tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=13
objective=cross_entropy
feature_names=anmdc_ra adm_past_year agegroup_rm count_proc cc_dementia flag_emergency mental_health cc_cerebral_palsy cc_congestive_heart_failure cc_chronic_respiratory_failure cc_epilepsy cc_pulmonary_disease pat_remoteness indstat_flag
feature_infos=-1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 [0:295] -1:7:6:3:5:2:8:4:0:1:9 [0:48] -1:0:1 -1:1:0 -1:0:1 -1:0 -1:0:1 -1:0 -1:0:1 -1:0:1 -1:0:1:2:3 -1:0:1
tree_sizes=4163 4056 4115 4171 4159 4175 4170 4182 4190 4225 4121 4279 4169 4257 4166 4154 4128 4082 3949 4156 4211 4076 4058 3993 4217 4182 4151 4118 4142 4131 4106 4056 4267 3926 4003 4163 3927 4128 3974 3981 4055 3972 4234 4108 4152 4015 4140 4125 4146 3994 4107 4190 4054 4307 4212 4047 4091 3944 4190 4157 3971 4028 4214 4250 4190 3995 4052 4240 4161 4185 4054 4049 4193 4100 4064 4066 4107 4157 4065 4161 4177 4004 4150 4139 4110 4222 4060 4096 4008 4077 4129

Tree=0
num_leaves=40
num_cat=26
split_feature=0 1 6 4 5 3 8 2 1 5 2 0 5 2 10 3 6 1 5 2 2 7 10 5 3 11 3 2 2 5 5 0 3 3 1 1 5 1 3
split_gain=16726.3 8720.82 1669.34 1180.52 952.506 1438.99 771.987 587.86 507.123 268.493 263.214 231.902 152.523 94.4701 88.22 86.9142 82.0301 42.2953 40.4408 40.2064 33.1853 28.4458 27.5647 26.0253 22.0114 20.1233 17.748 15.1569 12.6495 9.68058 9.2283 7.12008 3.86688 3.46854 2.97916 2.86018 2.25976 1.9291 1.80496
threshold=0 1.5000000000000002 1 2 3 1.0000000180025095e-35 4 5 2.5000000000000004 6 7 8 9 10 11 2.5000000000000004 12 1.0000000180025095e-35 13 14 15 16 17 18 18.500000000000004 19 12.500000000000002 20 21 22 23 24 1.0000000180025095e-35 10.500000000000002 3.5000000000000004 14.500000000000002 25 1.0000000180025095e-35 11.500000000000002
decision_type=9 2 1 1 1 2 1 1 2 1 1 9 1 1 1 2 1 2 1 1 1 9 1 1 2 1 2 1 1 1 1 9 2 2 2 2 1 2 2
left_child=1 2 7 6 5 -3 8 12 10 11 16 13 -1 -10 21 28 20 32 38 -13 -2 -12 25 -17 -7 -11 29 -16 37 -4 33 -18 -8 35 -20 -5 -34 -9 -19
right_child=3 4 26 30 -6 24 17 15 9 22 14 19 -14 -15 27 23 31 18 34 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=-7.0549438297179501 -7.3396871697325814 -7.0563655882532652 -6.7208787955262181 -7.1295405296083025 -7.1996821964517048 -5.8960350111797712 -7.3679084182703569 -7.3722001000686941 -7.3532549511736613 -7.4294766816798399 -7.4517054923464583 -7.3443352259013048 -7.3679084182703569 -7.222309723601672 -7.3152989344434403 -7.2236642274653864 -7.3679084182703569 -7.1811993166297459 -7.3782737682518826 -7.4176638335801313 -7.4014847127189345 -7.3406896652729383 -7.324201663266475 -7.3715610284287978 -7.3679084182703569 -7.3572929019706628 -7.3679084182703569 -7.3845208439927026 -7.4196515799249223 -7.3391839720974072 -7.3493982721783162 -7.2779536220049499 -7.3189857578709665 -7.3679084182703569 -7.3408036766835965 -7.3679084182703569 -7.3679084182703569 -7.3459775762182469 -7.3679084182703569
leaf_weight=98.083157796296291 76.947410133550875 34.386565363500267 56.069492368027568 112.13205043564085 19.953134246636182 79.356764332042076 12.459677062579429 34.757235240191221 106.4698789519025 390.88462318049278 4248.9679936071625 91.049886003369465 17.41644107690081 184.30235797469504 30.75614390114788 10.939804489957169 17.084855438908562 100.77240557514597 13.500452515669169 142.92475701170042 328.53202424617484 6.1551372040994456 4.7909711953252545 9.4344309091102332 0.089515514438970878 26.035146100912243 0.82266018551308562 25.937435504165478 115.26761500479188 4.1794919769745311 10.497270045336334 48.426002138643526 42.502848802949302 0.33410720177926023 5.4011896317824712 0.27422006183769454 6.0366237061098209 10.181444181012919 0.76844656409229983
leaf_count=155591 122063 54548 88944 177877 31652 125885 19765 55136 168895 620067 6740211 144434 27628 292362 48789 17354 27102 159857 21416 226724 521156 9764 7600 14966 142 41300 1305 41145 182851 6630 16652 76819 67423 530 8568 435 9576 16151 1219
internal_value=-7.36791 -6.82966 -7.12133 -7.41496 -6.20778 -6.10735 -7.42193 -7.25115 -7.42863 -7.36218 -7.44179 -7.31547 -7.1104 -7.26178 -7.4494 -7.37548 -7.36914 -7.23338 -7.20208 -7.38876 -7.38806 -7.45129 -7.41926 -7.25949 -5.89732 -7.42389 -6.74105 -7.34107 -7.40698 -6.73664 -7.14036 -7.28577 -7.33278 -7.13098 -7.36364 -7.13019 -7.32407 -7.36434 -7.18211
internal_weight=0 490.938 357.152 6033.94 133.786 113.833 5910.71 296.08 5729.26 946.458 4782.81 524.747 115.5 290.772 4311.82 180.581 470.99 181.442 120.442 233.975 405.479 4255.12 421.711 20.3742 79.4463 416.92 61.0716 56.6936 160.206 60.249 123.238 65.5109 60.9991 112.74 18.9016 112.406 48.5395 44.9387 101.541
internal_count=10350532 778783 566556 9571749 212227 180575 9376255 469677 9088431 1501382 7587049 832415 183219 461257 6839909 286458 747140 287824 191060 371158 643219 6749975 668967 32320 126027 661367 96879 89934 254138 95574 195494 103921 96764 178842 29984 178312 76999 71287 161076
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=17 1 1 2 1 960 2 768 3411534 2 30 1 1 2 961 512 1 1 2 1 240 44 2 2 1651372 2
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=24
split_feature=0 3 4 2 8 1 1 5 2 5 0 10 1 0 3 6 5 11 11 7 10 11 12 3 5 2 3 1 1 6 3 6 3 1 6 1 7 1 1
split_gain=8081.95 1730.08 895.223 737.592 643.528 473.169 272.244 266.379 254.53 220.298 173.532 84.117 83.5438 71.7425 70.5199 38.8434 37.7941 37.2946 34.8688 27.6641 26.1415 18.7205 18.4594 17.1655 18.5067 13.6335 10.9756 8.51818 6.13668 5.31185 2.4809 2.45344 2.00039 0.909392 0.777937 0.58328 0.571673 0.463262 0.3683
threshold=0 2.5000000000000004 1 2 3 2.5000000000000004 1.0000000180025095e-35 4 5 6 7 8 3.5000000000000004 9 1.5000000000000002 10 11 12 13 14 15 16 17 1.0000000180025095e-35 18 19 18.500000000000004 57.500000000000007 1.0000000180025095e-35 20 10.500000000000002 21 9.5000000000000018 3.5000000000000004 22 50.500000000000007 23 1.0000000180025095e-35 32.500000000000007
decision_type=9 2 1 1 1 2 2 1 1 1 9 1 2 9 2 1 1 1 1 9 1 1 1 2 1 1 2 2 2 1 2 1 2 2 1 2 9 2 2
left_child=1 3 4 12 5 8 16 26 13 10 14 19 31 15 -7 -2 -5 -12 23 -10 21 -11 37 -6 32 -13 -3 -8 -20 -15 35 -1 -25 -26 -18 36 -24 -4 -14
right_child=2 7 22 6 18 9 27 -9 11 20 17 25 38 29 -16 -17 34 -19 28 -21 -22 -23 30 24 33 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.051952243671415411 0.0097136744269940428 0.49975530494896819 0 0.11335026687666816 -0.00015978950265064517 0.045686765859788904 0.29842861047203079 0.046262750874495988 -0.082382857818132538 -0.059307541481354621 -0.03578299457510719 0.049109937055084318 0.099480380805294602 -0.042187921222196036 0.15203946708084634 0.10070430359777099 -0.016844674916451911 0.05829970512939351 0.021438842105714354 0.026624115877054478 0.042828412588897295 0.010069805040866152 0.19752187741170416 0.08911015666703917 -0.014430517078259484 -0.016068349112926757 0 0 0.19065003869858965 0 0 0 0 0.0046040555879352883 0 0 0 0.017342465899144864 0
leaf_weight=138.31646687700413 183.17913559632143 266.36129513574997 11.689710808510428 132.58718570420751 29.073681715759449 216.31570107809966 251.73341934592463 21.951259892666712 3907.8232300312375 367.57209201122168 208.05438126123045 32.415317639708519 18.106505516043402 213.66540673788404 104.87006958783604 42.231064585386775 16.887478765274864 21.160354792024009 15.28206033434253 6.3247530430089673 5.0047301221638909 26.312639500247315 126.25748135015601 97.40146519523114 13.23002132563852 25.51064029452391 0.60019683977588911 0.97495684045134012 43.616897882893682 27.831590386806056 0.31725608068518241 6.1326781079987986 2.1723244900349519 3.4573625484481445 1.2585503677837575 0.074379134108311429 0.072816708299796029 15.156810348620636 0.12388983077835192
leaf_count=198370 296631 164585 14897 155387 41206 312347 179627 33116 6740211 620067 337431 48789 12304 346588 148910 61275 27037 33727 23419 9764 7600 41300 160435 134600 21131 41145 867 490 58938 42646 502 4966 3192 5338 1940 117 95 19448 94
internal_value=0 0.278491 -0.0444092 0.164577 -0.0514158 -0.0582377 0.230004 0.473018 -0.0718639 0.00542281 0.0456982 -0.0799184 -0.0176897 -0.000433978 0.0887603 0.036339 0.0974561 -0.0194479 0.111692 -0.0819295 -0.0487603 -0.0535805 0.173401 0.0602057 0.074289 0.0250627 0.49888 0.297407 0.172171 -0.0361095 0.184845 -0.0496338 0.0874821 -0.00363679 -0.010712 0.197242 0.197383 0.0106698 0.0989675
internal_weight=0 855.034 5746.07 566.121 5592.5 5388.27 403.442 288.913 4438.98 949.29 550.401 3972.07 162.68 466.907 321.186 225.41 150.733 229.215 204.234 3914.15 398.889 393.885 153.568 145.335 116.261 57.926 266.961 252.708 58.899 241.497 126.722 144.449 99.5738 16.6874 18.146 126.405 126.33 26.8465 18.2304
internal_count=10350532 778783 9571749 580215 9376255 9088431 364481 198568 7587049 1501382 832415 6839909 215734 747140 461257 357906 184364 371158 287824 6749975 668967 661367 195494 205467 164261 89934 165452 180117 82357 389234 161149 203336 137792 26469 28977 160647 160530 34345 12398
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=17 1 7 1 2 768 2 3411534 1 32771138 1 2 1 1 1 1 1 2 2 240 1 1 1 1
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=28
split_feature=0 9 2 4 6 1 2 1 1 5 3 12 8 10 7 1 2 0 5 5 8 10 1 10 0 11 0 2 1 0 0 5 0 1 5 3 3 11 3
split_gain=5196 778.317 773.99 704.421 669.266 594.931 348.968 240.438 205.876 157.633 124.731 115.408 89.3293 85.0985 75.2955 75.272 67.9382 61.4321 45.4226 40.2557 32.4944 30.3205 27.4092 22.5245 21.7552 19.8121 19.7861 18.3075 15.7968 15.2257 11.9051 8.07156 7.09408 6.65928 6.47713 6.44004 5.57484 5.32057 5.12547
threshold=0 1 2 3 4 3.5000000000000004 5 2.5000000000000004 3.5000000000000004 6 1.5000000000000002 7 8 9 10 1.0000000180025095e-35 11 12 13 14 15 16 16.500000000000004 17 18 19 20 21 1.0000000180025095e-35 22 23 24 25 30.500000000000004 26 13.500000000000002 3.5000000000000004 27 11.500000000000002
decision_type=9 9 1 1 1 2 1 2 2 1 2 1 1 1 9 2 1 9 1 1 1 1 2 1 9 1 9 1 2 9 9 1 9 2 1 2 2 1 2
left_child=1 3 4 5 7 6 23 12 14 22 28 15 16 17 20 30 32 -10 -12 -17 21 -4 26 36 -18 27 -9 -19 -8 -13 31 -6 -2 38 -14 -7 -1 -11 -3
right_child=2 33 8 -5 11 35 10 9 13 37 18 29 34 -15 -16 19 24 25 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.057636041764823592 0.04566455282461615 0.58488257574069547 -0.087236039179791947 0.45599796055719238 0.082968043133916147 0.27465544115314594 0.021899597033165363 0.10756368047121745 0.043645522837569131 -0.037306602882593791 0.16734035352374488 0.036757578367117912 0.04104745527256131 0.12785405476808612 0.068717203117305101 0.18808163320570329 -0.020821002140937656 0.01972956027977836 0.0082478491387140418 0.021570967695171681 0.015309011079730176 0 -0.0082358640740607808 0.043076452143330515 -0.064816555634873596 0.025801655945354274 0.0034491694865184958 -0.053364343517407514 0.080761927628312122 -0.015598230679350029 0 0 -0.0016518208024030882 0 -0.007138007949736372 0 0 0.0044611596263990456 0
leaf_weight=132.56766289990628 39.617192286881618 24.741003916482448 2685.0772642408847 56.121972335036844 85.829677018977236 232.94769068883033 127.40969915891765 180.10590581357246 80.39826694119256 145.32675129704876 369.8458060414996 84.993627059506252 97.562573542702012 13.005906205333302 9.1151421239483152 176.83517354959622 228.84847015020205 16.785425357404165 26.334082855202723 29.209559171868023 18.552931104495656 44.879823657742236 16.845811037055682 2.1462947188992976 1015.7266208743677 16.8899668554659 40.206981549214106 272.70938665117137 141.33076674415497 61.844169329269789 46.88321720919339 9.373559295840094 38.269044674641918 0.1459283625590605 13.065557460882699 0.49420887109590594 10.947773155465255 14.983295411744619 0.11180385656189074
leaf_count=192212 60509 9005 4993210 24673 113985 82747 147604 234754 124093 258989 180564 122365 126678 18407 13859 224807 410081 26228 36536 47668 24848 68974 23306 1214 1852605 24780 61673 454589 94555 95636 69277 15827 61554 46 20314 225 9339 22733 63
internal_value=0 0.190629 -0.041756 0.16796 0.00202932 0.139892 0.0925276 -0.0259949 -0.0737209 0.0402978 0.121374 0.101845 -0.0450356 -0.00559348 -0.0835881 0.130007 -0.0523637 -0.0196805 0.158794 0.171489 -0.0849377 -0.0858867 0.0882106 -0.0402997 -0.0578606 -0.0397169 0.0968869 -0.0477854 0.0588612 0.0144825 0.0562538 0.0700592 0.0271991 0.581672 0.0329146 0.273952 -0.0528302 -0.0317386 0.583486
internal_weight=0 1125.14 5482.94 1100.15 2325.53 1044.02 810.582 1830.56 3157.41 397.469 664.92 494.969 1433.09 399.789 2757.63 348.131 1322.46 386.783 396.18 206.045 2748.51 2729.96 237.159 145.662 1244.58 306.385 220.313 289.495 268.74 146.838 142.086 95.2032 77.8862 24.9987 110.628 233.442 143.515 160.31 24.8528
internal_count=10350532 778783 9571749 769669 3822761 744996 662024 3133196 5748988 601455 459259 689565 2531741 648097 5100891 471564 2384749 629690 217100 272475 5087032 5062184 319733 202765 2262686 505597 296427 480817 242159 218001 199089 129812 122063 9114 146992 82972 201551 281722 9068
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=17 1 960 1 1 3 2 1 1 1 1 512 1317408 2 2 1 1 1 23921154 1 2428522 1 2895426 8654658 2 10751042 2 1
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=29
split_feature=0 2 6 9 10 2 4 1 1 5 1 10 12 2 11 3 7 1 1 8 0 11 0 3 10 8 7 0 13 0 0 3 5 11 2 0 3 1 8
split_gain=3805.92 709.805 520.061 448.505 404.957 407.366 249.047 206.661 204.615 151.117 121.302 102.662 76.0359 71.101 62.474 52.3487 51.0718 45.7797 45.2674 43.2786 33.7669 29.6536 33.305 22.1905 19.9665 20.4946 19.5381 14.9517 14.4659 12.9794 12.84 8.77878 8.3366 7.47358 6.56466 6.34281 5.868 5.02701 4.28727
threshold=0 1 2 3 4 5 6 1.5000000000000002 2.5000000000000004 7 4.5000000000000009 8 9 10 11 2.5000000000000004 12 1.5000000000000002 5.5000000000000009 13 14 15 16 4.5000000000000009 17 18 19 20 21 22 23 9.5000000000000018 24 25 26 27 2.5000000000000004 1.0000000180025095e-35 28
decision_type=9 1 1 9 1 1 1 2 2 1 2 1 1 1 1 2 9 2 2 1 9 1 9 2 1 1 9 9 1 9 9 2 1 1 1 9 2 2 1
left_child=3 2 7 4 5 18 10 13 16 21 15 14 17 35 20 -7 24 23 36 27 28 22 -9 30 25 -3 -22 -15 -10 37 -4 -12 -19 -11 -16 -2 -1 -14 -31
right_child=1 8 12 -5 -6 6 -8 9 11 33 31 -13 29 19 34 -17 -18 32 -20 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 38 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.054850924325926934 0.046082637675986318 -0.087270645255017765 0.049940050436633437 0.403566807975895 0.39870155222225034 0.061384998463304447 0.29021408984889357 0.067469163040505126 -0.011049714425957374 -0.043460499243144685 0.19273167778498232 0.12444999245497249 0 -0.02281357954706667 0.076279740936220697 0.12333392622358511 0.047490511673553004 0.16534616896131088 0.065300750643161917 0.011914456260285176 -0.058157164484794459 0.11743271684809245 0.0021947304826924838 0.11696888035411371 -0.0043297079169434391 0.0036168422037581079 0.034421464730613416 -0.066770841943091824 0.05039141532064894 -0.029700861435679848 -0.002042161324532736 0 0.020020519731263182 0.0025768603072236439 -0.00069886802125507794 0 0 0.047819316589725554 0.010062390156162801
leaf_weight=126.96304855099879 46.230679000203963 2341.3101383601897 139.98862983018626 44.412411171069834 30.332304918032605 452.09512950893259 84.965183277265169 150.41156404966023 113.82067215192365 205.03927625005599 185.58636323071551 19.447377622767817 35.823028934712056 195.6535460530431 21.824550254095811 358.05852217884967 8.6424245639354904 127.48167948034825 14.733191412698941 72.706683876283932 328.02634294820018 58.740593654627446 165.3767724125064 52.019208632409573 41.049503875139635 16.312490436714143 1.2443760072928842 828.43343521363568 21.190337575681042 45.351224629906937 54.894588741881307 1.1637472737347696 18.315243992721662 23.603975798352621 13.364008518867193 36.91277437278768 25.770186642883345 57.915069058712106 9.9700613346067239
leaf_count=187749 67334 4782622 168767 9114 11229 333793 23806 198741 186826 383638 47902 24985 52461 358295 30753 138173 12303 131509 6031 95525 571635 74610 246661 66403 63488 21719 1871 1613579 32599 74277 75773 299 29112 38579 20187 56234 20687 78611 12652
internal_value=0 -0.0392003 0.00205579 0.148133 0.131128 0.1152 0.136515 -0.0240562 -0.0716647 0.0224929 0.116357 -0.0133418 0.0853126 -0.0480673 -0.0260209 0.0925476 -0.0840888 0.106297 -0.0263758 -0.0546611 -0.0373389 0.0601161 0.0393236 0.066408 -0.0852671 -0.0864786 -0.0526614 -0.0603955 0.00394476 0.0131354 0.0377745 0.191157 0.155329 -0.0378003 0.0671692 0.0298838 -0.0475732 0.0322958 -0.0161118
internal_weight=0 5251.1 2324.87 1324.08 1279.67 1249.34 1081.87 1783.11 2926.23 603.172 996.904 518.918 541.759 1179.94 499.47 810.154 2407.31 392.699 167.466 1096.79 464.282 374.529 315.788 246.902 2398.67 2357.62 329.271 1024.09 135.011 149.059 194.883 186.75 145.797 228.643 35.1886 83.1435 152.733 93.7381 55.3213
internal_count=10350532 9571749 3822761 778783 769669 758440 543973 3133196 5748988 942229 520167 868856 689565 2190967 843871 471966 4880132 471564 214467 2067399 792931 520012 445402 310943 4867829 4804341 573506 1971874 219425 218001 244540 48201 160621 422217 50940 123568 208436 131072 86929
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=17 960 1 1 1 3 1 2 1 1 512 1 1 1 30710816 1 2426442 1 1 1 23921154 1 11284034 10751306 2 1 48 10751682 1
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=29
split_feature=0 2 2 6 9 1 4 1 7 5 1 1 10 3 2 1 11 8 7 5 0 10 2 11 0 7 8 10 13 3 3 5 11 3 12 12 3 2 0
split_gain=2943.09 579.79 375.594 360.385 222.084 194.032 182.308 167.357 162.645 109.327 105.803 89.2574 84.8876 71.144 62.0918 56.6961 55.9529 40.2812 38.0565 29.3069 27.8565 24.6468 19.2005 19.1636 20.3802 18.0871 16.3674 13.0455 12.6637 7.56223 7.18171 7.11995 6.9854 6.75783 6.31303 6.27516 5.50425 5.40769 5.1576
threshold=0 1 2 3 4 2.5000000000000004 5 1.5000000000000002 6 7 4.5000000000000009 4.5000000000000009 8 1.5000000000000002 9 1.0000000180025095e-35 10 11 12 13 14 15 16 17 18 19 20 21 22 9.5000000000000018 7.5000000000000009 23 24 2.5000000000000004 25 26 4.5000000000000009 27 28
decision_type=9 1 1 1 9 2 1 2 9 1 2 2 1 2 1 2 1 1 9 1 9 1 1 1 9 9 1 1 1 2 2 1 1 2 1 1 2 1 9
left_child=2 3 11 7 6 18 8 14 10 23 13 21 16 -4 38 22 20 31 26 35 28 33 34 24 -9 -22 27 -3 -7 -12 -6 -16 -11 -1 -5 -17 -24 -18 -2
right_child=1 5 4 15 30 12 -8 9 -10 32 29 -13 -14 -15 17 19 37 -19 -20 -21 25 -23 36 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.060117650158031943 0.040894015676654724 -0.086560181529820396 0.034153403880319455 0.053754974935695934 0.3019767949861632 -0.014204085152405843 0.22974838500706296 0.053831194959877815 0.32816769085848552 -0.04114953623095486 0.15437134641433359 0.097434806348693226 0.10965576781428506 0.094486642510390295 -0.045378055182869755 0.10401988437507835 0.070363864010909577 0.010848228434216562 0.034199865141439793 0.0056553313219243244 -0.058774206343012884 0.042298718544164421 -0.022459142300066064 0.094035633457393242 0.0020289261662910169 0.031783100398556828 0 -0.010026418000280484 0.041377624926022719 0 0.00029914759365424977 -0.074725345147807223 0.0030245910313410336 0 -0.00011649679515379985 0.0021812377943333464 0.015954558621223237 -0.00011584004306136997 0
leaf_weight=145.21317914349493 45.14724335091887 2091.0169364606263 378.7337162149488 80.270912680600304 62.642774061125237 129.58895987516735 128.38112357503269 147.78683081350755 6.8929807565291403 194.12795786387869 241.10518951632548 27.678708615712821 21.50384933874011 616.68253955570981 548.02216332950047 275.02122935611987 22.796294221712742 70.988850395951886 8.7433614333858696 47.581812842108775 280.11507710639853 5.1182992082322007 80.839167032565456 62.736247737135272 165.71004348591669 1.111136168881784 16.291096257045865 39.991784883721266 25.159234441351146 1.3868346315575752 2.8753702862013588 392.59964023379143 23.371130459185224 25.038079348421888 23.055380557314493 24.571255448681768 21.730979286599904 13.052749386057256 36.896433047833852
leaf_count=249379 62883 4660486 348613 85972 8820 216962 33788 182800 2272 379429 62641 10992 24437 286129 1107094 276004 29852 92255 11870 75719 522728 1855 128611 71033 246612 1629 21622 62215 37744 478 442 816889 38118 22057 29996 31633 32505 19759 56209
internal_value=0 -0.0391415 0.114058 -0.00135752 0.13191 -0.0704868 0.118637 -0.0245359 0.101805 0.0172916 0.0925729 -0.0120869 -0.0125395 0.0734946 -0.047366 0.0664446 -0.024929 -0.0539295 -0.0835769 0.0900063 -0.0363162 -0.0431302 0.0190499 0.0488554 0.0315175 -0.0527291 -0.0846589 -0.0854219 0 0.153074 0.29613 -0.0598672 -0.0353995 -0.0531486 0.0429636 0.100759 -0.00956727 0.0624526 0.0261374
internal_weight=0 4889.83 1641.75 2240.46 1438.7 2649.37 1373.18 1687.39 1244.8 593.732 1237.91 203.048 493.327 995.416 1093.65 553.071 471.823 1011.61 2156.04 347.174 435.974 175.37 205.896 376.233 313.497 281.226 2147.3 2131.01 154.748 242.492 65.5181 940.622 217.499 170.251 103.326 299.592 102.57 35.849 82.0437
internal_count=10350532 9323066 1027466 3713762 743183 5609304 733921 3053322 700133 917992 697861 284283 853111 634742 2135330 660440 828674 2016238 4756193 383356 779063 273291 277084 500445 429412 524357 4744323 4722701 254706 63119 9262 1923983 417547 271436 115968 307637 161116 49611 119092
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=17039377 960 3 1 1 1 1 2 1 512 1 1 1 2 15768616 1 768 1 2164298 1 1 1 1 2 1 1 3 48 10489538
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=29
split_feature=0 2 10 2 5 1 1 9 4 1 10 6 11 0 11 7 1 12 0 3 6 3 3 7 8 2 4 10 3 1 13 2 5 8 0 2 1 0 10
split_gain=2295.97 531.897 312.049 318.364 291.134 214.821 191.817 108.663 92.8294 86.8055 73.3557 62.33 58.7811 53.2658 49.9707 36.8738 34.7557 25.7715 25.305 21.5737 21.5121 20.0518 19.5536 17.3963 15.9372 15.316 14.8508 12.7634 12.7013 11.6301 11.1834 8.06634 7.32904 7.21906 5.86968 4.98569 4.43828 4.37147 4.29826
threshold=0 1 2 3 4 1.0000000180025095e-35 2.5000000000000004 5 6 3.5000000000000004 7 8 9 10 11 12 1.0000000180025095e-35 13 14 1.5000000000000002 15 2.5000000000000004 3.5000000000000004 16 17 18 19 20 4.5000000000000009 2.5000000000000004 21 22 23 24 25 26 5.5000000000000009 27 28
decision_type=9 1 1 1 1 2 2 9 1 2 1 1 1 9 1 9 2 1 9 2 1 2 2 9 1 1 1 1 2 2 1 1 1 1 9 1 2 9 1
left_child=2 4 3 9 5 11 15 8 16 21 14 22 13 25 18 24 19 -18 30 -5 29 -1 33 -20 27 -7 -15 -3 34 38 -8 -24 36 -2 -13 -16 -11 -14 -6
right_child=1 6 -4 7 20 12 10 -9 -10 32 -12 28 37 26 35 -17 17 -19 23 -21 -22 -23 31 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.052178315612257137 -0.053361518974205983 -0.085360097386735015 0.28879371745545007 0.0080709978221619669 -0.070508157900108878 0.081718350717897875 -0.013238595329397152 0.21098408680487482 0.16652150081308348 0.011066037636282774 0.099988857165534129 0.028241309880057422 -0.0024145402103345182 -0.0037273227820095035 0.065974652926979502 0.033154817671118379 0.038236790821499417 0.1005369410408633 -0.056529793007250244 0.062978531542649638 -0.00013648381122857264 0.010279355688254921 0.026109574295378808 0.031631336404797657 0 0.028808061304904126 0.048878927874491218 -0.0095105294625765155 0.059834927552775953 -0.024571121728791574 0.038692028647526383 -0.018286167015387721 0 0 -0.006378433789588152 -0.00011445029193917026 0.10236583536167665 0.10327770341356619 0
leaf_weight=189.22082070005126 342.71949814027175 1918.1674986479338 56.320957593270577 141.05369566241279 447.39684090256924 197.06990737747401 127.81555855931947 82.207874772197101 154.55829164211173 23.924527159775607 23.991050748794805 29.380471264768858 6.1077445410774089 296.98013399215415 24.455326858209446 9.0470905044348893 197.30377403780585 688.81430915789679 264.14243783554411 191.27232637943234 75.095792481733952 46.046885221992852 34.521742206357885 1.1469667249475595 16.291745282884222 224.58309066784568 33.108236762403976 39.593324754619971 40.67495681066066 142.25054460961837 26.226252953929361 49.306350847706199 6.8977033029077566 30.892594207427464 111.5746194391977 13.052012285217641 28.231384929793421 166.52938627754338 2.9733956764102905
leaf_count=318785 706689 4661366 14659 158588 978547 215790 217050 8698 32644 9179 24437 36625 7523 463481 29852 11870 72045 242151 522728 121979 121840 33272 58821 1629 21623 295551 25293 62215 48695 278713 37753 102549 5926 42202 145644 19760 8058 181107 5195
internal_value=0 -0.0366152 0.0948659 0.0842242 -0.000912046 0.0225506 -0.0682946 0.102708 0.09237 -0.0101396 -0.0103978 -0.0211433 0.0527878 0.0373026 -0.0226153 -0.0821586 0.0789482 0.0902138 -0.0339534 0.0430993 -0.0549 -0.039043 -0.0403491 -0.0502559 -0.0833252 0.0591247 0.00423116 -0.0841437 0.0246724 -0.0610167 0 0.000111221 0.0748649 -0.049504 0.00405128 0.058458 0.083471 0.103232 -0.0696502
internal_weight=0 4695.09 1805.85 1749.53 2231.17 1563.45 2463.93 1455.21 1373 294.321 480.83 639.07 924.378 751.741 456.839 1983.1 1218.44 886.118 419.331 332.326 667.717 235.268 457.44 265.289 1974.05 421.653 330.088 1957.76 181.63 592.621 154.042 83.8281 59.0536 373.612 140.955 37.5073 52.1559 172.637 450.37
internal_count=10350532 9324548 1025984 1011325 3714265 2329970 5610283 636105 627407 375220 853209 1141225 1188745 1000115 828772 4757074 594763 314196 779160 280567 1384295 352057 910261 524357 4745204 511341 488774 4723581 230964 1262455 254803 161370 23163 748891 182269 49612 17237 188630 983742
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=262161 960 1 15 2 1 1 1 1 1 6360642 1 1 2 32545832 1 1 1 768 1 1 1 768 2 1 3136 48 4722816 1
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=27
split_feature=0 2 6 10 2 1 7 5 9 1 2 4 1 1 3 1 2 8 11 0 3 3 0 2 12 12 11 3 13 10 5 11 10 0 7 1 8 3 3
split_gain=1808.83 493.736 329.001 195.609 224.213 175.959 113.669 96.446 88.1791 82.7178 67.3482 65.2909 56.3814 48.1206 43.1159 38.9056 34.5445 32.4046 26.1221 25.4593 23.3043 17.6825 14.0961 13.5042 12.9143 11.4621 11.1983 15.1964 11.1353 10.2585 9.35964 9.2779 8.15506 7.48759 7.40589 6.70482 5.25779 4.82176 4.18033
threshold=0 1 2 3 4 1.5000000000000002 5 6 7 3.5000000000000004 8 9 1.5000000000000002 4.5000000000000009 2.5000000000000004 5.5000000000000009 10 11 12 13 1.5000000000000002 1.5000000000000002 14 15 16 17 18 4.5000000000000009 19 20 21 22 23 24 25 8.5000000000000018 26 2.5000000000000004 6.5000000000000009
decision_type=9 1 1 1 1 2 9 1 9 2 1 1 2 2 2 2 1 1 1 9 2 2 9 1 1 1 1 2 1 1 1 1 1 9 9 2 1 2 2
left_child=3 2 5 4 15 10 9 18 11 -3 19 13 16 14 -6 37 25 34 21 36 28 -7 -14 -15 -24 33 27 -18 29 -11 -21 32 -9 -4 -12 -22 -2 -1 -8
right_child=1 6 12 -5 8 7 38 31 -10 20 17 -13 22 23 -16 -17 26 -19 -20 30 35 -23 24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.055230652918417222 -0.04140916678544973 -0.085873305032794001 -0.0031880199790609593 0.21984676179874485 0.029645104590583157 0.0027389751180505466 0.10441867228482844 -0.044238383545363399 0.16959447791019908 -0.052564767559659442 -0.067763568714275996 0.13169309530427578 0.0032033285827866862 0.027122630655318215 0.072542176132755168 0.051244405103727408 -0.031319093148663553 0.01026843896269038 0.082220405341061675 0.02886665614440051 0 0.046267664955580691 0.10672312904351336 0.11446569049933526 0.018269293789237726 0 0.028288122638352217 0.024979819493698881 0.0092104013355873635 0.013384095019100607 -0.018287612970727792 0.0067651205054435632 0.016370411821416925 0.068550854261205843 0.0067070271246746542 0.046607114682741341 0 0 0
leaf_weight=135.03804516259697 130.32364070095355 1551.3322040824569 12.665916939731686 74.834600392438006 603.6749173347489 240.40946615196299 10.59858982497826 231.63371479106718 103.67239869438345 153.23932990821777 899.46017572862911 182.1137451834511 41.354009711067192 80.665587224648334 510.47700492874719 20.184673971438315 140.21717151129269 42.519822428177577 83.547586049768142 139.87479513397557 50.73272569666733 146.98893335775938 182.40675438693142 219.91115068935324 63.108460005896632 39.613948937330861 44.806490069138817 35.588987538852962 23.094447636423865 7.0354913532501078 25.055633791402215 27.118921695451718 1.7938393781078037 138.48570619150996 0.92519764113239844 20.4662638323789 34.377282393164933 27.362286813353421 1.3735117689939205
leaf_count=251421 265379 4007265 13216 14659 449934 338439 12988 497083 9047 301656 2175581 32656 51207 15055 176490 7198 243451 55548 80470 232258 90303 193587 163112 46969 79829 47516 72192 54386 37165 6524 50316 45278 2523 125215 1388 35437 43507 22555 1729
internal_value=0 -0.0341817 -0.00664028 0.0799231 0.0712631 -0.0273427 -0.0739361 0.0111598 0.0822288 -0.0772186 -0.0494527 0.0738549 0.050953 0.0636219 0.0509484 -0.0291437 0.0233952 -0.0624999 0.0376596 -0.00725723 -0.0199302 0.022112 0.0835684 0.100805 0.0907821 0.0502789 -0.00374698 -0.0164847 -0.037715 -0.0464394 0.0175517 -0.0346497 -0.0408225 0.0615608 -0.0671508 0.0205113 -0.0321414 -0.0486415 0.0977265
internal_weight=0 4520.15 2702.28 1957.93 1883.1 2004.03 1817.87 731.492 1700.51 1805.9 1272.54 1596.84 698.247 1414.73 1114.15 182.585 411.378 942.905 470.946 329.631 254.568 387.398 286.869 300.577 245.515 190.766 220.613 175.806 183.369 160.275 164.93 260.546 233.428 151.152 900.385 71.199 164.701 162.4 11.9721
internal_count=10350532 9324548 4831481 1025984 1011325 3981357 4493067 1157380 730151 4478350 2823977 721104 850124 688448 626424 281174 555976 2232517 612496 591460 471085 532026 294148 62024 242941 185947 370029 297837 345345 308180 282574 544884 499606 138431 2176969 125740 308886 273976 14717
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=262161 992 1 1 3 1 2 1 768 1 768 1 1 8925604 4796672 128 1 9 1 1 1 2 1 1 4796932 1 1
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=26
split_feature=0 2 5 1 7 6 2 1 11 1 6 0 7 3 10 1 0 12 11 5 3 8 2 8 10 1 3 3 0 7 4 0 13 1 3 8 1 3 10
split_gain=1436.78 451.833 270.61 208.842 164.401 151.024 117.892 114.232 68.931 66.3222 63.4639 47.0884 39.3077 36.208 32.3472 29.5436 27.0779 26.9117 24.7472 23.5737 22.6327 21.9611 20.5634 20.111 17.9269 13.8433 12.9243 11.03 10.1789 8.66357 8.5689 5.95286 5.14327 4.8638 4.73986 5.07793 4.65154 4.37845 4.80567
threshold=0 1 2 1.0000000180025095e-35 3 4 5 3.5000000000000004 6 3.5000000000000004 7 8 9 3.5000000000000004 10 2.5000000000000004 11 12 13 14 1.5000000000000002 15 16 17 18 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 19 20 21 22 23 21.500000000000004 11.500000000000002 24 5.5000000000000009 4.5000000000000009 25
decision_type=9 1 1 2 9 1 1 2 1 2 1 9 9 2 1 2 9 1 1 1 2 1 1 1 1 2 2 2 9 9 1 9 1 2 2 1 2 2 1
left_child=4 2 3 10 5 6 9 12 11 37 22 20 34 15 16 19 29 -7 24 -8 -5 -13 -2 -24 30 -20 -17 31 -10 -9 -4 -12 -18 -15 35 -3 -11 38 -1
right_child=1 7 18 8 -6 17 13 14 28 36 27 21 -14 33 -16 26 32 -19 25 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.05194796929327377 0.011396563223781252 -0.085044616736087084 -0.063622092457486151 0.021338887514801227 0.25147093051073538 0.11142068677396924 0.030088483668043661 -0.048769353333658422 -0.0061881365996516976 0.0013292395169055993 0.015668499436798908 -0.012773301046207367 0.033350142449442233 0.090054163286685376 0.069362338939112519 0.11592094760387839 0 0.046147917548621943 -0.022888459070970688 -0.028341032497652893 0.067056296051584738 0.040245260141213698 -0.05545380698128162 0.0082545550678994814 0.021946451511982535 0.041643423648054324 0.044786442180557613 0.037122788493369509 0.09046166291824069 0.016861292768239684 0.0012534231738662294 -0.019253479371470178 0.046301167952054939 0 0 0 0.071588490933496646 0 0.0028592412009362301
leaf_weight=186.04851948926807 46.149977419700008 1417.4071771336021 678.42875212588115 287.07740705212927 22.848710617399774 561.79864205248305 408.76118807209423 155.28799992008135 8.9984850994660501 23.183925915625878 47.282207655720413 311.38963238877477 10.486111582373267 252.58787136001047 16.039986979914829 38.506103954452556 64.357546226121485 220.27437097049551 81.474521430587629 52.258597026404459 251.15486569679342 71.199475865403656 449.96881202489021 38.330288431607187 6.897455416066804 16.587359188124537 257.2704384890967 104.83745414068107 217.13260124131921 0.80520276603056018 10.483826406096339 65.208361088152742 16.46945669624256 2.5526438712258814 7.2415039818442883 6.9465159761602981 32.82030249357922 9.7166203794185986 3.0370342225069171
leaf_count=327655 67941 3985543 1638824 377274 4212 130823 269542 327350 8105 10100 61986 526749 11837 67976 13862 21047 109900 59377 177725 59271 270252 73626 1093311 51234 10422 23310 49526 127888 210644 1041 12856 104039 22146 391 15205 9345 10401 6682 1114
internal_value=0 -0.0315368 -0.00565635 0.014759 0.0687066 0.063255 0.0399705 -0.0713971 0.0412836 -0.0184397 -0.025356 0.0269571 -0.082512 0.0547254 -0.00746589 0.0406426 -0.0210025 0.0977301 -0.0536766 0.0215274 0.044825 0 -0.0433524 -0.0487452 -0.0600863 -0.00243182 0.0647902 0.0175779 0.0884603 -0.0419033 -0.0622064 -0.00251277 0.0191263 0.0886937 -0.0842331 -0.0846353 0.0566008 -0.046346 -0.0494274
internal_weight=0 4387.64 2692.6 1898.73 2071.66 2048.82 1266.74 1695.04 1146.95 254.806 751.777 920.821 1442.08 1011.94 252.96 756.796 236.92 782.073 793.872 461.02 538.232 382.589 534.449 488.299 695.81 98.0619 295.777 217.328 226.131 156.093 688.913 112.491 80.827 255.141 1431.6 1424.35 56.0042 198.802 189.086
internal_count=10350532 9332415 4836186 2973049 1018117 1013905 823705 4496229 1466650 355952 1506399 1247901 4021930 467753 474299 399386 460437 190200 1863137 328813 647526 600375 1212486 1144545 1662102 201035 70573 293913 218749 328391 1651680 166025 132046 68367 4010093 3994888 20501 335451 328769
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=262160 992 2 1 1 15 1 1 7409219 1 1 6906306 1 1 2 1 512 1 1 4198529 1 1 3138 1 1 1
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=27
split_feature=0 2 5 1 7 1 2 9 1 6 11 1 1 2 7 6 10 1 0 3 1 11 1 1 2 2 2 10 0 1 3 10 2 0 11 2 4 12 7
split_gain=1150.26 412.249 232.571 167.398 132.067 112.487 109.455 64.9807 55.8262 55.1646 46.438 49.861 45.6087 41.4534 37.9748 34.406 28.5924 26.1907 24.3435 20.8395 20.6052 20.2441 17.5649 25.1321 15.8963 14.811 11.0969 11.0867 11.0098 10.386 9.87536 8.91385 8.71575 8.24017 7.80406 7.03543 6.52996 4.92348 4.86624
threshold=0 1 2 1.0000000180025095e-35 3 3.5000000000000004 4 5 4.5000000000000009 6 7 1.0000000180025095e-35 5.5000000000000009 8 9 10 11 1.5000000000000002 12 4.5000000000000009 16.500000000000004 13 6.5000000000000009 1.5000000000000002 14 15 16 17 18 21.500000000000004 4.5000000000000009 19 20 21 22 23 24 25 26
decision_type=9 1 1 2 9 2 1 9 2 1 1 2 2 1 9 1 1 2 9 2 2 1 2 2 1 1 1 1 9 2 2 1 1 9 1 1 1 1 9
left_child=4 2 3 9 6 14 12 10 15 19 11 13 27 -8 -3 24 18 36 -7 32 -10 31 23 -12 -5 -20 -24 -1 -17 -13 33 -19 -2 -11 -14 -21 -4 -32 -27
right_child=1 5 17 8 -6 16 7 -9 20 30 22 29 34 -15 -16 28 -18 21 25 35 -22 -23 26 -25 -26 38 -28 -29 -30 -31 37 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.048084942829675549 0 -0.082874242974059209 -0.066896568458193612 0.025021417711601796 0.21349122351945718 0.020572121214909003 0.060047174233693247 0.1270899506999924 0.086113462269941043 0.018286308995004601 0.048695520694932916 0.088867983145179547 0.076580107400130534 -0.0066983252086613909 0.032189736280441521 -0.0053163721590849715 0.06523351498185076 -0.037024931835404777 0.022111089543339527 0.032808809150927508 0 0.028428228590302675 0.088032019820639365 0.010687614192121244 -0.0062915343265440987 -0.053178851885479744 0.011786205695967236 0.018358640883914857 0.050588759765966551 0 0.05068980098733581 0.021478571575637172 -0.051314686375866142 -0.018321180407029552 -0.001230542473673958 -0.012366016132102675 0 -0.0029746176380186611 0.004889738435378977
leaf_weight=146.9050506723288 40.802785085805226 1316.1158427845512 467.88953782056342 234.18712836882332 29.199893120210618 72.74612977571087 175.21839114412433 133.49494496401167 219.70556202717125 90.967477152560605 300.32302565564169 611.10214919599821 19.7507213690551 145.17849442880834 10.840904032695105 28.584184498700779 17.188135220319964 235.01902030449128 9.9497547649370972 20.22741321020294 32.498279006540542 37.722476397786522 73.448540203273296 473.26132444856921 346.02620094906888 147.1244417912967 66.788015496917069 6.2775289551354936 328.92386666272068 9.6034474162152019 42.252604072593385 2.9255843665450803 413.57894350227434 75.018172122974647 6.4147506498848115 36.43173769194982 7.5583516427723216 12.550013631000182 0.50786165264435013
leaf_count=272502 59857 4010093 1246067 299151 4212 115968 98846 9066 218499 114806 160710 211709 5134 147961 11837 30114 13862 544258 17879 34486 39154 59578 10558 81146 590970 325906 9337 1318 288762 3359 42243 3726 1032920 120190 2259 85223 9508 16674 684
internal_value=0 -0.0292958 -0.00497242 0.0134002 0.059161 -0.0692558 0.054329 0.060874 0.0362979 -0.0234 0.0543255 0.0705278 -0.0172117 0.0324856 -0.0810222 0.0231788 -0.00565005 -0.0511364 -0.019 -0.0408981 0.0763637 -0.0215263 0.0356102 0.0270835 0.00677116 -0.0382912 0.0678217 -0.0411636 0.0464475 0.0873003 0.0159525 -0.0328617 -0.0478102 0 0.0616946 0.00843343 -0.0654144 0.0437846 -0.0478068
internal_weight=0 4247.34 2672.87 1921.75 2196.97 1574.47 2167.77 1988.42 1189.93 731.829 1854.92 941.102 179.348 320.397 1326.96 937.721 247.516 751.115 230.328 511.041 252.204 275.667 913.821 773.584 580.213 157.582 140.237 153.183 357.508 620.706 220.788 237.945 454.382 165.986 26.1655 56.6592 475.448 54.8026 147.632
internal_count=10350532 9332415 4836186 2973049 1018117 4496229 1013905 732692 1466650 1506399 723626 461875 281213 246807 4021930 1208997 474299 1863137 460437 1212486 257653 607562 261751 241856 890121 344469 19895 273820 318876 215068 293913 547984 1092777 234996 7393 119709 1255575 58917 326590
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=262160 992 2 1 3 1 1 1 896 1 1 1 9444897 1 768 1 624 1 598153 1 512 2100291 1 768 1 1 1
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=29
split_feature=0 2 6 1 1 7 1 2 3 2 5 12 7 12 8 10 0 0 1 0 1 3 5 2 5 11 0 0 8 1 0 11 1 7 0 3 0 13 8
split_gain=930.886 377.095 203.031 124.446 108.258 105.259 97.6863 105.322 60.5848 58.1484 50.0323 40.1233 35.0488 34.4286 28.3202 23.6678 21.1782 20.7076 18.8599 18.5634 17.8047 20.8763 15.4388 13.1374 12.1923 10.4146 9.86059 8.67743 8.21205 7.71807 7.4301 7.17763 6.95895 6.83332 6.80237 6.58719 6.09949 5.20459 4.2385
threshold=0 1 2 1.5000000000000002 3.5000000000000004 3 6.5000000000000009 4 1.5000000000000002 5 6 7 8 9 10 11 12 13 3.5000000000000004 14 1.5000000000000002 4.5000000000000009 15 16 17 18 19 20 21 42.500000000000007 22 23 1.5000000000000002 24 25 1.5000000000000002 26 27 28
decision_type=9 1 1 2 2 9 2 1 2 1 1 1 9 1 1 1 9 9 2 9 2 2 1 1 1 1 9 9 1 2 9 1 2 9 9 2 9 1 1
left_child=5 2 3 9 12 6 7 11 32 17 18 25 -3 20 33 16 37 -2 28 -20 21 30 -10 -18 29 36 -22 38 -5 -8 -4 -13 -9 -11 -12 -19 -1 -6 -15
right_child=1 4 13 10 15 -7 24 8 22 14 34 31 -14 27 -16 -17 23 35 19 -21 26 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.076076457939631012 -0.027759746615454623 -0.081887531008803846 0.027234685990518578 -0.0032620562424503828 0 0.18100584614337756 0.1091411317169627 -0.053556983508423396 0.046478198069601545 -0.062290069551251728 -0.040037303181882283 0.033774181846827726 0.029396670379328006 0.00072610282519840912 0.010516174504965807 0.058995725458299314 0.021370225538750551 0 -0.0059600986172951426 0.055300572223447968 0.0058799610779415269 0.066355647999605569 -0.017863642300240748 -0.046548254086296516 0.00063757909970610697 0.04323407713934993 0.078344037058522747 -0.023889435134786065 0.033256908609774948 0 -0.0033519964236463787 0.0076405771120723713 -0.0061667067520707365 0.0068947122303989368 -0.0019822035316008316 0.035340522410047634 0.016811736365195128 0.043860225840070696 0.039101549156034324
leaf_weight=516.11410942539806 152.29841403916362 1204.6847790392931 90.392659483157331 218.94545979605755 63.903578075580299 36.320980671676807 249.73677629418671 146.34048112502205 128.48649011916132 764.82148930852418 121.67873328755377 234.41709753195755 10.951376436103599 116.83755681850016 42.356791279802565 17.785466677509248 7.7840023339085747 87.452437367843231 50.341496995679336 199.39299709073384 49.659896529541584 75.142687698651571 23.544096729980083 133.87903787978576 17.658858017355669 555.85331411036896 204.28927388784359 58.48637446356588 48.750074352428783 7.4856885087792753 154.35843464484788 275.65761520343949 66.748532565281494 0.87096415855921705 108.903128480335 77.100202313158661 76.311710086592939 17.258477376162773 18.870671976939775
leaf_count=156677 308886 4007265 107964 309285 109574 4260 32750 290234 55596 2175581 288838 106041 11802 164925 55548 13826 14237 152344 65886 195097 45280 75524 34057 314262 10082 135876 151248 94885 42228 1515 191372 79203 48345 1388 256046 130230 71348 22101 18926
internal_value=0 -0.027451 -0.004511 -0.0223346 -0.0676201 0.0510963 0.0468282 0.0378997 -0.00970383 -0.0429817 0.00878997 0.0483158 -0.0799603 0.0377264 -0.0565247 -0.00471122 -0.0173798 -0.00393391 0.0259522 0.0443282 0.0491043 0.0282272 0.033564 -0.0372812 0.101373 0.0590698 0.0703147 0 0.00506192 0.106455 0.00946207 0.021026 -0.0425395 -0.0615774 -0.0271252 0.0177672 0.071595 0.0171553 0.0131897
internal_weight=0 4097.2 2640.95 1872.91 1456.25 2334.68 2298.35 2023.47 365.12 1124.9 748.012 1658.35 1215.64 768.038 808.049 240.611 222.825 316.851 517.43 249.734 573.843 319.894 152.031 141.663 274.881 1148.28 253.949 194.195 267.696 257.222 244.751 510.075 213.089 765.692 230.582 164.553 592.426 81.1621 135.708
internal_count=10350532 9324548 4831481 3981357 4493067 1025984 1021724 977377 428232 2823977 1157380 549145 4019067 850124 2232517 474000 460174 591460 612496 260983 571388 374860 89653 328499 44347 363901 196528 278736 351513 34265 299336 185244 338579 2176969 544884 282574 228025 131675 183851
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=262161 992 1 1 992 768 2 1 1 1 1 1 26254892 8925604 12596484 2 1 2 1 6893824 1576546 1 10488904 1 1 10491142 16 1 1
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=27
split_feature=0 2 5 1 1 10 2 11 3 9 7 2 4 3 1 6 1 1 2 7 2 0 3 11 2 12 13 2 10 2 3 0 3 0 3 10 0 0 3
split_gain=748.505 339.942 185.305 114.245 106.547 87.5707 82.1324 49.7594 46.0059 39.3504 35.2658 34.0964 29.2085 25.6303 24.3647 23.0589 23.0241 22.2938 34.7259 22.1911 21.1983 20.2731 20.0339 15.5375 12.4506 12.3349 11.646 9.30677 8.23004 7.34368 6.92864 6.75596 6.63963 4.26899 4.1522 4.11659 3.88101 3.77211 3.76261
threshold=0 1 2 1.0000000180025095e-35 2.5000000000000004 3 4 5 4.5000000000000009 6 7 8 9 1.5000000000000002 5.5000000000000009 10 1.5000000000000002 3.5000000000000004 11 12 13 14 2.5000000000000004 15 16 17 18 19 20 21 6.5000000000000009 22 1.0000000180025095e-35 23 4.5000000000000009 24 25 26 2.5000000000000004
decision_type=9 1 1 2 2 1 1 1 2 9 9 1 1 2 2 1 2 2 1 9 1 9 2 1 1 1 1 1 1 1 2 9 2 9 2 1 9 9 2
left_child=5 2 3 8 19 6 14 11 15 12 21 25 17 -13 38 29 30 18 -8 -3 -19 -6 26 28 -9 -5 -23 -10 34 -2 32 -17 -4 -29 -18 -34 -24 -25 -1
right_child=1 4 16 7 10 -7 9 24 27 -11 -12 13 -14 -15 -16 31 23 20 -20 -21 -22 22 36 37 -26 -27 -28 33 -30 -31 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=-0.048524573638278487 0 -0.082007008909740872 0 0 -0.054383794325906787 0.12131415771032611 0.048299967841126314 0.01350909155135362 0.051480821491917322 0.092070569599438976 0.084934677902691963 -0.016011344464363395 0.071412976912852894 0.024299371654336703 0.034236030440631504 0.017490656015041687 -0.037822726119682487 0.021529124233461858 0.011089598911128276 0.015189026560951278 0.070027372835335458 -0.027175518319684091 0.053517485513299191 0.0350124398576847 0.080435590589952172 0.046495809882668042 0.024157213790363636 0.021785516133642598 0.021416186805852881 -0.046722329485717043 0 -0.015594513275627398 -0.067729095846809972 -0.01462444387935013 0 0 -0.0017269137825187818 -0.0039365416596693278 0
leaf_weight=113.58809384788037 40.698209701280575 1046.5954585668514 19.171353249286767 71.989287595904898 76.120086185197579 120.92123135051224 372.83606337476522 82.345200511626899 50.405939846939873 156.48765983415069 4.6037934541818677 330.4508845549426 255.80755109619349 248.96613175104721 26.482211873575579 78.243696901859948 204.67377024391317 259.98555104993284 840.17783390902332 9.9261810973403026 269.64256342954468 159.379875609593 23.826034184603486 21.464757651672699 176.56257414372521 333.77989316624007 26.364212471584324 10.903820615058065 2.9424254789482793 374.53691537905252 15.287676357896997 89.060515839490108 387.90967041553813 46.641870252235094 18.541692799481098 4.4181039522518395 9.8544801894458924 17.241623129171785 26.794964669097681
leaf_count=44930 43746 481534 8471 68038 28106 14659 137863 56926 38468 9047 4093 268262 32656 192240 7198 68384 75620 39496 404544 10507 47691 78866 15541 23418 124276 263140 23388 7483 3513 165992 7213 67861 160299 31847 8272 2805 6271 19178 13564
internal_value=0 -0.0253901 -0.00398648 0.0118416 -0.0653075 0.0444313 0.0389921 0.0297883 -0.0199714 0.0441576 -0.0106957 0.0180075 0.0391693 0.00114204 -0.0237902 -0.0313208 -0.0473813 0.0331385 0.0241355 -0.0804236 0.0508228 -0.0207966 -0.000598168 -0.0193269 0.0670529 0.03875 -0.0161529 0.0325915 -0.0297687 -0.0432149 -0.0617224 0 -0.0640196 0 -0.0340856 -0.0666466 0.0475768 0.0236761 -0.0419941
internal_weight=0 3982.91 2626.24 1934.58 1356.67 2442.72 2321.8 1244.09 690.491 2154.94 300.148 985.186 1998.45 579.417 166.865 582.539 691.651 1742.64 1213.01 1056.52 529.628 295.545 219.425 264.864 258.908 405.769 185.744 107.952 226.158 415.235 426.787 167.304 411.499 57.5457 223.215 392.328 33.6805 38.7064 140.383
internal_count=3105406 2353758 1705452 1396663 648306 751648 736989 972882 423781 671297 156265 791680 662250 460502 65692 345983 308789 629594 542407 492041 87187 152172 124066 130001 181202 331178 102254 77798 87405 209738 178788 136245 171575 39330 83892 163104 21812 42596 58494
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=262161 992 2 1 3 1 1 1 768 1 1 768 1 896 549248 1 256 2 1 768 1 512 3138 3660 1 8394346 8398568
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=25
split_feature=0 1 2 7 11 3 2 2 3 1 6 0 1 5 1 8 6 1 5 12 1 3 7 0 0 4 0 1 1 2 0 0 5 1 3 0 1 5 0
split_gain=616.305 271.319 200.833 114.088 88.5416 77.573 102.03 58.646 56.713 55.215 53.1718 43.3229 33.2563 26.548 26.2466 24.7161 22.9515 22.7137 22.6895 21.4683 20.3827 19.703 19.4032 12.8346 12.8338 12.6557 10.2657 9.37801 10.1711 8.76322 8.73068 8.12803 7.20176 9.46029 6.3972 6.18279 5.98506 5.6911 5.20395
threshold=0 1.5000000000000002 1 2 3 1.5000000000000002 4 5 1.0000000180025095e-35 1.5000000000000002 6 7 6.5000000000000009 8 4.5000000000000009 9 10 2.5000000000000004 11 12 4.5000000000000009 1.5000000000000002 13 14 15 16 17 2.5000000000000004 19.500000000000004 18 19 20 21 1.5000000000000002 4.5000000000000009 22 1.0000000180025095e-35 23 24
