714 950 239 3764 238 3526 2570
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=0
split_feature=76 13 44 44 97 5 45 21 49 13 48 58 36 55 34 44 71 65 21 66 26 94 58 80 72 35 85 51 76 25
split_gain=55.9589 17.4244 18.1953 16.4712 14.221 13.5603 13.5838 13.411 28.4818 17.733 12.8709 12.7176 12.6542 14.9612 17.5669 13.806 13.0553 12.6352 12.5783 12.6302 12.4389 12.4362 12.7622 12.4295 13.1734 14.1927 13.0254 12.4106 13.6362 12.3952
threshold=-1.5593499999999998 -0.38927999999999996 -1.1323999999999999 1.7489000000000001 -3.3400999999999992 5.5778500000000006 0.48672500000000002 -1.1536499999999996 -1.3353999999999997 -3.4613499999999999 1.5893500000000003 -1.9339999999999997 5.4995000000000012 1.36155 -1.4493499999999997 -0.74138499999999985 -1.9561499999999998 -1.7494999999999998 0.8003450000000002 -1.0511999999999997 -13.381499999999997 1.8075000000000003 -1.8957499999999998 -2.5840499999999995 -0.17718999999999999 1.7306000000000001 -0.99947499999999989 12.408500000000002 0.88466000000000011 -11.783499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=3 7 23 4 -1 -4 -7 -2 9 -9 27 -6 13 14 15 -11 -16 -15 19 -13 -12 22 -19 -3 25 29 -26 28 -10 -25
right_child=1 2 5 -5 11 6 -8 8 10 12 20 18 -14 17 16 -17 -18 21 -20 -21 -22 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=0.0083155828168192721 0.0021390484715817543 0.013367340733346188 0.0032143939813539611 0.0086270002308989728 -0.005625988547325593 -0.00083078435356063497 -0.030642111894899401 -0.043326557199988104 -0.0050277845626261084 -0.045838279939360092 -0.010549164871717323 -0.0046760165111460568 -0.029960297551006078 0.017786695406233011 0.027575324922800067 -0.012180390385753019 -0.010204443051966269 -0.01462615665013545 0.0023385402736805076 0.0028948107551157749 0.0047302418219456969 -0.01823498776980809 0.0055316245732671132 0.025746621248813779 -0.0097910812931756176 0.010806386646266297 0.0098667153094766855 0.010016643275729323 0.00028807658031949343 -0.0092246210724864185
leaf_count=251 4133 114 12641 291 4687 112 58 36 2094 63 145 3307 60 76 25 59 268 107 1249 661 1637 119 295 26 120 107 283 226 2846 995
internal_value=0 0.0243202 0.047802 -0.0620345 -0.0687564 0.060515 -0.220034 -0.00352887 -0.0272874 -0.176184 -0.00354282 -0.0747138 -0.153 -0.126546 -0.272379 -0.591222 -0.139618 -0.0251707 -0.0407486 -0.068297 0.0697394 -0.0807345 0.0033249 -0.0512046 -0.0749243 -0.130369 0.0802655 -0.0288213 -0.0393049 -0.166681
internal_count=37091 26645 14456 10446 10155 12811 170 12189 8056 1108 6948 9904 1072 1012 415 122 293 597 5217 3968 1782 521 402 1645 1531 1128 403 5166 4940 1021
shrinkage=0.05


Tree=29
num_leaves=31
num_cat=0
split_feature=76 119 119 9 102 22 37 98 54 35 25 50 41 55 13 51 19 33 22 44 94 19 44 69 103 36 6 109 92 11
split_gain=50.5029 17.4924 16.5303 16.6285 17.9546 14.6429 14.4295 15.2088 14.4263 22.5449 13.7354 13.697 13.3307 14.5406 12.8996 12.8242 12.6731 14.3515 12.6439 15.1957 12.5823 17.4135 12.4343 12.4155 16.5425 13.8857 13.0929 12.9559 12.322 12.2808
threshold=-1.5593499999999998 1.0000000180025095e-35 1.0000000180025095e-35 -2.0862499999999993 -1.0620499999999999 -2.8436499999999998 -1.3798999999999997 -0.35339499999999996 -1.0712499999999998 -1.6224999999999998 0.21143500000000001 -1.5219499999999997 -0.77822999999999987 -3.9528499999999993 -0.99442499999999989 23.586000000000002 9.9106000000000005 -0.18360499999999999 -2.0663999999999993 -1.2882499999999999 -6.6260999999999983 -0.88058499999999984 1.5094500000000004 0.82030500000000017 -0.6538449999999999 -0.65227499999999983 2.6218500000000007 0.18261000000000002 14.988000000000001 4.6946000000000003
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 22 3 4 -2 14 12 20 9 -9 28 -11 13 -5 -6 -3 23 -18 -13 -20 21 -8 -1 26 25 -25 -12 -27 -10 -26
right_child=2 15 -4 6 5 -7 7 8 10 11 16 18 -14 -15 -16 -17 17 -19 19 -21 -22 -23 -24 24 29 27 -28 -29 -30 -31
leaf_value=-0.0048076401645789531 -0.0064166057578858909 -0.00035684779932015486 0.0032650249844488667 -0.032193746700369084 0.0011351999211109292 -0.00088980265474727742 -0.029405861906707288 -0.014460651004709394 -0.0028352644979716228 -0.018245486075609503 0.0060985604278692065 0.022774122606608133 -0.0040238615950365444 0.0036863617415002652 0.025288553457134044 0.030960721183906904 0.0083882067737908201 -0.038875175122585565 -0.037388736288994549 0.0042269771516907457 0.0036664964731606452 0.017299410546648093 0.0065059362201108821 0.031716340752142781 -0.0032052428256893308 -0.015041345196650992 0.025310041491563125 0.011725247206447794 0.028986032427318637 -0.026040986309655841
leaf_count=6699 1633 3462 6885 29 118 2803 64 415 1631 71 1164 84 2145 1073 104 33 29 36 24 255 7272 29 252 53 323 67 96 139 31 72
internal_value=0 -0.0589328 0.0231042 0.00840171 -0.043832 0.00178411 0.0245125 0.0406895 -0.00518384 -0.122568 0.0221876 0.0367809 -0.0345509 0.054843 0.249006 -0.00122291 0.078474 -0.355769 0.115349 0.0129426 0.0686557 -0.296837 -0.0879496 0.093221 -0.01857 0.177838 0.151246 0.0603922 -0.0448345 -0.147354
internal_count=37091 10446 26645 19760 4658 3025 15102 11855 4490 849 3641 434 3247 1102 222 3495 1979 65 363 279 7365 93 6951 1914 654 259 1260 206 1662 395
shrinkage=0.05


Tree=30
num_leaves=31
num_cat=0
split_feature=44 76 119 67 88 73 78 53 109 15 50 104 66 29 81 39 108 52 58 2 51 52 31 21 16 33 36 39 3 81
split_gain=46.6438 33.7601 24.1558 19.3462 19.7909 18.5374 19.69 20.1106 17.1114 16.7222 15.194 14.4415 14.1742 18.038 16.6967 17.0788 15.8928 14.988 14.1153 18.4606 14.0669 13.8153 15.1242 13.6443 13.6139 13.4758 14.376 15.2377 13.3579 18.3774
threshold=-0.37247499999999995 0.81633000000000011 1.0000000180025095e-35 -0.29425499999999993 -1.5025499999999996 -3.9020999999999995 -2.6452999999999993 -0.03650599999999999 -4.5161999999999987 10.008500000000002 -1.21105 6.5284500000000003 -0.51516499999999998 1.6892500000000001 -1.9779999999999998 2.0836500000000004 -0.037647999999999994 -2.3786999999999998 -3.4043499999999995 1.2606500000000003 16.678000000000004 0.62203000000000019 -1.0080499999999997 0.045844000000000003 3.7694500000000004 4.1136000000000008 -1.6224999999999998 5.4008000000000012 5.7754500000000011 0.69438500000000014
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 5 -5 8 -7 12 11 -9 -6 -1 14 -14 25 17 -15 -16 -11 -20 -19 -12 -23 -13 -17 26 27 -8 -3 -30
right_child=-2 28 -4 4 10 6 7 9 -10 18 21 23 13 16 15 24 -18 20 19 -21 -22 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.010671031134690912 0.0021902933855038986 0.0020613119413121408 0.00016979805015825098 -0.026790289866163376 -0.0058622261801038883 -0.033509757436279743 -0.025735110496399833 0.00062069744701315275 -0.029286802829313681 0.0070293493821459302 0.019103908189214192 0.049335761219263079 0.00336093369476681 -0.043688979353755715 0.018230815142393112 -0.0029023344179764212 0.0077775850581626102 -0.0089720173214529828 -0.0099361518902756352 -0.046737727522850041 -0.036508763010831592 -0.035323438629508021 0.0070642220178492995 -0.0055959405807348402 0.035920871308316359 -0.019767072771565392 0.010374930830144171 0.022804086723110892 -0.011966379893954191 0.013923668957808439
leaf_count=672 14684 6426 4923 47 166 56 61 2784 119 59 260 20 689 40 50 1239 24 3506 107 50 47 25 133 26 23 59 335 22 354 85
internal_value=0 -0.0287073 -0.0545048 -0.0813478 0.088469 -0.0920761 -0.079047 -0.0754071 -0.234524 -0.00838201 0.13871 -0.176315 -0.108397 0.0200474 -0.126503 -0.144009 -0.48778 -0.179074 -0.276419 -0.433128 -0.186726 0.240357 0.00714627 0.365748 -0.0438956 0.0520416 0.115189 -0.257386 0.0296967 -0.13907
internal_count=37091 22407 15542 10619 631 9988 9151 9095 837 3000 584 718 6095 753 5342 4865 64 3603 216 157 3553 418 158 46 1262 477 418 83 6865 439
shrinkage=0.05


