tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=11
objective=cross_entropy
feature_names=adm_past_year agegroup_rm an110mdc_ra count_proc drg11_type_m flag_emergency sex_cat indstat_flag pat_remoteness cc_cerebral_palsy cc_crohns_disease cc_disorder_of_intellectual
feature_infos=[0:292] -1:7:6:3:5:2:4:8:0:1:9 -1:6:5:8:14:1:4:11:3:21:9:23:2:13:10:7:18:19:12:20:16:22:15:0:24 [0:50] -1:1:0 -1:1:0 -1:1:0 -1:0:1 -1:0:1:2:3 -1:0 -1:0:1 -1:0
tree_sizes=4243 4232 4183 4193 4245 4261 4319 4367 4266 4333 4207 4258 4207 4203 4233 4187 4190 4229 4143 4183 4165 4079 4112 4080 4139 4163 4103 4141 4097 4174 4093 4222 4091 4248 4077 4231 4051 4111 4207 4096 4107 4255 4007 4249 3849 4207 4094 4216 4177 3959 4242 4132 3939 4117 4084 4019 3974 4081 4044 4044 4112 4189 4249 4102 4173 3911 4213 4190 4143 4102 4299 4269 3936 3956

Tree=0
num_leaves=40
num_cat=21
split_feature=2 5 0 1 4 10 5 0 4 2 2 1 3 0 0 0 2 1 4 1 4 11 3 1 3 0 9 0 0 0 9 3 3 2 0 10 3 3 0
split_gain=5798.99 4196.62 1463.25 907.643 364.674 427.794 238.524 309.843 221.569 192.611 115.98 107.611 94.9494 80.3926 80.0201 79.7579 48.5236 46.8126 26.1489 25.7445 24.9493 23.7001 20.2013 15.9979 13.1944 12.9365 12.5917 12.1117 11.2102 7.80979 7.7111 7.11653 6.84032 6.42463 6.03915 5.34526 4.41958 4.26183 4.1833
threshold=0 1 1.0000000180025095e-35 2 3 4 5 2.5000000000000004 6 7 8 9 3.5000000000000004 1.5000000000000002 34.500000000000007 1.5000000000000002 10 11 12 13 14 15 2.5000000000000004 16 4.5000000000000009 1.0000000180025095e-35 17 1.0000000180025095e-35 3.5000000000000004 33.500000000000007 18 1.0000000180025095e-35 5.5000000000000009 19 1.0000000180025095e-35 20 6.5000000000000009 8.5000000000000018 34.500000000000007
decision_type=9 1 2 1 1 1 1 2 1 9 9 1 2 2 2 2 9 1 1 1 1 9 2 1 2 2 9 2 2 2 9 2 2 9 2 1 2 2 2
left_child=1 2 8 6 5 14 7 10 11 15 18 35 19 26 37 27 22 25 36 -3 38 23 -8 33 -18 -12 -11 32 -17 -30 -25 -21 -5 -15 -19 -1 -2 -4 -9
right_child=3 12 4 9 -6 -7 16 20 -10 13 17 -13 -14 21 -16 28 24 34 -20 31 -22 -23 -24 30 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-6.8286423682003781 -7.1081155455811729 -7.1822276807962524 -6.548186984699214 -7.2408105323647955 -7.0685277346164632 -7.1855869944001176 -7.2181938140891955 -7.0444019476804334 -7.151693814718028 -7.2779635991666778 -7.1965671195431575 -7.0781352130923878 -7.1093891989304856 -7.1924806761619342 -7.1999097165024022 -7.1859205724016704 -7.2567969668422618 -7.2367711077856764 -7.1999097165024022 -7.1947644939028654 -7.1946957599601298 -7.1638253633864712 -7.1555635915103082 -7.2521730095841379 -7.1962291916196657 -7.1594260279795057 -7.1932861466062077 -7.1999097165024022 -7.1145824099630222 -7.1999097165024022 -7.1905062425625106 -7.251426528210617 -7.1918647621207334 -7.2231418110162062 -7.2056368212982695 -7.1999097165024022 -7.1999097165024022 -7.1999097165024022 -7.1999097165024022
leaf_weight=105.57510238367831 205.06809356505983 47.493848005775362 197.98994159710128 284.36591089895228 39.137095803453121 13.726873186649753 69.06081452453509 210.24437428062083 83.980550903594121 2899.1533413188881 212.7277663393179 146.62674361094832 35.59578320098808 69.791443229885772 2.160573457251302 83.114234010106884 326.63725474046078 199.41764973051613 36.279442918137647 8.0369157588575018 18.459557902533561 13.348139123059807 74.571096933970693 706.27342111966573 25.9224082500441 183.4504303606227 6.5726761901751152 118.19634049886372 57.929164320870768 5.5401039892458348 3.8171622157096854 330.44099724525586 10.71638470480684 142.22955166792963 138.54956871934701 0.60314145166193966 2.3536681865225537 0.076790568011346205 2.4513338604010633
leaf_count=141609 275060 63704 265566 381423 52495 18412 92632 282003 112644 3888665 285334 196672 47745 93612 2898 111482 438122 267481 48662 10780 24760 17904 100023 947332 34770 246064 8816 158538 77701 7431 5120 443224 14374 190774 185838 809 3157 103 3288
internal_value=-7.19991 -6.98289 -6.81521 -7.23703 -6.63835 -6.58673 -7.17558 -7.15172 -6.98399 -7.26092 -7.17863 -6.94036 -7.22203 -7.26891 -6.55419 -7.20462 -7.23213 -7.19991 -7.12444 -7.23892 -7.05453 -7.24074 -7.18615 -7.24327 -7.2503 -7.17755 -7.2776 -7.22756 -7.1482 -7.12236 -7.25039 -7.24766 -7.23753 -7.21228 -7.22563 -6.8553 -7.1096 -6.54844 -7.04575
internal_weight=0 1011.44 589.877 6106.24 253.091 213.954 1705.19 1209 336.786 4401.05 977.847 252.805 421.568 3841.19 200.227 559.862 496.192 734.145 243.701 385.972 231.155 935.46 143.632 922.112 352.56 396.178 2905.73 413.279 146.584 63.4693 710.091 338.478 295.082 212.021 337.967 106.178 207.422 198.067 212.696
internal_count=9547027 1356661 791208 8190366 339474 286979 2287194 1621647 451734 5903172 1311596 339090 565453 5152223 268567 750949 665547 984717 326879 517708 310051 1254742 192655 1236838 472892 531398 3897481 554335 196614 85132 952452 454004 395797 284386 453319 142418 278217 265669 285291
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=64 2 896 2 1 2 2 16787584 8391936 899 2173312 768 2 771 2 1 64 1 1 3932432 1
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=21
split_feature=2 5 1 1 5 0 2 0 4 2 3 0 0 2 10 1 4 10 0 1 4 11 3 0 1 0 3 9 0 4 0 0 3 0 0 3 2 11 0
split_gain=3913.59 1949.83 799.26 489.449 189.469 218.753 181.614 155.141 124.009 96.329 81.6899 79.9646 67.216 42.9278 42.8019 40.0676 34.9393 31.0275 25.1981 23.2342 23.1465 21.814 16.9848 14.6017 14.4477 13.2141 12.2305 12.1708 10.5956 8.51015 8.40715 8.35762 6.65969 6.52521 6.48539 6.30993 5.71895 4.40369 3.59929
threshold=0 1 2 3 4 3.5000000000000004 5 1.5000000000000002 6 7 3.5000000000000004 1.5000000000000002 1.5000000000000002 8 9 10 11 12 59.500000000000007 13 14 15 2.5000000000000004 1.5000000000000002 16 1.0000000180025095e-35 4.5000000000000009 17 1.0000000180025095e-35 18 7.5000000000000009 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 33.500000000000007 5.5000000000000009 19 20 34.500000000000007
decision_type=9 1 1 1 1 2 9 2 1 9 2 2 2 9 1 1 1 1 2 1 1 9 2 2 1 2 2 9 2 1 2 2 2 2 2 2 9 9 2
left_child=1 3 4 8 5 9 12 16 17 20 19 27 28 22 -9 25 -5 18 -1 -3 33 24 -6 -17 36 -11 -15 37 35 38 -26 -14 -21 -2 -33 -4 -13 -8 -7
right_child=2 10 6 7 13 29 11 14 -10 15 -12 21 31 26 -16 23 -18 -19 -20 32 -22 -23 -24 -25 30 -27 -28 -29 -30 -31 -32 34 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.39723798228390389 0.042342335328958543 0.016553630034233685 -0.03867561839910133 0.12846195966925097 -0.017238397800144994 0.14633070704494261 -0.076620956724746933 0.26200352898092427 0.092278208762322705 0.0039108876067524825 0.081211068626821037 0.0043053556957431639 0.01282151369970751 -0.054582876967370124 0.0056947323352235964 -0.028914374360224454 0.031526604743586671 0 0 0.0050307521233238922 0 0.034562504760295348 0.03982686326186248 0.012856517016735789 -0.055437549327227068 0.039355069232347453 0.0035036202950275101 0.0064963903408860619 0 0.0046221431354352503 -0.019521558644379534 0.075061702585274059 -0.049173744648908085 0.10683370693039129 0 0.0078157708383766976 -0.023812924825261719 -0.00081625064026800108 0
leaf_weight=245.860738566902 115.35779001208721 48.339816127903759 272.98607570340391 322.20484435069375 67.811405299697071 155.0620808826643 2665.4024843527004 145.63353322353214 40.713728634465951 218.13211307098391 38.962759559217375 93.195861932588741 84.28333089617081 308.59985397185665 10.675460917409508 289.03687149309553 77.915730321197771 3.3502659195219158 1.0661214782157902 8.0783117760438454 36.341703438723926 13.837834968231617 77.947184171935078 82.474482349818572 516.72414953180123 240.3949566266383 26.017848376650363 6.616289551369845 118.19634049886372 11.09232776367571 157.48918873711955 63.080730096786283 313.87229112302884 114.0314792280551 5.5401039892458348 10.802815103786996 116.08332674868871 16.367169502889737 2.4513338604010633
leaf_count=195775 141311 63704 381423 318279 92632 178077 3864932 108781 50525 291120 47745 125028 111482 438122 13969 397367 98008 4441 1430 10780 48731 17904 100023 105076 729935 303741 34770 8816 158538 14801 222517 77701 443224 138135 7431 14374 159358 23733 3288
internal_value=0 0.157022 -0.0347761 0.242371 0.0215665 0.0418451 -0.0585685 0.160615 0.352172 0.0233071 -0.0199317 -0.0668066 -0.00391681 -0.0301197 0.249844 0.00475049 0.113799 0.391542 0.395323 -0.0366124 0.0713219 -0.0383869 0.0124521 -0.0181738 -0.0409554 0.023894 -0.0480102 -0.0758996 -0.0257595 0.139094 -0.0479816 0.0464596 -0.0453596 0.0842063 0.0682652 -0.0353718 -0.0114063 -0.0762831 0.144709
internal_weight=0 1256.67 5885.36 847.42 1744.75 1264.38 4140.61 556.43 290.991 1095.77 409.253 3585.72 554.889 480.376 156.309 830.038 400.121 250.277 246.927 370.29 265.731 897.33 145.759 371.511 883.493 458.527 334.618 2688.39 401.985 168.606 674.213 152.904 321.951 229.389 68.6208 283.789 209.279 2681.77 157.513
internal_count=9547027 1356661 8190366 791208 2287194 1621647 5903172 539037 252171 1425481 565453 5152223 750949 665547 122750 1097304 416287 201646 197205 517708 328177 1254742 192655 502443 1236838 594861 472892 3897481 554335 196166 952452 196614 454004 279446 85132 395797 284386 3888665 181365
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=64 2 896 898 2 16787584 2 3328 2173312 1 768 2 1 771 2 1 64 1 2 16515345 1
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=26
split_feature=2 5 1 0 1 5 0 0 3 10 2 1 2 2 1 3 0 2 1 11 4 2 1 3 9 2 0 4 2 2 3 3 0 3 0 9 4 2 4
split_gain=2872.51 1304.04 563.795 407.868 222.833 111.579 113.239 104.154 63.0523 60.7872 53.6723 50.3141 48.8515 44.5243 41.9114 37.2214 33.3331 20.3462 16.8819 16.8662 15.0628 13.2508 11.045 10.0116 9.0299 8.64927 8.30462 7.76699 8.60418 7.30306 5.57982 5.3584 5.08692 4.79345 4.79345 4.63916 4.30256 4.13662 3.44153
threshold=0 1 2 2.5000000000000004 3 4 2.5000000000000004 1.5000000000000002 4.5000000000000009 5 6 7 8 9 10 4.5000000000000009 34.500000000000007 11 12 13 14 15 16 1.0000000180025095e-35 17 18 1.0000000180025095e-35 19 20 21 11.500000000000002 11.500000000000002 1.0000000180025095e-35 2.5000000000000004 5.5000000000000009 22 23 24 25
decision_type=9 1 1 2 1 1 2 2 2 1 9 1 9 9 1 2 2 9 1 9 1 9 1 2 9 9 2 1 9 9 2 2 2 2 2 9 1 9 1
left_child=1 3 5 4 12 6 11 13 14 16 29 17 38 26 -3 25 18 -2 -5 22 -6 32 33 -16 30 -7 -4 28 -8 -9 -15 -20 -13 -12 -31 -24 -19 -17 -1
right_child=2 8 7 9 20 15 27 10 -10 -11 19 21 -14 24 23 37 -18 36 31 -21 -22 -23 35 -25 -26 -27 -28 -29 -30 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.079111176779238332 -0.0013245844111839798 0.033953486310956259 -0.036434222150527419 0.038398979266977065 0.17071667879656682 0 0 0.037793397122359879 0.079076689569844025 0.0048624042440116397 -0.022991686949277473 -0.0089442023931747099 -0.011676250714587498 -0.075968697132979268 0.010945154653153447 -0.006831247680472597 0 0.044747518459921663 0.30464296257411072 0.026972249916406912 0.061870282717513492 -0.030386810869073039 -0.051337341293278743 -0.043966610107799751 0.0014804934846145788 -0.050658789626540995 0 0 0.087835419152953592 -0.015501057843123639 0 0 0.020140388380722844 0.0056327112590340818 0.021412950142545795 0.0021201440454149466 0.00067467608359698472 0.034545085968581996 0.024808324739165749
leaf_weight=277.43067528272513 152.43020773370517 55.52379350841511 234.04364098527003 32.215559140604455 558.86608808574965 58.419667979644146 19.065967024769634 68.093269623117521 27.504200274706818 11.950958506669847 134.79013200860936 98.409840539388824 76.554729864583351 2381.3384858382633 15.057094367803073 9.3652144953375664 5.0108123852987765 329.75339604541659 223.46422651020112 11.733999250049235 68.808281145058572 237.00367052253569 569.25814668473322 467.32407095911913 6.4553961062338194 291.98414580139797 86.57356880849693 17.487006455368828 228.20175232348265 61.075518043362536 10.167654241784474 0.34891941188834508 75.659151065337937 53.270769684051629 26.815228534454945 3.2918071830645195 39.500838539679535 50.646101213642396 67.704069593455642
leaf_count=234617 196311 72771 346449 20674 421660 76568 19841 85520 32572 15549 185970 129760 107904 3725895 20075 12467 6152 411223 150832 14667 81272 333240 842916 662370 8546 437755 121469 23094 235692 88862 15874 356 95474 73248 38078 4602 51708 64111 80883
internal_value=0 0.104163 -0.0384054 0.158082 0.122875 0.0106687 0.0261924 -0.0600046 -0.0212995 0.266862 -0.0293196 0.00846767 0.054981 -0.0701575 -0.0308663 -0.0324017 0.276089 0.02829 0.280581 -0.0397465 0.160172 -0.0164891 -0.0426423 -0.0403393 -0.0750011 -0.0448585 -0.0268534 0.0804029 0.0845723 0.0198487 -0.0756569 0.29256 0.00317418 -0.013241 0 -0.0496184 0.0401828 0.0277093 0.0702224
internal_weight=0 1887.76 5254.83 1322.35 1049.36 1607.93 1197.51 3646.91 565.409 272.99 928.329 932.757 421.689 2718.58 537.905 410.415 261.04 521.684 256.029 772.345 627.674 411.073 760.611 482.381 2397.96 350.404 320.617 264.755 247.268 155.984 2391.51 223.813 174.069 188.061 87.8907 572.55 369.254 60.0113 345.135
internal_count=9547027 1907687 7639340 1119899 926336 2087244 1496343 5552096 787788 193563 1333863 1217716 423404 4218233 755216 590901 178014 659242 171862 1121403 502932 558474 1106736 682445 3750315 514323 467918 278627 255533 212460 3741769 151188 225234 259218 126940 847518 462931 76578 315500
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=2112 2 896 60 2 1 19705984 768 64 21013633 769 23863303 5 1 2 27792657 64 1 24191360 2 21233672 12416 1 2 5837317 2
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=24
split_feature=2 5 1 0 0 5 1 0 3 2 2 2 3 1 3 10 1 2 0 11 2 3 2 0 9 4 2 2 0 4 0 3 4 3 0 3 1 9 2
split_gain=2206.71 838.581 502.866 211.055 100.753 92.0878 90.1879 86.306 58.0368 53.196 47.3673 43.4081 43.362 40.003 33.0521 25.8584 24.9736 18.4739 16.3789 15.5686 15.0453 10.9537 13.8264 10.2337 8.70257 8.6143 7.78095 7.76084 7.30403 6.98326 6.83421 5.80011 5.37598 5.29919 5.10731 5.00024 4.33668 4.27526 4.12319
threshold=0 1 2 1.5000000000000002 1.5000000000000002 3 4 3.5000000000000004 3.5000000000000004 5 6 7 1.0000000180025095e-35 8 4.5000000000000009 9 10 11 1.0000000180025095e-35 12 13 2.5000000000000004 14 25.500000000000004 15 16 17 18 1.0000000180025095e-35 19 3.5000000000000004 4.5000000000000009 20 11.500000000000002 5.5000000000000009 1.0000000180025095e-35 21 22 23
decision_type=9 1 1 2 2 1 1 2 2 9 9 9 2 1 2 1 1 9 2 9 9 2 9 2 9 1 9 9 2 1 2 2 1 2 2 2 1 9 9
left_child=1 3 5 6 11 7 17 13 16 25 30 28 -5 20 27 23 32 -1 -15 21 29 37 -23 -14 33 -8 -20 -7 -4 -2 -6 36 34 -13 -3 -18 -10 -12 -9
right_child=2 8 4 12 10 14 9 38 31 -11 19 24 15 18 -16 -17 35 -19 26 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.043472001545648807 0.04074844860341012 0.0515945868049211 -0.034350756028875162 0.21643152203350438 0 0 0.13334880113315101 0.091499142697438363 0.029684089419613681 0.033030054094084563 -0.048073871557623715 -0.074090164828554558 0.12703444252812565 -0.028456477090963963 0.025320477880635479 -0.00066969522254012076 0 -0.013648572021217643 -0.01176832425900343 0.02600403247982612 0 0.012978162189402785 -0.033848970042522769 0 0.001453879551559177 0.048987377587812173 0.020772247567670515 -0.048414843858022125 0 0 0.037278905654938577 0.072300796116774799 -0.0035115826268872158 0 -0.00061647685978457375 -0.044505537817875911 -0.0083279537696861056 0.003035444833392189 0.016094079910074686
leaf_weight=239.29831942089368 392.50167046632851 18.145614044624384 225.68085931189125 258.98112313949969 87.758732281276025 58.419667979644146 511.70335396524752 131.72827875759685 7.0327555618132465 141.81589549209457 554.74282361386577 2207.3386204973795 244.18899433035403 232.54558977502165 61.724879281187896 12.273465949459931 14.355084621172862 46.816617260745261 84.599562535295263 12.054270744672975 156.76770748099079 81.213532217196189 91.426053388160653 6.8001949726603916 6.4649460106156758 72.649385416414589 129.65234341920586 277.57929760555271 86.57356880849693 44.391157455684152 70.4850300209946 29.763285948894918 44.584374238213059 10.167654241784474 12.251147021364885 389.39427392353537 34.147561575169675 2.0264003492775364 54.700486991845537
leaf_count=216844 463252 23858 346449 132221 120876 76568 300492 123800 8309 158463 844387 3725895 140880 329103 76578 15706 18955 67386 113922 14667 196463 120388 139136 6799 8546 81108 160035 437755 121469 58031 91584 32572 57465 15874 16165 587568 42896 2825 51737
internal_value=0 0.0852493 -0.0360548 0.123036 -0.0575694 0.00955697 0.0909792 0.0232385 -0.0191596 0.109466 -0.0271396 -0.0680282 0.176311 0.0106226 -0.0303922 0.117718 -0.0324452 0.0326778 -0.0111204 -0.0373601 0.0269614 -0.0402802 -0.0127098 0.124028 -0.0730704 0.124231 0.00719639 -0.0426832 -0.0251137 0.0360118 0.0184806 0.0505189 0.0138814 -0.0737627 0.0357305 -0.0414693 0.00672415 -0.0472309 0.0810295
internal_weight=0 2084.2 5060.54 1534.53 3435.93 1624.61 1012.28 1226.89 549.674 726.169 899.707 2536.23 522.244 1040.46 397.724 263.263 478.73 286.115 446.797 741.463 593.661 729.409 172.64 250.989 2223.97 584.353 214.252 335.999 312.254 436.893 158.244 70.9436 74.9811 2217.51 30.3968 403.749 41.1803 556.769 186.429
internal_count=9547027 1907687 7639340 1119899 5552096 2087244 824293 1496343 787788 540063 1333863 4218233 295606 1320806 590901 163385 704011 284230 603060 1121403 717746 1106736 259524 147679 3750315 381600 273957 514323 467918 521283 212460 83777 97488 3741769 40023 606523 51205 847212 175537
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=2112 2 896 2 28 64 19705984 21013633 768 1 771 64 1 10556856 9437466 1 2 5571116 24191360 2 2 773 1 2623408
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=24
split_feature=2 5 1 1 0 5 0 2 2 3 3 0 3 11 0 1 1 1 1 2 1 3 3 0 2 2 10 9 8 2 9 3 4 0 3 3 1 3 8
split_gain=1729.24 568.619 448.269 139.168 98.2098 76.6402 73.3824 63.547 63.2432 51.4874 48.1147 33.9209 29.3325 26.2985 26.0309 22.3696 20.7514 16.2155 15.3562 13.3171 10.9656 9.62308 9.60594 8.90689 8.77559 8.09677 7.64168 7.16342 6.39648 5.94961 5.62034 5.25511 4.84285 4.67904 4.59253 4.28761 4.13956 4.02152 3.8912
threshold=0 1 2 3 1.0000000180025095e-35 4 1.0000000180025095e-35 5 6 3.5000000000000004 1.0000000180025095e-35 5.5000000000000009 4.5000000000000009 7 2.5000000000000004 8 9 10 11 12 13 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 14 15 16 17 18 19 20 2.5000000000000004 21 5.5000000000000009 1.0000000180025095e-35 4.5000000000000009 22 4.5000000000000009 23
decision_type=9 1 1 1 2 1 2 9 9 2 2 2 2 9 2 1 1 1 1 9 1 2 2 2 9 9 1 9 1 9 9 2 1 2 2 2 1 2 1
left_child=1 3 5 10 19 6 17 22 14 15 -1 18 24 16 20 32 21 25 29 -4 -5 -9 -6 -10 -7 -2 -16 -18 -20 -8 -21 -26 33 -3 -17 36 -11 -19 -22
right_child=2 9 4 8 7 12 11 13 23 35 -12 -13 -14 -15 26 34 27 37 28 30 38 -23 -24 -25 31 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.17914331713188691 0.023083648391978396 0.048630181041689251 -0.032216416131365742 0.080988344617386132 0 -0.052459561955360806 0.0034879976559310626 0 -0.0096367413043892351 0.029102702280055417 0.095207439448147621 0.09184213287744096 0.02319524684868543 0.03390066698021988 0.1248996471354126 0 -0.056750096862773804 -0.031192566894634174 0.017401772970912503 -0.076430647065283103 0.042036984549861017 -0.031261662935293068 0.043828255144605054 0.028672637456319462 -0.024395611022143087 -0.0063185896441600433 0.0018852363225258205 0.0051913244156967416 -0.01017494124733561 0.047235603560769612 0 0.0085594805118882639 -0.0033089602398911769 -0.00059871430947730985 -0.042165822643188612 0.066103486328703165 -0.0079764284553565622 0 0
leaf_weight=287.50267392478418 132.1498186676763 19.104858913982756 222.39383975951932 446.32663177407812 96.894856732280459 197.44118542876095 70.098405723576434 121.13304134918144 81.703770703810733 7.2442738270037808 305.2062377803959 92.441202754911501 63.305111873603892 19.279018505476415 200.96171821199823 14.355084621172862 780.49354835686972 197.97365660255309 171.11395371897379 1532.0095880298759 264.58953243505675 400.25085949827917 64.522127293923404 93.491075018362608 74.427369308192283 156.27868110564305 11.214158328250049 5.1703880988643496 93.502422388701234 310.25779253448127 3.7379338112659743 51.027447781758383 44.428330095252022 12.243608167394994 372.46564711187966 31.990487342816778 33.864814253232908 28.056798785401043 29.73857511166716
leaf_count=134464 157437 23858 354307 280363 127402 326800 81363 199670 111096 8309 175158 81521 76578 25234 74874 18955 1325170 288080 205015 2782830 213970 642121 83383 92291 115601 198847 14291 7045 111739 331318 4934 71922 57465 16165 587568 32572 42896 41023 23392
internal_value=0 0.0713226 -0.0337578 0.0992694 -0.0551086 0.00867567 0.0208322 -0.0348331 0.0722602 -0.0171593 0.140811 0.0405118 -0.0284618 -0.041874 0.082529 -0.0302285 -0.0442648 -0.00750295 0.0289553 -0.071534 0.0680105 -0.0238181 0.0200864 0.0100577 -0.0405504 0.00740996 0.120676 -0.0551229 0.00661612 0.0409859 -0.0756209 -0.00939239 0.0130977 0.0336225 -0.0391427 0.0473673 0.00683118 -0.0256312 0.0380639
internal_weight=0 2256.43 4883.96 1720.73 3245.89 1638.07 1251.87 1487.74 1128.03 535.697 592.709 737.414 386.201 1326.33 952.831 462.598 1307.05 514.459 644.973 1758.14 740.655 521.384 161.417 175.195 322.896 288.428 212.176 785.664 264.616 380.356 1535.75 125.455 75.7768 31.3485 386.821 73.0996 41.1091 226.03 294.328
internal_count=9547027 1907687 7639340 1119899 5552096 2087244 1496343 2410025 810277 787788 309622 810956 590901 2199240 606890 704011 2174006 685387 729435 3142071 517725 841791 210785 203387 514323 356284 89165 1332215 316754 412681 2787764 187523 97488 40023 606523 83777 51205 329103 237362
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=2112 2 896 896 2 17309824 64 1 771 96 768 768 21079169 99 8655894 8397720 1 1 9 22290435 1 2 773 3
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=25
split_feature=2 5 1 0 0 1 0 2 3 2 2 5 2 4 10 2 1 0 1 0 0 2 2 3 2 4 9 11 3 2 9 1 8 3 0 0 3 1 0
split_gain=1375.88 400.452 398.236 124.485 95.2833 65.8757 65.0188 47.1504 45.5315 40.3759 39.2288 35.4903 29.8836 24.4805 24.3881 22.9549 21.0511 17.6598 17.2255 14.7255 13.2041 11.1818 11.0333 9.55528 13.0811 8.80124 8.02411 7.77115 7.52943 7.23794 7.17608 7.11549 6.38607 6.0023 5.41252 5.29729 4.41674 4.34922 4.20567
threshold=0 1 2 4.5000000000000009 1.5000000000000002 3 1.5000000000000002 4 3.5000000000000004 5 6 7 8 9 10 11 12 5.5000000000000009 13 5.5000000000000009 34.500000000000007 14 15 2.5000000000000004 16 17 18 19 7.5000000000000009 20 21 22 23 8.5000000000000018 1.0000000180025095e-35 5.5000000000000009 4.5000000000000009 24 1.0000000180025095e-35
decision_type=9 1 1 2 2 1 2 9 2 9 9 1 9 1 1 9 1 2 1 2 2 9 9 2 9 1 9 9 2 9 9 1 1 2 2 2 2 1 2
left_child=1 3 6 5 9 15 7 18 16 34 23 19 27 31 20 -1 25 21 -2 37 -5 -12 -13 30 -25 35 33 32 -15 -19 -6 -9 -7 -11 -4 -3 -20 -8 -10
right_child=2 8 4 14 10 12 11 13 38 26 17 22 -14 28 -16 -17 -18 29 36 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.09903496861561395 0.038023864685604224 0.044520871893584599 -0.030391611411505922 0.15970416133275456 -0.046109960812441231 0.053345674918948864 0.039410068372884813 0.013092561284006399 0 -0.070479610070407303 0.016699966536262236 0.017160459213068174 -0.00036721120055353384 -0.056469113118744078 0 0.035080095029827327 -0.041387493723896766 -0.0002487418047398496 -0.011264099548933822 0.078867405945627717 0 -0.02439331102895561 -0.028531168355222094 0.017576970058711262 -0.031120318240675224 -0.012513206118193967 0.0013582816030791919 0.11982388754634624 0.0032476106115334781 0.052729298239983874 0.012247336735164965 -0.01451962292693087 0.01892887481648594 -0.0022855251774153962 0 -0.0022692040483844405 0.017944588836186517 0.0092284568000748426 0.056867054480661539