decision_type=9 2 1 9 1 2 1 1 2 2 1 9 2 1 2 1 1 2 1 1 2 2 9 9 9 1 9 2 2 1 9 9 1 2 2 9 2 1 9
left_child=3 2 10 5 7 6 8 23 9 35 13 18 19 21 30 22 37 -8 20 31 -9 36 25 -3 -23 -4 -12 -25 -29 -16 -6 -7 33 -21 -5 -1 -2 -10 -19
right_child=1 4 15 34 14 12 17 11 16 -11 26 -13 -14 -15 29 -17 -18 38 -20 32 -22 24 -24 27 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.012572725809743932 -0.037704767638235305 0.0012763280040696257 -0.076114849506668358 0.16535292895644407 0.036593973104174671 0.047294752726835185 -0.055077826421545184 -0.0052158716717384196 -0.0023944152513203799 0.10547999236555117 0.036314717303936039 -0.04624941708488349 0.079022864531712408 -0.055816208934632273 0 0.0064065973851504133 0.031802956103376571 0.014574216482897223 -0.030450642929484323 0.034123606333001585 0.040197287261546553 0.040775128360152936 0.018745553007599062 0.0057826724782358233 -0.0061591329712337248 0.0097974726851049083 -0.015099245175798137 0.073165583336123718 -0.006610131335590747 0.10825095414035793 -0.0058447998880634434 0.015060809212784501 -0.017457414982849754 0.0036561652356952843 0.0092033489032419744 0.024681044507698254 -0.00010595558091499591 -0.034581804708403309 -0.018846035559613453
leaf_weight=21.744214088423178 130.4344101510942 113.91890233330196 1324.8863379446266 42.410952260892373 107.04145795098157 1019.0132709188329 205.58916842311737 198.77053531454294 223.87442466514767 119.26101832144195 209.97645607774029 296.45623275497928 223.94562475121347 153.20968267926946 19.337747454526834 27.30618415074423 151.91532678209478 67.005794961063657 130.95924772063154 187.99277947260998 140.37629248201847 64.392063339182641 6.2070423488621591 54.079688244964927 97.407413428416476 4.604424722492694 18.87461123499088 96.978273251967039 5.3315240351948878 61.755347902071662 48.093689874309348 190.89761334992363 30.538393787341192 254.83918137298315 10.968678175180683 175.46396331361029 80.065635424951324 58.566903283703141 42.524810389935737
leaf_count=20232 71135 94246 632261 8065 76180 231069 115298 152110 96845 63692 173796 159394 28182 60261 13534 27448 43750 20391 50311 87435 126071 49671 6507 44571 63597 4051 15442 68150 3788 46692 37463 120097 21908 48041 2132 108222 60218 34565 22979
internal_value=0 -0.0277667 -0.049563 0.0339252 0.00834713 0.0303289 0.00805598 -0.00446843 0.027946 0.0585496 -0.00665658 -0.0187298 0.0423048 -0.0242599 0.0598899 -0.0718758 0.00326206 -0.0365271 0.000302122 0.0359466 0.0145076 -0.00733412 -0.0743277 0.0323535 0.0162164 -0.075387 0.0304765 0.0485927 0.0661848 0.0997221 0.0246627 0.0430937 0.0144599 0.0185692 0.151721 0.0186683 -0.0264482 -0.0127086 0
internal_weight=0 3390.46 2117.36 3026.55 1273.1 2973.17 1065.95 1036.87 750.826 316.469 754.36 766.562 1907.23 525.509 236.228 1363 434.357 315.12 470.106 1683.28 339.147 372.3 1335.7 270.308 161.799 1329.49 228.851 156.389 102.31 81.0931 155.135 1209.91 473.37 442.832 53.3796 197.208 210.5 282.441 109.531
internal_count=3109800 2036897 1164387 1072903 872510 1062706 525974 698641 367306 192146 494120 487886 536732 304882 173869 670267 175160 158668 328492 508550 278181 244621 642819 210755 113268 636312 189238 116509 71938 60226 113643 351166 157384 135476 10197 128454 131353 131410 43370
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=17039379 896 1 1 992 769 1 3213928 2 1 1 2 1 1 4268836 14749248 1 10489704 267 10495592 262160 2 262144 2 16
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=25
split_feature=0 2 7 6 3 1 8 0 0 5 1 4 1 3 11 1 3 2 2 2 2 1 5 4 2 8 3 2 7 8 10 1 12 1 1 7 3 2 1
split_gain=504.432 228.484 124.39 107.865 92.6969 82.1754 81.9857 73.1881 44.6704 43.8369 39.1275 30.3492 26.9325 25.8643 25.2857 22.9054 29.2169 29.1182 22.1567 19.482 16.7003 15.2875 14.657 14.502 14.4131 13.2647 12.2737 12.0415 11.6917 11.7813 11.3225 10.4339 8.65944 7.99146 7.73958 6.53119 6.53063 6.08328 5.25636
threshold=0 1 2 3 1.5000000000000002 2.5000000000000004 4 5 6 7 3.5000000000000004 8 4.5000000000000009 3.5000000000000004 9 2.5000000000000004 1.0000000180025095e-35 10 11 12 13 2.5000000000000004 14 15 16 17 4.5000000000000009 18 19 20 21 2.5000000000000004 22 16.500000000000004 5.5000000000000009 23 7.5000000000000009 24 1.0000000180025095e-35
decision_type=9 1 9 1 2 2 1 9 9 1 2 1 2 2 1 2 2 1 1 1 1 2 1 1 1 1 2 1 9 1 1 2 1 2 2 9 2 1 2
left_child=2 6 3 4 8 25 7 10 15 26 13 12 20 24 19 17 -17 -1 36 -7 -9 27 -23 32 -2 30 34 -10 29 -21 35 -11 38 -12 -6 -3 -5 -4 -20
right_child=1 5 37 18 9 14 -8 11 21 31 33 -13 -14 -15 -16 16 -18 -19 23 28 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.022133789125556816 0.0086680869776990833 -0.07745799370239706 0 0.072929260822658062 0.018598495673684209 0.033219219317149842 0.047193243591929931 0.0066877459949564195 0 -0.036074942304942285 0.066156957597042529 0.021681546287698278 0.0069096787637288526 0.043858069928051829 0.045314439592596775 0.073674719432724467 0 -0.032286987784398036 0.007727114430740787 -0.043930978588773567 -0.050821601162698175 0.011433408213759115 -0.038490937751874586 0.052287541671519472 -0.027626375802428202 0.0022155772436730178 0.055500689443389851 -0.060312313594983846 0.028692525483420342 0.022854804766271473 0 0.012170957969605805 -0.0043793626455025285 -0.0016682233818379152 0.047359743921251495 0 0 0.14779938696057993 0.032714497488349807
leaf_weight=127.57531616737833 154.02988020289922 967.0884449488949 14.545294775802176 316.97263062663842 636.8421661524917 17.790530757367378 234.07139568790444 43.391848618281074 50.59723808534909 99.73339673699229 102.31810114934342 65.249845650803763 89.659927228203742 72.135660006955732 34.661894821096212 62.017764588526916 129.02094570774352 195.87610972704715 166.2804284451995 223.06915121967904 569.4686764011276 104.50873407613835 70.74624219047837 332.17198674590327 211.31021345447516 13.036686367908258 234.22249395650579 209.25677030238148 1.8571182074956585 4.9968929458991616 13.841782630886881 38.604941031779163 75.555927491674083 8.6359674712293764 138.39393009076593 4.4990546491462728 9.1768973350117431 48.304876808833797 522.91840055699868
leaf_count=72204 125601 502345 3964 93670 217384 13239 196809 38559 47506 63347 67206 48245 77708 53715 28184 23264 22927 130156 83702 112250 306453 91290 31799 89793 116466 12177 73236 109476 1619 4811 7749 20284 29171 6724 22811 4687 2585 8141 146793
internal_value=0 -0.0299467 0.0261662 0.0229091 0.00809572 -0.0605873 -0.00355552 -0.0136805 -0.0145712 0.0269968 0.0134389 -0.0329605 -0.0395752 -0.000388148 -0.0107364 0.00516239 0.0306243 -0.0102041 0.0439174 -0.0237075 -0.0468476 -0.0366999 -0.00993849 0.0337191 -0.0125485 -0.0742585 0.0342889 -0.0520832 -0.0326155 -0.0388185 -0.0756012 -0.0210596 0.0240314 0.059518 0.0256786 -0.0768608 0.0687675 0.141845 0.0272973
internal_weight=0 2831.11 3583.32 3520.47 2097.4 1280.84 1550.27 1316.2 949.599 1147.8 548.43 767.77 702.52 437.476 282.376 514.49 191.039 323.451 1423.08 247.714 612.861 435.109 175.255 1096.93 365.34 998.466 1009.46 259.854 229.923 228.066 985.429 138.338 764.755 110.954 775.236 971.587 326.15 62.8502 689.199
internal_count=3108050 1724547 1383503 1371398 925684 687061 1037486 840677 528622 397062 369712 470965 422720 295782 160103 248551 46191 202360 445714 131919 345012 280071 123089 349459 242067 526958 313431 156982 118680 117061 514781 83631 259666 73930 240195 507032 96255 12105 230495
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=18091027 960 1 1 1 6292040 16777232 2 1 1 896 545 1 512 2 1 768 1 768 1 1 1 3 1 513
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=26
split_feature=0 2 8 7 5 1 1 2 1 0 2 3 2 4 0 12 2 2 11 1 7 3 0 3 1 8 3 2 2 0 11 8 2 3 3 1 1 0 0
split_gain=413.962 206.743 102.797 101.537 86.1372 76.9055 72.573 68.9615 51.6011 41.7716 36.4014 36.3185 33.0877 27.2468 24.2687 19.3899 17.2447 16.6053 15.9941 15.9606 15.0134 14.3433 11.414 9.43163 8.1172 7.96732 7.50649 7.16189 6.13801 5.98304 5.94299 5.75958 5.61391 5.67584 5.57304 5.1921 4.99053 4.93663 3.52523
threshold=0 1 2 3 4 1.0000000180025095e-35 6.5000000000000009 5 4.5000000000000009 6 7 1.5000000000000002 8 9 10 11 12 13 14 3.5000000000000004 15 1.5000000000000002 16 1.5000000000000002 24.500000000000004 17 5.5000000000000009 18 19 20 21 22 23 2.5000000000000004 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 24 25
decision_type=9 1 1 9 1 2 2 1 2 9 1 2 1 1 9 1 1 1 1 2 9 2 9 2 2 1 2 1 1 9 1 1 1 2 2 2 2 9 9
left_child=3 2 5 4 6 13 7 11 20 19 14 35 -8 16 36 23 -2 -11 -19 28 31 37 -23 -9 -21 26 -12 34 -7 -17 -18 -3 33 -4 -5 -1 -6 -10 -15
right_child=1 8 32 27 10 9 12 15 21 17 25 -13 -14 38 -16 29 30 18 -20 24 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.054706909654457438 0.0071544528148970027 -0.077009190568409713 -0.0054939453034865277 0.03587305706587253 0 0.021058832478611456 0.01416284169200685 0.016696532314455982 0.0073595519921508578 0.027335875377719223 -0.052284131225960477 0.018004715649152833 0.082065465597823878 0.026847696917168519 -0.014933831086929295 0.013033274933823238 -0.059502299612891177 -0.032031170794858697 0.0091473183559313033 0.052925127148306328 0.010834385126887239 0.054241628828103308 -0.014856165161255317 0.035353098589854921 -0.0082998845945255108 0.012893406375654767 0.0053385527613266552 0.13929636358361058 -0.0050724772941985246 -0.0088926065435958861 -0.010758698196955086 0 0.057837484554594823 0.031533862892997561 -0.013273989061596259 -0.0034627114598312046 0.077271856861488047 -0.032835188464077875 -0.0077126652900119611
leaf_weight=157.48051342459803 38.366046383569483 791.25825520907529 52.460894338611979 11.838503974955531 11.421895909064913 113.52857853492605 150.20800119638443 546.63551163562806 16.809717041702243 36.147011672175722 231.59270509793714 107.60880254543736 272.23911341332132 33.282587597030215 71.635176434763707 577.47230951630627 468.40334795322269 405.15268961584661 92.682826156524243 137.93162889589439 6.9855821286328128 22.23009850399103 12.84457170171663 1275.3658769164758 7.0702704987488678 2.7699277599167536 8.9139875646796991 42.627231167280115 162.14141052827472 111.31256160192424 58.497959830943728 5.2539563585887654 162.60150190989953 45.218078384699766 15.654302551585713 41.361497836740455 29.755146278243046 61.201281605113763 13.07970650756033
leaf_count=85116 37786 451263 45038 3629 11212 99169 33326 277107 8648 35120 133217 39291 73640 27597 41165 191976 220440 253808 68713 93135 6930 15626 6178 351768 5990 1765 6397 5536 99142 86464 29768 3958 135820 35353 3029 23776 16231 29157 12564
internal_value=0 -0.0277324 -0.00760727 0.0232966 0.0203075 -0.0176261 0.0254981 0.0191247 -0.0655289 5.4042e-05 -0.0244512 -0.0231663 0.0632514 -0.0444018 0.0177117 0.0246115 -0.0504775 -0.0176568 -0.0232715 0.0227665 -0.0748286 -0.000101162 0.0351964 0.0301163 0.0473145 -0.043939 -0.0486842 0.123897 0.00624129 0.00878465 -0.0545214 -0.0763088 0.0469782 0.0117584 0.00881368 -0.0472098 0.0575741 -0.0241167 0.0164752
internal_weight=0 2743.15 1826.56 3665.89 3595.77 1566.28 3239.68 2817.24 916.583 954.654 356.089 306.451 422.447 611.63 112.812 2510.79 565.267 533.983 497.836 420.672 803.498 113.086 35.0747 1822 145.002 243.277 240.507 70.12 275.67 688.785 526.901 796.512 260.28 97.679 27.4928 198.842 41.177 78.011 46.3623
internal_count=3105848 1721203 1199443 1384645 1372451 983232 1162464 1055498 521760 655077 209987 148183 106966 328155 68608 907315 287994 357641 322521 297436 462151 59609 21804 628875 99125 141379 139614 12194 198311 278440 250208 455221 216211 80391 6658 108892 27443 37805 40161
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=18091027 992 1 1 2 15 2097736 896 386 1 16777233 9 512 512 1 1 8393576 1 515 768 18 1 1 256 11010560 2098112
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=29
split_feature=0 1 2 10 5 2 3 9 0 7 1 1 0 0 4 11 8 3 2 2 0 0 0 3 7 8 7 6 3 0 11 3 1 4 3 2 12 12 11
split_gain=345.449 179.752 127.095 119.56 78.1828 64.8018 61.3423 45.4916 40.0518 38.021 32.3881 32.1264 28.4537 20.1014 16.2846 15.2922 12.5712 12.3045 10.6952 9.22166 8.92844 6.95655 6.5278 9.82282 6.25737 6.06676 6.13256 5.81366 5.36214 4.65813 4.61345 4.35755 3.88242 3.61673 3.07021 3.03884 2.8241 2.80237 2.62724
threshold=0 1.0000000180025095e-35 1 2 3 4 3.5000000000000004 5 6 7 4.5000000000000009 6.5000000000000009 8 9 10 11 12 4.5000000000000009 13 14 15 16 17 2.5000000000000004 18 19 20 21 1.5000000000000002 22 23 4.5000000000000009 2.5000000000000004 24 6.5000000000000009 25 26 27 28
decision_type=9 2 1 1 1 1 2 9 9 9 2 2 9 9 1 1 1 2 1 1 9 9 9 2 9 1 9 1 2 9 1 2 2 1 2 1 1 1 1
left_child=5 2 12 4 7 29 13 9 18 11 14 -3 19 24 16 31 30 27 36 -2 -8 28 37 -24 33 26 -15 -14 -12 -1 -7 -10 -20 -4 -5 -17 -6 -21 -23
right_child=1 3 6 34 8 10 20 -9 15 -11 21 -13 17 25 -16 35 -18 -19 32 22 -22 38 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.017953431727257562 0.051423941809860034 0.01403874893774134 -0.027674273534859108 0.097147984312947411 0.068659048859030625 -0.075686280782190835 0.032317245233293442 0.072929153468766009 -0.043650239363132233 0.11039067950758351 -0.0040486380568886876 0.042246073797991834 -0.035118526050504056 -0.069304086683911151 0.010452871903582375 0.021419874627936514 0.0016111472778482514 0.025275408399379293 -0.022350320104077906 0.026766241811843755 -0.009337963679275238 -0.03584655087130053 -0.020985766088483931 0.021364949943657369 0.02071999510432667 0 0.00040103484600610456 0 0.038623315087755822 0.011058552497102164 -0.023697103513034515 0 0.015401142111228883 0.0089731884584172399 0.0016918619428114492 -0.0093100852806902203 0 -0.0013074303512561961 0.0014727111714390208
leaf_weight=34.326753594068578 95.126094135339372 2425.153109369654 223.8888697198563 189.90828222699929 27.552599313377868 672.5716700891353 76.13364477144205 163.46143928042147 301.65540091786534 19.74951156496536 33.549769004341215 494.30537771841045 133.28322783921612 468.03711644507712 11.632623480749315 34.10414692912309 14.270570425607728 29.041835255862679 22.758796965645161 261.97495004363009 55.903195845370647 33.888101366523188 86.355224320665002 72.933342572127003 3.9219978178152806 9.7878326299251039 3.8575543466722584 52.158280021452811 21.203194125031587 155.25803804575116 70.870594799358514 22.587064831648604 22.811256749148015 3.0120657924562684 11.07654461180209 12.917893431702394 10.064360945660153 22.738966284290655 3.5029613754595621
leaf_count=17700 48999 1051334 146642 55369 14467 383142 30478 7604 138883 4782 22498 187691 85772 261986 9503 31932 12201 22977 18612 98551 32864 14316 55757 54562 559 11131 3022 47354 15957 118261 44110 12928 10973 408 2354 10496 6163 10026 3065
internal_value=0 0.0117796 -0.0159736 0.0237251 0.0189121 -0.0499091 -0.0417746 0.0246173 -0.0185324 0.0211198 -0.06132 0.0192975 0.013412 -0.0536144 -0.0685046 -0.0324414 -0.0704496 -0.0147864 0.0329901 0.0253947 0.0157839 -0.00180509 0.0154092 0 -0.0200393 -0.0653308 -0.0681466 -0.0257852 0.01499 0.00228609 -0.0722295 -0.0407535 -0.000769222 -0.025029 0.094089 0.0103169 0.0570722 0.0237154 -0.0250782
internal_weight=0 5356.26 1598.15 3758.11 3557.12 1051.07 844.542 3102.67 454.452 2939.21 861.489 2919.46 753.612 712.505 769.345 371.265 757.713 214.483 83.187 539.129 132.037 92.144 444.002 159.289 230.823 481.683 471.895 185.442 54.753 189.585 743.442 324.242 45.5701 226.901 200.985 47.022 37.617 284.714 37.3911
internal_count=3105429 2464676 911088 1553588 1495865 640753 487090 1251411 244454 1243807 504792 1239025 423998 423748 448956 194239 439453 156103 50215 267895 63342 55836 218896 110319 147609 276139 265008 133126 38455 135961 427252 151811 29585 147050 57723 42428 20630 108577 17381
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=4813196 896 1 2 768 1 16810001 1 1311826 17858577 1 1 1 897 512 8651856 70024 1040 1 1 1 1 12292 1 1 968 1 3 1
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=30
split_feature=0 1 2 10 5 2 3 0 3 1 2 0 1 3 0 7 0 0 12 4 2 3 0 8 4 6 5 2 2 2 4 8 2 2 1 1 8 8 2
split_gain=295.203 145.64 109.61 88.1446 61.775 58.2898 55.8575 35.4036 34.5669 27.5092 30.0019 23.3926 22.4411 18.3867 14.6862 14.4764 14.0713 11.9707 10.5431 9.65807 9.57797 8.80574 8.43187 7.33756 7.29055 7.10965 6.78626 5.85982 5.85562 5.72848 5.23594 5.04844 5.00773 4.86645 5.77838 4.56273 3.78541 3.52105 3.39041
threshold=0 1.0000000180025095e-35 1 2 3 4 2.5000000000000004 5 2.5000000000000004 5.5000000000000009 6 7 4.5000000000000009 4.5000000000000009 8 9 10 11 12 13 14 3.5000000000000004 15 16 17 18 19 20 21 22 23 24 25 26 2.5000000000000004 2.5000000000000004 27 28 29
decision_type=9 2 1 1 1 1 2 9 2 2 1 9 2 2 9 9 9 9 1 1 1 2 9 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1
left_child=5 2 11 4 8 16 15 20 9 10 -3 27 30 31 26 19 24 -11 22 23 -6 29 -10 -4 35 -16 -8 -2 -14 -9 36 38 -20 34 -5 37 -7 -1 -13
right_child=1 3 6 33 7 12 14 21 18 17 -12 13 28 -15 25 -17 -18 -19 32 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.020329228380840156 0.035395058690533936 -0.032649198450766879 -0.06137840447176305 0.035918396304544006 0.055523485240798344 -0.073296149801091795 0.032130883929081595 -0.0064069527177918195 0.062189382172944577 -0.0071317075126747665 0.010011571441473171 0 0.013134296475950073 0.031795903293307996 -0.034490980197175031 0.018787127165142716 -0.038325433832192168 0.038420833100679223 0.027612632845832725 0.010378486336838496 0 0.0016302959660169194 0.030839410002524603 0 0.029970707737289184 0.0091237662556482389 -0.013465789333034429 0.007200345789632071 -0.025646057781330157 -0.045491475551043242 0 0.0046798223368463765 0.0030008084647720288 0.087871666175850738 -0.0085188557863270509 0.012811621560529904 0 0.0087802417737175044 -0.030908058832823992
leaf_weight=144.37616257218178 267.84058599299169 149.76868011229089 551.83247956330888 27.13909312497708 33.243346305273008 576.13189739202789 108.83571744358051 98.851275188091677 191.63596778204374 48.241207292681793 1165.2113441789115 40.368047654454131 38.641735685552703 55.68686585969408 87.50435235236364 6.1690053740749127 86.405334223076352 376.87807530321879 149.11821973556653 4.4103529382846309 51.883653539218358 50.659907072738861 850.7947735949565 11.36953101941617 42.271872990531847 25.887256447662367 13.901771659890072 188.89965400172514 32.607872978987871 209.36146650374576 2.1451066231820723 36.841827066615224 239.60712515705382 167.27212876093108 25.242519252467901 52.390922087884974 5.349244119192007 19.620430686452892 172.61418051119836
leaf_count=89129 109200 83077 350286 9318 16132 360845 36830 54005 124943 37495 585404 38414 25694 43350 51107 3045 47361 150196 45563 2459 34362 31446 150441 10982 29155 18700 9927 87983 15572 105872 1800 43222 86195 44387 6181 44158 4644 17988 98369
internal_value=0 0.010692 -0.0146163 0.0212056 0.0169708 -0.0474439 -0.0394007 -0.0167363 0.0218963 0.0118399 0.00414152 0.0121775 -0.0646254 -0.00803089 0.000100719 -0.0560035 -0.0107312 0.0331506 0.0334242 -0.0582206 0.0309201 -0.0303403 0.038965 -0.0597613 0.00138066 -0.0211416 0.0219356 0.025857 -0.0052267 -0.0370578 -0.071831 -0.0207246 0.0148372 0.0792902 0.0138744 -0.00590002 -0.0725495 -0.0144809 -0.026389
internal_weight=0 5407.07 1572.16 3834.91 3615.26 999.941 809.91 444 3171.26 1740.1 1314.98 762.251 654.876 305.511 236.129 573.781 345.065 425.119 1431.16 567.612 85.127 358.873 1042.43 563.202 258.659 113.392 122.737 456.74 71.2496 308.213 583.626 249.824 388.725 219.654 52.3816 216.388 581.481 163.997 212.982
internal_count=3105237 2468891 903874 1565017 1505131 636346 483336 241817 1263314 856172 668481 420538 408555 223355 116564 366772 227791 187691 407142 363727 50494 191323 275384 361268 180430 69807 46757 197183 41266 159877 367289 180005 131758 59886 15499 151275 365489 107117 136783
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=4813196 896 1 2 896 16810001 15 263248 295953 1 4260232 8388610 1 1 896 265312 1 1 1 2 768 99 896 1 1 124 896 1 1 512
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=25
split_feature=0 6 7 3 1 2 0 0 13 5 2 4 1 3 4 0 2 1 0 0 8 8 1 1 8 12 7 2 3 2 9 3 1 3 1 2 1 12 1
split_gain=251.609 127.788 136.053 107.664 82.1603 56.2741 34.8492 29.0583 31.6555 26.1765 26.0447 22.7834 25.2783 19.6632 16.7142 15.5696 15.1171 14.124 12.5131 12.4814 12.469 10.6573 10.0888 9.89309 8.87076 8.35806 7.12932 6.73176 6.60976 5.35515 5.14148 3.83123 3.60856 3.19591 2.77845 2.49296 2.36673 2.35096 1.87549
threshold=0 1 2 2.5000000000000004 1.0000000180025095e-35 3 4 5 6 7 8 9 2.5000000000000004 1.0000000180025095e-35 10 11 12 4.5000000000000009 13 14 15 16 3.5000000000000004 1.0000000180025095e-35 17 18 19 20 3.5000000000000004 21 22 7.5000000000000009 21.500000000000004 7.5000000000000009 1.5000000000000002 23 5.5000000000000009 24 12.500000000000002
decision_type=9 1 9 2 2 1 9 9 1 1 1 1 2 2 1 9 1 2 9 9 1 1 2 2 1 1 9 1 2 1 9 2 2 2 2 1 2 1 2
left_child=5 2 3 4 6 11 16 13 -9 17 15 12 24 -6 21 36 -2 18 -5 20 38 23 28 35 29 -25 -7 -8 -11 -1 31 -4 -19 37 -21 -12 -3 -17 -16
right_child=1 10 30 9 7 26 27 8 -10 22 14 -13 -14 -15 19 33 -18 32 -20 34 -22 -23 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.010567749257322408 0.012618668421397026 -0.016370042968015166 0.13067438376566165 0.023408520631564574 0.036511443954493426 -0.075589026818320249 0 -0.02253887377015111 0.042138952659745627 -0.042377682321688773 0.0036468088621781584 0.029029807809799975 0.0077137392254493153 0 0.056897787562949234 0.062085866901624077 -0.032816540376892973 0.048642259640378382 -0.0033654702095540293 -0.0045895141432836439 0 0.033318868335952913 0.020741586437550336 0.017248544828683477 0.0031885858159740699 -0.013840306284290442 0.0012380481400208331 -0.062690475173152724 0 -0.052602526821915324 0 0 0 0 0.018383984934686206 -0.015736810175704913 0.012802629863746022 0.020403534629346631 0
leaf_weight=99.708939376665512 126.75491760391742 35.674154238353367 50.398852282844018 599.35404068097705 179.20078650981304 403.89115577003395 28.086955474107526 779.95389346708544 52.983487327161129 75.810685743548675 54.405708481150214 51.31338655872969 124.9446383692848 464.22792977435165 263.53858124010731 366.47022956481669 87.93081918254029 216.67517384747043 209.16127052727097 76.77693717420334 54.885281455412041 185.97143772273557 27.126261488447199 575.97035439810134 26.17968538007699 61.607643052528147 3.5808686055243006 463.5540388073714 57.057321958767716 240.45513920857047 1.2099931430420827 1.4898831319878798 11.049402613542041 10.803767331002744 57.731642933911644 152.92389561735035 11.641369319928343 116.93621760730457 2.0406648915377437
leaf_count=65947 90234 20887 10962 177882 89712 278844 31073 542238 40649 45025 34360 36179 89888 118528 52968 109526 67629 46956 150011 53532 7561 55638 15209 201359 23301 27467 4000 283862 33554 131622 41 591 3634 3964 27084 80375 8998 43831 295
internal_value=0 0.00965645 -0.00204025 -0.00518916 -0.0183889 -0.0450977 -0.0457308 -0.00445853 -0.0165632 0.0185116 0.0293909 -0.0204157 -0.0279207 0.0108898 0.0209464 0.0485052 -0.00704406 0.0243915 0.0164908 0.0369888 0.0466503 0.012935 -0.0158305 0.00711685 -0.040495 0.0133592 -0.0725315 -0.0593987 -0.0275842 -0.0446533 0.124263 0.127661 0.0460935 0.0538159 0.00471497 -0.0100777 -0.00277121 0.0559754 0.0561387
internal_weight=0 5459.4 3432.03 3378.93 2182.69 950.074 706.327 1476.37 832.937 1196.23 2027.38 542.602 491.288 643.429 1485.85 541.526 214.686 1036.24 808.515 454.973 320.465 1030.88 159.994 844.908 366.344 637.578 407.472 491.641 132.868 340.164 53.0987 51.8887 227.725 494.21 134.509 207.33 47.3155 483.406 265.579
internal_count=3105416 2475635 1747790 1736196 1263925 629781 472798 791127 582887 472271 727845 346937 310758 208240 540639 187206 157863 378483 327893 141440 60824 399199 93788 343561 220870 228826 282844 314935 78579 197569 11594 11553 50590 157321 80616 114735 29885 153357 53263
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=618892 1 1 992 20971536 23101456 1 2 553 1 1 1050113 960 8686672 265808 1 1 1 3 1 512 768 1 256 1
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=27
split_feature=0 7 6 1 2 5 4 1 2 0 1 11 0 0 2 2 0 3 12 2 8 3 3 2 2 2 2 3 3 1 1 8 2 12 1 4 10 4 1
split_gain=218.686 113.526 118.07 95.6613 61.4059 42.592 42.1594 27.532 30.3316 24.6497 24.1981 23.234 18.3423 17.9292 16.3069 15.6501 14.3281 10.9854 9.8343 8.62808 7.17071 6.98778 6.95878 6.53454 6.49334 5.88988 5.6332 5.44362 5.38376 5.26589 4.46975 4.36157 3.856 3.60141 2.74858 2.19756 2.06474 1.91677 1.57177
threshold=0 1 2 1.0000000180025095e-35 3 4 5 3.5000000000000004 6 7 10.500000000000002 8 9 10 11 12 13 2.5000000000000004 14 15 16 2.5000000000000004 7.5000000000000009 17 18 19 20 3.5000000000000004 3.5000000000000004 12.500000000000002 4.5000000000000009 21 22 23 52.500000000000007 24 25 26 2.5000000000000004
decision_type=9 9 1 2 1 1 1 2 1 9 2 1 9 9 1 1 9 2 1 1 1 2 2 1 1 1 1 2 2 2 2 1 1 1 2 1 1 1 2
left_child=6 2 3 4 13 7 11 8 -5 17 12 15 18 28 -9 -1 25 -6 26 21 -11 -3 36 33 -20 -7 -4 -18 -2 35 -13 -15 -12 -14 -34 -21 -17 -25 -8
right_child=1 19 10 5 9 16 38 14 -10 20 32 30 23 31 -16 22 27 -19 24 29 -22 -23 -24 37 -26 -27 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.010767747937442125 0.0030135639631170569 0.038461703916940343 0.038748284281712501 -0.037387533628803732 -0.027759766084663896 0.035031581786009472 0.032376715615118283 0.008021075929017624 0.0077386651304171793 -0.065109395941051279 0 -0.01511768107876512 0.014342741162735149 -0.032451506585981164 0.037999861564988767 -0.071458665563546964 -0.036901115108744602 0.01547054903988526 0.018809128991401053 0.13205147898798597 0 -0.013896136575366553 0 -0.021775721597779515 -0.0050546096763517834 -0.0048836715124344031 0.018993881360281996 0 0.033243879744504448 0 0.02180132028045521 0.00021856689929592739 0.081560888821288924 -0.0069345358101804136 0 0 0 0.0047362289280971004 0
leaf_weight=100.01694308817969 208.48455650825053 17.464660500991158 628.62595613862504 132.09865614198497 124.90361011039931 17.001704719135887 38.697121149627492 407.54855139640858 1046.5548290596198 428.32283522443322 21.466546698356979 78.328706611660891 248.16728357717511 126.84258548838261 435.26057268708246 502.13281498136348 278.88114549363672 60.773523525946075 232.69818328693509 62.851369043055456 10.894103940518105 20.348510349343996 12.318322650186017 96.384047120664036 149.38345240056515 60.806541785670561 534.79262848793587 40.03353894376778 76.39532332518138 1.2124500470818009 14.318947500374632 30.843275864230236 82.222658437211066 64.135922666289844 2.6348354983492746 1.0806074527208682 7.0492466955911359 1.5048063805443224 7.5152300494373767
leaf_count=71405 116086 5263 158088 72205 97766 9823 27365 151778 520687 282669 7077 55498 145769 77565 179493 337271 145351 27542 80331 10013 12321 4082 8341 60034 55181 37103 155875 22510 32954 207 11127 36342 24166 53809 1230 114 4924 1204 4639
internal_value=0 0.00812673 0.00586231 -0.00529707 -0.0298397 0.00564714 -0.0476912 0.0116618 0.00138513 -0.0489207 0.0246751 -0.0544802 0.0212045 0 0.0251483 -0.0611968 -0.0229623 -0.0115021 0.0260471 0.0996417 -0.0618327 0.0106142 -0.0677882 0.0011286 0.00917348 0.0102247 0.0308502 -0.0314925 0.0140227 0.115291 -0.00302874 -0.024162 0.0675958 0.00883039 0.0727849 0.130396 -0.0707198 -0.0167011 0.0271781
internal_weight=0 5650.62 5547.66 3485.65 1067.46 2418.19 760.377 2021.46 1178.65 624.894 2062.02 714.165 1955.69 442.566 842.809 621.517 396.723 185.677 1545.5 102.958 439.217 37.8132 521.5 410.192 382.082 77.8082 1163.42 318.915 284.88 65.1444 92.6477 157.686 106.324 312.303 84.8575 63.932 509.182 97.8889 46.2124
internal_count=3105208 2584638 2564959 1822195 683245 1138950 520570 924163 592892 420298 742764 488566 710291 262947 331271 421941 214787 125308 449475 19679 294990 9345 350536 260816 135512 46926 313963 167861 149040 10334 66625 113907 32473 199578 25396 10127 342195 61238 32004
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=553348 1 1 896 2 1 15 21069841 1 265840 1115 898 768 18907153 1 515 1 961 233 769 801 1 134 1 1 1 1
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=27
split_feature=0 1 2 10 9 2 7 2 3 0 3 6 4 1 2 7 1 13 10 8 8 5 2 3 6 12 4 1 8 3 3 12 1 1 7 6 3 7 12
split_gain=186.218 92.5846 84.2307 60.0524 43.9331 40.717 40.3223 33.3792 26.2245 22.6131 31.1228 22.5349 22.2217 20.5741 10.9861 10.8438 10.5734 9.3424 9.09801 5.84908 5.10421 4.66469 4.06323 4.4113 3.93814 3.87371 3.76018 5.60306 2.86447 2.64012 2.4987 1.73323 1.44761 1.40995 1.4029 1.40012 1.31536 1.27391 1.17989
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 2.5000000000000004 7 4.5000000000000009 8 9 5.5000000000000009 10 11 2.5000000000000004 12 13 14 15 16 17 5.5000000000000009 18 19 20 3.5000000000000004 21 7.5000000000000009 6.5000000000000009 22 24.500000000000004 2.5000000000000004 23 24 10.500000000000002 25 26
decision_type=9 2 1 1 9 1 9 1 2 9 2 1 1 2 1 9 2 1 1 1 1 1 1 2 1 1 1 2 1 2 2 1 2 2 9 1 2 9 1
left_child=5 2 9 4 6 34 7 13 15 21 14 16 -9 -3 35 17 -7 28 20 -16 24 25 -5 -24 -10 -2 27 30 -4 -8 -13 36 37 -28 -1 -11 -12 38 -6
right_child=1 3 8 22 32 11 29 12 18 10 31 26 -14 -15 19 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 33 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.077212377654084924 0.023271334427899446 -0.035025818876177402 -0.06340189626169325 0 0 -0.045701991452142939 0.09328455876012931 0.0074073628796483748 -0.030265642210992674 0 0.046386217202397703 -0.023977010043947599 0.031769671578113529 0.0095944270287024232 -0.033427254248172604 0.011096313298700283 0 0 0.036340200809525339 0.00097269968882225341 0.017614042144857817 -0.0088269442315755016 0.070079031056673569 0.0019813585957699563 0 -0.002851142641907215 0.029987490341118236 0.023476310700597209 0 0 0.0047612803905201818 0 0 0 0 0.020931163291035993 0 0 0.057628242037507119
leaf_weight=276.97081482871727 463.4939980138588 251.0035820032208 365.80349358914827 26.698748584080022 11.284767802688293 235.0651254401746 30.208282813022382 2817.0133543623087 103.22456875548232 35.812614739639685 62.173809674510267 62.023582790512592 423.68383714207448 132.70878736130544 315.26274156643194 6.8672037083888418 70.3926221915317 27.635551608895184 10.262690717412623 36.326753365225159 8.2188697834499163 27.003638684982434 204.42786525038537 21.362411710899323 39.289121001158492 40.140660749515519 39.956666640471667 20.195936950738542 3.9684728102874933 0.97828442335594346 10.08291027107043 14.39538302659639 1.7487243546638627 7.5186242817435405 1.7666843172046345 27.02723539120052 2.8140169484540811 1.5632635294459749 177.08787258039229
leaf_count=217197 170472 142430 267521 7279 571 145200 7996 1249225 67147 40730 46766 45637 105721 64565 185062 3107 51435 19872 2650 43037 4099 24897 51203 3751 14557 18303 27400 14209 3585 516 8243 12369 83 4635 2076 21508 2464 35 7649
internal_value=0 0.00735402 -0.0128515 0.0153158 0.0118469 -0.0451967 0.0090456 0.00753089 -0.04244 0.004295 -0.0103285 -0.0217426 0.010913 -0.0188366 -0.0222012 -0.0560657 -0.0365403 -0.0586256 -0.00544384 -0.0285418 -0.0155086 0.0181995 0.0602392 0.0633215 -0.0218886 0.0209666 0.00828976 -0.00193936 -0.0625159 0.0901742 -0.0168021 0.0370567 0.0554632 0.0250997 -0.0742893 0.00981907 0.0399472 0.0562711 0.0569864
internal_weight=0 5689.49 1589.72 4099.77 3847.28 723.973 3655.6 3624.41 565.27 1024.45 493.813 445.235 3240.7 383.712 414.429 404.275 305.458 397.408 160.995 351.589 150.733 530.638 252.489 225.79 142.514 503.635 139.778 92.3024 369.772 31.1866 72.1065 79.3832 191.685 47.4753 278.737 62.8399 64.9878 189.936 188.373
internal_count=3105202 2589170 948146 1641024 1578791 516032 1570453 1561941 382538 565608 351936 296759 1354946 206995 290337 294085 196635 290978 88453 228099 85803 213672 62233 54954 81704 188775 100124 68089 271106 8512 53880 61599 8338 32035 219273 62238 49230 8255 8220
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=553348 960 1 1 30 1 15 263185 1 1 512 1 1 1 1 1 2 768 1 3 1 1 5 1 1 1 4
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=26
split_feature=0 5 3 1 6 2 1 0 7 1 3 1 0 9 0 0 0 1 2 11 0 2 2 1 12 7 2 4 2 10 1 6 11 1 2 10 3 1 3
split_gain=165.587 94.6102 69.9619 60.1731 35.9752 31.4164 28.8432 25.5027 19.5939 19.2078 17.4245 31.8093 15.8631 15.4545 17.6541 11.9789 11.5722 11.5164 10.8146 9.74101 9.56061 13.7072 9.53158 8.61409 8.22688 7.59226 5.79286 5.78923 5.67683 4.48113 3.98293 3.84135 3.56762 3.4776 3.25849 2.66142 2.50815 2.22124 1.96921
threshold=0 1 1.5000000000000002 1.0000000180025095e-35 2 3 6.5000000000000009 4 5 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 6 7 8 9 10 1.5000000000000002 11 12 13 14 15 1.5000000000000002 16 17 18 19 20 21 70.500000000000014 22 23 13.500000000000002 24 25 7.5000000000000009 17.500000000000004 6.5000000000000009
decision_type=9 1 2 2 1 1 2 9 9 2 2 2 9 9 9 9 9 2 1 1 9 1 1 2 1 9 1 1 1 1 2 1 1 2 1 1 2 2 2
left_child=17 2 3 5 9 16 8 10 13 29 11 -5 33 14 -4 34 -2 -1 -19 28 30 -22 -10 -12 -23 27 35 -7 -9 32 36 -18 38 -11 -6 -14 -8 -36 -3
right_child=1 4 6 7 15 25 20 19 22 12 23 -13 26 -15 -16 -17 31 18 -20 -21 21 24 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 37 -37 -38 -39 -40
leaf_value=-0.07420076186728565 0.01603363617923963 -0.05348121563925512 0.015402006637017494 0.0017164652016707135 -0.00098881381974306299 -0.051157137989550405 0.097693713002004218 0.01094597894460078 -0.0024044394417317896 0.041938827793515418 0.026940382461651237 0.054362949489711501 -0.044363824202752949 0.041364210491649761 -0.0044524152712556017 -0.0092244530300603905 -0.029698803992249209 0.0079976990025789601 -0.040502403650609052 0.013259743517244127 0 0.04989900370013324 0.073254827956944046 -0.003119796129300145 -0.0011233524904434959 0.0097980552843151478 -0.00080142977372083641 0.0056163131274048483 -0.021484275623114571 1.9557872208046702e-05 0 0 -0.0080285366575609737 -0.0011414233698908876 0.05970640728751081 0 0 0 0
leaf_weight=252.73499379421992 142.36226077441825 367.39752005843911 2014.1936556628789 231.04240538456361 9.4786925387452339 358.68723657377996 49.86880418722285 28.464677713287529 17.767210736230481 35.4613336786133 88.739008266304154 229.98707899599685 77.791800451479503 168.77189799890039 530.71143274655333 55.796383553606574 96.541314457615954 48.861150438227924 75.929701304004993 96.116079568935675 120.62104346451815 182.92015880718827 44.565457075776067 412.35621106656617 31.1705686514033 4.584085247013717 107.13072230217222 3.1266666327137491 355.69871050131042 6.9830867398995897 2.1453019835753357 44.777206236671191 49.340541132027283 6.4007164796348652 46.330455548813916 2.3890789324650532 2.2273077005520454 1.4767537898151193 13.763337112395673
leaf_count=200769 78526 247167 626279 137144 6283 269361 30281 25277 1872 16534 46368 119066 39114 8277 375756 43518 66117 30726 50427 59871 16494 22594 3844 123890 5048 2074 57504 1882 273105 3932 1684 37556 33314 2759 27534 1706 1363 1033 9156
internal_value=0 0.00530103 0.0102016 -0.00384247 -0.026459 -0.0284916 0.0195295 0.00741707 0.0154581 -0.0353141 0.0166651 0.0303072 -0.00862523 0.0136021 0.011184 0.0201066 -0.000980249 -0.0597901 -0.0238047 -0.0105321 0.0446834 0.0287037 0.062339 0.00285978 0.0422823 -0.0461597 -0.021729 -0.0495084 -0.0179926 -0.0472024 0.0813299 -0.0195304 -0.0485712 0.0293643 0.0417385 -0.0376211 0.0947608 0.0502179 -0.052121
internal_weight=0 6037.19 5257.45 2092.48 779.74 650.079 3164.96 1442.4 2776.01 666.658 962.125 461.029 229.174 2713.68 2544.91 113.082 283.681 377.526 124.791 480.279 388.953 334.712 62.3327 501.095 214.091 366.398 187.312 361.814 384.163 437.484 54.2414 141.319 430.501 41.8621 57.2859 80.1809 52.0961 47.8072 381.161
internal_count=3105205 2823283 2333729 1240237 489554 455516 1093492 784721 1016028 411186 426468 256210 117617 1010312 1002035 78368 182199 281922 81153 358253 77464 44136 5716 170258 27642 273317 98324 271243 298382 293569 33328 103673 289637 19293 34850 40820 31644 28567 256323
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=553092 2 1 896 3181082 1 24 1 8752210 8389721 8389658 865 1 264296 386 3 3 1 60 1 512 1 1 1 26 1
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=26
split_feature=0 5 1 2 0 6 2 3 0 1 0 0 1 0 2 6 1 3 2 2 12 7 0 2 3 1 10 3 9 3 0 1 11 1 0 10 1 2 10
split_gain=145.538 79.1274 60.6836 86.0054 39.7997 31.1452 24.0523 23.1863 36.0716 21.3146 29.9203 25.9679 17.7497 13.5945 13.2522 13.1582 11.5372 11.4622 10.2647 9.62528 8.87468 8.20895 5.63825 5.38846 5.06109 4.30075 4.18981 3.54005 4.20418 3.33534 20.7162 3.25964 3.01215 2.86747 2.80085 2.51531 2.43227 1.94992 1.90776
threshold=0 1 4.5000000000000009 2 3 4 5 1.5000000000000002 6 1.5000000000000002 7 8 2.5000000000000004 9 10 11 1.5000000000000002 1.0000000180025095e-35 12 13 14 15 16 17 3.5000000000000004 2.5000000000000004 18 1.0000000180025095e-35 19 1.5000000000000002 20 8.5000000000000018 21 20.500000000000004 22 23 5.5000000000000009 24 25
decision_type=9 1 2 1 9 1 1 2 9 2 9 9 2 9 1 1 2 2 1 1 1 9 9 1 2 2 1 2 9 2 9 2 1 2 9 1 2 1 1
left_child=16 2 3 4 19 12 22 8 14 10 -9 -11 26 31 -5 -10 -1 -7 -18 -2 -8 25 33 35 -19 -6 32 -24 -29 30 -22 37 -3 36 -26 -15 -4 -14 -20
right_child=1 5 6 7 21 17 20 9 15 11 -12 -13 13 23 -16 -17 18 24 38 -21 29 -23 27 -25 34 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.072499401927761817 0.021063990139576997 -0.049796839826723088 0 0.021279665811984705 -0.066339149940177866 0.062237110944033919 0.00083738861193027511 0.033114507187194109 -0.030338251014661938 0.030482562848804143 -0.0009064893942499902 -0.004053661636463422 -0.00027744452312359512 -0.042395327934224625 -0.0043187633278419053 0.0016386160181619727 0.013218377768211867 -0.014257285309709844 -0.040970704733237384 -0.016568437076998808 0.045215734881737919 0.0031007559188561767 0.022266125696540334 -0.0001527641738145623 0.03186482539959791 -0.0079086422708497806 0 -0.0064372374249375463 0.022764627240765292 0.054452355636407691 -0.0068069500696172295 0 -0.007778088130903367 -0.0025449864768052298 -0.001973431584247278 0 0.041270056097754942 0.043418614998777985 0
leaf_weight=235.2708280399238 89.266489328321768 362.15290157504205 32.314906762330793 494.1818395407463 240.21502021024935 11.892765902826794 77.157606852822937 875.28182689254754 388.82643406750867 244.750884757319 343.08087847221759 860.49741803076176 6.1162913413718361 74.112605906906538 284.91177928146499 156.70790462102741 32.406564876902848 67.867152349150274 86.838855947484262 101.7887332879036 173.60332126333378 8.7756990781053883 41.853637909982353 106.17530873937358 17.614165533217601 35.128730989032192 6.9951201821095301 307.80191890028073 26.019587514514569 353.1300817533629 97.227159664122155 13.20489590987563 49.125529829441803 4.8812162067042655 18.134869624569546 2.3917444046819574 64.050004424352665 24.103392114237067 1.9978695001918811
leaf_count=199386 27893 253479 19046 243062 187764 6971 30905 323479 294091 157589 247479 138206 3871 38455 157683 105525 20293 45933 57967 46066 58526 4896 18268 57253 12846 22523 3966 66174 677 70407 77465 5449 33287 4263 14515 1707 36211 10053 1911
internal_value=0 0.00485273 0.00925599 0.00337263 -0.0348368 -0.0246108 0.0290056 0.00874535 -0.0015772 0.0147397 0.0237606 0.00416616 -0.0331755 -0.00753185 0.0117984 -0.0206658 -0.057657 0.0180958 -0.0220163 0.000318756 0.0404586 -0.0565245 0.00919943 -0.0200996 0 -0.0613764 -0.0449366 0.00168559 -0.00164709 0.0445606 0.0280029 0.0269325 -0.0463277 0.0265828 0.0216146 -0.0356505 0.0327899 0.0410246 -0.0356026
internal_weight=0 6061.34 5301.45 4123.41 475.175 759.887 1178.04 3648.24 1324.63 2323.61 1218.36 1105.25 644.378 226.104 779.094 545.534 356.514 115.509 121.243 191.055 701.118 284.119 476.921 182.68 103.616 275.344 418.274 375.675 333.822 623.961 270.83 43.4246 411.278 101.246 35.749 76.5044 96.3649 30.2197 88.8367
internal_count=3105540 2825983 2338198 1956256 289142 487785 381942 1667114 800361 866753 570958 295795 407520 116788 400745 399616 279557 80265 80171 73959 237303 215183 144639 97415 73294 210287 290732 85119 66851 206398 135991 19373 286766 59520 27361 40162 55257 13924 59878
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=553092 2 15 32785 1 896 10486298 8654160 8651874 24 896 1 801 12 4 1 2424936 60 1 1 3410704 1 8389241 1 13 1
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=29
split_feature=0 1 2 10 0 9 7 2 12 1 6 2 8 0 8 7 3 2 11 3 3 2 1 12 10 3 0 0 4 3 4 12 4 5 3 12 1 7 5
split_gain=130.349 75.3755 71.4901 44.359 40.0754 30.6752 33.9293 28.6896 23.211 17.7711 13.9276 13.8882 11.4419 13.3673 6.89976 6.82962 6.52112 5.07152 4.98992 4.00064 3.91085 3.85128 4.81628 2.85402 2.71336 2.67249 2.62296 2.32295 2.2317 1.99527 1.97032 1.92463 1.85032 1.74656 1.42967 1.32262 1.19526 1.10938 1.04959
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 7 8.5000000000000018 8 9 10 11 12 13 3.5000000000000004 14 15 3.5000000000000004 2.5000000000000004 16 1.5000000000000002 17 18 4.5000000000000009 19 20 21 8.5000000000000018 22 23 24 25 5.5000000000000009 26 24.500000000000004 27 28
decision_type=9 2 1 1 9 9 9 1 1 2 1 1 1 9 1 9 2 1 1 2 2 1 2 1 1 2 9 9 1 2 1 1 1 1 2 1 2 9 1
left_child=18 2 11 5 16 6 7 9 -9 -3 14 23 13 30 15 -6 17 38 28 -15 32 22 -5 26 -19 -8 -2 29 -1 -14 -13 -23 -12 -18 -33 -7 37 -37 -4
right_child=1 3 4 21 10 35 25 8 -10 -11 20 12 27 19 -16 -17 33 24 -20 -21 -22 31 -24 -25 -26 -27 -28 -29 -30 -31 -32 34 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.069098915549670514 0.038020180977723167 -0.030260298786193737 0.006120017126570153 0.032492438676329526 -0.060624824644426437 0 0.083891144292113987 0.012710899593711187 -0.0049678011430944295 0.016107694332891172 -0.027244382460552215 -0.031242340961586276 0.035435255771825859 -0.0016372328029385073 0 0.0035905865031599332 0.023171486414181555 -0.033951909693866522 -0.0038266997113071267 0.01769516377137861 0.0077074344630772675 -0.00025889871178927842 -0.0074446326419148256 0 0.0023175095467834615 0 0 -0.0016047775296445859 0 0 -1.0205516899415739e-05 0.061034671631848836 0.0011702136190116803 -0.0018959690703040527 0.0034215593690855523 0.047151254098379058 0 0 -0.011272151731721807
leaf_weight=244.91565727281704 131.29824929000461 318.75342542839644 115.70908068638528 15.943731072416993 432.03283008115977 11.743348156276625 29.967466496862471 2508.0131182737387 997.55717960048059 78.146469544502907 55.191197387641296 151.6867236794933 84.187485612346791 304.55857956019463 11.355787787266307 4.7436168406857169 71.881055794394342 68.318455019747489 27.175169595167972 116.42341721852426 41.467463546097861 5.0118386023095809 44.650989374145865 28.53844860434765 3.1934011973207808 6.0689122087205751 16.389273914450314 11.817237801500594 5.1169385288376352 2.5028340298449612 44.942994192941114 195.36592441727407 2.6154067459865464 4.6524874769966109 19.664856151124695 196.65355630061822 1.8133489279425692 1.6591867225943122 10.564536177087573
leaf_count=207096 68717 189394 68379 6165 350497 590 7458 1014905 483420 39867 35111 94634 52277 147402 12350 3614 17429 39654 20347 39111 30155 1454 11082 21111 694 1890 16620 10728 4815 1551 34600 45252 2492 3664 3514 7833 79 35 9403
internal_value=0 0.0041534 -0.0134154 0.0110707 -0.0339852 0.00818969 0.00592945 0.00460824 0.00759628 -0.0194813 -0.0489512 0.00599408 -0.00029347 -0.00607439 -0.0571437 -0.0590988 -0.000736975 -0.0110924 -0.0615605 0.00378157 -0.00875646 0.0478065 0.00633308 0.0282596 -0.0265548 0.0773708 0.0334172 0.0265506 -0.0678802 0.0299558 -0.0252592 0.0535044 -0.0225816 0.0187268 0.0557778 0.0430188 0.0438079 0.0464596 0.000808862
internal_weight=0 6145.08 1714.07 4431.01 821.725 4150.38 3938.51 3902.47 3505.57 396.9 547.406 892.345 716.119 617.612 448.132 436.776 274.319 197.785 277.208 420.982 99.2741 280.637 60.5947 176.226 71.5119 36.0364 147.688 98.5076 250.033 86.6903 196.63 220.043 57.8066 76.5335 215.031 211.869 200.126 198.313 126.274
internal_count=3105389 2873131 1060193 1812938 573442 1745471 1736934 1727586 1498325 229261 434219 486751 380303 315747 366461 354111 139223 118130 232258 186513 67758 67467 17247 106448 40348 9348 85337 64556 211911 53828 129234 50220 37603 21093 48766 8537 7947 7868 77782
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=552964 896 1 16810001 1 1 15 9 1 512 1 2163107 1 1 104 1 896 5 1 10748402 2097531 1 1 8 1 2 4 1 2
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=25
split_feature=0 1 2 10 5 0 5 7 1 10 2 0 8 13 2 2 2 0 3 6 6 1 7 8 3 8 2 1 1 1 3 9 7 1 3 0 3 3 3
split_gain=115.02 62.6716 62.3499 35.6353 25.7363 25.9628 24.3793 20.7624 21.4679 20.2223 19.2528 15.8347 14.4376 12.1024 11.7341 10.6507 8.33073 7.28943 5.89129 5.87646 4.4776 3.82802 3.49808 3.11795 2.86622 2.75595 2.69598 4.42169 2.16583 2.03577 1.90162 1.75019 1.66348 1.33422 1.3093 1.26205 1.20681 1.06696 1.02902
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 6.5000000000000009 7 8 9 10 11 12 13 14 15 5.5000000000000009 16 17 1.5000000000000002 18 19 1.0000000180025095e-35 20 21 2.5000000000000004 10.500000000000002 2.5000000000000004 8.5000000000000018 22 23 1.5000000000000002 7.5000000000000009 24 5.5000000000000009 5.5000000000000009 1.5000000000000002
decision_type=9 2 1 1 1 9 1 9 2 1 1 9 1 1 1 1 1 9 2 1 1 2 9 1 2 1 1 2 2 2 2 9 9 2 2 9 2 2 2
left_child=20 2 6 4 7 14 11 8 10 18 -3 24 17 26 21 -10 25 -13 23 36 28 -6 -18 32 -2 -7 27 38 -1 -16 -14 34 -4 -22 -9 -11 -8 -28 -5
right_child=1 3 9 13 5 16 19 31 15 35 -12 12 30 -15 29 -17 22 -19 -20 -21 33 -23 -24 -25 -26 -27 37 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.070259965241941905 0 -0.020981911796540218 -0.056304054306068732 0 0 -0.012362477943997783 -0.044665309818031636 0.071859066477106881 0 0.026513823583561455 0.0075178254200505617 -0.038334514746640597 0.028972669107597146 -0.0068787831049420892 -0.016824610682553358 0.031404167218043018 -0.045846099350218467 -0.0062219510555461778 0 0 -0.016132459980874005 0.066366223311684278 0.00011095802153930242 0 0.016136954349359731 0.01355463152147706 0.058748871311393919 -0.010499475874974892 0 0.0067745384127933352 -0.00039416105733347149 0 0 0.0072285138964839138 0 -0.00082540905580634092 0 0.0027011468622659806 0.032157790696089879
leaf_weight=208.61324598533247 147.86014095786959 216.14290803375479 347.27546300370159 9.302891364728568 14.703577774533185 192.41668979580572 119.93058359547285 32.857764535874594 161.17608467058744 13.652180461678652 2787.1636457142449 96.162255649629515 59.895984730974305 27.262537503091153 34.881468861160101 508.37360044015804 163.80024859566765 275.39875432853296 21.011549951828783 26.518704051239183 15.303444181132365 29.451464545156341 3.9572569324518545 2.9780033113202071 568.44080867685261 14.0225782332418 188.37848062254488 27.489464358252008 3.7506656559417015 37.358571822973317 3.123136904265265 1.5927287813974533 4.851747157983481 8.2303435787325707 0.67096931039122765 3.3519372664741267 8.4575617007358215 18.120965006994084 22.682297298160847