Tree=31
num_leaves=31
num_cat=0
split_feature=44 59 69 66 43 0 54 119 97 15 52 63 33 84 7 6 56 31 23 13 59 16 0 84 30 4 86 50 55 0
split_gain=42.096 23.6222 17.4195 18.182 15.827 13.1255 14.3354 16.0462 13.2424 13.0819 12.9441 12.7297 12.4938 14.8892 12.3836 13.5388 14.7055 14.3242 13.9425 13.3664 11.9363 18.0938 13.6342 13.2915 11.9003 12.0945 17.3194 15.4181 12.577 13.3409
threshold=-0.37247499999999995 0.39408000000000004 -3.0496999999999996 0.44833000000000006 1.24265 -2.7471999999999999 -1.0516499999999998 1.0000000180025095e-35 7.5435500000000006 -35.063499999999998 -2.5340999999999991 -1.6352499999999999 -1.7008499999999998 -0.91234499999999985 1.0537500000000002 2.7614500000000004 -1.5143499999999996 -1.0584499999999999 -1.1272499999999999 -0.13489999999999999 0.29652000000000006 3.0007000000000006 -0.18481999999999996 -1.4540499999999998 -2.4173499999999994 -0.083961999999999995 1.7645500000000001 -1.1835499999999997 -3.5280999999999998 -0.37198499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 -3 8 7 10 -4 -6 -7 -11 13 -9 15 16 17 -13 -19 -17 -8 22 -22 -24 -2 26 -26 -27 -29 -30
right_child=24 4 3 -5 9 6 20 12 -10 11 -12 14 -14 -15 -16 19 -18 18 -20 -21 21 -23 23 -25 25 27 -28 28 29 -31
leaf_value=8.6300097854705876e-05 0.0088600751508267662 0.0036394429853866348 0.015197074362957801 0.0030631652790488618 -0.041908922232687475 0.023023396346605187 -0.0028833667281836055 -0.001023369695900417 -0.025583870449791785 0.0042234727955051789 -0.008445730991494196 0.037595397979021075 0.00024178264262410474 -0.023444221858625061 0.0031760570635686772 -0.0068258812195724911 -0.0080823592926387213 0.016164700640845544 -0.0077224054887439263 -0.046549605336040259 0.037255078595545554 -0.031192640655420045 -0.029389571717807223 0.016452693042811006 0.0019607425220852692 -0.0031494293540419768 0.0080206411572749155 -0.016926341782184853 -0.010572780483431117 0.0028221504008741154
leaf_count=5163 620 3321 148 990 20 33 5202 164 23 732 3339 30 1238 135 482 45 879 97 165 40 54 22 21 64 5636 2212 1491 87 194 4444
internal_value=0 -0.027272 -0.0464848 -0.0682562 0.0275992 -0.0805347 -0.0851089 -0.124156 0.194238 -0.0326718 -0.162755 -0.0261495 -0.0394727 -0.22293 -0.0727393 -0.12503 -0.0970581 0.0973727 0.0224259 -0.510388 -0.0493677 0.218798 0.352168 0.102539 0.0416156 0.0356384 0.06457 0.00591434 0.0381711 0.0452372
internal_count=37091 22407 16596 11433 5811 10443 10272 4909 171 2490 3372 2470 1537 299 1738 1256 1171 292 262 85 5363 161 139 85 14684 14064 7127 6937 4725 4638
shrinkage=0.05


Tree=32
num_leaves=31
num_cat=0
split_feature=76 55 13 44 56 39 44 90 7 4 93 102 6 0 54 57 31 51 53 90 54 95 76 15 16 38 112 43 119 62
split_gain=38.2635 18.3949 17.4707 15.4109 14.3651 16.115 14.2858 13.7566 13.3265 16.6155 13.9166 14.565 13.2013 13.165 15.7371 13.7983 13.1849 12.6964 12.6587 12.6074 17.2852 12.4757 14.3827 14.2467 13.4547 12.0061 11.83 12.5136 11.7021 12.0083
threshold=-1.4508499999999998 0.46987500000000004 -0.38927999999999996 -1.1323999999999999 -1.8709999999999998 -0.043927999999999995 0.87093000000000009 1.6550500000000004 10.894500000000003 8.5222500000000014 -2.9689499999999995 6.2947000000000015 5.7311000000000005 -1.0281999999999998 -4.177649999999999 -12.383499999999998 -16.834999999999997 23.586000000000002 -0.73890499999999992 -1.6037499999999996 0.39390500000000001 2.5418500000000006 1.5188500000000003 -0.28289999999999993 2.3675500000000005 -6.2131999999999996 -1.5932999999999997 2.1571500000000001 1.0000000180025095e-35 -0.18782499999999996
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 21 5 -3 17 -7 9 10 -2 13 25 16 -15 -16 -12 -6 -11 20 -18 22 -4 -23 -24 -1 -21 -28 -5 -30
right_child=2 4 3 28 6 7 -8 -9 -10 18 11 -13 -14 14 15 -17 19 -19 -20 26 -22 23 24 -25 -26 -27 27 -29 29 -31
leaf_value=0.020804354943791216 -0.0041451299971339136 0.028246751606312334 -0.0033487194535992181 0.0020037830075981975 -0.0017370450637149927 0.010378103770231933 0.012419852300414019 -0.029805123766085934 0.010089841244196651 -0.041981192273753035 -0.032547949684353976 0.021279017429753959 0.034067361056804656 -0.027703307054259566 0.016472749477994125 -0.0011601398348291092 0.0053994222525872437 0.019415606252134662 -0.0090723824008541593 0.0087108424706887483 0.030482809633967725 -0.024158372991951185 0.0034641663690930923 -0.0025318608520195842 0.027828723057690598 -0.0040229224613833759 0.00082669542425214753 -0.035477222843716544 0.010532962720312639 0.0034430742377369872
leaf_count=49 2021 98 954 9833 2514 89 210 28 297 35 26 83 23 55 113 6108 255 73 177 537 94 128 266 188 72 7819 2162 24 874 1886
internal_value=0 -0.0497779 0.0207243 0.0444544 0.0167056 0.265794 -0.00244135 0.0152321 -0.00738874 -0.0127034 -0.00757967 0.00851716 -0.0751547 0.00482436 -0.0215054 -0.016797 0.0581638 -0.0228032 -0.290109 0.0641655 0.243108 -0.0477339 -0.00417248 -0.225839 0.173085 -0.0773661 0.0412309 0.00856233 0.0562259 0.113764
internal_count=37091 10903 26188 14201 3012 215 2797 117 11987 11690 11478 9457 7891 9374 6276 6221 3098 2587 212 3072 349 1608 1292 316 338 7868 2723 2186 12593 2760
shrinkage=0.05


Tree=33
num_leaves=31
num_cat=0
split_feature=44 76 119 78 57 67 88 13 38 70 43 2 89 53 19 50 66 9 87 101 3 81 99 68 78 3 70 47 31 70
split_gain=34.7184 26.7986 20.7481 17.2244 18.7249 17.6131 17.6899 15.3352 14.4775 13.364 22.8315 15.2177 14.4504 13.2103 13.1447 17.8557 12.7288 12.3191 15.8809 12.0205 11.8204 16.4736 15.9831 14.0498 11.7817 11.7698 15.431 12.9008 19.2847 15.1548
threshold=-0.37247499999999995 0.81633000000000011 1.0000000180025095e-35 -2.2471999999999999 -5.9430499999999986 -0.29425499999999993 -1.5025499999999996 6.0583000000000009 2.2565500000000003 0.8698300000000001 0.86924000000000012 -2.5134499999999993 -13.461499999999999 -1.7629499999999998 0.95213000000000003 0.079059000000000004 6.2447000000000008 -0.42714999999999997 4.3451500000000012 10.232500000000002 5.7754500000000011 0.69438500000000014 -0.82909999999999984 -1.3828499999999997 -3.3071499999999996 -1.5539499999999997 0.62770500000000007 -0.09617249999999998 1.3049500000000001 -3.8877999999999999
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 4 -1 7 -7 9 -6 16 12 -12 -11 -8 -14 -16 17 18 25 -13 22 23 -3 -22 -23 26 27 -5 -29 -30
right_child=-2 20 -4 5 8 6 13 -9 -10 10 11 19 14 -15 15 -17 -18 -19 -20 -21 21 24 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.022235756836555626 0.0018896670704182349 0.00085873408882353479 0.00029549987855394418 -0.01786183799058199 -0.026489840546979549 -0.024980554745897002 -0.016784117413828008 0.015159396486622949 0.016378477351232011 -0.023068800188747109 -0.039175830450322892 -0.0036158863640503511 0.005205738057071964 0.0096450524815785456 -0.031387838247147477 0.021076108223718148 0.0097445200079343697 -0.0033744741312858734 0.0083652630053608623 -0.02268665371106026 -0.047455866873264314 -0.020367073751986028 0.0078449524018375794 -0.008574757695560398 0.023517572335325754 -0.0067533370605769721 -0.048082049284130339 0.023155583524041706 -0.042754846570953249 -0.0040931624956697015
leaf_count=27 14684 5463 4923 400 188 46 52 105 22 51 36 683 1320 521 55 23 142 3741 151 94 25 20 963 329 65 2706 32 54 31 139
internal_value=0 -0.0247671 -0.0477514 -0.072629 -0.33919 -0.066544 0.0970337 -0.0769152 -0.439977 -0.0810477 -0.0137846 -0.14791 0.0614698 0.144932 0.0805435 -0.318354 -0.101619 -0.107424 -0.14995 -0.118461 0.0272681 -0.131489 0.0381138 -0.226412 0.263835 -0.164199 -0.284369 -0.249637 -0.0574954 -0.222865
internal_count=37091 22407 15542 10619 237 10382 619 9763 210 9658 2262 813 1449 573 1398 78 7396 7254 3513 777 6865 439 6426 354 85 3362 656 624 224 170
shrinkage=0.05