leaf_weight=715.17543982865755 193.16807181702461 31.565835234709084 211.16478144848952 220.79905633401359 431.56700052315136 435.54138030385366 218.78608862234978 74.895788829599041 28.118475607247092 1900.9403153390158 69.634467857016716 53.002607557573356 129.5113005117164 171.90577239863342 10.162320988718418 167.86146621673834 302.61229681689292 30.154349426389672 142.30083005008055 101.3109163120389 5.6836686109891152 121.25861189322313 78.867788526054937 62.875792683684267 76.077073298685718 96.800404170702677 6.499285979429259 5.4772917867521747 9.7032798119471391 50.985275997431017 2.0706178373075081 411.20877924916567 194.28539605834521 24.226043437607586 87.036235428298824 17.055509133439045 41.191299991332926 153.95368652162142 47.107547315070406
leaf_count=300829 219951 41462 346449 84541 717006 293217 216660 92229 31574 3697347 86896 76490 159637 276712 12893 134445 494915 45783 192679 81521 6152 191327 134591 95678 125287 143635 8546 2896 13004 69157 2729 565351 125289 44422 121469 23999 50979 167077 52203
internal_value=0 0.0606996 -0.0315418 0.0821834 -0.0526322 0.0697154 0.00788761 -0.0069966 -0.0152946 -0.0636788 -0.0225432 0.0332578 0.0426081 -0.0226357 0.150266 0.0892495 -0.0280992 0.00761907 0.0196866 0.0455209 0.156286 -0.00816114 -0.00923868 -0.0365565 -0.00890255 0.00241345 -0.0690615 0.0513159 -0.0518527 0.0403109 -0.0444098 -0.00919794 0.0456223 -0.0698231 -0.0219967 0.029689 -0.00162563 0.0305127 0.044385
internal_weight=0 2407.76 4724.78 1884.5 3074.49 1647.85 1650.29 1044.37 523.26 2229.87 844.623 605.921 764.815 667.714 236.645 883.037 448.034 272.033 376.66 474.051 226.483 190.893 131.87 572.59 138.953 145.422 1931.67 635.304 181.609 81.1396 433.638 486.105 629.827 1925.17 298.201 48.6213 183.492 372.74 75.226
internal_count=9547027 1907687 7639340 1119899 5552096 1016313 2087244 1410905 787788 4218233 1333863 676339 581039 947296 103586 435274 704011 393163 463609 465258 90693 278223 211081 940700 220965 209096 3750315 421402 289716 114940 719735 657580 418506 3741769 467918 65461 243658 383737 83777
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=2112 2 896 899 75153 21013633 13714222 2 64 2 1 64 899 768 536704 2433456 9437450 2 1 1 525313 1 512 1 768
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=23
split_feature=2 1 5 1 0 5 2 0 3 2 11 11 1 3 0 8 3 1 0 0 1 1 3 2 4 2 0 3 9 1 2 2 0 3 3 0 8 1 0
split_gain=1102.39 354.601 286.495 104.026 84.4222 60.8832 60.3347 49.6849 44.1481 36.7238 31.5223 30.1776 24.0384 21.3742 21.0499 25.5703 19.9524 18.7974 17.362 15.546 13.4547 11.8555 8.7209 8.6236 8.76821 8.42585 8.06252 7.05731 6.14055 5.20022 5.03513 5.00931 4.33772 3.91868 4.79166 3.61506 7.82371 4.91822 3.46884
threshold=0 1 2 3 1.0000000180025095e-35 4 5 1.0000000180025095e-35 3.5000000000000004 6 7 8 9 1.5000000000000002 2.5000000000000004 10 4.5000000000000009 11 4.5000000000000009 5.5000000000000009 12 13 1.0000000180025095e-35 14 15 16 5.5000000000000009 1.0000000180025095e-35 17 18 19 20 27.500000000000004 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 21 22 1.0000000180025095e-35
decision_type=9 1 1 1 2 1 9 2 2 9 9 9 1 2 2 1 2 1 2 2 1 1 2 9 1 9 2 2 9 1 9 9 2 2 2 2 1 1 2
left_child=2 5 3 13 28 7 10 21 17 29 14 12 22 32 20 -16 31 33 35 23 -5 30 -11 24 -9 38 -14 -25 -3 -6 -2 -7 -1 34 -4 37 -37 -8 -10
right_child=1 4 8 6 9 16 18 19 25 11 -12 -13 26 -15 15 -17 -18 -19 -20 -21 -22 -23 -24 27 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.13851751493903069 0.017844653803043693 -0.069346835027029582 0.024065578074759411 0.016258923781883622 0.046932731997187616 -0.048853618046402418 0.0093516066265853688 0.041908039101062611 0.0064251072180983903 0.00276614376039467 0.16163430169764803 0.042001251883996504 -0.05649911177151197 0.059852743720051671 0.0088220559480101293 0.095912110981779305 0.014482180001201141 -0.037571410868577036 0.052586822836125403 0.065951354889007149 0.053626690061595143 -0.023332752972826054 -0.025401318065377633 -0.0072691866795117346 -0.0045074591099650042 -0.0015639706355265936 -0.017814977249262714 0.019390320727926322 0.00025886335319752962 0 -0.0052277954210587412 -0.0099782210525702474 0 0.023627364085506239 -0.014374317682158317 0.025321619144325354 -0.011941054318942251 -0.019857207496382884 0.073304409013273161
leaf_weight=251.82705955801066 132.16078927001217 1481.3513394063921 9.4888531246106123 209.16890324524138 26.002086923283059 180.73873206326971 54.143668051925488 276.33726515684975 28.233427481201943 117.8411136783543 15.083912363334091 20.692238368908875 606.03013082081452 145.56332987116184 69.124815420131199 257.61242225574097 62.544309166667517 320.10083642887184 56.448646190518048 107.90367203543428 831.65904042066541 210.25044584157877 379.89207280811388 118.70000926288776 27.572668816312216 31.08416278869845 124.43915985838976 233.6621879877639 3.9092712235287754 36.548863945063204 154.02313441922888 112.1032675007591 0.92816880508325894 35.498709822481032 110.05445891607087 97.161467427387834 54.18718490563333 97.170033819100354 36.336492566508241
leaf_count=97551 149715 3052260 11469 155397 32047 326800 61663 277291 33228 203415 5944 26895 1154697 77052 23165 81879 73984 535427 38279 80275 433477 318851 651451 134234 34096 36032 210892 266097 5195 45197 198847 173784 985 50235 159807 96681 53896 141159 37678
internal_value=0 -0.0308704 0.0496478 0.0664464 -0.0522152 0.00625752 0.0528359 0.0167547 -0.0121823 -0.0322938 0.0624116 -0.0361241 -0.038936 0.113509 0.058103 0.0835555 -0.0284425 -0.0252301 0.0126559 0.0323669 0.0477158 -0.00718265 -0.018044 0.0237662 0.0357026 0.0407925 -0.0506009 0.00951051 -0.0689641 0.0286666 0.0053891 -0.0390334 0.137734 0.00248509 -0.0051013 0.000616351 0.0112957 -0.00851242 0.0529494
internal_weight=0 4412.7 2710.88 2140.08 2796.71 1616 1741.76 1260.61 570.797 1311.45 1382.65 1248.89 1228.2 398.319 1367.57 326.737 355.386 475.143 359.111 764.176 1040.83 496.434 497.733 656.272 303.91 95.6541 730.469 352.362 1485.26 62.551 286.184 292.842 252.755 155.042 119.543 302.662 151.349 151.314 64.5699
internal_count=9547027 7416023 2131004 1267128 5382049 2033974 1091540 1459406 863876 2324594 699862 2247350 2220455 175588 693918 105044 574568 756938 391678 791993 588874 667413 854866 711718 311387 106938 1365589 400331 3057455 77244 348562 500584 98536 221511 171276 353399 150577 202822 70906
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=2240 896 2 768 2 64 8192 1 1 96 2 899 24 768 11080976 2 192 1 39 8397592 8655894 1 134
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=21
split_feature=2 1 5 0 0 2 5 0 3 2 1 1 3 3 1 5 5 0 3 0 3 2 4 1 3 2 0 9 1 2 0 3 3 9 0 2 3 0 8
split_gain=899.646 312.238 214.185 80.961 77.047 57.2356 51.3095 39.9233 39.7266 36.3002 28.9797 24.6625 20.2442 17.8756 17.3896 30.4774 14.8774 23.6259 22.3016 14.7138 13.8955 13.4745 12.4672 11.658 10.3679 10.2353 9.72442 9.29376 8.69235 6.53143 5.97034 13.0174 8.53355 5.05635 4.68287 4.53406 4.23518 4.21026 4.21576
threshold=0 1 2 1.0000000180025095e-35 4.5000000000000009 3 4 1.0000000180025095e-35 4.5000000000000009 5 6 7 1.0000000180025095e-35 4.5000000000000009 8 9 10 4.5000000000000009 3.5000000000000004 3.5000000000000004 1.5000000000000002 11 12 13 1.0000000180025095e-35 14 3.5000000000000004 15 16 17 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 18 19.500000000000004 19 4.5000000000000009 1.0000000180025095e-35 20
decision_type=9 1 1 2 2 9 1 2 2 9 1 1 2 2 1 1 1 2 2 2 2 9 1 1 2 9 2 9 1 9 2 2 2 9 2 9 2 2 1
left_child=2 6 4 29 5 11 7 25 10 14 -4 -1 -6 35 15 19 17 -11 -18 -5 28 22 26 -7 -13 -2 -9 -16 34 -3 -12 32 -32 -31 -14 -8 -17 -25 -39
right_child=1 3 8 9 12 23 13 21 -10 16 30 24 20 -15 27 36 18 -19 -20 -21 -22 -23 -24 37 -26 -27 -28 -29 -30 33 31 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.027646812681174172 0.0064991274881696709 -0.025697965584165858 0.029987218875315448 -0.012603550469170026 0.13616332393439606 0.027023589339857573 -0.046773658602178775 0.026948494669008123 0.057669742032681041 -0.0058638016339388095 -0.042601525940346135 0.075676371177540544 0.059338163636984603 0.013364788172579911 -0.056355089809327609 -0.054842878280229115 -0.045227091184414758 0.057209845934790254 0.021089324871204171 0.035529924545698477 0.084270695949232144 0.0039887223250900583 -0.0028564339666397875 -0.016414363645980503 0.045377224499918191 -0.019996429550945025 0.063662966847413613 0.010004318731498076 -0.0051208611416016826 -0.070882557859302725 0.010093506887679009 0.0023505579171955631 -0.049039852543531048 0 -0.00053116181803888451 -0.0093145282032776767 0 0.020045017390280695 -0.010371071682437807
leaf_weight=384.83484587125713 250.89112032682169 146.96610223734751 63.047128887323197 138.11045663093682 142.51055061118677 203.03824499808252 172.13029212970287 358.8583456146298 44.175121079199016 188.71620803570841 204.98615898378193 708.72356858174317 22.666613524081189 63.455101650441065 507.84311910523684 129.28241004579468 121.3966999113909 50.125422730110586 47.602497404499445 69.576763592776842 79.491239159018733 218.4779426958994 53.336561818316113 108.69101593102096 452.04187168204226 242.27398063923465 156.22406230727211 5.4493870873702681 60.982853066059761 1235.3958478748973 9.9592037086258625 157.48819734272547 81.752117853437085 3.7439744173316276 4.1731646143598473 110.99168928293511 10.832753578084519 65.740777080936823 34.716299410152715
leaf_count=254876 317995 269691 77520 250719 41224 158397 326800 377018 41522 339387 351816 257561 7614 73984 1008865 233200 203734 74270 75935 112008 33644 237317 65693 161765 209794 349418 111965 7270 29230 2782830 13315 245960 133743 4934 3059 173784 19206 71223 38741
internal_value=0 -0.0287723 0.0434595 -0.0496982 0.0571747 0.0481736 0.00557663 0.0150174 -0.0107866 -0.0300746 -0.0200225 0.0568384 0.103896 -0.0267661 -0.041234 -0.0185668 -0.00359323 0.0111644 -0.0246767 0.00470857 0.0583678 0.0286789 0.0363182 0.0118003 0.0650232 -0.00660199 0.0415253 -0.0535983 0.0168887 -0.0667844 -0.0290317 -0.0144566 -0.0392484 -0.0699448 0.0419958 -0.0371374 -0.0506681 -0.00374009 0.0080079
internal_weight=0 4281.68 2829.02 2655.04 2267.61 1957.79 1626.64 1280.06 561.408 1268.94 517.233 1545.6 309.824 346.577 861.095 347.802 407.841 238.842 168.999 207.687 167.314 786.897 568.419 412.186 1160.77 493.165 515.082 513.293 87.8226 1386.11 454.186 249.2 91.7113 1239.14 26.8398 283.122 140.115 209.148 100.457
internal_count=9547027 7416023 2131004 5382049 1267128 1152357 2033974 1459406 863876 2324594 822354 722231 114771 574568 1631268 615133 693326 413657 279669 362727 73547 791993 554676 430126 467355 667413 488983 1016135 39903 3057455 744834 393018 147058 2787764 10673 500584 252406 271729 109964
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=2240 896 2 64 2 13713982 769 28 96 2 2 11081009 2 898 27801360 1 897 21079041 1 8655894 1
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=24
split_feature=2 1 5 5 1 11 2 0 0 3 3 0 2 9 8 0 1 1 0 1 1 0 2 1 2 3 3 3 1 2 3 0 11 2 4 2 1 3 3
split_gain=733.347 275.195 161.525 82.6793 64.1279 58.1386 56.5365 54.0201 43.492 35.4713 34.0585 32.1517 32.4367 25.295 23.3259 21.3453 18.5799 15.9475 13.7406 12.7491 9.29254 9.02246 8.59808 8.44807 7.64364 7.40431 8.40806 7.34342 5.32083 4.98545 4.45594 4.38195 4.97759 4.34224 3.8999 3.71012 3.31699 3.20242 4.16231
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 5.5000000000000009 4.5000000000000009 3.5000000000000004 6.5000000000000009 7 8 9 3.5000000000000004 10 11 1.0000000180025095e-35 12 13 32.500000000000007 14 15 16 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 17 18 4.5000000000000009 1.0000000180025095e-35 19 20 21 22 23 2.5000000000000004 1.0000000180025095e-35
decision_type=9 1 1 1 1 9 9 2 2 2 2 2 9 9 1 2 1 1 2 1 1 2 9 1 9 2 2 2 1 9 2 2 9 9 1 9 1 2 2
left_child=2 3 4 7 27 11 18 16 13 28 17 12 23 31 15 22 35 37 -3 -13 -16 -21 -9 -6 -12 26 -10 -1 -5 -11 33 -8 -33 -18 -17 -2 -14 38 -4
right_child=1 6 10 9 5 -7 8 14 25 29 24 19 36 -15 20 34 30 -19 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.098124884378455624 0.015916710581309151 -0.023308427254953364 0.023048067835169467 -0.010097016766618581 0.044890740707981019 0.14912655082082549 -0.072287763818598263 0.04620947457988716 0.0093525288639192874 -0.012901767324096293 0.046968278859913712 0 0.0089064232478019249 0.028159176132677755 0.018610048912417573 0.065855980020388602 -0.042743192742927379 -0.03381212272894845 0.021564732808777964 0.095681910389153815 -0.01145496251230174 0 0.010268148548734223 0.023232894735055517 -0.002531996734640155 0.020020123472181382 -0.034551181857521929 0.046564788634962079 -0.051877500447145321 0.0247142396654076 0 -0.051279205859989276 0 -0.0090773597520013623 0 -0.0037444275305342032 -0.0091764565632687957 0.02201222398605155 -0.012776892077415872
leaf_weight=309.07516622397816 135.01970287790755 112.04900655371603 9.8149261605576594 94.530851972056553 795.48564216861269 21.750744970166124 986.12287549997563 74.168160052155145 41.305979990051128 12.803565109352348 68.819103089685086 29.735135328082833 189.34937124949647 9.7884847919340228 142.81818099413067 177.86944046319695 155.46669477899559 299.68379588064272 99.912196755525656 127.13930950954091 190.19865715093329 6.02011613047216 378.67975152251893 609.69379994546762 31.788543434871826 40.800259783631191 78.41509613225935 161.42173457395984 341.97300972649828 77.820145062636584 39.485651572409552 671.28578978430596 10.834954066667704 133.68721175589599 10.609713949845171 151.03781276539667 138.23782969953027 36.36457636707928 107.49300440936349
leaf_count=98536 149715 208518 11469 173284 309500 8553 2377978 78052 70035 19022 70906 11889 186158 13058 133715 146448 305195 535427 143892 42067 239557 5263 459154 349159 36032 67075 142688 77052 652240 106498 71204 1391465 14834 241119 12430 198847 178951 50235 159807
internal_value=0 -0.0268234 0.0380043 -0.00120025 0.0493229 0.0390684 -0.0525945 0.0101021 -0.0582576 -0.0345407 -0.00964854 0.0355492 0.0302405 -0.0632766 0.0245609 0.0350819 -0.0124275 -0.0218548 -0.000831148 0.0769784 0.0012475 0.085658 0.020451 0.0366043 0.0354442 -0.00557181 -0.018561 0.0832233 -0.0460321 0.0160049 -0.0273502 -0.0644778 -0.0501961 -0.0320582 0.0628323 0.00542975 0.000291335 0.00321035 -0.00365952
internal_weight=0 4166.68 2941.87 2116.17 2387.91 1917.41 2050.51 1589.04 1838.55 527.128 553.964 1895.66 1732.77 1678.03 974.344 641.327 614.697 453.356 211.961 162.895 333.017 133.159 452.848 1405.18 100.608 160.521 119.721 470.497 436.504 90.6237 328.64 1668.24 682.121 289.154 188.479 286.058 327.587 153.673 117.308
internal_count=9547027 7416023 2131004 2986480 1267128 1091540 4429543 2035436 4077133 951044 863876 1082987 1023768 3797335 1069356 696084 966080 756938 352410 59219 373272 47330 537206 658659 106938 279798 212723 175588 825524 125520 617518 3784277 1406299 546314 158878 348562 365109 221511 171276
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=2240 960 2 2 768 1 16786432 64 1 1 768 899 7 768 528640 163 192 768 5837317 1 558 2 8397592 198
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=24
split_feature=2 1 5 5 0 3 0 0 8 9 3 2 1 2 0 1 1 2 4 1 2 0 1 1 0 0 3 10 1 2 1 0 0 0 2 11 3 2 3
split_gain=601.336 273.063 145.636 73.2991 56.6019 53.9263 45.5879 42.0627 34.1612 28.3123 27.7584 26.3632 25.853 18.9641 18.6609 16.1103 16.0576 11.6911 10.1715 9.93294 9.4814 9.22026 8.17553 7.6107 6.62229 5.54621 12.6232 5.46239 5.39317 5.38724 5.15568 4.60077 4.13885 5.49632 3.91571 3.88689 3.78356 3.73733 4.37476
threshold=0 1 2 3 1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 5.5000000000000009 4 5 4.5000000000000009 6 7 8 5.5000000000000009 9 10 11 12 13 14 1.0000000180025095e-35 15 16 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 17 18 19 20 2.5000000000000004 7.5000000000000009 24.500000000000004 21 22 2.5000000000000004 23 4.5000000000000009
decision_type=9 1 1 1 2 2 2 2 1 9 2 9 1 9 2 1 1 9 1 1 9 2 1 1 2 2 2 1 1 9 1 2 2 2 9 9 2 9 2
left_child=2 3 4 6 11 12 15 9 16 24 28 22 21 36 17 -2 31 18 -8 -10 -18 -4 -1 -19 -3 -14 -27 -23 29 -5 -13 -6 -15 -34 -12 -26 -9 38 -17
right_child=1 7 5 10 8 -7 14 13 19 -11 34 30 25 32 -16 37 20 23 -20 -21 -22 27 -24 -25 35 26 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.011090537607954351 0.0047486035696237151 -0.068860786357353113 -0.012678583534277303 0.012901710164899997 -0.0012342790877662695 0.058915124076246522 0.050764452934894178 -0.042907888064594481 0.04435983132836295 0.033853824692618953 0.019908661868029989 -0.014519794296277304 -0.046172467193999506 -0.0018904893124227435 0.051744882847445245 -0.043048688569268578 0.095426816828204961 0.017215738000155887 -0.0073832548520007465 0.0059942965765248414 0.029318504356121586 0.033801968588862828 0.039835193353826875 -0.002338206309566188 -0.047210077599776065 -0.0441610566473572 0.00060839923275605339 -0.0098922654439371049 -0.050739948283521109 -0.022850722437619892 0.010085259349763604 0.033347941232513112 0.043678532531907052 -0.0029079299113456674 -0.012640762439033316 0 0.00049905255651489487 -0.0076822117259917099 0
leaf_weight=204.58798818709329 287.22047798475251 951.4907374890754 70.720067666843534 28.184856845648028 31.685562892060261 70.007192198419943 115.17356449126964 71.521156540606171 154.24464266677387 10.336515064409467 75.870428520749556 86.277372579555959 200.16459744021995 26.043642499018461 159.64397543697851 148.96813870372716 411.37643965915777 356.38007792882854 18.571725690853782 173.58600407163613 108.30377127963584 99.239112003939226 1079.1572965487139 342.6692414401914 664.6188837965019 66.636437329754699 142.85097046627197 9.9443115689209645 310.87721063478966 63.653345818340313 209.58713279827498 80.775006142677739 52.801297876401804 15.308326938014941 12.646060247119747 11.523058341001159 7.8065290134982197 152.71468493354041 18.312187336559873
leaf_count=165014 348037 2446511 104156 44833 17066 73631 109790 132139 56169 13432 101700 130564 376422 44029 128063 305195 112341 345486 24591 69755 61190 135339 485854 459308 1439098 116624 220827 14216 630589 126225 203805 32316 88467 25851 19031 15653 13021 276073 34616
internal_value=0 -0.0260724 0.0320804 -0.00110792 0.0429698 -0.00899313 0.00919837 -0.0540793 0.0624628 -0.0592738 -0.033864 0.0299937 -0.0200035 -0.00470931 0.022254 -0.0117122 0.076382 0.0146504 0.0386257 0.0277219 0.0852656 0.00953331 0.0359544 0.00761683 -0.0606482 -0.0328914 -0.0161278 0.0263925 -0.0445844 -0.00901751 0.00114222 0.0217629 0.0207146 0.0324625 0.0113177 -0.0462318 -0.0338328 -0.025881 -0.0363593
internal_weight=0 3902.34 3199.14 2090.89 2539.58 659.563 1599.65 1811.45 959.971 1637.97 491.232 1579.61 589.555 173.481 992.439 607.215 632.141 832.795 133.745 327.831 519.68 179.903 1283.75 699.049 1627.63 409.652 209.487 109.183 402.715 91.8382 295.865 112.461 94.1533 68.1096 88.5165 676.142 79.3277 319.995 167.28
internal_count=9547027 7171738 2375289 2953537 1334074 1041215 2031159 4218201 348837 3914694 922378 985237 967584 303507 1067238 963921 222913 939175 134381 125924 173531 253711 650868 804794 3901262 713873 337451 149555 801647 171058 334369 49382 158347 114318 120731 1454751 145160 615884 339811
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=10432 960 2 2 1 1 8256 899 5849094 768 12 528640 2 864 192 24 768 1 768 2687264 56 10749242 1 558
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=25
split_feature=2 1 5 5 0 3 0 0 11 1 9 3 1 8 3 2 1 2 0 8 0 3 8 2 1 0 1 1 2 0 3 10 1 2 0 10 11 3 2
split_gain=490.634 242.79 114.693 62.9821 49.0162 45.5525 38.257 35.7125 32.4159 34.1518 27.0033 24.5296 23.6196 19.1727 16.7819 16.6075 14.1281 13.7983 13.0023 10.5011 9.28179 13.4822 8.50803 7.99135 7.6043 7.32408 7.32288 6.17284 6.02798 5.32692 5.30749 4.94752 4.8664 5.18923 4.45846 6.25172 4.36357 4.33668 4.29552
threshold=0 1 2 3 5.5000000000000009 4.5000000000000009 5.5000000000000009 1.0000000180025095e-35 4 5 6 4.5000000000000009 7 8 1.0000000180025095e-35 9 10 11 3.5000000000000004 12 1.0000000180025095e-35 1.5000000000000002 13 14 15 1.0000000180025095e-35 16 17 18 1.0000000180025095e-35 1.0000000180025095e-35 19 20 21 1.0000000180025095e-35 22 23 2.5000000000000004 24
decision_type=9 1 1 1 2 2 2 2 9 1 9 2 1 1 2 9 1 9 2 1 2 2 1 9 1 2 1 1 9 2 2 1 1 9 2 1 9 2 9
left_child=2 3 4 7 8 12 10 16 9 27 23 32 34 18 26 37 -2 22 28 31 -14 30 -11 -3 -15 -25 -6 -1 -9 -29 -22 -16 33 -5 -4 -36 -27 -8 -7
right_child=1 6 5 11 14 38 15 13 -10 17 -12 -13 20 24 19 -17 -18 -19 -20 -21 21 -23 -24 25 -26 36 -28 29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.052627757494508369 0.0049111010631671566 -0.008255601847844107 -0.0012331907150201907 0.012925773625841033 0 0 -0.038404488592458319 0.0381788884311451 0.11583767956805602 0.027134827660252128 0.033400266161824586 0.010032141635865324 -0.042308784290232188 0.014790735691849702 0.060523324544687299 0.021697291849687297 -0.023896001561659636 -0.0052678599430972112 0.049900780786334642 0 0.0023039594198660941 0.003533417870879383 0.0023950314604271666 -0.069111652732989609 -0.012227670978765627 -0.046156958530569302 0.10635155558631991 0.019017222816872539 0.0084878120407813097 0.040460510415912317 -0.047396355060763118 0 -0.048464004872862114 -0.02215259726805589 0.044172069944291521 -0.008282484716207579 0 0.0036665145928537952 0.057438406401718246
leaf_weight=492.04579197283601 286.71284210303565 72.229585948865861 32.748107223073021 28.170166308642365 16.211891715880483 14.62801702413708 81.948892694665119 80.792554463609122 20.925910460820887 560.66387718403712 10.473372760403434 89.899132601189194 229.79313166477368 148.88792263920186 91.868016501073726 81.571316656656563 310.61629603159963 239.52399228193099 207.29127686936408 56.440530595660675 10.069441506289875 178.50972310826182 240.70914197503589 846.36770316789625 192.22112791874679 604.68283656489803 122.49301470944192 423.62915357912425 384.61726306716446 369.79131553549087 68.779754146875348 6.3985028034658162 295.41129624747555 62.72532680205768 53.201666094420943 8.1541761375265178 10.629487256810533 9.5441390257910808 59.679697186918929
leaf_count=166097 141017 18977 11984 5577 5419 12850 19983 54423 6868 298581 3475 61361 56176 120245 28546 19694 76627 95592 121928 21244 2987 63360 128064 294621 84446 173316 27256 175457 252345 118838 16733 6589 78895 15942 32294 1823 4531 2315 40687
internal_value=0 -0.0241956 0.028213 -0.000944714 0.0375286 -0.00846238 -0.0516188 0.00843151 0.0317171 0.029368 -0.0568481 -0.0318981 -0.0189159 0.019746 0.075838 -0.00451375 -0.0103196 0.0143388 0.0289838 0.0377499 -0.0275903 -0.0113194 0.0205274 -0.058285 0 -0.0598836 0.102275 0.0402899 0.0171894 0.0301199 -0.0394076 0.051606 -0.0423963 -0.00836148 0.0199979 0.0334864 -0.0450306 -0.0293122 0.0523543
internal_weight=0 3804.79 3296.26 2087.35 2640.7 655.564 1717.45 1611.14 2347.29 2326.36 1544.38 476.206 581.256 1013.81 293.412 173.064 597.329 1040.9 672.701 154.707 487.152 257.359 801.373 1533.91 341.109 1461.68 138.705 1285.47 465.41 793.42 78.8492 98.2665 386.307 90.8955 94.1039 61.3558 615.312 91.493 74.3077
internal_count=2867163 1549718 1317445 1012806 1078551 238894 536912 851031 989497 982629 494920 161775 185357 633387 89054 41992 217644 522237 428696 56379 139256 83080 426645 491445 204691 472468 32675 460392 306768 294295 19720 35135 100414 21519 46101 34117 177847 22298 53537
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=10432 960 2 2 1 899 1 771 1 1655814 768 64 1 1 21005312 768 5 768 528640 1 768 2687264 1 1 2048
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=23
split_feature=2 1 5 5 11 3 0 0 1 1 3 1 9 3 0 2 2 0 0 3 3 8 2 3 0 2 3 1 8 1 2 3 3 1 4 2 11 0 2
split_gain=408.12 220.976 104.833 76.6085 45.5326 44.7402 42.4929 41.3024 27.6186 24.2467 23.7891 20.332 19.7378 16.5725 16.2101 15.314 13.3181 12.1904 10.5149 13.7972 11.8036 8.3947 8.32176 8.24542 8.18397 7.88637 7.55053 6.55345 6.4703 6.30146 5.79476 6.34745 5.31972 4.20298 4.11075 3.93062 3.37774 2.94877 2.87692