leaf_count=190193 96721 123195 291126 4028 8304 113069 88824 5373 60817 4413 1112338 62855 67405 6971 28619 165598 100828 191691 14115 17429 13796 11822 3331 1108 212820 11364 42070 6744 2200 18190 2398 30 2979 6034 147 1748 5604 3292 6256
internal_value=0 0.00364541 -0.0124885 0.00986443 0.00725731 -0.0134418 -0.00122266 0.0101621 0.00899582 -0.0453593 0.00513623 0.00385431 -0.0103052 0.042127 0.0219729 0.0249167 -0.0259155 -0.0186326 -0.0517901 -0.0351362 -0.0623226 0.0483837 -0.041304 -0.0546034 0.0128813 -0.00751874 0.0483518 0.00755385 -0.0690703 -0.00298719 0.0246344 0.0671894 -0.0555551 -0.00288617 0.0700221 0.0231201 -0.0425707 0.0537911 0.0267003
internal_weight=0 6190.72 1698.91 4491.81 4198.57 490.592 1305.79 3707.98 3672.86 393.121 3003.31 1150.88 434.58 293.237 116.395 669.55 374.197 371.561 376.117 154.907 235.898 44.155 167.758 355.105 716.301 206.439 265.974 59.4747 212.364 72.24 63.0191 35.1215 352.127 23.5338 33.5287 17.0041 128.388 206.499 31.9852
internal_count=3105845 2893622 1061236 1832386 1763025 295527 745747 1467498 1461948 315489 1235533 633890 324349 69361 66935 226415 228592 254546 309328 111857 212223 20126 104159 295213 309541 124433 62390 17028 192393 46809 69803 5550 294105 19830 5520 6161 94428 45362 10284
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=28676 992 1 2 16810137 2 1 1 15 8653904 1 1 896 134 960 1573024 1 1 1 1 1 896 1 1 264274
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=23
split_feature=0 7 2 1 9 0 4 2 8 3 12 2 3 5 1 3 0 2 1 6 13 0 1 8 1 0 3 12 1 4 3 1 6 3 3 6 11 1 1
split_gain=101.836 52.8117 60.2695 65.1919 35.2035 34.8295 30.5185 35.3151 35.3599 24.6469 11.8374 10.9947 10.9274 8.35761 7.52346 6.22496 5.69758 6.21062 4.54565 4.24059 4.04037 4.02153 3.66215 2.37633 2.00291 1.98967 1.96161 1.58516 1.16567 1.07826 0.90372 0.789162 0.77353 0.500176 0.495096 0.413833 0.312998 0.190953 0.163861
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 1.5000000000000002 8 9 2.5000000000000004 10 4.5000000000000009 2.5000000000000004 11 12 6.5000000000000009 13 14 15 12.500000000000002 16 10.500000000000002 17 12.500000000000002 18 1.5000000000000002 19 11.500000000000002 5.5000000000000009 20 6.5000000000000009 10.500000000000002 21 22 24.500000000000004 52.500000000000007
decision_type=9 9 1 2 9 9 1 1 1 2 1 1 2 1 2 2 9 1 2 1 1 9 2 1 2 9 2 1 2 1 2 2 1 2 2 1 1 2 2
left_child=19 2 4 5 6 12 7 10 -9 13 -2 15 20 18 25 32 34 -18 -5 24 -4 -16 23 29 -1 -11 35 -6 36 30 -13 -17 -3 -14 -8 -7 -21 -29 -15
right_child=1 11 3 9 27 26 16 8 -10 14 -12 22 33 38 21 31 17 -19 -20 28 -22 -23 -24 -25 -26 -27 -28 37 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.068437431875725582 -0.0058138600843739875 0.03250120688372609 -0.027090596876594066 -0.013306577949094432 0 -0.061561408998593303 0.043214743990201983 -0.0065495343543301764 0.019986021609379227 0.010885766562398126 0.036273994634706673 0.084821575768699253 0.023050515448130846 -0.038327036393158154 -0.0023800372277728013 -0.025571494339413681 0.030132985622186633 0.0062248975530205088 0.013812397730809906 -0.018042209528824536 0.0076847148325928857 0.045882408674421699 0 0 0 -0.01261114125660948 0 0.044597135736691607 0.0064736468632051198 0 0 0 0 0 0 -0.020336479156766712 0 0 0
leaf_weight=194.84976931730489 62.766477910627145 15.059157893294469 109.63540392073628 96.567442443949403 12.856170017214026 339.28237006570271 147.09667860815534 3105.0203479700431 565.5151729179197 49.630590539585683 309.72177681478206 84.738948545884341 66.266856664980878 54.259205398760969 11.208566909132058 16.338362820155456 166.4295378102106 416.21661275002407 90.796412279392825 11.480183248524556 13.614250918835749 129.76988965389319 1.5821788804023516 3.0167144418228409 3.8163902834057799 18.321244739985559 1.7994703731383186 224.12667024394614 8.5012298648507549 1.114839240850414 0.36609683267306437 7.7642392492853096 7.0726900775916883 13.592560101373236 0.47290822048671444 65.382529585185694 3.3327547578955992 0.96298967831535165 0.96902947057969768
leaf_count=189425 41563 4093 60924 51757 731 314975 70552 1526565 250370 13612 167534 10973 22150 28031 9241 4418 44130 98840 47580 11021 7414 35924 227 234 2208 11313 1272 9829 6137 108 104 523 1573 4837 337 51706 2529 43 466
internal_value=0 0.0033085 0.00172823 -0.0194203 0.00638062 -0.0402601 0.00431447 0.000775196 -0.00224521 0.00844349 0.0285786 0.0588422 -0.00245174 -0.0118934 0.031841 0.00046928 0.0227121 0.015033 0 -0.0603192 -0.0205393 0.0430907 0.0725379 0.0809802 -0.0672155 0 -0.0556669 0.0418229 -0.00248606 0.0832615 0.0842218 -0.0203518 0.0276521 0.0204953 0.0405493 -0.0574541 -0.015214 0.0427527 -0.0378554
internal_weight=0 6209.33 6072.28 1061.1 5011.19 609.573 4773.24 4043.02 3670.54 451.522 372.488 137.053 203.109 242.592 208.93 46.2345 730.216 582.646 187.364 221.98 123.25 140.978 90.8188 89.2366 198.666 67.9518 406.464 237.946 23.3142 86.2199 85.105 24.1026 22.1318 79.8594 147.57 404.665 14.8129 225.09 55.2282
internal_count=3105269 2893949 2871696 661202 2210494 463278 2199891 1986032 1776935 197924 209097 22253 95325 127834 70090 10607 213859 142970 99337 211320 68338 45165 11646 11419 191633 24925 367953 10603 19687 11185 11077 4941 5666 26987 70889 366681 13550 9872 28497
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=28676 1 992 1 16810001 1 512 1 2 515 2 265664 224 1 1 7931008 1 8389714 4 1 1 1 1
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=26
split_feature=0 1 2 0 10 7 3 0 3 2 0 6 12 2 13 0 8 3 8 7 3 6 11 2 3 0 3 10 1 4 5 2 1 5 2 3 3 1 3
split_gain=89.6034 47.43 47.3874 32.1207 25.9655 19.5147 20.6569 26.0701 24.122 21.2064 12.9755 11.7587 9.82791 9.51121 9.51028 8.68597 6.15703 5.88251 5.66169 5.80828 4.23421 3.98494 3.50112 3.32964 3.20291 3.12184 2.85532 2.11751 1.97701 1.58797 1.5851 1.54735 4.16548 1.45242 1.28073 1.22316 1.18843 1.17035 1.12144
threshold=0 1.0000000180025095e-35 1 2 3 4 2.5000000000000004 5 1.0000000180025095e-35 6 7 8 9 10 11 12 13 7.5000000000000009 14 15 3.5000000000000004 16 17 18 2.5000000000000004 19 4.5000000000000009 20 10.500000000000002 21 22 23 1.5000000000000002 24 25 3.5000000000000004 4.5000000000000009 1.5000000000000002 1.0000000180025095e-35
decision_type=9 2 1 9 1 9 2 9 2 1 9 1 1 1 1 9 1 2 1 9 2 1 1 1 2 9 2 1 2 1 1 1 2 1 1 2 2 2 2
left_child=21 2 13 20 5 6 7 8 -3 -9 17 18 -12 25 31 30 22 -8 19 -5 23 28 -17 -4 29 -2 -7 -25 -1 -13 -15 32 -6 34 -22 -32 -27 -23 -18
right_child=1 4 3 11 14 26 10 9 -10 -11 12 24 -14 15 -16 16 38 -19 -20 -21 33 37 -24 27 -26 36 -28 -29 -30 -31 35 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.066469779809215992 0.02873026115203119 0.028108661258000246 0.00072469373595632073 -0.055275539754915948 0.030420635597920617 0.063574269955657722 0.044677966842041783 0.0010276477215802728 -0.00060100666395950084 -0.026903973901838185 0.013897611486277051 -0.024255800424144439 -0.0026016147540290028 0.009177530393351235 -0.0069912145152381672 -0.025935386000296864 -0.0013654011175772889 -0.0036106986806190098 0 0.0026628013941684334 0 -0.015050210362139738 0.0013734798638755383 -0.028610949724876347 0.007391173420792191 -0.0090057613482575957 0 0.0017483582775975081 0 0.00093695922485005103 -0.014762543261273065 0.044876036114488448 -0.0064370766738538632 -0.0017957353455723621 0.024080232612538388 0.0060044891506957649 0.01247386427422259 0.0068525240588989695 0.017374841000000866
leaf_weight=181.66716268110031 138.11915147153195 384.43547441175906 126.38519764243392 376.80746710972016 16.659536702150945 37.721289118810091 150.90886703280557 510.65107560127217 926.52514445390261 499.91723211567296 1262.0195096383104 55.791239891186706 451.0435791990094 414.23854738309456 27.293479468673468 199.31138007297704 6.4933383742463766 11.477942355792036 11.687408371159107 5.0561317043611771 20.577466358721722 14.7266077533277 30.146292443852872 60.97556817138684 41.677083519214648 38.096677853958681 7.0233780795242629 3.3722521759336805 3.7222951641306272 2.690554530825465 30.984997686566203 220.70536766224541 43.839147971884813 4.6172158651752389 53.971497362959781 4.9002304454916148 10.883612865349276 8.3646883955225331 35.567117133759893
leaf_count=188678 66159 199730 75400 349428 6167 7646 92073 359863 254569 352694 332363 38826 154187 157664 6789 132983 9220 7412 12995 3661 4546 13561 20520 35628 31036 34298 1914 693 2177 2546 22778 46097 10896 3693 12869 3091 8673 6088 35929
internal_value=0 0.00305491 -0.0111356 -0.0288471 0.00838131 0.00612055 0.00510167 -0.00109958 0.00797532 -0.0130025 0.0128318 -0.0432505 0.00942205 0.00413719 0.0352823 -0.00103592 -0.014366 0.0377143 -0.0516177 -0.0536419 0 -0.0581617 -0.0214473 -0.00826325 -0.00707234 0.022079 0.0572704 -0.0215103 -0.0651927 -0.0197815 0.00690902 0.0406278 0.00640908 0.0158052 0.0199673 -0.00593055 0 -0.00207661 0.0109546
internal_weight=0 6222.57 1672.35 763.609 4550.22 4241.72 4196.98 2321.53 1310.96 1010.57 1875.45 493.71 1713.06 908.741 308.498 721.642 271.518 162.387 393.551 381.864 269.899 208.481 229.458 190.733 100.159 187.099 44.7447 64.3478 185.389 58.4818 450.124 281.204 60.4987 79.1662 74.549 35.8852 48.9803 23.0913 42.0605
internal_count=3105540 2895036 1062636 571321 1832400 1762451 1752891 1166856 454299 712557 586035 438492 486550 491315 69949 382185 198652 99485 366084 353089 132829 210504 153503 111721 72408 109130 9560 36321 190855 41372 183533 63160 17063 21108 17415 25869 42971 19649 45149
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=28676 896 16810001 1 1 24152593 896 8650816 1 1 512 1 1052248 1 1 1 1 1 104 10748122 1 1 2 896 2 34
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=25
split_feature=0 5 1 2 3 0 8 1 3 3 0 2 4 0 2 7 1 3 0 12 1 12 6 2 1 4 11 1 2 0 3 1 1 2 10 7 0 1 0
split_gain=79.4425 41.1042 37.4964 45.9524 26.656 22.5326 34.5617 21.2094 20.3931 19.756 24.9358 14.0334 13.6255 11.2561 11.1636 10.6993 9.58705 7.11559 6.0448 4.33002 3.96671 3.79001 3.5461 3.51691 3.38803 3.1847 3.52583 2.85788 2.81695 2.06589 1.81859 1.65079 1.36801 1.3482 1.33522 1.16554 1.06581 1.06345 9.06034
threshold=0 1 4.5000000000000009 2 1.0000000180025095e-35 3 4 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 5 6 7 8 9 10 1.5000000000000002 4.5000000000000009 11 12 3.5000000000000004 13 14 15 1.0000000180025095e-35 16 17 21.500000000000004 18 19 1.0000000180025095e-35 10.500000000000002 6.5000000000000009 20 21 22 23 12.500000000000002 24
decision_type=9 1 2 1 2 9 1 2 2 2 9 1 1 9 1 9 2 2 9 1 2 1 1 1 2 1 1 2 1 9 2 2 2 1 1 9 9 2 9
left_child=22 2 3 16 14 7 12 8 -5 15 28 18 -7 -9 -3 25 17 -2 27 -13 -12 30 31 -8 -16 26 -6 32 -11 -18 -20 -1 -4 -24 -31 -30 -19 -21 -39
right_child=1 4 11 5 9 6 23 13 -10 10 20 19 -14 -15 24 -17 29 36 21 37 -22 -23 33 -25 -26 -27 -28 -29 35 34 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.064494937119714435 -0.052006541352274817 -0.015660825189569908 0.0051469431711303748 -0.0037372050171183956 -0.041178034795582394 -0.027780683305697013 0 -0.0058388439797006529 0.02173485009843738 0 -0.033158063403150327 0.00030713963778697173 0.011187704899769018 0.013360638695356836 0 0.022053314040741599 0.0094571227259357803 0.01355260040280846 0.019525937306076147 0.025638442450998541 0.0037102946246316496 -0.014440157877078372 0.007486572589666925 0.030444798067161993 0.065133224554755051 0 -0.007615002769294269 -0.0030080596806271722 0.06194062716223997 -0.019327625152339139 0.0010298297489866506 0 0.042505736001925531 -0.014184407775816263 0 0 -0.0063652430926937125 -0.0050995293361018939 0.053500435999714303
leaf_weight=169.90365266489971 180.10003738349769 13.345225317898437 46.94484849559376 377.50946707174444 432.0505994688574 534.35499927657656 74.134892139059957 1079.0695990947715 1287.1628640057679 9.7898426810279471 73.192073434285703 76.716459844814381 77.787464383349288 378.40438764804276 12.945661755380568 7.6652559775393447 18.428629263420589 8.3945620547892741 49.343864889349788 509.92954858328449 14.344397021690382 83.788907226233277 8.3727493058249802 127.71653455044725 30.515843266766751 10.612476814072577 74.9088344624397 5.0481606420944436 42.833052156856866 61.411708942410769 309.95029703975888 3.9754311738070092 43.616764481383143 14.762311980288361 26.644798093824647 1.4941049368353549 5.9213355663232496 21.07242609403329 127.79286891629454
leaf_count=187382 159444 10600 27704 247238 286776 406129 58731 150720 545744 7396 55955 29852 46919 239413 9535 4399 10291 3472 23978 143853 10242 24859 6381 100335 16769 7980 59034 4392 28494 29129 59950 2290 25418 13545 1720 1039 5222 17119 35775
internal_value=0 0.00282789 0.00584142 0.00119353 -0.0190048 0.00426799 -0.0100602 0.00817845 0.0158174 -0.0251611 0.00538458 0.0206838 -0.0220703 -0.000432897 0.0335302 -0.0337852 -0.0339608 -0.0470689 0.00662106 0.0294571 -0.0231865 0.000231478 -0.0561362 0.0227772 0.0484784 -0.036323 -0.03748 0.0252175 0.0444277 -0.00523341 0.00550811 -0.0632259 0.0317279 -0.00215724 -0.0122356 0.0529047 0.00143451 0.0322105 0.0467701
internal_weight=0 6234.94 5511.25 4237.04 723.697 3936.14 813.994 3122.15 1664.67 666.891 141.653 1274.2 612.142 1457.47 56.8067 525.237 300.901 194.416 538.693 735.511 87.5365 443.083 197.014 201.851 43.4615 517.572 506.959 95.6098 54.117 106.485 359.294 173.879 90.5616 23.1351 88.0565 44.3272 14.3159 658.795 148.865
internal_count=3105224 2895626 2397407 2004507 498219 1795229 612114 1183115 792982 461315 103126 392900 453048 390133 36904 358189 209278 168138 166301 226599 66197 108787 209598 159066 26304 353790 345810 57514 36929 41140 83928 189672 53122 19926 30849 29533 8694 196747 52894
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=28676 2 7 14945362 1 10584147 900 1 2064 29 1 853960 4 5 1 264 1 1 26 1605699 353 1 1 32849 8389635
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=26
split_feature=0 10 2 1 12 0 9 2 1 5 0 3 8 13 1 2 13 1 2 0 3 0 1 0 0 7 13 7 3 3 13 1 1 2 1 5 0 0 1
split_gain=69.7531 36.6773 47.7326 45.313 28.4432 20.3983 19.0043 17.8261 17.3937 14.9104 13.1409 9.10305 8.68454 7.59678 6.78527 8.09577 6.14575 5.66596 5.56306 6.789 4.58274 4.26133 4.17717 3.4889 3.18119 2.53218 2.49457 2.14813 2.19861 1.86807 1.81374 1.72385 1.26025 1.54395 1.38602 1.19695 1.18723 0.691506 0.585963
threshold=0 1 2 2.5000000000000004 3 4 5 6 2.5000000000000004 7 8 1.5000000000000002 9 10 1.5000000000000002 11 12 12.500000000000002 13 14 3.5000000000000004 15 1.5000000000000002 16 17 18 19 20 2.5000000000000004 18.500000000000004 21 11.500000000000002 1.5000000000000002 22 1.0000000180025095e-35 23 24 25 20.500000000000004
decision_type=9 1 1 2 1 9 9 1 2 1 9 2 1 1 2 1 1 2 1 9 2 9 2 9 9 9 1 9 2 2 1 2 2 1 2 1 9 9 2
left_child=14 2 4 5 6 20 7 24 -9 11 16 17 30 18 -1 38 22 -5 21 32 26 -3 -6 -13 -2 29 -4 28 -11 -7 -12 -23 34 -34 -20 -18 -14 -15 -16
right_child=1 13 3 9 10 25 -8 8 -10 27 12 23 36 37 15 -17 35 -19 19 -21 -22 31 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.06598255648060071 -0.0023657536180331472 -0.0028487465807959804 -0.020862460079250723 -0.011001160360824535 0.0038832887785568791 -0.054538878227706061 0.037932471438803475 -0.0019587644166677342 0.013572385801569237 -0.036830531657322668 -0.031280038092510447 -0.0033607316071041201 0.0097768328442909211 0.003320434132734073 0.020718839920161825 -0.031583613122476734 0.026339953406038476 0.023786238832048601 -0.0011874820231632815 0.03316847015230396 0.01182545958298948 0.060639873572432973 -0.0092776434863501341 0.033350867400511845 0.027184542750447002 0 0.0039696291556938377 0.0015711059164620293 0 0 0 0 0.0058739165031201019 -0.013831641047803774 0.020056488962794154 0 -0.0069668027266650504 -0.010736709190625297 0
leaf_weight=137.50395037632552 21.420579891651869 8.322086821368428 133.81599412328069 136.79752111248672 382.81473607904627 332.84353309015569 196.09902702196268 1757.7148591896621 1155.530939452874 60.179901710362174 294.20344004222716 13.74104156764224 63.766796568554128 2.5792549028410576 24.660912995372204 46.220886439987225 62.04843389535381 34.464198969100835 18.342685653420631 67.235239224799443 49.221616616938263 135.90404700979707 496.62994507416443 145.50770036625909 431.61152888261131 10.372844240104312 18.031154605181655 1.5006819525733579 16.490216693186085 0.38347063997934938 17.692174637064454 11.603819000418296 12.798477064119652 68.109962044691201 18.051540254673455 3.0301647792803115 18.007351583917625 27.520449130621277 1.3906784325954493
leaf_count=170908 17901 3963 74899 71785 207374 344697 7916 878384 400931 32469 223182 7941 52152 1286 16288 40911 16615 19471 2995 37303 17265 28562 148184 38578 170462 7123 9350 1054 10931 283 13410 2145 534 3911 2186 2088 13905 6500 763
internal_value=0 0.00270066 0.000646346 -0.0193026 0.00471146 -0.0376857 0.00939394 0.0073504 0.00416111 0.00497514 -0.00744685 0.0149916 -0.0219098 0.032 -0.0511743 -0.0139803 -0.000468819 -7.9769e-06 0.0361762 0.0145987 -0.00701089 0.0501483 -0.00327981 0.030152 0.0251003 -0.0512687 -0.0160956 -0.027014 -0.0306704 -0.0540363 -0.0295763 0.0547081 0 -0.0079814 0.00913241 0.0233622 0.00277689 -0.00471826 0.0150392
internal_weight=0 6224.39 5853.92 953.35 4900.57 544.669 3562.38 3366.28 2913.25 408.681 1338.19 330.51 393.67 370.468 209.776 72.2725 944.523 171.262 340.368 184.538 201.069 155.83 879.445 159.249 453.032 343.6 151.847 78.1708 76.6701 333.227 311.896 147.508 117.303 80.9084 36.3942 65.0786 81.7741 30.0997 26.0516
internal_count=3106605 2877735 2788350 635846 2152504 453617 1475594 1467678 1279315 182229 676910 137775 302649 89385 228870 57962 374261 91256 81599 46929 101514 34670 355558 46519 188363 352103 84249 44454 43400 344980 236592 30707 9626 4445 5181 18703 66057 7786 17051
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=552964 1 992 9 22118417 1 512 2 23330906 1 1 865 1 57 7340056 5243553 7602305 1114633 1 1 1 1 4 2 9438752 264264
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=28
split_feature=0 1 2 0 7 3 9 4 0 5 6 0 2 0 1 8 7 8 8 2 1 3 0 11 3 5 11 3 3 0 2 2 4 2 3 4 1 2 3
split_gain=62.1873 32.8843 32.8481 24.0748 16.5015 16.4881 20.0839 14.6934 11.7389 11.2481 10.4343 8.98866 6.21247 6.28088 5.53562 5.46592 4.90041 5.02161 4.86371 4.75221 4.50603 13.544 9.80908 4.16118 3.58235 3.35844 3.25578 2.62103 2.47743 2.1158 2.05635 1.87972 1.70784 1.73327 1.70539 1.31721 1.25736 1.22549 1.11009
threshold=0 1.0000000180025095e-35 1 2 3 4.5000000000000009 4 5 6 7 8 9 10 11 4.5000000000000009 12 13 14 15 16 1.5000000000000002 7.5000000000000009 17 18 6.5000000000000009 19 20 3.5000000000000004 2.5000000000000004 21 22 23 24 25 2.5000000000000004 26 30.500000000000004 27 4.5000000000000009
decision_type=9 2 1 9 9 2 9 1 9 1 1 9 1 9 2 1 9 1 1 1 2 2 9 1 2 1 1 2 2 9 1 1 1 1 2 1 2 1 2
left_child=23 2 12 25 5 6 7 9 19 -3 16 31 29 -14 -8 -9 17 -5 26 34 21 -13 -22 32 -10 27 -15 30 35 -2 -4 -7 33 -1 -6 -12 -16 -29 -31
right_child=1 4 3 10 8 11 14 15 24 -11 28 20 13 18 36 -17 -18 -19 -20 -21 22 -23 -24 -25 -26 -27 -28 37 -30 38 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.022245219639421186 0.00078165672401316316 0.0038574903130438342 -0.050471553462713363 0.00039172308070778991 0.0052237262697581652 0.0094140482204129877 0.022565686382310109 0.088187873328826993 -0.016461479604265829 -0.021042474613394688 0.050861959363573586 0.0052617028227037888 -0.023856979550340676 0.053158805539399494 -0.0026733395258997697 0.0026581137929707647 0 0.009075290449102975 0.020171622712782375 0.0041586032567308591 -0.012864685157504122 0.035329397756336388 0 0 -0.023724431516604954 0.0021754042828868998 0 0.0075165923148370149 -0.0090541456572691727 -0.014380988623954403 -0.014771435463074188 0 -0.060418496669459892 -0.0244593680660283 0.00074619484984435498 0 0.020785500614132774 0.011568438824324323
leaf_weight=5.077221057465068 147.48036900709849 2747.4091839188332 118.46007250860566 337.37009020859841 14.300885109521912 33.089316464487638 100.49402500572614 356.30620403547073 27.328389682632409 404.19165505389537 52.301401250355411 127.25471104706958 457.67155065503903 193.05973639493459 69.75140015600482 76.730349062010646 5.0573587507242328 11.829189237440003 43.299325124768075 71.747278135502711 345.30546208447777 20.41927415842656 137.89171369322867 18.611496469849953 1.4581728889606882 22.42145044010249 29.673983042594045 21.073051669169217 41.592607397484244 38.131803618744016 52.163085509266239 61.798826863931026 3.6612220758688627 149.43384920006065 18.983362710103393 2.752349007758311 0.93013526371214439 56.494956790411379 11.214112229063174
leaf_count=4889 66387 1224814 68339 349529 885 20541 4240 88822 10773 254269 38911 52689 183437 131756 1759 14831 3657 12968 45208 2114 28231 11298 83050 16200 1186 15874 20623 4546 31981 33847 31179 34420 3574 184052 651 2559 48 12872 8660
internal_value=0 0.00241868 -0.00954367 -0.024924 0.00677854 0.00552047 0.00269192 0.000872973 0.0383532 -0.00146984 -0.0383 0.0190734 0.00283442 -0.00131976 0.0334814 0.0175622 -0.0466676 -0.0483269 -0.0128303 0.00740098 0.0231591 0.0396775 0.0159532 -0.0520404 0.0713741 0 -0.0193552 0.00382919 -0.00449482 0.0170186 -0.00206426 -0.00609332 -0.0590931 -0.0604471 -0.0120183 -0.016547 0.0517191 0.0165419 0
internal_weight=0 6257.44 1642.05 721.516 4615.39 4481.57 3755.81 3584.64 133.818 3151.6 450.903 725.759 920.531 723.705 171.176 433.037 354.257 349.199 266.033 105.032 630.871 147.674 483.197 176.784 28.7866 270.613 222.734 248.191 96.6464 196.826 170.623 94.8881 158.172 154.511 33.2842 55.0538 70.6815 77.568 49.3459
internal_count=3105669 2896954 1062333 572415 1834621 1819012 1588783 1582736 15609 1479083 439605 230229 489918 381024 6047 103653 366154 362497 197587 3650 175268 63987 111281 208715 11959 132810 152379 116936 73451 108894 99518 54961 192515 188941 1536 41470 1807 17418 42507
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=28676 896 16810001 1 1 1 1573553 2 1 5769601 512 1052248 1 1 1 1 3 262160 1 2 1 10748122 104 643 1 513 1 34
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=26
split_feature=0 1 2 0 5 3 3 0 8 1 3 3 0 0 2 0 3 0 12 2 1 0 10 0 0 2 7 1 1 0 0 1 10 2 3 6 12 2 1
split_gain=55.6439 31.0299 45.5652 24.7662 22.3526 17.2629 16.927 14.3906 16.2645 10.8979 10.0814 28.113 30.5299 17.3524 11.0758 10.4782 8.7 8.02679 7.44047 7.07105 6.5343 5.93188 5.69966 5.12929 4.88307 4.84723 3.98493 3.81329 3.17868 2.61601 2.40615 2.23824 2.19802 2.17244 2.08969 2.01013 1.98287 1.82118 1.75781
threshold=0 3.5000000000000004 1 2 3 1.0000000180025095e-35 4.5000000000000009 4 5 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 6 7 8 9 7.5000000000000009 10 11 12 1.5000000000000002 13 14 15 16 17 18 19.500000000000004 72.500000000000014 19 20 4.5000000000000009 21 22 12.500000000000002 23 24 25 6.5000000000000009
decision_type=9 2 1 9 1 2 2 9 1 2 2 2 9 9 1 9 2 9 1 1 2 9 1 9 9 1 9 2 2 9 9 2 1 1 2 1 1 1 2
left_child=-1 2 3 32 6 35 7 8 -4 -9 13 15 28 37 36 22 17 -8 -16 27 21 -7 33 -18 -21 31 34 -17 38 -27 -22 -15 -2 -12 -5 -6 -14 -3 -13
right_child=1 10 4 26 5 20 16 9 -10 -11 11 12 14 25 18 19 23 -19 -20 24 30 -23 -24 -25 -26 29 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.059207563064337498 -0.0062127121640411509 0 -0.027805102862893411 -0.052489648177146311 0 0 0.042587174806674864 0.0089298942512679794 0.01045465546483041 -0.0045718948637699271 0.001534549206766124 0.027525760087369594 0 0 0.021483406755317735 0.018490284651825017 0.010075469468150286 0.012232780806331653 -0.0086010995427078223 0.0093558784196965117 0.0095550477071797615 -0.040646244986845728 0.0080553958541652766 -0.023357242479741146 -0.023726300496120595 0.0038369241176377175 0 -0.009833011188252732 0 -0.021061861441177086 -0.012513239029500965 0.025052466610273456 0.01519754031911034 -0.039434939317365331 0 0.042511939956286125 -0.0157174474656889 0.055383185887844133 0.069197034705329577
leaf_weight=111.95585687411221 143.24132571544033 24.653051086352207 310.46094315852679 268.7914067463862 26.37377926010231 55.665369343507336 130.26258645826601 1433.5153220290231 131.88144140646909 953.98093850637088 5.2981034212571121 131.33589002852386 342.16396863036789 23.7241047641146 461.21462008456001 157.08224951749435 51.35538389912108 437.98196917206224 64.673310592304915 26.725424186384771 39.349280922280741 215.90539069073566 8.8494529554736783 45.931659763969947 112.9779686293914 34.106206544893212 17.369279072445352 27.426840976346284 3.3026841062819576 52.370113109238446 73.12627218812122 65.868618712032912 36.215465968765784 123.30877546660486 1.3442312608967757 9.9715234468312683 69.237002796609886 123.06945577333681 82.77208832782344
leaf_count=157577 75173 13760 234566 292248 17565 43353 85210 713815 109587 292842 3399 76901 52192 17600 67032 48931 19462 119737 12543 20736 23607 176626 4370 26758 31767 23660 10282 13032 2272 38381 46812 44399 2322 80206 1037 5567 14646 42163 43048
internal_value=0 0.0020064 -0.00260352 -0.0308291 0.000970879 -0.0199095 0.00371808 0.000173521 -0.0154955 0.00340696 0.0124635 0.00864652 0.0169695 0.0283211 0.00766417 -0.0113255 0.0177007 0.0223956 0.016907 0 -0.0268736 -0.0347166 -0.0307547 -0.00618035 -0.0150544 0.00215054 -0.0475083 0.0115564 0.0478366 -0.0107621 -0.00250843 0.0164038 0 -0.0382743 -0.051703 0.0280331 -0.00393749 0.0493021 0.0513887
internal_weight=0 6322.88 4382.72 466.962 3915.76 420.392 3495.37 2829.84 442.342 2387.5 1940.16 1616.37 1154.7 323.792 937.289 461.669 665.532 568.245 525.888 324.212 384.046 271.571 137.456 97.287 139.703 176.069 287.505 184.509 217.411 86.4763 112.476 89.5927 179.457 128.607 270.136 36.3453 411.401 147.723 214.108
internal_count=3105184 2947607 2296569 381062 1915507 313530 1601977 1350810 344153 1006657 651038 471075 268634 179963 146413 202441 251167 204947 79575 114466 290398 219979 87975 46220 52503 124040 303567 61963 122221 62041 70419 61999 77495 83605 293285 23132 66838 55923 119949
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=28672 15 16810001 2 590504 1 264428 3670544 896 1573190 2362976 3 117 64 1 8389584 10814472 714 1 2372 66641 1 513 1 5 22
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=25
split_feature=0 10 2 1 12 0 9 2 4 5 0 0 11 1 3 0 13 1 2 3 3 13 2 0 11 3 2 3 0 7 3 1 0 3 1 1 3 8 4
split_gain=50.6416 28.481 30.1833 31.8261 23.0249 16.507 12.41 15.8072 19.3374 11.9986 9.22385 8.21019 7.85755 6.68212 6.33094 6.25565 5.3804 5.05002 5.92601 3.56165 3.50798 3.5015 2.57922 3.76258 2.62862 2.51074 2.48014 2.22312 2.04577 1.95209 1.95444 1.78399 1.5261 1.3424 1.06279 1.06193 0.792654 0.635571 0.58366
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 8 9 10 11 12.500000000000002 1.5000000000000002 12 13 1.5000000000000002 14 3.5000000000000004 2.5000000000000004 15 16 17 18 1.0000000180025095e-35 19 2.5000000000000004 20 21 8.5000000000000018 11.500000000000002 22 7.5000000000000009 1.0000000180025095e-35 11.500000000000002 2.5000000000000004 23 24
decision_type=9 1 1 2 1 9 9 1 1 1 9 9 1 2 2 9 1 2 1 2 2 1 1 9 1 2 1 2 9 9 2 2 9 2 2 2 2 1 1
left_child=37 2 4 5 10 19 7 20 -9 13 17 31 36 14 -5 25 22 28 -19 26 -6 27 23 33 34 -3 -4 -7 -2 30 -11 -8 -15 -17 -24 -27 -12 38 -1
right_child=1 15 3 9 6 21 11 8 -10 29 12 -13 -14 32 -16 16 -18 18 -20 -21 -22 -23 24 -25 -26 35 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.062930604864435927 -0.0055597558323666986 0 0.0042492625179775638 -0.010035047195572064 0.030336190649193819 -0.057035418920644614 0.0072292883534019192 -0.0008740045514920114 0.020043772522445245 -0.032101467736849042 -0.036640260170737474 0.072326589594813598 0.0017737621344153288 0.038024218797079082 0.017057988415333673 0.043516095707309493 -0.011820392975668663 0.0044163553602725499 -0.019506637210435343 0.010979644392174305 0.0098004534402837962 0 0 -0.0036227634366171415 -0.0048845468850768348 0.072775213422076754 -0.018763129715685674 -0.01722167921545634 0.011978127145792663 0.0011757936529890338 0.00019455692989647463 0.035943163648829948 0 0 0.018116394820065173 0 -0.012188540915669384 0 0
leaf_weight=104.85308295059804 41.510537230838963 11.151916907052508 28.010457376825798 137.2238880154473 238.40091934378142 207.31892586771573 201.51820448896615 2864.5228676702463 487.74661804724019 74.504684606275987 171.84930895953585 4.6738112356397314 75.03213703315123 54.300948165648151 138.83747290147585 94.473034729802748 26.999907305405941 136.17578935854544 199.61707474963623 50.708868263624026 269.19669324719871 26.842866348990356 21.254186968086287 10.790136487572452 55.437433557090117 34.173223098943708 118.41431450482196 77.494298623380018 204.80709231509536 1.6233404126251105 0.93898530441219819 14.821364600677041 10.889062002708668 1.2668498197454017 128.962673744536 2.0122164675849481 108.82240332957008 0.70805595931596954 0.77699936483986576
leaf_count=157212 30915 5809 16864 72030 121483 245105 6398 1374536 134640 44287 137249 1981 54355 18277 40941 14984 6259 32076 48506 18406 88330 28342 7908 5635 7813 16002 69922 82785 90214 1062 780 273 9534 325 26000 708 86318 507 755
internal_value=0 0.0018414 2.278e-05 -0.0161135 0.00316676 -0.0324225 0.00646418 0.00494163 0.00222499 0.00353624 -0.0105526 0.0283484 -0.0224955 0.0123822 0.00294689 0.0271244 0.0162136 -0.00179537 -0.00983089 -0.00504863 0.0207717 -0.0454185 0.0208124 0.0327767 0.00821851 0.0555313 -0.0135092 -0.049829 0.0078864 -0.0253257 -0.0289134 0.0139843 0.0356653 0.0389479 0.015183 0.070532 -0.0302179 -0.0576406 -0.0624063
internal_weight=0 6332.32 5945.8 927.108 5018.69 508.79 4080.88 3859.87 3352.27 418.318 937.814 221.013 355.704 341.251 276.061 386.522 339.184 582.11 335.793 197.134 507.598 311.656 312.184 106.53 205.654 47.3374 146.425 284.813 246.318 77.067 75.4437 216.34 65.19 95.7399 150.217 36.1854 280.672 106.338 105.63
internal_count=3105526 2947052 2855609 648335 2207274 461424 1727641 1718989 1509176 186911 479633 8652 277922 140782 112971 91443 68924 201711 80582 105192 209813 356232 62665 20944 41721 22519 86786 327890 121129 46129 45067 6671 27811 15309 33908 16710 223567 158474 157967
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=28672 1 992 2 21528597 1 512 1 2 24903760 2065 1 8653896 1 96 1 56 274 1 8 1048640 1 9440120 1 1
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=28
split_feature=0 1 2 0 7 9 0 3 0 4 6 10 0 5 2 2 0 7 8 13 2 5 0 8 1 3 2 3 3 12 0 2 4 2 3 3 3 3 3
split_gain=45.2219 26.4722 21.2889 17.6152 12.4324 12.2034 14.07 13.2516 11.5752 9.57806 9.47634 9.07028 8.01025 6.84685 6.5069 5.17447 4.56049 4.54363 4.50982 4.10939 4.06549 4.02329 3.71174 5.09605 3.33569 3.09093 2.97052 2.95363 2.13237 1.90113 4.58117 2.18856 1.71772 1.39748 1.38099 1.28707 1.2738 1.11114 1.00137
threshold=0 1.0000000180025095e-35 1 2 3 4 5 4.5000000000000009 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 2.5000000000000004 6.5000000000000009 22 1.0000000180025095e-35 9.5000000000000018 23 24 25 26 27 2.5000000000000004 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009
decision_type=9 2 1 9 9 9 9 2 9 1 1 1 9 1 1 1 9 9 1 1 1 1 9 1 2 2 1 2 2 1 9 1 1 1 2 2 2 2 2
left_child=-1 2 13 21 5 7 14 9 25 11 17 -3 26 22 24 34 35 19 -11 -5 37 27 23 -2 -7 -6 -9 -4 -14 31 -31 -24 -22 -29 -10 -15 -18 -12 -16
right_child=1 4 3 10 8 6 -8 12 15 18 20 -13 28 16 38 -17 36 -19 -20 -21 32 -23 29 -25 -26 -27 -28 33 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.055681431055072741 -0.023336410914034031 -0.0027829412377189371 -0.010843745195156552 -0.047088016871584704 0.082118114760105942 0 0.078593947459188421 0.0082748613504823494 0 0.018297520477146993 0 0.018711707926301158 0.022053320867628418 -0.0033843592475592981 0.0049816595866133606 0.018628398094067439 0 0.0031133486414691722 -0.0040275128574881747 0 -0.025832820862837027 -0.02576838657012373 0.013549359698692656 0.01066020970478457 0.045495289195792162 0 -0.015862729314045108 0.01399724533334611 0 0.02181720096354842 -0.0088880941545510482 0 0.00058912873842946272 -3.1618912746336704e-05 -0.025270067156304872 0.018989074431208803 -0.042350851901986591 0.022573012359590316 -0.0080901968689865312
leaf_weight=99.871812847864931 79.497867134792614 2996.6515411643777 66.378459746047156 294.98343671250041 25.412578231422234 15.363813414296599 5.3436435008188701 42.095606565853814 15.702758459141476 372.46478481858503 17.38121524813323 178.05328781300341 533.62783367835073 26.905272752701421 133.16114659269806 78.449554853199515 3.0644013377604997 4.9025326261180444 78.207558891561348 16.237041821084858 41.432341621213709 27.906627271746402 379.25215319218114 36.83561484812526 40.924712082080077 1.3808412016951468 74.996913484195829 135.65039033042558 23.367272470030002 22.377134583992301 165.6892340635095 184.84674570840434 4.7878098469227544 61.646371253402322 19.494140662194695 5.29256291835918 41.10229810540477 23.02097957280057 61.129301267734263
leaf_count=158056 55638 1444220 50899 339289 10222 600 2034 24549 1115 90322 13897 54883 156128 21215 3790 2461 2148 3571 14977 19175 33136 22458 164269 40253 807 1166 41531 52748 12181 18012 80392 84378 3760 26200 730 3608 32218 16681 1563
internal_value=0 0.0017801 -0.00898421 -0.0217432 0.00563807 0.00453682 0.0247201 0.00310317 0.0325127 0.000574042 -0.0345226 -0.00131992 0.0156752 0.000680523 0.0110273 0.005398 -0.0229421 -0.0428117 0.0137896 -0.0446244 -0.00142877 -0.00115162 0.00379572 -0.00986868 0.0324933 0.0660556 -0.00537795 0.00275918 0.0204048 0.00663152 -0.000733518 0.00946956 -0.017685 0.00948279 -0.0143243 0.0024597 -0.0346671 0.0131611 0
internal_weight=0 6335.02 1639.19 694.327 4695.83 4555.39 255.923 4299.46 140.44 3625.38 402.745 3174.7 674.088 944.863 250.579 113.646 76.3645 316.123 450.672 311.22 86.6223 291.582 868.499 116.333 56.2885 26.7934 117.093 263.675 556.995 752.165 188.066 564.099 46.2202 197.297 35.1969 32.1978 44.1667 40.4022 194.29
internal_count=3105280 2947224 1083945 581814 1863279 1847585 8794 1838791 15694 1604402 429509 1499103 234389 502131 6760 4306 59189 362035 105299 358464 67474 152305 442942 95891 1407 11388 66080 129847 168309 347051 98404 248647 36896 78948 1845 24823 34366 30578 5353
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=28672 896 21529617 1 1 81 10489162 1 1 1 6031745 2 40 3 22806619 1 1 1 56 2 6881317 1 643 1 8392200 768 1 89
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=27
split_feature=0 7 6 1 0 11 3 2 1 3 3 0 13 0 11 2 0 2 12 5 0 3 2 6 2 1 3 9 1 3 2 1 12 0 8 6 1 8 4
split_gain=40.6449 23.6444 24.0718 24.9961 30.8805 22.8252 15.9689 11.886 11.7247 11.1887 19.901 16.1873 11.4231 11.1913 10.7543 9.23016 8.85163 8.80224 6.83265 7.96016 5.1924 4.79419 3.96909 3.31731 2.9615 2.95971 2.44087 2.33762 2.36709 1.60402 1.45129 1.62835 1.43078 0.983619 0.937899 0.902205 0.755521 0.611424 0.576831
threshold=0 1 2 2.5000000000000004 3 4 4.5000000000000009 5 10.500000000000002 1.0000000180025095e-35 1.5000000000000002 6 7 8 9 10 11 12 13 14 15 2.5000000000000004 16 17 18 4.5000000000000009 2.5000000000000004 19 12.500000000000002 5.5000000000000009 20 18.500000000000004 21 22 23 24 6.5000000000000009 25 26
decision_type=9 9 1 2 9 1 2 1 2 2 2 9 1 9 1 1 9 1 1 1 9 2 1 1 1 2 2 9 2 2 1 2 1 9 1 1 2 1 1
left_child=37 2 3 4 6 7 15 -6 16 11 12 14 -11 -12 -5 -2 18 21 19 -4 -10 35 -20 27 -18 -13 -7 28 34 -26 31 -22 -32 -23 -19 -3 -25 38 -1
right_child=1 17 8 9 5 26 -8 -9 20 10 13 25 -14 -15 -16 -17 24 23 22 -21 30 33 -24 36 29 -27 -28 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.059353784078461015 0.0085678478764326781 0.024511236393563965 0.0099427336979578916 0.056058559225648369 -0.0083542480534848224 0 0.025977959695604964 -0.037221573950919212 -0.0034607470501479146 -0.023396108704650781 0.026426873003004177 -0.018280220654479647 0.019833159282811354 0.0011669875341503721 0 -0.011784972659099691 0.0083550341790884636 0.070929494158925299 0.0053542394981963446 0.042712928077649336 -0.011848295805185587 0.00042286586858527957 -0.012191749953188362 0.01582594147264527 -0.012344628510677406 0.0060453476063969877 0.021109203865861032 0 0 0.0012351016980495923 0 0.01664541843812593 0.047892271904098262 -0.024245383496429539 0 0 0 0 0
leaf_weight=92.991723866180109 285.65747856919188 17.867474652070086 1409.8254949931288 107.57918914519541 275.12064697661845 84.229780651534384 171.20600687831029 617.58705879750778 21.077606613049284 354.39328921797278 226.2598669250583 58.034241217974341 41.482194357115077 620.94628745786031 57.297334276488982 624.79268880048767 69.662495438475162 58.09855393494945 271.51422763732262 60.29704730391677 15.097407025517898 0.82471054344205186 172.44138839624065 44.290113346709404 335.55833803237329 67.040937190904515 62.430299968640611 1.237961740407626 1.2200263353297476 57.694363288086606 7.90007037128089 5.9210355553077525 96.830393952608574 24.701476062764417 0.48249438276979972 8.0357848808052967 5.8465780912083565 0.67404983029700716 0.72521590779069711
leaf_count=156579 111312 4104 342695 58329 233489 68162 56538 569943 12814 186202 138548 49548 16380 112073 17744 342826 32244 6511 93732 39340 3431 348 67530 4694 219671 52352 47595 27 130 29549 2648 1712 18686 4598 83 1576 428 486 702
internal_value=0 0.00167732 0.000552191 -0.00457088 -0.0115781 -0.0235206 0.000162743 -0.029705 0.00805355 0.00496821 0.000417995 0.0216699 -0.0170838 0.00924268 0.038833 -0.0050448 0.00596695 0.0362095 0.00898149 0.0122326 0.0333938 0 -0.00128547 0.0474626 -0.00574279 -0.00437764 0.00974545 0.065182 0.0675839 -0.00947339 0.0387108 0 0.0438932 -0.022538 0.0699836 0.0187897 0.0117434 -0.0538731 -0.0587843
internal_weight=0 6340.48 6177.88 3654.06 2121.02 1039.37 1081.66 892.708 2523.82 1533.03 1243.08 289.952 395.875 847.206 164.877 910.45 2376.99 162.605 1914.08 1470.12 146.827 51.4294 443.956 111.176 462.915 125.075 146.66 61.039 59.8011 393.253 125.749 21.0184 104.73 25.5262 58.581 25.9033 50.1367 94.391 93.7169
internal_count=3105359 2947592 2925093 2061041 1429865 919189 510676 803432 864052 631176 453203 177973 202582 250621 76073 454138 824761 22499 543297 382035 39291 10626 161262 11873 281464 101900 115757 6751 6724 249220 26477 5143 21334 4946 6594 5680 5122 157767 157281
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=28672 1 1 21528603 1 768 11076382 1 2425966 1 768 266228 515 1 2 2688138 233 1 512 1 134 4 64 1 1 1 1
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=27
split_feature=0 1 8 2 0 1 2 0 12 0 3 0 3 9 0 5 3 1 0 2 10 2 4 1 0 3 0 0 10 12 0 12 2 1 2 1 3 3 2
split_gain=35.9844 20.9379 18.809 19.1391 15.778 9.19293 10.7824 9.99429 9.65136 8.6859 7.51944 26.9978 15.1131 11.555 9.07897 8.78023 7.15165 6.69383 7.67355 6.48502 5.61223 5.07574 4.98727 4.94552 4.76872 4.7202 32.19 8.02385 3.89826 3.08049 2.53264 2.33588 2.33545 2.30008 2.1852 2.07523 2.97472 2.04462 1.99252
threshold=0 1.0000000180025095e-35 1 2 3 4.5000000000000009 4 5 6 7 2.5000000000000004 8 1.0000000180025095e-35 9 10 11 6.5000000000000009 1.5000000000000002 12 13 14 15 16 12.500000000000002 17 1.0000000180025095e-35 18 19 20 21 22 23 24 34.500000000000007 25 1.5000000000000002 1.5000000000000002 7.5000000000000009 26
decision_type=9 2 1 1 9 2 1 9 1 9 2 9 2 9 9 1 2 2 9 1 1 1 1 2 9 2 9 9 1 1 9 1 1 2 1 2 2 2 1
left_child=-1 2 3 9 16 6 7 35 17 29 12 21 14 15 32 -14 28 18 -8 -19 22 37 -6 -23 -4 26 -10 -27 -5 30 -2 -13 -7 -33 -22 36 -3 -12 -16
right_child=1 5 24 4 20 10 8 -9 25 -11 11 31 13 -15 38 -17 -18 19 -20 -21 34 23 -24 -25 -26 27 -28 -29 -30 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.053548646622161716 0.02798122563717936 -0.0021747030569153965 0.024339379516622305 -0.043604234307452951 -0.015017653123618436 0 0.01618348274227158 -0.031769141053850973 0.038816713876122344 -0.015045708513479888 0.024144815869943548 0 -0.00011342119065841715 0.039185452598996882 0.007256861972366949 -0.028007485440835669 0.0057900474410346485 0.0090062941450645261 -0.020583129514374687 -0.02165147930636005 0.026008111260214285 -0.0059075618894235994 0.012267423340275665 0.022646949592089616 -0.0082366067852161703 0.01650101401111451 -0.012491563954436923 0.00067681459187597702 0.00097935685636239031 -0.0040658612541904565 0.0051922363907063573 0.063310710504599965 0.03888895824988757 0 -0.0028638840070388666 -0.0036027685641782793 0.031654916640796969 -0.0026591522800324201 -0.01434522892570907
leaf_weight=80.541128893710265 95.849666385620367 18.005334018438589 165.97070099410485 303.2477662390811 541.62679583299177 26.880152498997631 151.48902418366924 137.12580571589933 226.71878791124618 130.52860010373115 131.06040739649325 12.353008440695703 483.9763620167505 27.093822696246207 38.248177838337142 126.81894644029671 15.36636903445469 52.100851116410922 38.040165373327909 287.64079555189528 22.472504867473617 312.66300388006493 40.968277891748585 43.132564978266601 25.337103254569229 378.33377739275602 189.43848557696765 1599.2298852318127 5.6476046482566735 59.852166231241426 201.96839095198084 124.04197322353139 151.7382060654345 3.6870456839969838 13.408089530188589 104.7418166489515 19.210535727768729 4.8086400628671973 40.470623560075182
leaf_count=145699 63686 12079 92830 325854 360550 15238 83183 111475 113320 96911 14064 7535 166938 729 25558 69375 12357 21262 30475 126873 6692 33821 14685 4745 20050 238500 136238 464035 3891 30507 56287 58994 63304 2328 4746 30861 9041 1139 29391
internal_value=0 0.00157795 -0.00805847 -0.0121768 -0.0202246 0.00497993 0.00178477 -0.0155421 0.00372182 0.00338109 0.011324 0.019604 0.00471056 -0.00331365 0.0239144 -0.00741329 -0.0374276 -0.00785526 0.00543276 -0.0161313 -0.00902396 0.00588367 -0.0121024 -0.000171991 0.0188653 0.00649191 0.0161089 0.00414053 -0.0418893 0.0116972 0.0158594 0.0530023 0.0341143 0.0577299 0.0177873 0.00202198 0.017159 0.0198796 -0.00241355
internal_weight=0 6351.29 1622.24 1430.94 942.737 4729.05 3202.08 279.083 2922.99 488.199 1526.97 631.747 895.226 637.889 257.337 610.795 324.262 529.271 189.529 339.742 618.476 491.665 582.595 355.796 191.308 2393.72 416.157 1977.56 308.895 357.67 297.818 140.082 178.618 127.729 35.8806 141.958 37.2159 135.869 78.7188
internal_count=3105246 2959547 1089046 976166 728775 1870501 1377342 163456 1213886 247391 493159 122626 370533 237042 133491 236313 342102 261793 113658 148135 386673 53769 375235 38566 112880 952093 249558 702535 329745 150480 119973 68857 78542 61322 11438 51981 21120 15203 54949
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=24576 1 768 8394724 15 8421396 2 9702873 7408912 1 12127568 2 31719539 48 1 60 1 1402 10486302 269632 1 5 8652224 4 20 184 712
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=25
split_feature=0 7 9 0 3 1 0 11 0 6 4 8 11 3 3 2 0 2 2 1 3 13 1 9 1 0 1 1 11 8 4 2 2 1 1 1 4 2 3
split_gain=32.0171 19.9882 20.9777 23.6673 18.8369 19.395 16.1262 8.40593 7.73848 7.20095 6.75383 8.16893 5.91984 5.78247 4.53169 4.32193 4.29002 4.28463 4.11921 3.38489 2.94647 2.07522 1.87852 1.67773 1.13496 0.970776 0.956589 0.855314 0.81709 0.671191 0.539215 0.492796 0.35853 0.356717 0.356286 0.262709 0.155754 0.0582218 0.0401039
threshold=0 1 2 3 4.5000000000000009 1.0000000180025095e-35 4 5 6 7 8 9 10 4.5000000000000009 4.5000000000000009 11 12 13 14 5.5000000000000009 6.5000000000000009 15 1.5000000000000002 16 12.500000000000002 17 24.500000000000004 7.5000000000000009 18 19 20 21 22 19.500000000000004 12.500000000000002 28.500000000000004 23 24 6.5000000000000009
decision_type=9 9 9 9 2 2 9 1 9 1 1 1 1 2 2 1 9 1 1 2 2 1 2 9 2 9 2 2 1 1 1 1 1 2 2 2 1 1 2
left_child=28 2 4 13 5 6 18 -8 21 14 11 -7 -12 19 23 27 20 -18 -2 22 -10 24 -4 29 -6 37 -21 30 -1 35 -11 -16 -15 -5 -34 -3 -27 38 -17
right_child=1 9 3 33 8 10 7 -9 16 15 12 -13 -14 32 31 25 17 -19 -20 26 -22 -23 -24 -25 -26 36 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.058847900799823341 -0.018868921798600006 0.0562653874162517 0.018399672180402098 0.11796166791159518 0.040080361042495655 -0.0035900056773643381 -0.029771060957471309 0.0020299674775566762 0.013874094240997881 0.031122505355858383 0.017891645324960806 0.010257830807921508 -0.0047634348790533288 0 0.0064831240874030881 0.0059242989722311018 0.015657627984511431 -0.014364144790509637 0.00078328512212584285 0.038156999686846022 0 0 -0.00035977184002814133 0 0 -0.020990395484096057 0 0 0 0 0 -0.0078424693170783284 -0.011869057791872938 0 0 0 0 0 0
leaf_weight=69.617866963722918 84.402123659587232 82.491903485148214 42.78482095740037 7.1504266642732537 101.94438715593424 2712.8303309224648 534.95341485905374 72.868907894560834 542.57762028363504 22.23095785069745 336.22796820459189 468.54220668770722 126.34953101765132 29.001074178493582 6.441000328399241 3.9723396878689528 22.203158295094909 130.11690198832366 583.52711303580872 59.483837078791112 165.79845471346925 5.7215101140900506 95.494858517544344 1.1295200501335774 2.87160235189367 35.483703059144318 1.8579725218005467 2.1038952504750332 6.0270864752237676 0.46141984226414834 0.74857178883394837 8.3868417140911315 59.69541682547424 0.095183613942935952 3.2693631006404749 0.17822314874501799 0.63406006072182108 2.2734147580340505 0.35890722734620784
leaf_count=136663 69627 11508 2860 2827 66724 1334573 535357 63515 152557 2287 85614 171078 20008 885 616 1510 15719 81771 262740 1044 61304 4120 2357 31 1559 3136 62 191 7828 76 86 2205 1782 31 54 35 29 649 190
internal_value=0 0.00148455 0.00043781 0.025052 -0.000880748 -0.00345365 -0.0139149 -0.0251773 0.0115654 0.0328759 0.000210903 -0.00138035 0.0111813 0.0107518 0.0469617 0.0011335 0.00694138 -0.00608168 -0.0022021 0.020097 0.0103179 0.0333977 0.00590723 0.0537421 0.038575 -0.0122084 0.036354 0.02183 -0.0515813 0.0553656 0.0292087 0 -0.00614561 0.092554 -0.00891958 0.0560131 -0.0176486 0.000717941 0.00371796
internal_weight=0 6356.66 6189.77 298.833 5890.94 4919.7 1275.75 607.822 971.234 166.895 3643.95 3181.37 462.577 291.587 99.0889 67.8058 860.696 152.32 667.929 199.621 708.376 110.537 138.28 84.2611 104.816 42.7224 61.3418 25.0834 75.645 83.1315 22.9795 14.8278 91.9659 7.24561 62.9648 82.6701 36.1178 6.60466 4.33125
internal_count=3105208 2960717 2938168 11902 2926266 2542512 931239 598872 383754 22549 1611273 1505651 105622 9044 14471 8078 311351 97490 332367 6323 213861 72403 5217 11650 68283 5514 1106 2564 144491 11619 2373 2821 2721 2858 1836 11543 3165 2349 1700
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=24576 1 1 17 23364625 1 8422984 1 1 1 1 424 3473462 515 23 1 1 2115 1 1 1 180 138 1 19
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=26
split_feature=0 10 2 1 12 0 0 9 7 2 0 0 13 3 0 1 13 3 1 3 3 3 0 1 2 0 11 9 13 5 0 3 1 2 8 3 11 0 3