Tree=34
num_leaves=31
num_cat=0
split_feature=58 43 13 86 2 92 2 34 46 60 71 36 43 53 92 60 46 13 16 85 30 111 8 39 44 87 33 53 84 13
split_gain=35.3569 25.3596 19.0516 17.1457 17.8793 17.1455 15.6615 15.511 15.8001 15.9147 14.7583 13.9625 13.7301 13.4991 13.377 18.7038 15.6546 13.2963 13.0841 13.3736 15.0968 14.0188 13.6854 13.0377 17.7045 15.2796 13.7978 14.5516 14.7578 12.9094
threshold=-1.8957499999999998 -1.7161999999999997 -1.9379499999999996 1.7645500000000001 -1.6123499999999999 -2.0834499999999996 -2.2364499999999996 -1.6912999999999998 -1.5873499999999996 -1.5091999999999999 0.60353000000000012 5.6970500000000017 1.6753500000000001 14.011000000000001 0.4082050000000001 3.7047500000000002 2.6849500000000002 1.25065 -0.93779999999999986 4.5217500000000008 -0.66991999999999996 -12.801499999999999 0.19374500000000003 2.0836500000000004 -1.2498499999999997 -1.4349499999999999 3.0942000000000003 -1.0083499999999999 -0.64756499999999984 1.39585
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 -1 10 7 6 -3 -5 14 9 12 13 -8 -9 -2 15 -4 -16 -11 -6 20 -20 -21 -23 24 25 -7 27 28 -25 -19
right_child=2 5 3 4 18 23 11 8 -10 17 -12 -13 -14 -15 16 -17 -18 29 19 21 -22 22 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.00046716055613920987 -2.976709921098627e-05 -0.00070099017856752174 -0.00060420475196579801 0.00068745935956637068 -0.0018257191976148739 -0.00034684024510845063 0.022784538653525421 0.012366514280438425 0.0025371490365185042 -0.00041045141726976533 -0.0054039839431930213 -0.0021567984374568742 -0.02878923656588251 0.028876501576202675 -0.0076631290403803669 0.019335291746463028 0.008226140622196898 -0.039932746696285909 0.015817738930470514 0.035612527589345799 0.0047137220857335765 0.0069348061252886718 -0.0039564641463107238 -0.0012662354870475968 -0.0071831813616114199 -0.023140929125652694 0.038087681964749383 0.0056115654397856547 -0.01970476897958234 -0.0074789671598833032
leaf_count=6944 2709 1360 2282 183 942 93 321 257 11063 1220 1819 68 22 41 1248 124 177 32 461 29 911 483 716 271 1744 351 21 296 181 722
internal_value=0 -0.0467602 0.0203859 0.0329758 0.0909518 -0.106946 0.254999 0.0190659 0.0351981 -0.0411326 -0.0381989 0.368492 0.182425 0.00802398 -0.0370075 0.00846867 -0.11379 -0.0727296 0.0644596 0.101043 0.168895 0.0252353 0.00861857 -0.149686 -0.189051 -0.36733 -0.0376814 -0.0601254 -0.172996 -0.177126
internal_count=37091 11261 25830 21261 4114 4317 572 17147 13316 2253 4569 389 279 2750 3831 2406 1425 1974 3542 2600 1372 1228 1199 2957 2188 444 769 748 452 754
shrinkage=0.05


Tree=35
num_leaves=31
num_cat=0
split_feature=76 119 78 33 111 3 53 13 4 96 110 51 36 52 71 59 20 35 40 3 92 70 20 106 27 35 48 100 3 14
split_gain=28.7336 14.8258 17.9011 14.0194 13.7004 13.3316 13.1455 15.3412 15.0468 13.639 13.8957 12.7178 12.2945 11.906 11.9027 12.0874 14.5835 13.1678 20.1293 13.0346 12.0099 17.2601 12.6707 11.7706 15.8649 11.6766 17.1795 14.9676 11.6604 14.3147
threshold=-1.4508499999999998 1.0000000180025095e-35 4.7134000000000009 -1.7381999999999997 5.3217500000000006 1.1721000000000001 -1.5121499999999999 0.64129000000000003 -1.5499499999999997 -0.89145499999999989 3.5163500000000005 29.636500000000002 -2.4106499999999995 10.886500000000003 0.046622000000000004 0.27871500000000005 -1.8695499999999996 0.39403500000000008 -1.7477499999999997 -2.2158999999999995 -2.1108499999999997 5.0752500000000014 -1.6813499999999999 1.0473500000000002 -1.1760499999999998 -1.5284499999999996 -0.86082999999999987 0.73158500000000015 6.2948500000000012 22.577500000000004
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=11 2 4 -4 28 13 7 8 9 10 -3 12 -1 -6 15 16 -14 18 20 -20 21 -18 -22 24 -21 26 -7 -27 -2 -30
right_child=1 6 3 -5 5 25 -8 -9 -10 -11 -12 -13 14 -15 -16 -17 17 -19 19 23 22 -23 -24 -25 -26 27 -28 -29 29 -31
leaf_value=0.022663283652188827 0.0012272532829614951 0.023226673090667057 -0.031735983319946974 -0.006080351768145982 -0.00017626695616936077 -0.027179205878859476 0.0040072652089528857 0.0081049988163805538 -0.010538984299228903 -0.0043709317935238254 -0.0057418841868638994 0.015160529060023173 0.013389763710637615 -0.037236163257197905 -0.0034583294802767624 0.0051480101052302496 0.01965290300183363 0.011526321355874341 -0.031968914903700352 -0.013402892203624069 -0.031505665481090545 -0.022061545004447302 -0.00076656622238129198 -0.023130720029626274 0.0032260332120596057 -0.011118627991109686 0.0015334111561014804 -0.0396309852728556 -0.0023566075648714163 -0.022167190294531944
leaf_count=49 15912 114 61 419 1453 63 5432 317 513 337 65 105 146 22 7816 888 143 144 64 301 35 30 795 113 274 223 301 58 795 103
internal_value=0 0.017959 0.00389868 -0.186815 0.00873453 -0.0670198 0.0582233 -0.0302467 -0.0895021 0.0310703 0.254147 -0.0431359 -0.0465038 -0.0145805 -0.048782 0.00553979 -0.0367631 -0.0601783 -0.084031 -0.207716 0.0087019 0.248384 -0.0412559 -0.167561 -0.109577 -0.186939 -0.0687216 -0.340075 0.0182883 -0.0925774
internal_count=37091 26188 19410 480 18930 2120 6778 1346 1029 516 179 10903 10798 1475 10749 2933 2045 1899 1755 752 1003 173 830 688 575 645 364 281 16810 898
shrinkage=0.05


Tree=36
num_leaves=31
num_cat=0
split_feature=58 43 11 21 9 28 86 2 2 35 56 3 61 53 30 87 30 15 26 94 108 105 82 108 101 23 21 81 40 56
split_gain=29.6559 22.6821 16.2533 14.4822 13.2922 13.1849 12.3765 16.7133 14.366 14.0285 18.7508 12.6455 12.9621 12.1652 12.1636 20.8627 16.0403 15.0128 13.2129 12.4795 11.8314 12.9749 11.7735 15.7564 14.0068 18.1557 12.1964 12.1884 11.7992 11.6817
threshold=-1.8957499999999998 -1.7161999999999997 -1.4915999999999998 -1.6930499999999997 -8.287449999999998 -1.21695 1.7645500000000001 -1.6123499999999999 -2.2364499999999996 -1.8496499999999998 1.32745 6.2948500000000012 1.3986500000000002 14.011000000000001 1.78095 4.5741500000000004 1.7848500000000003 -1.1602999999999997 1.7441500000000001 0.6969550000000001 -0.28176499999999999 -2.0596499999999995 0.14644500000000002 -1.2080499999999998 1.0062000000000002 1.1088500000000001 -0.73330499999999987 -1.41245 -0.077162499999999981 33.927000000000007
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 -1 4 -3 -2 -5 9 8 -8 10 14 -11 20 -6 17 16 -16 18 -4 -18 -13 -22 24 26 25 -12 28 -27 -24 -28
right_child=2 3 6 5 13 -7 7 -9 -10 11 22 12 -14 -15 15 -17 19 -19 -20 -21 21 -23 23 -25 -26 27 29 -29 -30 -31
leaf_value=-0.00037190626179026912 -0.026140722673047675 0.00088302025516357656 -0.0091402057258728724 0.00044303215004976574 -0.0016959582888020298 -0.0078000692077504598 0.00029621282228211454 0.0027223290093221762 0.017440532342615455 0.0028380138658299909 0.014441795895889967 -0.012127155858419232 -0.024762223438396083 0.021747991575726443 -0.046986619472503661 0.026576177205177066 -0.010463963006422126 0.00073666724899604772 0.0068156082720424119 -0.00059809906513623478 -0.021240699640475216 0.014221289963986642 0.040867743492126463 0.0020853320313206163 -0.00050012973965042173 -0.020208089005562566 -0.012411498618090438 0.0046390439853195324 -0.0072747268527746205 -0.051523518384922119
leaf_count=6944 55 845 771 583 4657 2889 179 3488 385 7932 632 148 77 56 25 47 811 3341 156 530 32 133 20 1245 540 62 210 242 35 21
internal_value=0 -0.0428248 0.0186701 -0.099745 -0.0340517 -0.128319 0.0306053 0.080272 0.239987 0.018774 -0.00933252 0.0481167 -0.127681 -0.0283479 -0.0431315 -0.123551 -0.14609 -0.0165073 -0.129102 -0.131294 -0.0372581 0.146876 0.0545225 -0.00691614 0.118251 0.192243 -0.218578 -0.00856927 0.204633 -0.319343
internal_count=37091 11261 25830 4317 4768 3472 21062 4052 564 17010 8688 8322 390 4713 5681 1413 1366 4268 927 1341 313 165 3007 1531 1476 936 286 304 55 231
shrinkage=0.05


Tree=37
num_leaves=31
num_cat=0
split_feature=58 42 92 55 65 55 11 120 36 36 78 4 53 86 86 30 45 1 0 43 61 94 44 2 120 33 36 42 111 46
split_gain=26.7644 21.2799 15.5628 15.3677 15.1268 19.1744 14.6735 13.5127 13.3092 13.2779 13.483 13.029 14.761 18.8702 17.8436 13.4298 12.7565 12.3342 14.674 12.1061 14.5192 12.8595 12.0101 18.0751 14.2401 15.6298 15.4389 12.9007 14.9505 13.3647
threshold=-1.8957499999999998 -1.0202499999999997 -2.1895499999999992 -2.9275999999999995 3.3060500000000004 -2.3074999999999997 1.9098000000000002 1.0000000180025095e-35 -1.7647499999999996 -2.0209499999999996 -0.46825499999999992 -2.4079999999999999 -1.8178499999999997 0.12195500000000002 3.5632000000000006 1.1189500000000001 -0.022769999999999995 -2.6481999999999997 -2.3991999999999996 1.52105 -3.3116499999999998 0.10259000000000001 -1.2498499999999997 0.95730000000000015 1.0000000180025095e-35 -1.3059999999999998 -1.7055499999999999 1.2984500000000001 6.6566500000000008 -2.5646499999999999
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 6 8 5 -1 -3 17 -2 10 -4 -7 13 15 -15 -13 -6 -5 -19 20 -10 -22 -11 24 26 -26 -24 29 -29 -27
right_child=3 2 9 7 16 11 -8 -9 19 22 -12 12 -14 14 -16 -17 -18 18 -20 -21 21 -23 23 -25 25 27 -28 28 -30 -31
leaf_value=-0.0070284383429017501 -0.017102160110421802 -0.00072790545457643817 0.039715583794392079 0.016262541275831276 0.0038800851685767673 0.0073533992034219607 0.042602786123752595 0.00052071353792204579 -0.030912004693134411 -0.014528106398080007 -2.978654468760771e-05 0.0082707421503739782 2.0228043096006148e-05 -0.021371073122253129 0.0097892216931689882 -0.015321857187637065 0.02483766443300538 -0.010216231252371262 0.0032926544706450562 -0.0098481547927263408 0.0054488253014923129 -0.0040986211451083205 -0.031102672550413348 -0.015203692561331115 0.0041228152780353276 0.022134587703607021 0.0082273176353209656 -0.026176040386269379 0.013694584645606854 -0.0087139221141114831
leaf_count=1230 161 846 26 176 634 524 20 17444 37 605 119 202 4939 279 55 86 82 208 5995 397 727 685 27 419 239 39 329 182 27 352
internal_value=0 -0.0406835 -0.109229 0.0177366 -0.013115 -0.0266931 0.00545607 0.0248164 -0.0662996 -0.151242 0.141939 -0.00367469 -0.0178788 -0.163058 -0.324798 0.0245146 0.125605 0.0642003 0.0567934 -0.0422505 0.000137976 0.0163419 -0.170399 -0.125357 -0.062694 -0.133802 0.104889 -0.219945 -0.420506 -0.112739
internal_count=37091 11261 3230 25830 8031 7315 866 23823 2007 2364 145 6085 5561 622 334 288 716 6379 6203 1846 1449 1412 2219 1614 1195 839 356 600 209 391
shrinkage=0.05