threshold=0 1 2 3 4 4.5000000000000009 1.5000000000000002 5.5000000000000009 5 6 4.5000000000000009 7 8 1.0000000180025095e-35 4.5000000000000009 9 10 5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 11 12 1.5000000000000002 2.5000000000000004 13 2.5000000000000004 14 15 16 17 2.5000000000000004 4.5000000000000009 18 19 20 21 1.0000000180025095e-35 22
decision_type=9 1 1 1 9 2 2 2 1 1 2 1 9 2 2 9 9 2 2 2 2 1 9 2 2 9 2 1 1 1 9 2 2 1 1 9 9 2 9
left_child=2 3 4 6 7 11 9 8 25 22 29 -4 14 -9 36 32 28 30 -13 20 -20 -19 -2 27 -21 33 -16 -15 -10 -5 34 -32 -11 -1 -8 -7 -3 -17 -12
right_child=1 12 5 10 -6 35 17 13 16 15 38 18 -14 23 26 37 -18 21 19 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.052256416087740801 0.017356819475016952 -0.06323341837940237 0.025674631792635783 -0.0079570592486681926 0.12220775922072068 0 0.029970646502063786 0.088138065974006169 0.023955515694126919 -0.043400397157510796 -0.014552505632702484 -0.040299506172569693 0.022373423876452331 0.028787468653022643 -0.027132523302176921 -0.011306585309412864 -0.0059785310269695026 0.052313301570591088 0.016775157887528119 -0.007485255930589749 -0.047422697571763456 0 -0.0088102457216761802 0.049801125936921729 0.029298535227060871 0.014848407337562632 0.017869845044901474 -0.011072009877636527 0.0022143264323094343 -0.051605442668343465 -0.0065522534007007374 0.020436931004684772 0 0.029393720965971544 -0.0040199953385149948 0.05363193094211921 0 0.0055678718126619189 0.012216233722167269
leaf_weight=381.06157500413246 331.24793762835907 1097.6495545695943 53.06127398298122 87.063202931778505 31.589248495060019 14.62801702413708 195.27048072198522 151.83665758022107 576.00978360546287 222.46197986297193 13.823444358306006 256.20604738243856 10.851159622485282 25.142819862579927 108.52710008205031 225.80962433846435 267.14884788295603 151.56595100974664 12.8090112588834 148.23980837396812 93.527890562079847 43.590651268488728 136.43266151193529 77.285706367751118 58.135254012449877 305.26194788489374 19.196852522203699 65.455341165477876 241.20281582092866 358.47220322745852 207.34146570626763 102.7609863030666 19.615836947516073 696.85838693898404 16.871180755842943 66.048354039841797 12.125902156985829 123.3742188665492 88.262448567838874
leaf_count=86917 230181 380476 28823 20722 9602 12850 132138 33003 298581 61541 2859 65776 3632 8392 27224 61142 99219 75233 4786 47549 23589 21835 51106 26706 25755 183064 4888 24748 128052 103316 129866 67490 4999 221414 7744 42290 4003 42652 60594
internal_value=0 -0.023438 0.0242657 -0.00477225 0.0329031 -0.00957255 0.00526442 0.0304939 0.0253177 -0.00722597 -0.0365131 -0.0195351 -0.0567267 0.0639864 -0.0586177 -0.0202102 0.0120452 0.0236526 -0.0253331 -0.0104806 -0.0354995 0.0442218 0.00903968 0.0305767 0.00401084 0.0347031 -0.0163542 0.0033806 0.0182913 -0.0459995 0.0134382 0.00245101 -0.0380021 0.039325 0.0248395 0.0489996 -0.0626601 -0.00446669 0.00366139
internal_weight=0 3572.31 3521.51 2323.96 2818.85 702.656 1776.34 2787.26 2467.54 1058.94 547.621 621.979 1248.35 319.721 1237.5 591.262 1084.36 717.401 568.918 312.712 106.337 195.157 467.681 167.884 206.375 1383.18 127.724 90.5982 817.213 445.535 522.244 310.102 242.078 1077.92 212.142 80.6764 1109.78 349.184 102.086
internal_count=2864757 1493641 1371116 1073418 1119698 251418 885927 1110096 1017247 451621 187491 196278 420223 92849 416591 170334 525852 434306 167455 101679 28375 97068 281287 59846 73304 491395 32112 33140 426633 124038 337238 197356 66540 308331 139882 55140 384479 103794 63453
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=11456 992 2 2 1 899 768 768 1 1049132 64 5 1114940 8256 896 1 768 11014402 768 2 2048 1 4784645
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=20
split_feature=2 1 5 5 11 3 1 0 2 0 0 1 3 1 1 9 0 0 3 3 8 0 3 3 2 8 1 0 3 0 3 3 4 2 2 3 11 3 4
split_gain=335.571 140.21 113.128 57.6293 54.6746 50.7388 50.6523 37.4136 33.5613 21.5305 21.0214 20.4193 15.0733 16.4077 14.1243 13.3843 10.6869 10.6236 10.3913 10.2921 9.28286 9.18368 9.08962 8.88643 7.38755 5.71177 5.59959 5.10235 4.97912 7.24317 5.6726 4.83901 4.805 4.67493 3.94376 3.91545 3.07321 3.0033 2.93259
threshold=0 1 2 3 4 3.5000000000000004 5 1.5000000000000002 6 4.5000000000000009 1.0000000180025095e-35 7 1.0000000180025095e-35 8 9 10 5.5000000000000009 1.0000000180025095e-35 2.5000000000000004 5.5000000000000009 11 6.5000000000000009 4.5000000000000009 1.5000000000000002 12 13 14 27.500000000000004 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 15 16 17 2.5000000000000004 18 12.500000000000002 19
decision_type=9 1 1 1 9 2 1 2 9 2 2 1 2 1 1 9 2 2 2 2 1 2 2 2 9 1 1 2 2 2 2 2 1 9 9 2 9 2 1
left_child=2 3 4 7 6 11 9 14 12 23 26 -4 13 -8 -2 16 37 -7 -14 -5 -12 31 33 -1 32 38 -10 -11 30 -30 34 -9 -19 -16 -13 -18 -32 -3 -23
right_child=1 15 5 19 -6 17 8 21 10 27 20 28 18 -15 22 -17 35 24 -20 -21 -22 25 -24 -25 -26 -27 -28 -29 29 -31 36 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.047421108068995549 0.00097812542869039768 -0.060994007559180864 0.018287000071665314 -0.045166621857895078 0.11758796247960074 0 0.045013753551391179 0.0011886184528248646 -0.0053881974002459067 0.096393826359972359 0.023161813190757153 0.021555753666302524 0.0014045635356464898 0.017780034212824019 -0.036610248158271068 0.01384237539783794 -0.022499978185669567 0 0.027562534505247538 0.0062093529799650271 -0.0062103367944785267 0.053391864760150266 0.0078308078999395243 0.017980984053455006 0 0 -0.037005353713690924 0 -0.029411586385305083 0.0062083070661302824 -0.044182819112094991 0.022309970715271431 0.057570716354824115 -0.0072710260707380472 -0.016594765551671924 0.012113274120186221 0.00031470153141310912 0 0
leaf_weight=407.00512191298185 375.60530566913076 902.38597460224992 57.18059077282669 378.20008474565111 38.852136744710151 118.09071046340978 495.06795283430256 318.51898587611504 180.76613351283595 84.324205927958246 241.48862988027395 9.3543696056003682 475.51027258741669 679.06102242355701 273.72706847349764 9.5212005106150155 74.465362212067703 6.5568275192636065 216.52341578551568 24.592058840120444 134.67980600643205 100.93749920011032 50.656142980034929 260.16772564634448 45.833845646528061 29.383441204146948 104.37398315477185 1.8226694621844206 83.277299443783704 76.347503992175916 383.49264492630027 170.15815924934577 89.253913689986803 146.47908591505256 19.934295104118064 12.80648717144504 1.8983123153448094 3.6332986764609805 5.4217289902735493
leaf_count=140476 208692 331922 32676 114577 11487 55422 148700 194594 58786 21759 127214 4023 202116 268872 77802 3235 18874 3833 110927 13734 67585 48388 12549 135319 31656 13966 35950 1452 23112 22432 103808 110168 57663 38709 5670 3130 611 1133 3440
internal_value=0 -0.0257959 0.0182485 -0.00899595 0.0267648 -0.0127882 0.0245429 0.000188342 0.0169731 0.0471164 -0.00199224 -0.0279436 0.023752 0.0308691 -0.0131247 -0.0553487 -0.0572324 0.0221013 0.0108095 -0.0411238 0.0126425 0.0184684 -0.0239006 0.0376388 0.037993 0.0398588 -0.0216797 0.0933095 -0.033471 -0.0125059 -0.0402311 0.00998652 0.048665 -0.02919 0 -0.0130632 -0.0432345 -0.0606114 0.0467909
internal_weight=0 2876.49 4210.86 1873.68 3319.64 891.22 3280.79 1470.89 2527.47 753.32 661.309 631.485 1866.16 1174.13 846.468 1002.81 993.291 259.735 692.034 402.792 376.168 624.42 470.862 667.173 141.645 135.743 285.14 86.1469 574.304 159.625 414.68 488.677 95.8107 420.206 29.2887 87.2718 385.391 906.019 106.359
internal_count=2866462 1194913 1671549 836619 1330643 340906 1319156 708308 1020150 299006 289535 192332 730615 417572 337752 358294 355059 148574 313043 128311 194799 370556 129060 275795 93152 65794 94736 23211 159656 45544 114112 304762 61496 116511 9693 22004 104419 333055 51828
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=536000 992 2 2 1 768 9280 768 224 768 1 1 8512 5 228 2 1049134 64 1 2
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=22
split_feature=2 1 5 5 0 0 3 11 1 3 9 8 1 0 2 0 8 0 3 3 2 1 0 2 0 1 3 3 0 8 1 1 3 11 3 2 3 2 1
split_gain=286.944 178.231 62.6139 56.3406 33.7104 33.1127 32.7262 24.9847 22.0886 18.592 17.5487 16.6761 15.8835 14.7423 14.0603 11.2414 9.94666 9.85894 11.5359 9.97851 9.62026 7.67226 7.12328 7.11148 7.59339 6.84619 6.78916 6.74268 6.74178 7.56207 7.74171 6.23096 4.98315 4.23203 4.23018 4.18358 3.72194 3.70677 3.53375
threshold=0 1 2 3 6.5000000000000009 1.0000000180025095e-35 4.5000000000000009 4 5 4.5000000000000009 6 7 8 3.5000000000000004 9 4.5000000000000009 10 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 11 12 2.5000000000000004 13 1.5000000000000002 14 2.5000000000000004 1.5000000000000002 34.500000000000007 15 16 17 2.5000000000000004 18 4.5000000000000009 19 4.5000000000000009 20 21
decision_type=9 1 1 1 2 2 2 9 1 2 9 1 1 2 9 2 1 2 2 2 9 1 2 9 2 1 2 2 2 1 1 1 2 9 2 9 2 9 1
left_child=2 3 4 5 7 14 12 8 23 25 13 15 -4 33 27 20 37 -14 19 -19 -7 -16 -20 24 -1 35 -15 38 29 30 32 -13 -6 -3 -17 -5 -23 -10 -2
right_child=1 10 6 9 28 11 -8 -9 16 -11 -12 31 17 26 21 34 -18 18 22 -21 -22 36 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.024693849123731935 0.031836760335189271 -0.059613715489792163 0.022910987998938585 0.013278765607035815 0 0.022252815348897302 0.041431274929345563 0.087389621490235755 0.018140533458741795 0.0025455153301809064 0.021086765746186106 0.011308210620432468 -0.036361291090326604 -0.027060277402550532 -0.0032654345080997422 0.048781092100818407 -0.004445354808684898 0.015131469361260232 -0.0054977207254522037 -0.043395575758836805 -0.0036584170822161763 -0.038674259747407048 0.028720645975542355 0.011054030027971368 0.046513598803837278 -0.047201504413388835 0.012917924514354679 -0.0079581978645713435 0 0.0020170961546586825 0.081958951729098395 -0.012203610259571762 0.04293344508855701 0 0 -0.018560662745626431 0 0 0
leaf_weight=824.75123196403729 60.842965974530671 952.24275798990857 55.150609815667849 27.957961654290557 56.295021174650174 396.47867377658258 86.588984076515771 32.873581959283911 646.71619713361724 103.52052553230897 11.284634395095052 150.29769799043424 238.52177706817747 124.83741168427514 177.97900201019365 162.0560384253622 345.39678947377251 13.419674341683274 144.49475623536273 84.755437202431494 177.80176176328678 219.33826873078942 58.529875409032684 328.69263202048023 352.10325209249277 325.28809322469169 26.664642779069254 123.08897164027439 10.394167139893396 42.139724836801179 154.04321089416044 225.17182940538623 7.7605234234943046 10.551064610976026 19.082958854909521 54.51826638210332 28.058140089386143 169.95446900487877 50.348528830509167
leaf_count=247567 50507 372943 36086 6068 15095 238247 56104 8728 309505 60286 3911 116531 64913 33882 31900 80280 162304 4736 48209 22609 106978 69413 25478 187279 66157 102880 6963 68360 6497 11891 35354 88542 2685 3157 11270 14962 7424 66815 12008
internal_value=0 -0.0202372 0.019819 -0.00387401 0.0261157 0.00443928 -0.00687731 0.0220781 0.0201992 -0.0322459 -0.0521613 0.0148071 -0.0160407 -0.0541545 -0.0127709 0.0229735 0.00884634 -0.0215679 -0.00736584 -0.0313858 0.0142584 -0.0229105 0.00550719 0.0281814 0.0321978 -0.0413329 -0.017399 0.00566754 0.0591828 0.0621315 0.0680641 -0.00188733 0.0131054 -0.0589356 0.044319 -0.00450638 -0.033578 0.0147631 0.0217634
internal_weight=0 3427.41 3652.58 2301.83 2971.12 1790.54 681.461 2700.49 2667.61 511.285 1125.58 1130.89 594.872 1114.3 659.656 755.419 1162.07 539.722 301.2 98.1751 574.28 425.375 203.025 1505.55 1176.85 407.764 151.502 234.28 270.633 260.238 218.099 375.47 64.0555 962.794 181.139 82.4762 247.396 816.671 111.191
internal_count=2864524 1486512 1378012 1065656 1119877 881460 258135 1048355 1039627 184196 420856 641848 202031 416945 239612 436775 538624 165945 101032 27345 345225 108737 73687 501003 313724 123910 40845 130875 71522 65025 53134 205073 17780 376100 91550 21030 76837 376320 62515
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=11456 992 2 2 1 899 1 1 768 12583184 1 11014439 768 8256 768 3 23 768 1 2687264 1088 800
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=25
split_feature=2 1 5 5 3 11 0 0 2 1 0 8 0 1 1 3 1 3 1 0 1 8 1 0 4 3 1 2 9 3 8 3 2 0 3 9 11 2 8
split_gain=237.835 110.72 71.0484 42.6077 40.3461 39.7273 38.27 27.306 20.8066 20.8018 18.5809 15.5142 13.7816 9.75973 9.43023 8.60001 8.00993 7.41361 7.07797 6.20395 6.05316 7.01489 5.68409 5.68046 5.57696 5.16774 5.15825 4.78854 4.60166 4.26995 3.92675 3.71523 3.67588 3.29582 2.87473 2.73552 2.70915 2.66387 2.55872
threshold=0 1 2 3 2.5000000000000004 4 3.5000000000000004 1.5000000000000002 5 6 1.0000000180025095e-35 7 1.5000000000000002 8 9 5.5000000000000009 10 4.5000000000000009 11 6.5000000000000009 12 13 14 31.500000000000004 15 1.0000000180025095e-35 16 17 18 1.5000000000000002 19 1.0000000180025095e-35 20 1.0000000180025095e-35 5.5000000000000009 21 22 23 24
decision_type=9 1 1 1 2 9 2 2 9 1 2 1 2 1 1 2 1 2 1 2 1 1 1 2 1 2 1 9 9 2 1 2 9 2 2 9 9 9 1
left_child=2 3 5 7 14 6 8 13 18 24 20 16 35 -2 -4 -5 -8 27 -1 29 21 -6 38 -18 -10 32 -13 -15 -14 -9 -21 -28 -16 -11 -22 -3 -27 -31 -12
right_child=1 12 4 15 10 -7 11 19 9 33 22 26 28 17 25 -17 23 -19 -20 30 34 -23 -24 -25 -26 36 31 -29 -30 37 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0090160051708855892 0 -0.060013686265604674 0.0061461550915634169 -0.040673709444994266 0.026432057987032798 0.09454459447365042 0.0037359089082675059 -0.00024294463878244481 0.016148867467457952 -0.027750959990242297 0.01370554570040655 -0.0047024506312273971 -0.027613443233241827 -0.036447031960043515 0.021442091469558746 0.005650061928468765 0.060118021813243286 0.0071256377145357992 0.02411357455108612 0.040159670791040575 -0.028835099173112118 -0.014791610969342945 0.039732890123741205 -0.00066737093658534609 -0.0092131772213378451 -0.040229526160589321 0.036721801367715169 -0.0087974350309517821 0.01210586808290637 -0.0030380893550118371 0 0.0016754121987483661 -0.015416534056559293 -0.0029471402706994407 0.001353538114271919 0 4.5476072659291469e-05 0.020035931715089023 -0.0096182795712409178
leaf_weight=629.28138821286848 380.61171019193716 639.76357404017472 43.811679611797445 347.32910043900483 46.974648871080717 46.962244112801272 60.986954808147857 250.41238940050243 482.58058164454997 176.11308346610167 65.484353003528668 76.128543667291524 250.28888451086823 200.60561160455109 9.4004288470023312 24.880712354904972 377.15122076647822 51.186579864064697 1274.6689115579356 97.582661488326266 103.41770316459588 35.079592447262257 131.66404328137287 5.2231336992117567 67.970734725298826 356.18822700262535 69.185577477735933 200.01131265918957 4.7847747327759853 31.127408714906778 47.62600827740971 75.982209128560498 19.100314515060745 123.43308086096658 14.388221569592131 5.2828905091737388 1.9841582422959607 216.3841103243758 36.307663131534355
leaf_count=331520 199418 276681 22748 110076 25207 12652 19404 148963 291359 58008 29422 23890 77103 61576 4011 12678 99346 12596 376985 48182 32708 18476 78558 3076 29404 101143 16633 54934 2047 20232 22235 27437 5527 49428 5960 3463 616 135923 15525
internal_value=0 -0.022371 0.0150091 -0.00774734 -0.0101115 0.0214321 0.0195271 0 0.0138786 0.000340355 0.0106489 0.0408901 -0.0504642 -0.011708 -0.0309923 -0.0366408 0.0513713 -0.0209481 0.0195661 0.0151669 -0.0100003 0.00727849 0.028591 0.0571853 0.0119803 -0.0353587 0.0125289 -0.0259647 -0.0246204 0.00805548 0.0322852 0.0222492 0 -0.0190608 -0.022097 -0.0594385 -0.0392473 0.0166509 0.00290406
internal_weight=0 2747.88 4329.47 1847.76 863.801 3465.67 3418.71 1475.55 2754.05 850.097 433.316 664.658 900.12 832.415 430.485 372.21 443.361 451.804 1903.95 643.133 199.86 82.0542 233.456 382.374 550.551 386.673 221.296 400.617 255.074 497.924 145.209 145.168 28.5007 299.546 117.806 645.046 358.172 247.512 101.792
internal_count=2865150 1186107 1679043 826813 339901 1339142 1326490 704059 1136704 428199 205856 189786 359294 328524 134045 122754 121826 129106 708505 375535 82351 43683 123505 102422 320763 111297 67960 116510 79150 305118 70417 44070 9538 107436 38668 280144 101759 156155 44947
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=536000 992 2 2 1 8256 960 1 768 768 7 92 448 1 104 2 139 1049132 1 1 64 1 1 6553604 9
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=21
split_feature=2 1 1 5 11 5 3 0 0 2 0 0 8 3 1 3 0 3 0 3 0 8 0 2 3 9 1 4 3 2 6 2 8 3 2 9 3 2 3
split_gain=199.738 99.5585 59.299 52.265 40.5983 36.1792 31.7233 23.0748 19.7106 16.7135 15.7355 14.2036 13.8818 10.3392 8.99668 8.03117 7.71786 6.76528 6.18466 5.85747 5.51725 5.4389 5.43482 5.18366 7.34498 4.29478 3.99513 3.62922 3.54768 3.23531 6.42482 3.15577 3.08406 3.00009 2.57952 2.49468 2.49493 2.43937 2.39627
threshold=0 1 2 3 4 5 5.5000000000000009 1.5000000000000002 1.0000000180025095e-35 6 4.5000000000000009 1.5000000000000002 7 2.5000000000000004 8 4.5000000000000009 1.0000000180025095e-35 4.5000000000000009 6.5000000000000009 1.0000000180025095e-35 27.500000000000004 9 6.5000000000000009 10 1.0000000180025095e-35 11 12 13 2.5000000000000004 14 15 16 17 2.5000000000000004 18 19 12.500000000000002 20 7.5000000000000009
decision_type=9 1 1 1 9 1 2 2 2 9 2 2 1 2 1 2 2 2 2 2 2 1 2 9 2 9 1 1 2 9 1 9 1 2 9 9 2 9 2
left_child=2 5 10 4 8 7 13 14 9 27 29 35 18 23 37 -7 -15 31 -10 -14 38 -8 28 24 -5 33 -11 -4 34 30 -1 -16 -24 -13 -9 36 -3 -2 -12
right_child=1 11 3 6 -6 15 21 22 12 26 20 25 19 16 17 -17 -18 -19 -20 -21 -22 -23 32 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.020185018161394168 0.0064517229806329837 -0.058739475724846439 0.011316548956265051 0.026375146236772274 0.084801583497714966 -0.039538560499965188 0.046645782074225775 0.010241051923149568 0.020020266777788072 -0.0048756462137815471 0.075416479254095184 -0.030647701554535552 0.01346101297770028 -0.022030735670842946 -0.034344110923278576 0 0.0060265389613395441 0.0066607089354874683 0.044009910790984548 -0.0068408761893205099 0 0 0.034150890628327144 -0.044413221607267094 -0.020010406514500121 0.012363937306914123 -0.032756327615464695 -0.0040601890919492283 0.01724517446661308 0.0091681320568180128 0.046400972877619781 -0.0096469726292708891 0 0 -0.0060681771827552243 0 0 -0.0084275013804614197 0
leaf_weight=375.54415073303971 240.66986659209942 597.32321015853086 719.40845993621042 9.5589554567704891 50.451672085677274 313.82137557893293 47.932102437654976 120.43920911510941 851.48074084089603 179.57681957993191 109.82985274039675 190.49971143409493 266.06945030251518 149.45293597469572 188.34249727785937 44.220662709849421 169.81108681610203 51.540172294218792 174.85303098440636 227.01390437225928 2.8016233269590876 27.915927444293629 120.11612973362207 199.09289765552967 162.43051508185454 4.7048842277145004 95.2626326023601 143.87581749993842 178.78715007891878 175.8958076905692 249.3051105941413 205.58589624773595 28.827495969075244 51.850748395256232 203.55716816990753 5.4134282795130266 2.6389029254787593 138.96945513651008 1.1659218608401705
leaf_count=139371 152386 275076 315908 4149 12521 105518 28706 74644 291770 59087 26028 60836 79905 51279 59939 16837 78921 12615 44710 91582 1932 17026 61250 59238 45918 2025 36009 107924 111476 99465 89178 56765 13732 15987 117766 1283 913 44708 617
internal_value=0 -0.0208294 0.0135685 0.00728984 0.0138737 -0.00711388 -0.0151575 0 0.011484 0.00117579 0.0358008 -0.0483741 0.0188395 -0.0224551 -0.0109527 -0.0343246 -0.00701278 -0.0199153 0.0252857 0.00361518 0.0705719 0.0359681 0.0137115 -0.0334747 -0.0118272 -0.0224364 -0.0184262 0.00827508 0.00706795 0.0285591 0.0322569 -0.0247952 0.0295165 -0.025501 0 -0.0576894 -0.0582775 6.05019e-06 0.0739639
internal_weight=0 2687.31 4388.73 3474.19 2707.99 1834.88 766.194 1476.84 2657.54 1138.12 914.542 852.431 1519.42 690.346 825.108 358.042 319.264 445.469 1026.33 493.083 113.797 75.848 651.727 371.082 171.989 247.055 274.839 863.284 502.784 800.745 624.849 393.928 148.944 242.35 323.996 605.376 599.962 379.639 110.996
internal_count=2865000 1183756 1681244 1324653 1039416 827636 285237 705281 1026895 518928 356591 356120 507967 239505 326413 122355 130200 129319 336480 171487 28577 45732 378868 109305 50067 78848 95096 423832 303886 328014 228549 116704 74982 76823 192410 277272 275989 197094 26645
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=568768 992 768 2 1 2 42048 1 768 1 32832 1 228 2 448 2 1049128 5 11538946 1 1114680
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=23
split_feature=2 1 1 11 2 0 3 3 1 2 5 0 4 0 0 1 1 5 0 2 3 3 8 0 2 3 0 2 6 0 2 0 9 9 3 3 2 9 4
split_gain=168.192 68.1187 50.5571 46.5053 42.9395 29.7236 21.8303 33.8499 21.5714 17.2209 21.6159 16.7314 14.2781 13.0811 11.3141 11.1527 10.216 10.0086 9.70954 8.3228 9.62633 8.14348 7.20637 5.44118 5.30012 5.18388 4.67147 4.41829 4.71292 4.23042 4.0639 3.59822 3.14804 2.78777 2.50145 2.39441 2.3059 2.02747 1.91821
threshold=0 1 2 3 4 1.0000000180025095e-35 1.0000000180025095e-35 4.5000000000000009 5 6 7 5.5000000000000009 8 4.5000000000000009 4.5000000000000009 9 10 11 1.5000000000000002 12 1.5000000000000002 3.5000000000000004 13 3.5000000000000004 14 7.5000000000000009 27.500000000000004 15 16 3.5000000000000004 17 10.500000000000002 18 19 12.500000000000002 6.5000000000000009 20 21 22
decision_type=9 1 1 9 9 2 2 2 1 9 1 2 1 2 2 1 1 1 2 9 2 2 1 2 9 2 2 9 1 2 9 2 9 9 2 2 9 9 1
left_child=2 12 13 4 6 32 16 15 30 37 14 22 19 27 24 -8 29 -13 25 20 23 33 -10 -2 -11 -14 36 28 -1 -4 -6 -25 -3 -12 -9 -32 -15 -7 -5
right_child=1 5 3 38 8 9 7 34 11 10 21 17 18 26 -16 -17 -18 -19 -20 -21 -22 -23 -24 31 -26 -27 -28 -29 -30 -31 35 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.017976376309939184 -0.007581016953022688 -0.055926850383467668 0.022551103412303722 0.080265174238169312 -0.0040277741107119227 -0.045316053822069158 0.0054206238309970102 0.047337665372714395 -0.0031200676687658099 0.014997057616298066 -0.047598413873230591 0.033060539314540872 -0.043219250590990063 0.072398451408573802 0.032662804151074816 -0.015375571095587598 0.010583110365654109 -0.011819153509163596 0.0029028547012825163 -0.0069915819973756501 0.029256716896203096 0.0057852193608991928 -0.021283628851927625 0.029628703914050217 -0.013708242138586927 0.0028544601761783645 -5.082883445054048e-05 0.0092946255392327912 0.040667509500970971 0.051095736642471759 -0.058770005877207848 -0.005174539011560857 0 0 0 0 0.012289821607831821 0 0
leaf_weight=383.08096152014332 215.42784769588616 550.51681249216199 436.95291807543254 54.67092905723257 55.812005952640902 211.24499233363895 424.62736894606496 117.11547210538993 677.8557679913938 49.546986528876005 116.85796715595643 133.63383400934981 124.87187547527719 81.409560588595923 86.790613907563966 518.92455372953555 726.42986659621238 41.416173345147399 64.22240075134323 380.00616705551511 167.13297975214664 19.147024007950677 345.87015044299187 55.553101418627193 163.8733834203158 10.826087752066085 3.0124805457890025 298.1260714760574 260.61436919996049 109.69936278974637 100.89435094414512 14.261922934791071 3.0016602629912077 1.3024599263444532 2.1932641246821722 2.7029886176751452 56.909761642105877 0.94916146929608558 9.5267313237709441
leaf_count=139678 110346 260552 131612 13180 21458 78981 154411 60236 280129 16107 40091 58223 34882 16019 33788 213328 269604 13192 30100 167137 92398 5568 141839 31420 50791 5289 2096 207468 90441 14572 42947 6838 442 358 1274 1059 22456 388 3651
internal_value=0 -0.0220145 0.0109025 0.00517442 0.00330628 -0.037859 0.0115107 0.000612322 -0.0105392 -0.0213334 -0.00727371 -0.00499423 -0.00254335 0.0296186 0.00715574 -0.00593211 0.020244 0.0208034 -0.024806 0.00310321 0.0120084 -0.0366764 -0.0102042 0 -0.00473175 -0.0378816 0.0582448 0.0236535 0.0285862 0.0306286 -0.0413671 0.0200951 -0.0552971 -0.04536 0.0451708 -0.0526687 0.0610795 -0.0425358 0.0747482
internal_weight=0 2235.53 4841.48 3758.33 3694.13 1203.23 2335.94 1062.86 1358.19 649.713 437.518 1198.78 1032.3 1083.15 300.211 943.552 1273.08 175.05 199.92 832.382 452.376 137.307 1023.73 285.243 213.42 135.698 141.332 941.821 643.695 546.652 159.409 69.815 553.518 118.16 119.309 103.597 138.319 212.194 64.1977