split_gain=29.3258 16.9596 19.2114 23.1322 13.0578 14.8818 9.92375 9.75731 9.86125 9.82325 8.70487 7.01838 6.85487 4.9922 4.912 4.14927 4.07385 3.76629 3.28499 2.53381 2.11367 1.94074 1.92742 1.86028 1.74028 2.73349 2.33505 1.64267 1.53471 1.48693 1.15907 1.14872 0.957227 1.17436 0.922735 0.882815 0.717938 0.564646 0.414334
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 8 9 10 11 1.5000000000000002 12 10.500000000000002 13 4.5000000000000009 9.5000000000000018 1.0000000180025095e-35 18.500000000000004 1.0000000180025095e-35 14 3.5000000000000004 15 16 17 18 19 20 21 5.5000000000000009 11.500000000000002 22 23 15.500000000000002 24 25 8.5000000000000018
decision_type=9 1 1 2 1 9 9 9 9 1 9 9 1 2 9 2 1 2 2 2 2 2 9 2 1 9 1 9 1 1 9 2 2 1 1 2 1 9 2
left_child=36 2 3 6 7 27 20 8 9 -4 17 21 15 18 23 -7 24 -9 30 28 -2 -3 -20 -15 25 31 -26 35 -8 -14 -5 -13 33 -23 -10 -6 -1 -28 -18
right_child=1 11 4 13 5 12 19 10 34 -11 -12 16 29 14 -16 -17 38 -19 22 -21 -22 32 -24 -25 26 -27 37 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.057335885339647043 -0.0553594983889307 0 0.015388964180501197 0 -0.034808675498423751 -0.0021186602562641346 -0.027409963033125234 0.019411916040418142 0.048272442792997708 0.00062535919617119498 0.066786194662941126 0.029071154658364101 0.022934245545752185 0 -0.010969820467923108 -0.024922918376233928 -0.015368444292207968 -0.00364123060890047 0.018775407184135309 0 0 0 -0.0052569282729517186 0.030802900636462707 0.011647370637961908 -0.005797974817204044 0.00034093476292069253 0 0 0 -0.01948286765105544 0 0 0.061747302712297364 0 0 0 -0.011362027694763147 0
leaf_weight=66.088684321108303 140.18099986721063 11.460868790163657 496.58259328558051 13.061975057164089 163.09137257998373 1088.2049726400292 59.519373619477847 151.45677816600073 23.965738636092283 3189.7465459080195 6.1504588646639595 139.81318503298098 95.233699884563976 16.736677594235516 17.229248927091248 62.441527135117212 26.971616531955082 72.014815025962889 26.388586576853413 120.23644881250948 0.097666967456460863 6.8887087913462892 16.984553583984962 91.10920504409296 117.34068084607134 6.6509240973391561 3.8408341577742249 0.63721374509623174 6.8231262490517102 5.8598612826899616 82.636620717399637 10.98990192968631 2.131752355315256 31.627974642906338 0.77366153890034439 0.86478007404366408 6.0605874662287524 49.459637101157568 0.54828610917320375
leaf_count=137484 190368 5733 192281 11035 134632 538141 58991 4469 3509 1442841 2002 22722 32751 5814 11452 27807 6202 2040 13245 96963 86 3013 13340 28368 28530 2998 1943 136 6263 4279 45458 1637 708 13783 114 520 7877 5573 106
internal_value=0 0.00148202 3.5542e-05 -0.0164237 0.00201516 -0.00601515 -0.0334302 0.00500816 0.00358261 0.00284614 0.0240087 0.0204835 -0.00161588 0.00430534 0.0175127 -0.00421211 0.0108642 0.0108208 -0.00679817 -0.0105875 -0.0512035 0.0474228 0.0088167 0.0246444 0.0148842 0.0218548 0.00339267 -0.0311485 -0.0232121 0.0197242 -0.0166771 0.0256065 0.0596982 0.0617614 0.0461381 -0.0340694 -0.0500716 -0.00842127 -0.0127242
internal_weight=0 6355.75 5948.03 591.004 5357.02 1416.33 326.858 3940.69 3711.07 3686.33 229.622 407.724 1251.74 264.147 125.075 1150.65 355.615 223.472 139.072 186.579 140.279 52.1093 43.3731 107.846 328.095 157.454 170.641 164.593 66.3425 101.094 95.6986 150.803 40.6484 38.5167 24.7394 163.956 72.1493 53.3005 27.5199
internal_count=3105214 2959853 2866905 481383 2385522 738266 352671 1647256 1638745 1635122 8511 92948 602978 128712 45634 565948 69711 6509 83078 162217 190454 23237 26585 34182 63403 27357 36046 135288 65254 37030 56493 24359 17504 16796 3623 135152 145361 7516 6308
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=24576 1 15 9 8459653 270178 1 1 512 529 8653896 1 8395390 1 9438800 57 2097458 1 1 1 2 2624516 770 1 1 2097700
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=23
split_feature=0 1 2 5 3 1 0 3 0 1 0 1 3 0 3 0 2 12 0 1 1 3 2 12 8 2 3 1 9 0 0 0 3 0 1 10 2 3 8
split_gain=26.2847 15.962 24.5253 15.0517 14.4507 9.10414 21.4292 17.9703 14.2229 12.2506 7.24742 7.20963 6.91059 16.1132 16.1752 12.2646 8.67529 6.70015 5.92972 7.93409 5.89293 5.0144 3.92887 3.39833 3.22583 3.33676 2.94236 3.26855 2.86276 2.24425 1.7977 1.7006 1.66092 1.60477 1.5715 1.39006 1.30539 1.01088 0.892482
threshold=0 3.5000000000000004 1 2 1.0000000180025095e-35 1.5000000000000002 3 2.5000000000000004 4 1.0000000180025095e-35 5 2.5000000000000004 1.0000000180025095e-35 6 1.5000000000000002 7 8 9 10 2.5000000000000004 1.5000000000000002 2.5000000000000004 11 12 13 14 5.5000000000000009 44.500000000000007 15 16 17 18 4.5000000000000009 19 4.5000000000000009 20 21 18.500000000000004 22
decision_type=9 2 1 1 2 2 9 2 9 2 9 2 2 9 2 9 1 1 9 2 2 2 1 1 1 1 2 2 9 9 9 9 2 9 2 1 1 2 1
left_child=-1 2 10 5 30 6 9 -8 11 -4 32 -7 15 14 24 36 28 21 -6 -20 37 -18 34 -10 25 -14 27 -16 33 -24 -5 -19 35 -15 -17 -2 -3 38 -12
right_child=1 12 3 4 18 8 7 -9 23 -11 20 -13 13 16 26 22 17 31 19 -21 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.048284744340788395 -0.0165814802704785 0 0.005958072733943505 0.032158640211892013 3.4952118845422442e-05 -0.017776740356213818 -0.015340740340768842 0.010197613855034092 -0.0051448011995956517 0.027406692872827237 -0.056754321529213461 0 0.0059639083592942068 0.0024928702798611402 0.042070880627709979 0 0.00048543833559954965 0.0051759372973924677 -0.035435805575729055 0.0036046546159172197 0 0.018661930159397412 0.0021994088312860829 0.013399606823082855 0.018126140758739775 -0.020907763289687645 0 0 0.0074536447611414803 -0.020890043412432297 0 -0.017056432389829883 0.006175259843239079 -0.013957230717053626 0.02004265266557876 0.00062339424821826201 0.042571839662649963 0 0
leaf_weight=68.275304964434326 110.04191521625762 25.300715397344902 697.32500004983012 21.244477709231433 73.936944924913405 572.32899435963191 589.55012372717465 456.70059367315116 82.193352645495906 483.4736755976628 104.0532610749251 367.84640461593517 34.515829659154406 28.258889599557733 218.79721591132693 23.620693516684696 318.30312761726964 6.5844428864074871 270.21763494454353 40.419845827054814 29.686070639647369 343.22270008950727 35.288514474334079 394.08002953298273 13.150248257530619 77.477877193290624 35.096275073330617 4.9543006356107062 43.958656447764952 52.166210895898985 17.080404553526023 99.966668680077419 23.375532184516487 438.71632788068382 69.8549091075256 20.852211994468234 137.58939467027085 0.1295027059095436 0.29125801895861414
leaf_count=145160 89659 13910 251552 12694 62830 100024 482704 323915 64769 143845 150672 66384 25167 20495 115152 17697 87792 5248 235519 25353 22028 38613 24110 247072 7119 53089 18761 3157 982 38565 12821 20472 10716 76980 45745 2041 42551 103 129
internal_value=0 0.00137217 -0.00197506 7.83685e-05 -0.0170461 0.00227085 0.00627585 -0.00390441 -0.00381827 0.0153228 -0.0282621 -0.0109274 0.00871184 0.00558225 0.0224603 0.0213838 0 0.00654383 -0.023592 -0.0287608 -0.0437605 0.0105971 0 0.00946754 -0.00405847 -0.0120554 0.0361873 0.0400823 -0.00972918 -0.0114532 0.0257662 -0.0125977 -0.00700466 -0.0124984 0.0130035 -0.0123709 0.0380395 -0.0554025 -0.0561038
internal_weight=0 6361.65 4354.83 4066.4 422.899 3643.5 2227.05 1046.25 1416.45 1180.8 288.43 940.175 2006.82 1663 383.992 343.82 1279.01 768.077 384.574 310.637 134.16 661.526 180.93 476.273 125.144 111.994 258.848 223.752 510.934 87.4547 38.3249 106.551 154.27 466.975 93.4756 130.894 162.89 104.474 104.345
internal_count=3105595 2960435 2304830 2029482 349217 1680265 1202016 806619 478249 395397 275348 166408 655605 473027 222445 182578 250582 152125 323702 260872 172932 126405 126117 311841 85375 78256 137070 118309 98457 62675 25515 25720 102416 97475 63442 91700 56461 150904 150801
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=24576 7 2 8391696 2689049 30507033 2365676 3670544 896 3 65 714 2 1 561 1 2372 25167068 8388864 10028032 1 22 1
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=23
split_feature=0 7 9 0 2 0 3 1 2 3 0 1 0 2 3 2 8 2 3 3 1 1 13 6 12 3 11 9 1 8 2 4 12 1 1 3 1 1 12
split_gain=23.6866 14.7574 16.7187 22.826 14.7006 21.4116 11.2626 10.1346 15.8369 10.1358 9.31086 5.8365 5.80015 5.21948 4.29229 3.01612 2.9457 2.89311 2.87287 1.92294 1.90997 2.04486 1.84399 1.38753 1.18349 1.02292 0.841381 0.841327 0.731531 0.442895 0.388335 0.386814 0.360351 0.348817 0.345746 0.202285 0.181225 0.0865159 0.0282555
threshold=0 1 2 3 4 5 4.5000000000000009 2.5000000000000004 6 1.0000000180025095e-35 7 8.5000000000000018 8 9 4.5000000000000009 10 11 12 6.5000000000000009 2.5000000000000004 1.0000000180025095e-35 7.5000000000000009 13 14 15 1.5000000000000002 16 17 12.500000000000002 18 19 20 21 6.5000000000000009 19.500000000000004 2.5000000000000004 28.500000000000004 5.5000000000000009 22
decision_type=9 9 9 9 1 9 2 2 1 2 9 2 9 1 2 1 1 1 2 2 2 2 1 1 1 2 1 9 2 1 1 1 1 2 2 2 2 2 1
left_child=26 2 4 14 5 20 7 8 -6 -9 18 16 22 19 15 33 -7 -14 29 -12 35 -22 -8 27 -17 -13 -1 28 -15 31 38 36 -32 -4 -5 -2 -3 -25 -16
right_child=1 10 3 34 6 11 12 9 -10 -11 13 25 17 23 30 24 -18 -19 -20 -21 21 -23 -24 37 -26 -27 -28 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.05405490326648639 -0.0074714861260331313 0.071211127930960405 -0.0053032593614273094 0.10979331812905919 0.0031978738172473709 -0.04357854594400392 0.034168670122618434 0.01750983084213267 -0.012053624764596271 0 0 -0.0090771443338535148 0.017006721703965777 0.03006311897077521 0.0021085946439571199 0.025886465772325798 6.4172570543110771e-05 0.0022628332665185101 0 -0.026987916699907424 0.021707427421877753 0 0 0.0034341543253239592 0 0.011141647137912297 0 0 0 0 0 0 -0.011221743097954096 0.0049353270725583705 0 0 0 -0.0014568855269913069 0
leaf_weight=59.228843712422531 22.942971255346492 33.008000860689208 50.00785066653043 8.5910185372631496 1139.3506328621443 209.14427286314458 104.01397028010979 399.55433515601908 1528.3265781481568 1469.8815534089954 17.673010286060162 30.463763486332027 161.92435677102912 54.787272253714036 23.550111053860746 126.96959801862249 1.9778197982814152 669.06003451687866 1.5831890599802125 20.656377066974528 82.685115839194623 36.677028634730959 4.9833615001407443 36.737528371508233 8.2493022171547619 12.270885661739156 5.7087026820518068 1.2461155207711261 1.0102687736507494 0.23313756968127464 3.8196536524919793 0.20158567553153162 59.068700349191204 20.82581244292669 0.10172607580898407 16.53540385053202 0.093848343647549792 6.7937994769890784 5.1586744699161526
leaf_count=136985 17947 12872 1758 2907 558225 250813 65133 215761 959632 483004 1730 23547 54193 2613 678 3882 1250 239549 1403 1672 30634 6366 3456 1865 337 8446 7896 24 27 71 151 65 1701 346 32 7748 40 210 191
internal_value=0 0.0012323 0.000312345 0.0220335 -0.000872684 -0.01821 0.000503435 -0.0015198 -0.00549829 0.00399673 0.027715 -0.0347019 0.0103286 0.00603286 0.00854136 0.0164892 -0.0419684 0.00612934 0.0569122 -0.0140265 0.00831707 0.014785 0.0293966 0.0176275 0.0232041 0 -0.0466394 0.0264512 0.0284233 0.0697834 -0.00582532 0.0704104 -0.00882316 0 0.086806 -0.00366372 0.0709561 0 0
internal_weight=0 6370.16 6196.13 306.342 5889.79 412.697 5477.09 4537.11 2667.68 1869.44 174.024 253.857 939.982 138.904 297.65 206.053 211.122 830.984 35.1198 38.3294 158.841 119.362 108.997 100.575 135.219 42.7346 64.9375 57.0437 55.7975 33.5366 91.5971 33.3034 62.8884 70.8337 8.69274 39.4784 33.1018 43.5313 28.7088
internal_count=3105160 2960279 2937687 11983 2925704 346751 2578953 2216622 1517857 698765 22592 284056 362331 8141 9044 6323 252063 293742 14451 3402 62695 37000 68589 4739 4219 31993 144881 2664 2640 13048 2721 12977 1852 2104 2939 25695 12912 2075 869
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=24576 1 1 17 14 25690133 768 10488906 8422984 3 80 1 529 1 1 3 1 1 1 136 1 12 1
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=29
split_feature=0 10 8 2 2 1 0 0 11 13 0 4 7 0 3 1 2 1 2 1 0 2 3 5 11 3 1 1 2 3 11 11 0 2 2 11 0 2 0
split_gain=21.5371 13.177 16.4656 34.1092 24.7426 24.1779 18.4938 12.5542 14.0077 11.618 10.8166 10.6229 7.42763 6.69056 12.5669 6.44564 5.94197 5.80938 5.77646 5.76823 5.37938 5.31946 5.01723 4.90808 4.24169 4.20637 2.2035 4.36125 5.23094 3.04225 2.71723 2.18668 2.15188 2.06244 1.88036 1.86756 5.3504 1.68537 1.6276
threshold=0 1 2 3 4 2.5000000000000004 5 6 7 8 9 10 11 12 1.0000000180025095e-35 1.5000000000000002 13 11.500000000000002 14 1.5000000000000002 15 16 8.5000000000000018 17 18 4.5000000000000009 4.5000000000000009 1.5000000000000002 19 1.0000000180025095e-35 20 21 22 23 24 25 26 27 28
decision_type=9 1 1 1 1 2 9 9 1 1 9 1 9 9 2 2 1 2 1 2 9 1 2 1 1 2 2 2 1 2 1 1 9 1 1 1 9 1 9
left_child=-1 2 4 10 7 6 16 18 20 -8 19 12 -7 14 33 -10 -6 37 -2 -4 -9 22 -5 -21 -20 32 27 28 -15 -29 -30 -13 -12 -3 -31 38 -37 -16 -23
right_child=1 13 3 21 5 11 9 8 15 -11 25 31 -14 26 17 -17 -18 -19 24 23 -22 35 -24 -25 -26 -27 -28 29 30 34 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.045037811606986632 0.0082221334326804795 0.0097419916775086379 0 0.061828730164580584 -0.0016030700626203345 -0.0015633418952402012 -0.03150205740058204 0.025228271828190315 0.010478629142303714 0.015160246783692639 -0.0048329699668109571 0.044448318498583078 0.033860290915679762 -0.0097983539746405775 0 -0.013529222239678222 -0.017896463192545103 -0.0016937235955651398 -0.022367046476692399 -0.031736286166387059 0.0056608066410806287 0.011431722811074052 -0.00075026498502991923 0.011388174667295586 0.0055563170942693309 0.031638370054138824 0.015893694420752828 0.011638230842942236 0.040920732014406498 0 0 0 0.016783693678744029 -0.015599575589313564 -0.023616902450058319 0.046266378366803536 0.0091680552045817609 0.061484559934522891 -0.0057868863100308081
leaf_weight=61.880396423330239 102.1233893919125 11.004430356202645 126.14398144604638 85.569199878664222 869.99063348118216 1473.920884473584 632.4596500637781 560.66392987032305 164.63148841960356 31.64491697971971 127.86857541292557 37.434319278865587 31.57829510042211 24.868177661381196 24.176239794294816 219.57483469307772 295.77828403638705 6.5968915030825874 202.78316140844254 177.79450296628056 298.32943712214183 116.06011064510676 3.2130722964648148 4.0998361767851739 37.205605379582266 38.29833631060319 92.701665806525853 8.4245866801938956 32.001570199092384 26.132112831110135 13.99267392468755 20.277206163853407 22.471495479287114 29.815566356352065 78.293756741972174 58.343859884422272 180.84610975597752 68.83588932317798 31.058660876558861
leaf_count=144658 65726 5664 36847 25733 390477 593340 612970 163209 58649 32596 85388 9313 3829 3885 11781 40911 192054 2648 137980 22740 201151 56342 1387 1848 24473 18980 5222 2159 5103 1209 2079 2519 13959 15297 4652 29388 24685 33394 21126
internal_value=0 0.00127163 0 0.0117328 -0.00231131 -0.00714899 -0.0148947 0.00779367 0.0124937 -0.0278855 -0.00617626 0.00179463 0 0.0178357 0.0333249 -0.00250378 -0.00644238 0.0509608 -0.00802042 -0.017276 0.0195378 0.0298358 0.0529621 -0.0278738 -0.0161909 0.0104884 0.00523682 0 0.0146525 -0.012398 0.0280657 0.0356317 0 -0.00412607 -0.0187334 0.0193465 0.0255386 0.0566364 0.00605711
internal_weight=0 6367.01 5950.16 971.768 4978.4 3393.08 1829.87 1585.31 1243.2 664.105 496.677 1563.21 1505.5 416.844 140.429 384.206 1165.77 99.609 342.112 308.038 858.993 475.091 88.7823 181.894 239.989 188.638 276.415 183.713 70.8624 112.85 45.9942 57.7115 150.34 40.82 104.426 386.309 239.19 93.0121 147.119
internal_count=3105371 2960713 2867620 338423 2529197 1837098 1228097 692099 463920 645566 179762 609001 597169 93093 68784 99560 582531 47823 228179 61435 364360 158661 27120 24588 162453 118327 24309 19087 11067 8020 7182 11832 99347 20961 5861 131541 54073 45175 77468
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=24576 1 1 768 768 24412691 594470 1 1 263061 1 1 8654794 216 512 8389840 52 2 1 292 1 1 6242 322 36 1 8652648 778 2353
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=22
split_feature=0 9 0 7 2 0 3 6 1 0 0 1 2 0 3 8 1 3 12 3 6 13 1 1 1 2 11 3 13 1 1 8 2 12 3 4 1 3 1
split_gain=19.6108 12.4692 21.9555 13.5417 11.6717 18.4968 9.0283 7.75432 11.2814 7.55661 6.15948 5.26315 4.39684 4.33547 3.87126 2.80442 2.80087 2.52102 2.44152 1.72149 1.7101 1.5423 1.54162 1.80948 1.42188 1.83957 0.906462 0.860108 0.850143 0.764993 0.661412 0.384169 0.369206 0.364575 0.38068 0.341348 0.3214 0.156205 0.0156515
threshold=0 1 2 3 4 5 4.5000000000000009 6 2.5000000000000004 7 8 8.5000000000000018 9 10 4.5000000000000009 11 5.5000000000000009 6.5000000000000009 12 2.5000000000000004 13 14 1.0000000180025095e-35 7.5000000000000009 1.5000000000000002 15 16 1.5000000000000002 17 24.500000000000004 12.500000000000002 18 19 20 9.5000000000000018 21 19.500000000000004 2.5000000000000004 5.5000000000000009
decision_type=9 9 9 9 1 9 2 1 2 9 9 2 1 9 2 1 2 2 1 2 1 1 2 2 2 1 1 2 1 2 2 1 1 1 2 1 2 2 2
left_child=26 3 14 4 5 22 7 8 -6 17 -9 15 19 21 16 -7 24 31 -15 -11 30 -8 37 -24 28 -26 -1 -13 -3 -18 -14 35 -16 -34 -35 -5 -4 -2 -22
right_child=1 2 36 9 6 11 13 10 -10 12 -12 27 20 18 32 -17 29 -19 -20 -21 38 -23 23 -25 25 -27 -28 -29 -30 -31 -32 -33 33 34 -36 -37 -38 -39 -40
leaf_value=-0.050997756756785806 -0.0062089517158259618 0.017784322040586824 0.1034249829276782 0.063535835065102214 -0.010150844551052318 -0.040972054819657093 0.029878911834302604 0.016321229655852316 0.0025410352783571529 0 0.00079807509127760654 -0.0081007080442248684 0.026909151389380982 0.0085517348549594245 0 0.00036479630223857219 0.03007449809542978 0 -0.0028868437730855323 -0.025464310067184099 0.001214489446436714 0 0.020163788998460358 0 -0.010566718754806411 0.009805056525082758 0 0.010486001331886499 0 0 0 0 0 -0.014622182921147789 0 0 0 0 -0.0012781705691699945
leaf_weight=53.663391798949306 22.230670882254344 43.925195633608382 9.7934372835152281 35.94992270541843 1562.4031060842099 198.59427188253903 108.4263253982499 283.52573976218991 1178.4554140167893 17.759589991532266 1499.9992990266401 29.821978111140197 56.599396726756822 644.04709937745065 29.056639648508281 1.88200776814483 64.397409416269511 1.5964177108835418 191.36961535167211 19.712767101300415 35.433882295212243 4.9709124017390414 84.104295447243203 36.647892252221936 75.200767520815134 24.205985491513275 5.4367236263788064 12.521205716155235 2.4317074009450144 1.9368894388899196 1.0346724477130909 0.23221012850990419 3.8551903726765886 57.8141586529091 1.6897762130247418 0.2042506102588949 0.10248150542611334 16.463680117034528 6.7266970444470635
leaf_count=136835 17866 2742 2987 12910 1084521 250010 66011 153312 512580 1727 467381 23313 2626 209453 872 1232 1048 1402 83455 1627 1840 3460 30799 6338 1813 563 7814 8492 141 62 27 70 151 1607 112 65 32 7821 207
internal_value=0 0.00129356 0.0198133 0.00019102 -0.000638027 -0.0162883 0.000568803 -0.00124806 -0.00461716 0.0254782 0.00375477 -0.0321515 0.00531932 0.00931746 0.0070202 -0.0392854 0.0145173 0.0511196 0.00557661 -0.0129944 0.0160925 0.0256732 0.00796854 0.0137007 0.00272049 -0.00222361 -0.0434954 0 0.0139596 0.0284056 0.0252998 0.0624578 -0.0065028 -0.00926302 -0.0116325 0.0630297 0.0822782 -0.00256369 0
internal_weight=0 6365.12 314.41 6050.71 5875.46 402.266 5473.2 4524.38 2740.86 175.25 1783.53 242.819 137.267 948.814 304.514 200.476 212.098 37.9828 835.417 37.4724 99.7946 113.397 159.447 120.752 145.764 99.4068 59.1001 42.3432 46.3569 66.3343 57.6341 36.3864 92.4158 63.3591 59.5039 36.1542 9.89592 38.6944 42.1606
internal_count=3105324 2960675 12130 2948545 2926044 345871 2580173 2217794 1597101 22501 620693 283047 8054 362379 9111 251242 6369 14447 292908 3354 4700 69471 62824 37137 5259 2376 144649 31805 2883 1110 2653 13045 2742 1870 1719 12975 3019 25687 2047
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=24576 1 17 1 14 25690133 1 10488906 4463684 3 8422984 1 9 1 1 464 1 1 1 136 12 1
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=23
split_feature=0 9 0 7 8 2 0 2 4 1 1 0 12 0 2 0 2 3 2 1 3 1 3 0 3 6 3 11 1 3 12 1 3 3 8 4 1 2 1
split_gain=17.8906 11.4752 20.5211 11.583 10.931 28.941 19.6083 15.7234 19.6914 8.28149 7.87246 13.4567 7.51073 6.4593 4.83334 4.73879 3.86929 3.52682 3.49357 3.20872 2.24762 1.8861 1.63434 1.62029 1.53626 1.44551 0.969248 0.743993 0.683272 0.965905 0.639897 0.601826 0.578341 0.502079 0.342695 0.304526 0.301118 0.205055 0.014415
threshold=0 1 2 3 4 5 6 7 8 1.5000000000000002 1.5000000000000002 9 10 11 12 13 14 8.5000000000000018 15 2.5000000000000004 6.5000000000000009 1.5000000000000002 2.5000000000000004 16 5.5000000000000009 17 10.500000000000002 18 5.5000000000000009 4.5000000000000009 19 12.500000000000002 6.5000000000000009 5.5000000000000009 20 21 19.500000000000004 22 5.5000000000000009
decision_type=9 9 9 9 1 1 9 1 1 2 2 9 1 9 1 9 1 2 1 2 2 2 2 9 2 1 2 1 2 2 1 2 2 2 1 1 2 1 2
left_child=27 3 18 4 6 17 9 12 -9 26 15 -12 -8 20 -11 -7 22 23 19 -3 34 24 -15 -6 30 31 -2 -1 33 -30 -20 -18 -21 -23 35 -5 -4 -26 -27
right_child=1 2 36 13 5 10 7 8 -10 14 11 -13 -14 16 -16 -17 25 -19 21 32 -22 28 -24 -25 37 38 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.049394090752508141 -0.037257179215063795 0 0.0984922827640482 0.057916108023657147 -0.00088667461735684376 0.018832952196215138 0.011010867660496923 -0.0067949790780601135 0.023430453637496348 0.0063447994894317676 0.01564520412269798 -0.016500492271292876 -0.0070358951060950567 0 -0.018241439575410311 -0.0069669624290305586 0.024742986186800354 0 0.020528921367305171 0.035323542774184473 0 -0.012089126733616872 -0.024674241781780137 0.063810628799194122 0 0.0011482034121099776 0 0 0.0087449945968869746 -0.0093110542290796173 0 0 0 0 0 0 0 -0.0067769736376251518 -0.0012550088250362567
leaf_weight=51.012751421047142 194.61462947712062 23.522062446922064 10.776588757697024 38.284228300210088 3.3791318034054711 271.20458385630627 1256.8108246582415 2861.5536858797168 200.21444091910962 109.39523318973806 155.96430748133571 333.25630120071582 233.17214005452115 17.760221204254776 118.85939139305265 54.482041930052219 57.870609794510528 2.8834633368533096 40.558223163534421 44.809415461495519 1.5964177108835418 95.024271240225062 19.250235397717915 71.209230654989369 2.5829411977902055 35.470776460133493 2.0661022205458712 5.5645445796981212 45.07907798839733 15.185462174937127 7.7103655514656557 1.0346724477130909 2.3060630934778592 18.72106559725944 0.23221012850990419 0.2042506102588949 0.10248150542611334 10.177628466277381 6.7197736616362809
leaf_count=136859 184605 1096 3000 12918 2466 139998 489874 1550093 54206 83499 78600 55033 126761 1727 95862 36746 2648 1467 2259 743 1402 2265 1567 25382 127 1842 1539 7929 785 275 516 27 53 440 70 65 32 554 207
internal_value=0 0.00130059 0.0190117 0.000237007 -0.000533069 0.00940779 -0.00242119 -0.000347801 -0.00449873 -0.0219926 0.00211676 -0.00537924 0.00788048 0.0234379 -0.00638882 0.0137836 0.00468257 0.0559106 0.00660364 0.0213559 0.0467026 0 -0.012415 0.064614 0.0116914 0.0148132 -0.036506 -0.0420191 -0.00560904 0 0.0187619 0.0231818 0.0336963 -0.00960129 0.0569104 0.057444 0.0787335 -0.00243712 0
internal_weight=0 6364.04 316.556 6047.49 5869.07 892.379 4976.69 4551.75 3061.77 424.935 814.907 489.221 1489.98 178.423 228.255 325.687 138.106 77.4718 305.677 70.6375 40.3171 235.039 37.0105 74.5884 61.0292 101.096 196.681 56.5773 174.01 60.2645 48.2686 58.9053 47.1155 113.745 38.7207 38.4885 10.8791 12.7606 42.1906
internal_count=3105537 2960749 12145 2948604 2926131 339692 2586439 2220934 1604299 365505 310377 133633 616635 22473 179361 176744 8018 29315 9113 1892 14455 7221 3294 27848 3456 4724 186144 144788 3765 1060 2775 2675 796 2705 13053 12983 3032 681 2049
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=24576 1 17 1 1 60 5836836 768 1 12127784 5 10488906 617 4260218 3 40 4785294 1 1 5 1 1 256
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=21
split_feature=0 9 0 10 7 2 3 0 8 0 1 0 3 3 3 3 2 1 1 2 1 2 8 0 1 12 11 1 12 3 2 1 1 1 8 1 1 1 2
split_gain=16.2607 10.4725 18.9882 10.0341 11.4774 12.1815 9.50847 8.76533 13.4374 8.05333 7.2467 5.06564 3.11267 2.90971 2.75351 2.43556 2.38819 1.82134 2.87583 5.79398 2.22317 1.79502 1.36525 1.21703 1.19735 1.0181 0.67536 0.592038 0.557156 0.427045 0.356605 0.412221 0.279789 0.195043 0.175002 0.131353 0.314682 0.284268 0.130142
threshold=0 1 2 3 4 5 2.5000000000000004 6 7 8 9.5000000000000018 9 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 10 5.5000000000000009 1.5000000000000002 11 11.500000000000002 12 13 14 11.500000000000002 15 16 5.5000000000000009 17 12.500000000000002 18 2.5000000000000004 19.500000000000004 11.500000000000002 19 6.5000000000000009 1.0000000180025095e-35 14.500000000000002 20
decision_type=9 9 9 1 9 1 2 9 1 9 2 9 2 2 2 2 1 2 2 1 2 1 1 9 2 1 1 2 1 2 1 2 2 2 1 2 2 2 1
left_child=26 3 12 4 5 6 10 13 -9 14 -2 -8 16 -7 38 23 35 18 19 -11 22 -20 -19 34 29 27 -1 -18 -22 -16 31 -14 -4 -32 -6 36 -3 -37 -5
right_child=1 2 32 9 15 7 11 8 -10 17 -12 -13 30 -15 24 -17 25 20 21 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31 33 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.047842765184327979 -0.030051604577050237 0 0.093170030418163019 0.0040972676230268817 0.045881695328314848 0.0083861413728697019 0.02434934588471618 -0.012007107087851493 0.011075388883032198 0.030701329101736272 0.0034435635779644608 -0.0064514639032330822 0.0087951453280193086 0.0011103400486443813 0.05232890448008002 0 0.0081926791439305997 0.025958668192421472 0.001488906578758848 -0.005925436131672482 0.0031770304500429733 -0.014937893281333601 0 0 0 0 0 0.034221680614613538 -0.009847901571710194 0 -0.010708348482832948 -0.0042950550093192952 0 0 0 0.0078228415203362069 -0.0076189705541956339 -0.00023719082894088205 -0.0032803509681533574
leaf_weight=48.603637165837426 303.98368069826392 7.3042721545207305 11.893182187573981 7.050935777486302 47.466122531681322 690.69708665912185 36.361540627622162 1066.4681227712645 289.0848911650246 37.540988590291818 53.869227470073383 122.51688017164633 12.800619822810406 3003.5113554309646 53.211574182059849 9.4218769463477638 92.783399946696591 64.987678562873043 75.625044648040785 55.941662191471551 4.4298138902522624 85.191939783573616 3.2616788913146584 9.5767545612761733 2.5301680228440082 8.3028417167952266 5.5717353052896206 38.987078795675188 14.892121321870947 0.3251743494765823 61.931781625607982 13.983522220980374 0.10248150542611334 2.9711921103298655 0.93996722099836816 17.747124928981069 45.438330143340863 4.7103912972379467 7.5385435629286786
leaf_count=137013 325140 525 3037 3574 7588 402331 38521 807391 193091 9943 31089 73338 525 970433 23808 2852 3210 6775 11554 16475 831 12171 291 3808 896 325 7886 606 2847 196 1894 267 32 56 66 268 1345 92 3964
internal_value=0 0.00127007 0.0181298 0.000248295 -0.000835959 -0.00147528 -0.0155139 1.58506e-05 -0.00668654 0.0147867 -0.0243596 0.00270482 0.00614943 0.00260084 0.0388998 0.0330743 0.0128389 0.00507767 0 0.0122456 0.0155212 -0.00732612 0.022639 0.038573 0.0495856 0.0188983 -0.0405401 0.021347 -0.00201568 0.0517352 -0.00587929 0 0.0748697 -0.00860758 0.0402296 0 -0.00385913 0.00124453 0
internal_weight=0 6365.38 318.956 6046.42 5633.9 5566.49 516.731 5049.76 1355.55 412.527 357.853 158.878 306.961 3694.21 70.6564 67.4047 215.273 341.871 254.3 93.4827 87.5713 160.817 68.2494 57.9828 56.0669 140.073 54.1754 131.77 19.3219 53.5367 91.6871 26.7841 11.9957 64.903 48.4061 75.2001 52.7426 22.4575 14.5895
internal_count=3106054 2961155 12182 2948973 2855648 2841334 468088 2373246 1000482 93325 356229 111859 9113 1372764 32438 14314 6371 60887 50143 26418 10744 23725 7066 11462 24900 4141 144899 3816 3678 24004 2742 792 3069 1950 7654 2230 1870 360 7538
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=24576 1 17 1 1 15 20254296 1 8654792 8425547 86 664 305 1 8389722 3 1 6 72 1 102
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=24
split_feature=0 9 0 10 7 8 2 2 4 12 1 0 2 11 2 3 2 1 3 1 1 3 2 0 12 3 2 0 11 12 1 3 3 1 1 3 2 7 1
split_gain=14.7854 9.50227 17.4506 8.66764 9.74425 10.6439 23.4654 18.5778 19.9059 8.08426 6.92672 6.72146 5.82286 3.02321 2.80789 2.77254 2.22323 2.11663 2.09955 1.6527 1.64002 1.35643 1.16433 1.11128 1.04484 0.972835 0.964687 0.705997 0.634414 0.607743 0.501431 0.743141 0.472701 0.352003 0.259395 0.244349 0.198096 0.156533 0.134856
threshold=0 1 2 3 4 5 6 7 8 9 1.5000000000000002 10 11 12 13 2.5000000000000004 14 11.500000000000002 4.5000000000000009 1.5000000000000002 4.5000000000000009 5.5000000000000009 15 16 17 2.5000000000000004 18 19 20 21 5.5000000000000009 4.5000000000000009 5.5000000000000009 1.0000000180025095e-35 19.500000000000004 12.500000000000002 22 23 1.5000000000000002
decision_type=9 9 9 1 9 1 1 1 1 1 2 9 1 1 1 2 1 2 2 2 2 2 1 9 1 2 1 9 1 1 2 2 2 2 2 2 1 9 2
left_child=28 3 14 4 5 7 10 9 -9 -2 -7 16 -8 17 15 33 35 23 22 21 26 29 -6 -13 -19 -22 -15 -24 -1 -16 32 -32 -21 -3 37 -5 -23 -4 -17
right_child=1 2 34 11 18 6 12 8 -10 -11 -12 13 -14 20 19 38 -18 24 -20 30 25 36 27 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.046289338141118762 0.0086196540834291256 0 0.088210442235297393 0.057745590103604388 0 0.0058152804639714983 0.048207679274063088 -0.0099439371538714919 0.020930562049772117 -0.00961627394913416 -0.016626220774425007 0.015456833870726664 0.014315481101994508 0 0.019194897998083531 -0.0015927451805711141 0 0.0037188085575035126 0 -0.011257129289980704 -0.0029300451341665525 0 0.041492749597803878 -0.0010683780881073882 -0.01550945924252614 0.01498754165310306 -0.019703452336434141 0 0 0 0.0071834510045061632 -0.0088310841025395891 0 0.039279355392484484 0 0 -0.0065946827453273616 0 0.0041732153474964085
leaf_weight=46.330692161813204 1329.6167721089514 1.2090825310442621 12.989278568245934 32.693867330846842 9.5734751972486283 212.92776540591149 76.858631606359268 2910.3483195158879 191.32684688729933 247.66499624685093 260.96487105984124 243.89101532063796 326.31930255351472 23.982246906292858 41.426525134185795 11.367914911592377 18.377391258138232 3.2790854663471691 9.3804559631971625 93.985241225571372 15.530323174956719 2.5566376061178744 44.729859264625702 12.463455451361368 11.658240642864255 16.602384148340207 37.728289237013087 5.7144306138507082 5.5427750231319797 7.7256922972737803 46.035070676356554 14.979315858799962 18.604731199098751 18.667436266317964 0.10248150542611334 0.1646567543502887 10.084187004016711 0.061392167524897512 41.407601074781269
leaf_count=136885 550233 161 3073 15676 2928 106213 29260 1754471 57082 141778 72870 46963 127867 4285 2260 573 8796 732 2839 2265 1691 127 6245 6782 2617 881 5511 2294 7968 516 785 275 440 503 32 98 554 16 655
internal_value=0 0.00129848 0.0173088 0.000318734 -0.000691288 -0.00129148 0.00854682 -0.00324207 -0.00773668 0.00540373 -0.00608095 0.0137662 0.0252213 0.0056393 0.00575571 0.0188317 0.0390213 0.0112574 0.0302288 0 -0.00651698 0.010724 0.0352454 0.0140805 -0.00757154 0.00426586 -0.0149616 0.0369475 -0.03905 0.0173853 -0.00541515 0 -0.0087771 0.03788 0.071033 0.049463 -0.00215047 0.087941 0
internal_weight=0 6363 321.203 6041.8 5625.43 5556.03 877.071 4678.96 3101.68 1577.28 473.893 416.371 403.178 365.135 308.049 72.652 51.2359 271.292 69.3982 235.397 93.8432 61.793 60.0178 256.354 14.9373 32.1327 61.7105 50.4443 51.8735 49.1522 173.604 61.0144 112.59 19.8765 13.1532 32.8585 12.6408 13.0507 52.7755
internal_count=3105200 2960347 12235 2948112 2854080 2839774 336210 2503564 1811553 692011 179083 94032 157127 69462 9114 1892 24570 57094 14306 7222 12368 3457 11467 53745 3349 2572 9796 8539 144853 2776 3765 1060 2705 664 3121 15774 681 3089 1228
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=24576 1 17 1 1 1 768 768 1 5 8392392 60 1 40 227 1 2359570 6 899 8652122 1 5 256 1
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=24
split_feature=0 1 2 5 3 0 1 0 0 3 8 3 0 3 0 2 0 1 12 11 3 2 1 1 2 3 12 8 2 9 0 0 0 12 1 2 3 1 3
split_gain=13.42 9.21488 14.9272 8.0779 11.6008 7.80865 7.24164 15.0958 11.5844 9.44313 7.76915 5.49947 12.3239 10.1631 9.97982 6.15148 5.34507 5.94936 5.0338 4.32867 3.57685 3.41998 3.11217 2.79948 5.5188 3.97867 2.35677 2.34742 2.61721 2.07782 1.93967 1.7056 1.65348 1.5503 1.35014 1.27349 0.874539 0.814168 0.751624
threshold=0 3.5000000000000004 1 2 1.0000000180025095e-35 3 1.5000000000000002 4 5 1.0000000180025095e-35 6 1.0000000180025095e-35 7 1.5000000000000002 8 9 10 2.5000000000000004 11 12 2.5000000000000004 13 1.5000000000000002 6.5000000000000009 14 5.5000000000000009 15 16 17 18 19 20 21 22 4.5000000000000009 23 18.500000000000004 5.5000000000000009 3.5000000000000004
decision_type=9 2 1 1 2 9 2 9 9 2 1 2 9 2 9 1 9 2 1 1 2 1 2 2 1 2 1 1 1 9 9 9 9 1 2 1 2 2 2
left_child=-1 2 5 6 32 -2 7 10 26 -9 -4 14 13 27 35 29 38 -18 20 -10 -17 34 36 24 -15 -25 -8 28 -13 33 -23 -20 -5 -14 -16 -3 -7 -37 -6
right_child=1 11 3 4 16 22 8 9 19 -11 -12 12 15 23 21 18 17 -19 31 -21 -22 30 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.037576200609330833 -0.0016502443725236468 0.042785143273197962 -0.028060057486855222 0.030190781484588328 -0.00041884895529451069 -0.048590707720719717 -0.0028867371866546825 -0.0038321999489996077 -0.0022649237817296123 0.01217760525315266 0.0033424909415153622 0.0052411784830289476 0.0017819520458121419 0.028959007861842939 0 0 -0.030488249209608881 0.0030220792234216015 0.0055623652798944268 -0.01590045899549028 0.014735581915212652 0.0010522763644101837 -0.00052806159421566118 0.047574892491041659 -0.0014729836538668584 0 0.014115568072770862 0.015596223116664081 -0.018254688838755858 0.0050298894421790296 -0.020407803160595844 -0.01651521503875588 0 -0.013141376140706915 0.017632228974825345 0 0 0.01409018282680901 0.013740614318053507
leaf_weight=49.704629154864961 138.58553838589069 90.550860527640907 160.28275583299182 25.235026729547826 59.357066920387297 94.429846700229973 61.866899042557634 430.72072435158771 558.93021051047253 1554.9522494722114 98.554269295214908 35.021500978560653 39.198146382172126 66.885110134506249 23.81122378341388 320.85535690483812 248.86168099502902 39.846068385784747 6.4137736128468532 482.87174817186315 354.55205338547239 36.136217309045605 31.288772701831476 97.188365899404744 96.755140049062902 14.23337351460941 309.06642172743159 14.089984168356748 73.666723829490365 45.477574189775623 51.604573557968251 98.995178754499648 13.507802638348947 422.04897119750967 71.887798665789887 26.012164251587819 0.12260296907334023 54.701418093929533 13.07406277998234
leaf_count=144709 92269 23869 132100 15454 54196 157972 48249 303708 168040 680533 85278 25391 10677 37575 17241 87837 233957 25630 5205 75297 38965 23951 23941 45205 49665 6769 188246 7109 52127 982 37763 20356 10658 86679 45495 12416 112 19358 10371
internal_value=0 0.00131073 -0.00124876 0.000281036 -0.0126051 -0.0226178 0.00186321 0.00541906 -0.00357347 0.00850846 -0.0154253 0.00682332 0.00404404 0.0185524 0.0179041 -0.000667338 -0.0190124 -0.0243101 0.00458722 -0.00904859 0.00811095 0 -0.0379324 0.0289027 0.0133952 0.0418836 0.0105448 -0.00257964 -0.00996299 -0.00905609 -0.011659 -0.0119481 0.0249888 -0.0114623 0.0111385 0.0324978 -0.0478385 0.00811827 0.00226305
internal_weight=0 6361.64 4321.55 4057.13 399.882 264.427 3657.25 2244.51 1412.74 1985.67 258.837 2040.09 1685.38 397.84 354.704 1287.54 361.139 288.708 780.816 1041.8 675.407 183.44 125.841 275.062 163.64 111.422 370.933 122.778 108.688 506.725 87.7408 105.409 38.7428 461.247 95.699 171.264 94.5524 80.7136 72.4311
internal_count=3105355 2960646 2306011 2031717 350266 274294 1681451 1201619 479832 984241 217378 654635 474542 223841 180093 250701 324154 259587 152363 243337 126802 124450 182025 139214 87240 51974 236495 84627 77518 98338 61714 25561 26112 97356 62736 55643 158084 31774 64567
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=24576 7 2 22118425 5771429 13899174 1 2365676 3670544 896 65601 3 1 714 169 2 1 561 1 2372 8388864 25167100 4 928
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=27
split_feature=0 9 0 1 5 3 0 0 8 0 1 1 2 3 3 2 8 2 7 1 0 4 2 0 3 6 3 1 3 2 2 12 2 8 11 3 2 2 12
split_gain=12.1963 8.5847 15.7766 8.34663 8.82003 10.7541 9.78912 4.60211 4.41036 4.19195 9.67655 14.2665 12.2827 10.0805 9.33601 7.15472 8.35874 4.85178 4.38492 4.07703 3.99061 3.78007 3.51372 3.46411 4.50831 3.36033 3.14519 2.58769 2.53839 1.98479 1.55306 0.942324 0.930823 0.801393 0.704952 0.677224 0.619841 0.363044 0.351433
threshold=0 1 2 1.0000000180025095e-35 3 1.0000000180025095e-35 4 5 6 7 1.5000000000000002 2.5000000000000004 8 1.5000000000000002 1.0000000180025095e-35 9 10 11 12 1.5000000000000002 13 14 15 16 1.0000000180025095e-35 17 3.5000000000000004 19.500000000000004 4.5000000000000009 18 19 20 21 22 23 4.5000000000000009 24 25 26
decision_type=9 9 9 2 1 2 9 9 1 9 2 2 1 2 2 1 1 1 9 2 9 1 1 9 2 1 2 2 2 1 1 1 1 1 1 2 1 1 1
left_child=34 3 28 4 5 6 30 22 -9 15 12 17 20 -14 -13 19 18 -12 -17 35 -11 -8 -7 26 -25 -18 32 -21 29 -3 -2 -31 -6 -26 -1 -5 -28 -30 -39
right_child=1 2 -4 9 23 7 21 8 -10 10 11 14 13 -15 -16 16 25 -19 -20 27 -22 -23 -24 24 33 -27 36 -29 37 31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.043514793094418108 0.010426735082105723 0 0.066694887589365467 -0.0099257558099215895 0.00041995358486900109 -0.0032392684118943897 -0.034338456159861599 -0.0050190756747514505 0.012939168375868558 -0.00040472376713544486 0 0.020865206029976602 -0.024182171664274613 0.011736040540884491 0.0022209315197602082 -0.014887131635779031 0 -0.017588324122753626 0.018271868769545115 0.017687464274134503 0.025047346321074061 0 0.020475445837258896 0.00081433284984284916 -0.042363457213379557 0.023488391580383537 0 -0.0066651134629356476 0 0.019160486251469152 -0.0066168459728706969 0 -0.016813063783090644 0 0 0.0011238957805823778 0.022194274197679584 0 -0.010816963064128608
leaf_weight=42.581962739452138 88.325756636382721 75.267977991898078 14.524175262020433 80.908386993607564 8.7931794234864338 53.991888623037084 186.17296287353747 649.90325449572629 137.62979703111341 52.269322320367792 289.90484207084955 310.55312243565277 106.82038171157183 144.68142787076795 1575.6359363523079 635.08762739013764 102.79395209325594 386.17332883262134 9.6420721542672236 252.4719604094862 470.39244117892667 26.279748513828963 166.47789236294921 13.631964148506084 100.07288980318117 65.396516384673305 4.0830101435494708 16.046017129367101 28.718122004764155 134.57011999975657 37.065594495281402 8.3649484377820027 40.530859393787978 3.8358809642668339 5.2772566399798952 20.393108597389073 9.0990497209713777 3.8060786434216425 58.695827574003488
leaf_count=136930 48156 2230 3161 58652 14410 45569 221057 309541 70180 39103 87131 136751 69286 77669 353023 450235 65292 126312 2058 151877 192833 19850 127602 12533 122531 28008 5023 11710 872 3817 33858 325 44812 2646 7812 12760 7914 151 1719
internal_value=0 0.00119 0.0163437 0.000253807 -0.00601454 -0.00272353 -0.0174719 0.00229264 -0.00114013 0.00246196 0.00429145 0.00115794 0.0139127 -0.0032883 0.0057258 -0.00244524 -0.00777915 -0.0108629 -0.0131562 0.00816237 0.022121 -0.0287381 0.0139105 -0.025284 -0.0327449 0.00979825 0 0.0147037 0.00528968 0.0113243 0.00319296 0.0168075 -0.0130286 -0.0410293 -0.0362648 -0.00566797 0.0204093 -0.00546436 -0.00841012
internal_weight=0 6369.01 323.947 6045.06 1525.89 1345.85 337.844 1008 787.533 4519.17 3336.43 2562.27 774.164 251.502 1886.19 1182.74 812.92 676.078 644.73 369.819 522.662 212.453 220.47 180.047 117.541 168.19 62.5061 268.518 309.423 218.203 125.391 142.935 49.324 103.909 47.8592 101.301 13.1821 91.22 62.5019
internal_count=3105399 2960657 12275 2948382 1085682 875813 322921 552892 379721 1862700 1082108 703217 378891 146955 489774 780592 545593 213443 452293 234999 231936 240907 173171 209869 137710 93300 72159 163587 9114 6372 82014 4142 59222 125177 144742 71412 12937 2742 1870
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=24576 1 17 2 9470992 11832393 1 9963171 904 579 1 306 1 266252 1 114 21594187 1 86 968 3 536 1 1 19 136 12
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=27
split_feature=0 9 0 1 0 6 3 13 2 0 1 3 0 0 0 13 0 2 8 0 2 3 8 2 2 3 3 1 2 2 0 2 8 4 1 3 12 1 1
split_gain=11.3403 7.7052 14.8975 7.65648 8.54914 8.06921 4.74685 4.99549 3.96237 3.70205 9.46745 14.37 14.8438 13.2208 9.05666 7.87168 7.0519 6.59316 6.02185 5.98635 3.7494 3.34659 3.29287 2.97117 2.43365 2.71182 2.35203 2.16624 2.0273 1.53245 1.46353 1.38135 1.35864 1.32379 1.29091 1.10428 0.5861 0.36683 0.342384
threshold=0 1 2 1.0000000180025095e-35 3 4 5.5000000000000009 5 6 7 1.5000000000000002 1.0000000180025095e-35 8 9 10 11 12 13 14 15 16 1.0000000180025095e-35 17 18 19 2.5000000000000004 4.5000000000000009 14.500000000000002 20 21 22 23 24 25 1.5000000000000002 5.5000000000000009 26 2.5000000000000004 5.5000000000000009
decision_type=9 9 9 2 9 1 2 1 1 9 2 2 9 9 9 1 9 1 1 9 1 2 1 1 1 2 2 2 1 1 9 1 1 1 2 2 1 2 2
left_child=-1 3 24 4 5 22 7 8 -6 10 14 13 -13 -12 21 17 20 19 -19 -11 -17 -5 -2 30 25 37 32 -18 -16 -9 -8 -28 -7 -25 35 36 -26 -3 -36
right_child=1 2 -4 9 6 26 23 29 -10 15 11 12 -14 -15 28 16 27 18 -20 -21 -22 -23 -24 33 34 -27 31 -29 -30 -31 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.038124666186813295 -0.035639232602533481 0 0.063784447059626312 0.00016685328155862473 -0.00060280709175185819 -0.014636336546170423 0.0076562884209424621 0 -0.013695518944463497 -0.011748810488627628 0.030040239517628537 -0.0061849012086627611 0.016123588942732088 -0.008664391203763248 0.0035698472162024987 -0.0021580158743546934 -0.016008396646962082 -0.015303461439208034 0.0066634720107898657 0.0071297866780892123 0.045556045764412578 0.026595873318450966 0 0.029745409750325642 0.016949570853748999 0 0.021995305189455472 0.01264329916402181 -0.013691054973857151 0.02783835868676925 -0.013435714749313333 -0.0019042343533513893 0.0049771049821641855 0 -0.0080707988856615377 -0.0021057889422286414 0 0.038168946673648382 0
leaf_weight=34.340533048511134 168.83514911958264 5.3609260384691906 15.48351578437723 81.404820978350472 712.37931184595072 50.791598324372899 12.933990086617994 13.584258883282017 353.10887746384105 179.47959333886683 248.06820201127266 1624.9678838612308 320.18514839519048 95.581399676066212 163.48010885272743 11.085622172082365 41.34288948225003 554.56220602679969 118.82240898709279 621.71888479113113 47.888701999632758 363.97709253421635 41.798544194112765 62.302530934175593 42.92727943463251 53.533646961208433 27.178832421370316 4.6136354462360023 56.111441459070193 21.751926163458847 26.831789131159894 5.869977325142826 12.85218649660237 14.298069772019515 111.60358940740116 12.621761036105452 7.8607225624728008 15.450691216625271 61.804410528857261
leaf_count=112530 229650 369 3178 32447 353415 46460 9455 11645 314328 112182 86811 183000 187447 63780 120490 8156 29119 391858 68592 410264 34543 89226 47977 30583 2260 1228 17709 2948 54058 15156 8811 5468 11676 3231 2705 681 516 295 1060
internal_value=0 0.00109595 0.0153947 0.000205396 -0.00580237 -0.0197182 -0.00148843 -0.0038728 -0.00560241 0.00231638 0.00440781 0.00115953 -0.00212145 0.0192129 0.0146873 -0.00143605 0.0214122 -0.00366537 -0.0107293 0.00218651 0.0363086 0.0222438 -0.0302107 0.0150869 0.00470285 0.0168151 0.00095553 -0.00470534 -0.00111511 0.0223139 -0.00241526 0.0172925 -0.00714637 0.0231635 0 0.00872396 0.0149113 0.0350851 -0.00533982
internal_weight=0 6384.45 326.647 6057.81 1524.52 307.326 1217.19 1100.82 1065.49 4533.29 2953.78 2288.8 1945.15 343.65 664.973 1579.51 104.931 1474.58 673.385 801.198 58.9743 445.382 210.634 116.366 311.163 74.3453 96.6926 45.9565 219.592 35.3362 39.7658 33.0488 63.6438 76.6006 236.818 63.4098 50.788 20.8116 173.408
internal_count=3105307 2992777 12292 2980485 1105564 358940 746624 694544 667743 1874921 817259 521038 370447 150591 296221 1057662 74766 982896 460450 522446 42699 121673 277627 52080 9114 1892 81313 32067 174548 26801 18266 23177 58136 33814 7222 3457 2776 664 3765
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=16384 1 17 4797348 1 1 904 19247196 2162704 2195484 16 1 8391712 707 1 1575936 134 1 170 40 936 581 264266 928 1 1 5
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=23
split_feature=0 9 0 10 7 2 0 0 13 0 0 4 11 2 3 3 3 3 1 1 0 1 3 2 12 3 0 1 12 2 8 1 1 3 3 1 2 2 1
split_gain=10.4312 7.25478 13.6556 6.88729 8.36942 9.19348 9.77102 6.21234 5.88005 18.6153 8.59989 2.93097 2.42422 2.2616 2.47365 2.0337 1.88377 1.82051 1.70867 1.34325 1.13114 1.07873 1.06911 1.02836 1.01417 0.999748 0.984189 0.844121 0.551724 0.468749 0.350818 0.320202 0.297645 0.590585 0.456926 0.251564 0.194486 0.103665 0.0851644
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 11.500000000000002 4.5000000000000009 14 1.5000000000000002 2.5000000000000004 15 16 5.5000000000000009 17 11.500000000000002 18 19 20 2.5000000000000004 5.5000000000000009 4.5000000000000009 5.5000000000000009 19.500000000000004 21 22 1.5000000000000002
decision_type=9 9 9 1 9 1 9 9 1 9 9 1 1 1 2 2 2 2 2 2 9 2 2 1 1 2 9 2 1 1 1 2 2 2 2 2 1 1 2
left_child=-1 3 13 4 5 6 17 11 10 -10 -7 15 18 14 31 -5 20 -2 26 23 29 25 -21 -14 -20 28 -9 -17 -15 -6 -8 -3 34 -34 -23 -4 -27 -22 -16
right_child=1 2 35 7 16 8 30 12 9 -11 -12 -13 19 21 38 27 -18 -19 24 22 37 32 -24 -25 -26 36 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.036891373601565719 -0.010214184151782942 0 0.074375921813271767 0 0 -0.008129843833045736 -0.042163716935706523 0.013392317195300003 -0.0054115378958448368 0.03891215049445363 0.0011006534558720491 0 0 0.015930694317655758 -0.0019874086461053107 0.051901701487955892 0 0.012579156511534002 0.0037226765211772895 -0.004742499545813684 0.00098109903332186808 -0.010078544317961959 0.014754432843808896 -0.019375316828138797 -0.015149262699609365 0 -0.0012947547140541838 0 0 0.038815459837579849 0 0.036439153823932632 0.0057734001871826588 -0.0086283858569402554 0 0 -0.0065133073290657862 -0.0045964929696050653 0.003090187099595053
leaf_weight=32.887941295732162 18.987056638732611 5.3609260384691906 16.369329703389671 11.46163960121339 8.7363881870987861 1320.8959480853446 94.442608909241244 242.60349268504069 211.41273621322762 111.78820104294209 3746.5077304180268 5.4240784154389976 23.643933348430437 43.626657606975641 11.525015611900015 41.668552686896874 9.424305296270175 58.51442860019597 3.276327972766012 15.35156333417399 2.5680809787590988 92.530198601773009 16.647003143501934 36.263347446161788 11.446227189560885 2.5542123774066567 12.583502804831367 2.2477535260259165 7.8607225624728008 43.381745087623123 0.73489433835493301 15.963135087862609 46.91185667924583 14.89255384961143 18.264190550427884 0.12333111383486439 10.042129219043998 7.1262727688881551 42.008631349308416