Tree=38
num_leaves=31
num_cat=0
split_feature=44 76 67 120 78 44 60 88 42 70 45 11 75 34 84 60 79 53 39 11 45 105 110 63 13 27 9 103 30 1
split_gain=24.2916 20.4583 17.5618 18.02 14.9962 15.2353 13.7197 13.6959 12.411 12.2042 21.7664 16.2243 15.0471 16.5979 13.373 14.803 13.1266 12.0121 12.5831 13.9507 13.6011 12.335 11.3933 10.8573 16.622 10.5871 16.7873 11.1636 10.4827 10.4661
threshold=-0.37247499999999995 0.81633000000000011 -0.29425499999999993 1.0000000180025095e-35 -1.7644499999999999 -1.3825499999999999 -1.57995 -1.5025499999999996 1.8560500000000004 0.81335500000000016 1.0540000000000003 8.9969000000000019 2.3040500000000006 5.8405000000000014 -0.12586999999999995 -0.60856499999999991 19.962000000000003 -1.2879499999999997 1.8446500000000003 -1.1864499999999998 1.7368000000000003 1.75675 -0.24765499999999999 0.25019500000000006 -0.71375499999999981 -1.0727499999999999 -1.5408499999999996 -0.24056499999999997 -2.4173499999999994 3.9621000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 5 -5 -7 22 -9 11 16 -6 13 14 17 -16 29 -12 20 -20 -19 -22 -4 -17 -25 -14 -27 -28 -2 -11
right_child=28 -3 7 4 9 6 -8 8 -10 10 12 -13 25 -15 15 23 -18 18 19 -21 21 -23 -24 24 -26 26 27 -29 -30 -31
leaf_value=0.00010570723496345898 0.0079433713723049172 0.0012374009795687708 -0.034656689257213949 -0.033571036190197273 -0.0045610652198398325 -0.048628059849143035 -0.0059091878386262134 0.0087930088870702902 -0.014040242806077003 0.0058333833157740893 -0.03992689218033444 0.014054285594019569 0.02117475338280201 0.022855451537503138 -0.017171608292214251 0.013148849816484884 -0.01951765723652759 -0.040075772739293282 -0.020649749537309012 0.036324942518364302 0.019276536542635697 -0.032245457917451863 0.0082976382082471482 0.018686877087586456 -0.022828770520752426 -0.030438450399117595 -0.012470620752949465 0.022516272034038578 0.001300145015438695 -0.0099040779957304832
leaf_count=4720 620 6865 38 74 7134 20 312 705 65 1299 66 119 70 36 184 110 59 57 21 22 26 21 26 36 73 39 38 57 14064 115
internal_value=0 -0.0207169 -0.040799 -0.0488035 -0.0728656 -0.261108 -0.169652 0.100365 0.137311 -0.0648895 -0.00190985 -0.0851129 -0.128726 -0.202888 -0.241459 -0.134341 0.0717862 -0.444127 -0.285004 0.170002 -0.473131 -0.0748786 -0.34413 0.0413334 -0.182344 0.108302 -0.0563516 0.17043 0.0316128 0.0910692
internal_count=37091 22407 15542 14708 9988 406 332 834 770 9582 2329 7253 856 652 616 403 1473 213 147 43 104 47 64 219 109 204 134 95 14684 1414
shrinkage=0.05


Tree=39
num_leaves=31
num_cat=0
split_feature=58 43 13 86 2 92 34 2 36 30 60 43 44 54 60 104 60 106 95 58 65 92 60 60 61 85 111 38 25 41
split_gain=23.373 18.6621 14.2959 13.6885 14.5383 13.6105 13.0923 12.3291 12.7816 14.0419 12.3046 14.0661 13.6519 12.7907 12.7372 16.6277 15.8626 12.9547 17.8906 15.5888 12.7355 12.3007 16.8586 12.8326 13.3051 12.1451 13.6421 12.5914 13.7951 13.3496
threshold=-1.8957499999999998 -1.7161999999999997 -1.9379499999999996 1.7645500000000001 -1.5953499999999996 -2.0834499999999996 -1.6912999999999998 -2.2364499999999996 5.6970500000000017 -1.1817499999999999 -1.4877499999999999 1.7691500000000002 -1.1446499999999997 -4.926499999999999 -0.117405 -1.8539499999999998 -0.13589999999999997 -0.34385999999999994 2.4800000000000009 0.31407000000000007 -1.4066499999999997 -0.24845999999999999 3.7047500000000002 0.46074500000000002 -1.6809999999999998 4.0308500000000009 -1.7123999999999997 -0.041031499999999992 1.0332500000000002 -0.066432999999999992
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 -1 -2 6 7 -3 21 -5 9 -9 11 -8 14 -14 16 -16 -12 18 -17 -19 -21 22 -4 -23 -25 26 -15 28 -27 -29
right_child=2 5 3 4 -6 -7 10 8 -10 -11 12 -13 13 25 15 17 -18 19 -20 20 -22 23 -24 24 -26 27 -28 29 -30 -31
leaf_value=-0.00029603315459366905 -0.0017086945240145101 -0.00034273038618266584 -1.1780218195249687e-05 0.00048330275677755232 0.0027515638129574941 -0.0063864221309472627 0.0095438092960272933 -0.00097954117375174694 -0.0029704504077219303 0.025244874436603892 0.00047803382409275866 -0.017651887420637936 -0.019526475433792389 0.0075884013398077686 -0.040221371294723619 0.011578613227106516 0.041777587262913585 -0.018097182693825643 -0.019720100611448289 0.011027776686695674 -0.008766340016176875 -0.0088204703108663903 0.022516226083382794 0.021586516038292931 -0.0021708683551443174 0.011184321260269808 0.0015765538543530374 -0.046897414326667788 -0.019102494748400863 -0.0080542113157835871
leaf_count=6944 4569 1360 1827 183 3527 2957 702 63 72 269 744 51 70 1048 36 191 24 284 60 118 261 941 87 63 913 98 9476 37 61 55
internal_value=0 -0.0380187 0.0165748 0.0274808 0.0792829 -0.0896491 0.0150521 0.224999 0.322539 0.405371 0.0298733 0.154037 0.0224312 0.0355516 -0.0603921 -0.13781 0.0353729 -0.111554 0.081937 -0.184807 -0.0520706 -0.0364642 0.0202444 -0.0930841 -0.012747 0.0383196 0.0435045 -0.179074 -0.00870298 -0.473519
internal_count=37091 11261 25830 21261 4114 4317 17147 587 404 332 13316 753 12563 10845 1718 950 768 914 251 663 379 3831 1914 1917 976 10775 10524 251 159 92
shrinkage=0.05


Tree=40
num_leaves=31
num_cat=0
split_feature=53 66 94 85 119 44 47 86 85 19 0 13 86 10 36 69 94 10 119 110 3 103 41 0 101 5 46 42 34 101
split_gain=21.5189 19.598 16.444 15.4092 16.1751 17.1096 16.2965 14.7079 14.4152 16.0763 14.1125 16.5174 14.011 15.6149 15.6736 15.0847 13.6753 13.5577 13.2041 12.8575 16.6949 15.6628 15.5299 13.7998 12.9819 12.2383 11.9224 11.8925 11.504 11.4657
threshold=-0.12304 -0.88608999999999993 2.1088000000000005 -2.0092499999999993 1.0000000180025095e-35 0.80114000000000007 1.5011500000000002 -5.0294999999999996 -1.4824499999999998 -1.4397499999999999 2.4444500000000002 2.3156000000000003 1.6777000000000002 -1.5681499999999999 -1.9631999999999998 3.4187500000000006 -5.1197499999999989 -2.1437999999999997 1.0000000180025095e-35 3.0591500000000003 -1.4735999999999998 -1.5284499999999996 -2.9314999999999993 1.9692000000000003 -1.1210499999999997 1.3712500000000001 -1.7382499999999996 0.82019000000000009 0.28687000000000001 -1.1743499999999998
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 10 5 8 17 -3 9 27 11 -1 13 14 -2 18 -10 29 19 21 -21 -16 25 -22 -25 -23 -24 -5 -20 -6
right_child=12 2 -4 4 6 -7 -8 -9 16 -11 -12 -13 -14 -15 15 -17 -18 -19 28 20 23 22 26 24 -26 -27 -28 -29 -30 -31
leaf_value=0.00099217118763878062 -0.017918252598854805 -0.029585625316415516 -0.0061439917804110775 0.0046583806081858378 0.0017128015473737556 0.00080603460961746389 0.0065634195629843267 0.0029548160484268358 -0.01871370684258104 -0.014012919279863412 -0.012476493270798802 0.020340873229137638 0.0040959160902356139 0.0016256651621871364 -0.016946660851830563 0.0071007362934400872 -0.0035639919122641391 -2.8463728039409536e-05 -0.0010138568380603293 -0.02804071526778372 0.01751511776354164 0.0094948163600983449 -0.026171258663137756 -0.017965536297131806 0.0096270278888814006 -0.0056740625697465352 -0.0068224630207903147 -0.0127134733464358 0.013571470105313364 -0.013746833408211348
leaf_count=3399 155 35 596 259 177 1543 754 4421 153 814 187 114 3653 9229 317 427 5640 2330 488 38 160 270 90 78 94 262 690 159 187 372
internal_value=0 -0.0211387 0.0331193 -0.0383773 -0.05552 -0.0792293 0.000395495 0.0539845 -0.100172 -0.1984 0.0181521 0.0324011 0.0274457 0.0115075 -0.0480327 -0.0325211 -0.0792823 -0.0338797 -0.060392 -0.101226 0.0670541 -0.139448 -0.0912487 0.138919 -0.0577176 0.0404886 -0.1811 -0.0389915 0.0605364 -0.175252
internal_count=37091 20953 5052 15901 12201 8568 3633 4456 7025 1232 3700 3513 16138 12485 3256 3101 5793 2879 2674 1999 370 1629 1312 332 172 532 780 418 675 549
shrinkage=0.05