internal_count=2864349 965476 1898873 1420715 1403884 487066 845037 429249 558847 226072 146703 493383 478410 478158 100686 367739 415788 71415 70271 408139 241002 46017 421968 148604 66898 40171 40571 437587 230119 146184 65464 38258 260994 40449 61510 44006 38475 79369 16831
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=568784 896 768 1 41024 3 5324812 2 2 135 224 2 11604000 1 4098 448 2 3200 1 1 524608 1 2
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=24
split_feature=2 1 9 1 0 5 5 10 0 0 2 3 8 8 1 3 1 2 3 1 9 3 2 0 3 2 8 1 0 2 2 0 3 6 3 8 3 9 3
split_gain=140.69 109.29 34.7836 31.9085 26.7035 23.0927 20.5321 16.9039 14.7959 13.0207 11.0826 10.4793 10.4082 9.60901 10.5488 9.41029 8.75091 8.49047 6.74197 6.65109 6.45465 6.02181 5.57127 4.76714 4.70604 9.29015 4.33371 3.877 4.43393 3.68472 3.59332 3.32 3.31963 3.19324 2.76633 2.1935 1.77847 1.73522 1.68164
threshold=0 1 2 3 1.5000000000000002 4 5 6 1.0000000180025095e-35 1.0000000180025095e-35 7 5.5000000000000009 8 9 10 5.5000000000000009 11 12 2.5000000000000004 13 14 1.0000000180025095e-35 15 1.0000000180025095e-35 1.0000000180025095e-35 16 17 18 2.5000000000000004 19 20 5.5000000000000009 4.5000000000000009 21 4.5000000000000009 22 4.5000000000000009 23 4.5000000000000009
decision_type=9 1 9 1 2 1 1 1 2 2 9 2 1 1 1 2 1 9 2 1 9 2 9 2 2 9 1 1 2 9 9 2 2 1 2 1 2 9 2
left_child=2 3 4 10 6 9 19 13 37 22 23 16 29 14 33 -7 26 -16 20 24 -10 -9 34 -2 25 -1 -8 28 -15 -11 -21 -20 -26 -6 -5 -25 -14 -3 -4
right_child=1 8 38 5 7 15 11 21 18 12 -12 -13 36 27 17 -17 -18 -19 31 30 -22 -23 -24 35 32 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.015077912907557268 0.0041696922629500871 -0.057498614312552071 0.10520575461724341 -0.033126600714974093 0.012223667732248106 -0.039516823196627061 0.019502782838166213 0.014981315355665166 -0.035890982911017298 -0.0099540338978952453 -0.0059753906538825806 0.025900762928254741 -0.015592287475519721 0 0.041138429963489959 0.00099978349826005211 -0.026089901124327915 0.012547155582383399 -0.011104464237824166 -0.0062699027500995154 0.013588670726374109 -0.036628931629898477 0 0.002288200661744596 -0.011498612953842975 -0.014601734097300825 -0.011396188922790866 0.00081644648230322207 0.029626057281505677 0.016156596958968737 0.015617752425841914 0.019910156226202819 0.01223435604653255 -0.012296114907565547 0 0.027361954822090962 0.0027428512110090186 0 0
leaf_weight=386.47788835386746 239.54151965799974 473.24342935446475 13.819742453692013 176.26271799069946 114.86722931466647 308.73765251296572 55.358869585907087 3.9127321913838378 320.78737102530431 23.279913604812464 235.23173728797701 27.952538490761071 191.35188047363772 62.007288006250747 612.47600343957311 50.159482430666685 310.1908127705683 243.00257682555821 101.57314088803832 44.244038164877566 4.3309661495150058 42.536360311787575 139.83251222432591 88.938532168685924 271.05189680290641 96.907140059629455 40.098354879039107 289.24985532741994 127.63622324785683 392.67141797248041 1086.5445446213707 14.191833976132328 35.882245146960486 47.336266811471432 25.520876246067928 345.13839802303119 25.45850220581633 3.4766070896293959 1.1908710410934862
leaf_count=159824 127533 245986 3511 63764 37077 117603 25338 2279 121406 8377 104068 15397 77788 20765 118661 27927 99421 113629 38671 19989 1769 20280 38421 65797 133563 34170 17331 92032 36627 170566 403741 3516 18170 14707 6924 248112 8503 753 500
internal_value=0 -0.0150941 0.01311 -0.00280807 0.0119483 -0.0126128 0.00497045 0.0221083 -0.0434298 -0.00399764 0.0111846 -0.0137801 0.00416641 0.0241886 0.029794 -0.0334425 -0.0187984 0.0342752 -0.0263436 0.00950309 -0.0332948 -0.0241844 -0.0190424 0.0175964 0.00177722 0.00804721 0.00477603 0.00985386 0.0197884 0.0132922 0.0143202 -0.00192902 -0.00699143 0.00257104 -0.028067 0.0239899 -0.0116789 -0.0570014 0.101989
internal_weight=0 3159.73 3912.74 2242.13 3897.73 1333.27 2354.71 1543.02 917.603 974.378 908.85 433.601 632.762 1496.58 1017.68 358.897 405.648 855.479 440.883 1921.11 325.118 46.4491 341.616 673.618 790.319 483.385 95.4572 478.893 189.644 415.951 1130.79 115.765 306.934 162.203 201.784 434.077 216.81 476.72 15.0106
internal_count=2864496 1477484 1387012 1065383 1383001 519873 926944 456057 412101 374343 545510 157487 265234 433498 284074 145530 142090 232290 165362 769457 123175 22559 109109 441442 345727 193994 42669 149424 57392 178943 423730 42187 151733 51784 70688 313909 86291 246739 4011
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=535744 992 1 768 2 2 1 11600184 1 1 12 896 532544 184 1 2097711 64 1 833 5308424 524416 2 2 1
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=27
split_feature=2 0 2 1 8 3 2 4 1 6 0 5 2 1 3 3 1 3 1 1 5 3 2 0 8 10 1 3 3 1 8 1 2 2 3 1 3 9 11
split_gain=122.981 64.8636 55.4263 31.8713 27.7087 19.1992 18.0588 17.1813 16.1711 19.6618 17.1281 14.9999 12.8869 12.7364 8.12954 8.00179 7.82883 7.37672 6.7728 6.40438 5.8939 5.85721 5.66938 4.80445 4.36776 4.23764 4.04789 3.18335 3.13526 2.98068 3.76585 2.92885 2.67277 2.34083 2.25987 2.17347 1.95032 1.77914 1.67274
threshold=0 1.0000000180025095e-35 1 2 3 3.5000000000000004 4 5 6 7 4.5000000000000009 8 9 10 2.5000000000000004 1.0000000180025095e-35 11 3.5000000000000004 12 13 14 2.5000000000000004 15 1.5000000000000002 16 17 18 2.5000000000000004 4.5000000000000009 19 20 21 22 23 4.5000000000000009 24 2.5000000000000004 25 26
decision_type=9 2 9 1 1 2 9 1 1 1 2 1 9 1 2 2 1 2 1 1 1 2 9 2 1 1 1 2 2 1 1 1 9 9 2 1 2 9 9
left_child=16 2 7 32 6 22 11 29 10 21 33 13 15 23 -13 24 -1 -9 -17 -14 -11 -10 -5 -3 31 -12 -19 -20 38 -2 -31 -6 -4 -8 35 -34 -15 -18 -21
right_child=1 4 3 5 12 -7 8 17 9 20 25 14 19 36 -16 18 37 26 27 28 -22 -23 -24 -25 -26 -27 -28 -29 -30 30 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.002865426444493739 0 0 0.0010177225329652368 -0.015760475895073501 0.0027349274884423862 0 0.026259956122293978 -0.021238171995938495 0.015462468575038836 0.002944251939644444 0.055663688443509531 -0.040337723503483761 0.0017842681133610234 -0.0099876893686474053 0.0095261747432552873 0.012641378979698154 -0.050775918209549013 0.024766825172027055 -0.018217030405150384 -0.026942524660678681 -0.020667848495733346 0.042686054459563694 -0.049456179588474321 0.040573088914547528 -0.0070679883089106279 0 -0.0080889792230339815 0.00015504871763244744 0 0.020475902348312289 0 0.027559341444145003 0.0023489453381514108 0.0098454610993984667 0.0034699324955960128 -0.018957443480813213 0.004996436595284294 0 0
leaf_weight=71.127750791143626 142.3939305266249 49.111581061355537 377.37381074909354 168.82091677977587 118.15693836304126 138.21558423450915 586.5544052462501 213.53151600761339 457.94368723468506 371.84444534117938 247.20222087652655 83.924319291196298 157.30082192108966 168.64115483671776 20.20691691301181 167.29614537316957 455.23502391274087 36.902553507185075 174.94921427863301 246.27403485274408 108.56831293812138 126.83406136574922 440.52354585063586 105.09354868222727 33.018440413463395 6.9689778301399192 29.590221321617719 116.56553954904666 44.581491445453139 596.03434120697784 144.0101035622065 221.73144313445664 28.371058277320117 294.6453502488439 39.556302283541299 183.19812702506897 100.3588745262241 1.6578409292851564 3.2420506547205141
leaf_count=31842 35380 20646 206203 46155 33606 50430 188211 118183 135705 120370 67655 30359 101666 88150 6704 73207 208431 22245 58864 95494 38279 54211 208926 51909 9352 3277 17941 51057 18008 249383 60608 59396 6966 174757 11944 49417 57533 503 1420
internal_value=0 0.00426159 -0.0081122 -0.0214595 0.0121797 -0.0350239 0.0177956 0.00769387 0.0217531 0.0116348 0.0302718 0.000382839 0 0.00956381 -0.0284585 0.00727216 -0.0442283 -0.0123553 -0.00100311 -0.0129782 -0.00270522 0.0236499 -0.0427875 0.0291805 0.0176954 0.0536035 0.0107958 -0.0102887 -0.0210403 0.0146662 0.017024 0.0209159 -0.00374651 0.0220018 -0.0110925 -0.0156091 -0.00334186 -0.0493148 -0.0256444
internal_weight=0 6549.54 2538.52 1376.06 4011.01 747.56 2727.9 1162.46 2200.56 1065.19 1135.37 527.336 1283.12 423.205 104.131 831.718 528.021 280.024 458.811 451.398 480.413 584.778 609.344 154.205 372.907 254.171 66.4928 291.515 294.098 882.438 740.044 339.888 628.499 881.2 251.125 211.569 269 456.893 249.516
internal_count=2864393 2623617 1083781 580041 1539836 305511 1037766 503740 782465 348565 433900 255301 502070 218238 37063 285482 240776 158369 183128 216588 158649 189916 255081 72555 102354 70932 40186 109921 114922 345371 309991 93002 274530 362968 68327 56383 145683 208934 96914
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=1130508 4227136 896 1 29655570 2 898 2 2 796880 632 768 785 776 2 17042561 6 1 358 128 5 148 19402512 533952 512 1 1
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=24
split_feature=2 0 2 1 9 1 2 5 3 3 0 4 1 0 3 3 2 3 3 2 2 9 1 3 6 0 1 8 1 2 3 1 1 0 0 8 3 2 8
split_gain=106.803 52.0142 44.5228 24.5295 21.1793 19.4979 22.4886 20.5746 21.6807 16.3724 15.4895 13.8551 13.1051 10.6787 10.6066 10.3631 9.93311 6.56464 4.93832 4.27606 4.22641 3.92076 3.67521 3.43534 3.27847 2.56829 2.38013 2.95493 2.29315 2.02606 2.22918 1.9856 1.76693 1.69121 1.66666 1.65672 1.98142 1.59635 1.45189
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 2.5000000000000004 3.5000000000000004 6.5000000000000009 7 8 4.5000000000000009 4.5000000000000009 1.0000000180025095e-35 9 3.5000000000000004 4.5000000000000009 10 11 12 13 11.500000000000002 14 27.500000000000004 15 16 17 18 4.5000000000000009 19 20 1.5000000000000002 10.500000000000002 21 1.0000000180025095e-35 22 23
decision_type=9 2 9 1 9 1 9 1 2 2 2 1 1 2 2 2 9 2 2 9 9 9 1 2 1 2 1 1 1 9 2 1 1 2 2 1 2 9 1
left_child=12 2 11 29 5 13 14 10 -9 20 -8 26 -1 19 15 -7 25 -13 -6 -3 -5 34 38 -16 37 -15 35 28 -28 -4 31 -31 -29 -21 -14 36 -2 -11 -19
right_child=1 4 3 9 18 6 7 8 -10 24 -12 17 21 16 23 -17 -18 22 -20 33 -22 -23 -24 -25 -26 -27 27 32 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.001777507415217418 0.024966958371736861 0.018208775078041511 0.0007221213610619136 -0.017947340960995675 0.08414271004822696 0.018690025932969992 -0.0020943131400739611 -0.040366465338339708 0.0041846663850337099 -0.00072239113421930794 0.026775091283282287 -0.019740847247343971 -0.045802322557347813 0.055861982611302721 0.048619705225136867 0.00073722080042240676 0 0.03052422933831982 0 -0.011101092275399021 -0.047971282925674888 0.0028985986662648433 -0.0075750731703314936 0 -0.01447385658422857 0 0.024314393141553644 0.011636965746480689 0.0073226081992422854 0.0022904144208482648 0.0044998651857781754 -0.017790552697318811 -0.006271591701849601 0.0073478111813470416 0 -0.0055589940735870282 -0.002714650826215539 0.01926001505539298 0
leaf_weight=120.74918591565802 23.533056343439966 735.04469414439518 350.81727072497597 210.92665756777569 19.907183996343523 786.10256319917971 779.19786822306924 224.73621819898835 162.81049625683227 32.504529483936494 207.13589418836636 208.99801349826157 523.21147246085457 157.93780540436273 83.554176678182557 594.49639528457192 61.652508380502695 28.920805563451722 2.9172283561783834 59.930009033560054 342.31611832464114 2.0686428584158412 29.204106798686553 2.9768338286085045 60.004696731761214 3.3959435611031941 341.89642900825129 52.144615190685727 266.03424010673189 28.410108721640427 38.871062708494719 180.03501566551859 91.981245641072746 77.974967613990884 16.996764922776492 109.88454923970858 9.0275138445431349 40.483213519546553 8.6946197345969249
leaf_count=58938 5484 344630 200494 58993 5771 178874 341805 75371 70816 8254 91479 116315 248028 46647 37905 186818 24465 17046 1228 27190 177590 666 17931 1379 24483 2202 110116 24545 139200 6959 11771 49050 36069 59469 6287 27339 2565 15274 5159
internal_value=0 0.00443849 -0.00686405 -0.0194918 0.0115303 0.0105109 0.0058017 -0.00319782 -0.0219759 -0.0320126 0.00428464 0.00698936 -0.0366019 0.0217277 0.0142895 0.0113522 0.0413998 -0.0111477 0.0758561 0.0154025 -0.039681 -0.0431862 0.0104202 0.0448184 0 0.0514492 0.0131622 0.0152402 0.0182528 -0.00355056 -0.00991224 -0.0145017 0 0 -0.0447894 0 0.0128253 0.0116298 0.0236177
internal_weight=0 6414.46 2454.69 1284.37 3959.77 3936.95 2841.01 1373.88 387.547 686.235 986.334 1170.32 663.026 1095.94 1467.13 1380.6 222.986 275.818 22.8244 872.95 553.243 542.277 66.8195 86.531 132.992 161.334 894.502 752.057 607.931 598.133 247.316 208.445 144.126 137.905 540.208 142.445 32.5606 72.9877 37.6154
internal_count=2864605 2550686 1054637 552868 1496049 1489050 984447 579471 146187 284594 433284 501769 313919 504603 404976 365692 73314 156451 6999 431289 236583 254981 40136 39284 48011 48849 345318 309930 249316 268274 67780 56009 60614 86659 254315 35388 8049 23528 22205
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=1131021 4227136 896 1 768 2109504 2 2 768 11010416 7664 17050752 1 358 2 128 5 866 19402000 512 525 2 796672 5
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=26
split_feature=2 0 2 1 8 1 2 4 3 0 5 3 2 6 3 1 3 3 1 2 1 1 2 3 2 8 10 3 9 1 1 9 3 1 3 3 3 8 1
split_gain=92.4615 45.3351 40.2994 25.5765 21.2526 14.9879 12.3872 11.5719 9.92233 14.695 12.7031 9.87179 9.24429 8.00726 7.99671 11.7599 5.91186 5.88491 5.8794 5.35141 5.12298 4.53882 3.72823 5.39492 3.50376 3.19905 2.86841 2.74319 2.47669 2.44 2.23319 2.09138 1.93958 1.90253 2.42693 1.99095 1.8301 1.76188 1.74574
threshold=0 1.0000000180025095e-35 1 2 3 4 5 6 1.5000000000000002 6.5000000000000009 7 3.5000000000000004 8 9 1.0000000180025095e-35 10 4.5000000000000009 1.0000000180025095e-35 11 12 13 14 15 4.5000000000000009 16 17 18 4.5000000000000009 19 20 21 22 2.5000000000000004 23 1.0000000180025095e-35 3.5000000000000004 2.5000000000000004 24 25
decision_type=9 2 9 1 1 1 9 1 2 2 1 2 9 1 2 1 2 2 1 9 1 1 9 2 9 1 1 2 9 1 1 9 2 1 2 2 2 1 1
left_child=18 2 7 22 5 13 14 33 10 -10 -8 19 17 24 15 -7 38 25 -1 -5 -19 -14 23 30 -3 29 -16 -23 -21 -6 -4 36 -22 -2 37 -36 -15 -35 -9
right_child=1 4 3 11 12 6 8 16 9 -11 -12 -13 21 31 26 -17 -18 20 -20 28 32 27 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 35 -37 -38 -39 -40
leaf_value=-0.0029490282492781383 0 -0.009591342260489558 0.0003858395800257926 -0.014290493164957237 0.0011763470423772156 0.043213795580526265 0.0069356647176533675 0 0.010020788716402725 0.053892259977241855 -0.030020787788432726 -0.0022371288784317485 0.00048779145437567072 -0.023327029356613998 0.017425748231255211 0.0049244207127910576 0.015232537997167991 0.010005147162237694 -0.04476361798342985 -0.052229826836831465 -0.016011662915810448 -0.023174109588631295 0 0.0090799829784101657 0.013372991052715633 -0.0061779534923726859 -0.006292602224427353 0 0 0.022718249311504322 -0.023253071113148088 0.0063455828444906387 0 0.011713940160822146 0.028419230693353049 0 0 -4.5094099697620912e-06 -0.020088047378956118
leaf_weight=71.223654347762931 142.36219041980803 41.831952778244158 26.721611205604859 151.25413539871806 120.57158883207012 404.71719814708922 496.68840481198276 44.371321645041462 480.31883698978345 75.167639911931474 82.838090097488021 97.81876435475715 157.85023271627142 144.2830766333791 619.37439069640823 147.77622626241646 38.504731978056952 173.14012995167286 415.99708066208404 292.24280951618857 170.7737309129443 237.9387047412165 495.61596902769816 44.229953729722183 245.11942384607391 33.387722297309665 21.20327163382899 44.16331375259324 2.1674435575259841 232.77353444526671 216.54511404252844 3.8378109261975615 119.70062833218253 485.04608736059163 147.96477411995875 15.567151086055672 33.143710817414103 113.67040213814471 190.06676312303171
leaf_count=31790 35388 16184 5651 40137 33658 74326 246666 24162 251570 33601 30529 37042 101394 47658 205585 30476 24489 74240 207782 169035 57830 94725 248174 11714 82640 9269 10957 17971 386 59965 67037 1466 50852 199155 57624 4672 13835 48417 106149
internal_value=0 0.00359823 -0.00686972 -0.0186144 0.0100976 0.0149284 0.0181933 0.00634834 0.00965688 0.018927 0 -0.0347339 -0.000356095 -0.000869035 0.0254943 0.035095 -0.010303 0.00545709 -0.0399075 -0.0413752 -0.00156749 -0.0117354 -0.00591861 -0.0142466 0.00860707 0.0142356 0.0159469 -0.0187174 -0.049782 0.0169974 -0.0206381 -0.0164234 -0.00970192 0.0119308 0.0137675 0.0252945 -0.0192087 0.00930414 -0.0168838
internal_weight=0 6590.75 2504.15 1326.6 4086.6 2796.3 2328.08 1177.55 1135.01 555.486 579.526 543.483 1290.3 468.216 1193.07 552.493 272.943 850.347 487.221 445.664 463.614 439.952 783.113 287.497 286.951 386.733 640.578 282.102 294.41 353.345 243.267 181.265 290.474 904.611 762.248 163.532 177.427 598.716 234.438
internal_count=2864201 2624629 1079232 579176 1545397 1045493 883710 500056 562366 285171 277195 246600 499904 161783 321344 104802 154800 285814 239572 209558 182922 214090 332576 84402 98824 102892 216542 112696 169421 93623 72688 62959 108682 345256 309868 62296 61493 247572 130311
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=1130508 4227136 960 1 13 536896 2 2 17578192 2 480 768 16788608 785 776 8663075 13402163 6 1 1 148 512 1 128 5 770
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=23
split_feature=2 9 1 2 0 5 3 11 3 3 5 0 2 6 0 1 3 1 2 3 6 8 3 8 8 2 3 9 0 3 0 8 3 8 10 1 3 0 10
split_gain=78.6345 43.5758 35.6196 40.6435 26.6549 18.6698 16.4136 15.6493 14.6036 13.7349 16.3239 13.5682 11.4696 9.46341 7.83521 6.93045 5.40997 5.20279 4.53839 4.02235 3.56698 3.13584 1.93626 2.62956 1.92553 1.8341 1.82767 1.61315 1.36684 1.03218 0.732497 0.722452 0.64858 0.429203 0.417674 0.376516 0.362888 0.315583 0.303688
threshold=0 1 2 3 1.0000000180025095e-35 4 2.5000000000000004 5 3.5000000000000004 5.5000000000000009 6 5.5000000000000009 7 8 1.5000000000000002 9 5.5000000000000009 10 11 1.5000000000000002 12 13 5.5000000000000009 14 15 16 2.5000000000000004 17 15.500000000000002 7.5000000000000009 71.500000000000014 18 8.5000000000000018 19 20 21 1.5000000000000002 2.5000000000000004 22
decision_type=9 9 1 9 2 1 2 9 2 2 1 2 9 1 2 1 2 1 9 2 1 1 2 1 1 9 2 9 2 2 2 1 2 1 1 1 2 2 1
left_child=17 2 12 7 8 11 -7 9 15 10 -4 -6 13 22 25 -5 28 35 26 24 -10 -11 23 -2 -15 -14 -16 30 38 -24 34 -27 -9 -21 -19 -1 -20 -37 -3
right_child=1 16 3 4 5 6 -8 32 20 21 -12 -13 14 19 18 -17 -18 27 36 33 -22 -23 29 -25 -26 31 -28 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=0.001452135111755433 0.017472833200738305 0.096313895040078035 0.0054215761323330482 -0.019552361120187475 -0.0039090805879276758 -0.043645312656915236 0.0031414490079089172 0.048462528038971275 0.013307089895215146 0.041918961686936394 -0.01336730342431422 0.024299249103655138 -0.016027480153469675 0 0.010965549249672019 -0.052505769810679941 0 -0.044202899839700487 -0.0071051266128852987 0.015504927028409686 -0.013264838886450421 0 -0.014530494818452431 0 0.047728772671307082 -0.0055312637606426624 0.032779251071099004 0 0 0.0049234431042448398 0 0.0026794485727677803 0 0 0 -0.010364530936086845 0.00097901587005514595 0 0
leaf_weight=12.230571549385786 346.41739927075105 28.003306226106361 2469.4790368250688 286.78496774929226 605.40395456095575 158.00069511168113 99.861435778118903 53.892825877934229 62.640310169401346 70.520277255855035 532.91581938043237 199.05736063545919 37.371393846726278 17.229907665168867 212.89487986749737 212.5732904595643 2.734795161522924 394.55383769216132 43.140457191126188 97.315726035973057 79.488511942283367 31.84590260440018 19.088010059029333 88.736082484014332 185.11974123702385 99.615445474250009 112.18754538873327 1.468722172663546 0.48463263537268986 7.1583737892215131 0.21351942681940173 371.57255784768495 0.54344731022138049 27.142060732701793 0.67561699698853672 45.826885825925274 55.092507697379915 12.777380497485863 0.106551154342024
leaf_count=6208 101269 8958 876457 109186 240650 61544 40167 10340 25948 33571 185037 93311 14008 3475 115567 134571 1114 205881 29382 40801 32855 16521 9640 27359 37035 53646 66952 408 134 3724 83 198501 195 13077 324 18602 40965 6954 45
internal_value=0 0.00322208 0.00238737 -0.00195911 -0.014271 -0.00404214 -0.0260451 0.00468254 -0.0300386 0.00340353 0.00188842 0.00333398 0.0145979 0.0234423 0.00615139 -0.037689 0.0872857 -0.0376005 0.0158563 0.0367569 0 0.0350754 0.0122099 0.0140389 0.0460899 -0.00168882 0.0208837 -0.0423483 0.0943275 -0.00409495 -0.0438495 5.97386e-05 0.0475046 0.0136358 -0.0440564 -0.00260812 -0.000986489 -0.00674328 0.0959536
internal_weight=0 6614.42 6583.09 4863.01 1703.81 1062.32 257.862 3159.2 641.487 3104.76 3002.39 804.461 1720.08 788.207 931.875 499.358 31.3293 467.747 423.315 326.807 142.129 102.366 461.4 435.153 202.35 508.559 325.082 396.912 28.5945 26.2464 395.443 471.188 54.4363 124.458 395.229 70.8348 98.233 58.6043 28.1099
internal_count=2864465 2626005 2615754 1860353 738232 435672 101711 1122121 302560 1111586 1061494 333961 755401 236380 519021 243757 10251 238460 252866 94388 58803 50092 141992 128628 40510 266155 182519 206696 9137 13364 206288 252147 10535 53878 206205 31764 70347 25556 9003
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=1130508 1 768 16821440 2 1 2 524608 2 224 768 10492080 2 1 5 4 8663040 1 2 5 1 512 1
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=28
split_feature=2 9 0 2 1 8 1 0 5 2 4 2 1 6 3 3 1 8 1 10 2 0 3 4 3 2 2 2 1 8 8 3 7 1 0 6 2 3 3
split_gain=67.6117 37.7384 31.907 28.5686 22.0963 14.546 12.7797 10.7297 12.5306 9.5388 7.91587 6.66155 8.62609 6.65546 6.631 4.56459 4.53871 4.49441 4.15096 3.71971 3.44468 3.44113 3.36074 3.13186 9.72069 3.98908 2.31206 1.85226 1.55631 2.55817 2.19238 1.5052 1.40177 1.30427 1.36206 1.22529 0.824708 0.477863 0.459598
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6.5000000000000009 6 7 8 9 10 11 3.5000000000000004 5.5000000000000009 12 13 14 15 16 2.5000000000000004 2.5000000000000004 17 2.5000000000000004 18 19 20 21 22 23 2.5000000000000004 24 25 15.500000000000002 26 27 2.5000000000000004 2.5000000000000004
decision_type=9 9 2 9 1 1 1 2 1 9 1 9 1 1 2 2 1 1 1 1 9 2 2 1 2 9 9 9 1 1 1 2 1 1 2 1 9 2 2
left_child=16 2 3 10 23 6 13 9 -9 -8 28 19 26 22 20 33 36 18 -12 21 -6 -7 -4 25 -25 -5 -13 -15 29 -2 -30 -14 -18 -3 -35 -16 37 -1 -38
right_child=1 15 5 4 14 11 7 8 -10 -11 17 12 31 27 35 -17 32 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 30 -31 -32 -33 -34 34 -36 -37 38 -39 -40
leaf_value=0 0.0055105543727901997 0 0 0.0049185725416830877 -0.014670045270273841 0 0.016429203538815853 0.037346860154928462 -0.0047281566262973923 0.0016332805013125923 -0.015800431397693087 0.01175457652678418 -0.023526849689086277 0.0030447174299840815 0.0020703821716273186 0 -0.043044646489927188 -0.025746281604696511 0.0093371328839950436 -0.02108999859606428 -0.046548689957772837 0.014976549433526701 0.023254654632655258 -0.04524938398817873 0 -0.010749734815764043 -0.0041749896749709815 -0.019964219238959288 0.014077357132160582 -0.016490923066203301 0 -0.0043721150127600441 -0.0026922094361462698 0.10222871232270392 0 -0.014043922564872892 0 -0.016955617070498002 0.011658309354746375
leaf_weight=11.181703782291153 238.93304138808162 7.010970075498336 237.54792382472078 369.50377807633777 157.96407246816671 366.839154979054 1209.062138199748 325.35477766609984 65.478287324222038 771.76731292612385 65.631636076373979 146.8043072897417 231.25609797169454 12.399130598379996 56.188808537699515 2.6595163456513538 350.83181464957306 69.002805900963722 133.64039591883193 15.60460164217511 257.37076633149991 293.07748676143819 49.447576690930873 43.026180045882938 140.26548086105322 223.15549294321681 114.32169736339711 160.65878415483166 531.69501317286631 23.384497437509708 126.75160181836691 119.4325467388262 29.596578940851032 23.834679557010535 0.44369023304898192 40.950874506117543 30.364112603594549 20.563671720447019 8.5024999905726855
leaf_count=3509 104207 3383 77336 191778 45600 117280 362825 100666 24634 397126 38136 82408 98745 4482 18241 1083 190783 35043 78015 6260 163695 78687 22779 16193 59009 62219 61447 56107 183397 10609 46514 50753 15851 8872 114 18508 16578 6584 4721