leaf_count=112098 19148 369 3167 6327 2508 996987 140965 43110 57399 86423 1536920 1973 3916 2260 573 21022 2764 33725 709 1569 1141 2265 772 4908 2490 127 6913 829 516 5149 450 295 785 275 440 33 554 2653 655
internal_value=0 0.00108653 0.0149342 0.000219179 -0.000680354 -0.00124396 -0.021664 0.0121251 -0.000377557 0.0120211 -0.00129404 0.0347296 0.00419902 0.00458147 0.0162181 0.0438654 0.027697 0.00266443 0.00933069 -0.00665376 0.0324198 0 0.00279313 -0.0142847 -0.00711651 0.00791006 0.0119803 0.0499767 0.0138832 0.0342103 -0.0386199 0.0335668 -0.00491817 0 -0.00747976 0.0608286 -0.00204471 0 0
internal_weight=0 6385.17 328.033 6057.14 5634.52 5563.28 172.679 422.617 5390.6 323.201 5067.4 60.802 361.815 311.54 74.8577 55.3779 71.2368 77.5015 269.91 91.9058 61.8125 236.683 31.9986 59.9073 14.7226 64.0837 255.187 43.9163 51.4874 52.1181 95.1775 21.3241 172.599 61.8044 110.794 16.4927 12.5963 9.69435 53.5336
internal_count=3105182 2993084 12314 2980770 2886232 2872017 194288 94538 2677729 143822 2533907 30151 64387 9114 1892 28178 14215 52873 53222 11165 11451 7222 2341 8824 3199 3457 50023 21851 2776 7657 141415 664 3765 1060 2705 3200 681 3794 1228
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=16384 1 17 1 1 6 25231387 8392648 1 4526997 8399014 1 1 40 8389722 899 6 2359314 5 1 1 256 322
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=29
split_feature=0 1 2 0 3 0 11 0 3 4 7 1 2 2 0 11 0 0 1 0 0 8 5 12 3 2 0 12 3 2 3 3 7 3 0 0 9 2 9
split_gain=9.67374 6.75502 12.0167 7.79499 5.70766 5.5771 5.91411 4.7152 5.30589 4.44834 4.02393 3.55049 9.46778 4.92219 6.75399 5.80545 18.9925 6.23431 5.17874 5.70984 5.37544 3.88024 3.46044 2.94849 2.39356 2.36883 1.90466 2.11014 1.66607 1.42767 1.39535 1.13593 2.69337 1.06958 1.37258 0.96725 0.886673 0.720261 0.627975
threshold=0 3.5000000000000004 1 2 4.5000000000000009 3 4 5 7.5000000000000009 6 7 21.500000000000004 8 9 10 11 12 13 12.500000000000002 14 15 16 17 18 1.5000000000000002 19 20 21 5.5000000000000009 22 1.0000000180025095e-35 2.5000000000000004 23 1.0000000180025095e-35 24 25 26 27 28
decision_type=9 2 1 9 2 9 1 9 2 1 9 2 1 1 9 1 9 9 2 9 9 1 1 1 2 1 9 1 2 1 2 2 9 2 9 9 9 1 9
left_child=-1 2 3 31 5 6 9 8 37 -4 22 13 36 18 15 16 -15 -17 20 -20 24 33 -7 -12 -3 28 -9 -28 -16 -8 -22 32 38 -14 -35 -33 -13 -6 -2
right_child=1 11 4 -5 7 10 29 26 -10 -11 23 12 21 14 25 17 -18 -19 19 -21 30 -23 -24 -25 -26 -27 27 -29 -30 -31 -32 35 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.035821478078669304 -0.018310953239227021 0.0041044832713013233 -0.020254024391001071 -0.038991010416384406 0 0.00066661591842943858 0.013761009876568274 -0.012822276786985188 -0.0039037111508248568 0.0060096569919870623 -0.0045924156205314577 0.027624010090493995 0 0.023178016235209736 0.022388170717183548 0.011915443510635726 -0.016503073613760966 -0.016167414689289509 0.04043820025615627 -0.0023004109405380131 0.012711753577821429 0.0052250136661853713 -0.011063630055205947 0.02818342111778966 0.034392036317928976 0 0.0076490158912891487 -0.0047201256193850436 0 -0.0023179020921837985 0 0.015034661311414258 0.011572399676577345 0 -0.038003397600804033 -0.0006471998865373316 0 0.030261102921820344 0
leaf_weight=31.672996405130107 86.214915596290666 80.322681673249463 360.98990008247711 95.954973613355833 5.8227369747546618 2446.7427184889166 62.766311013416271 26.364400904851209 35.508409704882069 43.499220219964627 12.683729353942908 29.335916041600285 12.643039907969067 225.1334796929732 194.30713200598257 58.135685528104659 177.5345682099578 344.26702578744153 79.228838617069414 28.52702105465869 81.318296156154247 8.7702089852828049 247.46896071740412 45.898596196959261 80.650710947695188 83.768453134547599 470.01345413919626 128.89151143543131 14.364620949781964 51.030065760856814 498.15616185951512 9.5261093814042379 10.120214708265847 5.2796155365067534 59.053141796393902 54.577046942300512 1.4371503040893028 130.23895214877848 0.22451537608867411
leaf_count=111997 97776 53459 363163 149585 5281 1048048 44422 11581 25527 28174 1334 13732 6762 17464 100058 27101 118030 28189 13401 19245 30833 1797 213245 4024 38443 59390 135789 53048 6152 37797 89211 8558 1821 4281 28597 25500 44 82433 50
internal_value=0 0.00105314 -0.00113719 -0.0205794 0.000207474 -0.0015795 -0.0107011 0.0076996 0.0208601 -0.0165192 0.000164779 0.00574516 -0.00868378 0.00687981 0.00193616 -0.00258913 0.00521249 -0.0109696 0.012486 0.0316775 0.0083411 -0.024334 -0.000410679 0.0212116 0.0226812 0.014109 0.00248466 0.00438862 0.0192259 0.00628089 0.00253128 -0.00250768 -0.00937579 -0.0333017 -0.0370273 0.00407423 0.0210188 0.0299232 -0.0167545
internal_weight=0 6386.77 4324.54 256.618 4067.92 3271.08 518.285 796.839 171.57 404.489 2752.79 2062.23 116.519 1945.71 1097.51 805.071 402.668 402.403 848.204 107.756 740.448 85.746 2694.21 58.5823 160.973 292.44 625.269 598.905 208.672 113.796 579.474 160.663 96.5596 76.9758 64.3328 64.1032 30.7731 136.062 86.4394
internal_count=3105342 2993345 2337156 283290 2053866 1740207 473556 313659 113241 391337 1266651 656189 55213 600976 356384 190784 135494 55290 244592 32646 211946 41437 1261293 5358 91902 165600 200418 188837 106210 82219 120044 133705 99647 39640 32878 34058 13776 87714 97826
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=16384 7 22118489 602796 1 10487400 1 1 26 99 22025011 1 16 802 2885973 2103855 1 2 6 896 4722693 9 224 1 1052840 32833 1 24 1
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=29
split_feature=0 9 0 1 5 3 0 11 0 10 0 3 12 0 0 11 2 11 0 0 7 5 1 2 3 2 2 1 0 2 3 12 3 2 2 1 3 2 12
split_gain=8.92107 6.68861 11.8496 5.48052 7.41087 7.97803 7.96704 4.71994 3.65411 3.89797 3.51635 3.73368 3.18488 9.22186 4.8082 7.39008 7.75466 6.47452 20.5667 10.3071 6.17985 4.02769 3.30601 2.72637 2.15521 1.78989 1.48042 1.34369 1.2692 1.19371 1.03067 0.927489 0.64603 0.55796 0.523118 0.497871 0.391663 0.345853 0.345638
threshold=0 1 2 1.0000000180025095e-35 3 1.0000000180025095e-35 4 5 6 7 8 1.0000000180025095e-35 9 10 11 12 13 14 15 16 17 18 1.5000000000000002 19 4.5000000000000009 20 21 1.5000000000000002 22 23 3.5000000000000004 24 15.500000000000002 25 26 5.5000000000000009 8.5000000000000018 27 28
decision_type=9 9 9 2 1 2 9 1 9 1 9 2 1 9 9 1 1 1 9 9 9 1 2 1 2 1 1 2 9 1 2 1 2 1 1 2 2 1 1
left_child=-1 3 24 4 5 6 29 -8 23 -10 30 -12 14 21 17 20 -17 18 -5 -19 -16 22 -14 -7 25 -3 27 -15 -23 -2 33 35 -28 -6 -32 -27 -13 -26 -39
right_child=1 2 -4 12 10 8 7 -9 9 -11 11 36 13 26 15 16 -18 19 -20 -21 -22 28 -24 -25 37 31 32 -29 -30 -31 34 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.034716409604277597 0.0095462261464068221 -6.5730868137837926e-05 0.057091537308854669 0.015274101249413398 0.0010025368617334882 -0.0024204632437256706 -0.031529058106720929 0.0041979192314149762 -0.00304289867674788 0.0222737722115872 0.00036788023001931453 -0.037253675046441823 0.0148610999051702 -0.011882610174619467 0.0014096018509031642 0.039345214234295128 0 0.014455137165131035 -0.007563393251170252 -0.0099058323702486909 0.039957093543183282 0 0.00040986407208432827 0.018228530715160011 0 0.0061728394488565382 -0.022969046253343048 0.012431239377801936 -0.020110903279761311 -0.0051818714260379204 0 0 0 -0.010435814696952029 0.0166328406873377 0.028493729832832076 0 0 -0.010594410100687056
leaf_weight=30.459915778537834 89.350688177750271 75.696488869201858 16.55398225056706 854.94663225612021 7.5222009358403739 53.202961197119294 181.65278285443856 19.892967493091419 749.32802235299459 34.987610224226955 13.826092674076788 108.6010322889706 200.88977442149189 9.7104557300335745 683.99815447955916 106.2255145983363 65.579372366759344 173.63509834767319 654.16391080897301 810.15239222714445 16.379855544946622 27.937818537968269 662.26371711642423 170.39024064745536 28.770906211866532 95.868214795191307 205.98163340702013 20.667093567295524 56.29100459451729 35.899827025299601 3.2252765042794618 8.5249916192260553 0.64498545700916921 33.682991456349555 7.1539123250404373 42.325622399803251 1.802051826911337 3.8027775728842244 58.513256149599329
leaf_count=111662 48287 2285 2998 121405 13005 45266 224286 19363 372500 8978 13548 146455 105648 10291 483935 62858 37197 83166 406911 101570 4797 21603 216418 129266 898 3280 163201 16760 38672 33768 4265 335 385 39403 6372 621 1689 158 1766
internal_value=0 0.000993509 0.0142479 0.000157351 -0.00494884 -0.00193203 -0.0149168 -0.025518 0.00229848 -0.000756867 -0.0227737 -0.0293952 0.00193954 -0.00232254 0.0035317 0.00980045 0.0271557 0.0010999 0.0052753 -0.00496489 0.00432606 0.00200865 0.00449532 0.0125554 0.00452976 0.0100741 -0.0185087 0 -0.01516 0.00327689 0 0.0152661 -0.0214291 -0.00591669 0.013911 0.0176089 -0.0366351 -0.00529855 -0.00818705
internal_weight=0 6390.04 330.056 6059.99 1510.52 1334.71 326.796 201.546 1007.91 784.316 175.814 124.229 4549.47 1184.39 3365.08 872.183 171.805 2492.9 1509.11 983.787 700.378 947.382 863.153 223.593 313.502 222.415 237.004 30.3775 84.2288 125.251 51.5844 146.719 206.627 41.2052 10.3792 138.194 110.403 91.0869 62.316
internal_count=3105271 2993609 12341 2981268 1106451 881714 325704 243649 556010 381478 224737 161692 1874817 572978 1301839 588787 100055 713052 528316 184736 488732 382341 322066 174532 9343 6521 190637 27051 60275 82055 63045 4236 163586 52408 10637 3901 148144 2822 1924
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=16384 1 2065 2 9470992 1 11832393 1 21495881 9 23896178 24903731 1 244 1 17 3407906 1 2 114 86 521 16785472 968 3 536 11 136 12
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=25
split_feature=0 9 0 1 2 0 2 13 0 0 3 3 0 0 0 11 1 3 0 0 2 2 11 1 2 3 3 7 2 0 0 1 3 1 1 8 12 3 1
split_gain=8.45972 6.05891 11.2456 5.06107 9.57863 6.6062 6.26042 8.17549 7.9126 4.10634 3.2725 10.1153 10.8863 7.77459 5.69078 5.19827 3.00749 2.97233 9.0427 8.96453 2.7315 2.68221 2.9586 2.26907 1.88774 2.30646 1.66577 3.29037 1.07603 1.17022 1.0429 0.909561 0.872412 0.619767 0.5959 0.530821 0.516724 0.494355 0.288965
threshold=0 1 2 3.5000000000000004 3 4 5 6 7 8 1.0000000180025095e-35 1.5000000000000002 9 10 11 12 15.500000000000002 2.5000000000000004 13 14 15 16 17 4.5000000000000009 18 2.5000000000000004 2.5000000000000004 19 20 21 22 1.5000000000000002 5.5000000000000009 5.5000000000000009 12.500000000000002 23 24 12.500000000000002 1.0000000180025095e-35
decision_type=9 9 9 2 1 9 1 1 9 9 2 2 9 9 9 1 2 2 9 9 1 1 1 2 1 2 2 9 1 9 9 2 2 2 2 1 1 2 2
left_child=-1 3 24 4 5 26 17 8 -8 -9 13 14 15 21 16 -13 -12 18 -6 -19 -16 34 -23 -14 25 38 27 -2 29 -15 -28 32 36 -30 -5 37 -26 -7 -3
right_child=1 2 -4 10 6 35 7 9 -10 -11 11 12 23 28 20 -17 -18 19 -20 -21 -22 22 -24 -25 31 -27 30 -29 33 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.033975844857511033 -0.018722032535378737 0 0.054281960251497799 -0.0065536501969343493 0.025797374030045058 -0.042078641404899225 0.00028382303509991147 0.024767351197279158 -0.0099065863071641953 -0.007452948263869579 0.017751291155904576 0.0085310707201930788 0.0028942227996188786 0 0 -0.0072927707624749899 -0.010173157351148371 0.026232909590982637 -0.010561548092863117 -0.0080750412605261838 -0.020848749849098847 0.039237813192771122 0.0051488430530260126 0.026144341469723643 0.01502084806990181 0 0.016261896846883048 0.012711255442386131 -0.0029583238609087932 -0.01908684382402645 0 -0.0046724155981622958 -0.0018446621641879841 0.0086448716192948933 0.0090683446674574546 0 0 0 0.032255050627750859
leaf_weight=29.669718721652316 89.264351464182255 1.2451723188860366 18.860159355332144 35.087892842217116 197.55450104988995 83.864238526442932 2079.1366244497403 122.09280871369992 1116.4421409895767 20.482515036826953 74.352115282585146 365.10819067736156 95.153500264364993 30.800610500620678 78.930418674732209 406.72502692707349 22.299791916666436 65.237631329131545 60.509253829048248 228.26282115076901 253.46719540917547 104.60051749902777 72.24676401304896 254.79251864849357 41.684781865333207 54.018823845079169 10.723048258012566 10.59421759250108 36.914961256989045 31.624998469982529 52.985707616768195 172.09842622058932 12.512884971918536 49.066511260607513 8.4684967634966579 0.44658733127289352 10.625418582989367 0.51582786726066743 20.958331354195252
leaf_count=112396 104959 161 3251 17171 90723 139486 798621 58094 940685 16947 50867 61984 52711 19769 27821 38629 18635 37566 42981 60071 99172 41739 15267 123217 2073 1228 9581 1964 24813 26431 25402 3765 681 31367 3576 243 703 510 503
internal_value=0 0.000988572 0.0135707 0.00018786 -0.0017287 -0.0193331 -0.000338419 -0.0020695 -0.00327226 0.0189125 0.00443625 0.00207908 0.00720077 0.0126938 -0.0102539 0 0.00746664 0.00906276 0.0165475 0.000910218 -0.0161853 0.023157 0.0281667 0.0207925 0.0040142 0.0145881 -0.00288853 -0.0109109 -0.00354418 -0.01126 0.00564364 0 0.00702795 0.00147294 0 -0.0375523 0.0126939 -0.0414657 0.0309874
internal_weight=0 6389.76 332.004 6057.75 4138.11 248.394 3889.72 3338.15 3195.58 142.575 1919.64 1550.83 1121.78 368.811 429.05 771.833 96.6519 551.564 258.064 293.5 332.398 220.404 176.847 349.946 313.144 76.2223 163.567 99.8586 148.407 62.4256 63.7088 236.922 64.8231 85.9815 43.5564 84.8267 52.3102 84.3801 22.2035
internal_count=3105763 2993367 12365 2981002 2327833 282145 2045688 1814347 1739306 75041 653169 473036 276541 180133 196495 100613 69502 231341 133704 97637 126993 77753 57006 175928 9114 1892 141906 106923 102380 46200 34983 7222 3457 56180 20747 140239 2776 139996 664
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=16384 1 17 7 30507097 512 1 26478098 2108542 7341841 3744530 6557224 1 8391802 14942660 33 21 1 40 1 305 2116 8421441 1 1
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=23
split_feature=0 9 0 10 7 2 0 0 8 2 2 4 2 2 7 1 6 3 1 3 3 2 3 2 1 12 8 1 3 2 1 0 3 1 1 12 1 1 1
split_gain=7.89929 5.64408 10.0901 4.69819 6.7212 6.35417 8.38512 5.45693 4.5951 18.6908 9.98287 2.56847 1.84446 1.76544 3.38168 3.76095 2.42311 1.75304 1.67517 1.61998 1.5131 1.49442 1.32172 1.22412 1.05529 0.862433 0.715631 0.440072 0.344308 0.341686 0.363982 0.309819 0.231297 0.22063 0.142137 0.303283 0.105105 0.228995 0.213992
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 5.5000000000000009 15 4.5000000000000009 8.5000000000000018 4.5000000000000009 1.0000000180025095e-35 16 1.0000000180025095e-35 17 1.0000000180025095e-35 18 19 5.5000000000000009 9.5000000000000018 20 14.500000000000002 21 12.500000000000002 19.500000000000004 6.5000000000000009 22 6.5000000000000009 1.0000000180025095e-35 14.500000000000002
decision_type=9 9 9 1 9 1 9 9 1 1 1 1 1 1 9 2 1 2 2 2 2 1 2 1 2 1 1 2 2 1 2 9 2 2 2 1 2 2 2
left_child=-1 3 17 4 5 6 20 11 10 -10 -7 12 32 16 15 -15 18 21 -9 23 -2 36 -16 31 -18 27 -25 -23 -8 34 -31 -6 -5 -4 35 -19 37 -3 -38
right_child=1 2 33 7 19 8 28 13 9 -11 -12 -13 -14 14 22 -17 24 29 -20 -21 -22 25 -24 26 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.033040154878242654 -0.0082524806628149171 0 0.063070515149735024 0.052641500198649417 0.005659277693380628 0.011260958854607017 -0.03836920818594286 0.026830881123438233 -0.0069150000494284493 0.020701074491376731 -0.0034140944173003986 0 0 -0.0030629963422847718 0 0.023718218407305119 0.012222863083339128 0 0 0 0.012239298194145433 0.0053257216552847087 -0.023049994974569901 0.039008188943990274 -0.0065106271511509196 0 0 0.026024350621643516 0 -0.012747062813033375 0 -0.0054528388303697536 0 0 -0.0036725137802573016 0.0070634858190068428 0.0066360625737008896 -0.0066833815436258192 -0.00070042322152392739
leaf_weight=28.696272871326073 17.939863334388065 7.7857552706263951 18.32468887913274 34.119690598570742 6.3490632268949412 478.12781298565096 86.783560915941052 57.381337637052638 478.50277667448972 416.33052703319117 4015.2691675943606 4.5239494596025898 17.494437305256724 128.81545697581896 6.3670004314044482 41.569283000542782 12.578206726320785 5.7753004166297615 6.9534694849280632 9.4555309492861834 58.76983535355248 96.809236310073175 52.062547889247071 42.691913272603415 68.891013896849472 8.5792889168951643 0.76750720129348238 43.531373636797071 0.67720744376128905 35.689525138703175 1.3832220109179605 14.273907958704518 0.17445618117926542 0.13301231258083035 8.8266402829904091 38.779438354773447 18.205121289007369 44.796976166253444 4.8500575679354361
leaf_count=112538 19165 531 2988 15086 2384 198783 139594 11231 176963 157454 2144752 1530 8244 33574 925 6143 3307 229 1303 2741 33798 3280 2679 7030 10772 335 113 621 792 1156 25 1856 100 34 161 1253 273 1386 95
internal_value=0 0.000976998 0.0130966 0.000200793 -0.000541187 -0.00105817 -0.0184051 0.00994318 -0.000340695 0.00601307 -0.00170457 0.0316471 0.0403742 0.0029789 -0.00159248 0.00454648 0.0105659 0.00401602 0.0221191 0.0245923 0.00334897 0.00902149 -0.018536 0.0289439 0 0.0137393 0.0330311 0.0160194 -0.034902 -0.00473834 -0.00891191 0 0.045197 0.0519091 0 0.00346998 0 -0.00356752 0
internal_weight=0 6390.34 333.47 6056.87 5625.94 5552.4 164.17 430.931 5388.23 894.833 4493.4 56.3125 51.7886 374.618 228.814 170.385 145.804 315.012 64.3348 73.5379 76.7097 224.558 58.4295 64.0824 81.4692 148.92 43.4594 140.341 87.4608 90.4541 37.0727 20.623 34.2941 18.4577 53.3814 44.5547 75.6379 52.5827 23.0552
internal_count=3105224 2992686 12367 2980319 2885425 2871301 193349 94894 2677952 334417 2343535 24960 23430 69934 43321 39717 26613 9345 12534 14124 52963 6521 3604 11383 14079 4236 7143 3901 140386 2824 1181 4240 15186 3022 1643 1482 2285 1917 368
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=16384 1 2065 1 1 6 25231387 8392392 1 768 512 1 227 568 1 1 86 545 3 1 200 8650818 2
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=23
split_feature=0 9 0 3 7 13 0 2 0 1 6 12 0 2 2 2 2 2 3 13 1 1 3 1 0 1 0 2 3 12 1 1 1 2 1 3 3 1 12
split_gain=7.34172 5.01337 9.34162 4.48854 6.86406 5.61719 12.6635 8.83326 16.2962 8.05629 5.59584 5.10726 4.46316 4.20853 3.06655 3.03308 2.58232 1.64342 2.04816 1.39213 1.36816 2.12852 1.347 1.20012 0.842349 0.793478 0.790651 1.45791 0.781467 0.484165 0.444161 0.321229 0.201827 0.190888 0.175447 0.432107 0.415398 0.168857 0.144408
threshold=0 1 2 4.5000000000000009 3 4 5 6 7 20.500000000000004 8 9 10 11 12 13 14 15 2.5000000000000004 16 15.500000000000002 2.5000000000000004 8.5000000000000018 1.5000000000000002 17 1.5000000000000002 18 19 5.5000000000000009 20 14.500000000000002 2.5000000000000004 19.500000000000004 21 5.5000000000000009 4.5000000000000009 5.5000000000000009 1.5000000000000002 22
decision_type=9 9 9 2 9 1 9 1 9 2 1 1 9 1 1 1 1 1 2 1 2 2 2 2 9 2 9 1 2 1 2 2 2 1 2 2 2 2 1
left_child=-1 3 17 4 5 7 11 8 -2 -9 26 -7 15 -8 24 19 22 18 31 30 21 -18 23 -14 -12 28 -6 -28 29 -19 -5 -3 -4 -30 36 -36 -27 -24 -17
right_child=1 2 32 12 10 6 13 9 -10 -11 14 -13 16 -15 -16 38 20 25 -20 -21 -22 -23 37 -25 -26 34 27 -29 33 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.032067290287458444 0.0046133367421720929 0 0.058668583101480432 0.037495516340640765 0.042215805431776367 -0.0033050317053605902 0.0076174160176240725 -0.00031088725112170083 -0.029640456003603766 -0.030268470311633513 0.017753481009709013 0.044837608344201536 0.01988837329812311 -0.015064856507093364 -0.016669647294841973 0.0029501097173416421 0.0018008441479828636 0.013819271549133594 0 0 0.017222910578291065 -0.0094485830893132963 -0.0066806487449567135 0.0024842043073270196 -0.00024773890355458771 -0.0091271214469743761 -0.0023308829322036839 0.015719318799907678 0 0 0 0.031297045971725723 0 -0.0063967705979590776 0.0044221328452855781 -0.0079244350558027206 0 0 -0.0036456390984518083
leaf_weight=27.712590897554037 213.05782611119866 5.5368237167131182 20.900952186028011 70.982786657732504 24.60269069991773 15.827750967611792 130.80383900679226 3961.7932022686691 276.75531772813338 62.591503734583966 22.079720936482772 72.466559221335046 117.0547902896069 108.34227447630838 37.969843848375604 48.28968100851489 407.3669675525307 45.110913381678984 54.223436117172241 3.3636333564354564 8.2697497034096141 220.33508940081811 12.823570319509601 131.81210674039903 4.0856418566545498 91.381006085081026 33.701327454298735 45.809244738193229 2.5085294921882451 7.8804943326977073 1.3456311937188719 17.523380828090012 0.13301231258083035 9.9821459823288006 47.7697895236779 14.592564830090849 18.133254546439275 13.07436066419177 10.838596419780513
leaf_count=112462 91908 369 3229 44503 7785 13262 46140 1925099 354669 32467 1076 55688 52604 41226 4289 29355 170788 2260 1228 2350 2080 51706 7274 27925 1124 2265 1697 2178 127 516 652 295 34 554 785 275 440 4298 8199
internal_value=0 0.00095727 0.0123463 0.000220455 -0.000981089 -0.00177361 0.0101403 -0.00276505 -0.0149512 -0.0010687 0.0171291 0.0355294 0.00612347 -0.00227003 -0.00221512 0.0211052 0.00273106 0.00350165 0.0133513 0.0312424 -0.000471271 -0.00194265 0.0102142 0.013005 0.0119581 -8.67432e-05 0.0291122 0.00733888 0.0062534 0.0117265 0.0366609 0.0285789 0.0487092 -0.0017912 -0.00456292 0 -0.0065347 -0.00199595 0
internal_weight=0 6391.12 335.676 6055.44 5009.89 4841.64 327.44 4514.2 489.813 4024.38 168.248 88.2943 1045.56 239.146 64.1352 134.82 910.737 314.642 77.2836 75.6921 635.972 627.702 274.765 248.867 26.1654 237.359 104.113 79.5106 65.4821 52.9914 72.3284 23.0602 21.034 12.4907 171.877 62.3624 109.514 25.8979 59.1283
internal_count=3105181 2992719 12377 2980342 2578608 2560459 156316 2404143 446577 1957566 18149 68950 401734 87366 6489 85059 316675 9114 1892 47505 224574 222494 92101 80529 2200 7222 11660 3875 3457 2776 45155 664 3263 681 3765 1060 2705 11572 37554
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=16384 1 17 1 1 8424552 30 17830932 1 2 8488524 428 424 709 565 40 1 8651864 10487114 37 5 256 5
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=27
split_feature=0 1 2 0 12 7 3 2 0 0 1 2 1 3 0 0 3 1 2 2 12 3 0 2 1 2 12 0 3 13 9 11 1 1 0 2 0 2 8
split_gain=6.81971 4.85187 7.56096 6.25545 4.60616 4.64447 5.00411 6.46239 4.02319 3.95636 3.01625 4.45343 2.45226 2.40116 6.6666 6.42801 5.75899 4.66698 3.58512 2.94443 3.00365 2.89698 2.8105 2.22999 2.0503 3.00216 1.66268 1.48035 1.43113 1.60653 1.25274 1.23729 1.94786 0.930442 1.4556 0.861713 0.986499 0.759223 0.714265
threshold=0 3.5000000000000004 1 2 3 4 4.5000000000000009 5 6 7 1.5000000000000002 8 1.0000000180025095e-35 1.0000000180025095e-35 9 10 1.5000000000000002 6.5000000000000009 11 12 13 5.5000000000000009 14 15 5.5000000000000009 16 17 18 15.500000000000002 19 20 21 24.500000000000004 1.5000000000000002 22 23 24 25 26
decision_type=9 2 1 9 1 9 2 1 9 9 2 1 2 2 9 9 2 2 1 1 1 2 9 1 2 1 1 9 2 1 9 1 2 2 9 1 9 1 1
left_child=-1 2 3 -2 5 6 7 -4 10 -8 12 -12 -6 14 23 16 24 18 -18 26 22 -19 -21 -3 37 -26 -17 -22 29 -10 -28 32 -25 38 -35 36 -16 -15 -7
right_child=1 13 4 -5 8 33 9 -9 28 -11 11 -13 -14 15 35 19 17 21 -20 20 27 -23 -24 31 25 -27 30 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.031091086838359028 -0.00087320583521265235 0 0.0024797154523341679 -0.033913425014911042 -0.0029155663798214695 0.034565216838913712 0.00065451042631097672 -0.0080917784859206015 -0.024275524729969213 0.016795436588782298 0.0031340820660922877 -0.020346693822035907 0.011521181501513376 0.013827453801671292 0 0.0059999796607357438 -0.00458045957963621 0.037606556215524674 0.017873727458597218 0.0078385624191678605 0.0050104130800137231 0 -0.011806813917369813 0.038703590977613674 0.0063766557491878309 -0.02038323165589543 -0.010871153141257153 -0.014718692558368352 0.001159051376555644 0 0.0014229924106693085 0.0071113588888469491 0 -0.0069151250459323563 0.015963472302920383 0.0012950612712914408 -0.017341132806609198 -0.00037452634569344395 0
leaf_weight=26.753412524878513 157.35805908212569 58.273755339268973 1754.7976392695455 85.520056332457898 215.43316296764897 28.79189281136496 380.51165578429936 803.89889108235002 152.0985388071349 285.753225249151 105.25410248426488 132.82329744250455 168.40028419523151 31.116108284913935 31.940506486484082 38.812320612545591 104.27074988660752 115.02667678147554 86.979481925052823 626.76130034022208 8.5598571684386098 18.706396024790592 35.923569163656794 94.313844085525488 27.647214604337933 62.889737055433216 398.07671410465264 91.428214580722852 0.64339627098524843 10.729086390318114 44.17836880881805 71.258054981415626 3.0231298616272388 25.640534241858404 4.802493165247145 86.196310904328129 30.114322545006871 12.174206087336641 0.88901895523304375
leaf_count=111922 132792 27907 788730 149138 136126 4200 63776 546058 142613 184817 39300 50983 88629 21150 20420 9555 49966 50149 45844 91663 7311 7504 26246 34181 19832 42436 78787 15811 410 9422 902 14317 1311 835 910 55929 25214 8098 102
internal_value=0 0.000955874 -0.000899984 -0.016718 0.000126556 0.00185565 0.001127 -0.000802742 -0.00648185 0.00868405 -0.00179921 -0.0102998 0.00306942 0.00491357 0.0121338 0.00296704 0.0125838 0.01966 0.00591534 -0.000651512 0.00291387 0.0327985 0.00573519 0.0216154 -0.0024541 -0.0113315 -0.0066695 -0.00993761 -0.0189663 -0.0217531 -0.00880889 0.0269801 0.0361861 0.0244315 0 -0.0029367 -0.00995807 0.00905732 0.0325158
internal_weight=0 6391.02 4313.35 242.878 4070.47 3285.09 3224.96 2558.7 785.382 666.265 621.911 238.077 383.833 2077.67 375.12 1702.55 458.811 324.983 191.25 1243.74 762.673 133.733 662.685 226.869 133.827 90.537 481.067 99.9881 163.471 162.828 442.255 168.595 97.337 60.1239 30.443 148.251 62.0548 43.2903 29.6809
internal_count=3105296 2993374 2338841 281930 2056911 1589428 1583381 1334788 467483 248593 315038 90283 224755 654533 179279 475254 244979 153463 95810 230275 141031 57653 117909 77716 91516 62268 89244 23122 152445 152035 79689 49809 35492 6047 1745 101563 45634 29248 4302
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=16384 7 22118489 5 1 896 31721018 6035477 624 3744530 2366189 848 896 3 1298 29 49 4 9437440 1 1 1 2097777 305 2244 468 1
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=25
split_feature=0 9 0 0 11 4 2 8 2 3 11 0 0 2 7 2 8 8 1 1 1 13 2 1 1 1 4 3 12 3 3 13 3 12 3 3 3 12 12
split_gain=6.40909 4.50574 8.13842 4.10706 12.562 11.264 5.63261 4.66637 6.74285 4.23274 3.37067 25.6623 17.1271 12.2269 11.3716 12.1695 10.1547 8.33094 9.24229 7.19593 3.19097 1.58578 1.51098 3.11463 1.37905 1.16277 1.08202 1.02572 0.94783 1.03713 0.940744 0.786092 0.710806 0.664922 0.487055 0.486819 0.426684 0.378922 0.353602
threshold=0 1 2 3 4 5 6 7 8 5.5000000000000009 9 10 11 12 13 14 15 16 2.5000000000000004 1.5000000000000002 1.5000000000000002 17 18 2.5000000000000004 21.500000000000004 3.5000000000000004 19 11.500000000000002 20 5.5000000000000009 1.0000000180025095e-35 21 4.5000000000000009 22 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 23 24
decision_type=9 9 9 9 1 1 1 1 1 2 1 9 9 1 9 1 1 1 2 2 2 1 1 2 2 2 1 2 1 2 2 1 2 1 2 2 2 1 1
left_child=-1 3 22 10 5 7 9 8 -5 26 12 13 17 16 15 -14 -12 18 -2 -15 -19 -16 23 38 27 28 -6 -13 29 -24 -7 32 -25 35 -9 -8 -35 -27 -3
right_child=1 2 -4 4 6 30 33 34 -10 -11 11 24 14 19 21 -17 -18 20 -20 -21 -22 -23 25 31 -26 37 -28 -29 -30 -31 -32 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.03033705475566344 0.0063935978561542864 0.00089651635122374495 0.045729713345029843 0.0071344593135789364 0.039195357151192677 0 0 -0.0064204662260619041 -0.022694216035890988 -0.0020447536070985167 0 0.02524425973453991 0.0046732240413162552 -0.00072428647207230354 0.037061823050084597 -0.012112862407943919 0.045432537742720075 0.0049495793369749635 0.024228096978263017 -0.01819908231797816 -0.017052916330961791 0 0.014699031716245599 0.028907146983433402 0 0 0 0 -0.0046120311474091664 -0.0005354006162529946 0.020845852771204969 0 0 0 0.0034528796665258782 0.008181713118552543 -0.011515610464214171 -0.010779585003418812 -0.0073224982650502164
leaf_weight=26.030963392124249 823.59576815723995 6.4011000833124854 20.896640343940817 57.020929062655341 76.220110394555377 24.232074844941963 42.747388253425015 47.950844412145671 540.207668051371 13.841826493109691 228.94906435508165 288.84687643955112 686.70155316383534 395.77073102536087 45.63823481311556 987.37050978512343 34.136395159526728 77.968140280747321 518.07667131687049 743.10506318724947 106.18743860535324 3.602531067444942 69.631413146969862 48.647142003872432 4.342841697158291 13.482098659034818 1.1777060664608132 1.8294380035367783 23.248269161675125 16.632493900193367 69.163857162202476 10.485012548975645 12.768362951930611 10.259545810549751 109.00151132815517 79.813132161842077 38.863407031225506 76.147717296262272 39.402422840590589
leaf_count=112603 237671 325 3034 61988 51761 14568 26875 45241 542870 7370 46410 173429 460642 122191 12609 799707 3330 14653 53023 94904 8572 1215 2580 781 2824 315 555 1111 1148 647 37518 170 261 7672 77355 46011 28147 1453 1667
internal_value=0 0.000898744 0.0116637 0.000196102 -0.00513377 -0.011232 0.0124625 -0.0155521 -0.0194111 0.0278539 0.00148412 -0.00199266 0.00339762 -0.00788637 -0.0032933 -0.0051338 0.00991911 0.0110155 0.0138782 -0.012451 -0.0069482 0.0333318 0.00337531 0.010997 0.0227765 -0.000960939 0.0376654 0.0245286 0.00392665 0.00902489 0.016522 0.0223168 0.025321 0 0 0.00378593 -0.00696157 -0.00900792 -0.00316377
internal_weight=0 6394.36 337.743 6056.62 1110.5 847.577 262.923 754.181 597.229 91.2396 4946.12 1696.98 3249.14 1401.96 1723.31 1674.07 263.085 1525.83 1341.67 1138.88 184.156 49.2408 316.846 117.704 295.019 199.142 77.3978 290.676 109.512 86.2639 93.3959 71.9005 61.4155 171.683 156.952 122.561 49.123 89.6298 45.8035
internal_count=3105206 2992603 12381 2980222 947931 779540 168391 727454 604858 59686 2032291 444199 1588092 266835 1274173 1260349 49740 313919 290694 217095 23225 13824 9347 3204 177364 6143 52316 174540 4375 3227 52086 1212 1042 108705 122596 72886 35819 1768 1992
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=16384 1 2065 27561050 1 1 120 1 513 1 2064 16810000 56 1 769 1 1 1 296 1 1 1 1 10 2
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=25
split_feature=0 1 2 0 12 7 3 2 13 3 0 0 0 0 0 3 3 0 2 2 3 2 2 1 1 3 0 13 0 0 1 1 2 9 1 3 10 0 1
split_gain=5.97992 4.07533 7.00903 5.13669 3.68794 3.85313 4.14157 5.10508 3.51569 3.90393 4.62155 3.26806 3.10499 2.77869 2.19577 5.04549 4.18287 4.10796 3.7556 3.49854 3.39053 4.14709 2.94072 2.67444 2.64598 2.10448 2.65712 2.1006 6.37018 2.77615 1.67344 1.7019 1.50462 1.49825 1.26396 1.05327 1.36273 1.16807 0.966631
threshold=0 3.5000000000000004 1 2 3 4 4.5000000000000009 5 6 2.5000000000000004 7 8 9 10 11 1.5000000000000002 1.0000000180025095e-35 12 13 14 5.5000000000000009 15 16 24.500000000000004 14.500000000000002 2.5000000000000004 17 18 19 20 9.5000000000000018 5.5000000000000009 21 22 5.5000000000000009 2.5000000000000004 23 24 5.5000000000000009
decision_type=9 2 1 9 1 9 2 1 1 2 9 9 9 9 9 2 2 9 1 1 2 1 1 2 2 2 9 1 9 9 2 2 1 9 2 2 1 9 2
left_child=-1 2 3 35 5 6 7 -4 9 13 -11 -8 -10 -6 15 24 17 19 25 -16 21 -17 -19 -23 30 26 -18 29 -29 -20 31 -3 -32 -27 -24 36 -2 -37 -21
right_child=1 14 4 -5 8 -7 11 -9 12 10 -12 -13 -14 -15 16 20 18 22 27 38 -22 23 34 -25 -26 33 -28 28 -30 -31 32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.029441510365062054 -0.013733162160333899 0.0079647156998719909 0.0021982110238736997 -0.033081061601274588 -0.024492960210263065 0.022140203258759816 0.00052960590695066826 -0.0072201150778356572 0.020444277858508341 0.017823554089287069 -0.0063298470701354847 0.015215439754575852 -0.010102525602285379 -0.0043722203921449619 0.033667950931353489 -0.0037315934893804022 0.0061968267182450267 -0.016515791005866472 0.0087635091104728297 -0.008788140188120094 -0.0023230202986193054 0.031925428847031638 0 -0.001031671473134277 -0.018459905486755808 -0.0037371395435063302 -0.017457230080407001 0.023381992399815463 -0.015961450249672125 -0.0092075508661735774 -0.00063039768702945567 -0.0086265062585334853 0.024586668813504551 0.012585164077185768 0.018745670971507148 0.016182024020457871 0.004874900696719895 -0.0011836674794373139 0.0085006635648021169
leaf_weight=25.192948403546325 88.174940509346925 98.566387583636242 1759.6243092615441 74.997505977375113 145.27390680658573 61.742785994079895 381.01110458062612 795.98865168583507 52.673727835026511 66.875467570287583 266.07189622554142 290.19663449521613 10.044336443934297 237.92449970332018 76.155643633566797 27.431475123914424 22.12680535193067 38.982978569954867 635.1242714884138 21.374859214411117 30.29842907024431 183.2746166545694 23.740198856801726 6.3636577269644468 31.269260679837316 290.85317564682919 182.54514566242869 14.275629213254431 112.03741717204684 51.334316110005602 11.304972379119134 89.101769249435165 21.771713965834351 36.374063322902657 31.417690863832831 10.75636284725624 11.70404458924895 55.088553366411361 48.860396954871248
leaf_count=112116 108620 60747 789179 136471 133445 6058 63875 545679 24825 54045 114337 185777 8419 131177 12601 17543 17490 29426 100900 8085 14247 81046 16091 3444 23926 56620 43289 9335 14382 37055 7362 53644 13169 795 20922 9672 2065 26101 11206
internal_value=0 0.000912553 -0.000786799 -0.0160838 0.00019521 0.00174198 0.00106456 -0.000688417 -0.00573535 -0.00815597 0 0.00791072 0.0117461 -0.0146493 0.00453208 0.0102555 0.00230854 0.0136686 0 0.0221556 0.0197559 0.0239598 -0.000982613 0.0281807 0 -0.00623148 -0.0136362 0.00424243 -0.00548684 0.00666541 0.00471787 0 0.0188091 -0.000178443 0.00917063 -0.00199697 -0.00862043 0.00426509 0
internal_weight=0 6392.73 4308.15 240.721 4067.43 3288.56 3226.82 2555.61 778.864 716.146 332.947 671.208 62.7181 383.198 2084.58 499.382 1585.2 240.532 1344.67 146.391 247.368 217.07 94.1409 189.638 252.014 531.899 204.672 812.772 126.313 686.459 220.745 187.668 33.0767 327.227 55.1579 165.724 99.879 65.8449 70.2353
internal_count=3105186 2993070 2339745 282929 2056816 1590568 1584510 1334858 466248 433004 168382 249652 33244 264622 653325 275128 378197 98331 279866 31892 116280 102033 66439 84490 158848 118194 60779 161672 23717 137955 134922 114391 20531 57415 37013 146458 110685 35773 19291
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=16384 7 31031385 5 1 896 1 10751552 6035477 2361662 8654786 2964172 1048592 896 928 22 308 9438464 1 9437216 307 652 1 1 8421441
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=24
split_feature=0 9 0 1 5 3 0 0 3 3 6 0 8 2 1 0 1 1 2 3 3 0 2 4 0 1 3 3 12 1 0 3 2 3 2 13 2 2 2
split_gain=5.56007 3.87526 7.51007 3.53886 5.43081 5.23152 5.91398 3.62879 3.98012 3.63334 3.60207 3.03839 3.98444 2.81484 2.33333 2.12312 6.18008 9.59122 8.24615 6.12218 6.04913 4.49653 3.68605 2.40354 3.51666 1.96196 1.81979 1.58861 1.02657 0.972714 0.799703 0.787373 0.771352 0.610372 0.363395 0.343454 0.349167 0.331327 0.268194
threshold=0 1 2 1.0000000180025095e-35 3 1.0000000180025095e-35 4 5 1.0000000180025095e-35 2.5000000000000004 6 7 8 9 11.500000000000002 10 1.5000000000000002 2.5000000000000004 11 1.0000000180025095e-35 1.5000000000000002 12 13 14 15 1.5000000000000002 3.5000000000000004 3.5000000000000004 16 24.500000000000004 17 4.5000000000000009 18 4.5000000000000009 19 20 21 22 23
decision_type=9 9 9 2 1 2 9 9 2 2 1 9 1 1 2 9 2 2 1 2 2 9 1 1 9 2 2 2 1 2 9 2 1 2 1 1 1 1 1
left_child=-1 3 14 4 5 6 28 9 38 -6 -8 12 -7 -13 31 22 18 21 26 -19 -20 -18 23 24 -5 30 -17 -27 -2 -16 -24 35 -10 -25 -33 36 -3 -37 -9
right_child=1 2 -4 15 7 11 10 8 32 -11 -12 13 -14 -15 29 16 17 19 20 -21 -22 -23 25 33 -26 27 -28 -29 -30 -31 -32 34 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.028619687734067725 0.013475847033993953 0 0.04445624143249062 0.0019478434232768464 -0.01345497222392613 -0.0048063145300747488 -0.029927366922167926 0.0078993565791862057 0 0.023091708606948074 0 -0.0067419396712837532 0.012329478048833184 0.015271706883820747 0.025568349989674805 0.021602257154642819 -0.013379877274337704 0.016035066602754229 -0.020755914717855876 0.0012073784563654153 0.0075636694929568276 0.0055261534754435107 0.0021791766612971621 0 -0.016368364075489451 0.0012047513324837083 0.0050525630244879641 0.0139025502498247 -0.00055127820800830111 0 -0.0081604922628931223 0 -0.033990123260999587 0.012942641423461677 -0.0098015245930288333 0.00092710622654355943 0.0084620038988265055 -0.008021184466643556 0
leaf_weight=24.442440051909216 25.164913771426654 106.34510909009259 18.01171547343256 106.88710130664549 25.455489275238506 625.17710726195583 136.91877161515367 9.1090371640348149 5.016322895338817 19.551408322346106 52.942880674734624 32.884243913114915 137.6226240064716 215.64064704550037 25.915379649261016 366.41183027295847 540.14623455983383 326.17068196847322 97.116282192757353 1577.6143369866913 141.14434744663595 115.26756285052761 44.074763579053979 67.480000571114942 310.8505169403652 382.23850036293152 171.49961744241591 147.77370529943437 100.47753811255825 2.631252758903428 152.49565026474738 28.375557219609618 103.87257172159661 15.986709144781342 59.009581460617483 4.372149343136698 82.391151032235939 13.362335805431941 4.5851821848773389
leaf_count=112151 17539 3400 2787 71030 31549 292108 193532 7766 12123 20133 47204 34073 67132 166657 360 176406 123072 138829 64029 370196 75157 86325 31866 26307 222122 242244 58816 72396 64582 76 109344 908 147004 5174 1944 131 2459 333 6344
internal_value=0 0.000822519 0.0107679 0.000165385 -0.00395463 -0.0013737 -0.0121396 -0.0195589 -0.0262187 0.00115373 -0.0217304 0.00194982 -0.000974449 0.0107883 0.00306176 0.00159701 0.00292872 0.000404745 0.0105902 0.00411226 -0.00375165 -0.00963542 -0.0017749 -0.00818675 -0.0115173 0.0024531 0.0170986 0.00583586 0.00302284 0.021406 -0.00480047 0 -0.0337824 0.00375467 -0.00707627 0.00290518 0.00490948 -0.00182031 0.00295856
internal_weight=0 6397.99 340.414 6057.58 1494.42 1326.83 315.504 167.59 122.583 45.0069 189.862 1011.32 762.8 248.525 322.403 4563.16 3335.37 2559.2 776.172 1903.79 238.261 655.414 1227.79 501.204 417.738 726.583 537.911 530.012 125.642 28.5466 196.57 293.856 108.889 83.4667 87.3851 206.471 188.736 17.7345 13.6942
internal_count=3105608 2993457 12398 2981059 1107746 882827 322857 224919 173237 51682 240736 559970 359240 200730 9611 1873313 1092830 718422 374408 509025 139186 209397 780483 324633 293152 455850 235222 314640 82121 436 141210 9175 159127 31481 2852 6323 5859 464 14110
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=16384 1 264209 2 9470992 16777282 1 78262 1 50 1836707 906 2162968 300 1 1836032 2 262656 4 136 1 198 392 936
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=28
split_feature=0 10 0 3 2 7 8 2 0 2 4 0 11 12 5 0 1 2 11 3 2 0 3 2 2 0 0 7 3 3 1 8 1 2 1 1 2 1 12
split_gain=5.21673 3.567 5.07672 6.94826 4.77713 3.71285 4.41761 17.3094 7.99799 7.29173 11.3922 6.83467 4.48196 4.39639 3.82924 3.74538 3.32926 3.24206 2.90981 2.54862 1.80388 1.55646 1.47088 1.43956 1.26763 1.09308 0.934205 0.934938 1.37962 0.892932 1.21975 0.867163 0.837306 0.69866 0.695066 0.517353 0.45598 0.423667 0.321759
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 9 10 11 12 13 14 11.500000000000002 15 16 4.5000000000000009 17 18 4.5000000000000009 19 20 21 22 23 1.5000000000000002 1.5000000000000002 1.5000000000000002 24 6.5000000000000009 25 1.5000000000000002 1.0000000180025095e-35 26 1.5000000000000002 27
decision_type=9 1 9 2 1 9 1 1 9 1 1 9 1 1 1 9 2 1 1 2 1 9 2 1 1 9 9 9 2 2 2 1 2 1 2 2 1 2 1
left_child=-1 5 23 20 16 6 8 11 17 13 -11 14 21 -10 -8 -14 -5 34 -19 -13 -4 -9 24 26 25 -7 27 28 -3 33 36 -26 -32 38 -2 -29 -31 -22 -25
right_child=1 2 3 4 -6 22 7 12 9 10 -12 19 15 -15 -16 -17 -18 18 -20 -21 37 -23 -24 29 31 -27 -28 35 -30 30 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.027851089427169615 -0.00075262579137595743 0 0.0080116147754997966 0.050893054190355114 0 0.011373290796481455 -0.019344190032211599 0.0084000465589328891 0.0074013212409795338 -0.0050496526780356953 0.018267234564954646 0 -0.004697569543220901 -0.0062883817702299727 0.013829000960695326 0.027378871190785959 0 -0.02601921677809766 0 0.021304229274990767 0 -0.0074576377330051284 0 0.012287492850890921 0.034684558220479715 -0.0086614583348684198 -0.0025225242670210662 0.011056680808633097 0.029173656857334321 0.0081100897299884699 -0.017501618187513935 0 0 -0.0037691267947227674 0.013062242590856777 -0.0036163737279318064 -0.0028845677562663679 -0.02096716274345907 0
leaf_weight=23.755991615827952 19.358338723406632 7.543387358949988 12.737862891575785 71.807379400474019 47.337359456054401 8.455406731402034 296.39164388622157 163.21741209144238 1319.5522970526654 2803.1686204236648 192.7176075669704 154.80588135664584 18.668047970044427 229.89574856420222 6.8752954918309106 307.23309729457833 5.1489943159976965 203.69155849765593 54.073499055208231 44.081259509839583 8.7214772881852713 36.638257832135423 10.183921480376737 31.948754486307735 38.392237897729501 22.155781915877022 6.0827544000640037 4.9205206939950576 22.543894039350562 22.456519736384507 80.606035435455851 1.0562970347818907 29.248260596184991 16.720673587231431 17.74031729302078 39.160474689677358 17.251991961558815 23.044635690166615 2.7383096341509363
leaf_count=112295 24262 871 6404 29530 22623 3109 57829 74243 500692 1591817 51878 97364 7617 126336 3496 56455 1831 194310 40107 19105 6364 23683 2722 3048 5982 2247 2544 143 916 2103 3104 112 789 2089 14699 403 1670 10238 314
internal_value=0 0.000813884 0.00911576 0.0208369 0.0324955 9.4399e-05 -0.000195673 0.00560315 -0.0015157 -0.000343008 -0.00327354 -0.00708122 0.0177934 0.00507426 -0.0160337 0.0250948 0.0424443 -0.0164513 -0.0204704 0.00571282 -0.00487428 0.00363487 0.018309 0 0.0227231 0 0.00900522 0.0131309 0.0226859 -0.00438996 -0.00861712 0.0284578 -0.0135047 0.00232732 0.00371533 0 0.000593625 -0.0151279 0.00941594
internal_weight=0 6398.37 450.019 168.798 124.294 5948.35 5868.11 1027.91 4840.2 4545.33 2995.89 502.154 525.757 1549.45 303.267 325.901 76.9564 294.864 257.765 198.887 44.504 199.856 80.2436 281.222 70.0597 30.6112 80.251 74.1683 30.0873 200.971 149.563 39.4485 109.854 51.4077 37.0987 44.081 39.7085 31.7661 34.6871
internal_count=3105344 2993049 94984 76990 53984 2898065 2883893 339792 2544101 2270723 1643695 177794 161998 627028 61325 64072 31361 273378 234417 116469 23006 97926 14172 17994 11450 5356 4877 2333 1787 13117 7666 6094 3893 5451 38961 546 3773 16602 3362
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=16384 1 7942161 117 1 1 768 4788256 768 1 263061 1 5 2 2701443 521 1 322 2103601 28 561 8389706 16 1 1 163 705 3
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=27
split_feature=0 9 0 1 8 0 2 0 2 4 2 0 0 1 3 0 0 0 13 2 3 2 8 1 2 2 0 3 2 3 3 3 12 1 3 12 0 1 2
split_gain=4.89025 3.34847 7.02134 2.93236 4.5563 6.13674 3.5363 3.27136 2.93089 2.5546 2.27645 1.92641 1.79829 5.39442 9.88765 8.49002 7.17811 6.4654 3.67109 3.82033 2.81748 2.55162 4.47857 2.82531 2.30318 2.04605 1.37428 1.32845 1.28847 1.92802 1.27972 1.06932 0.751857 0.742209 0.633545 0.428709 0.255574 0.215416 0.186905
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 9 10 11 1.5000000000000002 1.0000000180025095e-35 12 13 14 15 16 2.5000000000000004 17 18 6.5000000000000009 19 20 21 8.5000000000000018 22 2.5000000000000004 6.5000000000000009 2.5000000000000004 23 1.5000000000000002 5.5000000000000009 24 25 1.0000000180025095e-35 26
decision_type=9 9 9 2 1 9 1 9 1 1 1 9 9 2 2 9 9 9 1 1 2 1 1 2 1 1 9 2 1 2 2 2 1 2 2 1 9 2 1
left_child=-1 3 28 4 5 9 7 30 32 10 -2 -10 18 17 16 -16 -15 24 21 36 -21 23 -23 -5 -14 -19 27 -8 29 37 -6 -9 -7 34 35 -30 -20 -3 -36
right_child=1 2 -4 12 6 8 26 31 11 -11 -12 -13 13 14 15 -17 -18 25 19 20 -22 22 -24 -25 -26 -27 -28 -29 33 -31 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.027158437737951666 0 0 0.040374205702340543 -0.00050831590992029879 0.019961200173420273 -0.0019986024866301051 0.034890094531064758 0 0.00402657100328087 0 -0.03076686985493627 -0.0080929787942355721 0 0.024749762128239466 -0.0054031820834363371 0.010999075336083575 -0.00085283039305774375 0.0025751369327746904 0 0.031932622884766192 0 -0.0095918460096773624 0.0061895643903571093 0.018034741105104196 0.019603973664919439 -0.013985703228949754 -0.00011868483515599337 0 0.012311131821140596 0 -0.00068429640243632172 -0.018571441812917245 0.0067565433684599651 -0.0049965622992450276 0 0 -0.012973886755602342 0.026552741386233886 -0.0062758662158743615
leaf_weight=23.149785618421447 36.801959243664896 1.2381956058088714 24.593623360502534 324.06081795082719 46.641752156050643 58.820503305974853 49.188077252518269 30.739508506085258 103.1735570683777 25.794856986525701 123.18496843113098 661.25359217916048 70.209966281341622 220.01785627775826 1689.002776092344 339.62910777092475 156.38857287734209 206.38966645182518 5.6799229950993322 60.872247369377874 26.433184366149362 745.87453964750603 187.08932435623137 68.955336062441347 397.5789645104087 59.956663950575603 6.0482526476262128 2.5550676868297151 46.199985257757362 55.084056308260188 5.2315378532512105 54.231823931448162 285.71661362277155 172.61931567185093 2.4556167453993112 7.8722507097409098 12.823915328190198 22.929654826642945 9.9199811108410341
leaf_count=112104 45321 161 3298 193359 42798 43870 29780 14197 113434 18446 187085 419044 29627 62945 242642 220702 103439 151130 3845 41274 14528 501030 99012 35174 92248 71859 5674 1415 2260 1228 3424 12954 171879 3765 127 516 8674 503 554
internal_value=0 0.000732557 0.00994261 0.00011696 -0.00363813 -0.00594959 0.00914359 0 -0.00243308 -0.0211982 -0.0263294 -0.0059654 0.00142145 0.00277988 0.00032909 -0.00236397 0.0146845 0.0101244 -0.00135731 0.0139611 0.0216047 -0.00309276 -0.0059595 0.00301296 0.0167389 -0.00151292 0.0235301 0.0284109 0.00223211 0.0110465 0.0131241 -0.0116252 0.00442926 -0.000779405 0.00513121 0.010218 -0.00947546 0.0254787 -0.00151394
internal_weight=0 6403.26 342.913 6060.34 1489.38 1294.75 194.636 136.845 1108.96 185.782 159.987 764.427 4570.96 3139.17 2405.04 2028.63 376.406 734.135 1431.79 105.809 87.3054 1325.98 932.964 393.016 467.789 266.346 57.7914 51.7431 318.319 79.2519 51.8733 84.9713 344.537 239.067 66.4478 54.0722 18.5038 24.1679 12.3756
internal_count=3105325 2993221 12412 2980809 1109321 999079 110242 73373 748227 250852 232406 532478 1871488 974592 629728 463344 166384 344864 896896 68321 55802 828575 600042 228533 121875 222989 36869 31195 9114 1892 46222 27151 215749 7222 3457 2776 12519 664 681
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=16384 1 17 1 78244 834 490 584 1 544 13667336 1838627 2097424 33044 16 1 134 578 1 49 960 2360689 40 2 5 1026 256
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=22
split_feature=0 10 0 3 2 7 2 0 9 0 13 0 0 1 2 3 2 0 3 1 0 8 7 3 12 1 1 3 2 8 1 1 3 1 3 1 3 1 12