Tree=41
num_leaves=31
num_cat=0
split_feature=76 46 55 67 20 15 15 72 15 1 28 85 87 49 102 2 35 20 81 9 7 77 61 54 84 84 54 47 108 88
split_gain=20.6058 18.2454 13.1989 13.4786 13.1463 13.0461 16.9754 14.3005 12.9138 11.6291 16.148 13.595 12.0151 11.5702 11.6982 14.3421 15.427 15.6136 13.9222 11.4551 11.4767 11.2858 12.5197 11.3253 11.1862 10.9753 10.7713 12.6953 10.474 10.0266
threshold=0.81633000000000011 1.4924500000000001 0.26810000000000006 -0.060893999999999997 3.1876000000000002 10.919000000000002 -0.10174499999999999 1.0211500000000002 191.91500000000002 0.49500500000000008 2.0117500000000006 2.0247000000000006 0.26362000000000002 8.0496000000000016 -4.0519499999999988 -2.3768499999999997 -1.0351499999999996 -1.2818499999999997 -1.1720999999999997 1.5950000000000002 -2.5458999999999992 -2.7948999999999997 0.44172500000000009 4.3648500000000015 5.6577000000000011 5.417650000000001 4.5591000000000008 1.9517500000000003 -2.4150499999999995 50.763500000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 -1 28 6 7 -5 19 24 11 21 25 14 15 -4 17 -17 -19 -2 -21 -11 -23 -24 26 -13 27 -6 -3 -16
right_child=8 4 13 5 9 -7 -8 -9 -10 10 -12 12 -14 -15 29 16 -18 18 -20 20 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0029277097473170647 0.000729282222640887 0.024849689880321768 0.022143049084621929 0.0024486369193944045 -0.0061111488417294382 -0.026769166089156096 0.015163169798455133 -0.02486801080335424 0.01265308886131113 -0.050406143636930557 -0.053036396560214819 0.024526994536394505 -0.026313959126887117 0.014962695357031548 2.6293060451935725e-05 0.022497943968608464 -0.041564856197398442 0.0049892843142151835 -0.05265041393312541 0.021106287988029351 0.0039652857703445432 0.0083625184372067458 -0.030152896632505366 0.004689738509478048 0.015491840726620444 -0.014878341431419055 -0.022578471565717146 0.014241572197240133 0.0033946400614913944 0.02038442495538563
leaf_count=11640 11063 58 23 499 222 34 268 53 258 21 21 67 23 130 7105 29 52 20 22 103 1881 54 86 32 111 24 57 117 2957 61
internal_value=0 -0.0176282 -0.0297992 -0.0496576 0.0453956 0.0716029 0.0967706 -0.00348314 0.0315148 -0.0656426 -0.212365 -0.154334 0.119475 0.00354004 -0.00171746 -0.28194 -0.417472 -0.11439 -0.504059 0.0271337 0.0971033 -0.316065 -0.23157 -0.414081 0.0292785 0.282688 -0.0493628 0.0182648 0.0761475 0.0039918
internal_count=37091 23786 19936 12494 3850 854 820 552 13305 835 328 307 114 7442 7312 146 123 71 42 13047 1984 193 172 118 507 91 396 339 3015 7166
shrinkage=0.05


Tree=42
num_leaves=31
num_cat=0
split_feature=58 42 88 39 26 7 55 59 26 60 108 29 55 68 85 18 26 50 84 16 25 35 35 6 20 52 13 57 111 25
split_gain=19.1658 16.3206 12.9595 19.3626 12.845 16.6262 12.5992 16.1718 15.0643 13.3864 12.5619 12.8405 12.4672 13.0928 12.5955 13.183 12.3246 11.9864 11.7985 13.6698 12.3393 13.1559 12.208 11.8576 11.7272 12.8673 11.4119 16.2247 14.3202 11.8097
threshold=-1.8957499999999998 -1.0202499999999997 -1.2665499999999998 2.2589000000000001 -2.6521499999999993 -1.7013999999999998 -2.9275999999999995 1.9587500000000004 2.0787500000000003 3.6510500000000001 5.2862000000000009 -1.4717499999999999 -2.3074999999999997 -2.1631499999999995 -1.2552999999999999 -1.6047499999999999 -1.3173499999999996 -1.6133499999999998 4.4167000000000005 3.2744500000000003 -4.0348999999999995 -0.87634999999999985 0.82162500000000016 2.3231000000000006 -1.6042499999999997 16.902000000000005 0.16069000000000003 -8.6961999999999993 0.85832000000000008 -2.0329499999999996
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 4 10 5 -3 7 9 -9 24 -4 -12 13 -1 15 -15 26 -5 22 20 -20 -22 -8 -24 -2 -26 28 -28 -16 -30
right_child=6 2 3 17 -6 -7 18 8 -10 -11 11 -13 -14 14 16 -17 -18 -19 19 -21 21 -23 23 -25 25 -27 27 -29 29 -31
leaf_value=-0.025126228589368495 0.0076340304001381518 0.020345509668984334 -0.014201334007821623 -0.012918300595548418 -0.005201453944954141 -0.0001776995324242899 0.00022040918299748763 -0.039167989488562635 0.00015135583068643299 0.016580431744375308 -0.025800025582313535 0.015944950750895911 0.00035355099829408412 0.0094059528761050292 -0.021529261811056001 -0.011824929584565628 -0.02363653370867605 0.0068330476606698861 -0.020753598898649219 0.022900304805525407 0.0028701738953599192 0.015518098642938159 0.0021190341998674274 0.0098938540297411164 -0.0054885280214530784 0.01586487541428289 -0.019326651612153422 0.024709144165025693 -0.00023394325061848291 0.025879116445779799
leaf_count=76 228 119 859 108 1205 578 18383 58 42 92 25 70 6726 85 69 523 46 266 50 98 1694 234 2768 596 1513 74 26 107 323 50
internal_value=0 -0.0344273 -0.0944565 -0.170262 -0.0415284 0.0665253 0.0150091 -0.0610819 -0.453077 -0.0405263 -0.245866 0.0991886 -0.0102841 -0.0997325 -0.0748243 -0.177136 0.0253455 0.022589 0.0214195 0.0934476 0.0753855 0.0881049 0.0145436 0.06993 -0.0593893 -0.0898569 0.0651916 0.322013 -0.0120872 0.0653293
internal_count=37091 11261 3230 1328 1902 697 25830 2007 100 1907 954 95 8031 1305 1229 608 621 374 23823 2076 1978 1928 21747 3364 1815 1587 575 133 442 373
shrinkage=0.05


Tree=43
num_leaves=31
num_cat=0
split_feature=53 66 94 16 81 119 47 10 97 85 51 99 86 28 62 48 42 18 36 86 10 76 78 36 69 76 6 22 53 53
split_gain=18.4548 16.7272 14.4517 13.9624 14.453 14.5099 14.9647 14.2359 15.1873 13.877 14.1979 14.6363 13.1618 12.8418 12.8174 12.7635 14.9793 12.7038 13.4926 11.824 13.6907 14.1428 15.4651 14.0806 13.3357 13.9918 12.9994 13.8022 11.7012 11.6057
threshold=-0.12304 -0.88608999999999993 2.1088000000000005 -3.2981999999999996 -1.9584999999999997 1.0000000180025095e-35 1.5011500000000002 -2.1437999999999997 -1.3578499999999998 -1.5251499999999998 -0.28885499999999992 -1.5475999999999999 -5.0294999999999996 2.0113500000000006 -2.3657499999999998 -1.0088499999999996 -1.1007499999999999 6.4460500000000005 -2.1080499999999995 1.6777000000000002 -1.5681499999999999 6.7855000000000008 -4.0720999999999989 -1.9631999999999998 3.4187500000000006 2.6447500000000006 0.30553500000000006 -2.6201999999999992 -0.6957899999999998 0.061109500000000004
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 12 15 -5 9 7 8 14 10 17 -12 -3 -14 -7 16 -1 18 -6 20 23 22 -22 -2 25 29 -24 -28 -15 -25
right_child=19 2 -4 4 5 6 -8 -9 -10 -11 11 -13 13 28 -16 -17 -18 -19 -20 -21 21 -23 26 24 -26 -27 27 -29 -30 -31
leaf_value=-0.036666290111401503 -0.016955790051048802 -0.028035282407488146 -0.0057846457084903382 0.00065566163891974283 0.014318195304700307 -0.022592813804231841 0.0064390671894863334 -0.000215531646660601 -0.014670622132068923 -0.0033315204532820761 -0.018736548217780449 0.0083907238051698016 0.0031013486291024675 -0.034803117928636627 0.015846114319770836 0.0073147760513575313 -0.00090459444123139321 0.026057054670084092 -0.014750324159620271 0.0037728830594246938 -0.02050408284384303 0.010790830494382132 -0.00028254484983309118 0.006018402041172103 0.006691606979559785 0.0034687782486294769 0.015890014026727944 0.0028486043625179413 0.005127554261707701 -0.0062245009184959911
leaf_count=34 155 35 596 3502 42 29 669 2202 367 6946 68 185 4346 43 86 733 211 21 806 3653 82 394 5197 217 427 664 216 3340 32 1793
internal_value=0 -0.0195759 0.0305508 -0.0355019 -0.0430879 -0.0603207 -0.00503077 -0.0383841 -0.194047 -0.0832988 -0.186488 0.021992 0.0501112 0.0549469 0.123056 0.0802496 -0.117349 -0.247185 -0.266212 0.0254166 0.0107751 0.0304441 0.0221774 -0.044976 -0.0302738 -0.0564792 0.0262269 0.0728154 -0.355321 -0.0980551
internal_count=37091 20953 5052 15901 14923 11421 3353 2684 482 8068 1122 253 4456 4421 115 978 245 869 848 16138 12485 9229 8835 3256 3101 2674 8753 3556 75 2010
shrinkage=0.05