internal_value=0 0.00296744 0.00217395 -0.00668029 -0.0168014 0.00758157 0.011541 0.0144991 0.0297504 0.0110138 0.00428696 -0.00104441 -0.00851217 -0.00304825 -0.0323351 0.0795708 -0.0354756 -0.00956882 0 0.00539757 -0.0382776 0.0074268 0.00543278 -0.00509232 -0.0156612 -0.00082658 0.00415611 -0.0174652 0.00885916 0.000634455 0.0113554 -0.0181727 -0.0400858 0.0857381 0.0849241 -0.00407414 -0.00241159 -0.0108191 0.00265598
internal_weight=0 6630.47 6596.52 2477.46 1288.43 4119.05 2831.72 2371.66 390.833 1980.83 1189.04 1287.34 611.815 460.053 512.475 33.9489 451.04 268.275 199.272 675.521 415.335 659.917 286.996 775.951 183.292 592.659 261.126 173.058 920.764 262.318 658.447 350.689 380.428 31.2893 24.2784 97.1397 70.612 31.7454 38.8666
internal_count=2864177 2626151 2612699 1071164 575243 1541535 1045955 885251 125300 759951 495921 495580 293353 160704 246044 13452 238026 151194 116151 202227 209295 195967 100115 329199 75202 253997 143855 60589 344727 114816 229911 149498 206634 12369 8986 36749 31392 10093 21299
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=1130508 1 4227136 960 1 13 2 537027 2 17571920 792 2 768 5 49 1 16792704 2 10489616 6816 8389664 152 3 5 1 257 2 4
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=20
split_feature=2 9 1 2 1 11 0 5 3 4 3 3 2 0 3 8 3 1 8 3 0 1 9 6 3 2 8 0 0 2 3 3 0 3 0 3 3 10 10
split_gain=57.9487 32.295 26.8371 30.3905 21.8026 13.3546 12.6654 12.4876 17.7739 10.5299 10.3047 13.5475 9.48492 11.5982 7.74678 4.61167 4.11475 4.09024 3.83523 2.63075 1.95536 1.89747 1.43651 1.36005 1.37381 1.30672 1.32307 1.39149 1.13694 0.812009 0.7817 0.709791 0.652016 0.605791 0.55009 0.438608 0.336298 0.335223 0.288879
threshold=0 1 2 3 4 5 4.5000000000000009 6 2.5000000000000004 7 5.5000000000000009 1.0000000180025095e-35 8 4.5000000000000009 3.5000000000000004 9 5.5000000000000009 10 11 5.5000000000000009 8.5000000000000018 12 13 14 1.0000000180025095e-35 15 16 2.5000000000000004 15.500000000000002 17 1.0000000180025095e-35 26.500000000000004 71.500000000000014 8.5000000000000018 10.500000000000002 2.5000000000000004 2.5000000000000004 18 19
decision_type=9 9 1 9 1 9 2 1 2 1 2 2 9 2 2 1 2 1 1 2 2 1 9 1 2 9 1 2 2 9 2 2 2 2 2 2 2 1 1
left_child=17 2 12 4 7 10 14 9 -9 -4 11 -5 13 23 -6 19 21 29 -12 -15 -8 -3 31 30 -25 26 -14 -28 38 36 -2 32 37 -7 -17 -31 -1 -19 -23
right_child=1 16 3 5 6 33 20 8 -10 -11 18 -13 25 15 -16 34 -18 22 -20 -21 -22 28 -24 24 -26 -27 27 -29 -30 35 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0011336465818786931 0 0.0039889739947124633 0.0072632091965757067 -0.048290745606835883 0.043122429017501268 0.018817739685496302 -0.043734923561541697 0.0015925104022726439 -0.024084773542249558 0.036403893476488931 -0.0058543777403276829 0.015498746242952392 0.056233447081564782 0 0.007528791006720709 0 -0.039931455051694362 0 0 -0.0061181267143303334 0.093486103647565877 0 0.025827229907534655 0.0089580963365865126 -0.007515108902271592 -0.001639746407726207 0.0083740790587220112 0 0 0.010768070124263512 0 0 0 -0.0069678326832519691 -0.016422624672338675 0.010342870761300247 0 0
leaf_weight=29.650353887700476 221.88354341781815 7.2574690393521459 829.02178185035882 1651.1874390516459 256.09590357093839 57.681038698123302 23.012053303682478 152.98078010928293 137.25503582252713 127.97326867665106 77.906219606986269 1437.9607163769688 51.702726146322675 105.05565685688634 44.442070924269501 35.778977741894778 2.7258721052785395 366.05476793005073 33.967014423105866 5.0030624729115507 28.568088625237579 26.25216604367597 1.4422641153796565 165.46861621248536 242.81081761940732 68.041669839934912 359.95938159988145 166.15816707068007 0.41872360289562394 11.248620581463912 326.59821620953153 0.12511580839054559 0.22238915326306496 0.5836797176161771 6.5056337823625645 20.241360086831264 8.9610314657329564 0.72344109528057643 0.10541469609598308
leaf_count=16468 63876 3381 345377 523965 147088 10789 6912 67885 63306 46433 36161 562216 28971 22506 19624 10059 1072 206402 17181 1841 8852 10736 389 44079 109307 35996 209125 81124 109 3477 145565 39 81 203 2573 6543 4771 348 47
internal_value=0 0.00262469 0.00187484 -0.00192042 -0.0130763 0.00355506 -0.0339748 -0.00607073 -0.0232213 -7.91644e-05 0.00238522 0.00106337 0.0123474 0.017884 -0.0422384 0.0424085 0.0719661 -0.0333888 0.0288277 0.0499274 0.00415837 0.0777315 -0.0378555 0.0126856 0.0177792 0.00191371 0.00392426 0.00124216 0.0779627 -0.00195884 0.00765006 -0.0393381 -0.0395709 0.0421736 0 -0.0105003 0.00298936 -0.039789 0.0931238
internal_weight=0 6650.36 6613.6 4858.64 1599.35 3259.29 352.118 1247.23 290.236 956.995 3201.02 3089.15 1754.97 1109.1 300.538 152.343 36.7596 438.669 111.873 110.059 51.5801 34.0338 368.568 956.761 408.279 645.862 577.82 526.118 26.7763 70.1014 548.482 367.126 367.001 58.2647 42.2846 31.49 38.6114 366.778 26.3576
internal_count=2864877 2626359 2611014 1855992 705477 1150515 182476 523001 131191 391810 1139523 1086181 755022 399806 166712 36979 15345 238518 53342 24347 15764 14273 207259 362827 153386 355216 319220 290249 10892 31259 209441 206870 206831 10992 12632 10020 21239 206750 10783
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=1130509 1 768 11014962 240 1 2 2 8913376 1 768 1 257 1 2 2099730 12 1114120 1 1
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=25
split_feature=2 9 0 2 3 1 2 3 3 10 0 0 3 1 1 4 3 8 2 1 8 8 4 3 1 2 1 1 1 8 1 7 0 2 3 3 11 0 3
split_gain=49.73 27.7062 24.7883 25.3953 16.8394 13.3094 8.96732 12.0367 16.9098 9.36772 11.1887 9.04983 8.65911 8.54249 8.53904 6.96121 5.94467 5.8416 5.06679 4.8827 5.81816 5.72567 4.03054 3.75573 3.55123 3.4402 3.05354 2.40751 1.88362 2.48269 1.66485 1.53351 1.14386 0.864965 0.787819 0.70687 0.633404 0.591383 0.472724
threshold=0 1 1.5000000000000002 2 2.5000000000000004 3 4 1.0000000180025095e-35 1.5000000000000002 5 8.5000000000000018 25.500000000000004 1.5000000000000002 6 7 8 1.0000000180025095e-35 9 10 11 12 13 14 5.5000000000000009 15 16 17 18 19 20 21 22 15.500000000000002 23 5.5000000000000009 26.500000000000004 24 155.50000000000003 2.5000000000000004
decision_type=9 9 2 9 2 1 9 2 2 1 2 2 2 1 1 1 2 1 9 1 1 1 1 2 1 9 1 1 1 1 1 1 2 9 2 2 9 2 2
left_child=24 2 3 12 5 15 7 28 37 10 14 -12 19 34 -8 -5 -11 -15 -7 21 -21 -2 27 30 33 -24 -10 -6 -4 -30 -3 35 -32 -1 -14 -26 -18 -9 -35
right_child=1 23 6 4 22 18 9 8 26 16 11 -13 13 17 -16 -17 36 -19 -20 20 -22 -23 25 -25 31 -27 -28 -29 29 -31 32 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=0.0034469480780702604 0.017264121905044585 0 -0.00062829790335458416 -0.0017465548947023922 0.020956519987390426 -0.0100529088181796 0.018514186805125409 -0.034340522004179995 0.017825583701093935 0.01519795769211948 0.035658227144566033 -0.0050872139138318229 0.014014621048212919 -0.0018664388188957791 0.0038059744353545763 -0.036701293945075174 -0.036655422075746846 -0.02239233615100044 -0.038189687318315291 0.015545030060346672 -0.0027916378727858137 -0.0087121028433408184 0.0039656505565984343 0 -0.03884367051473403 -0.01516170811786202 -0.0018708418070722797 0.00011160116914963263 0 0.032527936778265314 0.084639563880227392 -0.00046356089689191969 0 0 0 0 0 0 -0.016735961923430666
leaf_weight=38.263865725253709 606.61176851918572 7.1539972396567473 14.32383468534681 477.39221149412333 79.834341251058504 180.00778357144736 635.38723850570386 157.10293312344584 71.968231131846551 4.7155100925592697 288.67466524487827 42.578828822472133 176.63520678882196 413.84979433332046 1217.5092018139549 39.481422797427513 40.989654120930936 217.38156429602532 362.68411281508452 193.2341696213407 586.88208578020567 60.500261473061983 126.31438571934996 2.7967930952436282 326.32803517715365 152.02891920755792 180.90184493939159 171.60688840759394 18.763361316727242 76.130358742724638 28.929656541557055 28.262915355124278 0.47814190923236211 11.16101790283574 27.256981412123423 0.10785453388234501 0.14687950519146298 0.16010391217423503 20.430573454068508
leaf_count=21188 170567 3364 7678 220555 26953 59598 226810 69042 32759 2535 78074 17918 92259 199906 394419 13338 18743 98442 196639 80849 233423 17775 44986 1078 191192 60473 98835 87207 8938 34941 11380 15834 117 3426 16195 36 67 48 6700
internal_value=0 0.00246527 0.00175567 -0.00333822 -0.0129152 -0.0201239 0.00899554 -0.00231231 -0.0108117 0.0117159 0.0129099 0.0296029 0.00332362 -0.004444 0.00934215 -0.00670933 -0.0222706 -0.0102952 -0.0307025 0.00803073 0.0019212 0.0141245 0.00104144 0.0654756 -0.0313632 -0.00633042 0.00453433 0.0100729 0.0227357 0.0259415 0.0709326 -0.03567 0.0711687 -0.00173903 0.0113404 -0.0385816 -0.0353809 -0.0338627 -0.0106271
internal_weight=0 6660.41 6621.05 3871.7 1589.35 1059.57 2749.35 519.351 410.133 2230 2184.15 331.253 2282.35 835.124 1852.9 516.874 45.852 631.231 542.692 1447.23 780.116 667.112 529.785 39.3586 424.554 278.343 252.87 251.441 109.218 94.8937 36.5618 354.699 29.4078 69.8555 203.892 326.436 41.1365 157.263 31.5916
internal_count=2864287 2625911 2609972 1619165 709749 490130 990807 252241 200684 738566 717221 95992 909416 406802 621229 233893 21345 298348 256237 502614 314272 188342 219619 15939 238376 105459 131594 114160 51557 43879 14861 207062 11497 31314 108454 191228 18810 69090 10126
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=1130509 1 4228416 896 21268226 1 260 770 2 1 17049600 928 6 3 2 768 8322 588 180 516 2 257 1 1114120 1
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=24
split_feature=2 9 0 2 1 3 5 2 0 1 2 1 0 2 6 3 1 8 4 3 3 2 3 3 8 1 0 1 3 2 3 3 5 1 0 10 10 3 2
split_gain=41.4546 25.8962 22.9875 19.9593 21.7741 10.9393 28.1545 11.421 12.5918 11.5667 9.83517 9.84872 9.49095 9.192 4.86039 4.71969 4.63193 4.24284 3.74522 3.74422 3.49226 2.95583 4.01469 2.70509 2.46963 1.80796 1.28637 1.0198 1.01353 1.00051 0.944561 0.873518 0.775271 0.713863 0.709816 0.505433 0.253273 0.218934 0.0301926
threshold=0 1 1.0000000180025095e-35 2 3 2.5000000000000004 4 5 5.5000000000000009 6 7 8 2.5000000000000004 9 10 1.0000000180025095e-35 11 12 13 5.5000000000000009 3.5000000000000004 14 4.5000000000000009 5.5000000000000009 15 16 2.5000000000000004 17 1.0000000180025095e-35 18 1.5000000000000002 13.500000000000002 19 20 17.500000000000004 21 22 1.5000000000000002 23
decision_type=9 9 2 9 1 2 1 9 2 1 9 1 2 9 1 2 1 1 1 2 2 9 2 2 1 1 2 1 2 9 2 2 1 1 2 1 1 2 9
left_child=33 2 3 16 21 6 7 9 -9 -4 11 32 -13 15 20 -8 17 28 29 27 -6 30 -23 -20 26 -26 -12 38 -2 -18 -5 -16 -7 -1 36 -35 -29 -19 -3
right_child=1 19 5 4 14 10 13 8 -10 -11 24 12 -14 -15 31 -17 18 37 23 -21 -22 22 -24 -25 25 -27 -28 34 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0 0.0070470480470762875 0 -0.008856422499321755 0.0078570240056035547 -0.022041461792071934 0.0067411711374215089 0.024724300429070235 -0.013509916894896588 0.017225591446300311 0.01242458426843863 0 0.013344527254060419 0.061823256320524746 -0.035254111868157426 -0.04334691099685966 -0.0098895940600075942 0.0032450781749828839 0 -0.017088525927068558 0 0.0012319629536664629 -0.013391786895732841 0.0098210726846882316 0.0072987529490848406 0.0017697275298945261 -0.016796202985033596 0.013058351900227208 0.078411695878055687 0.022488721060962662 -0.0092505963609840151 -0.00096843400950833369 0 0.019161747862976135 -0.038496902259757604 0 0 0 -0.010481531942440591 -0.0026150927875165271
leaf_weight=3.9052214247640222 221.35131343101966 3.4022904695011675 251.83506907711853 159.95362574156024 212.35358873473888 416.6637692276563 17.293646484846249 475.92230056114204 146.35398880133289 1854.450109963087 162.87182527262485 126.85120126674883 86.619060168566648 191.56112973349809 229.37107262876816 168.54392741326592 575.45176668732893 63.812754291924648 185.72234926361125 2.9780423702904946 51.966782976684044 361.09576354494493 53.734605744335568 20.298628376913257 44.456804175744765 76.48324471473461 109.56688523254707 32.08730542374542 148.42936275506509 23.898311044467846 193.01090133610705 1.2571557549235866 118.43437823737622 260.93347913348407 0.32817555492510919 0.42225971289735653 0.11615511635318299 29.141696509264875 4.1495382523280577
leaf_count=1255 67428 788 74865 70990 114035 171974 7686 254602 67352 516821 87459 61409 34455 75208 138024 61581 239741 19188 95359 1133 18261 133974 17688 11658 24298 35216 53140 12009 63846 6118 99801 531 55890 153032 88 221 53 14443 2687
internal_value=0 0.00184066 0.00115481 -0.006289 -0.0150054 0.00567287 0.00242295 0.00611042 -0.00528052 0.00962274 0.013968 0.0203637 0.0378856 -0.0219875 -0.030675 -0.00218837 0.00240268 0.0100572 -0.00190824 0.0611459 -0.0167873 -0.00351402 -0.00904757 -0.0127923 2.67069e-05 -0.0093638 0.00582061 0.0665728 0.0148468 0.00175751 0.00248495 -0.042853 0.010703 -0.0358154 0.0665053 -0.0369738 0.0780781 -0.0054741 0
internal_weight=0 6821.82 6778.76 2530.85 1262.74 4247.91 3105.96 2728.56 622.276 2106.29 1141.95 748.568 213.47 377.399 494.949 185.838 1268.11 462.735 805.371 43.0615 264.32 767.795 414.83 206.021 393.379 120.94 272.439 40.0835 369.781 599.35 352.965 230.628 535.098 265.261 32.5316 261.356 32.2035 92.9545 7.55183
internal_count=2864307 2709799 2693041 1111085 593304 1581956 1058115 913640 321954 591686 523841 323728 95864 144475 270851 69267 517781 164905 352876 16758 132296 322453 151662 107017 200113 59514 140599 15625 131274 245859 170791 138555 227864 154508 12150 153253 12062 33631 3475
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=1064964 1 21004480 960 2 2637122 6 8990962 480 21272672 2 774 5 2 2097944 1 645 257 4227136 2 512 1 1 262216
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=26
split_feature=2 11 1 6 2 3 5 1 0 0 1 1 2 8 2 0 2 1 5 3 2 2 0 4 4 2 0 1 5 3 2 3 3 3 1 0 10 2 3
split_gain=36.121 23.0383 21.7709 34.6345 19.5892 19.2888 17.5901 12.9851 11.1482 8.12673 7.84114 7.65718 7.59392 7.0829 9.03653 14.1326 6.16872 5.22297 4.75017 3.53911 5.07394 3.96267 3.08694 2.59156 2.00078 1.71518 1.6625 1.66197 1.64705 1.34224 1.24687 1.02291 0.849921 0.699876 0.639383 0.594251 0.436522 0.188629 0.000245644
threshold=0 1 2 3 4 3.5000000000000004 5 6 6.5000000000000009 3.5000000000000004 7 8 9 10 11 5.5000000000000009 12 13 14 1.0000000180025095e-35 15 16 2.5000000000000004 17 18 19 23.500000000000004 20 21 14.500000000000002 22 6.5000000000000009 4.5000000000000009 2.5000000000000004 23 10.500000000000002 24 25 3.5000000000000004
decision_type=9 9 1 1 9 2 1 1 2 2 1 1 9 1 9 2 9 1 1 2 9 9 2 1 1 9 2 1 1 2 9 2 2 2 1 2 1 9 2
left_child=34 2 13 5 11 6 8 22 -4 -9 37 24 29 14 15 18 -8 30 -2 21 -21 -19 -6 31 -5 33 -17 -14 -27 -7 -15 -12 -13 -16 -1 -32 -36 -3 -25
right_child=1 10 3 4 7 12 16 9 -10 -11 23 32 27 17 25 26 -18 19 -20 20 -22 -23 -24 38 -26 28 -28 -29 -30 -31 35 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=0 0.0078321016777750784 0 0.0012165721379097365 0.0063137450928096184 -0.01384451207326955 0.037937915074797129 -0.033053320155696973 -0.043527195033996283 0.027072900572917738 -0.006081666971081567 0.06386384691660596 -0.017912328586590909 0.0076244696884445575 0 -0.013908146963707249 0.045895395063050182 -0.0017626564003697253 0.010966567251557346 0.031680619689086531 0.0045238926828486689 -0.014376845287070457 -0.010106911142630522 0.0044983588383556662 0 -0.0066029514412522892 0.0019307741997560462 0 -0.013812677303245719 0.014448642510024451 0 0.024316989535959399 0 0 0 -0.036587929699592854 0 0 -0.006312066090256762 0.00026161566936888869
leaf_weight=4.0406166869797744 936.28671881923219 3.8669688947265968 1240.4746772756771 440.43021541048074 212.4703351262142 201.0717260032834 143.6518713421101 378.79415547815734 169.18798996787518 102.98178027293761 65.46632865673746 262.75319138843042 22.233723022407503 18.29972512886161 51.243235840927809 132.2060194904625 148.24852225642826 238.14359529395006 82.337835632119095 167.40455046464922 368.95720587494725 83.385914257843979 97.176079021010082 4.97177596419351 114.38244339913945 840.80378834926523 6.3897258897777638 30.741306760231964 113.21442720538471 1.5063457249198098 87.979955565824639 0.61158913507824664 12.608621712250168 25.309487719991012 252.1820945150248 1.1107705640024494 0.49081052439578243 20.659347242850348 5.8904383518965915
leaf_count=1290 255762 1989 494409 125849 89204 85437 67482 192942 46259 40699 16043 121909 9880 8680 21596 24416 48212 61675 38050 89769 153239 41136 43211 1554 58798 427392 2257 14334 61456 558 38966 272 6929 12271 153036 268 244 4403 2347
internal_value=0 0.00166599 0.000809666 -0.00445708 -0.0151841 0.00435258 0.00013635 -0.0260845 0.00502772 -0.0362271 0.0431742 -0.00355188 0.0284114 0.00685975 0.00997248 0.0159785 -0.0208205 -1.28551e-05 0.0108971 -0.00316075 -0.00819483 0.00427626 -0.00710661 0.0525571 0.00288633 0.00260314 0.0439084 -0.00217938 0.00407496 0.0355168 0.0171319 0.0628185 -0.0161959 -0.00826865 -0.033965 0.0213563 -0.0351025 -0.00263581 0
internal_weight=0 6833.25 6731.79 3578.71 1621.6 1957.12 1701.56 791.422 1409.66 481.776 101.466 830.174 255.553 3153.07 2187.79 1157.22 291.9 965.282 1018.62 857.891 536.362 321.53 309.646 76.9401 554.813 1030.57 138.596 52.975 954.018 202.578 107.39 66.0779 275.362 76.5527 256.714 89.0907 252.673 24.5263 10.8622
internal_count=2864223 2709653 2683045 1446112 679541 766571 656362 366056 540668 233641 26608 313485 110209 1236933 843200 320485 115694 393733 293812 345819 243008 102811 132415 20216 184647 522715 26673 24214 488848 85995 47914 16315 128838 33867 154570 39234 153280 6392 3901
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=1064964 1 896 2 17047616 2 68 385 99 11018618 1 595169 8921914 512 2 2690816 8403672 2 2 12845056 48 2 7152130 512 1 8389904
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=26
split_feature=2 9 0 2 1 3 3 2 0 5 3 1 2 2 1 4 3 0 3 3 1 2 2 1 2 1 2 2 2 2 1 3 7 0 10 0 6 3 10
split_gain=30.1506 21.7571 18.0173 16.9111 9.68995 9.35646 21.6879 19.6239 17.5181 14.225 17.3018 13.9555 9.19357 8.26 8.67078 6.57922 6.88472 6.06867 5.78878 3.44157 3.38984 3.97009 3.32262 3.31167 3.05906 2.44357 2.80216 2.15043 2.0975 1.4823 0.988201 1.4162 0.80705 0.721027 0.522945 0.486021 0.344354 0.31699 0.167419
threshold=0 1 1.0000000180025095e-35 2 3 2.5000000000000004 1.0000000180025095e-35 4 3.5000000000000004 5 1.5000000000000002 6 7 8 9 10 3.5000000000000004 2.5000000000000004 3.5000000000000004 5.5000000000000009 11 12 13 14 15 16 17 18 19 20 21 2.5000000000000004 22 14.500000000000002 23 17.500000000000004 24 2.5000000000000004 25
decision_type=9 9 2 9 1 2 2 9 2 1 2 1 9 9 1 1 2 2 2 2 1 9 9 1 9 1 9 9 9 9 1 2 1 2 1 2 1 2 1
left_child=32 2 3 15 30 6 7 11 -9 12 -11 -4 -8 14 22 20 24 -16 -6 29 21 -2 -7 -18 -17 26 -15 -27 -22 35 37 -32 33 34 -1 38 -20 -5 -3
right_child=1 19 5 4 18 13 9 8 -10 10 -12 -13 -14 25 17 16 23 -19 36 -21 28 -23 -24 -25 -26 27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.03639661369143924 0.0018185455155643093 0.072412852044044851 0.021238350069333174 0.0090531602592653863 -0.036551893795310708 0.029951357641827887 0.01599203832596419 -0.028970821762601934 0.015893386511106503 -0.043966067138180687 0 0 -0.0059332934261123148 0.0166519533232239 0.013055745994248732 0.0069170976063640151 0.014320581379053236 0.053468734800996648 0.0012070675944690175 0 -0.0075406692343784557 -0.014868664630197393 0.0050248481285571469 -0.0078616602357887318 -0.022626876438216651 0.0023128456861479115 -0.0010177962553834638 -0.018518761438214997 0.0082145028263165467 0 -0.011884149863294958 0.00047537992444186329 0 0 0 0 -0.0077117676282068091 0 0
leaf_weight=210.47492521136883 430.19963717198698 32.472399827791378 930.62888457211375 31.414937767636729 281.97080786514562 37.687390544597292 200.31848251115298 200.68467219099693 106.18084289616672 171.53867947914114 162.04464634788746 499.95558198144136 864.52704348682892 92.727306030050386 129.01171745669853 10.501866420614533 91.133057741870289 92.936037682462484 46.059169593267143 3.107975688413716 45.407044696068624 154.87270532030379 507.15087019646307 86.894373638555408 257.01826610164426 43.052037903049495 189.0855287706072 70.370822527620476 781.30143772493466 10.148307993717024 167.35678792805993 90.369431726256153 15.53832282272924 1.2096149598946784 0.33984329337545105 0.24767072667600487 26.337871570707648 17.706120681134053 0.084899565787053599
leaf_count=133641 167741 9927 222867 6009 186787 20351 102494 105389 50096 69243 60458 138626 311668 45446 64233 3409 45922 35100 15035 1188 22548 66529 209879 44109 142574 15802 109392 29157 332231 5352 41348 21724 9518 533 176 57 14110 3432 40
internal_value=0 0.00146146 0.000821737 -0.00579971 -0.0190383 0.00478449 0.00178661 0.00925244 -0.0121625 -0.00727866 -0.0244054 0.014193 -0.00111764 0.0123744 0.018128 -0.000596011 -0.0109158 0.0341643 -0.0297838 0.0547156 0.00260798 -0.00278755 0.00919261 0.00278954 -0.0204062 0 0.00521112 -0.0101148 0.00669493 0.0599424 -0.00376015 -0.00667794 -0.0327462 -0.0355645 -0.0360712 0.0616766 -0.000416575 0.00430872 0.0721785
internal_weight=0 6862.51 6816.44 2518.54 661.215 4297.9 3135.88 1737.45 306.866 1398.43 333.583 1430.58 1064.85 1162.02 766.786 1857.33 445.548 221.948 354.368 46.0613 1411.78 585.072 544.838 178.027 267.52 395.236 281.813 113.423 826.708 42.9533 306.847 257.726 227.563 212.024 210.815 32.805 72.397 49.1211 32.5573
internal_count=2864141 2720273 2703709 1113508 288445 1590201 1060841 516978 155485 543863 129701 361493 414162 529360 329563 825063 236014 99333 215932 16564 589049 234270 230230 90031 145983 199797 154838 44959 354779 15376 72513 63072 143868 134350 133817 10024 29145 9441 9967
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=16388 1 21007824 896 10829122 2 481 3683488 10039538 480 2 153 4228160 8986624 342 4194432 932 2057 262400 1152 788426 512 1 1 2 1
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=23
split_feature=2 9 1 2 1 8 11 3 3 5 3 2 0 8 0 8 2 0 3 6 2 3 3 2 8 6 3 8 2 1 3 1 0 10 3 0 1 0 0
split_gain=26.648 18.5518 15.5855 18.3722 20.1528 9.37771 8.74294 8.18978 7.67316 8.64289 6.70237 5.16069 7.01492 4.29811 3.10805 2.87329 2.80606 2.8055 2.25433 2.0277 1.50622 1.45221 1.27487 1.00481 1.44371 1.37125 1.71467 1.29993 0.779211 0.654273 0.607797 0.556823 0.45602 0.461664 0.420502 1.12731 0.29893 0.314738 0.297184
threshold=0 1 2 3 4 5 6 3.5000000000000004 5.5000000000000009 7 2.5000000000000004 8 4.5000000000000009 9 5.5000000000000009 10 11 1.5000000000000002 4.5000000000000009 12 13 1.0000000180025095e-35 1.0000000180025095e-35 14 15 16 2.5000000000000004 17 18 19 7.5000000000000009 20 14.500000000000002 21 4.5000000000000009 13.500000000000002 22 13.500000000000002 8.5000000000000018
decision_type=9 9 1 9 1 1 9 2 2 1 2 9 2 1 2 1 9 2 2 1 9 2 2 9 1 1 2 1 9 1 2 1 2 1 2 2 1 2 2
left_child=31 2 11 4 5 10 8 14 9 -5 -4 12 19 18 -6 -10 34 -7 -14 21 -9 -2 -21 25 28 27 -27 -13 -25 -8 -31 -1 33 -33 35 -3 -18 -38 -15
right_child=1 16 3 6 7 17 29 20 15 -11 -12 23 13 38 -16 -17 36 -19 -20 22 -22 -23 -24 24 -26 26 -28 -29 -30 30 -32 32 -34 -35 -36 -37 37 -39 -40
leaf_value=0 -0.0014106202596896268 0.070643824588972656 -0.004638086757076206 0.002238386980865269 -0.043090400149104507 -0.024209367286464948 0 0.014281656304410278 0.028976713110063387 -0.011322714109637769 0.013632966868145255 0.01948415278089316 0.042616458706820015 0.0035240256521304456 -0.0014958081337333254 0 0.0058148632652208401 -0.004250996541652576 0 0.02060514386205357 -0.0071796491095687176 0.0075860037782422831 0.0061311138820946453 0.0038907551000179337 -0.013853581738649444 -0.0070111735444526981 0.0093688021568046898 0.00036814925855976986 -0.008117607697582482 0.040501937094395625 0 -0.033881296281928389 0 0 0 0 -0.010757387359683287 0 -0.0073243989663178957