split_gain=4.623 3.19141 4.17673 5.79105 3.62325 3.27555 4.18937 5.99201 2.89568 5.33029 3.07869 12.3549 6.11195 2.84501 1.64425 1.3401 1.23606 1.20203 1.19132 0.98383 0.907951 0.90132 0.767369 1.308 0.764389 0.741916 0.611964 0.828123 0.501184 0.53438 0.494006 0.406199 0.329439 0.313754 0.309532 0.304636 0.734119 0.227698 0.166705
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 9 10 11 11.500000000000002 12 4.5000000000000009 13 14 1.0000000180025095e-35 11.500000000000002 15 16 17 1.5000000000000002 18 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 19 20 1.0000000180025095e-35 1.5000000000000002 9.5000000000000018 7.5000000000000009 13.500000000000002 2.5000000000000004 3.5000000000000004 9.5000000000000018 21
decision_type=9 1 9 2 1 9 1 9 9 9 1 9 9 2 1 2 1 9 2 2 9 1 9 2 1 2 2 2 1 1 2 2 2 2 2 2 2 2 1
left_child=-1 5 3 14 13 6 7 18 10 19 12 -12 -8 34 -3 17 20 28 -2 -10 22 32 23 -4 33 -20 -26 -28 -7 -30 -24 -16 -9 -18 -5 36 -6 -33 -37
right_child=1 2 16 4 35 15 8 21 9 -11 11 -13 -14 -15 31 -17 24 -19 25 -21 -22 -23 30 -25 26 -27 27 -29 29 -31 -32 37 -34 -35 -36 38 -38 -39 -40
leaf_value=-0.02647731459164664 -0.0071196416219216534 0.0077138125928330227 0 0.046033717466841546 0 0 -0.0056945708793301924 -0.034045845802061471 0 0.036498960858488069 -0.0057022744940659785 0.029365581882848896 0.0015065012753304003 0 0 0 0 0 0 0.01405286624162997 -0.0026031299262551169 0 0.010930062095614814 0.027745078392042356 0 0.015493662946271251 0 -0.013437896919014947 0.032220688292170611 0 -0.0033264531087070595 -0.021914229893527346 0 0.010709047488338086 0 0 0.01501844215066395 0 -0.0070666682685557444
leaf_weight=22.564797245599038 17.353829094143293 12.882833664771168 7.589533248916271 74.483897691068705 15.835685191093946 8.9457148698275013 1758.9058792006545 77.617449491504885 279.48577886051498 20.623359129065648 210.07863463398098 124.50091032922501 3291.1512044663577 5.1244264698470934 8.6696888216392853 10.159025104949249 28.398579718370456 10.525003383954752 14.849742410595352 27.161672149319202 6.1223326872859607 0.74793707265052845 4.9569949815049759 23.086989715695381 44.673477591073606 44.959775806251855 10.966415788512675 111.01560992380837 50.162332069536205 1.5167190891224809 39.03330260515213 18.586460312129933 0.61604808621632301 5.761376572889275 0.27421434409916301 3.3942173077375628 10.836155512719413 3.8473847202258176 16.947962434031073
leaf_count=112171 18992 6418 871 29500 8712 2509 1302948 138824 8565 2902 56096 92340 1228043 1805 6345 2719 2474 3758 15800 402 2644 452 143 916 5277 17963 1324 4394 5119 72 403 8646 784 205 175 1582 5698 1457 6355
internal_value=0 0.000756619 0.00858695 0.019151 0.0296355 7.20694e-05 -0.000198814 -0.0145966 0.000241734 0.00898869 -0.000280899 0.00851569 -0.000969598 0.0381007 -0.00420461 0.0171015 0 0.0213148 0.00287983 0.00201561 0.00853407 -0.0294202 0.0126531 0.0213994 -0.00384674 0.0108513 -0.00713754 -0.0106329 0.0240031 0.0275102 0 -0.0143314 -0.0334975 0.00335301 0.0456509 0 0.00574362 -0.0200392 -0.00483489
internal_weight=0 6401.85 452.488 170.883 126.897 5949.36 5868.05 156.145 5711.91 327.271 5384.64 334.58 5050.06 79.8825 43.9864 81.3088 281.605 71.1498 77.1633 306.647 80.7892 78.9814 74.6668 30.6765 200.815 59.8095 166.656 121.982 60.6248 51.6791 43.9903 31.1035 78.2335 34.16 74.7581 47.014 26.6718 22.4338 20.3422
internal_count=3105803 2993632 95344 76693 53827 2898288 2884111 192815 2691296 11869 2679427 148436 2530991 31480 22866 14177 18651 11458 52755 8967 4977 140060 2333 1787 13674 33763 10995 5718 7700 5191 546 16448 139608 2679 29675 22347 14410 10103 7937
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=16384 1 8654826 117 1 6 25165851 1 262161 1 4526993 8391782 322 28 8389722 16 1 1 2 1 1 2
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=24
split_feature=0 1 2 12 0 3 0 0 2 2 2 3 0 2 0 1 2 1 8 9 3 2 0 1 2 2 10 8 0 3 12 3 2 1 1 1 1 3 1
split_gain=4.33338 2.92474 5.39982 3.83198 4.21337 3.18001 12.5112 4.32775 5.45673 5.1225 4.03536 3.86164 3.04817 3.00438 2.92154 3.97769 2.90443 4.72661 4.63643 2.82015 2.37777 9.09226 6.918 2.33335 3.79235 2.73025 1.80386 1.77659 1.62917 1.62731 1.54718 1.25795 1.32758 1.22889 1.2044 1.35198 1.18615 1.3526 1.17563
threshold=0 4.5000000000000009 1 2 3 2.5000000000000004 4 5 6 7 8 1.0000000180025095e-35 9 10 11 1.5000000000000002 12 1.5000000000000002 13 14 2.5000000000000004 15 16 12.500000000000002 17 18 19 20 21 1.0000000180025095e-35 22 15.500000000000002 23 9.5000000000000018 6.5000000000000009 20.500000000000004 32.500000000000007 12.500000000000002 34.500000000000007
decision_type=9 2 1 1 9 2 9 9 1 1 1 2 9 1 9 2 1 2 1 9 2 1 9 2 1 1 1 1 9 2 1 2 1 2 2 2 2 2 2
left_child=-1 2 14 12 16 7 10 8 34 -9 -7 30 13 -4 15 -2 18 -18 -5 -15 21 -14 -22 24 -8 -25 -26 -13 33 -30 -10 32 -6 -11 -3 -36 37 -12 -27
right_child=1 5 3 4 31 6 23 9 11 28 36 27 20 19 -16 -17 17 -19 -20 -21 22 -23 -24 25 26 38 -28 -29 29 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.025769460639568888 -0.042742924850109859 -0.00089015915544039836 0.0092631117150208178 0 0 0 -0.012145383147722301 0.011462062404666497 -0.0080888519385955981 0.017207089857328363 0.048640055294243104 -0.031461591574563345 0.011474500154475414 -0.011141035468601514 -0.0035320231242835401 0 0.0017379716275589001 -0.017979169923709772 0.029664002294121375 0.015157199432961134 0.015315403161516212 -0.0041563645256996757 -0.0022882060389984868 -0.0037674760420922655 0.00043013390329159026 0.02927345253016507 0.021327380586716491 0 0.00016294399377779717 -0.013415136398914005 0.013850334053373338 0.00086508140603262199 -0.021817771846087498 -0.0025097444703298284 0.021630090750724029 -0.00013878250391115659 0 0 0
leaf_weight=21.968252152237255 41.575136913686947 26.435540116770426 68.745956011262024 223.76992528245319 24.246270463867404 38.50208922685124 167.55494078728952 407.39496759063331 31.727498159772949 26.259835955337621 90.121451326122042 109.81944820756325 980.44528521954635 406.90829905515784 207.53493195958799 25.006049091098248 240.36058307896747 169.51080049699522 36.742863264895277 9.8167161159799416 222.45960226185343 527.7136685813166 1429.2963317307622 27.247681909648236 279.590635155153 48.960835170786595 27.487531393882819 3.5913565653027026 82.320401631470304 173.3437525574991 16.18847261738847 0.73248147137928654 164.47475470393329 12.0404226918763 39.807789567101281 6.0438906533090622 1.8406730934511859 1.1308580871555012 7.0839220312482203
leaf_count=112367 95624 14549 38909 118377 22582 16460 19093 123757 17299 14714 35964 74318 453531 300462 182185 20003 127817 65074 13633 1040 170818 355248 380110 3879 43279 5439 1339 1568 30010 40083 10726 481 153941 8999 23802 4490 1034 396 2116
internal_value=0 0.000721974 -0.000472276 0.000344839 -0.00542648 0.00436606 0.00938005 0.000180808 -0.0102574 0.00442571 0.0330476 -0.0196759 0.00183165 -0.00505599 -0.0131757 -0.0278136 -0.000875238 -0.00626214 0.00630723 -0.0086794 0.00303355 0.00588332 0.000212648 0.00130174 -0.00111291 0.0144754 0.00478055 -0.0290028 -0.0046323 -0.00814973 0 -0.0172636 -0.0196039 0.00718462 0.00761182 0.0158856 0.0424078 0.0472466 0.0228363
internal_weight=0 6403.83 4779.34 4505.22 859.838 1624.49 689.521 934.973 233.614 701.359 131.595 161.327 3645.39 485.471 274.116 66.5812 670.384 409.871 260.513 416.725 3159.91 1508.16 1651.76 557.926 474.633 83.2924 307.078 113.411 293.964 255.664 47.916 189.454 188.721 38.3003 72.2872 45.8517 93.093 91.2523 56.0448
internal_count=3105516 2993149 2499835 2202023 501905 493314 128999 364315 146752 217563 53854 103911 1700118 340411 297812 115627 324901 192891 132010 301502 1359707 808779 550928 75145 63711 11434 44618 75886 93806 70093 28025 177004 176523 23713 42841 28292 37394 36360 7555
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=16384 7 5 31719994 9179855 8650950 643 122 568 22876193 512 801698 120 1 1 896 8640 579 294 1 1 2700544 1 32
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=23
split_feature=0 9 0 3 1 2 13 2 0 1 2 6 2 12 0 2 12 0 0 1 0 1 1 13 3 0 3 1 1 3 1 1 3 3 10 2 1 13 2
split_gain=4.02426 2.81885 5.84644 2.73821 4.03651 6.07219 4.6589 4.36185 3.67313 3.25821 9.04503 3.09304 2.95191 5.78565 5.36414 2.74835 2.73491 4.9111 2.19218 1.78299 1.57013 1.89269 1.33946 1.10484 0.949205 1.07449 0.917399 0.882427 0.853822 0.747133 0.697399 0.637881 0.634793 0.603828 0.528115 0.367744 0.359029 0.284407 0.337556
threshold=0 1 2 4.5000000000000009 2.5000000000000004 3 4 5 6 20.500000000000004 7 8 9 10 11 12 13 14 15 11.500000000000002 16 1.0000000180025095e-35 2.5000000000000004 17 6.5000000000000009 18 3.5000000000000004 6.5000000000000009 24.500000000000004 6.5000000000000009 7.5000000000000009 5.5000000000000009 4.5000000000000009 15.500000000000002 19 20 2.5000000000000004 21 22
decision_type=9 9 9 2 2 1 1 1 9 2 1 1 1 1 9 1 1 9 9 2 9 2 2 1 2 9 2 2 2 2 2 2 2 2 1 1 2 1 1
left_child=-1 3 19 4 5 8 11 -8 -2 12 26 -7 14 -14 -6 18 20 29 23 32 22 -22 -17 30 25 -20 -11 -26 -21 -18 -5 -4 37 -19 -10 36 -34 -3 -39
right_child=1 2 31 15 9 6 7 -9 34 10 -12 -13 13 -15 -16 16 17 33 24 28 21 -23 -24 -25 27 -27 -28 -29 -30 -31 -32 -33 35 -35 -36 -37 -38 38 -40
leaf_value=-0.024972518337330871 -0.034683512468157381 0.0041239202645494133 0.049170291368911434 0.032815836468058295 0.010961624713448552 -0.0059197205650570886 0.030758224911174244 -0.0014297586322616108 -0.0065207030649816269 0.024526415191103497 -0.027439473845570207 0.0008506802585450412 0.0098429929097314621 -0.0048962945110396288 -0.0066069158769668512 0.015900368901756643 0.010489875327451291 -0.026939218782683794 0.011407080532427496 0.022220514040416146 -0.011182139841485583 0.0042678413973875956 0 0 -0.0075058929809810569 0 0 0.0086072020748523929 0 -0.0020977050833003671 0 0 0.008100503283402876 0 0.0042454466104135382 -0.0093649261547312269 -0.0042590909330195081 0.00085341276934330175 -0.0081401360309388913
leaf_weight=21.310062272525101 62.528999466108871 190.23047761834459 16.134777316066906 54.166037117560336 200.24216263097696 1445.8639543096433 42.442133472060959 55.095343465647602 90.737149322118057 28.418008305801781 77.745205948696821 1106.2857232058996 1015.3968049180694 301.55567113849975 557.45103137168917 127.70362280280096 63.440654047852149 76.596955298882676 185.8063856410663 27.181478602578867 81.974628144853341 240.41799846517824 51.396808833407704 4.2627196618705048 75.28576163447724 62.839839547363226 1.7893367442884471 11.182564788585294 2.70401946036145 17.840388774638996 6.0876702287932849 4.5212695095688096 13.077316614799203 0.98100072742090461 14.588409305724779 61.792989816982299 12.097042707609942 4.4020877552684397 13.422007900255268
leaf_count=111947 134773 5859 2461 26023 114840 1053641 25086 30900 106957 13374 38922 428387 354651 118886 153580 85493 13134 57732 38687 360 25886 43605 24925 2146 35660 40973 479 2264 76 5153 2391 350 552 706 1851 2033 267 131 333
internal_value=0 0.000689845 0.00911082 0.000119017 -0.000815643 -0.00334476 -0.00188508 0.0164643 -0.0199854 0.00231472 -0.0121817 -0.00289297 0.00337446 0.00620206 -0.001271 0.00470432 9.24915e-05 -0.00950484 0.0108337 0.00222972 0.00416423 0 0.010739 0.0250657 0.00491336 0.00817836 0.0178096 -0.00116596 0.0181351 0.00478084 0.0304462 0.0380514 0 -0.0235584 -0.00205052 -0.00669957 0 0.00214759 -0.00202762
internal_weight=0 6405.69 345.563 6060.12 5000.14 2817.54 2649.69 97.5375 167.855 2182.6 107.953 2552.15 2074.65 1316.95 757.693 1059.98 660.352 158.859 399.631 324.907 501.493 322.393 179.1 64.5164 335.115 248.646 30.2073 86.4683 29.8855 81.281 60.2537 20.656 295.022 77.578 105.326 86.9673 25.1744 208.055 17.8241
internal_count=3105474 2993527 12422 2981105 2576327 1781595 1538014 55986 243581 794732 52775 1482028 741957 473537 268420 404778 256634 76725 148144 9611 179909 69491 110418 30560 117584 79660 13853 37924 436 18287 28414 2811 9175 58438 108808 2852 819 6323 464
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=16384 1 264209 7 1 296 8665954 26 1 792 5 11087052 597 1 3671068 8424513 9062 1 336440 1 72 1 392
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=22
split_feature=0 10 0 3 2 7 2 0 1 9 0 8 2 2 2 8 1 3 2 2 7 2 3 1 1 0 1 3 8 12 1 1 1 3 3 3 13 1 3
split_gain=3.82796 2.63587 3.41156 4.75115 2.91429 2.79414 3.18609 5.02846 2.46408 2.39734 4.41513 2.35689 11.9944 4.97789 1.55259 1.38698 1.34696 1.22973 1.07938 1.06413 1.2978 1.34922 1.27511 1.05604 1.00696 0.946148 0.805565 0.78491 0.767961 0.715008 0.69117 0.677031 0.453213 0.452925 0.403834 0.344595 0.310504 0.310085 0.66296
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 11.500000000000002 7 8 9 10 11 12 13 1.0000000180025095e-35 4.5000000000000009 14 15 16 17 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 18 11.500000000000002 1.0000000180025095e-35 19 20 11.500000000000002 12.500000000000002 1.5000000000000002 8.5000000000000018 5.5000000000000009 7.5000000000000009 21 2.5000000000000004 3.5000000000000004
decision_type=9 1 9 2 1 9 1 9 2 9 9 1 1 1 1 1 2 2 1 1 9 1 2 2 2 9 2 2 1 1 2 2 2 2 2 2 1 2 2
left_child=-1 5 3 14 8 6 7 16 -5 11 30 13 -13 -8 -3 -9 34 18 28 23 21 26 -22 35 -25 -20 -21 -18 -7 -23 -11 -26 -16 -24 -2 36 -4 38 -6
right_child=1 2 19 4 37 17 9 15 -10 10 -12 12 -14 -15 32 -17 27 -19 25 20 22 29 33 24 31 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.024447942458237251 -0.011705547185049426 0.0075866248645926606 0.026581840629944037 0.040649248745006632 0 0.032501548624487842 0.002982425078019092 -0.031370235458096273 0 0 0.03274588684102811 0.032722277847668652 0 -0.0038410869073763803 0 0 0 0 0.01107742306493553 0.01836839897062122 0.0018802836774405398 0.003488839092676737 -0.019595401622056391 -0.0084479707135457546 0.016082432541914698 -0.0069427518818541466 0 0.016300763069502868 0 -0.0078077276256765457 0.011645869452176523 0 -0.019701792505686763 0 0 0 0 -0.0050099091709448103 0.014355920653303626
leaf_weight=20.884405619992322 18.686581884470801 12.944531851273494 6.9555032645293959 78.450277486437699 15.628718836233022 32.867860519734677 1615.6482514116506 76.315231442620643 5.1575424239272243 279.47171805618564 22.306161880376749 87.301715584675549 823.77917346812319 2859.2187829773866 8.4721197322505777 0.83021789562189852 10.076388887362553 10.206393237051087 10.376305745216085 33.061045332986396 5.1369578944868399 23.049262723478023 55.277504743891768 30.265748930163682 18.479238281783186 28.04393282084493 4.824298621795605 44.43687823444634 1.0093574194470409 99.653005693369778 28.180470646824688 3.0590082237031302 22.215807622123975 0.82849072152748604 1.9472710831469147 0.64082205703016359 0.52595307331648644 20.43399833899457 11.071858304669147
leaf_count=112353 25761 6428 813 30187 8631 4860 692123 139011 1805 8565 2917 29995 305693 1651280 6318 489 7506 2703 3626 2476 271 2178 1217 1690 827 2823 211 18023 108 8541 402 272 10127 32 1269 80 85 7951 5754
internal_value=0 0.000666304 0.00775244 0.017188 0.0265035 3.79297e-05 -0.000209921 -0.0128934 0.0339004 0.000163511 0.00809884 -0.000309103 0.0041699 -0.00130932 -0.00374241 -0.0266192 0.00294407 0.0156884 0.019771 0 -0.00311522 0.000403848 -0.0130709 0.00900352 0 0 0.0121637 0.0118811 0.0262178 -0.00350581 0.00165388 0.0105796 -0.0138246 -0.0181021 -0.00721072 0.0226523 0.0247757 0 0.00568884
internal_weight=0 6406.83 456.132 174.375 130.742 5950.7 5868.2 152.293 83.6078 5715.91 329.958 5385.95 911.081 4474.87 43.6325 77.1454 75.1471 82.5038 72.2975 281.757 221.831 160.588 61.243 59.9263 51.804 38.4202 37.8853 54.5133 33.8772 122.702 307.652 21.5382 30.6879 56.106 20.6339 8.12228 7.48146 47.1346 26.7006
internal_count=3105401 2993048 95894 77201 54328 2897154 2883034 192059 31992 2690975 11884 2679091 335688 2343403 22873 139500 52559 14120 11417 18693 14926 13406 1520 3767 2789 6449 2687 25529 4968 10719 8967 1099 16445 1249 27030 978 898 22336 14385
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=16384 1 8654826 117 1 6 8388634 1 262161 1 56 768 322 1 454 24 1 7 8389706 1 2 1
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=29
split_feature=0 9 0 3 7 0 13 0 0 2 12 2 12 0 2 2 6 3 0 6 1 2 6 0 0 6 3 1 1 1 3 1 6 7 2 3 13 2 2
split_gain=3.51873 2.35592 4.98363 2.16992 3.24538 4.86339 3.34169 8.92469 5.10493 7.64604 4.35928 3.33786 2.86409 2.4374 5.6075 5.0188 2.66063 4.04026 3.54908 1.52253 1.48409 1.44516 1.33544 2.96987 2.32581 0.981249 1.19005 0.779495 0.652255 0.564119 0.542423 0.443529 0.346315 0.344329 0.338483 0.251839 0.243555 0.325198 0.321556
threshold=0 1 2 4.5000000000000009 3 4 5 6 7 8 9 10 11 12 13 14 15 5.5000000000000009 16 17 11.500000000000002 18 19 20 21 22 8.5000000000000018 24.500000000000004 5.5000000000000009 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 23 24 25 16.500000000000004 26 27 28
decision_type=9 9 9 2 9 9 1 9 9 1 1 1 1 9 1 1 1 2 9 1 2 1 1 9 9 1 2 2 2 2 2 2 1 9 1 2 1 1 1
left_child=-1 3 20 4 6 19 8 10 12 -10 -8 -9 -2 14 33 25 17 -16 -18 -6 30 31 24 -24 -17 29 -27 -22 -4 -15 36 -7 -23 35 -32 -5 38 -38 -3
right_child=1 2 28 13 5 21 7 11 9 -11 -12 -13 -14 15 16 22 18 -19 -20 -21 27 32 23 -25 -26 26 -28 -29 -30 -31 34 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.0235534789507401 0.0015808890551845891 0 0.044880335957399403 0.02301496471289334 0.041942722441388469 0 -0.0040484662536020418 -0.014332739897938627 -0.0006895955674032446 -0.014746914558949914 0.036756720965805303 0.0058080067035749259 -0.0091570454802813468 0.0078554689550012196 0 0 0.01221838689349285 -0.029823793989377668 -0.014016521289850462 0 0.020353931375730633 0.010909959153950547 0.021985135014986754 -0.00013500142131945791 0.024061453050945397 -0.0091830261729330797 0.0079799760280557328 0 0 -0.00094773466570713914 0 -0.013617076834256817 0 0 -0.0090269894134502055 0 0.00084136898451670546 -0.0079607431067191762 0.0071320204547789812
leaf_weight=20.172084113197343 2567.4838172335494 107.24479171395069 17.479069534048907 47.914349934231723 27.650019408320077 4.36816119699506 16.257629633066244 102.47330819241324 1050.8869116869791 631.38379037024606 79.090328946222144 137.44613000919344 231.38684624141752 92.792264779418474 52.548283277465089 36.260681034589652 75.702826388878748 76.654584297102701 52.72805324861838 14.207748014770912 27.913246940821413 47.633342211134732 36.972604157432215 180.23379228738486 172.16109007305931 183.02563609124627 6.9924044935905831 2.7317519234493366 4.6644588181516147 49.905090740357991 28.255420115194283 49.153151491249446 34.689416232460644 0.71099314914317702 58.260931735509075 0.49784697344875795 4.4069841271266341 13.331704670155888 83.736670344311278
leaf_count=111532 941897 3401 2475 26756 7776 663 13541 37174 751503 602710 57903 51504 101639 39200 39165 25066 46534 54740 22803 3886 360 2181 20347 34845 48004 35353 2318 76 350 9525 908 1972 1653 334 1945 385 131 333 2460
internal_value=0 0.000658507 0.00833393 0.000130578 -0.000698334 0.0114076 -0.00127473 0.00777017 -0.00206512 -0.00635969 0.0284423 -0.00254153 0.000470976 0.00420384 -0.00247768 0.00721842 -0.00951035 -0.0184958 0 0.0304026 0.00189907 0 0.0140347 0.00551167 0.0204361 -0.00126681 -0.00618595 0.0163428 0.0346874 0.00340979 0 -0.00988948 0.00658552 0.0187543 -0.00629835 0.0222308 0.00183305 -0.00182656 0.00373237
internal_weight=0 6407.24 348.025 6059.21 4994.11 177.702 4816.41 335.267 4481.14 1682.27 95.348 239.919 2798.87 1065.1 306.757 758.344 257.634 129.203 128.431 41.8578 325.882 135.844 425.628 217.206 208.422 332.715 190.018 30.645 22.1435 142.697 295.237 53.5213 82.3228 49.1232 86.5164 48.4122 208.72 17.7387 190.981
internal_count=3105348 2993816 12439 2981377 2576002 18131 2557871 160122 2397749 1354213 71444 88678 1043536 405375 190717 214658 163242 93905 69337 11662 9614 6469 128262 55192 73070 86396 37671 436 2825 48725 9178 2635 3834 27475 2853 27141 6325 464 5861
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=16384 1 264209 1 10487114 1 8424552 24908688 897 2 593 3 7084449 515 778 1 2336 1 21 1 8390220 1600 1 1 1 136 1 392 198
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=26
split_feature=0 10 0 3 1 2 3 13 0 12 2 0 0 5 2 3 3 0 1 0 5 2 0 1 12 0 3 0 1 13 2 3 2 2 6 3 3 0 1
split_gain=3.36901 2.30563 2.7262 3.92082 2.52151 5.64965 9.67999 5.51349 4.94791 3.55401 4.24007 4.58755 4.46272 3.23875 3.14185 2.93804 2.89588 14.061 3.52575 2.78822 2.7015 2.35231 2.19774 2.13085 2.07977 2.06256 1.91331 1.90995 1.67922 1.60556 1.47579 1.44302 0.984722 0.982564 0.93605 0.746294 0.688244 0.686777 0.66083
threshold=0 1 2 1.0000000180025095e-35 2.5000000000000004 3 1.0000000180025095e-35 4 5 6 7 8 9 10 11 4.5000000000000009 1.0000000180025095e-35 12 1.5000000000000002 13 14 15 16 11.500000000000002 17 18 1.5000000000000002 19 10.500000000000002 20 21 3.5000000000000004 22 23 24 6.5000000000000009 1.5000000000000002 25 12.500000000000002
decision_type=9 1 9 2 2 1 2 1 9 1 1 9 9 1 1 2 2 9 2 9 1 1 9 2 1 9 2 9 2 1 1 2 1 1 1 2 2 9 2
left_child=-1 4 3 30 5 15 7 24 32 10 12 22 28 14 19 16 17 -2 -18 -11 -14 23 -12 -5 -7 35 -13 -16 -6 -10 -3 -15 -8 37 -27 -17 -35 38 -4
right_child=1 2 33 21 9 6 8 -9 29 13 11 26 20 31 27 25 18 -19 -20 -21 -22 -23 -24 -25 -26 34 -28 -29 -30 -31 -32 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.023089942483460954 0.018631566927591183 0.0076010799531361917 0.014422914000929186 0.036536671607077402 0.0028997605823732672 0 0.0076376103324294056 0.0051572401823065271 -0.024436230340625229 0.023469534570258466 0.0080039980233524242 -0.010647041672697685 -0.0082777367093468512 -0.025227616287104366 0.0069768249909761548 -0.0099839626936842497 -0.00044945983726401022 -0.011615201476274643 -0.010564114807802765 0 0.012856845888665164 0 0.023106011050997861 0 -0.039717675685442821 0.014134923077323081 0.0042657454807385892 -0.010106420616016394 0.028097395091899909 0 -0.013304436198038947 0 -0.00292561536221058 0.002184450180430376 0.0031198612071165737 0.0013902942958041668 -0.0073351218820270825 -0.0015069552708269504 0
leaf_weight=19.809441744440846 289.6509518138264 12.936810306564437 77.733532941376325 81.686359122133581 143.61173316212808 23.882157208821809 243.44610695293159 16.583603271614265 74.511386754629712 37.708208318334073 754.75751834046969 126.45892917034507 506.86752977463766 56.861253004681203 32.849993735086173 66.483691787296266 1273.8319999154774 241.45958173280451 482.87366417318844 224.1458802705165 31.065891301695956 47.168277183256578 152.21073017592425 5.1448924521100698 110.85354087374071 220.20597595164872 132.63501118237036 283.52967935972265 23.831098591836053 8.3263549430594122 30.266051803380833 13.302586931124095 57.801421555966954 50.548417457961477 276.52509808327886 41.88954025068233 143.22127694744268 6.6217103899398344 2.987898377235978
leaf_count=111843 168701 6432 2572 30489 75027 33389 144683 17797 125369 29002 124955 88919 113305 37774 21690 42387 693738 205835 166119 71680 18756 22397 92512 1805 158801 98274 65575 96469 15910 11096 16457 10388 65332 5352 79304 24661 7818 2866 54
internal_value=0 0.00066617 0.00728133 0.0156432 7.34108e-05 -0.00163405 -0.0106869 -0.0300082 -0.00098587 0.00250601 0.00475423 0.00839956 -0.000996795 -0.0034827 -0.000122756 6.75926e-05 -0.00148043 0.00458502 -0.00352832 0.00691328 -0.00581197 0.0239648 0.0117242 0.0304644 -0.0363086 0.00618736 -0.002247 -0.00690686 0.0111643 -0.0186177 -0.00317574 -0.0201951 0.00462632 0 0.00892991 -0.00379679 -0.00339927 0.00747975 0.0109571
internal_weight=0 6406.48 458.315 177.202 5948.16 3428.33 535.405 151.319 384.085 2519.84 1871.44 1166.06 705.376 648.398 578.234 2892.92 2287.82 531.111 1756.71 261.854 537.933 134 906.968 86.8313 134.736 605.104 259.094 316.38 167.443 82.8377 43.2029 70.1638 301.248 281.113 496.731 108.373 193.77 87.3431 80.7214
internal_count=3105533 2993690 96242 77580 2897448 2035486 556467 209987 346480 861962 594959 371961 222998 267003 218841 1479019 1234393 374536 859857 100682 132061 54691 217467 32294 192190 244626 154494 118159 90937 136465 22889 48162 210015 18662 177578 67048 13170 5492 2626
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=16384 1 8654826 976 1 7112795 9 792 2175807 11611204 2 313 26216094 11013636 2 117 2097200 2 5051653 786442 1 322 44 540 1 16
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=24
split_feature=0 9 0 1 5 3 0 0 3 2 0 0 3 6 2 1 3 0 2 2 0 1 0 2 2 3 3 0 1 1 2 1 8 1 2 3 1 2 8
split_gain=3.1606 2.02322 4.61502 1.9088 3.79515 3.32327 4.70599 3.29504 3.4409 2.49934 4.18956 3.08207 2.09742 1.99039 1.36764 1.30307 1.28292 13.1232 7.19909 4.01484 3.62631 4.72141 16.1281 7.17543 2.72288 3.87408 2.66582 2.50922 1.63399 1.24701 0.723045 0.718101 0.626374 0.59898 0.566386 0.511337 0.83114 1.32139 0.753696
threshold=0 1 2 1.0000000180025095e-35 3 1.0000000180025095e-35 4 5 1.0000000180025095e-35 6 7 8 3.5000000000000004 9 10 11.500000000000002 1.0000000180025095e-35 11 12 13 14 1.5000000000000002 15 16 17 5.5000000000000009 1.5000000000000002 18 4.5000000000000009 12.500000000000002 19 24.500000000000004 20 5.5000000000000009 21 3.5000000000000004 3.5000000000000004 22 23
decision_type=9 9 9 2 1 2 9 9 2 1 9 9 2 1 1 2 2 9 1 1 9 2 9 1 1 2 2 9 2 2 1 2 1 2 1 2 2 1 1
left_child=-1 3 15 4 5 6 14 12 -9 10 -7 -11 30 -8 -2 35 17 18 -5 28 24 22 -22 -23 25 -18 -26 -21 -19 -20 -6 -17 -10 -4 -14 -3 38 -38 -37
right_child=1 2 33 16 7 9 13 8 32 11 -12 -13 34 -15 -16 31 20 19 29 27 21 23 -24 -25 26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 37 -39 -40
leaf_value=-0.02246185378303275 0.0085708229514188019 0.0027844197616123515 0.042404823698988729 0.023770465855483459 0.0017809269570042638 0.026221277651735847 -0.026675440642133258 0.0023824132288026156 -0.033449179021977256 0.0088793035308549727 -0.0082778946257423512 -0.0033820153765015491 0 0 -0.0065726685830798911 0.019005781310269608 0.015501632287741665 -0.025152464960056353 -0.01005005086153405 0.0079333738858679229 0.015551661127643918 -0.0083443798100790115 -0.01481810746784251 0.0025136042249326528 -0.015030729716319375 -0.0088723641533719321 0.0048601385055954205 -0.008115181208431398 -0.00021761055763445079 0.0081768500457533137 -0.011825433230524681 0 0 0 0.021656028773197541 0.0072179893664638291 0.00091204428291052008 -0.018350861354199215 -0.0065247225226340456
leaf_weight=19.325002754754678 104.28881544506294 142.30989292159211 18.289820788486399 319.55952315908507 8.1403704579279275 60.333621923677129 111.79808987548859 12.962652504102151 85.665408754732198 245.31751715920473 18.868850573358941 687.89551632521761 3.9828534260741417 41.68397454859587 47.721258173460228 28.446630704216663 364.89650964567045 96.809936939349427 86.277809566941869 175.60455823634038 494.7732542959784 1277.7770751561548 215.54661576257058 1048.8517527829863 66.391606947370747 41.210313925126684 179.30484381513088 134.96304056695953 66.075314165063901 12.44989620358683 35.976550856961694 2.7314599386882028 3.6386680795112616 4.6917494232766321 9.3155700598072126 58.312258167483378 21.121874688891694 35.012326734606177 38.964273748279084
leaf_count=111724 58096 4655 2477 109871 14640 40211 175000 13784 135247 192846 33573 296135 5094 38547 51540 360 227306 80653 49896 123342 168773 352958 157316 281215 47579 22485 105151 95723 44471 4388 44339 76 2793 350 8310 2119 432 623 1349
internal_value=0 0.000638993 0.00773726 0.000144704 -0.00288773 -0.000726837 -0.00952315 -0.016205 -0.0241144 0.0018373 0.0154658 0 0.000583727 -0.0199246 0.00187548 0.00155258 0.00120041 0.0045626 0.0168571 -0.00627102 0.000276694 -0.00111448 0.0057136 -0.00337732 0.0068779 0.0116334 -0.000460579 0 -0.0173028 -0.0037591 -0.00691773 0.0150902 -0.0321282 0.0328603 0.0200835 -0.000164398 -0.00454352 -0.0118512 0
internal_weight=0 6407.96 349.88 6058.08 1477.59 1317.91 305.492 159.682 102.267 1012.42 79.2025 933.213 57.4153 153.482 152.01 326.899 4580.49 891.74 418.287 473.453 3688.75 3036.95 710.32 2326.63 651.803 406.107 245.696 310.568 162.885 98.7277 44.1169 31.1781 89.3041 22.9816 13.2984 295.721 153.411 56.1342 97.2765
internal_count=3105447 2993723 12441 2981282 1110155 885948 323183 224207 151824 562765 73784 488981 72383 213547 109636 9614 1871127 508344 164155 344189 1362783 960262 326089 634173 402521 249791 152730 219065 125124 54284 58979 436 138040 2827 13404 9178 4523 1055 3468
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=16384 1 264209 2 26313746 21495883 25 7111707 9703244 1 960 26771478 992 108 4569288 2097936 904 421 2171688 536 1 19 392 1
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=23
split_feature=0 9 0 1 2 0 13 0 0 6 10 12 3 0 0 2 1 12 2 1 2 2 1 1 1 3 1 1 3 0 10 1 3 2 8 3 2 1 1
split_gain=2.96592 1.86147 4.2243 1.71333 3.30641 4.06671 3.11204 3.11889 2.80751 5.81383 2.05154 2.01317 1.33848 7.0911 4.35405 4.76465 3.27503 2.87 2.86318 2.20992 3.74512 2.17405 1.59558 1.55315 1.14988 0.81131 0.670363 0.657147 0.630728 1.08206 0.709476 0.533499 0.481988 0.454995 0.421843 0.378663 0.351119 0.318595 0.243507
threshold=0 1 2 3.5000000000000004 3 4 5 6 7 8 9 10 2.5000000000000004 11 12 13 17.500000000000004 14 15 14.500000000000002 16 17 4.5000000000000009 39.500000000000007 11.500000000000002 1.0000000180025095e-35 24.500000000000004 7.5000000000000009 2.5000000000000004 18 19 5.5000000000000009 4.5000000000000009 20 21 12.500000000000002 22 2.5000000000000004 1.0000000180025095e-35
decision_type=9 9 9 2 1 9 1 9 9 1 1 1 2 9 9 1 2 1 1 2 1 1 2 2 2 2 2 2 2 9 1 2 2 1 1 2 1 2 2
left_child=-1 3 24 4 5 28 8 10 11 -10 -8 -6 14 17 15 27 18 22 -16 21 -21 -15 -14 -17 32 -18 -26 -5 30 -30 -2 -4 38 -19 35 -7 37 -34 -3
right_child=1 2 31 12 6 34 7 -9 9 -11 -12 -13 13 19 16 23 25 33 -20 20 -22 -23 -24 -25 26 -27 -28 -29 29 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=-0.021879243369677105 -0.0098333867711986496 0.007262496050828425 0.040184330305936149 0 0.0020860830700649229 -0.031683281274006214 0.022359830927878216 -0.0093926488113933032 -0.012518304360215296 0.004147114747773374 -0.0021670061322673797 -0.0037751401661034484 0.00065486513115813722 0.0051960283458538994 -0.0016463549271400789 -0.016303907464964563 0 0.00076621633345890796 0.011315389500221129 -0.0078246707810958587 0.026823317448248181 -0.0062109605123046255 0.033669488664600594 0.0034281177086050597 0.017942460687935768 -0.015764390863740377 0 0.014191683809559744 0.016078508783416861 -0.00050655858417708165 0.0023965994672082995 0 0.0077865513203319503 -0.010116951684316373 0 0 -0.0087801702987535379 -0.0036798271555584655 0
leaf_weight=18.882600618810102 81.957066552389733 26.326515149034094 19.040280029585123 62.717049077982665 2199.5807483370809 65.079078105700319 126.41641263041674 16.259444047580473 501.10143138419153 291.0950896296672 10.631363557971779 737.53973528070128 39.423162853432586 217.30004317811108 192.37607019563438 284.783647064658 18.036985957704019 5.6374166455934756 476.17437589455221 15.976443894847762 35.806296283495612 384.48713742240216 105.79819059360307 7.6984018478979115 28.874478692188863 53.605779886071105 2.7314599386882028 42.608709915075451 10.80128187255468 53.515584743374347 11.748774766689165 4.6955659638624629 13.195345057465603 11.144535490137061 0.36615169598371622 0.4689253959513725 61.209780761389993 11.872148339985868 183.09849257679889
leaf_count=111830 108832 1636 2483 37456 894803 135906 63942 12984 490497 183646 3259 396434 19225 34186 56698 185263 5734 3401 125531 3093 6198 70823 42441 6205 360 21821 76 28210 9758 26139 2168 351 553 5984 218 514 2033 267 4688
internal_value=0 0.000586185 0.00738142 0.000109839 -0.000997604 -0.011849 -0.000178266 0.0124434 -0.000872563 -0.00602847 0.0175625 0.000482557 0.00256889 0.00559514 5.52075e-05 -0.00767254 0.00477264 0.0219564 0.00738406 0 0.0158393 -0.00158207 0.0265505 -0.014145 0.00141709 -0.0111623 0.0141012 0.00718299 0 0.00497724 -0.00566555 0.0312562 -0.000148017 -0.00321332 -0.0273425 -0.0309721 -0.00607495 0 0.00149596
internal_weight=0 6411.18 351.044 6060.14 4106.56 223.937 3882.62 153.307 3729.32 792.197 137.048 2937.12 1953.57 815.573 1138 397.808 740.193 162.003 668.55 653.57 51.7827 601.787 145.221 292.482 327.308 71.6428 31.6059 105.326 158.023 64.3169 93.7058 23.7358 295.702 16.782 65.9142 65.548 86.2773 25.0675 209.425
internal_count=3105646 2993816 12447 2981369 2329100 283535 2045565 80185 1965380 674143 67201 1291237 652269 185351 466918 257134 209784 71051 182229 114300 9291 105009 61666 191468 9613 27555 436 65666 146897 35897 111000 2834 9177 9385 136638 136420 2853 820 6324
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=16384 1 264209 7 31031385 1 2108798 30672722 1 1 1 9179342 30671078 131 3 133 294 100 8421441 1 141 1 72
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=27
split_feature=0 10 13 0 2 2 7 8 2 0 2 4 3 2 0 5 5 0 2 3 7 0 2 1 0 3 3 2 5 1 0 8 3 3 13 3 1 3 3
split_gain=2.85314 1.77996 2.56482 2.91753 5.82171 2.70742 2.20335 2.51278 11.2981 5.83008 5.32605 8.86238 7.61986 5.61736 3.72808 5.03478 3.62491 2.48054 2.26534 2.0999 1.91514 1.26052 1.92129 1.1356 1.04261 1.03329 0.876993 0.866175 0.85695 0.589972 0.56484 0.503901 0.494992 0.388637 0.385291 0.348698 0.26639 0.255899 0.198964
threshold=0 1 2 3 4 5 6 7 8 9 10 11 1.5000000000000002 12 13 14 15 16 17 4.5000000000000009 18 19 20 1.5000000000000002 21 4.5000000000000009 1.5000000000000002 22 23 8.5000000000000018 24 25 8.5000000000000018 5.5000000000000009 26 1.5000000000000002 1.0000000180025095e-35 6.5000000000000009 1.0000000180025095e-35
decision_type=9 1 1 9 1 1 9 1 1 9 1 1 2 1 9 1 1 9 1 2 9 9 1 2 9 2 2 1 1 2 9 1 2 2 1 2 2 2 2
left_child=-1 6 3 4 37 24 7 10 9 19 14 12 -12 -13 18 -16 -11 27 -2 -9 -7 28 25 35 31 -23 -19 -10 34 -25 -4 -5 36 -24 -8 -6 -32 -3 -22
right_child=1 2 30 5 23 20 21 8 17 16 11 13 -14 -15 15 -17 -18 26 -20 -21 38 22 33 29 -26 -27 -28 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.021506408868565141 0.0038844454703248019 0.033208076697853459 0 0.014384963489092746 0 0 0.035405936003194464 0 0.026420805924084852 -0.017753738457415118 -0.011110681853759775 0.035623476715817358 -0.00067358093034699347 0.00078735279589286361 0.0037872841586821925 0.027552507062412385 0.013915347094122222 0.0040064476587801968 -0.009893559278037721 0.019775335541238628 0 0.021590676688859809 -0.013788716416038302 -0.017377621756478469 -0.0036571319640804154 0 -0.012482023421228783 0.010139095691943496 0 0 0 0 0 0 0 0.01001825856527923 -0.020365288873509458 0 -0.023096963606826618
leaf_weight=18.602925443115964 135.87952515957295 96.545167372649303 4.3782436570036225 136.53849179035751 8.1737393153889588 87.220474909874611 12.777892729849555 149.93666102224961 107.68450602254597 295.16795974830166 1218.8356203321 44.961539555195486 1752.3677003936646 159.46442767878762 1179.8623432159511 75.722833976913535 7.7222966151311985 10.35616823955206 255.86127244752424 44.176879390201066 2.7938150017871513 22.175613272644117 34.899383012030739 27.975819987885188 5.5826180488220407 3.2955400366336098 29.253510095586535 397.67986223348998 7.2535342776682237 4.4187447311705901 2.5367203073983609 9.6601332481950504 0.62401707656681438 2.4809858765802337 1.3233680136036117 14.510180564888286 26.733075463416753 4.6194221421028479 29.965804047707934
leaf_count=112286 84622 40517 1531 6080 5398 6395 3303 94862 25825 60289 914202 12000 876287 44989 382291 51057 4098 6223 176471 18457 164 2058 3440 12913 2296 358 13690 117146 4252 1715 956 441 115 331 377 8738 5909 2426 850
internal_value=0 0.000577573 0.00636453 0.00906047 0.0184218 0.000752472 4.90134e-05 -0.000167567 0.00415439 -0.00616063 -0.00118303 -0.00360499 -0.00512327 0.0148604 0.00328988 0.0060166 -0.0144304 0.0137813 -0.00450253 0.00572262 -0.0079734 0.0138421 0 -0.00340543 0.00943876 0.0134548 -0.00349102 0.0158419 0.0237087 -0.0136397 -0.0111499 0.0122282 -0.0139691 -0.00975299 0.0335946 0.00431361 -0.018763 0.0300283 -0.0218636
internal_weight=0 6411.42 462.276 428.004 156.243 271.761 5949.14 5864.93 1041.98 497.004 4822.96 3175.63 2971.2 204.426 1647.33 1255.59 302.89 544.974 391.741 194.114 119.98 84.2063 62.8515 55.0785 151.781 25.4712 39.6097 505.364 21.3548 32.3946 34.2721 146.199 29.8938 37.3804 14.1013 22.6839 29.2698 101.165 32.7596
internal_count=3105358 2993072 96444 87933 71707 16226 2896628 2882509 340590 177706 2541919 1847478 1790489 56989 694441 433348 64387 162884 261093 113319 7409 14119 6187 28764 8817 2416 19913 142971 7932 14628 8511 6521 6980 3771 3680 14136 6865 42943 1014
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=16384 1 1 10489834 115 188 1 1 768 7933034 768 1 112 2687522 2 2 9706872 512 1 8389706 326 262160 48 2 264264 1 1
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=26
split_feature=0 9 0 1 2 0 13 0 2 0 4 2 3 3 0 0 1 0 6 11 2 2 1 2 1 2 8 1 1 1 13 12 3 1 2 3 8 12 1
split_gain=2.68493 1.56463 3.85974 1.45224 2.75243 4.05604 2.62459 2.8015 2.60933 3.28914 3.25927 1.86947 1.45134 4.496 5.41016 5.04542 3.66488 3.47427 4.24592 3.7493 3.89683 3.40523 2.71558 2.30992 1.70362 1.11612 2.7188 1.49051 1.05474 0.864603 0.828569 0.723169 0.847662 0.706855 0.660813 0.606682 0.586786 0.55098 0.479813
threshold=0 1 2 3.5000000000000004 3 4 5 6 7 8 9 10 1.0000000180025095e-35 1.5000000000000002 11 12 15.500000000000002 13 14 15 16 17 13.500000000000002 18 4.5000000000000009 19 20 4.5000000000000009 3.5000000000000004 19.500000000000004 21 22 5.5000000000000009 1.5000000000000002 23 1.5000000000000002 24 25 5.5000000000000009
decision_type=9 9 9 2 1 9 1 9 1 9 1 1 2 2 9 9 2 9 1 1 1 1 2 1 2 1 1 2 2 2 1 1 2 2 1 2 1 1 2
left_child=-1 3 25 4 5 -2 8 11 10 -10 -6 -8 17 15 24 16 -14 19 23 21 -21 -5 -16 -19 -15 26 29 35 31 30 -3 32 -27 36 -17 -28 -7 -30 -4
right_child=1 2 38 12 6 33 7 -9 9 -11 -12 -13 13 14 22 34 -18 18 -20 20 -22 -23 -24 -25 -26 28 27 -29 37 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.020911927812445955 0 0.023005444982761247 0.037691370693280657 0.035229246611927251 0.010592006207374324 -0.037067201167485214 -0.00036316955109005894 -0.0092485654532604971 0 -0.0069007854549440585 -0.0038084132044484487 0.021223824115360224 0.018423433688233171 0 -0.0019271677616864271 0 -0.012027788866607467 -0.0047878873874233749 -0.020174542725186914 0.017839254347736113 -0.01358564919992012 0 0.014065888170021523 0.015671927594571082 0.020310352841753525 0.012204573560652776 0 0.0057237749025135917 0 0 0 -0.0048885994595371353 -0.0010105619882938223 0 -0.016088398621873248 -0.019702632317594865 0 -0.011949421563324208 0
leaf_weight=18.162456282349012 165.71208194546853 69.842468909686431 19.910530983586799 67.582525676625664 374.54579152456427 38.299827366381578 27.080995968804928 15.074365298904011 2238.7489224978635 913.79384473498249 198.25028149550781 112.84054530189314 83.877257184271002 70.212201978400117 794.10530279049999 56.732040752656758 23.402378247759771 49.187400873779552 54.993263057986042 27.676555257174186 54.440910019329749 53.674927994099562 91.785187114990549 79.181992594138137 198.0162931450468 72.591667496482842 2.4407067191787091 14.736885147169231 13.84685687860474 1.8329239566810418 8.40238294075243 23.436951218405738 16.860726218263153 16.676883642390749 251.60865328319778 25.820664492086507 0.23835537848935828 78.429157906211913 4.717675363761372
leaf_count=112148 166591 1933 2490 20295 191115 100559 11456 12351 938515 792788 43340 56642 58850 39586 133906 18100 18824 35530 28818 5055 10715 21282 16403 55689 92974 2648 106 203 327 28 188 1173 676 15653 95821 845 122 1486 350
internal_value=0 0.000583606 0.00680414 0.000141188 -0.000875215 -0.0108342 -0.000124682 0.0114064 -0.00077195 -0.00197793 0.00508437 0.0162265 0.00240388 0.000778925 0.00415294 -0.00756585 0.00784696 0.00774872 -0.00122629 0.0156265 0 0.0256439 0 0.00720336 0.0155493 0.00109916 0.00791549 -0.00544342 -0.00239051 0.0180617 0.0202885 0.00206183 0.00698892 -0.0275767 -0.0138577 -0.0163646 -0.0358271 -0.00965589 0.0294042
internal_weight=0 6410.61 352.87 6057.74 4101.26 220.927 3880.33 154.996 3725.34 3152.54 572.796 139.922 1956.48 1569.74 1154.12 415.62 107.28 386.738 183.363 203.375 82.1175 121.257 885.89 128.369 268.228 328.241 123.076 42.9983 205.165 80.0778 78.2449 112.889 89.4524 55.2151 308.341 28.2614 38.5382 92.276 24.6282
internal_count=3105581 2993433 12453 2980980 2329132 282925 2046207 80449 1965758 1731303 234455 68098 651848 474464 282869 191595 77674 177384 120037 57347 15770 41577 150309 91219 132560 9613 3303 1154 6310 2149 2121 4497 3324 116334 113921 951 100681 1813 2840
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=16384 1 264209 7 33128537 1 2369918 512 26543890 1 640 602350 10751520 1647122 1 1 564 968 304 296 1 1 1 257 1 10
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=20
split_feature=0 1 2 12 0 2 1 0 1 0 5 2 3 2 3 7 1 0 0 2 3 5 3 13 3 2 2 1 1 1 1 12 1 1 1 3 1 3 2
split_gain=2.52 1.36254 2.79905 2.50592 3.94777 3.55344 2.7546 2.20564 3.35797 2.13181 4.5747 3.75 3.84576 1.96569 1.80131 1.67494 1.51751 1.75161 1.49127 2.88598 2.49205 1.32244 1.04325 1.08216 0.960868 2.59784 2.43311 2.3973 2.5875 2.20663 1.56837 1.80663 1.28048 1.40397 0.956061 0.736206 0.688129 0.682456 0.665735
threshold=0 4.5000000000000009 1 2 3 4 1.5000000000000002 5 1.5000000000000002 6 7 8 5.5000000000000009 9 4.5000000000000009 10 1.5000000000000002 11 12 13 2.5000000000000004 14 15.500000000000002 15 2.5000000000000004 16 17 5.5000000000000009 11.500000000000002 19.500000000000004 27.500000000000004 18 5.5000000000000009 11.500000000000002 13.500000000000002 9.5000000000000018 9.5000000000000018 3.5000000000000004 19
decision_type=9 2 1 1 9 1 2 9 2 9 1 1 2 1 2 9 2 9 9 1 2 1 2 1 2 1 1 2 2 2 2 1 2 2 2 2 2 2 1
left_child=-1 2 7 15 5 14 -7 8 -2 10 11 37 -13 36 -5 18 21 -18 19 -4 -20 -17 23 -6 26 32 29 -27 -29 34 31 -28 -26 -34 -11 -9 -12 -3 -32
right_child=1 9 3 4 22 6 -8 35 -10 24 13 12 -14 -15 -16 16 17 -19 20 -21 -22 -23 -24 -25 25 27 30 28 -30 -31 38 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.020345488422040398 -0.037075739453131418 -0.0083333118310254337 0.0099556907935522548 0.015837037903744213 -0.024852512792922166 0.00030409458833324853 -0.012348173173846247 -0.0044285830836074463 0 0.0031952300755553561 0.013806557949500108 0.031089879561184166 -0.003891164481229926 -0.01903496220839565 -0.0039282199503222343 0.028440907900006637 0.014802582023147163 -0.0096816497842858937 0.0049697906567681797 -0.0070492257279292578 -0.00057243284605630997 0 0 0 0 0.010538201179612865 0.0047609099873507062 -0.010881283329651161 0.0069889323678581743 -0.011069660389768825 0.013828343282764437 -0.011666565218017479 0.020723708002987153 0 0.018826384634897331 0.010014671086813092 -0.00060041680727604548 0.0059549092704729899 -0.00036760903090614485
leaf_weight=17.74887552716973 35.133663422522659 45.120902566064615 77.130306679871865 130.20329370431136 101.634744491741 339.64700493176497 246.08559790428262 197.90991833654698 24.154217910308944 322.81614291030564 13.921437718730887 132.85813811472326 13.558484069304539 27.907109233638039 20.739047083974583 31.397129122284241 7.8525304069626145 35.007948180777021 1442.3182682263778 449.6134099360861 1610.7746380772514 2.2229922239202997 0.62199901955318537 10.97562880789337 52.234061154566007 98.917971626360668 35.084894717729185 228.08381648481009 72.653746760915965 42.457212124805665 11.731293631062725 312.50875001624809 120.9217345592042 38.798746343236417 42.388991215382703 4.511866293498314 9.2299599133257271 16.150999406760093 7.1466394665767465
leaf_count=111898 95804 24646 43196 81161 103069 194817 102317 179747 19587 93678 9390 71881 4824 19433 7752 3454 1370 852 775290 337120 540217 876 407 9478 9923 15450 14549 29007 9561 18299 4998 113284 18682 6324 13561 2662 5980 6074 4708
internal_value=0 0.000553189 -0.000248694 0.00030919 -0.00437312 -0.000848378 -0.00478918 -0.00960813 -0.022512 0.00302338 0.0108212 0.0178493 0.0246424 -0.00875614 0.0106725 0.0015143 0.0141314 0 0.00105063 -0.00350296 0.00196498 0.0239323 -0.0191393 -0.0222313 0.001073 0.00405046 -0.000956299 -0.000300871 -0.0054147 0.00377087 -0.00678293 -0.0091503 0.0120303 0.0163597 0.00706001 -0.00150025 0.00447891 -0.000505381 0.00814328
internal_weight=0 6412.43 4767.93 4506.22 849.907 736.675 585.733 261.71 59.2879 1644.49 258.747 207.689 146.417 51.0585 150.942 3656.32 76.4806 42.8605 3579.84 526.744 3053.09 33.6201 113.232 112.61 1385.74 611.61 774.134 399.656 300.738 407.662 366.472 347.594 211.955 159.72 365.205 202.422 23.1514 61.2719 18.8779
internal_count=3105326 2993428 2499176 2201376 499001 386047 297134 297800 115391 494252 142228 107425 76705 34803 88913 1702375 6552 2222 1695823 380316 1315507 4330 112954 112547 352024 88947 263077 54018 38568 125538 137539 127833 34929 25006 107239 182409 15370 30720 9706
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=16384 7 5 31720058 56 801698 859021 2 641 673 1 8392010 31264801 512 2 1 285 611 4 28
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=40
num_cat=27
split_feature=0 3 0 1 2 0 2 1 2 5 8 11 2 0 0 2 1 0 6 1 0 4 3 1 1 3 0 2 2 12 0 0 12 13 12 1 0 1 3
split_gain=2.44945 1.3926 3.3525 3.15514 3.37664 3.09542 2.47806 2.40996 6.083 2.19569 1.9855 1.98155 13.0854 10.9621 10.09 5.41644 3.59352 1.7561 3.31138 2.49778 5.49235 2.42065 1.70411 1.68867 2.98591 1.86645 4.38939 1.87438 1.51818 1.46903 1.80419 1.45738 1.41356 1.37617 1.39736 1.34241 1.31444 0.879775 0.751836
threshold=0 4.5000000000000009 1 2.5000000000000004 2 3 4 20.500000000000004 5 6 7 8 9 10 11 12 10.500000000000002 13 14 1.5000000000000002 15 16 1.0000000180025095e-35 15.500000000000002 8.5000000000000018 6.5000000000000009 17 18 19 20 21 22 23 24 25 1.0000000180025095e-35 26 27.500000000000004 1.0000000180025095e-35
decision_type=9 2 9 2 1 9 1 2 1 1 1 1 1 9 9 1 2 9 1 2 9 1 2 2 2 2 9 1 1 1 9 9 1 1 1 2 9 2 2
left_child=-1 3 6 4 17 29 33 11 37 32 38 13 16 22 -14 -15 -13 18 35 21 -21 -19 -5 24 25 26 -4 -27 -26 30 -6 -11 -7 34 -3 -2 -31 -9 -10
right_child=1 2 23 7 5 9 -8 8 10 31 -12 12 14 15 -16 -17 -18 19 -20 20 -22 -23 -24 -25 28 27 -28 -29 -30 36 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.020105985869502296 -0.018443476109208868 0.033394926692473147 0.007749443583883707 0.023776365104281726 0.022487598915836311 -0.0099971883399252379 0 0 0 0 0 0.0056996451515515158 0.018045489355765609 0.0041191407293781884 -0.016549565993645553 -0.014042627392866942 0.029416994196971025 0.0069153177469788484 0.0032455089408149314 -0.009573592698070274 0.01843799592838602 -0.0029476505449466815 0.0094044308031236909 0.019443187419310452 0.00070134399315291494 0.0034001037813594856 -0.01194881199428395 -0.011153874426613038 -0.02351455515066582 0.0061060005500240631 -0.0023875507098844121 -0.028603627320994519 0 0 0 -0.002844926421052961 -0.0088132293307866469 0.022604990487231004 -0.032963994550441113