Tree=44
num_leaves=31
num_cat=0
split_feature=76 78 45 58 42 0 68 39 16 76 27 48 0 13 15 50 3 47 20 13 90 21 18 88 2 83 46 102 26 31
split_gain=16.79 15.4026 16.4479 15.3094 14.4789 18.2851 15.3138 13.2334 12.1299 12.4193 14.2956 12.5564 12.1711 12.1076 11.7096 11.5957 15.9277 19.5676 13.678 13.1495 13.0084 11.5756 16.586 17.6362 16.483 14.0899 12.6416 12.7135 11.8516 11.803
threshold=0.81633000000000011 -2.2471999999999999 -8.565649999999998 -1.5885499999999999 -0.63662499999999989 -2.7471999999999999 0.27533000000000007 -2.3477499999999996 -0.21635999999999997 -1.6200999999999999 -0.26887499999999992 -0.97440999999999989 -2.0508999999999999 -3.9004999999999996 191.91500000000002 -0.6125449999999999 1.9475500000000003 21.192500000000006 -1.8185499999999999 6.5265500000000012 -7.3970999999999991 -0.91990499999999986 -0.23664499999999997 -1.3168499999999999 12.275 -1.1791499999999997 -3.6621999999999999 -4.2851499999999989 -2.6521499999999993 -0.94743999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 -3 8 -4 9 12 11 -11 -7 -5 15 19 -17 18 -18 20 -2 24 23 25 26 -23 -6 -28 -29 -24
right_child=14 3 7 13 21 6 -8 -9 -10 10 -12 -13 -14 -15 -16 16 17 -19 -20 -21 -22 22 29 -25 -26 -27 27 28 -30 -31
leaf_value=0.027189936460210729 -0.0082815995787016376 0.020412214175619264 0.020866091832518578 -0.012941826910477634 0.034508995059877638 0.019301985896059446 0.0026897712706153445 -0.016968543154303156 -0.0066648574548562921 -0.019560579316162355 0.018429731610505023 -0.0033163534421122298 0.0016190913980299573 0.00043743953825421916 0.011970612928343491 0.0042194144438308101 -0.023063105457122365 -0.026087683478468345 0.00065776757021544113 -0.016905721971112439 0.00063137216973321983 -0.010307534536668427 0.021471056342124942 -0.025123768119297365 -0.047181427851319319 0.02810902550816536 -0.023332263340256107 0.0072054769321367512 -0.003819656704166792 -0.0043897430811609536
leaf_count=26 440 99 25 171 24 112 1658 306 1442 134 68 1060 742 15182 258 4752 63 76 1718 117 5881 527 48 227 20 25 67 328 949 546
internal_value=0 -0.0159125 -0.222061 -0.0127713 -0.0480165 -0.0174988 -0.0255795 -0.282219 -0.0625675 -0.0143671 -0.0773888 -0.102788 0.0787632 0.00576846 0.0284475 0.0242758 0.0536997 -0.0248314 -0.0036264 -0.00592971 0.00021894 -0.106764 -0.171866 -0.267842 -0.042365 -0.171353 -0.0291886 -0.0420345 -0.0197566 -0.0459996
internal_count=37091 23786 357 23429 8076 5315 5216 331 3558 2116 1262 1194 854 15353 13305 13047 6609 1857 1781 6438 6321 2761 1373 779 1388 552 1368 1344 1277 594
shrinkage=0.05


Tree=45
num_leaves=31
num_cat=0
split_feature=120 58 16 6 85 53 24 40 60 107 102 64 28 25 73 64 94 76 64 28 53 55 78 2 102 118 109 103 47 30
split_gain=16.2124 15.128 13.9774 13.8721 19.9879 18.172 15.0395 18.6623 14.2291 22.2951 15.5339 17.1335 13.8679 12.9639 13.4004 12.5962 12.1549 11.836 13.815 11.6484 11.6049 11.5056 13.8386 11.0293 11.092 14.449 15.8913 13.1307 11.7013 12.4298
threshold=1.0000000180025095e-35 -2.5532999999999997 -3.3378999999999999 -0.96593999999999991 4.0308500000000009 -1.80365 -1.6124999999999998 -1.3079999999999998 0.73463500000000015 -1.8592999999999997 -2.4832999999999994 -1.1379499999999998 -1.2551499999999998 -7.2921999999999985 -0.58565999999999996 -0.68398499999999995 3.2233500000000004 -1.1472499999999999 1.1449500000000004 -1.4546499999999998 1.3194500000000002 -3.1481999999999997 4.7134000000000009 -0.75806499999999988 -0.79727999999999988 1.0000000180025095e-35 -4.398299999999999 2.9025500000000002 0.88861500000000004 0.039242000000000006
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=20 2 12 4 5 -4 7 -7 10 -10 11 -5 19 -8 -15 -6 -14 -17 -19 -2 -1 -3 -23 -22 -25 26 -26 -28 -27 -30
right_child=1 21 3 8 15 6 13 -9 9 -11 -12 -13 16 14 -16 17 -18 18 -20 -21 23 22 -24 24 25 28 27 -29 29 -31
leaf_value=0.00082014212305378325 0.014486525262947436 -0.004534630325095274 -0.021427199056669444 0.0063073498353084434 -0.030093965195119383 -0.0033119834611619959 -0.016583376360801878 0.025809292548469139 -0.003786767908691693 -0.026589006218892427 0.0011531191593639998 -0.012732632183008366 0.0071141053857030102 0.0014725929187213789 -0.011856097795050065 0.02582827200552067 0.033701409572469337 -0.03103535446123435 0.010731623622487828 -0.02688519135117531 0.010582411958414814 0.00050029117175208319 -0.01006749947156225 0.010195930429824418 -0.029402760904831966 0.011619229154380045 -0.00087842730397364962 -0.042183177042752512 0.014503878189749282 -0.010657676712334531
leaf_count=8221 27 1301 238 161 20 257 394 70 536 134 2859 444 185 366 389 83 56 26 83 46 618 18721 315 372 61 351 507 20 71 159
internal_value=0 -0.013033 -0.0555422 -0.0662017 -0.136297 -0.172125 -0.130778 0.0584386 -0.0335446 -0.166944 -0.00774271 -0.153316 0.150179 -0.184628 -0.107895 0.153365 0.265841 0.232037 0.0153772 -0.231666 0.0335379 0.000290244 0.00650839 0.0987844 0.0535217 0.00566227 -0.10485 -0.0489194 0.117506 -0.0578083
internal_count=37091 26711 6374 6060 1926 1714 1476 327 4134 670 3464 605 314 1149 755 212 241 192 109 73 10380 20337 19036 2159 1541 1169 588 527 581 230
shrinkage=0.05


Tree=46
num_leaves=31
num_cat=0
split_feature=53 66 66 67 60 85 92 108 96 64 17 15 86 46 28 52 93 26 110 60 37 38 70 66 18 44 20 60 13 13
split_gain=15.4731 14.8032 13.0148 14.8672 12.998 12.7845 12.5069 24.263 15.4353 18.0329 12.7589 13.8659 12.1991 12.1357 12.0042 12.4901 11.3615 11.2608 11.0381 10.9855 13.5055 15.1956 11.3718 10.9305 13.1325 10.9286 10.9823 10.8629 12.6785 12.87
threshold=-0.12304 -0.88608999999999993 -1.2554999999999998 -0.83752999999999989 -1.74535 -0.64566499999999982 7.8867000000000003 7.0129500000000009 1.5527000000000002 -1.5372999999999999 16.602500000000003 3.3674500000000003 -5.0294999999999996 -3.6621999999999999 2.0113500000000006 -0.37090999999999991 -2.8971499999999994 0.77960000000000018 5.3948500000000008 -0.96591499999999997 -1.6566499999999997 -3.6283499999999997 -2.8039999999999998 -1.4273999999999998 5.6595000000000004 -1.37645 2.7313500000000004 -1.2820499999999997 0.77666000000000013 -0.45371499999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 -4 -3 23 7 8 -7 -10 11 17 -6 16 18 -16 -2 -11 -14 -5 21 -21 -22 24 -1 26 -15 -26 29 -29
right_child=13 4 3 19 12 6 -8 -9 9 10 -12 -13 14 25 15 -17 -18 -19 -20 20 22 -23 -24 -25 27 -27 -28 28 -30 -31
leaf_value=-0.00060772018671941279 -0.037047017537630525 0.025202974931974161 -0.0082082918397239201 0.01069473914931811 -0.024725023938549889 -0.0011850349964736932 -0.015394207107693115 0.015477887221166622 -0.035466024325281946 -0.0082063707574326107 -0.027453483776612716 0.0042384376577987264 0.0020476414451729005 -0.0013874402668629493 -0.027580546670254658 0.017523518390953542 -0.0035388252956585751 0.012648973838590524 -0.017542565200630935 -0.015295188938793931 -0.029520503580570224 0.035263670178218964 -0.0037586805339042957 0.0079552016724115139 0.02996207564298449 0.0016685913790046051 -0.015362732175271961 0.0082143989530788063 0.024060606523867576 -0.024036837819342814
leaf_count=7035 39 57 1414 201 45 3915 191 184 53 1344 66 326 4791 1158 66 20 72 68 73 23 50 42 299 435 58 14709 160 87 62 48
internal_value=0 -0.0179249 -0.032907 -0.107713 0.029231 -0.0219655 -0.0559977 -0.0479201 -0.0593158 -0.134401 -0.11751 -0.101122 0.0238125 0.023273 0.0285244 -0.341825 -0.306239 -0.14404 0.0350725 0.0220831 -0.0710428 0.347472 -0.14899 0.00511494 -0.00407371 0.0255551 -0.0616797 0.218858 0.106867 -0.0650541
internal_count=37091 20953 15901 2029 5052 13872 6147 5956 5772 1857 1804 1738 4995 16138 4950 86 111 1412 4864 615 414 65 349 7725 7290 16027 1318 255 197 135
shrinkage=0.05