leaf_weight=4.199158635106869 237.37327251784154 25.489644323417458 511.7184025523602 2715.4467061017058 236.9997372059006 211.3377254143852 20.990472689445596 14.246636793337528 89.320564339883276 536.85634115511493 281.31651947034698 50.313576511107385 117.04788523112074 32.540953863179311 37.998089442204218 37.073249374050647 9.1256752425106225 181.8623738069582 11.362791301973628 181.25081234282698 37.555772788109607 350.06475039056386 258.49226954966434 181.1809965960565 51.645482474414166 146.0068069777335 66.813933931029169 131.12832038156921 27.449032888980582 45.111191165924538 0.63256483391160045 220.98729382459715 1.5804895766777907 0.37960453769483038 1.7171372048323963 0.59385422547347744 11.435224377142731 0.16013970051426518 10.918631409178486
leaf_count=1323 67178 4799 229315 951328 156588 87732 4084 5811 39423 199728 124855 29614 22818 9011 12151 18188 5351 75143 3447 46529 18136 153717 114698 87054 24654 75445 42566 77356 11630 8088 214 145093 693 195 552 94 6500 87 3580
internal_value=0 0.00141218 0.000808763 -0.00207615 -0.0111398 -0.00433166 0.0019002 -0.0318673 0.000956637 0 0.00171857 0.00856107 0.0124063 0.0304374 -0.0390391 0.0225959 0.0498112 -0.0162587 0.0369555 0.00844476 0 0.00357285 0.0136705 0.000776226 -0.00318568 0.00413506 -0.000111126 0.0100391 5.24325e-05 0.031655 0.0347387 -0.0307698 -0.031945 -0.0335834 0.0573355 0.0688237 0 -0.00507379 0
internal_weight=0 6860.58 6812.06 4958.47 1513.04 1186.24 3445.43 326.8 3378.7 3252.3 793.035 1853.59 1199.05 171.87 274.998 126.394 48.5217 393.2 128.411 1027.18 51.8024 587.438 439.743 654.538 260.276 394.263 212.821 181.442 208.63 66.7342 45.7438 227.147 222.947 221.367 27.8006 26.0835 20.721 11.5954 43.4596
internal_count=2864768 2717464 2700081 1930784 709731 517045 1221053 192686 1208667 1151056 354170 769297 420978 38856 168739 57611 17383 162875 26265 382122 23947 220895 161227 348319 123338 224981 118011 106970 98684 12386 8302 147304 145981 145288 5445 4893 11938 6587 12591
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=81924 1 768 14156603 240 1 1 2 8913384 9 1 788168 2 9437234 1051152 5 2 6 2098178 133 512 1 42
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=26
split_feature=2 9 0 2 1 8 1 6 0 2 2 1 2 2 6 1 8 3 2 2 3 2 2 4 3 1 10 3 3 3 0 2 3 1 3 0 1 10 0
split_gain=23.8522 16.2077 14.0835 12.5727 14.9212 7.72401 7.1852 5.60599 4.95042 6.64398 3.97135 3.96493 5.62056 3.88773 3.56906 3.1052 3.3797 2.7593 2.5684 2.54612 3.19247 2.22751 2.13297 2.00975 1.89091 1.72336 1.58459 1.49229 1.20805 1.16025 0.968828 0.844837 0.788778 0.645457 0.58355 0.566835 0.559454 0.453277 0.452137
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 6.5000000000000009 7 8 9 10 11 12 13 14 5.5000000000000009 15 16 4.5000000000000009 17 18 19 5.5000000000000009 20 21 4.5000000000000009 1.5000000000000002 1.0000000180025095e-35 8.5000000000000018 22 13.500000000000002 23 26.500000000000004 14.500000000000002 24 25 17.500000000000004
decision_type=9 9 2 9 1 1 1 1 2 9 9 1 9 9 1 1 1 2 9 9 2 9 9 1 2 1 1 2 2 2 2 9 2 1 2 2 1 1 2
left_child=33 2 3 15 19 6 7 10 13 -10 -4 18 27 -8 22 16 29 25 36 28 -21 -9 -6 31 -25 -3 -14 -13 -5 -2 -20 -17 -16 -1 35 37 -7 -35 -27
right_child=1 17 5 4 14 11 8 21 9 -11 -12 12 26 -15 32 23 -18 -19 30 20 -22 -23 -24 24 -26 38 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0.0048902904113750402 0 0.018993983683546059 0.0084863049870810177 0.00079308349025566471 0.00064265628171063694 0.010280449850743254 0.0050502933624632998 -0.0048335236089952103 0.024106099857403918 -0.0026441821897029072 -0.018822339521952499 0.0015483510085820508 0.00096423342995702657 -0.037352402971979434 0.0022012988802983012 -0.0056411148568162837 0 0.011831906330838419 -0.012309150383195161 0.0083962101340272245 -0.019763141134683665 -0.017408865921509999 -0.013815921829037198 0.0059034129057394863 0.060382724628330622 -0.018086897707070889 0 -0.0014516976831196826 0.019491235105347914 -0.0011077278117326646 -0.0094896220353518565 0 -0.033176254127859697 0 0 -0.0091906950781075868 0 0
leaf_weight=4.0300824862206355 226.46995376257109 8.1216932233073749 79.264288568214397 168.9847935133148 51.264010519633302 18.598278548801318 1264.2404559850402 11.399072808955678 70.22117614353192 362.47043602005579 215.99655316736607 264.11457375058671 584.49095720794867 825.57352469475882 206.1663394934003 581.69544933497673 93.17824168264633 3.099437254772055 303.17221626604442 335.75845351570752 52.989932844269788 161.39300020261726 202.07055428173044 177.5423747447494 20.959062754700426 38.979696301510558 13.934896390594075 45.679795910953544 203.23088642494986 152.87510255794041 15.407125400117364 24.067387850605883 1.1491794899629884 212.35930136582465 0.11287452379474316 1.3518890278646711 78.824851244586171 0.37556282240257033 0.28813644935144012
leaf_count=1204 67366 3550 36738 74584 32582 11288 363187 4456 31539 100802 65538 108947 180429 422208 139978 239649 33404 1145 123895 125670 17142 58904 104778 95344 11630 12713 5704 20425 103948 64020 5088 6388 501 143927 33 580 44620 186 81
internal_value=0 0.00140565 0.000832097 -0.00505142 -0.0121538 0.00431926 0.00712075 -0.00360627 0.00925345 0.0191688 0.00396114 -0.00184254 -0.00564317 0.00686041 -0.0257228 0.00171737 0.00793603 0.0460923 0.00556431 -0.00269089 -0.00817583 -0.0168674 -0.0135592 -0.0017838 -0.00991922 0.050657 0 -0.0157457 0.00254737 0.0122064 0.0100166 0.000724425 -0.0368132 -0.0295394 -0.0307816 -0.0324204 -0.00548979 -0.0328677 0.0521799
internal_weight=0 6863.67 6813.18 2498.4 1221.61 4314.78 2990.56 468.053 2522.51 432.692 295.261 1324.22 908.22 2089.81 460.65 1276.79 472.523 50.489 416.002 760.964 388.748 172.792 253.335 804.264 198.501 47.3895 598.426 309.794 372.216 379.345 318.579 605.763 207.316 218.23 214.2 214.087 97.4231 212.735 39.2678
internal_count=2864171 2718241 2700752 1116984 599183 1583768 1083372 165636 917736 132341 102276 500396 315505 785395 277839 517801 164790 17489 184891 321344 142812 63360 137360 353011 106974 16344 186133 129372 178532 131386 128983 246037 140479 145930 144726 144693 55908 144113 12794
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=16389 1 21004480 960 1 13 2 1048842 3156864 769 4263714 537922 2 774 5 14980354 10486552 8389664 1048 2 257 1 4227136 512 512 1
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=27
split_feature=2 11 0 2 3 1 1 3 3 0 5 2 2 1 2 4 1 8 1 1 0 3 1 3 8 4 6 6 1 1 1 2 2 3 1 0 3 0 2
split_gain=19.6238 15.4467 12.5913 14.1832 11.1731 11.9827 7.25601 7.18376 32.8637 15.1603 11.6474 11.3859 7.97376 6.04769 5.84988 5.82453 4.23399 4.70203 3.64878 3.55069 3.83422 3.4088 3.12774 2.41498 2.12458 1.97123 1.88994 1.28779 4.50339 4.20079 1.1403 1.07536 0.953388 0.77585 0.745076 0.712491 0.562537 0.56574 0.532904
threshold=0 1 1.5000000000000002 2 4.5000000000000009 3 4 1.0000000180025095e-35 1.5000000000000002 6.5000000000000009 5 6 7 8 9 10 11 12 13 14 30.500000000000004 5.5000000000000009 15 1.0000000180025095e-35 16 17 18 19 20 21 22 23 24 5.5000000000000009 25 2.5000000000000004 26.500000000000004 14.500000000000002 26
decision_type=9 9 2 9 2 1 1 2 2 2 1 9 9 1 9 1 1 1 1 1 2 2 1 2 1 1 1 1 1 1 1 9 9 2 1 2 2 2 9
left_child=34 2 3 16 5 15 35 9 10 14 12 30 -9 -13 24 -5 27 21 -6 20 -11 -18 -16 -19 -4 33 -7 29 -29 -2 -10 -20 -21 -8 -1 38 37 -36 -3
right_child=1 6 7 4 18 26 25 8 11 19 -12 13 -14 -15 22 -17 17 23 31 32 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=0 -0.0081217661980631101 0.0099061240898343436 0.013037268784976087 0 -0.010479391173297537 -0.016067231483652075 0.054981732980262647 0.016049851549538568 0 0.04145348767728381 -0.040657836960711055 0.021471716083490133 -0.013422888525993043 0 0 -0.027629980530244798 -0.0015905182318977692 -0.00113126909819575 0 0.013817473962937026 -0.0013141371186732437 0.021168510123602893 -0.020583634118831212 -0.023448171340194977 0 0 -0.035586070994904427 0.012577566050644638 -0.0038640151595087167 0.0061833676424498515 0.027708921825577285 0.020623139887807056 -0.0019368344418098456 0 -0.031245595113669263 -0.012386127238075481 0 0 -0.0025101645287374319
leaf_weight=11.985298663625143 258.39601304454845 15.399635847046738 441.01981465992867 499.43104822354508 24.768673243932426 289.19004842813592 64.39556895926944 72.79792739378172 8.3040599743835628 191.39642802154412 131.68608555146784 120.16942296516208 401.7060745061026 670.29750007926486 160.37051062517276 59.776668214079109 879.74480701789435 118.38839499841561 23.475214716221672 10.068588517111491 6.4585644124890669 40.935483833629405 73.203984552368638 129.21608978047152 187.46988802662236 9.4399186385562626 226.07648136226635 487.77379105199361 190.48825909064908 581.62264597551257 312.76810601064062 109.15648812497966 59.471090623061173 1.3407237401115697 196.83378754521254 15.512936407350933 0.093625971290747567 1.2864069623174135 4.1001911261118957
leaf_count=7464 84150 3471 92228 212706 12216 159949 14436 35629 3952 40526 54558 45697 137928 264747 78754 20222 366828 47659 8607 3235 2899 18031 37526 59434 43009 3387 152876 179761 82202 232968 162170 40828 10725 563 137292 4008 27 553 1797
internal_value=0 0.00122264 0.000496374 -0.00312381 -0.0118371 -0.015667 0.0341139 0.00556354 0.00123765 0.0116815 -0.0168069 0.0115243 -0.00756898 0.00398769 0.00438911 -0.00410958 0.000887988 -0.00343177 0.0103971 0.0313688 0.0371224 0 -0.0076656 -0.0146075 0.0094429 0.0452179 -0.0261879 0.00440724 0.00769136 0.00128758 0.0264319 0.016956 0.00181818 0.0538481 -0.0272764 -0.00167481 -0.0290731 -0.0307568 0.00278985
internal_weight=0 6875.82 6765.63 3918.44 1231.87 1074.47 110.189 2847.19 1717.73 1129.46 606.19 1111.54 474.504 790.467 862.064 559.208 2686.57 1168.28 157.4 267.395 197.855 920.68 233.574 247.604 628.49 75.1762 515.267 1518.28 678.262 840.019 321.072 132.632 69.5397 65.7363 210.199 35.0128 198.214 198.12 19.4998
internal_count=2865018 2719682 2692020 1678437 607404 545753 27662 1013583 704681 308902 228115 476566 173557 310444 251517 232928 1071033 491952 61651 57385 43425 384859 116280 107093 135237 18386 312825 579081 261963 317118 166122 49435 13960 14999 145336 9276 137872 137845 5268
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=16389 1 21007808 896 389 2 9517194 2634896 522 11277634 2 901 5 517 488 454 1 2 2 2 896 128 1 10818048 8660528 528 8659282
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=25
split_feature=2 9 0 2 1 3 3 2 1 0 5 3 2 2 1 3 0 2 8 1 1 3 4 3 2 2 0 1 2 4 1 1 0 0 1 3 2 0 2
split_gain=16.2173 13.6693 10.3032 10.3465 12.2527 6.86889 13.9802 14.0636 12.9514 9.87984 9.69817 14.0497 7.65969 6.14541 7.49584 4.12962 2.89298 2.88749 2.48455 5.55682 4.34516 2.35168 2.15484 7.3886 1.83613 1.64533 1.57086 2.02862 1.48644 1.07232 5.10682 2.25199 1.41251 1.35844 0.873545 0.725857 0.651744 0.550846 0.516097
threshold=0 1 1.0000000180025095e-35 2 3 2.5000000000000004 1.0000000180025095e-35 4 5 3.5000000000000004 6 1.5000000000000002 7 8 9 3.5000000000000004 2.5000000000000004 10 11 12 13 1.5000000000000002 14 2.5000000000000004 15 16 11.500000000000002 17 18 19 20 21 2.5000000000000004 1.0000000180025095e-35 22 4.5000000000000009 23 4.5000000000000009 24
decision_type=9 9 2 9 1 2 2 9 1 2 1 2 9 9 1 2 2 9 1 1 1 2 1 2 9 9 2 1 9 1 1 1 2 2 1 2 9 2 9
left_child=29 2 3 18 22 6 7 8 -4 -9 12 -12 -8 14 16 38 -7 -3 20 21 36 -20 25 -24 -16 -5 27 -15 -17 31 33 -1 -32 -31 -28 -22 -2 -35 -6
right_child=1 17 5 4 15 13 10 9 -10 -11 11 -13 -14 26 24 28 -18 -19 19 -21 35 -23 23 -25 -26 -27 34 -29 -30 30 32 -33 -34 37 -36 -37 -38 -39 -40
leaf_value=0.0023361284009535796 0.011142813784857347 0.048938235569390101 -0.0078201350547086566 0.0041176128942363192 -0.008385646466300049 0.011661571620704914 -0.0092656846623363608 -0.024857581005254703 0.015210072718031521 0.0087810237732359013 -0.039646323991520717 0 0.0070156679363858306 0.0016118904809702005 0.022139049440638454 0.0096353606035476467 0.04592469316475141 0 0.015667603223085341 -0.017862237477266996 -0.0032891940813754095 -0.0064189484863350493 -0.038821095651230653 2.2731592500296299e-05 0.0042057784371547207 -0.0063339667110458219 0 -0.012201259168861204 -0.0093754154160140893 0 -0.03016566960009397 -0.036055111060177905 0 0.026528182130479666 0.021379464367742677 0.0077881746631483272 0 0 -0.033802871695154411
leaf_weight=4.9472944860171992 475.85535458345839 31.547902755555697 261.10570910977549 377.44705479894765 97.483745976860519 106.82932971186528 565.40545669071435 188.06701356109988 1219.3468361966079 108.63358196429908 157.1309848473029 160.84739778637595 502.19190712008276 279.42801355721895 50.010537673952058 20.193375700677279 84.889935289422283 21.558154040249065 88.196707321621943 149.47431180183776 536.36904897648492 36.201193429238629 36.994839422593941 127.87772636115551 548.73832282924559 193.69429920917901 4.736372908228077 105.68949469286599 67.006049416333553 19.056664297808311 47.309118259654497 102.2807423252525 12.095791452593401 13.466682276295613 8.5938365252222848 24.699997282819822 18.54137663601432 1.8672611656656943 234.88121642560873
leaf_count=2070 171747 5876 70046 187688 32026 52587 163158 100391 290534 50582 67878 61216 248477 150521 26637 10033 29965 11769 32070 63328 230730 16516 16036 52623 227517 53393 2012 42124 31630 17894 27238 80495 5769 9692 3995 12419 9977 833 194683
internal_value=0 0.00104397 0.00050874 -0.00454415 -0.0113137 0.00347391 0.000901811 0.00680451 0.0108521 -0.0115927 -0.00644088 -0.0210125 -0.00137178 0.00987944 0.0147396 -0.0243011 0.0309509 0.0414056 0.00131326 -0.00623667 0.00370237 0.00685481 -0.00265272 -0.0117883 0.00746592 0 0 -0.00231913 -0.00105155 -0.025336 -0.00873727 -0.0344313 -0.0225545 0.0115658 0.0176353 -0.00189144 0.0102783 0.0235213 -0.0296515
internal_weight=0 6889.67 6836.56 2484.92 1155.58 4351.64 3162.73 1777.15 1480.45 296.701 1385.58 317.978 1067.6 1188.92 790.468 419.564 191.719 53.1061 1329.34 273.872 1055.47 124.398 736.014 164.873 598.749 571.141 398.448 385.118 87.1994 201.024 93.7955 107.228 59.4049 34.3906 13.3302 561.069 494.397 15.3339 332.365
internal_count=2864175 2720184 2702539 1114899 578112 1587640 1052282 511553 360580 150973 540729 129094 411635 535358 336706 268372 82552 17645 536787 111914 424873 48586 309740 68659 254154 241081 198652 192645 41663 143991 61426 82565 33007 28419 6007 243149 181724 10525 226709
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=16388 1 21005504 960 10821442 518 2 12910666 10039538 535 788168 5 653 850 2 8986624 10488600 932 1055282 2 28 704 832 4194496 79872
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=23
split_feature=2 11 1 2 1 9 3 5 3 4 3 1 2 6 2 0 0 3 0 3 4 3 8 5 8 1 2 2 3 2 0 3 1 3 1 1 0 3 0
split_gain=14.3999 12.2526 9.42704 11.4581 17.325 11.0092 6.5355 6.50847 20.1216 9.2457 6.1372 5.64523 3.90824 5.02231 3.8867 3.80324 3.53684 5.23603 3.09908 2.07358 1.73626 1.59147 1.58033 1.51997 1.25296 1.45633 2.36763 1.78907 1.20909 1.13504 1.45005 1.04606 1.03373 0.928621 0.809846 0.788711 0.682245 0.639351 0.58863
threshold=0 1 2 3 4 5 4.5000000000000009 6 2.5000000000000004 7 1.0000000180025095e-35 8 9 10 11 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 3.5000000000000004 12 5.5000000000000009 13 14 15 16 17 18 4.5000000000000009 19 4.5000000000000009 5.5000000000000009 20 12.500000000000002 21 22 2.5000000000000004 6.5000000000000009 9.5000000000000018
decision_type=9 9 1 9 1 9 2 1 2 1 2 1 9 1 9 2 2 2 2 2 1 2 1 1 1 1 9 9 2 9 2 2 1 2 1 1 2 2 2
left_child=16 2 12 4 15 6 10 9 -9 -6 -5 36 13 23 -8 33 -1 34 22 35 37 -20 -15 31 29 27 -27 -26 -7 30 -14 -2 -21 -4 -18 -19 -3 -13 -37
right_child=1 11 3 5 7 28 14 8 -10 -11 -12 20 24 18 -16 -17 17 19 21 32 -22 -23 -24 -25 25 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=-0.03664471980010648 0.0025797437091616411 0.0029560417558743054 -0.045080972743432514 0.0031171044155033846 0.0029381819713169659 0.051363804385062377 0.022420905779428804 -0.038979100914322329 0.0069053570099392309 -0.022009346824145494 -0.0057951773070926832 0.047490393886457573 0.025003764707309997 0.013152444552032117 -0.0025782786289969876 0 0 0 0.033491373744297968 0.0037954013947602838 0 0 0 0.017286578245850975 0.014234561257203125 0 -0.014796305652129483 -0.0021880854800418749 0 -0.00049663663552904579 0 -0.010939310064368137 -0.013891840854864466 0 -0.025997423828676598 0.032183680752271647 -0.012012964980439543 0 0
leaf_weight=97.823380668691243 603.18729064735817 19.415094196680002 133.82140161161806 1725.5702679748792 946.51975977732945 18.104809848824519 164.68143288383726 160.03298771007394 158.86815576975641 144.27999074058607 1333.1279879578069 69.790456275688484 36.351997483463492 313.01068943372229 57.430608447641134 21.989585569754126 10.432998252770629 13.334322874652571 112.98845273457118 23.581006742766476 9.7349775907932763 5.5420207081479012 90.719847138941986 42.43496802521986 74.586048188211862 356.204786166345 115.9130019848235 84.568567415321013 0.96748187422053789 20.272201979125384 7.4537577403243622 28.312131979793776 11.093974343850276 1.2366471608111158 49.171241458068835 16.900870262514221 15.319062882917931 0.54780171235324715 0.82041993655729939
leaf_count=81841 192630 5199 98980 523330 429497 3638 72656 89096 73662 58707 521266 15389 17989 108610 31911 7777 4237 9081 25955 14600 3474 2311 34233 25105 48389 185123 62031 35631 381 13688 2866 12605 5170 527 32639 9925 3986 261 318
internal_value=0 0.000950896 0.000289417 -0.00199617 -0.00894904 0.0012828 0.000486487 -0.00466973 -0.0166325 -0.00059475 -0.000688728 0.0297562 0.00624323 0.00963507 0.0160164 -0.0370933 -0.0228796 -0.00667534 0.0169541 0.00861969 0.0392032 0.0311877 0.0102155 0.00319308 0 -0.0013899 -0.00447459 0.00531504 0.0483719 0.0103888 0.0168387 0.0010515 -0.00260493 -0.044281 -0.0241292 0.0211879 -0.00131591 0.046683 0.0247286
internal_weight=0 6872.98 6758.18 4866.63 1566.75 3299.88 3280.81 1409.7 318.901 1090.8 3058.7 114.807 1891.55 1196.2 222.112 157.048 223.158 125.335 522.261 65.7306 80.0732 118.53 403.731 673.934 695.35 631.272 472.118 159.155 19.0723 64.078 43.8058 631.499 34.675 135.058 59.6042 31.0556 34.7342 70.3383 17.7213
internal_count=2864714 2706903 2678594 1911428 758246 1153182 1149163 650962 162758 488204 1044596 28309 767166 401449 104567 107284 157811 75970 171109 39094 19124 28266 142843 230340 365717 331174 247154 84020 4019 34543 20855 205235 19770 99507 36876 19324 9185 15650 10243
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=1130501 1 768 27788090 3 1 2 2 389 8913256 2 275520 2 5 2 12 512 20974098 2364560 2099842 668 832 139
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=28
split_feature=2 9 0 2 3 5 3 3 0 1 1 6 2 2 1 2 4 3 1 3 3 1 2 2 1 1 2 0 2 11 3 0 4 1 1 2 1 2 2
split_gain=12.7961 11.1595 8.18185 9.66801 8.63128 8.38364 6.42724 17.9797 9.97695 9.28643 8.74091 9.88871 7.16888 6.3179 5.4369 4.21238 3.83898 3.34364 5.1601 3.43867 3.24431 3.19678 2.95056 2.85687 2.61392 2.5093 2.49474 2.21173 1.84826 1.76002 1.72069 1.6443 2.17966 2.44769 2.26134 1.34204 1.01406 0.937106 0.7293
threshold=0 1 1.5000000000000002 2 2.5000000000000004 3 1.5000000000000002 1.0000000180025095e-35 6.5000000000000009 4 5 6 7 8 9 10 11 1.5000000000000002 12 3.5000000000000004 1.0000000180025095e-35 13 14 15 16 17 18 6.5000000000000009 19 20 6.5000000000000009 1.0000000180025095e-35 21 22 23 24 25 26 27
decision_type=9 9 2 9 2 1 2 2 2 1 1 1 9 9 1 9 1 2 1 2 2 1 9 9 1 1 9 2 9 9 2 2 1 1 1 9 1 9 9
left_child=31 2 3 17 5 14 7 8 15 23 11 28 -11 30 -5 -4 24 25 38 -20 -3 -10 -18 -9 -6 35 -13 -15 -8 -27 -12 -1 33 -33 -34 -2 -22 -7 -19
right_child=1 20 6 4 16 37 10 9 21 12 13 26 -14 27 -16 -17 22 18 19 -21 36 -23 -24 -25 -26 29 -28 -29 -30 -31 -32 32 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.033559626560736973 0.018620882026327595 0.053864274691822922 0.0061603004647848535 0.010955979804225774 0.020574245318219785 0 0 0.015045595277921139 0.028131874909142901 -0.024776585305381977 0.019876960686581766 0.010451357491420142 0.007580925831927693 -0.0054698622395049617 -0.01149332967383275 -0.0083385621961984974 0.00075132949781537683 0.013159619637897083 -0.014851637583647444 0 0.012853459470687731 0 -0.017185873970268401 -0.006913155139240683 0 -0.0019095172520311385 -0.010013187677956401 0.0084099486670627804 0.038786025101513466 0.01956199825044733 -0.00030507326936219086 0.0057584051378710577 0.016139074391278586 -0.023896404945049746 -0.009219712980678349 0.0052019841067000999 -0.0047864201803921053 -0.035737959069366942 0.00067769415419944115
leaf_weight=90.385611231919029 92.262186048348667 21.150582284841221 655.33442777383607 79.784872880438343 87.673857934889384 19.269510873535182 24.66925723804161 99.451209663850022 213.52987715299241 390.70148170774337 197.50596191850491 107.24628902066615 51.97355958953267 459.44066833678517 816.94602259131352 232.30149281595368 190.14146042158245 86.293894564223592 341.67551346303662 208.00849494904105 13.931624118064063 72.768580929667223 97.594385868964309 52.266359272820409 176.45153714557819 597.42215304481215 53.271441277611302 109.75183759789797 174.32845830677252 10.06810435146326 16.121875556535088 7.2724306699819863 28.876120414337493 51.967592213128228 22.782893998548388 798.42542876262451 20.772665004362352 134.21868444466236 188.97702048375504
leaf_count=78274 48952 4845 137421 40830 31874 12733 11444 35295 45384 142106 104326 38833 23384 196008 404041 112263 76339 57693 158733 98383 4394 14492 48727 23377 88451 254900 21911 35497 66524 1485 9503 3109 15489 37581 13486 197421 8155 73147 87593
internal_value=0 0.000904832 0.000409931 -0.00251384 -0.00841456 -0.0136921 0.00444026 0.000446706 0.00773889 -0.0131549 0.0101967 0.0223966 -0.0200426 0.00328892 -0.00888802 0.00186661 0.00115685 0.00151267 -0.00331646 -0.00890745 0.0367773 0.0230929 -0.0059539 0.006052 0.00974038 0.00439088 0.00160079 -0.00197289 0.0364318 -0.000176468 0.0165915 -0.0225162 -0.00775537 -0.0182147 0.00285035 0.00765489 0.00158142 -0.0340824 0.00671535
internal_weight=0 6891.73 6835.88 3925.21 1602.08 1050.22 2910.66 1768.33 1173.93 594.393 1142.34 359.515 442.675 782.82 896.731 887.636 551.861 2323.13 824.955 549.684 55.8549 286.298 287.736 151.718 264.125 1498.18 160.518 569.193 198.998 607.49 213.628 201.285 110.899 59.24 51.659 890.688 34.7043 153.488 275.271
internal_count=2864403 2716464 2699070 1681302 776142 530751 1017768 533722 309560 224162 484046 138712 165490 345334 444871 249684 245391 905160 402402 257116 17394 59876 125066 58672 120325 502758 60744 231505 77968 256385 113829 147939 69665 40690 28975 246373 12549 85880 145286
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=81925 1 4228416 2 768 570 2 8654698 9969706 512 11277634 2 276 488 8396962 11273456 182 929 1315066 6553640 1 2 960 796 4194560 184 16777352 4194560
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=22
split_feature=2 9 11 1 6 1 2 0 2 3 2 5 3 5 0 3 3 1 0 3 4 1 8 1 1 3 1 1 2 0 2 3 0 2 0 0 0 0 3
split_gain=11.5558 9.95463 7.12844 8.14702 9.67132 21.9336 13.9472 8.90401 7.83663 5.19641 2.92974 2.92764 3.46132 2.91104 2.8111 4.22803 2.79834 2.19716 2.08652 2.02716 1.3739 1.20121 1.68389 1.02091 0.949054 0.941774 0.72706 0.707523 0.70048 0.681904 0.456343 0.438483 0.199894 0.422424 0.219354 0.186417 0.175402 0.0697528 0.0671552
threshold=0 1 2 3 4 5 6 6.5000000000000009 7 1.0000000180025095e-35 8 9 2.5000000000000004 10 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 11 9.5000000000000018 3.5000000000000004 12 13 14 15 16 2.5000000000000004 17 18 19 13.500000000000002 20 6.5000000000000009 2.5000000000000004 21 1.0000000180025095e-35 11.500000000000002 16.500000000000004 9.5000000000000018 7.5000000000000009
decision_type=9 9 9 1 1 1 9 2 9 2 9 1 2 1 2 2 2 1 2 2 1 1 1 1 1 2 1 1 9 2 9 2 2 9 2 2 2 2 2
left_child=14 2 3 10 7 9 -7 8 -5 -6 11 18 -13 -9 -1 26 29 32 -2 27 31 25 -23 38 28 -12 -16 -17 -18 -3 -26 -19 33 34 -4 -34 -29 -32 -21