leaf_weight=17.575768694208818 134.21544080394597 59.579098813861492 619.7775674746299 158.95056656752422 29.380727172436309 369.19230059085385 81.217897380112845 13.742528480011968 13.88153811811935 32.099688580696238 9.1889043262635806 335.18996011068521 61.487088797846809 293.60300480361184 438.44466946052853 264.16237821743198 79.152575284417253 835.54743856956702 225.19801209186335 355.35342691851838 41.850380334715737 279.95808050927008 605.35123805695912 17.274920740863308 12.242704182397572 97.361013497546082 90.273717985219264 152.82892996055307 36.895113021542784 50.403073721074179 14.282449462985822 71.972408593601358 166.93816751168924 3.6906404993496826 5.8138515819446175 189.05004073555756 93.712505372812302 18.783678083389532 55.685005631676177
leaf_count=112957 155369 35879 154686 67198 32150 214592 45165 5522 6856 36756 1629 57050 29232 180164 77263 183991 8744 479446 136283 85943 33337 65656 140944 3347 1532 38954 59331 59631 5231 64161 19435 92478 101241 2397 4450 163119 106345 8128 29357
internal_value=0 0.000530996 0.00360376 -0.000118228 -0.00237381 -0.00760612 0.0159188 0.0025264 -0.0096933 -0.0108881 -0.0225148 0.0033871 0 0.00582116 -0.0107174 -0.00434465 0.0123088 -1.31096e-05 -0.00479832 0.00160757 -0.00462495 0.00416575 0.0133876 0.000956454 0 0.00158804 0.00440009 -0.00493861 -0.0185943 0.0022134 0.0135138 -0.0239709 -0.00687528 0.0263396 0.031901 -0.0111867 -0.001773 0.0138469 -0.0293192
internal_weight=0 6413.73 1176.96 5236.78 2889.15 827.981 150.301 2347.62 111.282 640.203 78.7554 2236.34 914.274 1322.07 499.932 557.765 414.343 2061.17 548.463 1512.71 397.204 1115.51 764.302 1026.65 1009.38 960.241 710.051 250.19 49.1378 187.779 43.6632 104.072 536.13 69.0836 65.393 323.265 144.116 32.5262 69.5665
internal_count=3105949 2992992 410603 2582389 1786311 667158 87891 796078 51492 445067 37842 744586 172289 572297 106495 364155 65794 1119153 454771 664382 119280 545102 208142 322712 319365 312602 214017 98585 6763 222091 51585 129234 315833 42726 40329 318488 170506 13650 36213
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=16384 8488524 920 8161569 197 26 2 1 1 108 71764 2893706 899 2951461 1 82 1 2631730 647 261 10 2656288 16777408 1 1 3 5505281
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=20
split_feature=0 9 0 8 2 0 0 1 12 2 1 12 2 3 0 3 2 0 1 0 3 1 1 12 3 12 1 1 3 1 2 1 3 1 2 1 1 8 1
split_gain=2.24442 1.36268 3.60957 1.41001 12.1802 4.35795 3.85087 4.48066 3.82053 2.8282 2.71207 2.41057 4.84032 8.81275 4.81333 3.74877 2.27148 2.18908 1.9107 1.26316 1.00089 0.904082 0.697991 1.16033 0.642587 0.57487 0.572629 0.530718 0.443777 0.427189 0.337351 0.313912 0.279608 0.277639 0.217585 0.205024 0.363201 0.285056 0.0819565
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 8 6.5000000000000009 9 10 1.0000000180025095e-35 11 1.0000000180025095e-35 12 13 13.500000000000002 14 8.5000000000000018 11.500000000000002 1.5000000000000002 15 3.5000000000000004 16 24.500000000000004 16.500000000000004 4.5000000000000009 5.5000000000000009 17 9.5000000000000018 13.500000000000002 2.5000000000000004 18 1.0000000180025095e-35 2.5000000000000004 19 4.5000000000000009
decision_type=9 9 9 1 1 9 9 2 1 1 2 1 1 2 9 2 1 9 2 9 2 2 2 1 2 1 2 2 2 2 1 2 2 2 1 2 2 1 2
left_child=-1 3 21 5 17 9 25 19 -9 22 32 12 15 -14 16 -7 -13 20 -16 -8 -5 28 24 -24 -2 38 34 -27 35 -4 33 -12 -11 -30 -23 37 -37 -3 -6
right_child=1 2 29 4 6 11 7 8 -10 10 31 14 13 -15 18 -17 -18 -19 -20 -21 -22 26 23 -25 -26 27 -28 -29 30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.019375938392628536 -0.012131511234652758 0.010471296618982388 0.035662885249552412 0.039332675665489536 -0.003027261879158338 0.011210460031955092 0.0077446395307992147 0.0092802954029045145 -0.016415401447795866 -0.025520552344348781 0.0087813893917053146 0.010095338400529404 -0.019832160886812524 0.0005279660707312796 -0.017850580174528955 0.0016620862850607295 -0.002661252671729807 -0.00097843716452665681 0.0031610002314366344 -0.0059842965634513273 0 0.016749072794996142 0.010618718703655034 -0.004560182081195064 0 0.011169442134851848 0 0 0.0072721020760291941 0 -0.0087140761643617042 -0.00079734179621614165 0 -0.0033968362493270879 0 -0.00536855671005092 0.0024976245967172329 0 0.0020117574179817316
leaf_weight=17.054450147486932 47.370969708917983 16.748840194370132 20.641058851266283 92.34440238805837 42.124069796322146 514.09693185194919 188.04423028256861 30.204203091852833 303.72897142902366 136.3694863056262 10.434661935491023 142.8292018592183 240.93142149374034 862.60262481017526 241.1503458924326 2241.500591018179 536.34122443768865 8.4337116887763823 14.566026842221616 38.623194695741404 1.9129205269273359 20.84888457134366 67.482309944083681 32.262695782730589 13.31318108763662 229.46791821814259 2.7220832321327171 2.3535638944595112 13.388041683472695 4.7226934100617646 61.136532663425896 14.335911200323606 0.51283502069418219 11.762467360473236 8.8597323559224623 63.505081152019557 120.21583219454624 10.05130566225853 9.1871872030897048
leaf_count=112097 59771 1128 2497 26466 34239 273549 51563 6762 55232 130726 8429 70443 231526 459093 231170 850084 216700 4340 10416 24726 1097 231 47413 26500 11797 131949 76 948 552 351 2033 11323 438 267 129 2340 2348 509 4394
internal_value=0 0.000473107 0.00625642 5.72305e-05 0.00358382 -0.000553944 -0.000648298 -0.0056532 -0.0128895 -0.0111477 -0.0192283 0.000183229 0.00135238 -0.00402427 -0.00419268 0.00363965 1.65928e-05 0.0306414 -0.0148768 0.00387901 0.0351537 0.000762623 0 0.00394461 -0.00739644 0.00780606 0.0121181 0.00979282 -0.000535339 0.0279152 -0.00608537 0.000360077 -0.0251504 0 0.0157939 0.000967468 0 0.00632923 0
internal_weight=0 6417.13 354.603 6062.52 946.424 5116.1 843.733 560.601 333.933 322.082 161.653 4794.02 3859.13 1103.53 934.887 2755.6 679.17 102.691 255.716 226.667 94.2573 329.239 160.429 99.745 60.6842 283.133 32.4307 231.821 296.808 25.3638 86.287 24.7706 136.882 25.1505 29.7086 210.521 183.721 26.8001 51.3113
internal_count=3105652 2993555 12461 2981094 341716 2639378 309813 138283 61994 296397 150916 2342981 1814252 690619 528729 1123633 287143 31903 241586 76289 27563 9613 145481 73913 71568 171530 436 132897 9177 2848 2852 19752 131164 819 360 6325 4688 1637 38633
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
cat_threshold=16384 1 264209 1 61 5836832 16319530 12 617 5 960 27557914 31 11802992 340 1 2 72 352 1
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=22
split_feature=0 9 0 8 2 0 0 1 5 1 2 1 2 2 0 1 3 0 3 0 2 2 1 8 1 13 3 12 3 8 12 1 1 3 1 12 3 3 3
split_gain=2.1305 1.28126 3.24757 1.2144 9.90848 4.04195 3.13303 2.96549 3.37797 2.37608 2.79042 2.16422 7.12904 2.51087 8.69665 5.15185 2.04063 1.54374 1.19148 1.10481 1.05931 0.861054 2.22764 1.09698 0.895506 0.641789 0.63222 0.624956 0.766362 0.553248 0.47772 0.467874 0.452148 0.410437 0.37287 0.333446 0.282173 0.280423 0.233
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 5.5000000000000009 8 21.500000000000004 9 10 11 8.5000000000000018 5.5000000000000009 12 1.5000000000000002 13 14 15 2.5000000000000004 16 3.5000000000000004 17 1.0000000180025095e-35 18 5.5000000000000009 19 20 16.500000000000004 7.5000000000000009 4.5000000000000009 5.5000000000000009 21 1.5000000000000002 6.5000000000000009 13.500000000000002
decision_type=9 9 9 1 1 9 9 2 1 2 1 2 1 1 9 2 2 9 2 9 1 1 2 1 2 1 2 1 2 1 1 2 2 2 2 1 2 2 2
left_child=-1 3 21 5 16 9 30 17 -9 10 35 13 18 15 -15 -7 19 -8 -13 -5 -11 22 23 -3 27 32 -14 28 -23 36 -6 -32 -24 -22 -4 -2 -26 -29 -12
right_child=1 2 34 4 6 11 7 8 -10 20 38 12 26 14 -16 -17 -18 -19 -20 -21 33 24 25 -25 29 -27 -28 37 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.018945430193815893 0.0016927641430807057 0.002113628139585641 0.033703234374690333 0 0 0.00078510333273587292 0.0070734646343685696 -0.013845063516099189 0.015177829412907068 -0.0064953148451363301 -0.02500479559491265 0 0 -0.023284602156209248 3.5354222031787684e-05 0.015592364931265727 0 -0.008258097024918188 0.025444467489576763 0.03426186767107741 0.013252747257341249 0.011410291407827447 0.0011593217321408272 -0.015957841209594634 0 0 -0.034844674905867408 -0.0092315167535956585 -0.00090444445834791465 0 0.010324736781541985 0 0.027139643463911612 0 0 -0.006794391591999115 -0.014736352511593026 0 0
leaf_weight=16.751434986112145 86.784579959079565 28.761782699497417 21.367092567670628 4.5428938059194479 49.231239456072217 3320.7108123997132 189.45503248827299 324.19008019176545 10.779350557713768 26.265365832718089 133.90483753091394 17.11040811100975 8.4116774918511492 144.78581226720235 1014.586410508331 229.28039664494281 14.708268114598466 41.65598518186016 11.303493854531551 87.006432376976591 44.107238092052285 73.280527459457517 42.825577804120257 18.042811033083126 6.110361553146503 10.854959790129213 47.724614533755812 21.125192829873416 16.813402813626453 31.89471316174604 225.11480567336548 2.25841970933834 23.926080715493299 4.4455164596438399 4.7188948686816721 24.361376890701649 53.453321546665393 2.1004598026629528 0.60588431524229136
leaf_count=112129 83622 1309 2503 3003 37209 1507042 51566 58023 6802 19703 133142 9397 3463 182011 545089 67091 4722 26824 3371 24598 32370 2649 804 741 183 175 25119 1055 676 600 128637 882 274 2859 350 23839 1030 118 526
internal_value=0 0.000446366 0.00604762 4.15054e-05 0.00331336 -0.000523033 -0.000521131 -0.00500944 -0.0109183 -0.010751 -0.0155328 0.000183033 -0.0132981 0.000571399 -0.00330621 0.00194247 0.0273735 0.00248446 0.0136027 0.0336999 0.00101374 0.000757718 0.00681432 -0.00445883 -0.00220857 0.016382 -0.028646 0.00173488 0.00642705 -0.00896811 0.00718919 0.00900357 0.0191001 0.0094483 0.0264845 0 -0.0130706 -0.00454687 -0.0232595
internal_weight=0 6418.61 355.275 6063.33 948.943 5114.39 842.685 566.08 334.969 320.475 245.657 4793.91 84.5502 4709.36 1159.37 3549.99 106.258 231.111 28.4139 91.5493 74.8181 329.189 124.411 46.8046 204.778 77.6066 56.1363 113.32 90.0939 91.4584 276.604 227.373 66.7517 48.5528 26.086 111.146 59.5637 23.2257 134.511
internal_count=3105506 2993377 12467 2980910 342266 2638644 309943 143215 64825 296061 241129 2342583 41350 2301233 727100 1574133 32323 78390 12768 27601 54932 9614 3303 2050 6311 1253 28582 4498 3325 1813 166728 129519 1078 35229 2853 107461 1213 1173 133668
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=16384 1 264209 1 61 5836832 7930922 2 612 30 961 2098049 340 525710 294 296 1 1 1 1 2 5
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=26
split_feature=0 10 0 2 7 2 7 12 8 2 0 2 4 3 2 5 0 5 3 3 0 0 3 1 1 0 2 13 3 6 3 1 1 5 3 0 3 13 3
split_gain=2.02425 1.1987 2.50484 4.77871 2.01775 1.89264 2.24476 1.80416 1.77979 8.34301 4.27239 3.45728 7.52334 5.65506 4.87804 3.15296 2.91377 3.92215 2.42303 2.35637 3.554 1.71254 1.49535 1.44167 1.69282 1.26516 1.72025 1.21758 0.946087 0.884652 0.769982 0.733734 0.700608 0.681487 0.673936 0.654036 0.380457 0.364818 0.195433
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 1.5000000000000002 13 14 15 16 3.5000000000000004 1.5000000000000002 17 18 2.5000000000000004 5.5000000000000009 2.5000000000000004 19 20 21 4.5000000000000009 22 9.5000000000000018 3.5000000000000004 1.5000000000000002 23 6.5000000000000009 24 5.5000000000000009 25 6.5000000000000009
decision_type=9 1 9 1 9 1 9 1 1 1 9 1 1 2 1 1 9 1 2 2 9 9 2 2 2 9 1 1 2 1 2 2 2 1 2 9 2 1 2
left_child=-1 4 3 7 8 21 23 -3 11 10 34 16 13 -13 -14 -12 18 -18 -2 35 -21 27 -8 24 -7 33 28 31 -27 -25 -24 -4 -5 37 -10 -11 -28 38 -6
right_child=1 2 5 32 25 6 22 -9 9 19 15 12 14 -15 -16 -17 17 -19 -20 20 -22 -23 30 29 -26 26 36 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.018539578462096463 0.00018486984013306657 0.039718669683301337 0.002813806576460878 0.00054486712058840557 0.034480099290578513 0.0029364029438545543 0 0 0.023872842809829889 0 -0.011143984145769018 -0.0097111054989283806 0.032946792589707251 -0.00064533424211808894 0.00059852183731752594 0.015696925967479791 0.0029466833891478618 0.023802050907346956 -0.014309348079332852 0.010078905518496443 -0.01110809760690698 -0.0082837760386815437 -0.029484162232213937 0.019745112114990006 -0.015843807798160928 0.020241315584809062 -0.0134743873878845 -0.0012168344544869728 0 0 0 0.022577277800168931 -0.013394639292052419 0 0 0.023670416673471233 0 0 0
leaf_weight=16.468704320692268 290.92362430832873 34.29187565902248 89.668796179379569 11.748015102610227 13.066917365766129 67.214892417454394 29.341959908488207 12.807689004519487 24.84261909493944 5.8703157898853533 454.15464587369934 1199.4935737706473 46.624899264570558 1751.5210949257525 159.83033331215847 13.186376850557279 1165.2668700933718 77.299692706474161 127.23532389107277 372.04487680929014 51.941798141400795 9.0064818072423787 29.102517696446743 23.56138833402656 43.663261992274784 22.694446441426411 34.697949855879415 14.061935461941173 3.263993040600325 20.266169408976566 0.70224719739053298 62.595331589167472 19.55171548895305 7.0879347367445016 1.3502899263403367 126.43263525492512 2.4683292263071044 1.3301007400732476 0.24430141906486902
leaf_count=112297 201909 12538 16121 7501 3173 17586 2088 5995 13194 4360 155207 908890 12018 877895 44996 8816 364696 51240 79247 81321 22866 4176 1259 3226 7806 2056 3409 2711 333 2025 139 5023 8584 4198 572 55291 320 377 130
internal_value=0 0.000413479 0.00512967 0.0179393 0 0.000299268 -0.00488181 0.0317451 -0.000235855 0.00337028 -0.00551753 -0.00109946 -0.00306987 -0.00449156 0.0138445 -0.0087072 0.00246096 0.0049713 -0.00412653 0.0115432 0.00623733 0.00774477 -0.0179507 0.000330163 -0.00412871 0.0131462 0 0.0115044 0.0124902 0.012768 -0.0270252 0.0149633 -0.00478235 0.0229458 0.0177319 0.0231138 -0.0094648 0.0319601 0.0337201
internal_weight=0 6420.46 467.584 78.3993 5952.87 389.185 213.852 47.0996 5868.02 1049.82 493.534 4818.2 3157.47 2951.01 206.455 467.341 1660.73 1242.57 418.159 556.29 423.987 175.333 59.1467 154.706 110.878 84.854 63.1247 166.326 25.9584 43.8276 29.8048 152.264 31.2997 21.7293 26.1929 132.303 37.1663 14.6413 13.3112
internal_count=3105589 2993292 96778 34618 2896514 62160 34129 18533 2882518 341627 177789 2540891 1843799 1786785 57014 164023 697092 415936 281156 163838 104187 28031 3486 30643 25392 13996 6118 23855 2389 5251 1398 21144 16085 7878 13766 59651 3729 3680 3303
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=16384 1 8392672 103 1 312 1 1 1 768 7930888 768 1 112 2 2163242 2 8396080 262170 8389706 326 1 1 2 4797824 1
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=27
split_feature=0 3 0 1 2 0 2 1 2 12 0 0 11 2 0 0 0 3 3 8 1 1 3 2 2 2 0 1 0 1 6 0 0 13 12 5 0 3 1
split_gain=1.92777 1.09484 2.91182 2.67404 2.85255 2.88551 2.04452 1.74088 5.15889 1.72984 2.02937 1.96201 1.67982 10.1418 9.00574 8.8159 3.72776 2.06092 1.77063 1.6473 1.59861 2.76144 1.51569 1.85153 1.60495 1.44024 1.30479 2.29563 5.24191 1.45142 1.20369 1.90962 1.3451 1.19588 1.21703 1.17795 1.25723 0.842318 0.687942
threshold=0 4.5000000000000009 1 2.5000000000000004 2 3 4 20.500000000000004 5 6 7 8 9 10 11 12 13 3.5000000000000004 1.0000000180025095e-35 14 15.500000000000002 8.5000000000000018 7.5000000000000009 15 16 17 18 1.5000000000000002 19 1.0000000180025095e-35 20 21 22 23 24 25 26 3.5000000000000004 21.500000000000004
decision_type=9 2 9 2 1 9 1 2 1 1 9 9 1 1 9 9 9 2 2 1 2 2 2 1 1 1 9 2 9 2 1 9 9 1 1 1 9 2 2
left_child=-1 3 6 4 26 9 33 12 37 11 -11 -6 14 16 18 -15 -14 -16 -5 -10 21 22 24 -24 -4 -23 30 29 -29 -28 31 -2 -32 34 -3 -7 -37 38 -9
right_child=1 2 20 7 5 35 -8 8 19 10 -12 -13 13 15 17 -17 -18 -19 -20 -21 -22 25 23 -25 -26 -27 27 28 -30 -31 32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.018057380277814672 0.0014898106455992653 0.030379405567533813 0.0072204832397048495 0.02062016477437667 0.0070053186113308817 -0.0070509104337404607 0 0 -0.026842985322765918 0.020559924900997562 -0.0031499151435390479 -0.011337411522082943 0.0038337980621471119 -0.017339351835193459 -0.0076910836638062812 0.0098096029555254493 0.027214221854332671 0.0083720674956635089 0.0076541342790850224 0 0.018641525511638054 0.00050364574476264819 0.0045714132896523107 -0.013786070939690706 -0.00079462941274995079 -0.02296845562460996 0.00028332355686754479 -0.010036373842364124 0.017535355458912202 0.0085145842350332242 0.0089415804172481832 -0.011422350004627296 -0.0030796439425918453 0 0 0 -0.026280406912548956 0 0.02245474742730514
leaf_weight=16.136424929654822 117.57226103806897 61.870344514842145 430.31630699490415 193.62679342586489 49.687496887221641 516.80638114548856 81.306197195030109 2.3238768879091394 66.257886076593422 48.7203228558501 20.911084465669774 94.083455232932465 346.10918910306646 367.33196425903589 435.94033867116377 126.2456799884967 74.519129883556161 53.805274474463658 644.90096974576591 9.4171681788284314 17.571074008999858 12.333953477325847 40.060777626684285 91.304681986119249 401.14152086793911 36.387578361609485 558.13088210208662 308.70570538617176 42.476569357182598 429.39713987214418 94.673836743386346 266.81473316147822 243.24411187738588 3.6528169580851673 5.6818277949423637 31.959209460917918 60.311728625700198 2.2040341158863148 28.543291099864291
leaf_count=112250 112838 36902 130684 84807 64832 292797 45206 838 34909 55547 28989 112491 32526 48464 293533 57849 33141 29030 163093 1630 3355 1524 18380 39374 127096 5221 277158 59659 34164 168047 45553 262701 158690 2388 4394 36519 75782 498 12345
internal_value=0 0.000472021 0.00319108 -9.85562e-05 -0.00218347 -0.00701275 0.0145787 0.00232765 -0.00805166 0.00173774 0.0121518 -0.00322069 0.00306264 0 0.0052972 -0.00961822 0.0106307 -0.00487397 0.0114703 -0.0204368 0.000710711 0 0.00131059 -0.00709064 0.00318688 -0.0181418 -6.26573e-06 0.00168616 -0.00460012 0.00430279 -0.00346041 -0.00716671 8.67202e-05 0.0239154 0.0289656 -0.010459 -0.021536 0.0129585 0.0192858
internal_weight=0 6416.35 1181.63 5234.72 2883.49 822.48 152.511 2351.23 108.746 213.402 69.6314 143.771 2242.48 914.206 1328.27 493.578 420.628 489.746 838.528 75.6751 1029.12 1011.54 962.823 131.365 831.458 48.7215 2061.02 1338.71 351.182 987.528 722.305 384.387 337.918 71.205 67.5522 609.077 92.2709 33.0712 30.8672
internal_count=3105204 2992954 414524 2578430 1785767 666957 88890 792663 50220 261859 84536 177323 742443 171980 570463 106313 65667 322563 247900 36539 325634 322279 315534 57754 257780 6745 1118810 539028 93823 445205 579782 375539 204243 43684 41296 405098 112301 13681 13183
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=16384 8488524 920 24938793 197 26 1 2916392 5769473 1 108 2169044 8390676 340371 1 771 692 261 2885927 80 1 258 264196 1 3 2 192
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=27
split_feature=0 9 0 1 8 0 0 2 0 5 4 2 3 0 2 2 5 0 0 3 12 2 2 3 1 2 3 2 8 1 3 1 2 1 2 1 2 2 1
split_gain=1.85382 1.10906 2.91109 1.06253 2.55482 2.95052 2.77335 2.10727 2.04206 1.70111 1.44681 2.07535 1.13713 9.84887 5.05772 3.28318 3.03592 2.68467 2.55392 3.59035 3.18612 2.16033 1.79425 1.67386 1.5191 1.48796 1.02364 0.756866 1.08286 0.765416 1.09212 0.709725 0.690955 0.704026 0.472256 0.380071 0.360671 0.314639 0.178411
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 9 10 1.0000000180025095e-35 11 12 13 14 15 16 4.5000000000000009 17 18 19 4.5000000000000009 12.500000000000002 20 9.5000000000000018 21 22 3.5000000000000004 3.5000000000000004 2.5000000000000004 23 19.500000000000004 24 18.500000000000004 25 26 7.5000000000000009
decision_type=9 9 9 2 1 9 9 1 9 1 1 1 2 9 1 1 1 9 9 2 1 1 1 2 2 1 2 1 1 2 2 2 1 2 1 2 1 1 2
left_child=-1 3 27 4 5 10 26 9 -9 -7 11 -2 13 14 24 16 -15 -17 20 21 23 -20 -22 -14 -5 -21 36 28 32 -29 -31 -30 -3 -34 -4 -16 -6 -8 -33
right_child=1 2 34 12 6 7 37 8 -10 -11 -12 -13 18 15 35 17 -18 -19 19 25 22 -23 -24 -25 -26 -27 -28 29 31 30 -32 38 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.017721518903619039 0 0 0 -0.010710972375921933 0 0.0067525290952809352 0 0.0046404105720307875 -0.0074483774851561851 -0.0091763334034865775 0 -0.023946660012502757 0.012063298456129351 -0.020590403095085544 0.021029893745031062 0.0090717865855534062 0.01002694563989014 -0.0074319390856821405 0.0010933090598491148 -8.2304985830440301e-05 0.0011449819435751013 -0.0051719122357881042 -0.014339836040500176 0 0.010211379734752691 0.0087748076749343974 -0.0012119046748603913 6.2097191373963048e-05 -0.010507140891764615 0 -0.019585334172599403 0.0060678326767400481 0.017012435655342495 0 0.027445197437353193 0 0.015819397105467491 -0.013047922824061612 0
leaf_weight=15.90728868892802 34.837038036095691 52.188205138081685 2.8065394232980907 78.202556907752296 16.608884793764446 348.88422465550684 0.12703433632850647 120.41434348740404 588.3487788055354 40.446950379031477 26.099513237859355 108.5546615925723 429.4600220395514 152.31684171118468 326.80282288820308 155.94562206072442 6.3507434374187133 154.16430301842047 709.77808796580939 238.04542047519499 153.56037939529779 1601.1268251030779 64.938605013623601 121.11694457207341 11.668832808732985 378.92399110189581 3.3953968445421188 58.768386228126474 33.467063381802291 30.259098754264414 25.987089834292419 30.263491274090484 79.167840075562708 1.8106735255569208 30.204200535896234 10.722226804005912 151.89842874603346 26.655267049733087 11.458920970559118
leaf_count=112673 45383 1647 338 46056 11277 230041 102 115126 356717 51861 18386 186051 268961 116378 111207 107278 5343 111306 221152 56090 114269 484265 51760 64863 3873 100168 1983 2390 1269 572 462 583 2016 25 3020 2707 76599 21059 149
internal_value=0 0.000479567 0.00569221 9.79764e-05 -0.00216173 -0.00399279 0.00719963 -0.00151464 -0.00485573 0.00375464 -0.0150707 -0.0192772 0.000893585 0.00403248 0.0145267 -0.0054148 -0.0155511 9.87107e-05 2.58608e-05 -0.00125171 0.00508149 -0.00314751 -0.00380342 0.00913428 -0.0033376 0.00518277 0.012406 0.00043314 0.00445317 -0.00418401 -0.0110625 -0.00180896 0.00978298 0.0136454 0.0238591 0.0199276 0.0149584 -0.0102186 0.0024619
internal_weight=0 6415.78 356.382 6059.39 1466.27 1267.59 198.685 1098.09 708.763 389.331 169.491 143.392 4593.12 896.174 427.396 468.778 158.668 310.11 3696.95 2927.87 769.076 2310.9 218.499 550.577 89.8714 616.969 171.903 323.371 208.356 115.015 56.2462 75.1895 133.167 80.9785 33.0107 337.525 168.507 26.7823 41.7224
internal_count=3105405 2992732 12471 2980261 1114585 1003565 111020 753745 471843 281902 249820 231434 1865676 504148 163843 340305 121721 218584 1361528 861675 499853 705417 166029 333824 49929 156258 89859 9113 5689 3424 1034 2001 3688 2041 3358 113914 87876 21161 732
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=16384 1 17 1 78244 379 585 9702912 2 1 544 26771478 29 108 2 2171432 4569540 1 94 944 776 424 1 128 528 64 13
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=40
num_cat=27
split_feature=0 9 0 1 5 0 3 2 0 0 8 10 3 8 0 1 3 0 2 2 3 0 0 1 2 2 1 2 3 2 2 8 1 1 2 2 2 2 3
split_gain=1.72962 0.955854 2.68721 0.915149 2.42351 3.04557 3.23283 2.09015 4.66408 2.42933 2.24668 2.06082 1.96868 1.23197 1.08612 1.47443 0.87163 7.08605 4.10467 2.50763 2.03617 4.34494 4.27736 0.768258 0.714557 0.688803 0.519198 0.438309 0.605266 1.25682 0.998368 0.560024 0.397865 0.323808 0.310989 0.208759 0.194366 0.179894 0.14937
threshold=0 1 2 1.0000000180025095e-35 3 4 1.0000000180025095e-35 5 6 7 8 9 2.5000000000000004 10 11 1.5000000000000002 1.0000000180025095e-35 12 13 14 2.5000000000000004 15 16 11.500000000000002 17 18 24.500000000000004 19 2.5000000000000004 20 21 22 5.5000000000000009 20.500000000000004 23 24 25 26 1.5000000000000002
decision_type=9 9 9 2 1 9 2 1 9 9 1 1 2 1 9 2 2 9 1 1 2 9 9 2 1 1 2 1 2 1 1 1 2 2 1 1 1 1 2
left_child=-1 3 23 4 7 12 36 8 -2 13 -11 -10 34 -9 15 35 17 18 -16 -19 21 -18 -22 27 -8 -14 37 31 30 -30 -29 38 -4 -17 -6 -5 -7 -25 -3
right_child=1 2 32 14 5 6 24 9 11 10 -12 -13 25 -15 16 33 20 19 -20 -21 22 -23 -24 26 -26 -27 -28 28 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.017190056305260212 0.01552487619331356 0 0.030217798048865731 0.00050299324018715454 0 0 0 0.016542712530950944 -0.011854869981811613 -0.0027823463320513315 0.011268960098550123 0.0083854639565717811 0 -1.2901356867963419e-05 -0.0036788490969526032 0.023041297102143227 0.0059691937138217641 -0.013705833839697793 0.017016764261430166 0 0.01302875071190189 -0.0057820952335102364 0 0.015405743529336706 -0.029224245288315073 0.019372457157378328 0 -0.0046024175152657226 0.00048483542781985666 -0.011728212881925208 0.010747862471968364 0 0 0 -0.010516841993160218 -0.0064965584929100057 0.0071327553882376982 0 0.014938403454884515
leaf_weight=15.548501127004783 43.92346548102978 1.3857657600310638 22.708581930608492 4.7729944942511793 8.2198122742920514 2.9680348698166199 2.7114865076528076 129.45643183649008 401.59645785357498 594.96834900756221 108.81981181126321 17.737525186297717 4.3972969430215016 14.97702596685849 88.262060226144968 30.941127462847366 363.34260500493838 154.43036540336107 341.7137641608133 308.56319034275657 256.47964617493562 1213.3456804120178 1824.2594157975691 21.37222872953862 81.476100950341788 22.821704558471541 2.7204109141603103 30.168725810362957 98.666207866743207 110.62532337789889 37.451348613540176 6.1409368100576112 4.8832554977270766 0.64997581369243462 20.3421905500436 9.1944554589645104 9.4587063242834102 8.7901792591437715 12.836417718848677
leaf_count=112021 43060 106 2508 6012 11839 4167 9668 119241 272167 384638 56151 5485 6691 11183 49090 26642 258729 117087 112198 215973 135550 427664 499153 231 128920 24253 76 1242 2877 2934 1343 214 350 500 28611 16804 9207 129 459
internal_value=0 0.000448357 0.00527988 8.99903e-05 -0.00200529 -0.0128571 -0.0209743 -0.000261338 -0.00559021 0.00243491 0 -0.0096144 0.00230027 0.0126727 0.000830893 0.0121794 0.000544968 0.00330246 0.0121787 -0.00472294 -6.68348e-05 -0.00282527 0.0018917 0.000412493 -0.029086 0.017078 0.0109755 -0.000725641 -0.00280786 -0.00584783 0.00214598 0.00583735 0.0235914 0.0217422 -0.0078014 0 0.00367377 0.0145674 0.013505
internal_weight=0 6417.58 357.749 6059.83 1463.87 152.395 96.6143 1311.48 463.257 848.222 703.788 419.334 55.781 144.433 4595.96 45.5586 4550.4 892.969 429.976 462.994 3657.43 1576.69 2080.74 330.158 84.1876 27.219 32.8828 297.275 276.912 209.292 67.6201 20.3631 27.5918 31.5911 28.562 13.9674 12.4267 30.1624 14.2222
internal_count=3105173 2993152 12469 2980683 1115281 223356 151962 891925 320712 571213 440789 277652 71394 130424 1865402 49958 1815444 494348 161288 333060 1321096 686393 634703 9611 138588 30944 436 9175 8396 5811 2585 779 2858 27142 40450 22816 13374 360 565
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=16384 1 264209 2 16777290 278 9440264 15501953 1 1 1 21082116 9961490 29 108 2100520 9175232 4 3 24 896 896 1 792 776 86 352
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=40
num_cat=23
split_feature=0 9 0 7 0 2 6 3 3 13 0 0 11 11 12 8 0 5 6 2 2 1 3 1 1 1 3 2 1 2 1 3 8 3 1 1 3 3 12
split_gain=1.65481 0.925643 2.36523 0.833128 4.94752 2.02854 1.52262 1.72295 1.26587 1.86281 8.43802 3.42836 6.83575 6.35952 2.86134 2.19107 1.82575 4.55386 3.90984 3.26903 2.42985 0.903773 0.875767 1.21114 0.775642 0.68084 0.560191 0.555372 0.493345 0.373654 0.534643 0.600134 0.532298 0.406796 0.354911 0.247318 0.167991 0.143075 0.125238
threshold=0 1 2 3 4 5 6 5.5000000000000009 4.5000000000000009 7 8 9 10 11 12 13 14 15 16 17 18 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 6.5000000000000009 11.500000000000002 5.5000000000000009 19 24.500000000000004 20 1.0000000180025095e-35 2.5000000000000004 21 5.5000000000000009 5.5000000000000009 7.5000000000000009 5.5000000000000009 1.5000000000000002 22
decision_type=9 9 9 9 9 1 1 2 2 1 9 9 1 1 1 1 9 1 1 1 1 2 2 2 2 2 2 1 2 1 2 2 1 2 2 2 2 2 1
left_child=-1 3 25 8 6 24 7 -5 9 11 14 12 -2 -13 -11 -12 18 20 26 -19 -18 -20 -7 -24 38 29 -10 35 36 32 33 -32 37 -31 -4 -8 -27 -3 -6
right_child=1 2 34 4 5 22 27 -9 16 10 15 13 -14 -15 -16 -17 17 19 21 -21 -22 -23 23 -25 -26 28 -28 -29 -30 30 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.016824391865449619 0.0046939155935510572 0 0.028546362322839483 0.038190390189013879 0.011667168427434213 0 0.013390851212961592 0 0 -0.0018307016358739454 -0.0073360965218043674 -0.0081674723504347995 -0.0052525220448143596 0.0066750841712204141 0.036922857027278003 0.011522013034002493 0.010793896148706114 -0.0034656103683138625 0.011372369115673561 0.033848609630416082 -0.00060933784172699935 -0.0024278280079877037 0 -0.022143912341561028 -0.0025258958936700588 0.015205137434911826 -0.026009191243132973 -0.0065703457195194605 0 0.0088602944603888012 0 -0.0078179250294112528 0 -0.00034487004648652301 0 0 0 0.014419953870554798 0
leaf_weight=15.304300643427268 1685.261898287783 1.3857657600310638 23.376674757630102 34.943802344205324 47.862112465547398 7.5999358505359842 6.9956757289473899 2.0176196694374076 32.419552604056662 10.9197460300893 229.18697523314404 1330.4670459874178 1116.2288891022545 319.93665168539155 57.788632945077552 43.933868997963145 202.20433665596647 12.814020685138528 67.718239526395337 43.638927440842963 635.65892733480723 22.197929154208396 12.697971199231686 55.870989115268458 13.639663735288194 28.184645544737581 38.875139325464261 12.362710732151756 2.7204109141603103 31.790986084204633 59.938716236676555 176.3412155067781 6.1409368100576112 7.9766082441201425 4.8832554977270766 0.96922294609248627 2.2242202209308735 13.012047720432745 14.828360359708311
leaf_count=112116 785683 106 2508 9204 1704 900 1563 1405 27573 9497 99620 1120693 283510 200018 41876 10141 57964 13206 37580 37101 189353 11082 984 1600 191 321 33786 3750 76 1788 1904 4206 214 499 350 120 39 460 601
internal_value=0 0.000458274 0.00521418 0.000104468 0.00590409 -0.0031979 0.0239629 0.0340184 -8.15785e-05 -0.000824499 0.00583027 -0.00143801 0.000609082 -0.00501402 0.0295968 -0.00239382 0.00294561 0.00487057 -0.0052339 0.0271596 0.00219231 0.00570866 -0.0129261 -0.0174445 0.00503749 0.000533969 -0.0201163 0 0.0104081 -0.000488813 -0.00250698 -0.0049824 0.0054954 0.00335957 0.0223492 0.0082861 0.0139598 0.0130084 0.010748
internal_weight=0 6417.01 357.975 6059.04 209.788 152.499 57.289 36.9614 5849.25 4793.72 341.829 4451.89 2801.49 1650.4 68.7084 273.121 1055.53 894.316 161.211 56.4529 837.863 89.9162 76.1689 68.569 76.3301 329.716 71.2947 20.3276 33.1293 296.586 276.048 236.28 20.5388 39.7676 28.2599 7.9649 30.4089 14.3978 62.6905
internal_count=3105292 2993176 12471 2980705 22022 5980 16042 10609 2958683 2551038 161134 2389904 1069193 1320711 51373 109761 407645 297624 110021 50307 247317 48662 3484 2584 2496 9613 61359 5433 436 9177 8397 6110 780 2287 2858 1683 360 566 2305
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=16384 1 264209 1 10489162 428 1 1 8424520 24916880 1 1 2 1 4987264 2 1 25 85 432 24 1 1
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=40
num_cat=21
split_feature=0 1 0 5 2 2 0 1 0 1 2 7 0 3 0 3 0 2 1 0 3 3 1 2 12 3 1 1 8 1 1 12 2 8 7 1 1 3 3
split_gain=1.55388 0.897051 2.80465 2.2626 2.12559 1.92072 3.20968 2.83579 2.52817 1.88192 1.87274 4.14822 2.69671 1.97132 3.15575 2.794 3.412 1.87024 1.67474 1.53951 1.35433 1.35378 1.32399 1.31356 2.25572 1.27891 1.16739 1.05348 0.948915 0.761145 1.00901 0.672611 0.670615 2.65009 0.65223 0.644454 0.633415 0.580195 0.643845
threshold=0 6.5000000000000009 1 2 3 4 5 21.500000000000004 6 7.5000000000000009 7 8 9 7.5000000000000009 10 4.5000000000000009 11 12 12.500000000000002 13 2.5000000000000004 7.5000000000000009 96.500000000000014 14 15 25.500000000000004 5.5000000000000009 10.500000000000002 16 9.5000000000000018 16.500000000000004 17 18 19 20 2.5000000000000004 7.5000000000000009 6.5000000000000009 1.0000000180025095e-35
decision_type=9 2 9 1 1 1 9 2 9 2 1 9 9 2 9 2 9 1 2 9 2 2 2 1 1 2 2 2 1 2 2 1 1 1 9 2 2 2 2
left_child=-1 10 3 4 36 7 29 8 20 -6 12 13 -2 15 35 19 -17 18 -5 -12 -4 -11 34 24 -13 -16 -14 -10 -26 31 -31 -7 -8 -34 -9 -15 -3 38 -19
right_child=1 2 5 17 9 6 32 22 27 21 11 23 26 14 25 16 -18 37 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.016298537015594802 0.010668853602487323 0.010538391930201989 0.0032460608661174259 0.022432017778450792 0 0.013007039908480745 0 -0.022199712468696103 -0.0023874060783809327 0.034371390221810093 0.00041674585081072292 -0.0017171964504557717 -0.01572372907078156 0.0081941686863430084 -0.02703014490661422 0.016523883780319892 0.0012978382089390752 0 -0.0039379567497636178 -0.0036869576153346359 0.033968366319127738 0 0.0022653133253744402 0 0.035520009248302085 0 0 0.0087525298079295048 0 -0.0088850063035562348 0.0039254276363115568 0 -0.030388752497015122 0.0012451895215890079 0 -0.0043485628026208589 -0.0031629768194926071 0 -0.02360442261996587
leaf_weight=14.95686990593822 17.802812750935118 18.776841322774999 62.827111197912018 13.275875325824019 18.407954454887658 36.835176895663608 41.195614344731439 32.462628088775091 168.69165118303499 74.006433388974983 2783.4259501056804 11.257751448720228 182.05866570512262 55.612889044969052 64.26821096639469 174.11731052905088 692.48859168142371 0.61445461012772895 6.4309977512457399 1251.9066997239588 30.339082083199173 1.724167508247773 3.2163039870501953 66.628198290301953 51.702809500449803 0.58327258066856202 21.05048202368198 98.000430256070103 1.8901155539788295 99.937964349664981 54.76838198985206 102.71941412816523 58.849299832538236 10.427672392164821 0.47450201550964166 21.963155826379079 61.669657030026428 0.54410888155689363 22.338246975312359
leaf_count=111559 28335 7925 38508 9076 9631 3767 24523 13835 14243 41830 1049307 1316 179058 23988 37960 103810 200392 464 4438 1043547 10400 513 1359 5781 3886 473 5703 8695 106 9085 7875 7817 39175 2867 44 6051 31346 470 16171
internal_value=0 0.000485454 0.00316361 0.0122272 0.0174801 0 -0.00443268 0.00490004 0.00845669 0.0249897 0 0.000380026 -0.00829997 -6.479e-05 -0.0106185 0.000243747 0.00534092 -0.0016956 0.0088315 -0.000808434 0.019907 0.0321572 -0.0130067 0.0161688 0.0229762 -0.0219976 -0.0126785 0.00112807 0.0298857 0.00062699 -0.00282474 0.00608256 -0.0164876 -0.0215021 -0.0196336 0.00149317 0 -0.0149838 -0.0207151
internal_weight=0 6415.29 1018.53 217.789 174.585 800.745 404.734 396.012 359.858 94.1386 5396.76 5175.84 220.912 5044.37 142.428 4901.94 866.606 43.2037 19.7069 4035.33 93.1662 75.7306 36.1534 131.479 64.8507 64.8515 203.109 266.692 53.5929 294.261 154.706 139.555 110.473 69.277 32.9371 77.576 80.4465 23.4968 22.9527
internal_count=3105329 2993770 304057 121864 91245 182193 95109 87084 71846 51974 2689713 2476617 213096 2465528 68472 2397056 304202 30619 13514 2092854 48908 42343 15238 11089 5308 38433 184761 22938 3992 28544 16960 11584 66565 42042 13879 30039 39271 17105 16635
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=16384 1121101 2 708 331 1168 11272226 3 1 6329349 8389584 10560616 705 23863699 432 6 1 6 128 1 1
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=40
num_cat=25
split_feature=0 9 0 1 5 0 3 2 10 3 0 2 2 3 0 1 3 0 2 2 1 0 0 2 2 2 1 8 1 13 12 3 12 2 0 1 1 3 1
split_gain=1.52255 0.87036 2.05747 0.67917 1.96996 2.72031 2.63625 1.91147 3.24394 2.14167 2.02122 4.08253 2.72656 1.65176 0.884759 1.40019 0.683144 5.96523 3.90762 3.41692 1.81909 11.0002 4.74831 0.67394 0.640858 0.6049 1.85655 0.924375 0.710164 0.602558 0.542485 0.695422 0.496511 0.396705 0.395085 0.358444 0.330341 0.262304 0.26059
threshold=0 1 2 1.0000000180025095e-35 3 4 1.0000000180025095e-35 5 6 5.5000000000000009 7 8 9 2.5000000000000004 10 1.5000000000000002 1.0000000180025095e-35 11 12 13 1.5000000000000002 14 15 16 17 18 2.5000000000000004 19 3.5000000000000004 20 21 5.5000000000000009 22 23 24 7.5000000000000009 5.5000000000000009 6.5000000000000009 20.500000000000004
decision_type=9 9 9 2 1 9 2 1 1 2 9 1 1 2 9 2 2 9 1 1 2 9 9 1 1 1 2 1 2 1 1 2 1 1 9 2 2 2 2
left_child=-1 3 25 4 7 13 -7 8 9 -2 11 -9 -12 33 15 -5 17 18 -16 -19 21 -18 -22 -8 -15 26 27 -3 30 35 31 -27 -30 -6 -10 -28 -4 -32 -17
right_child=1 2 36 14 5 6 23 10 34 -11 12 -13 -14 24 16 38 20 19 -20 -21 22 -23 -24 -25 -26 28 29 -29 32 -31 37 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.016127231627989562 -0.026198948058107026 0.0013262754373419608 0.026887628746007166 -0.00044078122750032815 0 0.0026534663937954261 0 0.024084295728078929 0.013165917926236665 0.0014347741191020372 -0.0060950627639813531 -0.0029285739439726725 0.00361269199914318 0 0.016156057547158972 0.021638179412570402 0.011878784217301892 0.01056246366803118 -0.00068322912706107383 -0.0097808250971808345 -0.0045195704867227781 -0.010276050727040544 0.0038607102180886637 -0.027625038161969234 0.018055921977907823 0.010780254685908966 0.00067611562361832335 -0.014907853149646553 0 0 -0.0087251550185661105 -0.0006962124307236619 -0.010334739337393251 -0.010238161991951607 0 0.024365974694585527 0 0 0
leaf_weight=14.844632371296029 70.169449224165874 29.192910764715634 24.055572064069569 13.187489612104399 7.5464020211002207 10.901428009379741 5.0968950901260541 67.125564138219488 9.312101096933473 8.4256570294965041 473.35177115862462 73.234416729497752 605.05453498415227 4.3697260526932951 323.39276633890404 30.821892074709471 574.53075379036818 58.472916300008364 173.36706303634128 340.70812122163261 1762.0244625682208 304.8958518439249 1015.592570998786 74.650728341110153 23.521408075743242 73.83432405203348 43.11584579013288 17.497272824170068 13.649202121188864 11.004435331095008 20.860643140680626 16.7217029928579 76.562832923606038 23.495793318503278 2.1175501909747245 24.841699117445387 4.9103799124713978 2.0797469365643328 0.55877825518837099
leaf_count=112488 126267 1308 2509 22018 8758 11704 16851 58650 2573 5717 249987 66167 379952 6841 118158 26445 217699 41103 87858 247529 299356 215577 590737 119702 24564 2648 804 741 327 175 1054 676 1486 34568 1008 274 350 118 448
internal_value=0 0.000497246 0.00511553 0.000151638 -0.00164383 -0.0114919 -0.0196596 -6.19175e-05 -0.0117885 -0.020896 0.000913514 0.010803 -0.000445748 0.00206968 0.000792966 0.0111286 0.000528712 0.00296098 0.0101073 -0.0054272 -3.61498e-06 0.00379988 -0.00134243 -0.0271262 0.015717 0.000633707 0.00575249 -0.0042975 -0.00171863 0.0145233 0.00160073 0.00602678 -0.0078906 -0.0066366 0.0105337 0.0172085 0.0210601 -0.00408534 0.0205303
internal_weight=0 6414.25 358.327 6055.93 1458.37 149.582 90.6491 1308.79 90.0248 78.5951 1218.77 140.36 1078.41 58.9333 4597.55 44.5682 4552.98 895.941 496.76 399.181 3657.04 879.427 2777.62 79.7476 27.8911 329.361 125.652 46.6902 203.708 78.962 113.496 90.556 90.212 31.0422 11.4297 67.9575 28.966 22.9404 31.3807
internal_count=3105195 2992707 12470 2980237 1113309 222988 148257 890321 135565 131984 754756 124817 629939 74731 1866928 48911 1818017 494648 206016 288632 1323369 433276 890093 136553 31405 9611 3302 2049 6309 1253 4496 3324 1813 43326 3581 1078 2859 1172 26893
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=16384 1 264209 2 17039434 22 1 8916489 321 320 16887812 9962010 960 515 6292304 3670801 6 3 296 1 1 1 10 784 2130
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=40
num_cat=27
split_feature=0 10 0 2 12 7 2 7 0 3 1 1 0 2 8 2 0 5 2 4 0 0 2 9 3 0 3 13 3 2 3 3 1 1 5 0 3 13 3
split_gain=1.43566 0.810536 1.95046 4.30561 1.68437 1.59328 1.47504 1.89877 1.51516 1.42108 1.26488 1.47775 1.14326 1.65081 1.11176 6.42369 3.75827 2.70262 2.56863 6.40109 4.62737 4.53574 4.25803 2.98551 2.06882 3.21177 1.22423 1.03388 0.89575 0.862715 0.729801 0.715625 0.67837 0.673072 0.616501 0.600886 0.373456 0.347453 0.181544
threshold=0 1 2 3 4 5 6 7 8 2.5000000000000004 5.5000000000000009 2.5000000000000004 9 10 11 12 13 14 15 16 17 18 19 20 1.5000000000000002 21 2.5000000000000004 22 4.5000000000000009 23 9.5000000000000018 6.5000000000000009 1.5000000000000002 3.5000000000000004 24 25 5.5000000000000009 26 6.5000000000000009
decision_type=9 1 9 1 1 9 1 9 9 2 2 2 9 1 1 1 9 1 1 1 9 9 1 9 2 9 2 1 2 1 2 2 2 2 1 9 2 1 2
left_child=-1 5 3 4 -3 14 8 10 27 -9 11 -8 34 28 18 16 31 -18 20 21 26 -20 -21 -22 35 -26 -2 33 -14 -12 -11 -16 -5 -4 37 -17 -15 38 -7
right_child=1 2 6 32 -6 12 7 9 -10 30 29 -13 13 36 15 24 17 -19 19 22 23 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.015713263071854441 0.026296846189587678 0.035963807478155432 0.0021058439355058178 0 0 0.031633178796413843 0.0024262909679183126 0 -0.0080986126671193318 -0.028071801810618486 -0.0011615230499336876 -0.014996438642264555 0.019454319007038996 -0.013538385260025394 0.018553067620410243 0 -0.010903271367917432 0.013828127288905135 -0.0012896669977402854 0.00026476138547608521 -0.00030213691360527254 -0.010604204065563899 0.030265162862664119 0.021517457970901672 0.0086948987628833862 -0.011359548099045791 0.00032319621485062995 -0.00092478727507966396 0 0.015418254366805207 0 0 -0.013518053750382647 0.020552958014210729 0 0.021035920438059755 0 0 0
leaf_weight=14.575279054613929 69.712565966518014 36.319499950099271 90.385583364899503 12.018166424531957 12.924577404221052 13.987482586700933 67.688326663628686 29.098333377740346 8.9086837586364691 28.150653752963994 4.4183841897756793 42.968525977281388 23.005162096495045 34.750622242281679 43.290530616010074 5.8668591872556135 432.77803344329004 13.014605220145311 1863.9532160911931 160.48707729537273 1816.2870883309151 755.69194546863946 48.361474207544234 34.43878795451019 377.15770522873208 52.189675209025154 53.628336572626722 13.937117791967465 3.2454645314719519 39.973505482892506 0.69979908049572159 1.9315410292474542 19.617472428828478 63.861494846292771 7.1653511040494786 129.98841594695114 2.5090818224125533 1.3662554572219949 0.25057567801559422
leaf_count=112319 66844 12643 16031 7564 6041 3173 17684 2090 4134 1263 677 7824 2052 3425 23150 4393 145672 8560 795828 44883 875843 701550 12073 1280 81572 22855 41247 2686 326 4582 139 855 8564 5025 4195 55383 320 377 130
internal_value=0 0.000470294 0.00435093 0.0154858 0.0285404 9.31449e-05 1.80581e-05 -0.00449867 0.00666037 -0.0166275 0.000130837 -0.00396175 0.0117087 0 -8.57471e-05 0.00274619 -0.00505647 -0.00854476 -0.00078383 -0.00274213 0.00187575 -0.00422439 0.0126748 0.000279643 0.0098612 0.00496337 0.0180552 0.010289 0.0119289 0.0118489 -0.0255861 0.013681 -0.00523681 0.0134745 0.0208831 0.0204281 -0.0095733 0.0291408 0.0308861
internal_weight=0 6416.03 470.97 80.8797 49.2441 5945.06 390.09 212.998 177.093 57.9488 155.049 110.657 86.28 63.5103 5858.78 1056.22 491.015 445.793 4802.56 2828.49 1974.07 2619.65 208.849 1850.73 565.203 429.347 123.341 168.184 26.2506 44.3919 28.8505 45.2221 31.6356 154.247 22.7697 135.855 37.2597 15.6043 14.2381
internal_count=3105252 2992933 96947 34812 18684 2895986 62135 34259 27876 3492 30767 25508 13998 6123 2881988 342440 178237 154232 2539548 1554334 985214 1497378 56956 877123 164203 104427 108091 23742 2378 5259 1402 24005 16128 21056 7875 59776 3745 3680 3303
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=16384 1 8392672 103 1 1 312 1 262170 8389706 326 1 768 7932936 2 777 1 30971013 20259603 128 1 8396080 1 128 2 4797824 1
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=40
num_cat=19
split_feature=0 1 0 2 1 0 0 11 12 3 2 7 0 3 0 3 0 0 13 1 3 2 1 1 2 1 3 3 2 1 7 3 3 1 3 8 1 3 3
split_gain=1.40541 0.700921 2.50145 3.0213 3.67495 3.1688 2.87845 3.34796 2.04429 2.03231 1.35797 3.44693 2.2037 1.6781 2.77701 2.39193 2.70397 1.51973 1.36968 1.3023 1.2212 1.19087 1.18631 0.978952 0.800449 0.667037 0.942527 0.671413 0.655562 0.624547 0.622491 0.673101 0.575146 0.571598 0.47756 0.418668 0.417366 0.396702 0.300965
threshold=0 6.5000000000000009 1 2 24.500000000000004 3 4 5 6 1.5000000000000002 7 8 9 7.5000000000000009 10 4.5000000000000009 11 12 13 10.500000000000002 25.500000000000004 14 10.500000000000002 5.5000000000000009 15 9.5000000000000018 3.5000000000000004 2.5000000000000004 16 1.0000000180025095e-35 17 5.5000000000000009 2.5000000000000004 123.50000000000001 1.0000000180025095e-35 18 4.5000000000000009 9.5000000000000018 8.5000000000000018
decision_type=9 2 9 1 2 9 9 1 1 2 1 9 9 2 9 2 9 9 1 2 2 1 2 2 1 2 2 2 1 2 9 2 2 2 2 1 2 2 2
left_child=-1 10 8 4 5 19 25 21 22 -7 12 13 -2 15 29 18 -17 35 -12 -4 -16 -8 28 37 -19 27 -27 -5 34 -15 31 -6 -25 -24 -3 38 -26 -14 -13
right_child=1 2 3 6 30 9 7 -9 -10 -11 11 17 23 14 20 16 -18 24 -20 -21 -22 -23 33 32 36 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.015483507973183304 0.0096444125218291526 0 -0.0029865594594332551 0 -0.022676380263062148 0.0016108260677573615 -0.00032824203430718716 0.003976306598122841 -0.0015358665171326372 0.032587817541163432 -0.0012025802564111325 0.031449054236089416 -0.014787629440144365 0.010564946634606637 -0.025645525764608646 0.0149084434071695 0.0013094845699487621 0.0083273607099688032 0.0063827665857775929 0.0098794129124009592 0 -0.026986737762260706 0.031948639481400989 -0.004397775989130122 -0.0095585846805506872 0.00057509947535746241 -0.012233618321116777 0.010770321927471432 -0.0032303599779126635 -0.0016547784826098887 0 0 0.011326993979369994 0 0.016002355151015467 0 0 0 0
leaf_weight=14.426928082106315 18.342294281730574 6.2862037599261411 151.79881812684471 74.63927113864338 22.820869553368542 60.41049680733704 59.211042852519313 40.959998935926706 28.986482383363182 64.012332673009951 3814.270414898976 35.898861942638177 175.12610144729115 25.968991891379119 62.527571849306696 177.10596291502588 692.37422091894405 54.92834236723138 215.63321029807048 91.637374152647681 0.54797744570532714 76.175120186017011 46.44043622983736 12.716603093664164 35.183717542211525 134.53164906511665 39.368119278398808 78.624757151410449 26.043902236197027 51.799559366132598 0.26306050468702125 1.5365521115018044 8.3887197987642121 0.78883656376274203 16.488877996103838 0.59773037891136382 6.2586739853722966 2.8154760949837501 0.41843920527025957
leaf_count=112903 28926 2777 12561 8182 12074 37459 40616 15727 19555 22516 1987433 7163 175349 12804 37454 104545 200614 2050 104437 7999 462 50708 25903 4294 1453 16982 2554 4719 15063 17185 29 506 1447 532 7478 92 110 2296 213
internal_value=0 0.00052841 0.00289566 0.000412633 0.00690712 0.0104762 -0.00423353 -0.0133379 0.014283 0.0213431 1.21479e-05 0.000416629 -0.00701759 0 -0.00978571 0.000292231 0.00499816 0.0147191 -0.000678643 0.00126573 -0.0206429 -0.0209676 0.02031 -0.0111649 0.000980431 0.000775208 -0.00222659 0.00566739 0.00126918 0.0013242 -0.0161269 -0.019387 0 0.0305986 0.00977109 0.0256089 -0.00438102 -0.0140227 0.0306173
internal_weight=0 6411.93 1021.02 895.989 392.48 367.859 503.51 176.346 125.035 124.423 5390.9 5173.51 217.389 5040.23 140.844 4899.38 869.48 133.286 4029.9 243.436 63.0755 135.386 96.0483 199.047 96.3707 327.164 173.9 153.264 48.819 77.7686 24.6205 24.3574 21.1053 47.2293 22.7751 36.915 41.4424 177.942 36.3173