Tree=47
num_leaves=31
num_cat=0
split_feature=119 44 6 90 25 57 57 87 52 104 90 63 102 31 102 37 45 19 36 78 19 36 1 50 68 104 17 95 111 12
split_gain=14.7885 13.9356 18.0875 15.0973 26.7142 14.9919 15.0477 14.5594 14.0118 17.6861 15.0959 13.9998 15.145 13.8678 13.2979 13.158 12.934 12.7428 12.6394 12.5729 12.5497 12.4186 12.3254 24.5196 13.7429 14.6739 13.2908 12.9049 12.6067 12.56
threshold=1.0000000180025095e-35 0.80114000000000007 -0.5358099999999999 0.5698700000000001 -6.8044499999999992 12.009000000000002 0.37075000000000008 4.5741500000000004 -1.3275499999999998 6.5284500000000003 -11.356999999999998 -0.72815499999999989 -2.8480499999999993 -1.0125499999999998 -2.9857499999999995 -1.7814499999999998 -1.3653499999999996 -0.4456099999999999 -1.6918499999999999 -1.7644499999999999 -1.1558499999999998 6.151250000000001 -2.3209499999999994 -1.3321499999999997 -1.5715999999999999 -0.12792999999999996 -0.59821499999999983 -0.62469499999999989 -41.599499999999992 1.0962500000000002
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 4 20 6 7 8 9 10 -4 22 14 18 15 -13 -15 -7 -5 -11 -1 -3 23 -10 -24 28 27 -27 -26 -30
right_child=-2 21 5 13 -6 17 -8 -9 11 19 -12 12 -14 16 -16 -17 -18 -19 -20 -21 -22 -23 24 -25 25 26 -28 -29 29 -31
leaf_value=-0.0050117967168351154 0.0016015620015128235 0.001767523347213218 -0.024996248625640601 0.023443482550127168 0.00017446875954393865 -0.0094806175807426729 0.0028190304353960974 0.0047547662877437911 -0.028420573914129485 -0.02367732871323824 -0.0055640003482585916 0.013296514444175315 -0.0010033156274335011 0.00083550664148931443 -0.0359012972873946 -0.012094294665476834 -0.0091934896837213998 -0.0495057321464022 -0.0014844253881553199 0.01954469144484907 -0.018649646639823915 -0.0064461126235931454 0.015037463510860549 0.022662500916596721 0.035313317051955638 -0.025999146640300754 -0.014408735667957979 0.014085531490398387 0.0026305465801642215 0.024128372818231585
leaf_count=429 10380 6916 106 56 3972 116 3557 936 76 20 1749 61 3003 381 48 312 2058 24 553 106 278 493 264 34 35 25 204 102 722 75
internal_value=0 -0.0124475 -0.0265988 -0.0640652 -0.0283893 -0.00158768 0.00239443 -0.0219809 -0.0377665 -0.108863 -0.133488 -0.00937669 -0.0449682 -0.118832 -0.222594 -0.158838 -0.152537 -0.326841 0.0161559 0.253681 -0.207487 0.0244196 0.069911 -0.252625 0.0947737 0.0480174 -0.130069 0.123897 0.118867 0.0930711
internal_count=37091 26711 19302 7727 4679 11575 11435 7878 6942 1981 1855 4961 3424 3048 421 373 2439 140 609 126 707 7409 1537 110 1427 1163 331 127 832 797
shrinkage=0.05


Tree=48
num_leaves=31
num_cat=0
split_feature=55 59 26 58 41 67 34 35 5 87 36 21 39 1 40 62 20 4 16 48 54 35 89 84 2 73 53 77 78 83
split_gain=13.6335 13.834 13.7226 13.2464 13.9065 15.0299 13.2758 13.0004 20.001 12.8013 12.501 13.046 12.0887 12.18 15.2873 11.4499 11.4788 13.69 15.2934 13.9685 11.4769 11.4363 12.5698 12.5455 13.2355 14.5524 15.7104 13.2438 13.5512 12.8447
threshold=-2.9275999999999995 1.9587500000000004 2.0787500000000003 -2.1556499999999996 -0.87874499999999989 -1.6119999999999999 0.68523500000000015 -1.1657999999999997 1.6465500000000002 -0.49778499999999998 3.0621500000000004 6.0695000000000006 -2.6759999999999997 -0.75144499999999992 -0.87113499999999988 2.9686500000000007 -1.4753999999999998 -2.2596499999999993 -3.1604999999999994 -1.1937499999999999 7.063200000000001 0.14559500000000003 -5.2232999999999992 2.1174000000000004 7.9222500000000009 1.7712500000000004 6.6963000000000008 1.3732000000000002 4.8921000000000001 55.904000000000003
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 15 -3 4 -2 9 7 8 -7 12 11 -11 -6 -14 -15 16 17 -1 -19 -20 -18 23 -23 24 25 27 -27 29 -29 -5
right_child=3 2 -4 21 5 6 -8 -9 -10 10 -12 -13 13 14 -16 -17 20 18 19 -21 -22 22 -24 -25 -26 26 -28 28 -30 -31
leaf_value=-0.013833801630808383 0.00010863014743220732 -0.03716917646213852 0.00035837765428281971 -0.00049387196362538825 0.019279266402442406 -0.016138430569373387 0.019716980934143067 -0.026994482745175009 0.03940729569821131 -0.0043572180859908693 -0.016006829148452535 0.019524165230282286 0.0090200321814593153 -0.010635335189823765 0.0088148662224918819 0.013558204490887264 -0.0052217305348457553 0.028274031265505723 0.029998161245224086 -9.7456178190960641e-05 0.013918773342429856 0.017654337953005372 0.0026918418498701638 0.0028085903576182954 0.0076201813313532471 -0.0058840145867456971 0.020607718545943499 0.0047563826586458019 -0.01848419615855584 -0.025640918075234866
leaf_count=98 6007 58 42 11758 94 71 25 162 21 1861 228 59 255 323 147 107 2365 70 43 373 81 145 4392 4232 516 1594 58 1790 65 51
internal_value=0 -0.0620016 -0.428152 0.00592838 -0.0263253 -0.0790631 -0.300965 -0.3694 -0.0691903 -0.0581967 -0.0987562 -0.0724673 0.048179 0.00443256 -0.0910395 -0.0503296 -0.0616827 0.0642822 0.133035 0.0602678 -0.0917577 0.0180597 0.0634007 0.00780693 -0.00512132 -0.0104284 -0.0990783 0.000289547 0.0788405 -0.0120495
internal_count=37091 3237 100 33854 9253 3246 279 254 92 2967 2148 1920 819 725 470 3137 3030 584 486 416 2446 24601 4537 20064 15832 15316 1652 13664 1855 11809
shrinkage=0.05


Tree=49
num_leaves=31
num_cat=0
split_feature=76 78 45 61 42 16 14 58 3 42 117 100 102 71 3 104 106 16 69 71 15 7 103 12 80 29 30 44 42 16
split_gain=13.903 13.9495 15.076 12.806 22.3262 13.6772 13.7848 12.6095 20.9785 16.429 12.3239 14.4546 14.4704 14.3623 16.6171 13.5613 12.7025 12.6311 13.2131 13.1836 12.2257 14.2361 17.6948 14.1401 14.0321 15.3814 12.9051 12.1255 13.2845 12.5489
threshold=0.81633000000000011 -2.2471999999999999 -8.565649999999998 -0.96561999999999981 0.85493500000000011 -3.8252499999999996 0.41863500000000003 1.4742500000000003 7.1382000000000003 1.4620000000000002 1.0000000180025095e-35 -1.6667499999999997 -0.88017999999999985 1.6966500000000002 -2.1375499999999996 -1.08375 2.2061500000000005 0.7315600000000001 0.68903000000000014 -1.3075999999999999 1.6391500000000001 2.6261500000000004 0.47614500000000004 0.64598500000000014 0.93215000000000015 -3.7173499999999993 -0.5889549999999999 10.584000000000001 0.23063000000000003 2.2903500000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 5 27 6 -3 -6 -9 -10 11 -7 13 14 15 -13 20 19 -19 -16 24 23 26 -22 25 -14 -23 29 -29 -5
right_child=-2 3 -4 4 7 10 -8 8 9 -11 -12 12 16 -15 17 -17 -18 18 -20 -21 21 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0261280680505129 0.0012943230620038413 -0.0064562353133051495 -0.013412885017850609 0.0036522997235531769 -0.0032493433506189462 0.0056922108238857049 0.025634253715080296 0.0017296268841466263 0.0045040277047799183 -0.046304209021533413 -0.0043979255128646982 -0.0076252955370224446 0.019159343015522728 -0.011251931408789405 -0.0076043797294365473 -0.050299139552075295 0.026171975275096689 -0.0041294540094453736 -0.039042135339695964 0.0099115589202998528 0.0086701144558071295 -0.04522221890442512 0.012764506611753913 -0.033932314384728671 -0.0050694799113870448 0.00017925593224894426 -0.0090088187434365242 -0.031603030972885637 0.0096033296968427405 -0.0023948005756043648
leaf_count=26 13305 54 331 5574 4298 760 88 2748 26 41 3821 52 124 671 149 29 46 177 32 385 745 34 68 20 1533 767 89 53 31 1014
internal_value=0 -0.0144799 -0.210663 -0.0114906 0.00806428 -0.039442 0.268617 -0.0309125 0.0211129 -0.531752 -0.0440457 -0.0145103 -0.0343333 -0.116423 -0.0279746 -0.458072 0.00148792 0.0189135 -0.189499 0.100483 -0.00561556 0.0901514 -0.154068 0.151127 -0.043385 0.0564141 -0.380381 0.0496173 -0.327918 0.0544311
internal_count=37091 23786 357 23429 13785 9644 142 7113 2815 67 9502 5681 4921 1495 824 81 3426 743 209 534 3380 956 191 765 2424 891 123 6672 84 6588
shrinkage=0.05