right_child=1 16 17 4 5 6 -8 13 -10 -11 21 12 -14 -15 15 19 24 20 -20 23 -22 22 -24 -25 30 -27 -28 36 -30 -31 37 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=-0.033487615300649108 0.0042908482982527002 0.051778509509572551 0 -0.014164135839133833 0.011523259294543771 -0.0066913793052827148 -0.030530601395723903 0.021109594744465755 0.002065156789099428 -0.0020882491098359731 0.012234745266901312 0 0.034018667148169195 -7.7223390506325019e-05 0 0 0.018419731597620073 0.037073740688606138 0.023064612855471473 0.0052580474721457583 0 0.0075552885456632154 -0.010183567250254565 -0.014188240640689916 0 -0.0018106165121035611 -0.023941798598166354 0.027440356760414772 0 0 -0.013888038610458767 0 -0.0093623719953090153 -0.0015352924669198315 0.014250788740943987 0 0 0 0
leaf_weight=91.759196578044794 1424.4428869548137 21.836980257125109 5.4854920490761288 308.15080667081929 413.14375190951978 715.34901224230998 418.87809194367583 256.09436317783548 1979.1127791926556 674.58026517226244 51.027633939083898 65.625874847028172 60.974982553278096 48.033671484721708 10.467649279220494 8.7902338803833118 10.557708883832673 59.267142984026577 44.37662563950289 22.247484325474947 7.6479057526448733 19.483726829057559 205.79950271215057 11.270468074828385 7.0831557374913245 33.102729380654637 46.762268655715161 22.568507242278432 3.6075291472952804 0.52629032317781721 12.834667237475514 0.50323746277717774 10.73375551245408 3.664976511150603 7.5821835990063846 1.8693000526400272 0.28491545957513054 0.7868113617878415 1.7044607337447804
leaf_count=82214 543915 4867 1335 144992 125426 281652 223473 72366 755449 273271 23874 32947 40081 20422 4253 6272 2702 13225 9366 13981 2721 9928 92621 5360 3606 14682 32381 13082 1734 94 4327 206 2719 1599 1400 472 99 219 829
internal_value=0 0.00095547 0.000480386 0 -0.00215464 -0.00698462 -0.016491 0.00189664 -0.000199145 0.00295739 0.00550502 0.00726599 0.0212431 0.017159 -0.0206774 -0.00592486 0.0345758 0.0239759 0.00550851 0.007346 0.029713 -0.00250878 -0.00661067 -0.00342257 0.00131861 0.00464913 -0.0220632 0.0200314 0.0123602 0.0502379 -0.00467766 0.0363031 0 0.00250239 0.00912008 -0.0063286 0.0224967 -0.0107126 0.00319317
internal_weight=0 6872.16 6814.93 6718.18 4813.34 2221.95 1134.23 2591.39 2287.26 1087.72 1904.83 1595.42 126.601 304.128 215.855 124.096 57.2331 96.754 1468.82 66.8661 67.4183 309.414 225.283 35.2224 34.8699 84.1304 57.2299 31.6437 14.1652 22.3633 20.7046 59.7704 29.3357 16.7327 13.0677 12.6031 22.8534 13.6215 23.9519
internal_count=2864162 2705691 2688142 2664465 1897051 903822 505125 993229 900441 398697 767414 626309 73028 92788 158471 76257 17549 23677 553281 39623 16152 141105 102549 20170 12588 38556 36634 19453 4436 4961 8152 13431 7525 4334 2735 3191 13181 4546 14810
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=1130501 1 1 768 2 192 21270594 8651312 8915448 2 2 389 2 512 4 668 184 832 11 787928 788490 8401234
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=26
split_feature=2 9 0 5 3 8 2 1 1 3 2 6 2 1 1 0 2 2 2 3 3 0 2 1 2 2 4 8 1 0 4 1 1 2 3 0 0 3 3
split_gain=10.1284 9.04886 6.33425 7.70885 8.53015 5.41757 5.39418 6.7615 4.48036 4.10771 4.04381 3.50961 3.38404 3.17795 2.91198 2.86748 8.65203 3.11076 2.77565 2.17605 3.86862 3.70514 2.142 2.79388 2.03495 1.99609 1.89333 1.65911 1.50589 1.36755 1.82399 2.28127 2.17646 0.684022 0.645511 0.567743 0.501762 0.408104 0.399864
threshold=0 1 1.0000000180025095e-35 2 3.5000000000000004 3 4 5 6 1.0000000180025095e-35 7 8 9 10 11 8.5000000000000018 12 13 14 1.0000000180025095e-35 2.5000000000000004 6.5000000000000009 15 16 17 18 19 20 21 1.0000000180025095e-35 22 23 24 25 5.5000000000000009 5.5000000000000009 8.5000000000000018 6.5000000000000009 4.5000000000000009
decision_type=9 9 2 1 2 1 9 1 1 2 9 1 9 1 1 2 9 9 9 2 2 2 9 1 9 9 1 1 1 2 1 1 1 9 2 2 2 2 2
left_child=29 2 3 6 10 8 14 9 11 -8 28 12 -4 25 27 17 -17 -10 38 21 -21 -15 23 -6 -13 36 -16 -2 -5 -1 32 34 -31 -9 -32 -27 -7 -33 -3
right_child=1 18 5 4 22 13 7 33 15 -11 -12 24 -14 19 26 16 -18 -19 -20 20 -22 -23 -24 -25 -26 35 -28 -29 -30 30 31 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.030575750305137952 -0.0091044584264420216 0.047645007570377103 -0.0040587261704528648 0.0053453520072379813 -0.0030717828434460256 0.02058317180367952 -0.01237239386585472 0 -0.003391344529398137 0.0057878569979470419 -0.035316033829086067 0.0056746906833903621 0.015258032679868711 -0.0032503158095673838 0.00038127419595671214 0.029197294266896975 -0.0019692114638967966 0.0067072957640146791 0 -0.014070409099862858 0 0.016991856170152111 -0.0091481102548217775 0.021842641666697939 -0.017179116586788001 -0.0093808353762931205 -0.013519145794917524 0.0091788749078855619 -0.011390496047279467 0.0047128715219927541 0.022195172176175799 -0.01438070130692562 -0.022477495135110485 -0.025903417020257388 0 0.0036774892624406004 0 0 0
leaf_weight=85.214243388822069 8.3901895846938714 33.950934124703053 204.08749011449981 34.030004828047822 43.52980690007098 79.989061966611189 169.5897012391797 27.855355268991843 295.03258231775544 290.25554948275385 142.35854799157823 11.095424077895585 96.130543849154492 412.56989853168488 770.52113238005404 160.03131528751692 130.03625932151044 1993.35890314469 22.498921823105775 386.8864630741009 324.82566326310916 82.325664245989174 40.321231034060474 52.708732530794805 155.11539291597728 35.051235564023955 77.42770813673269 560.52754293892212 91.998202712718921 9.6538592501310614 25.642976869974522 21.384755118924662 47.705787995335413 148.89393859642587 3.2406071043078546 3.7494065107021006 3.8604742638126472 1.4928388079861168 1.9563489651191037
leaf_count=79244 3986 5446 60571 13151 22367 27495 70151 23232 154041 110437 79783 4630 44661 127120 295538 36668 52691 677929 11558 158059 144780 18629 17188 25708 57178 20240 47053 258263 45501 4850 13608 13095 35851 98554 1668 1419 990 416 618
internal_value=0 0.000908916 0.000452368 -0.00353024 -0.0156671 0.00276763 -0.000801698 -0.00826905 0.00509973 -0.000631814 -0.025296 -0.00330858 0.00238146 -0.00236847 0.00248787 0.00676263 0.0162639 0.00526319 0.0327495 -0.00419755 -0.00768873 0.000324121 0.00260345 0.0107783 -0.0140765 0.0103883 -0.000954011 0.0078362 -0.00486549 -0.0202173 -0.00657606 0.00272167 -0.0164538 -0.0229712 0.0161263 -0.00236193 0.0175679 -0.0093565 0.0401845
internal_weight=0 6890.96 6832.55 2458.41 404.947 4374.15 2053.46 636.595 3044.89 459.845 268.387 466.429 300.218 1329.26 1416.87 2578.46 290.068 2288.39 58.4062 1206.61 711.712 494.896 136.56 96.2385 166.211 122.65 847.949 568.918 126.028 194.335 109.121 51.7612 57.3596 176.749 28.8836 38.8006 83.8495 22.8776 35.9073
internal_count=2864367 2715635 2698013 1110912 203698 1587101 907214 302374 1088369 180588 138435 167040 105232 498732 604840 921329 89359 831970 17622 448588 302839 145749 65263 48075 61808 50144 342591 262249 58652 148732 69488 28787 40701 121786 15276 21659 28485 13511 6064
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=81925 1 2 1 12631120 944 13 24674504 2 13402218 513 590 10760784 12845592 788168 8390138 673 8389664 9180272 2 8 656 2 796 976 17039368
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=24
split_feature=2 9 11 1 6 3 2 4 3 5 6 2 3 2 2 3 1 1 3 4 4 3 0 4 1 1 0 3 3 2 3 0 3 2 0 7 10 0 2
split_gain=8.98514 8.00121 5.95479 6.53888 20.9896 13.3912 8.75264 7.17908 6.8389 5.42524 4.21743 8.4685 6.92058 4.00762 3.75411 3.5638 2.62675 1.84251 1.42038 1.2496 1.11629 1.09367 0.951536 1.40995 2.06158 1.88133 0.635262 0.465567 0.459262 0.397709 0.369103 0.344857 0.294637 0.219763 0.206314 0.204115 0.182797 0.178975 0.438775
threshold=0 1 2 3 4 2.5000000000000004 5 6 2.5000000000000004 7 8 9 1.0000000180025095e-35 10 11 2.5000000000000004 12 13 1.5000000000000002 14 15 5.5000000000000009 1.0000000180025095e-35 16 17 18 2.5000000000000004 1.0000000180025095e-35 5.5000000000000009 19 6.5000000000000009 17.500000000000004 23.500000000000004 20 9.5000000000000018 21 22 2.5000000000000004 23
decision_type=9 9 9 1 1 2 9 1 2 1 1 9 2 9 9 2 1 1 2 1 1 2 2 1 1 1 2 2 2 9 2 2 2 9 2 1 1 2 9
left_child=22 2 3 10 5 9 -7 8 -6 -5 13 12 -12 20 -9 -13 33 37 -15 30 -2 29 27 24 -24 28 32 -1 34 -18 -19 36 -27 -3 -25 -29 -31 38 -4
right_child=1 16 17 4 7 6 -8 14 -10 -11 11 15 -14 18 -16 -17 21 19 -20 -21 -22 -23 23 25 -26 26 -28 35 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.010082675406562809 0.00011843653623742487 0.0091921173787587358 0.001466343001738952 -0.0096990864631995889 0.028765048114388483 0 -0.0089017474141041743 0.013552663265477164 -0.015619486443172801 0.022904128970528251 -0.0070489658687099017 0.0044274886339992032 0 -0.033783672850931194 0.007561355913253129 0 0.033508801308855508 -0.0067524490310959754 0 -0.0012128639417133254 0 0.0053196119783098968 0.023315815927035664 -0.021075390907862122 -0.016253397607340153 0 -0.032855595727715035 0 0.048920448000830057 0 0 0 -0.0069035356553395948 0 0 0 -0.0060357129073198108 -0.0018467846043105402
leaf_weight=16.770691248952062 355.51191910970374 8.8323053024942055 13.031085295282537 1329.9162232055605 1026.7371548929586 259.4196514441137 177.48700651865511 224.27402246464044 107.22039081383264 183.24379005744413 384.78350708921789 431.81392539032095 533.22011548772571 720.61347550491337 177.3447305613663 220.73736228348571 3.7816201146342792 61.607898111804388 560.34349640732398 7.7748815496452144 47.903741942369379 1.903813037846702 7.4691585504915565 15.409019243088551 48.681728591924184 22.532274341661836 11.846370341299915 62.323741254615015 2.8160720614105221 38.78655667474959 0.47559771977830578 0.28565254213753988 0.04264716076431696 6.1760743919876395 0.40665435581468123 3.2037635691376627 0.15035707474453275 12.471778090402948 3.8034472380531996
leaf_count=17351 170363 1823 2699 501243 416999 110866 80386 114636 44275 84540 81294 190251 223480 197780 88824 100689 2188 13562 247437 2736 20931 715 3239 9472 37279 12337 5711 58387 1585 9714 198 68 11 3174 145 2988 56 3180 1630
internal_value=0 0.000778571 0.000344176 -1.8874e-05 -0.00305543 0.00369308 0.0185245 -0.0117432 -0.00695015 -0.000671774 0.00313954 0.0068317 0.0128328 -0.000169131 -0.0231575 -0.0015297 0.0304574 0.0216172 -0.00309053 0.0267796 0.00787637 0.0359402 -0.0192408 -0.00663199 -0.0152811 0.0011232 -0.00729768 -0.0287723 0.0159707 0.0430428 0.032817 0.0419221 -0.0144193 -0.00023623 0.022221 -0.0319675 0.048595 0 0.00227551
internal_weight=0 6899.65 6839.74 6740.57 3485.64 1950.07 436.907 1535.58 1133.96 1513.16 3254.93 1570.55 918.004 1684.37 401.619 652.551 59.9164 99.1647 1280.96 69.8584 403.416 44.908 191.502 109.204 56.1509 53.053 34.4213 82.2982 18.6317 43.0042 62.0835 39.2226 22.5749 15.0084 15.8157 65.5275 38.9369 29.3063 16.8345
internal_count=2864242 2715737 2697999 2673994 1441769 777035 191252 664734 461274 585783 1232225 595714 304774 636511 203460 290940 17738 24005 445217 16496 191294 12741 148505 69779 40518 29261 18059 78726 11202 12026 13760 9838 12348 4997 9617 61375 9770 7509 4329
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=81925 1 1 896 2 12059074 2 2 2 1578456 1576480 36960 833 389 2 2 2 960 540 3158304 262984 1 1 8397138
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=25
split_feature=2 9 3 5 2 2 8 1 5 2 1 0 0 1 1 2 3 1 1 3 3 0 2 2 2 2 0 0 1 0 3 3 7 1 1 2 0 2 3
split_gain=7.9407 6.95125 5.45914 18.0292 7.88347 6.90652 5.51602 6.73635 6.36998 8.58697 5.23056 4.51993 4.36661 4.96014 4.29206 4.18195 3.73731 3.37145 3.36702 2.90411 2.86977 2.32926 2.24538 1.95974 1.82755 1.60271 1.51713 1.33374 1.13307 1.12362 1.05501 0.979294 0.917792 0.834327 0.726503 0.659335 0.585582 0.502964 0.385467
threshold=0 1 2.5000000000000004 2 3 4 5 6 7 8 9 4.5000000000000009 9.5000000000000018 10 11 12 7.5000000000000009 13 14 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 15 16 17 18 13.500000000000002 4.5000000000000009 19 22.500000000000004 1.5000000000000002 1.0000000180025095e-35 20 21 22 23 13.500000000000002 24 26.500000000000004
decision_type=9 9 2 1 9 9 1 1 1 9 1 2 2 1 1 9 2 1 1 2 2 2 9 9 9 9 2 2 1 2 2 2 1 1 1 9 2 9 2
left_child=32 2 3 5 19 12 7 11 15 -10 22 24 17 -14 31 -9 18 -2 25 33 36 -12 -7 27 -4 -8 -20 -18 -21 -13 -16 -6 38 -5 35 -22 -3 -36 -1
right_child=1 20 6 4 14 10 16 8 9 -11 21 29 13 -15 30 -17 23 -19 26 28 34 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 37 -37 -38 -39 -40
leaf_value=-0.021194337906914475 0.0044663912141786116 0.044339967305101077 0.018003765653460485 0 0.013318342657619879 0.0098307062086200672 -0.005244348495444761 0.0081352461456033944 -0.0011691322960845436 0.028486689030137693 -0.015978486016578811 0.054068233897412103 -0.0076386497179719657 0.023401052942976688 -0.040398674894559047 -0.0051524919311158211 0.034961787218399411 -0.0020129941247863407 -0.014659077271883016 0.00031913523011565734 0.016029176526476004 0 -0.0030132577946259055 -0.0039871021815471334 0 0.016638862839048602 0.0053603114345551249 0 -0.012587237838739069 0 -0.014888515811422393 -0.0060358280543087719 0 0.025854146513726535 0 0 0 -0.011531769506172169 0
leaf_weight=175.52169569784746 1968.2784135060065 24.440831712330695 103.91017394496885 4.3747588716214523 8.8228604890173283 151.98672503518173 9.5941228918818506 346.05806812392984 149.0757137654 173.89705491249333 435.09008418345184 27.689824077882808 35.525961928884499 155.68112905154703 154.48516350986756 572.82424621043901 17.40564063881175 1235.3980358318368 306.97015811073652 89.5411466594378 11.57233721250668 110.61140986671671 401.85113725760311 5.8225840911327422 75.493840164199355 39.664952192280907 4.1595199120347379 2.629035515303257 62.928405534898047 1.6294899963540945 132.09200885556493 49.78355494220159 12.97948766434274 8.4624322747695242 7.0769316545920447 3.7618420709623015 0.54350166110088949 14.099657929444222 0.090257410367484137
leaf_count=138934 553128 5007 49086 1669 4237 68226 5568 171269 78928 79610 209689 9933 7329 31587 79554 235600 8229 463797 135618 38837 2817 51222 234854 2520 39561 19268 1757 1116 21156 684 71535 18325 9641 4103 3512 1759 94 4513 31
internal_value=0 0.000723213 0.000312333 -0.001355 -0.0186312 0.000651504 0.00496489 0.00781471 0.00433377 0.0157864 -0.00601729 0.0232916 0.00294176 0.0167365 -0.0263011 0 -0.00487947 0.00188714 -0.00868652 0 0.0281454 -0.0126564 0.000431016 0.0181045 0.0116398 0.00857555 -0.0126921 0.0248851 -0.0052296 0.0515136 -0.0311297 0 -0.0182121 0.0236949 0 0.0099282 0.0428964 -0.00544053 -0.0207426
internal_weight=0 6903.23 6841.74 5004.91 510.49 4494.42 1836.82 1450.58 1241.86 322.973 1099.54 208.723 3394.88 191.207 345.184 918.882 386.246 3203.68 360.389 165.307 61.4951 545.701 553.838 25.8573 179.404 49.2591 311.13 20.0347 152.47 29.3193 286.577 58.6064 188.591 12.8372 36.5108 15.3342 24.9843 21.1766 175.612
internal_count=2864303 2715697 2697995 1859248 239416 1619832 838747 664671 565407 158538 563991 99264 1055841 38916 173651 406869 174076 1016925 162211 65765 17702 260911 303080 11865 88647 24836 137375 9345 59993 10617 151089 22562 148606 5772 12601 4576 5101 8025 138965
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=81925 1 2 22052928 6831424 5 22 2 5814528 816 11 768 10266680 961 517 8389122 10497376 1575138 6858248 369 1 304 184 787928 788490
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=27
split_feature=0 2 8 3 2 1 3 2 1 2 1 2 1 2 1 1 0 4 1 3 7 3 3 1 8 3 10 6 1 2 1 1 0 0 2 2 0 0 8
split_gain=7.21792 9.81296 5.30382 3.70726 11.4121 10.2341 7.72313 6.84433 4.09023 3.7027 3.64922 3.47794 2.97019 2.90712 4.02557 2.88326 2.82991 2.67565 5.4276 5.43387 5.0597 2.48251 2.4246 2.05026 2.0311 1.92592 1.85492 1.81672 1.80986 1.62906 1.80612 1.60842 1.58328 1.57978 1.4715 1.43512 1.42755 1.38018 1.41385
threshold=1.0000000180025095e-35 0 1 1.5000000000000002 2 3 1.0000000180025095e-35 4 5 6 7 8 9 10 11 12 21.500000000000004 13 14 2.5000000000000004 15 4.5000000000000009 4.5000000000000009 16 17 5.5000000000000009 18 19 20 21 22 23 9.5000000000000018 3.5000000000000004 24 25 24.500000000000004 1.5000000000000002 26
decision_type=2 9 1 2 9 1 2 9 1 9 1 9 1 9 1 1 2 1 1 2 1 2 2 1 1 2 1 1 1 9 1 1 2 2 9 9 2 2 1
left_child=1 17 3 4 15 6 9 8 22 -6 -9 28 -3 14 -4 -2 -13 23 19 -19 25 -14 -5 -1 -21 -20 31 -16 -7 -25 -31 -15 33 -12 -8 -23 -10 38 -33
right_child=2 12 13 7 5 11 34 10 36 -11 32 16 21 26 27 -17 -18 18 20 24 -22 35 -24 29 -26 -27 -28 -29 -30 30 -32 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0060716616890098014 -0.0003342935556749937 -0.0010188053060625453 0 0.011166726882808883 -0.0031643623637626255 0.0043837136023899765 -0.028006438886477854 0.01331634114316106 0.02914511924863436 0.019048162204690636 7.1470258605539657e-05 0.014678359024018593 -0.022336408463216047 0.010683970300450096 -0.027867249305511141 -0.020274597970468225 -0.0094699789163424659 -0.01408729171097324 -0.024430342675638345 0.021012503162160141 0.016190264868649898 0.0074580749674824955 -0.0086045821888389145 0.0014989053035249786 0 0 -0.018925336809096395 -0.0032771284411966962 -0.013470001942238902 -0.00032833819308725627 -0.017796591340457052 0 0.013124833947874901 -0.010097177857550498 0 -0.012626368814879158 0 0.0026954753161933468 -0.013936876455197112
leaf_weight=587.45939815171005 161.33675771775597 177.08521506213583 265.32315644729533 160.4852777759952 283.33492896519601 101.6198797904508 99.824083265848458 203.92987824724696 238.42036168083723 54.881184997488162 441.5369540888787 882.92141036217799 372.90105402006884 126.55944836237177 97.451792616135208 202.91307012298785 16.271911709263804 65.394040062717977 197.4174224089802 94.617577365745092 10.444244407641234 47.448258616903331 49.788023443543352 594.25785164689296 45.452193676610477 32.421206816419726 14.387884619121904 92.957739401972503 46.620563273259904 228.62649286485976 69.457961097818043 162.70309587435622 38.748524328751955 167.0440349875862 20.623410119515029 19.508300421424792 3.930483895353972 530.37381272990024 82.885817955335369
leaf_count=246823 74437 36870 138005 81464 61154 52114 34301 75968 118120 24732 195697 197547 260889 38868 47122 98810 5088 34614 111059 54009 6238 18150 28552 200257 21980 14998 6015 43721 24625 126757 45090 58009 11311 54592 8099 14020 1719 161911 30574
internal_value=0 -0.00408407 0.00253265 0.00478901 0.00169876 0.00570501 -0.00600712 0.00889491 0.0184118 0.00131489 0.00279905 0.0111419 -0.0146431 -0.00247859 -0.00870176 -0.0130916 0.0134818 -0.000298405 -0.00695909 0.00381206 -0.0162211 -0.0189609 0.00455724 0.00160566 0.0151677 -0.0211719 0.000535454 -0.0184657 -0.00130662 -0.00116426 -0.00691005 0.00177201 -0.000659909 -0.00259307 -0.025123 0 0.0270215 0 -0.00594201
internal_weight=0 2542.49 4546.87 3174.23 1870.35 1506.1 458.664 1303.88 452.624 338.216 851.259 1047.43 616.943 1372.64 455.733 364.25 899.193 1925.55 445.747 205.464 240.283 439.858 210.273 1479.8 140.07 229.839 916.91 190.41 148.24 892.342 298.084 902.522 647.33 608.581 120.447 66.9566 242.351 775.963 245.589
internal_count=2864309 1191754 1672555 1148330 580907 407660 128286 567423 229855 85886 337568 279374 329929 524225 228848 173247 202635 861825 242898 110603 132295 293059 110016 618927 75989 126057 295377 90843 76739 372104 171847 289362 261600 250289 42400 32170 119839 250494 88583
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=21007832 1 13715608 78 10057897 329 262240 78 17343008 768 6309799 856 352 2 404 1 614 1 1 2 385 4228160 384 515 262982 9445414 2
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=27
split_feature=11 0 2 0 1 2 3 0 5 1 2 1 6 4 2 1 3 1 3 6 8 2 1 3 10 7 0 1 1 2 1 4 3 1 3 1 0 9 3
split_gain=6.22095 5.94976 7.4051 4.94765 4.75148 4.24112 7.2016 5.996 5.0142 9.5683 4.48539 4.10488 7.24138 7.74926 5.15167 3.97024 3.34787 2.96991 2.91562 2.84993 4.05713 3.3697 3.11018 2.57893 2.25255 1.86389 1.85358 1.96564 1.8175 1.73691 1.01676 0.865292 0.694935 0.657631 0.706472 0.635484 0.614179 0.609102 0.604782
threshold=0 2.5000000000000004 1 34.500000000000007 2 3 1.5000000000000002 9.5000000000000018 4 5 6 7 8 9 10 11 1.5000000000000002 12 7.5000000000000009 13 14 15 16 1.5000000000000002 17 18 1.0000000180025095e-35 19 20 21 22 23 4.5000000000000009 24 6.5000000000000009 25 2.5000000000000004 26 6.5000000000000009
decision_type=9 2 9 2 1 9 2 2 1 1 9 1 1 1 9 1 2 1 2 1 1 9 1 2 1 1 2 1 1 9 1 1 2 1 2 1 2 9 2
left_child=1 2 4 5 32 6 25 8 10 -10 -7 19 14 29 -13 36 -16 -9 26 21 23 35 -22 -21 -19 -3 37 -28 -23 -14 -20 -17 -1 -5 -35 -4 -2 -6 -8
right_child=15 3 11 33 18 7 38 17 9 -11 -12 12 13 -15 16 31 -18 24 30 20 22 28 -24 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.011587317382943746 0.00071836995414635368 -0.025899709680369268 0.01387602342936916 0 -0.022649113282243283 0.01767523518750205 0.011770641466425201 -0.0054132823085549561 -0.0099536792936378553 0.030383931123748344 -0.00070038359352627691 -0.011095392754041696 0 -0.027405130292517361 0 0.032541154383588455 0.014699901166049165 0.023107539534894059 0.016250164305095776 0.0024241399217926093 0.012004609875640074 0 -0.00025767623904125666 -0.015325357907860163 -0.0041464530422490936 0 0 -0.014891582362090894 -0.0076371309852265026 -0.013288731529646448 -0.0019416387778031455 0 -0.00049943532141213671 -0.029848221048234959 0 0 -0.012289607073088982 0 0
leaf_weight=72.108483164760401 20.495149794791359 107.5062745858304 117.04898633877747 3.8667809598264284 303.41203130956274 106.02940124087036 93.351271494510002 19.120462935534306 56.566744334224495 127.1157531249919 1239.1958105042577 207.31020901982993 380.07265186446602 202.60651735519059 467.53102917412616 80.806623531505466 228.73117752940016 299.73759837799298 9.0265689204243227 139.3340330561623 669.41828912701749 729.70371453656844 233.18431592355773 103.28127578127896 4.4225139630725598 8.1170065553742443 178.10079781764944 154.94886402784323 484.39481909292226 101.80734525381558 13.021643971384039 9.8143334923661296 8.1828709053806943 29.821318971400618 0.89750207273755123 59.516605034819804 15.456402061041443 0.72244614298688148 8.4437547848501691
leaf_count=40320 5455 59777 58482 1547 188042 49981 51586 5248 22928 58193 351166 96020 164646 106631 199590 16696 107484 81638 3620 45525 255250 280307 98037 49225 2158 3986 123885 55660 159030 57726 6556 3542 4046 14472 520 26546 3969 422 4467
internal_value=0 -0.000360406 -0.00231949 0.00399604 -0.0112781 0.00490131 -0.00686604 0.00653121 0.00352915 0.0178603 0.00100724 -0.000542455 -0.00452338 -0.0121156 0.00106266 0.0197885 0.00548185 0.0185593 -0.014238 0.00186561 0.00554263 -0.000991243 0.00864192 -0.00471345 0.0208528 -0.0224813 -0.0159617 -0.00805834 -0.00313324 -0.00387159 0.00756493 0.0277191 0.00718334 -0.0226444 -0.0236916 0.0102564 -0.00292775 -0.0222181 0.00915333
internal_weight=0 6967.66 4863.46 2104.19 739.524 2069.61 217.418 1852.19 1528.91 183.682 1345.23 4123.94 1588.06 684.487 903.572 126.573 696.262 323.281 659.232 2535.88 1145.22 1390.66 902.603 242.615 304.16 115.623 637.184 333.05 1214.1 481.88 22.0482 90.621 80.2914 34.5856 30.7188 176.566 35.9516 304.134 101.795
internal_count=2864379 2834717 2127050 707667 422551 691128 119816 571312 482268 81121 401147 1704499 732097 329003 403094 29662 307074 89044 378185 972402 448037 524365 353287 94750 83796 63763 368009 179545 439337 222372 10176 20238 44366 16539 14992 85028 9424 188464 56053
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=1 4014117 513 4210826 2 56 3748869 930 2 2 8399376 389 3 2 2 10752 896 1 1 284 290 25172048 322 2 12 386 1
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=25
split_feature=9 2 3 5 2 0 2 0 2 2 1 0 1 2 5 1 3 2 3 3 1 1 4 1 1 0 4 2 3 1 1 1 3 2 0 0 2 3 0
split_gain=5.81851 5.10941 4.79864 14.9112 7.42831 4.85972 4.5606 4.32374 9.09525 5.17176 3.76798 4.30916 3.58077 3.28598 3.0173 9.31098 2.83728 2.55991 2.55166 2.2283 2.29315 1.84455 1.30891 4.14578 1.91572 1.1666 1.15231 1.05086 1.00892 0.992142 0.870699 0.677353 0.647872 0.645378 0.584163 0.544729 0.498024 0.472288 0.379044
threshold=0 1 2.5000000000000004 2 3 13.500000000000002 4 8.5000000000000018 5 6 7 4.5000000000000009 8 9 10 11 1.0000000180025095e-35 12 1.0000000180025095e-35 1.5000000000000002 13 14 15 16 17 2.5000000000000004 18 19 1.0000000180025095e-35 20 21 22 5.5000000000000009 23 87.500000000000014 13.500000000000002 24 26.500000000000004 4.5000000000000009