internal_count=3105170 2992267 303940 232632 93144 80535 139488 107051 71308 59975 2688327 2476015 212312 2464934 67905 2397029 305159 11081 2091870 20560 37916 91324 51753 183386 3613 32437 19536 12901 25318 29989 12609 12580 5741 26435 10255 7468 1563 177645 7376
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=16384 1121029 323 4203664 1168 1 9 3 1 6329349 8389584 10560616 8654154 1 136 300 609 1 1
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=40
num_cat=21
split_feature=0 12 5 0 2 0 11 0 0 2 2 2 5 2 0 1 1 3 3 1 2 3 13 2 1 3 0 3 3 1 1 12 3 1 3 1 1 2 3
split_gain=1.30121 0.679385 7.57772 4.9068 5.47127 4.3873 3.83203 3.07983 2.91475 3.35475 2.45214 2.12164 2.04822 14.3625 8.07583 3.66042 3.60569 2.20444 1.98558 4.11806 1.72408 1.68244 1.588 3.66848 1.42911 1.35296 1.15676 1.11696 1.10015 1.0668 0.990396 0.897426 0.733269 0.716344 0.661027 0.65132 0.611884 0.559943 0.537696
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 1.5000000000000002 14.500000000000002 2.5000000000000004 1.0000000180025095e-35 32.500000000000007 15 5.5000000000000009 16 17 17.500000000000004 7.5000000000000009 18 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 4.5000000000000009 19 1.5000000000000002 4.5000000000000009 13.500000000000002 4.5000000000000009 35.500000000000007 20 1.5000000000000002
decision_type=9 1 1 9 1 9 1 9 9 1 1 1 1 1 9 2 2 2 2 2 1 2 1 1 2 2 9 2 2 2 2 1 2 2 2 2 2 1 2
left_child=-1 7 3 10 5 25 21 20 35 29 33 -8 16 14 15 -14 22 26 36 -20 24 -6 27 -24 34 -5 -15 -9 -7 -10 32 -12 -22 38 -2 37 -18 -4 -3
right_child=1 2 8 4 6 28 11 12 9 -11 31 -13 13 17 -16 -17 18 -19 19 -21 30 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.014952687844292073 0.01803232139881325 -0.010687832536207146 0 0.026606707599499575 0.0061099051346756479 0.0094891704546581322 0 -0.0040421611538485076 -0.003990420786129832 -0.028817688020693167 0 -0.017777256859002302 0.0067862645932965371 0 0 0.052700385082182402 -0.0098597387198489927 0 0.028715563016288505 -0.0070067423946715687 -0.010151704867914432 -0.010223305871646181 0.0039455416430159151 -0.022122240388319895 -0.0024516097607364812 0 -0.02766844799428957 0.0002691925618406754 0 0.016557820800611727 0.011311500639870955 -0.022518733123854898 0.00056722515240883293 0.0089719335023939924 0 -0.0057559207250544109 0.0054673349843768941 0.012867001720834893 0
leaf_weight=14.087230672428632 209.40084409488009 37.1515020410734 8.6250281175744021 153.82795803548652 410.26543419763948 166.29579937782546 156.56517798789719 695.59712984657381 9.57416026430292 132.647665825687 14.365368785860483 135.13813055506034 55.124239623954054 15.509539204907922 89.191619321194594 62.164252872535144 23.060217947175264 40.85433271245347 80.838536128023406 14.94714126572944 50.080385552275402 34.269855850325257 60.670138276203943 70.366325836017495 5.8713437313999739 4.0938534204324233 60.786059454541828 2966.9848332759066 263.65798802522477 9.4509900341217854 39.973127862816909 99.194713244101877 112.95774142399023 30.496507389441831 2.6360661725047967 9.2501977411156968 3.1750886995578176 25.553721154166851 53.00352749488593
leaf_count=111954 184705 39752 8410 121636 227913 59401 44671 457120 14658 136125 10765 43783 43398 17924 72364 32051 9433 40029 14720 5328 49805 16115 20468 22147 4222 3269 54704 874537 42784 6698 27350 84491 99317 21290 1379 6915 1861 25471 46293
internal_value=0 0.000500179 -0.00107566 0.0011938 0.00377708 0.0107237 -0.00164997 0.00116103 -0.0183262 -0.0233732 -0.0107808 -0.0103005 0.000241422 0.00757175 0.0223503 0.0364602 -0.000340753 -0.0161076 0.0146432 0.0204145 0.00894726 0.00365185 -0.00101228 -0.010832 0.0145956 0.0236513 -0.0248403 -0.000494563 0.00372812 0.00330884 0.000245412 -0.0193672 -0.00223719 0 0.0171555 0.000656167 -0.00074296 0.00904761 -0.00436919
internal_weight=0 6413.62 1753.43 1558.33 1324.11 587.876 736.239 4660.19 195.102 151.673 234.212 291.703 4239.27 323.63 206.48 117.288 3915.64 117.15 122.021 95.7857 420.92 444.535 3793.62 131.036 217.908 157.922 76.2956 3662.58 429.954 19.0252 203.011 113.56 163.038 120.652 212.037 43.4289 26.2353 34.1787 90.155
internal_count=3105256 2993302 960440 762163 559572 227090 332482 2032862 198277 157481 202591 88454 1666084 260470 147813 75449 1405614 112657 31342 20048 366778 244028 1374272 42615 190306 124905 72628 1331657 102185 21356 176472 95256 149122 107335 186084 40796 11294 33881 86045
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=16384 1 2 9508289 122 2623530 1 8500485 16777281 515 397 132 2 961 216 341 1 302 20973736 8 66
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=40
num_cat=28
split_feature=0 10 1 0 1 2 11 12 7 3 0 2 1 3 0 2 2 0 0 12 2 1 12 2 0 3 2 0 3 2 1 3 5 8 2 13 3 13 0
split_gain=1.23566 0.647847 1.93021 2.74636 2.95443 1.90372 1.81835 1.51783 1.36274 1.28103 1.04285 1.46875 1.03614 1.44558 0.970827 1.01301 0.92793 2.5192 0.927685 0.90232 0.897451 0.87996 2.25021 3.53072 3.41537 1.86846 2.33313 1.82515 0.851167 0.732471 0.727679 0.60926 0.552229 0.489503 0.371068 0.369943 0.356133 0.327541 0.262463
threshold=0 1 2.5000000000000004 2 5.5000000000000009 3 4 5 6 2.5000000000000004 7 8 11.500000000000002 2.5000000000000004 9 10 11 12 13 14 15 2.5000000000000004 16 17 18 4.5000000000000009 19 20 4.5000000000000009 21 1.0000000180025095e-35 1.0000000180025095e-35 22 23 24 25 5.5000000000000009 26 27
decision_type=9 1 2 9 2 1 1 1 9 2 9 1 2 2 9 1 1 9 9 1 1 2 1 1 9 2 1 9 2 1 2 2 1 1 1 1 2 1 9
left_child=-1 8 6 20 5 -5 7 14 16 -7 32 28 13 -6 15 -3 17 30 -8 -14 -4 25 23 -23 -24 26 -18 -27 -12 -20 -2 -32 37 35 -9 -22 -13 -10 -36
right_child=1 2 3 4 12 9 18 34 10 -11 11 36 19 -15 -16 -17 21 -19 29 -21 33 22 24 -25 -26 27 -28 -29 -30 -31 31 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=-0.014662392200540379 -0.0013925125783450295 0 0 0.0016122193476568831 0 -0.00094766494065844889 0.0078736045236121668 0.0037961892406142839 0.02884247345938161 -0.03029273194220973 0.018409593080443775 -0.013102898707039757 0.0033558533122169582 0.01821249425955913 0 0.0252423184420442 -0.0005307382585272068 -0.022587121369677433 0 -0.013429563760715699 0.028037738314156898 -0.0028307440241686021 0.010450882909646872 0.006486015475007172 -0.0060929806820697423 0.0093332273107647901 -0.0079301918368968015 -0.00018878085372630207 0 -0.0147779077822306 0 0.018268454113308085 0 0 0 0 0 0 -0.010148258787385216
leaf_weight=13.90325481687978 6.5065272914507686 11.531369033502413 6.6288983705453575 23.5615183316404 45.131953693751711 48.849149855726864 6.3193144520628266 13.705238503258441 14.931464851368219 51.278821268002503 23.418858142802495 34.473120897193439 6.0104770423495211 43.487395975273103 6.5981060228659763 99.988571706344374 2108.9818112229023 27.159783929751939 16.164873005647678 17.896871603443291 24.522748696559571 524.44122734936172 106.49550896382425 1216.0624726710812 619.33109599087038 264.92059096179582 535.93603533340865 430.16096878056851 3.2944264844991258 27.183849607245065 2.6945119282172554 14.73276851630362 7.186003431328575 0.85332798684248956 1.1740735372295601 2.3511905677733074 2.5227797307888968 1.3836635499610572 19.615006038744472
leaf_count=112091 11907 2539 3044 2439 5680 9665 2664 5390 3303 4622 2053 3417 812 2157 3909 27332 1157960 56384 3317 2866 6616 173765 70546 367164 224596 170345 514409 125710 343 5084 2306 7031 4196 187 982 840 320 377 6792
internal_value=0 0.000436563 0.00390277 -0.000770855 -0.0060561 -0.0158398 0.0107379 0.0156814 9.31578e-05 -0.0202449 0.0107919 0 0.00323878 0.0091447 0.0194935 0.0220768 -6.93583e-05 -0.0101041 -0.000871245 -0.00599409 0.0153463 3.62746e-05 0.00150732 0.00350971 -0.0028548 -0.000964598 -0.00224599 0.00338877 0.0110561 -0.0088077 0.0046381 0.0136497 0.019473 0.0207665 0 0.0262406 -0.00921113 0.0271351 -0.00695055
internal_weight=0 6417.49 472.853 270.572 236.216 123.689 202.28 152.612 5944.63 100.128 87.2103 63.7092 112.527 88.6193 118.118 111.52 5857.42 51.0936 49.668 23.9073 34.3562 5806.33 2466.33 1740.5 725.827 3340 2644.92 695.082 26.7133 43.3487 23.9338 17.4273 23.5011 27.7273 34.4943 26.8739 36.9959 16.3151 20.7891
internal_count=3105160 2993069 96937 38928 28241 16726 58009 46944 2896132 14287 14009 6133 11515 7837 33780 29871 2882123 77628 11065 3678 10687 2804495 836071 540929 295142 1968424 1672369 296055 2396 8401 21244 9337 7876 7643 13164 7456 3737 3680 7774
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=16384 1 11010508 32 1 9 1 8389706 326 8654706 516 2 262170 8652352 6 904 1 280 11274240 944 11569891 387 2 1 661 1 1 2097696
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=40
num_cat=25
split_feature=0 9 0 0 11 11 0 0 2 2 2 3 2 5 2 2 10 1 3 5 4 12 1 3 1 3 1 1 12 3 1 12 2 8 1 3 12 1 2
split_gain=1.17639 0.624619 1.91241 0.602961 8.67714 5.72666 12.4887 7.19416 9.60129 5.92321 5.31089 5.20721 3.47076 3.34831 3.35818 3.20456 3.10062 2.84881 2.57102 2.42603 1.96281 2.00371 1.95728 1.60655 1.58333 1.51514 1.41035 1.1522 1.01912 0.962921 0.898226 0.647843 0.51682 0.814232 0.697855 0.954453 0.592897 0.588773 0.310399
threshold=0 1 2 3 4 5 6 7 8 9 10 1.5000000000000002 11 12 13 14 15 2.5000000000000004 4.5000000000000009 16 17 18 14.500000000000002 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 1.5000000000000002 1.5000000000000002 19 6.5000000000000009 2.5000000000000004 20 21 22 3.5000000000000004 3.5000000000000004 23 2.5000000000000004 24
decision_type=9 9 9 9 1 1 9 9 1 1 1 2 1 1 1 1 1 2 2 1 1 1 2 2 2 2 2 2 1 2 2 1 1 1 2 2 1 2 1
left_child=-1 3 32 5 13 7 9 10 17 28 29 -10 16 20 24 30 18 -9 -6 -11 21 -5 -17 -16 -15 -12 31 -22 -7 -2 -8 -14 33 36 -34 -36 38 -35 -3
right_child=1 2 -4 4 12 6 15 8 11 19 25 -13 26 14 23 22 -18 -19 -20 -21 27 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 34 37 35 -37 -38 -39 -40
leaf_value=-0.014373637129174064 0.016733308888676409 0 0.018589508011650293 0.004839332812001839 0.033776334381409867 0.0079572514183554304 0.0051179851034478174 0 -0.024227023553816476 -0.011892160430141999 0.0068829383267855317 -0.0012593708254490937 -0.00026529796735056749 -0.012179879613511432 0 0.027721617690802614 -0.0024516157485008384 0.016238652728584092 0 0.0078724754074905225 0 -0.0060420281736195437 0 -0.033219257952492663 0.0048772959782921264 -0.00021801024182840933 -0.0024781311260148424 0.011111225721740605 -0.0033439956453916032 0 -0.011728927376338431 0.011649086606298211 6.995286455759668e-05 -0.0097510282866000997 0 -0.018501434506409446 -0.00083236593133119885 0.0017803568661952343 0.013280586155314428
leaf_weight=13.721485190237217 532.42952028512082 49.679725361522287 36.157706362078898 141.99810337786039 99.872980097410618 214.82041769186617 33.685189347605046 271.85069397619736 203.3453587337608 1048.0300995785219 491.09480215152144 228.90220053742451 8.1188921546272468 61.075489391245355 6.4743878933804799 139.60799078061973 14.99722652841592 160.6232950406411 26.080828336707782 27.387693566692178 159.00795799144544 1009.5957170318234 5.9056243319646446 77.74068171584986 83.422657071183494 526.72080045734037 166.38148654244287 110.01655759749701 49.318988384533441 23.600372902248637 23.167299752531108 113.87853285393794 58.760016329062637 32.974319251370616 30.378636584151536 25.340313609107397 7.0965791868511578 42.070696124341339 78.484164687804878
leaf_count=112419 121146 1533 3369 121054 60831 37023 26248 268037 186661 177346 139359 191335 7100 84306 6974 82584 5204 92648 14240 14939 80071 831571 2769 84972 57375 60864 84990 35357 8791 2868 11144 82526 2390 1269 572 462 273 732 1882
internal_value=0 0.000393015 0.00428964 9.22813e-05 -0.00121696 0.000855678 -0.00377101 0.00391644 -0.00310118 -0.00749468 0.00791507 -0.0132967 0.0107827 -0.00466326 -0.0153959 0.0169644 0.0218828 0.00671701 0.0280213 -0.0108196 -0.00244588 -0.00436778 0.0237678 -0.0275895 -0.00138805 0.00299229 0.00211073 0.0043906 0.00469846 0.0156173 0 0.00973555 0 0.00340636 -0.00382813 -0.0104711 0.00809863 -0.00176832 0.0099759
internal_weight=0 6420.09 360.942 6059.15 2078.66 3980.49 1541.92 2438.57 864.722 1339.56 1573.85 432.248 429.33 1649.33 228.713 202.366 140.951 432.474 125.954 1075.42 1420.62 1151.59 145.514 84.2151 144.498 1017.82 288.379 269.025 264.139 556.03 56.8525 121.997 324.784 210.305 114.479 55.719 135.26 75.045 128.164
internal_count=3105234 2992815 12482 2980333 1556571 1423762 360844 1062918 738681 238099 324237 377996 254891 1301680 233627 122745 80275 360685 75071 192285 1068053 952625 85353 91946 141681 200223 174616 115428 45814 124014 37392 89626 9113 5689 3424 1034 3688 2001 3415
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=16384 1 17 27374680 1 1 4112 16814096 793 56 198 113 2 738 267 1 2 1 12 3 4 424 1 3 128
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=40
num_cat=21
split_feature=0 9 0 8 2 0 0 1 12 2 1 0 12 0 1 2 2 1 12 3 3 3 2 2 8 2 1 1 12 1 12 3 3 1 1 1 3 1 1
split_gain=1.0929 0.559413 1.76205 0.583418 6.50066 2.38394 2.06558 2.08571 3.1202 1.88101 2.01921 1.6302 1.57791 4.11681 2.26586 3.74564 2.25045 1.48819 1.34871 0.949898 0.941982 0.509629 0.882884 0.796185 0.666256 0.684569 0.539769 0.604815 0.499588 1.02333 0.439997 1.02152 0.464403 0.413119 0.353571 0.346191 0.326721 0.322001 0.255958
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 8 6.5000000000000009 9 10 11 21.500000000000004 12 13 10.500000000000002 14 2.5000000000000004 4.5000000000000009 1.5000000000000002 15 16 17 18 3.5000000000000004 9.5000000000000018 19 1.5000000000000002 20 4.5000000000000009 3.5000000000000004 15.500000000000002 5.5000000000000009 3.5000000000000004 3.5000000000000004 9.5000000000000018 14.500000000000002
decision_type=9 9 9 1 1 9 9 2 1 1 2 9 1 9 2 1 1 2 1 2 2 2 1 1 1 1 2 2 1 2 1 2 2 2 2 2 2 2 2
left_child=-1 3 21 5 11 9 30 18 -9 28 -11 20 13 19 16 -16 -14 -15 -8 -7 38 23 24 -3 25 -23 -24 -28 29 -2 31 -6 -32 -30 36 -26 -4 -12 -5
right_child=1 2 34 4 6 12 7 8 -10 10 37 -13 14 17 15 -17 -18 -19 -20 -21 -22 22 26 -25 35 -27 27 -29 33 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.013936330249418032 -0.0033854020518770569 0.014853922775131565 0 0.032467224940159835 0.00074109082811011761 0.017767834989283884 0.012647577655725654 0.0096121579323308996 -0.012986095043969479 -0.020533018459220467 0.008931522524195901 -0.0011684951502350441 0.0022486384104676597 -0.026154852516335082 0.0072509982476890236 -0.024871271090258412 -0.0028090298909652324 0 -0.0015574801212855927 0 0 0.015328572739800678 0 -5.3913137478694021e-05 -0.0074498369662789072 0 -0.014201206832540154 0 -0.010029860360472339 0.010753817204722861 0.003633212593178909 0.01722836837240346 -0.0082976544343750912 0 0 0.0018358493457349215 0.027460130239386499 -0.00063916270108808752 0
leaf_weight=13.448522372764273 40.363807860310772 18.072859176900238 9.2988916879403458 74.006802642950788 158.22239512999658 24.309355512203183 45.037979563989211 30.907363361853641 298.50530101539334 127.19792170332948 10.378534078830855 8.5264063163922383 3507.8411743371125 70.8028418322574 23.166503245185595 47.411561877292115 1092.2062975917233 16.610890571086202 188.32160575513262 9.6340378448949178 21.200220242550131 27.831413342384622 82.324666076514404 16.467232884664554 30.332231106585823 47.415821360365953 61.855794333736412 29.135577563662082 46.655832540291158 68.314366406630143 49.045275479671545 52.600612806156278 22.295654142391868 3.6690869469312011 5.0958360055810763 17.961373306345195 16.049297097022645 14.264763283601495 9.6211297494592127
leaf_count=111551 49904 636 1044 21515 93954 17932 18712 7321 57846 128639 8338 4353 1552571 32444 10298 25481 696382 3334 59657 6265 5661 789 3085 799 1074 1446 1085 346 45598 46668 37675 21631 13957 2810 350 353 1473 11146 1078
internal_value=0 0.000343092 0.00402146 5.60842e-05 0.00232053 -0.0003218 -0.000766779 -0.00446997 -0.00949964 -0.00830175 -0.0150927 0.0213356 0.000198858 -0.0094233 0.000590451 -0.0140788 0.000971353 -0.0197761 0.00159447 0.00945634 0.0250546 0 -0.000865481 0.00867004 0.00377165 0.00929463 -0.00562408 -0.0101549 0 0.00349106 0.00532592 0.00742581 0 -0.00593709 0.0184416 -0.000784425 0.0238399 0.00059201 0.0306976
internal_weight=0 6422.96 361.841 6061.12 958.291 5102.83 844.936 562.772 329.413 310.844 151.841 113.355 4791.98 121.357 4670.63 70.5781 4600.05 87.4137 233.36 33.9434 104.828 331.397 296.857 34.5401 123.541 75.2472 173.316 90.9914 159.003 108.678 282.164 210.823 71.3409 50.3249 30.444 48.2936 25.3482 24.6433 83.6279
internal_count=3105201 2993650 12480 2981170 343360 2637810 310753 143536 65167 293103 148123 32607 2344707 59975 2284732 35779 2248953 35778 78369 24197 28254 9613 8178 1435 3662 2235 4516 1431 144980 96572 167217 115585 51632 48408 2867 1427 2517 19484 22593
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=16384 1 264209 1 61 5836832 7930922 12 617 11802992 8 8686603 30 961 10 392 96 1 264 1 9
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=40
num_cat=24
split_feature=0 9 0 8 2 0 2 12 5 1 1 12 0 2 1 1 1 12 0 0 1 3 12 3 2 0 3 2 2 8 1 1 0 1 1 2 3 0 1
split_gain=1.0513 0.544531 1.59529 0.577442 5.46237 1.97234 2.04936 1.94349 1.90113 2.49432 2.34584 1.81799 2.68549 1.95033 2.41839 2.27584 1.74679 1.50565 1.49463 1.42833 1.11567 0.768802 0.599409 0.529465 0.521087 0.471984 0.47107 3.14626 1.58471 2.43367 1.20188 0.734769 0.463076 0.456037 0.329108 0.32808 0.286056 0.228334 0.18596
threshold=0 1 2 3 4 5 6 7 8 2.5000000000000004 9.5000000000000018 9 10 11 7.5000000000000009 2.5000000000000004 10.500000000000002 12 13 14 10.500000000000002 2.5000000000000004 15 8.5000000000000018 16 17 2.5000000000000004 18 19 20 4.5000000000000009 13.500000000000002 21 12.500000000000002 5.5000000000000009 22 3.5000000000000004 23 14.500000000000002
decision_type=9 9 9 1 1 9 1 1 1 2 2 1 9 1 2 2 2 1 9 9 2 2 1 2 1 9 2 1 1 1 2 2 9 2 2 1 2 9 2
left_child=-1 3 26 5 18 6 22 21 9 19 -11 12 24 14 -13 -15 -9 25 23 -6 -14 -8 32 38 -7 -10 27 -3 29 31 -31 -28 -2 35 36 -30 -4 -24 -5
right_child=1 2 34 4 8 11 7 16 17 10 -12 13 20 15 -16 -17 -18 -19 -20 -21 -22 -23 37 -25 -26 -27 28 -29 33 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.013645637958876137 0.0059002713674153008 0.015589171499623673 0 0.027556034320049425 0.0048725081108378782 0 0.013367282417098237 -0.014500408561197123 0 -0.012019687685521729 0.0073853980710007709 -0.00010794797090971076 -0.024157756370431306 -9.4788936977361734e-05 -0.015272315269861234 0.004824922832538197 0.0021407997133266752 -0.0019578569427465007 -0.00025951523318998917 -0.0069372826240184388 0 -0.0013738368971222652 0 0 0.012287136900134417 0.026391054709237707 0.024633300345392631 -0.012447320023175949 0 -0.016653208464531031 0.0050717264319665549 0 -0.0017947943424577479 0 0 -0.010886920438956747 0.026255966720228754 -0.0074851386220769565 0
leaf_weight=13.268608445994687 194.80469057153095 69.988952975661959 9.2947102349135147 91.026372748194262 406.79604209394893 5.761638233467238 24.671018855988223 336.76313688799746 1.9550109464325922 289.85129233117914 35.65416988771176 499.25242950425672 65.552601752540795 2208.4407346480148 119.92808978703397 1471.601542774828 31.626218653458636 8.9485451153013873 12.081384317076298 80.14746668911539 16.003361606184626 10.546858644767779 25.62067522975849 1.789326186000834 16.970644845398059 19.298741031234389 31.903097752772737 17.446024344244506 64.774462692730594 16.07616505865008 4.867045613937079 2.0801783432252696 25.121776731975842 12.655467083677648 5.0958360055810763 111.29344211815624 16.475180698093027 48.593680993173621 10.607722184213342
leaf_count=111609 141741 2299 1043 24495 164039 4326 25093 307110 1657 71464 5770 295022 28496 1224042 38895 444472 21627 7472 6136 47011 2867 9339 20095 1018 13601 13345 912 743 1840 593 87 28 16081 147 350 2962 1474 44765 1099
internal_value=0 0.000368728 0.0040034 8.43024e-05 0.00233405 -0.000290972 -0.00511173 -0.00949305 -0.000501522 -0.00203705 -0.00860642 0.000445171 -0.0104508 0.000872518 -0.00401541 0.00180991 -0.0119648 0.0161695 0.0196076 0.00201864 -0.0183516 0.00498682 0.000419032 0.0234452 0.00674 0.0223541 3.74294e-05 0.00595723 -0.00140946 0.00842691 -0.00570203 0.0217309 0.00372617 -0.00649534 0.017713 -0.00843203 0.0228734 -0.0046274 0.0261537
internal_weight=0 6421.37 361.951 6059.42 958.156 5101.26 697.748 403.607 842.651 812.449 325.505 4403.51 104.288 4299.22 619.181 3680.04 368.389 30.2023 115.505 486.944 81.556 35.2179 294.141 103.423 22.7323 21.2538 331.085 87.435 243.65 54.9265 20.9432 33.9833 219.926 188.723 30.8657 176.068 25.7699 74.2144 101.634
internal_count=3105165 2993556 12478 2981078 343506 2637572 585851 363169 310758 288284 77234 2051721 49290 2002431 333917 1668514 328737 22474 32748 211050 31363 34432 222682 26612 17927 15002 9611 3042 6569 1620 680 940 157822 4949 2867 4802 2517 64860 25594
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=16384 1 264209 1 61 5839392 608 4 2 8 8684555 40 1 9705776 7405886 9 580 70277 232 792 1 4196896 128 526336
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=40
num_cat=24
split_feature=0 9 0 8 2 0 3 0 1 11 0 0 2 1 2 7 0 12 0 2 2 5 0 3 11 1 3 1 12 3 3 1 3 2 1 8 3 3 1
split_gain=1.00973 0.506026 1.48213 0.519778 4.48441 1.65736 1.71475 2.90017 2.76826 1.62651 20.537 17.4643 5.38844 5.95527 4.03998 4.29505 3.48496 2.82774 3.85564 2.989 1.99583 2.31978 1.31349 1.27964 0.9394 0.875081 0.721741 0.402633 0.381896 0.852841 0.425848 0.381605 0.349862 0.311768 0.467817 0.440331 0.390557 0.356758 0.3055
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 10.500000000000002 7 8 9 10 2.5000000000000004 11 12 13 14 15 16 17 18 19 4.5000000000000009 20 25.500000000000004 6.5000000000000009 11.500000000000002 21 4.5000000000000009 3.5000000000000004 24.500000000000004 2.5000000000000004 22 1.0000000180025095e-35 23 2.5000000000000004 5.5000000000000009 5.5000000000000009
decision_type=9 9 9 1 1 9 2 9 2 1 9 9 1 2 1 9 9 1 9 1 1 1 9 2 1 2 2 2 1 2 2 2 2 1 2 1 2 2 2
left_child=-1 3 27 9 22 28 7 -7 -8 11 20 12 23 -14 16 -16 -13 19 -19 -12 25 -22 24 -2 32 -11 -26 33 29 -6 -30 -29 -5 35 37 -3 -36 -35 -4
right_child=1 2 38 4 5 6 8 -9 -10 10 17 14 13 -15 15 -17 -18 18 -20 -21 21 -23 -24 -25 26 -27 -28 31 30 -31 -32 -33 -34 34 36 -37 -38 -39 -40
leaf_value=-0.013434568819249379 -0.0040841949569518617 0.011494426702411735 0.02190741832439351 0.0084582869830974721 0.00067471865665759477 0.019093679873949002 -0.0084386983033887444 -0.0092674224436469811 0.015430943084194324 -0.0035961795643061015 -0.00051311000144963295 0.010276779343016221 0.0063630367784510812 0.022931724672287206 -0.0077978003100779326 0.015205572190983044 -0.0095785663963377787 0.014653890367707851 -0.013912246640957566 0.022406377388969813 -0.014139939179154293 0.0056368522032723741 -0.00071060507927559618 0.0090444742722238253 0.031444996649017662 0.011968176517654723 0 0.011192694390649256 0.0035510068087255147 0.015944044501776375 -0.0079130591718697563 0 -7.1375300967451631e-05 0.0081132479986806057 0 0 -0.0070195255747475581 -0.00030941669316127151 0
leaf_weight=13.138731934006501 304.91027659872634 14.925143571046647 26.197908069472764 22.361953791056294 158.34808317924035 41.238033172965515 480.66981983155711 18.371277426136658 18.208876566815889 217.61943167762365 46.314444676718267 258.6925367638778 713.95292268687626 372.55721447337419 1766.9088411599769 49.443445038457867 77.021636742556439 50.642397694864485 58.641702483117115 277.22128151545621 812.76289134610852 25.775917812818079 9.307356404635355 60.115169097334729 58.028924230951816 9.1411548729520273 2.7196906499448223 31.527091533411294 49.107981360954 53.510866745375097 22.078253113490064 2.7395642083138219 25.536547394993249 32.199140574084595 61.09453772183042 6.0682197178248325 174.75328450679081 7.9629080592421806 5.0958360055810763
leaf_count=112033 106205 567 2520 10848 94135 12381 116837 12185 2212 45116 28010 183629 187262 38687 1533251 11972 66881 40978 47488 170114 150154 15317 4783 10827 8041 837 541 360 37677 21692 13927 76 8774 1788 1904 214 4206 498 350
internal_value=0 0.000328117 0.003824 5.24868e-05 0.00219048 -0.000371966 -0.00376833 0.00792531 -0.00617435 -0.000301603 -0.00307883 0.000786294 0.00919344 0.0126631 -0.00481521 -0.00673577 0.00438817 0.0142114 0 0.0186047 -0.0106073 -0.0128648 0.0176972 -0.000624145 0.0210592 -0.000457473 0.0296584 0 0.00503768 0.00698241 0 0.00778189 0.00178346 -0.000641292 -0.00249749 0.00458293 -0.00482277 0.00274922 0.0169826
internal_weight=0 6423.77 362.564 6061.21 959.488 841.533 558.488 59.6093 498.879 5101.72 1498.12 3603.6 1451.54 1086.51 2152.07 1816.35 335.714 432.82 109.284 323.536 1065.3 838.539 117.954 365.025 108.647 226.761 60.7486 331.27 283.045 211.859 71.1862 34.2667 47.8985 297.003 276.01 20.9934 235.848 40.162 31.2937
internal_count=3105277 2993244 12483 2980761 344033 311046 143615 24566 119049 2636728 498014 2138714 342981 225949 1795733 1545223 250510 286590 88466 198124 211424 165471 32987 117032 28204 45953 8582 9613 167431 115827 51604 436 19622 9177 8396 781 6110 2286 2870
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=16384 1 264209 1 61 7930922 84 1 4264081 16814225 49 513 1 14682470 9 12328994 523 56 2 9705840 1 9 24 1
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=40
num_cat=24
split_feature=0 9 0 8 2 0 5 1 0 2 12 1 2 12 0 2 3 3 0 0 1 3 1 1 2 0 1 2 1 1 3 8 3 3 2 3 12 5 12
split_gain=0.983598 0.463171 1.29158 0.47792 3.69933 1.69978 1.56844 2.03191 1.97567 1.49683 1.356 1.28779 4.74542 1.45595 3.14212 1.48308 1.41076 1.25982 1.24005 1.21988 0.875686 0.809555 0.786577 0.60396 0.74529 0.434254 0.431995 0.376381 0.708296 0.602281 0.83848 0.475762 0.342058 0.321278 0.257128 0.216 0.198482 0.161401 0.119619
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 9 20.500000000000004 10 11 12 13 1.5000000000000002 5.5000000000000009 14 15 5.5000000000000009 4.5000000000000009 2.5000000000000004 12.500000000000002 16 17 9.5000000000000018 18 2.5000000000000004 3.5000000000000004 3.5000000000000004 19 3.5000000000000004 6.5000000000000009 20 13.500000000000002 21 22 23
decision_type=9 9 9 1 1 9 1 2 9 1 1 2 1 1 9 1 2 2 9 9 2 2 2 2 1 9 2 1 2 2 2 1 2 2 1 2 1 1 1
left_child=-1 3 27 5 18 9 7 19 -9 20 25 13 16 14 -7 -15 -13 -14 21 -6 35 22 -5 24 -11 -8 -22 28 31 38 -31 36 -4 -30 -34 -2 -3 -25 -29
right_child=1 2 32 4 6 11 10 8 -10 23 -12 12 17 15 -16 -17 -18 -19 -20 -21 26 -23 -24 37 -26 -27 -28 29 33 30 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.013144881898305795 -0.018429105567827363 0.0066839098858442816 0 0 0.0087482406395868167 0.0077426923292904584 0 0.0064935117604940267 -0.010636038805919901 0.0043351604763801847 -0.0017308182430029869 0 -0.028836070280594109 0.0019641851937893988 -0.018538531814632286 -0.0021298640861141809 0.023372383465178725 0 -0.0010578719963606242 -0.00070282328333105576 0.0080260685912811654 0 0.029189541740425502 0.011161777391113688 -0.0067629709093966223 0.024658725254497627 -0.0064059777516663119 0.0036623260240117709 0.0092191875567887924 0 -0.017112975203799535 -0.0087464927286974147 0 0 0.022186618235315262 0 0 0 -3.2964653448195996e-05
leaf_weight=12.961508733767914 103.54750954446354 7.6132476371712983 14.240781761764081 29.393362625676673 144.59120243374491 29.558137387975876 1.8804190410883146 35.930836856190581 285.768847029889 28.014561682575732 8.8355085585790238 18.368125541062913 53.785915313972509 3511.5256007990774 77.039723598121782 1083.3484705327774 12.771734309673773 3.0479265785543239 8.472335752041543 342.3341725167702 12.565410031966168 21.942252094275318 60.178608469315805 17.6450566133135 132.55740242896718 20.119943603203868 8.4530255937715975 49.806782873522025 117.41175462771207 30.333428049925715 24.546437522862107 32.334004066418856 8.565984382061286 5.3893153646495184 15.384568418783603 0.44670758783467945 48.307423751219176 2.6541959865426206 8.7631777696078625
leaf_count=112298 101829 395 1423 14129 106659 21614 1624 12650 64581 25205 7392 9370 27946 1553446 33707 694101 3676 912 4339 104387 10099 5701 8930 11259 133918 13726 6892 1944 1974 572 462 1269 700 135 1246 362 1916 1956 446
internal_value=0 0.000420777 0.00378799 0.000152778 0.00219092 -0.000183048 -0.000131853 -0.0015808 -0.00759691 -0.00698631 0.014954 0.000243977 -0.00994989 0.000560523 -0.00908047 0.00092414 0.0105752 -0.0229893 0.0161499 0.00202376 -0.0140023 0.0193714 0.0240167 0 -0.00300226 0.0208751 0 0 0.00302117 -0.00309753 -0.00945583 -0.00113852 0.0154028 0.00780831 0.0213932 -0.0179549 0.00128687 0.00926947 0.000308166
internal_weight=0 6417.47 362.697 6054.78 959.447 5095.33 839.461 808.625 321.7 305.884 30.8359 4789.45 87.9737 4701.47 106.598 4594.87 31.1399 56.8338 119.987 486.925 125.013 111.514 89.572 180.871 160.572 22.0004 21.0184 324.506 211.056 113.45 54.8799 88.2547 38.1913 122.801 23.9506 103.994 55.9207 20.2993 58.57
internal_count=3105190 2992892 12482 2980410 344118 2636292 311019 288277 77231 291520 22742 2344772 41904 2302868 55321 2247547 13046 28858 33099 211046 119182 28760 23059 172338 159123 15350 16991 9113 5689 3424 1034 3580 3369 2109 1946 102191 2311 13215 2390
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=16384 1 17 1 61 5836832 2 12387849 390 1 30 8 8686603 961 11802992 5308716 513 70277 424 1 656 2 2 5
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=40
num_cat=24
split_feature=0 1 5 2 3 0 12 10 0 0 2 3 1 3 7 2 0 8 12 5 0 0 2 0 12 3 5 3 3 0 3 3 1 1 2 1 3 4 1
split_gain=0.928217 0.407287 3.60916 2.84017 3.81571 2.05074 1.49206 1.27092 1.14456 0.81526 3.64524 3.55453 2.08704 1.81085 1.26433 0.983164 5.12805 2.23526 1.56398 3.40772 6.4431 2.32421 2.79544 1.61228 1.51951 3.255 2.3403 0.947313 0.861392 0.710019 0.572966 0.461901 0.437689 0.411488 0.369393 0.31092 0.305008 0.256244 0.219396
threshold=0 13.500000000000002 1 2 1.5000000000000002 3 4 5 6 7 8 4.5000000000000009 5.5000000000000009 2.5000000000000004 9 10 11 12 13 14 15 16 17 18 19 1.5000000000000002 20 15.500000000000002 10.500000000000002 21 2.5000000000000004 1.5000000000000002 100.50000000000001 25.500000000000004 22 2.5000000000000004 1.0000000180025095e-35 23 123.50000000000001
decision_type=9 2 1 1 2 9 1 1 9 9 1 2 2 2 9 1 9 1 1 1 9 9 1 9 1 2 1 2 2 9 2 2 2 2 1 2 2 1 2
left_child=-1 9 3 5 29 33 -6 -8 -4 10 13 12 14 37 -12 16 24 30 19 23 -21 22 -20 -17 26 -26 -11 -23 34 36 -18 -7 -31 -3 -13 -19 -5 -2 -10
right_child=1 2 8 4 6 31 7 -9 38 15 11 28 -14 -15 -16 18 17 35 21 20 -22 27 -24 -25 25 -27 -28 -29 -30 32 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.012807272084540113 0.024459298536508869 0.018331947304138656 6.4254997284862993e-05 0.01076493023083186 -2.6147539257433032e-06 0 0.035824425834421372 0 -0.024901612584180607 0.016296077037140252 -0.016988398814011558 0.023076586825604581 0.0048905045877147835 0 0.0020742136980969705 0.0071193703162508283 -0.023207388256081634 0 0.0052132211448088564 0.019538940951492046 -0.0077566839043502617 -0.019950338692517555 -0.0057420022635662274 -0.000204311663103838 -0.012095194175879091 0.0051367067533040949 -0.0089006869797091069 0 0 -0.01340445802811586 -0.0024046806108022358 -0.017456481185157437 0 0 0 0.010720720516385939 0 0 0
leaf_weight=12.75644572141573 80.822074973028066 8.8358365866588411 11.95955069332558 21.304147222894244 6.8608977913390845 32.107041770213982 72.094397103937808 6.2636965069104908 25.880259318568282 110.53089989161163 149.30550539417163 16.022550522080564 32.8557700143283 54.349000584301393 3.2913912003277792 283.46502453869834 133.84141092555001 4.8012380131403898 351.8532282873548 213.89457161779137 88.956594575787676 82.314967940976203 506.42113561056613 3532.7643386077434 146.7257799605286 241.53831316546348 11.691757972148478 0.53023298826883447 2.1765083559585028 24.228882189956497 61.029182070544266 36.509120134229306 1.1825959604466323 3.9285859225201412 18.849041152534483 6.1043538083322346 23.479195817664731 9.3995800656266493 0.62717724201502179
leaf_count=111848 94854 4314 8818 6293 1607 12729 11441 450 16685 40289 150955 10789 22172 48318 1115 207583 186846 4767 152106 156473 89719 79951 240774 1162409 88509 58846 10200 352 1527 19202 67061 5744 1052 2555 10657 2701 8564 4528 367
internal_value=0 0.000397652 0.00401447 0.00965686 0.0163778 -0.00266975 0.0284717 0.0302522 -0.0153495 0.000168929 0.0045119 -0.00261202 -0.00960612 0.0152913 -0.014661 -8.4893e-05 -0.00348904 -0.015522 0.000361722 0.00125832 0.0109976 -0.00314805 -0.000884734 0.00033095 0.00159186 -0.00103375 0.00998022 -0.0162308 0.0161676 0 -0.0192165 -0.011437 -0.00833698 0.011716 0.0200735 0.00504325 0.00548825 0.0230254 -0.0203627
internal_weight=0 6418.8 275.261 236.794 155.414 81.3806 85.219 78.3581 38.467 6143.53 367.071 222.501 185.453 144.571 152.597 5776.46 716.263 205.776 5060.2 4119.08 302.851 941.12 858.274 3816.23 510.487 388.264 122.223 82.8452 37.0481 70.1948 194.871 68.6162 25.4115 12.7644 34.8716 10.9056 44.7833 90.2217 26.5074
internal_count=3105170 2993322 99821 73951 48609 25342 13498 11891 25870 2893501 344915 197215 174242 147700 152070 2548586 459219 261375 2089367 1616184 246192 473183 392880 1369992 197844 147355 50489 80303 22973 35111 253907 18473 20254 6869 21446 7468 14857 99382 17052
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=16384 2 294 1378952 4 1 2097191 25736200 281 1 27 2097175 1 5 2 2800 6555762 100 1049348 6 2 1114194 100 1
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=40
num_cat=25
split_feature=0 10 0 3 1 12 2 2 7 0 2 2 7 13 1 3 13 0 12 2 0 3 5 2 0 3 2 2 8 3 3 0 1 13 1 1 3 1 1
split_gain=0.907078 0.383622 1.76396 2.58281 1.63923 1.23284 1.44228 1.14109 1.08329 1.0452 1.22143 0.905043 1.24536 1.61413 1.43192 1.85895 0.896611 8.05102 3.45601 3.25859 9.52898 5.64515 3.3795 2.80778 2.77381 3.04667 1.67654 1.16589 1.03735 0.996596 0.759791 0.717657 0.529062 0.585354 0.441712 0.458889 0.336372 0.272444 0.250118
threshold=0 1 2 1.0000000180025095e-35 11.500000000000002 3 4 5 6 7 8 9 10 11 1.0000000180025095e-35 1.0000000180025095e-35 12 13 14 15 16 2.5000000000000004 17 18 19 1.0000000180025095e-35 20 21 22 7.5000000000000009 4.5000000000000009 23 2.5000000000000004 24 1.5000000000000002 13.500000000000002 5.5000000000000009 3.5000000000000004 1.0000000180025095e-35
decision_type=9 1 9 2 2 1 1 1 9 9 1 1 9 1 2 2 1 9 1 1 9 2 1 1 9 2 1 1 1 2 2 9 2 1 2 2 2 2 2
left_child=-1 8 3 7 5 6 -5 -3 16 32 30 34 13 31 -14 -16 19 23 27 24 22 -22 -21 37 26 -26 -2 -19 -20 -25 -11 -13 -10 -34 -4 -36 -12 -18 -9
right_child=1 2 11 4 -6 -7 -8 38 9 10 36 12 14 -15 15 -17 17 18 28 20 21 -23 -24 29 25 -27 -28 -29 -30 -31 -32 -33 33 -35 35 -37 -38 -39 -40
leaf_value=-0.012705922324733811 0.020628015215968055 0.0052083355444069931 0 0 -0.0016101367388440019 0 0.026984842461335791 0 0 0.016556256449167108 -0.01267444529886437 0.015100991936077902 0.0096625908784974957 -0.0067708757672498773 0.0072878382016245552 -0.016834124151663341 0.0019145889540391184 0 0 0.005053121920636258 -0.025891110822804361 0 -0.015336552457045797 0.036972889279531906 0.005692123610095484 -0.0010895020314551542 0 -0.019277060412073888 0.013758256667337094 0 0 0 0.030214429025170859 0 -0.014603970662545374 0 0 -0.0077040964518682795 -0.016833109573866769
leaf_weight=12.695196925447817 73.399659385388077 13.187255258089861 40.165009612392168 20.41587553062709 7.569642389076761 9.8601022173243091 91.909651773312362 3.4865750210883588 13.410743680899033 24.154803270357665 34.183543923776597 102.32982918573543 8.8567666540038754 11.491746865678577 6.0620188420289187 74.651635783025995 12.179658659537383 12.854654935101278 147.28340901689808 550.45518138783336 245.10986308074826 137.18113503508175 60.855403832763841 72.114801752239146 780.29526779171283 3551.6513077230866 60.558786245775991 97.50553490810853 39.651996649161447 1.1641590343642736 3.3396407052641726 4.8116271097242125 9.8669373533921299 0.88348235725425084 55.304592370579485 1.3496775183593843 2.5486853501060969 13.297262057429178 25.21957293379819
leaf_count=112468 51244 6264 4771 8463 2716 5185 37287 2894 5870 2066 3403 7220 425 1352 277 1348 11229 7570 57346 186162 339205 148882 57903 53915 476750 1406175 43479 26339 7845 869 342 1818 1805 199 3657 106 321 7005 13079
internal_value=0 0.000365645 0.00303104 0.0101941 0.0172703 0.0204981 0.0223768 -0.00419314 8.81405e-05 0.00957915 0 -0.000932742 0.00184365 0.00861885 -0.00437773 -0.0108289 -5.22479e-05 0.00430503 -0.00377092 -0.000444789 -0.00553784 -0.0172005 0.0019034 0.0245473 0.000661852 9.37991e-05 0.0130615 -0.0156477 0.00344099 0.0322998 0.00956329 0.0135771 0.0182268 0.0273766 -0.00788936 -0.0125299 -0.00887326 0 -0.012786
internal_weight=0 6420.62 476.672 171.649 129.755 122.186 112.326 41.8934 5943.95 88.3878 64.2267 305.023 208.204 118.633 89.5704 80.7137 5855.56 396.051 297.296 5459.51 993.602 382.291 611.311 98.7559 4465.91 4331.95 133.958 110.36 186.935 73.279 27.4944 107.141 24.1612 10.7504 96.8193 56.6543 36.7322 25.4769 28.7061
internal_count=3105254 2992786 96862 75888 53651 50935 45750 22237 2895924 14006 6132 20974 12440 10390 2050 1625 2881918 172118 99100 2709800 732152 488087 244065 73018 1977648 1882925 94723 33909 65191 54784 2408 9038 7874 2004 8534 3763 3724 18234 15973
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=16384 1 8392686 3 526 322 1 8389706 326 448 1 1 1 9448522 1 961 18619412 2 577 21078529 193 14 1 2359312 1
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=40
num_cat=25
split_feature=0 9 0 8 2 0 2 4 1 1 1 0 2 12 5 1 12 12 0 0 0 12 3 1 1 6 0 0 3 2 2 1 2 1 12 1 1 3 1
split_gain=0.852872 0.383624 1.29214 0.437672 2.94154 1.41901 1.39449 3.91449 1.97276 2.9366 1.44018 1.38536 1.32635 1.61832 1.25342 1.69852 1.79163 1.22765 1.1757 1.1445 1.13949 0.766101 0.699855 0.67812 0.565174 0.536024 0.50073 0.442341 0.353888 0.915212 0.718718 0.528368 0.610616 0.490265 0.456814 0.420723 0.286152 0.290237 0.225062
threshold=0 1 2 3 4 5 6 7 8.5000000000000018 11.500000000000002 8.5000000000000018 8 9 10 11 2.5000000000000004 12 13 14 15 16 17 4.5000000000000009 1.5000000000000002 2.5000000000000004 18 19 20 1.5000000000000002 21 22 3.5000000000000004 23 3.5000000000000004 24 1.5000000000000002 5.5000000000000009 3.5000000000000004 10.500000000000002
decision_type=9 9 9 1 1 9 1 1 2 2 2 9 1 1 1 2 1 1 9 9 9 1 2 2 2 1 9 9 2 1 1 2 1 2 1 2 2 2 2
left_child=-1 3 28 5 19 12 7 10 11 -10 -7 -8 21 23 15 18 -17 26 -6 22 -9 38 24 -14 -5 -15 -16 -23 29 -3 31 35 -33 -32 -35 -30 37 -4 -2
right_child=1 2 36 4 14 6 8 20 9 -11 -12 -13 13 25 17 16 -18 -19 -20 -21 -22 27 -24 -25 -26 -27 -28 -29 30 -31 33 32 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.012359360240066423 0.00020882568017727526 -0.0016705436798248718 0 0 0.0045018012759587027 -0.0017145624877597911 0.006103785495196138 0.020631933183471798 0.020707247180474966 0 -0.010951077157688768 -4.0859948278624491e-05 0.014480991398385993 -0.014433584273255546 0 0.0067838502959944166 -0.0097708979564522704 -0.0016841318298936739 -0.0061706184684474884 -0.0012012575748372157 -0.00087049687571051193 0 0 0 0.026150107193951042 -0.0021207687709570867 0.023122386228239089 -0.010197432407058161 0.0039319134872099811 0.014350697817032 0 0.01541378004239191 0 -0.01148994552541638 0 -0.0067257357173719917 0 0.023409471785068092 0.0094095705203791711
leaf_weight=12.48683182856621 215.13814134985296 15.410178897960575 9.4818406349513698 29.469638178823516 408.38932033273159 1118.3642178029932 374.90677670088189 52.489035092643462 100.0686668628332 125.2633411091665 208.13270993410697 2421.1153174940155 11.923520650834687 201.19883214222136 2.0062325564795174 31.881242023489904 287.25296778680058 8.812317526550034 79.170408524223603 8.5425565791229001 5.3700996490078969 28.11040194267116 22.079820608021691 20.505369971695472 62.26836328196805 133.19309877256455 20.866082013119016 52.380823297651659 38.317482248588931 19.927144797693472 82.159309397102334 15.878627097001297 30.317482529673725 76.339034705306403 13.813683127751572 39.658632433915045 5.1480194972245945 17.513092449866235 29.340447437803959
leaf_count=112157 170688 715 1044 13985 164009 588192 311978 8511 26429 47410 64368 1003968 13833 200201 1705 8938 68294 7384 46980 4366 2431 22849 5721 17099 8965 91633 14191 50743 1816 719 3086 271 608 1180 251 966 350 1475 15651
internal_value=0 0.000342753 0.00339538 9.48188e-05 0.00205183 -0.000225364 0.000387007 -0.00211184 0.00164259 0.0101695 -0.00359511 0.000754396 -0.00434014 -0.00818266 -2.6827e-06 -0.00134663 -0.00690257 0.0133642 0.00189969 0.0143828 0.0178551 0 0.017511 0.00489094 0.0217225 -0.0106389 0.0191908 -0.0062806 0 0.00715412 -0.000772483 0.00328459 0.00970031 -0.00514074 -0.00947677 0 0.0155584 0.0201473 0.00319729
internal_weight=0 6422.2 363.965 6058.24 960.739 5097.5 4405.71 1384.36 3021.35 225.332 1326.5 2796.02 691.791 366.821 838.379 806.694 319.134 31.6846 487.56 122.36 57.8591 324.97 113.818 32.4289 91.738 334.392 22.8723 80.4912 331.822 35.3373 296.484 124.172 46.1961 172.312 90.1527 77.9761 32.143 26.9949 244.479
internal_count=3105160 2993003 12481 2980522 344538 2635984 2053287 663502 1389785 73839 652560 1315946 582697 322766 311501 288221 77232 23280 210989 33037 10942 259931 28671 30932 22950 291834 15896 73592 9612 1434 8178 3661 879 4517 1431 2782 2869 2519 186339
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=16384 1 264209 1 61 5839392 104 1 25206977 616 4 2 12 1 7405886 11802992 263450 9 1 78468 526336 912 392 264 5
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=40
num_cat=22
split_feature=0 9 0 8 2 0 12 3 0 1 5 0 0 2 2 0 1 12 7 1 1 1 4 3 1 2 1 3 10 3 3 2 2 1 2 1 1 1 1
split_gain=0.831072 0.374469 1.15048 0.385212 2.75168 2.4283 2.42019 2.98408 2.64437 2.34839 2.82459 2.11324 1.15268 3.20012 1.58836 2.79902 4.42538 2.06846 1.77606 1.5632 1.53738 1.10568 1.19468 1.0798 1.02854 0.699792 0.567686 0.501891 0.492437 0.430228 0.306629 0.865847 0.634986 0.488782 0.57998 0.425622 0.439006 0.375204 0.26589
threshold=0 1 2 3 4 5 6 3.5000000000000004 7 1.5000000000000002 8 9 10 11 12 13 8.5000000000000018 14 15 3.5000000000000004 12.500000000000002 39.500000000000007 16 1.5000000000000002 5.5000000000000009 17 1.0000000180025095e-35 4.5000000000000009 18 6.5000000000000009 1.5000000000000002 19 20 3.5000000000000004 21 3.5000000000000004 9.5000000000000018 1.5000000000000002 5.5000000000000009
decision_type=9 9 9 1 1 9 1 2 9 2 1 9 9 1 1 9 2 1 9 2 2 2 1 2 2 1 2 2 1 2 2 1 1 2 1 2 2 2 2
left_child=-1 3 30 12 5 29 8 11 28 27 -11 -8 13 23 15 16 -14 20 -17 -19 -16 22 -15 26 -10 -9 -2 -7 -6 -5 31 -3 33 37 -35 -34 -37 -32 -4
right_child=1 2 38 4 6 9 7 25 24 10 -12 -13 14 21 17 18 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 32 -33 35 34 -36 36 -38 -39 -40
leaf_value=-0.012148003434095368 0 -0.0016248261610299873 0.019272775471833547 0.013063416228516714 0.010133802100072685 -0.0017598422424530227 0.027035407470155565 0.0064100506466324278 -0.012465648544443536 -0.017083244302452342 0.011001069351004453 -0.0014689761945587848 0.0051107827228566698 -0.012516497047317219 -0.018989397347184231 -0.016417661156427996 -0.017318214282556397 0.00016348213874125411 0.0052273114325755423 0.0046897294478622101 0.0023307212853297551 0.0049810618078117283 0 0 0.00098602546977710781 -0.0077824671779123805 0.015325295701069684 0.0074476460376394493 0 0 0.0037032024410090314 0.013812984864692197 0 0.014918290297667565 0 -0.01230046849844941 0 -0.0063659363794131884 0
leaf_weight=12.360562448984638 17.831960926418105 15.386103166732935 27.398575564555358 61.848555274656974 177.33933495747624 145.33077627347666 103.3195142885088 19.014613090839703 110.18159219648805 197.17722671845695 7.8088289335719301 12.742499218933515 390.65464828165386 351.3425181602488 60.860860245353251 183.93625160916417 80.917077908954525 2662.3675050209386 7.9470686588319941 1134.2506515278656 9.9479725075070728 6.1876808648230499 46.354748448793544 71.839289365096192 27.283366864547133 35.504727578314487 69.623890931135975 50.694225162267685 9.687685303622855 3.5710657326853825 38.460784284514375 20.176764288917184 82.155882887891494 16.08339328225702 30.317482529673725 60.18019525881391 29.260894951410592 39.418390606238972 5.1480194972245945
leaf_count=112317 26780 715 2521 32626 30823 69291 36148 5935 64295 55129 4637 8029 159426 316258 33824 187682 16672 1426418 1995 332478 2925 4474 24218 50976 7529 11722 51517 16430 691 1466 1816 719 3085 271 608 1085 346 966 350
internal_value=0 0.000384143 0.00341104 0.000137618 0.00196753 -0.00302287 0.00706761 0.0156134 0.000531671 -0.00651358 -0.0134688 0.0239434 -0.000158727 -0.00430424 0.000324425 -0.00395901 0 0.00116903 -0.0129978 0.00161605 -0.0120233 -0.00910376 -0.0105712 0.00574419 -0.00783801 0 0.0122832 0 0.00830193 0.00988131 0 0.00672985 -0.000545271 0.00320248 0.0093519 -0.0047439 -0.00880229 0 0.0148921
internal_weight=0 6419.55 363.986 6055.57 961.504 466.431 495.073 170.581 324.492 401.011 204.986 116.062 5094.06 563.18 4530.88 663.455 471.572 3867.43 191.883 3796.62 70.8088 403.885 397.697 159.295 137.465 54.5193 87.4559 196.025 187.027 65.4196 331.44 35.5629 295.877 124.28 46.4009 171.597 89.4411 77.8792 32.5466
internal_count=3105193 2992876 12482 2980394 344751 179579 165172 61834 103338 145487 59766 44177 2635643 474223 2161420 365775 176098 1795645 189677 1758896 36749 344950 340476 129273 71824 17657 78297 85721 31514 34092 9611 1434 8177 3661 879 4516 1431 2782 2871
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=16384 1 264209 1 768 7933000 1 8395036 2 9699960 5838880 552 40 17047582 8 1 1 85 1 912 392 264
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
anmdc_ra=689
adm_past_year=673
agegroup_rm=614
count_proc=572
pat_remoteness=169
cc_congestive_heart_failure=147
flag_emergency=113
cc_cerebral_palsy=112
cc_pulmonary_disease=90
cc_epilepsy=82
cc_dementia=74
mental_health=73
indstat_flag=72
cc_chronic_respiratory_failure=69

parameters:
[boosting: gbdt]
[objective: cross_entropy]
[metric: average_precision]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 1000]
[learning_rate: 0.1]
[num_leaves: 40]
[num_threads: 4]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[histogram_pool_size: -1]
[max_depth: 7]
[min_data_in_leaf: 15]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 12194]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 8043]
[extra_trees: 0]
[extra_seed: 26014]
[early_stopping_round: 100]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 3]
[lambda_l2: 30]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 26852]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 159]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: 0,2,4,5,6,7,8,9,10,11,12,13]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 30046]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:[[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 99], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1, 2, 3], [0, 1]]