Tree=50
num_leaves=31
num_cat=0
split_feature=119 13 26 53 46 36 60 89 18 18 64 77 49 53 15 20 36 33 1 117 77 80 92 54 75 46 109 54 21 0
split_gain=13.4851 11.5751 19.5216 15.5698 16.3143 14.2665 12.9171 14.1832 13.4593 13.5026 12.642 11.8183 11.699 13.6137 14.6716 11.5154 11.4157 19.8972 15.7991 13.3094 14.0255 15.1866 15.0513 11.7665 11.758 11.554 11.3407 12.4535 11.4183 10.914
threshold=1.0000000180025095e-35 -1.3952999999999998 8.7240500000000019 -1.1594999999999998 -1.5873499999999996 5.9311500000000006 -1.7506499999999996 -17.145 11.471000000000002 -1.1163999999999998 4.9505000000000008 -3.0071999999999997 -0.28199499999999994 -1.2879499999999997 -0.51236499999999985 -1.3775999999999997 -0.93927499999999997 -0.48999999999999994 -2.5437499999999997 1.0000000180025095e-35 1.9061000000000001 1.0475000000000001 -2.4464499999999996 -2.1607499999999997 1.6394500000000003 -2.8718499999999998 -0.038858999999999991 -1.2816499999999997 -1.2509499999999998 -2.6792499999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 6 4 15 16 -1 12 9 -9 -4 -7 13 14 -8 -3 25 18 -18 24 21 22 -21 -20 -19 -5 27 -23 -29 -27
right_child=-2 3 10 5 -6 11 7 8 -10 -11 -12 -13 -14 -15 -16 -17 17 19 23 20 -22 26 -24 -25 -26 29 -28 28 -30 -31
leaf_value=0.0043714798294781339 0.0015293604611531968 9.5842274806057435e-05 -0.044665926220742141 -0.016274405612299838 -0.00079652197035808545 0.0072633651566076903 0.0033856787615352208 -0.00011923942058798603 0.0101651370367211 -0.0045893676164539439 0.0032771933078765874 -0.0080905635627510752 -0.030071824895484107 0.01517089657161547 -0.049771157920360569 -0.011112808570364454 -0.01916526688549381 -0.0011090197263063937 0.026596055425364862 0.030550687252611355 -0.0082541234441486332 -0.025625515036111657 0.0067378861108172497 0.0076721799159890445 0.0063264304608075823 -0.034815434722796731 -0.031844909369413345 0.020413050124127613 -4.0205254102359995e-05 -0.00025587288306980384
leaf_count=732 10380 329 44 120 4005 153 27 3012 212 3847 20 693 84 46 25 755 52 4388 88 69 213 43 1733 1234 605 23 28 76 668 3387
internal_value=0 -0.0118863 -0.0435838 0.00178496 -0.0453869 0.0194714 -0.0391748 -0.0519522 -0.0448577 -0.0525279 -0.593674 -0.106276 -0.327587 -0.092858 -0.44341 -0.154218 0.0278302 0.0463848 0.15737 0.0268918 0.0816792 0.101763 0.152994 0.178637 -0.00416138 -0.0205118 -0.0115097 0.0107405 0.0409821 -0.00977945
internal_count=37091 26711 8049 18662 5089 13573 7985 7253 7071 6859 64 846 182 98 52 1084 12727 9197 1374 7823 2830 2617 1802 1322 4993 3530 815 787 744 3410
shrinkage=0.05


Tree=51
num_leaves=31
num_cat=0
split_feature=76 15 44 52 8 60 60 56 21 18 10 89 90 22 17 52 94 61 3 38 54 43 86 10 28 55 37 22 96 10
split_gain=12.2994 10.693 10.6835 13.121 14.9186 11.3061 24.9657 17.2087 18.8429 15.7211 18.735 15.0965 17.8675 14.7035 13.6565 14.6223 16.612 13.2274 18.3667 13.117 12.8532 13.5898 12.8057 18.0836 15.6701 15.426 17.1674 12.754 12.5726 13.0634
threshold=0.81633000000000011 375.42000000000007 1.5094500000000004 8.1119000000000003 -3.6303499999999995 -0.86165499999999995 -1.05955 -2.1849499999999993 -0.52144499999999983 0.93466500000000008 -0.9646499999999999 2.1812 2.0951500000000007 1.3758000000000001 -1.6066499999999999 3.8338000000000005 -2.3984499999999995 0.40409000000000006 -0.11119 -1.5133499999999998 -3.6430999999999996 1.6926500000000002 1.5309000000000001 -3.0191499999999993 1.3720500000000004 1.0548500000000003 0.56136500000000011 2.1172500000000003 1.5527000000000002 1.0562500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 -4 -5 6 9 -8 28 14 27 12 19 -12 20 -16 -17 -18 -19 -10 -1 -22 23 25 -25 -7 -27 -11 29 -9
right_child=1 -3 3 4 -6 22 7 8 11 10 13 -13 -14 -15 15 16 17 18 -20 -21 21 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=-0.0096880494936918606 0.0010413995004835805 0.012633586611015503 0.0023849035852524245 -0.04873120916837996 -0.0056329607524220719 -0.012862957793491326 0.023604553846190826 0.022793857720882996 0.017392389853730015 -0.0055854688822193476 0.0051887112691987314 -0.034845024968187019 0.046367519032210119 0.02166108622489607 -0.0043366371164773971 -0.02387658382455508 0.018514201719509928 0.024278527296015196 -0.021439736399610165 -0.005094722552199709 0.0062732255677474319 -0.0094813472768173947 0.0010561352943866389 -0.00051471664988913927 -0.0051853995067436811 -0.0088243598718708155 0.014442457235234929 0.019942222701178659 0.0014443833473300146 0.0041710608806461097
leaf_count=195 13103 202 3810 22 230 783 132 253 76 521 667 33 20 170 4006 39 190 35 59 442 1024 158 2381 4932 2824 211 127 54 242 150
internal_value=0 0.0243479 -0.0136193 0.0330813 -0.18791 -0.0232369 0.00437203 0.129158 0.091932 -0.0192599 0.075214 -0.0403706 -0.000100199 0.170687 -0.0426382 -0.0702299 0.134447 0.218486 -0.0883396 -0.0359091 0.044104 0.0833457 -0.0439988 -0.0614658 -0.0443067 -0.180186 -0.00164189 -0.0637617 0.209056 0.317246
internal_count=37091 13305 23786 4062 252 19724 8466 1348 1216 7118 1412 571 538 837 5706 4329 323 284 94 518 1377 1182 11258 8877 7756 1121 338 575 645 403
shrinkage=0.05



feature importances:
top_10%_loss_kurtosis=79
recent_15%_loss_kurtosis=52
all_loss_skew=39
recent_25_correlation_percentile5_percentile25_ratio=37
secondaryLockingMode_random=36
recent_25_loss_best_percentile50_ratio=35
recent_25_loss_best_percentile75_ratio=35
recent_25_correlation_stddev_best_ratio=33
top_10%_loss_skew=32
top_10%_correlation_stddev_best_ratio=29
all_correlation_kurtosis=27
log10_cardinality=27
recent_25_loss_kurtosis=27
recent_15%_correlation_kurtosis=27
top_10%_correlation_best_percentile50_ratio=24
all_loss_best_percentile50_ratio=21
all_correlation_best_percentile75_ratio=20
recent_15%_loss_skew=20
recent_15%_loss_best_percentile50_ratio=20
top_20%_loss_skew=20
recent_25_correlation_skew=19
recent_15%_loss_best_percentile75_ratio=19
all_correlation_stddev_best_ratio=19
all_loss_best_percentile75_ratio=18
recent_15%_loss_stddev_best_ratio=18
all_loss_kurtosis=17
top_30%_correlation_skew=17
top_20%_correlation_skew=17
recent_25_correlation_kurtosis=16
recent_15%_loss_stddev_median_ratio=16
top_10%_correlation_skew=16
top_20%_loss_kurtosis=16
recent_10_correlation_skew=16
top_20%_correlation_percentile5_percentile25_ratio=15
all_loss_stddev_median_ratio=15
recent_10_loss_best_percentile50_ratio=14
recent_25_correlation_stddev_median_ratio=14
recent_25_correlation_best_percentile50_ratio=14
recent_15%_loss_percentile5_percentile25_ratio=14
top_20%_correlation_kurtosis=14
recent_10_loss_skew=14
all_correlation_best_percentile25_ratio=13
top_30%_correlation_stddev_best_ratio=13
top_20%_correlation_best_percentile25_ratio=13
recent_15%_correlation_best_percentile75_ratio=13
top_10%_correlation_kurtosis=13
top_30%_loss_kurtosis=13
recent_15%_correlation_percentile5_percentile25_ratio=12
top_30%_loss_skew=12
all_correlation_percentile5_percentile25_ratio=12
recent_10_correlation_best_percentile50_ratio=12
recent_15%_loss_best_percentile25_ratio=12
top_10%_correlation_stddev_median_ratio=11
secondaryLockingMode_top=11
top_30%_correlation_percentile5_percentile25_ratio=11
top_20%_correlation_stddev_best_ratio=11
recent_15%_correlation_stddev_best_ratio=11
recent_10_loss_best_percentile25_ratio=11
recent_10_correlation_percentile5_percentile25_ratio=11
recent_10_correlation_kurtosis=11
recent_25_loss_percentile5_percentile25_ratio=10
all_correlation_stddev_median_ratio=10
top_10%_correlation_best_percentile25_ratio=10
recent_10_loss_stddev_best_ratio=10
top_10%_correlation_percentile5_percentile25_ratio=10
recent_15%_correlation_best_percentile25_ratio=10
top_20%_loss_stddev_median_ratio=9
top_10%_loss_stddev_median_ratio=9
recent_10_loss_kurtosis=9
top_10%_loss_percentile5_percentile25_ratio=9
recent_10_correlation_best_percentile75_ratio=9
all_loss_stddev_best_ratio=9
top_30%_correlation_stddev_median_ratio=9
top_30%_loss_stddev_best_ratio=9
recent_25_correlation_best_percentile75_ratio=9
recent_25_correlation_best_percentile25_ratio=9
recent_25_loss_best_percentile25_ratio=9
all_correlation_best_percentile50_ratio=8
top_30%_correlation_kurtosis=8
top_20%_loss_best_percentile50_ratio=8
recent_15%_correlation_skew=8
top_10%_correlation_best_percentile75_ratio=7
recent_15%_correlation_best_percentile50_ratio=7
recent_10_correlation_stddev_median_ratio=7
recent_25_loss_stddev_best_ratio=7
top_20%_correlation_stddev_median_ratio=7
top_30%_loss_percentile5_percentile25_ratio=6
top_30%_correlation_best_percentile25_ratio=6
all_loss_percentile5_percentile25_ratio=6
recent_25_loss_stddev_median_ratio=6
top_10%_loss_best_percentile50_ratio=6
recent_10_correlation_stddev_best_ratio=6
recent_10_loss_percentile5_percentile25_ratio=6
recent_25_loss_skew=6
all_loss_best_percentile25_ratio=5
top_30%_correlation_best_percentile75_ratio=5
all_correlation_skew=5
recent_10_correlation_best_percentile25_ratio=5
recent_15%_correlation_stddev_median_ratio=5
top_20%_correlation_best_percentile50_ratio=5
top_20%_loss_percentile5_percentile25_ratio=5
top_20%_correlation_best_percentile75_ratio=5
top_20%_loss_best_percentile25_ratio=5
recent_10_loss_best_percentile75_ratio=4
top_20%_loss_stddev_best_ratio=4
top_10%_loss_best_percentile75_ratio=4
top_10%_loss_stddev_best_ratio=4
top_10%_loss_best_percentile25_ratio=3
top_30%_loss_stddev_median_ratio=3
top_30%_loss_best_percentile50_ratio=3
top_30%_loss_best_percentile25_ratio=3
top_30%_loss_best_percentile75_ratio=2
secondaryProbabilityMode_correlation=2
recent_10_loss_stddev_median_ratio=2
top_30%_correlation_best_percentile50_ratio=2
secondaryProbabilityMode_fixed=1

pandas_categorical:null