decision_type=9 9 2 1 9 2 9 2 9 9 1 2 1 9 1 1 2 9 2 2 1 1 1 1 1 2 1 9 2 1 1 1 2 9 2 2 9 2 2
left_child=1 22 3 6 18 10 19 9 -9 -8 11 13 28 -4 17 -16 35 -12 30 20 -3 -21 24 32 -1 37 34 -13 -6 -20 -5 33 38 -18 -7 -2 -33 -25 -24
right_child=16 2 5 4 12 26 7 8 -10 -11 14 27 -14 -15 15 -17 31 -19 29 21 -22 -23 23 25 -26 -27 -28 -29 -30 -31 -32 36 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0031692260555515675 0.040439577157946653 -0.0019078754219193327 0.014998087967296854 0 0.0055564296076572811 0.040470196047818444 0.00028342987180509158 -0.012494432032087577 0.019569667448175135 -0.0084544966626454807 -0.0059583366337056572 0 -0.032482161943636789 -0.0050671208820431976 0.022773814814865973 -0.0040784084555424982 0.015130513132557297 0.0031471338403122567 0.00060981253454949662 0.0078140862882553671 0.017769342842669289 -0.013239974466762758 0.022052671354603152 -0.025496791855970521 -0.026299381632754318 0 0 0.039272880755017406 -0.0094776311092108281 -0.011422062482788493 0.025158790441895909 0 0 0 0 0 -0.011814587295110524 0 0
leaf_weight=4.5845587361254729 25.91226035926957 40.485058831807692 123.29738660127623 4.4752979003242217 16.411030526156537 21.181859826319855 3001.4824497658337 87.719533994328231 236.57606196650886 813.45863506229216 594.95592058403417 4.4287629256723449 217.6191872235504 106.3525026073039 187.07863357686438 247.52925730809511 11.964079624041915 524.50467691920494 89.166945411154302 41.566207860218128 248.43590232076531 37.188302450143965 27.348984293617836 41.125266581730102 83.454816950259556 12.621401575888738 10.714013703051021 27.404640010674488 103.61394723394187 61.575326316713472 8.7312053368077596 6.2155328197404742 4.3583741964976062 3.8570311208604808 1.4511566923465569 0.56388240761589159 15.400451625988355 0.055572228913660093 1.7156867830199178
leaf_count=2157 5054 20709 60406 1649 6810 7526 917484 35146 50010 435869 242810 2012 126103 53736 103067 107482 2827 252039 38635 24104 116126 17068 25604 27028 80412 5879 4455 9573 42274 20952 4494 3162 3280 1763 783 93 4895 17 728
internal_value=0 -0.000283757 0.000148727 -0.00141501 -0.0172687 0.00450018 0.000385804 -0.000535217 0.00992594 -0.00157441 0.00330714 0.0136373 -0.0248289 0.005421 0.00106148 0.00796109 0.0247691 -0.00148479 0 0.0105161 0.0146486 -0.000777952 -0.0154689 -0.00191449 -0.0237674 -0.0168608 0.0323911 0.0388764 -0.00442721 -0.00432346 0.0226358 0 0.0143981 0.00894608 0.0384927 0.0390202 -0.00611767 -0.0241501 0.0201995
internal_weight=0 7032.67 6857.4 5008.51 501.593 1848.9 4506.91 4139.24 324.296 3814.94 1815.55 261.483 337.644 229.65 1554.07 434.608 63.9132 1119.46 163.949 367.675 288.921 78.7545 175.265 87.2253 88.0394 53.8022 33.347 31.8334 120.025 150.742 13.2065 37.4371 33.423 15.8211 22.633 26.4761 21.616 41.1808 29.0647
internal_count=2864221 2846427 2701322 1857433 240917 843889 1616516 1438509 85156 1353353 831125 125727 175187 114142 705398 210549 17794 494849 65730 178007 136835 41172 145105 62536 82569 32924 12764 11585 49084 59587 6143 12647 29612 4590 8309 5147 8057 27045 26332
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=1 16389 2 5275712 4207872 9439362 10520642 22 896 9961714 2 896 6555584 528 834 2 30 704 2 6030888 369 304 184 787928 786442
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=28
split_feature=9 0 2 1 3 3 5 2 0 1 2 2 2 1 1 6 2 0 8 0 1 8 2 2 3 3 2 8 1 2 0 1 1 8 3 7 3 2 1
split_gain=5.30914 4.61457 6.79929 5.86149 4.38509 10.1035 10.7196 10.0241 8.00812 6.35744 10.5685 6.00987 5.65784 6.27643 5.52817 7.46279 4.07369 3.72978 3.01291 3.01197 2.89102 3.05467 2.53925 2.47525 2.08732 2.00745 1.78019 1.75424 1.61868 1.5644 1.56017 1.29983 1.26146 1.46621 5.07586 2.25758 2.12411 3.35042 3.05402
threshold=0 1.0000000180025095e-35 1 2 1.5000000000000002 1.0000000180025095e-35 3 4 3.5000000000000004 5 6 7 8 9 10 11 12 11.500000000000002 13 12.500000000000002 14 15 16 17 4.5000000000000009 4.5000000000000009 18 19 20 21 32.500000000000007 22 23 24 1.5000000000000002 25 2.5000000000000004 26 27
decision_type=9 2 9 1 2 2 1 9 2 1 9 9 9 1 1 1 9 2 1 2 1 1 9 9 2 2 9 1 1 9 2 1 1 1 2 1 2 9 1
left_child=1 2 32 27 5 7 12 8 -3 10 -9 20 -7 -14 15 16 -13 -11 -10 23 24 26 -2 -16 -6 -5 -22 -4 -23 -17 -21 -27 -1 36 -35 -36 37 -34 -38
right_child=22 4 3 25 11 6 -8 9 18 17 -12 14 13 -15 19 29 -18 -19 -20 30 21 28 -24 -25 -26 31 -28 -29 -30 -31 -32 -33 33 34 35 -37 38 -39 -40
leaf_value=0.004850543262357794 0.031033467394548903 -0.026127392608354501 0.011424570493893541 -0.01953906191519884 -0.018709933384733642 0.0082932806793727699 -0.032464957478855201 -0.01151867027513682 0.022323150746434439 0.0077669712054099869 0.025039949164279953 -0.0017089767143477813 0.0030945569806284309 -0.018889359618277479 -2.2036965864371465e-05 0.01168148113724219 0.033784768902249733 0.03057382057748273 -0.0036609555235480431 0.031262900661788481 0.012882568345419133 0.0041088268809369383 0 0.011493711820998342 0 0.0077853582462079698 -0.0018223904231612392 -0.0035511079594857057 -0.015760188154978719 -0.0061243806825361097 0 -0.0085254767628845391 0.00045405031881431382 0.0012999087806470442 -0.02753855491110023 0.0020896783141644022 0.015622753800191728 -0.0158195387189928 -0.0058436478189780091
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leaf_count=162399 6309 97830 28045 309807 60384 103760 70804 81954 11511 266976 28706 11524 50391 90070 292077 18831 80702 10490 37824 8873 92715 9677 11528 94946 31270 12764 38162 68075 39876 34215 3301 41454 298126 73778 40188 2587 70411 43403 28648
internal_value=0 -0.000248919 -0.00369733 -0.0108924 0.00161346 -0.000894967 -0.0101605 0.00303218 -0.0132037 0.00623069 -0.00384753 0.00532758 -0.00360481 -0.00996458 0.00890428 0.0193893 0.0301887 0.00992174 0.00489658 0.0042528 -0.00311773 0.00167789 0.0235693 0.00239555 -0.0122212 -0.0163409 0.00788876 0.000694744 -0.00993269 0 0.0253914 -0.00118895 0 -0.00145904 -0.00745389 -0.0233969 7.71165e-05 -0.00192109 0.00883603
internal_weight=0 7030.1 2511.43 825.907 4518.67 2662.49 801.128 1861.36 271.874 1589.49 403.844 1856.18 656.477 446.499 1322.94 347.777 216.083 1185.65 107.091 975.161 533.242 349.042 64.7923 938.301 184.2 568.204 252.586 257.703 96.4558 131.694 36.86 113.645 1685.52 1311.66 275.954 95.1903 1035.71 834.426 201.28
internal_count=2864391 2846554 1179685 460145 1666869 850316 315025 535291 147165 388126 110660 816553 244221 140461 544469 145272 92226 277466 49335 399197 272084 180430 17837 387023 91654 364025 130877 96120 49553 53046 12174 54218 719540 557141 116553 42775 440588 341529 99059
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=1 21007576 768 2 5783728 534 8391488 6588180 2635188 785 535 2 589835 10 147 9 788168 22752 262416 6 520 1577122 80 518 5 1 4195416 464
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=22
split_feature=9 2 11 3 5 2 0 1 5 2 8 1 3 0 3 3 1 2 3 1 4 1 1 4 0 1 2 3 2 0 8 3 3 0 0 2 0 0 3
split_gain=4.6569 4.22815 3.87797 3.84113 10.6794 6.56311 3.67429 7.39924 4.38168 3.65667 3.36177 4.54687 3.81315 3.28908 3.22908 2.51033 2.22717 2.06452 1.52966 1.28668 1.18894 3.65244 1.79561 0.971034 0.965789 0.609968 0.613329 0.526663 0.499416 0.482577 0.460167 0.429332 0.327283 0.309355 0.169466 0.424333 0.196289 0.174046 0.169259
threshold=0 1 2 2.5000000000000004 3 4 2.5000000000000004 5 6 7 8 9 7.5000000000000009 8.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 10 11 1.5000000000000002 12 13 14 15 16 2.5000000000000004 17 18 5.5000000000000009 19 13.500000000000002 20 26.500000000000004 4.5000000000000009 4.5000000000000009 2.5000000000000004 21 1.0000000180025095e-35 11.500000000000002 1.5000000000000002
decision_type=9 9 9 2 1 9 2 1 1 9 1 1 2 2 2 2 1 9 2 1 1 1 1 1 2 1 9 2 9 2 1 2 2 2 2 9 2 2 2
left_child=1 20 3 4 9 14 10 17 -9 18 11 -5 -12 -11 -6 29 -7 -8 -3 34 22 27 -1 32 31 26 30 33 -27 -2 -17 -23 -21 38 35 36 -4 -36 -22
right_child=15 2 19 6 5 16 7 8 -10 13 12 -13 -14 -15 -16 25 -18 -19 -20 23 21 24 -24 -25 -26 28 -28 -29 -30 -31 -32 -33 -34 -35 37 -37 -38 -39 -40
leaf_value=0.0030981301665732128 0.036449921785487636 0.01242804441680527 0 -0.0076715755358655064 0.020148676370444457 0 0.032624707426253771 -0.003046799274939619 0.019808838461850248 -0.0017986532505666966 -0.012909127356664264 0.0071234801207137478 0.016075276777278515 0.0082593399644948877 -0.0067377513522000098 0.018780050637576495 -0.029483134965460341 0 0 0.027328671909224323 0 -0.0236025233423574 -0.024656530408606266 0 0 0 0 0 -0.011893616329150243 0 0 0 0 0 -0.0089217591663332315 -0.0018150557870045209 0.013886189137312455 0 0.02151742431615479
leaf_weight=4.6151837291981792 27.496497120766438 290.76506798581977 5.4200963884941302 223.93443384192506 22.41841089783702 34.42656172401621 114.21156517905183 319.5355624879885 76.758243239863077 3743.9506489546548 255.58735967898974 800.97900475715869 19.089351528673433 319.59881188164582 221.86878530053218 10.371395825815853 205.25252369801456 22.383022259047721 76.872828155464958 63.625772187777329 0.3621650209534043 40.671147843626386 80.763935120507085 7.9517147144069886 12.817309164500328 6.2339309689123183 3.8853515463997619 4.1344201719039111 15.444785751285965 0.5633997154654925 1.9731538561754849 0.072260474495123073 3.1604047386790617 1.6145691259880539 10.538792700273914 3.7892731731990397 7.6984532466158271 1.8798214327543963 26.778612186193641
leaf_count=2134 5133 140131 1304 117850 10513 11529 38445 131392 37873 1336640 114480 376253 9746 83536 95647 2267 120076 11690 40632 13202 318 27822 80623 2795 6157 3154 1770 3124 4866 93 597 22 1004 687 2637 1655 1398 471 24489
internal_value=0 -0.000158151 0.000227924 -6.18359e-05 -0.00156245 -0.0152077 0.00376242 0.0105511 0.00171855 0 0.000577882 0.00344244 -0.00825469 -0.000877429 -0.00119903 0.0220028 -0.0256557 0.0276865 0.00905282 0.0170805 -0.0140977 -0.00126155 -0.0220091 0.0212844 -0.0155769 0 0.00812563 0.0138631 -0.00622105 0.0351082 0.0142632 -0.022267 0.0262422 0.0191302 0 0.00210739 0.00900501 -0.00591943 0.0207471
internal_weight=0 7023.53 6851.7 6747.63 4915.15 483.966 1832.48 532.888 396.294 4431.19 1299.59 1024.91 274.677 4063.55 244.287 65.9685 239.679 136.595 367.638 104.064 171.83 86.4505 85.3791 74.7379 53.5607 37.9086 16.2299 32.8898 21.6787 28.0599 12.3445 40.7434 66.7862 28.7553 29.3264 16.9078 13.1185 12.4186 27.1408
internal_count=2864155 2846275 2700899 2676433 1838704 237765 837729 219400 169265 1600939 618329 494103 124226 1420176 106160 17880 131605 50135 180763 24466 145376 62619 82757 17001 34001 12654 4634 28618 8020 5226 2864 27844 14206 25494 7465 4357 2702 3108 24807
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=1 16389 1 2 22059080 542 2 4207872 5 525 256 8404338 389 2 28 704 2 184 787928 786442 5 8397138
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=26
split_feature=8 1 1 6 3 2 2 3 2 2 2 3 2 2 2 2 3 8 1 2 3 0 3 2 9 0 0 0 11 0 8 1 9 1 2 2 0 3 2
split_gain=4.50866 8.4875 7.79985 7.41393 6.65893 5.6308 3.88605 3.49597 6.69584 3.94081 2.92123 3.31862 5.88809 5.7834 2.80057 2.60318 2.73044 2.37953 3.32744 2.11222 1.79605 1.73971 1.67846 1.84649 1.6422 1.60938 3.5309 1.60208 1.56489 1.49639 1.33118 1.30448 1.30305 1.29652 1.9487 1.29422 1.28622 1.13647 1.11069
threshold=0 1 2 3 1.0000000180025095e-35 4 5 2.5000000000000004 6 7 8 1.5000000000000002 9 10 11 12 7.5000000000000009 13 14 15 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 16 17 8.5000000000000018 29.500000000000004 4.5000000000000009 18 2.5000000000000004 19 20 21 22 23 24 1.0000000180025095e-35 6.5000000000000009 25
decision_type=1 1 1 1 2 9 9 2 9 9 9 2 9 9 9 9 2 1 1 9 2 2 2 9 9 2 2 2 9 2 1 1 9 1 9 9 2 2 9
left_child=2 6 3 14 5 17 -2 9 -9 36 24 12 21 29 -1 37 -17 18 -3 32 -21 -12 23 -16 25 -4 -27 -23 -11 -13 33 38 -5 34 -7 -32 -6 -10 -24
right_child=1 4 10 19 7 30 -8 8 15 28 11 13 -14 -15 22 16 -18 -19 -20 20 -22 27 31 -25 -26 26 -28 -29 -30 -31 35 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.011702130669321714 0.019383878426479373 -0.0025932142075790914 0.0042909583222100053 -0.033272226841207488 -0.010406348910080054 0.0085568034098529727 -0.0055770567430817181 -0.021566112982977545 0.019243265132088832 -0.021592067644319431 0.011411347201345472 -0.0065665302734701217 -0.010834292150276332 0.012442572462071411 0.011706484654584249 -0.0059343872034370018 0.017599228833044222 0 0.033230571384804723 -0.011713509239102148 0.0051749011620071499 -0.010193154477593603 0 -0.0046538534474194621 0.025287650872090152 0.019186397484735034 -0.011595749298389212 0.0070543705151571217 0 0.0045321625233481419 0.0010973911158884222 -0.00072785625118472008 0 -0.0047626407989990825 -0.0084193529137767016 -0.021105558767846175 0.0071091955449915679 0 0.017702923666857672
leaf_weight=102.67225537793274 177.2162915772642 16.445421152340714 2106.4621962232704 94.328996216390806 36.950486754591111 205.16063264030527 48.918046501996287 119.26646800918388 78.962964086342254 447.17689184290793 187.95961699820327 329.30503425208735 481.73324474116089 440.54890617266938 49.477968877698004 293.69493069426971 25.243619276501704 47.450875782145886 65.74534465825127 215.08018353482476 37.439617586584063 81.225157565349946 36.307937303557992 246.38728559530864 24.616990654787514 172.28417232070933 11.812995586311443 63.269982365221949 6.9589491078513666 126.65730034263106 8.4623572926211619 39.49155901249469 2.3598281526938072 366.35492455225904 42.968217216897756 38.333971001207829 81.038729031075491 9.4346397993504052 124.59513134235749
leaf_count=89170 63971 7143 621112 62701 20736 72699 32319 65011 34584 196982 98411 186650 220185 211281 24929 128544 12908 21006 30352 91735 17741 42295 16951 91158 3675 39945 5123 26459 1500 62245 3923 17971 1199 104313 26149 12023 37740 3924 57603
internal_value=0 -0.00368847 0.00177614 -0.0061003 -0.00604573 0.000582953 0.0128303 -0.0110254 -0.00400817 -0.0164646 0.00374669 0.000393387 -0.00395785 0.00467331 0.000265519 0.00202041 -0.00180723 0.0171817 0.025105 -0.0171276 -0.00759523 0.00540049 0.00398419 0 0.00604832 0.00541409 0.0144619 -0.00100733 -0.0202504 -0.00272075 -0.0030461 0.0105119 -0.0290675 -0.000819073 0.00381514 -0.0149787 0 0.0144278 0.0138363
internal_weight=0 2115.78 4974.02 948.141 1889.65 790.922 226.134 1098.73 526.603 572.125 4025.88 1710.7 814.188 896.511 598.932 407.336 318.939 129.642 82.1908 349.209 252.52 332.455 496.26 295.865 2315.18 2290.56 184.097 144.495 454.136 455.962 661.28 200.395 96.6888 614.484 248.129 46.7963 117.989 88.3976 160.903
internal_count=2864366 875827 1988539 471158 779537 277608 96290 501929 244971 256958 1517381 847526 387350 460176 297782 179960 141452 58501 37495 173376 109476 167165 208612 116087 669855 666180 45068 68754 198482 248895 219107 92525 63900 203161 98848 15946 58476 38508 74554
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=1 513 13 2 276508 9215460 4485661 8135324 13121091 2359568 2359572 9027622 9503874 2 80 2919320 7612928 1 1 6 12 1 108 2622786 524962 270849
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=39
num_cat=24
split_feature=9 8 0 0 2 2 4 3 4 2 1 6 1 11 1 1 0 2 1 0 2 2 1 11 3 1 2 0 11 0 2 0 10 3 0 0 0 0
split_gain=3.91904 3.39108 3.2714 4.96049 3.72664 2.982 3.14204 15.3661 2.87818 10.1346 4.74322 2.55537 3.73431 2.34594 2.29084 2.0954 3.03596 1.73275 1.19483 1.09909 0.936229 0.896337 0.851589 0.563452 0.549923 0.515917 0.513402 0.362378 0.308763 0.263633 0.212151 0.153558 0.134215 0.0381506 0.133048 0.0311559 0.0231071 0.013421
threshold=0 1 34.500000000000007 12.500000000000002 2 3 4 3.5000000000000004 5 6 7 8 9 10 11 12 11.500000000000002 13 14 15.500000000000002 15 16 17 18 5.5000000000000009 19 20 9.5000000000000018 21 17.500000000000004 22 11.500000000000002 23 2.5000000000000004 1.0000000180025095e-35 10.500000000000002 15.500000000000002 1.0000000180025095e-35
decision_type=9 1 2 2 9 9 1 2 1 9 1 1 1 9 1 1 2 9 1 2 9 9 1 9 2 1 9 2 9 2 9 2 1 2 2 2 2 2
left_child=1 15 3 5 11 8 13 -8 10 -10 -3 18 -13 -7 30 17 23 31 -5 22 24 28 -6 -17 29 -21 -18 -19 -4 32 33 37 -16 34 -2 -36 -29 -1
right_child=14 2 21 4 19 6 7 -9 9 -11 -12 12 -14 -15 20 16 26 27 -20 25 -22 -23 -24 -25 -26 -27 -28 36 -30 -31 -32 -33 -34 -35 35 -37 -38 -39
leaf_value=0 0 0 -0.029898629938472372 0 0.013175355245384116 0.0013183394109148692 -0.015066420729597905 0.0073859006606619487 0.019062523230308961 -0.01986684111634018 -0.01903386934663413 0.01651362694090848 -0.013393379840890021 0.0162523043623523 0.036418851197395206 -0.030118870126218208 0.011339781353484863 -0.012347381789118437 0.03359064074086892 0 0 0 -0.00356057235821805 0 0 -0.016993640318019459 -0.0010721944804004701 0.0026819087661293702 0 0 -0.0072748271228466931 0 0 0 0.0074787107367920132 0 0 0.020379842099433727
leaf_weight=3.6670380108116651 1.2851834631292129 210.66239925344416 27.015899682824962 17.505092281207908 8.5891093468235322 4757.4299881110855 588.74904947270988 555.97884567292931 120.35420282927953 72.287178634302109 245.09986642454169 52.32693877138081 31.363339296309277 82.737120214093011 44.172335064213257 77.108032667543739 4.8842823661107104 30.348891663277755 72.567742422572337 9.2944589687976968 5.2691344831255256 3.3150699429970727 9.760516847411056 1.2180950363981526 1.5206288381014008 21.409677835457845 3.4603591508930531 2.1260630873730397 0.55382232449483737 0.30949058203259383 6.3596688317484249 1.2847242430434551 0.15614949120208521 2.0503093291190453 6.1793197930674069 0.2076306115486658 2.4178515845560469 10.695500778470885
leaf_count=1841 287 100363 13414 4439 4509 1737338 290457 267983 78184 45164 167165 14594 8883 17032 9415 34044 1191 11336 17148 4637 2872 1586 5257 305 552 10896 1346 548 205 70 3029 492 54 630 879 34 769 5559
internal_value=0 -0.000170776 0.000137064 0.000383609 0.0141414 -9.50888e-05 0.000572515 -0.00399612 -0.00636683 0.00236238 -0.0107232 0.0200496 0.00236481 0.00173376 0.0200022 -0.0138486 -0.0212078 0 0.0309564 -0.00461179 0.025967 -0.022865 0.00337134 -0.0290677 0.0302002 -0.0143928 0.00423475 -0.00803256 -0.0245711 0.0355634 -0.00220548 0.0149848 0.0361316 0 0.0031823 0.00685927 0 0.0194417
internal_weight=0 7024.21 6887 6856.12 222.817 6633.3 5984.9 1144.73 648.404 192.641 455.762 173.763 83.6903 4840.17 67.5099 137.211 86.6708 50.5401 90.0728 49.0538 51.4277 30.8848 18.3496 78.3261 46.1586 30.7041 8.34464 34.8928 27.5697 44.638 16.0821 15.6473 44.3285 9.72244 7.67213 6.38695 4.54391 14.3625
internal_count=2864507 2846685 2789254 2774049 70363 2703686 2312810 558440 390876 123348 267528 45064 23477 1754370 17822 57431 36886 20545 21587 25299 12963 15205 9766 34349 10091 15533 2537 12653 13619 9539 4859 7892 9469 1830 1200 913 1317 7400
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=1 8 8399860 17056397 2 2 16520 737 2 960 1 833 912 11038908 129 790234 8925042 355 1 44 264152 1 262984 1
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=26
split_feature=0 2 1 8 4 8 2 1 0 0 1 2 0 3 0 2 1 3 1 2 2 2 1 8 3 1 1 3 7 2 1 0 2 2 8 3 7 3 3
split_gain=3.24922 6.01093 4.27751 2.97527 2.52993 3.18839 3.65391 3.19878 2.26323 2.855 6.06269 6.0504 2.81146 2.69428 2.69285 2.46873 2.5464 2.13092 2.0374 2.6485 2.56817 2.01105 4.38925 1.87023 1.68467 2.03531 1.6801 1.41706 1.40419 1.38703 1.36563 2.30767 1.63423 1.58319 1.33615 1.16882 1.15808 1.1536 1.10147
threshold=1.0000000180025095e-35 0 1 2 3 4 5 6 36.500000000000007 11.500000000000002 7 8 24.500000000000004 2.5000000000000004 24.500000000000004 9 10 4.5000000000000009 11 12 13 14 15 16 4.5000000000000009 17 18 2.5000000000000004 19 20 21 2.5000000000000004 22 23 24 2.5000000000000004 25 7.5000000000000009 8.5000000000000018
decision_type=2 9 1 1 1 1 9 1 2 2 1 9 2 2 2 9 1 2 1 9 9 9 1 1 2 1 1 2 1 9 1 2 9 9 1 2 1 2 2
left_child=1 4 23 8 26 6 7 27 9 15 13 12 -12 14 -11 18 -17 -4 20 -20 -2 24 -23 -3 30 38 -1 -6 -9 -18 31 33 -32 -5 -28 -25 -7 -37 -26
right_child=3 2 17 21 5 36 -8 28 -10 10 11 -13 -14 -15 -16 16 29 -19 19 -21 -22 22 -24 35 25 -27 34 -29 -30 -31 32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.00056479582776572954 0.0078279108349274731 0.011864333455687416 -0.018878538133062377 0.0014557252825955071 0 -0.025110896653457455 -0.017765829097686262 -0.0083594310496535925 -0.016985035020994781 -0.025145020418576042 0.045400126330158531 -0.00013634039053862711 0 0.012555525401902287 0.0058544259536540662 -0.0053923539330372012 -0.0041122538062173765 -0.00012572897916758398 0.0020626579325994871 0.017770085115486816 -0.0075123377748446034 0.002175001026808589 -0.013810885510256457 0.00049996711833401298 0.036481439611111874 0 0.0075472944371921136 0.024608216721761857 0.012310445045525439 0.0038405297318963964 0.015958415763248381 0.0019477549519541287 0 -0.017046698835754152 -0.0039227344469554724 -0.016950376319208073 0 0.0015938996517901823 0
leaf_weight=771.20934847516764 196.23214333136275 64.539528889668873 381.59810521644249 26.013818251230987 36.512946117509273 74.088182674531708 51.174677189002978 123.7333065337225 19.359744464338291 48.390160126320552 75.973117735295091 52.01987362698128 10.868093288474482 12.584524700301698 8.6978573283995484 461.95072822296061 190.22050814829709 110.11395337587601 279.08935762160399 257.76527998116217 158.71583204028866 265.93849029475678 317.01297186510055 91.307233614643337 13.200033905362941 38.219974249193911 600.228994011748 61.424302224986604 4.7210418793256386 1445.1688276787172 40.176595684068161 140.64770698916982 398.08361375558889 125.53694441803964 61.861194347424316 65.05435194070742 5.1596026152110417 4.4467052562977178 1.364661959465592
leaf_count=291765 97960 25841 262390 17934 19055 38712 26764 70221 9387 15609 14035 22541 2661 4563 3280 145835 105981 53380 139522 130926 91407 139470 144967 32922 5920 16440 263254 32176 2801 377416 17379 35617 108163 34942 29097 27883 3070 2570 591
internal_value=0 -0.00275147 -0.0102282 0.00169975 0.000252653 -0.00675226 0 0.00539797 0.00338069 0.00376413 0.0146441 0.024617 0.0371769 -0.00556108 -0.0165875 0.00276777 0.000678607 -0.0152112 0.00708935 0.0108337 0.000142762 -0.00204074 -0.00636526 0.000168228 0.000966392 0.0145843 0.00230592 0.0166428 -0.00331064 0.00266034 -0.000146995 -0.00539852 0.0028888 -0.0133613 0.00588589 -0.00446024 -0.0203782 -0.012626 0.0263765
internal_weight=0 2507.17 717.06 4583.23 1790.11 356.814 277.566 226.392 3217.04 3197.68 208.534 138.861 86.8412 69.6725 57.088 2989.14 2097.34 491.712 891.803 536.855 354.948 1366.19 582.951 225.348 783.243 52.7847 1433.3 97.9372 128.454 1635.39 730.459 292.198 438.26 151.551 662.09 160.808 79.2478 69.5011 14.5647
internal_count=2864447 1181901 404986 1682546 776915 192799 151017 124253 1161123 1151736 62689 39237 16696 23452 18889 1089047 629232 315770 459815 270448 189367 521423 284437 89216 236986 22951 584116 51231 73022 483397 214035 88493 125542 52876 292351 63375 41782 30453 6511
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=29658840 768 1 2 5 200 404 83 2370648 10056995 44 649 1059 5155 10301528 792 6 539 393 1 4227096 792 1843208 1314840 3 1
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=27
split_feature=9 11 1 2 1 3 2 8 5 3 5 8 1 2 5 6 3 1 0 2 1 0 2 1 0 3 2 2 0 0 3 8 7 0 8 0 1 2 2
split_gain=3.27067 2.7711 3.33699 5.79264 5.75456 3.42443 3.89801 2.88852 3.90749 2.91784 2.52487 3.21566 2.89513 2.34123 3.46512 2.33475 2.26624 2.1591 1.93733 2.88294 1.44059 1.40286 1.78166 1.31093 1.20863 1.18805 2.43028 1.99862 1.05308 0.778833 0.618997 0.610226 0.591024 0.582874 0.53702 0.530842 0.504835 0.557017 0.510567
threshold=0 1 2 3 4 4.5000000000000009 5 6 7 2.5000000000000004 8 9 10 11 12 13 1.0000000180025095e-35 14 1.5000000000000002 15 16 2.5000000000000004 17 18 15.500000000000002 1.5000000000000002 19 20 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 21 22 6.5000000000000009 23 13.500000000000002 24 25 26
decision_type=9 9 1 9 1 2 9 1 1 2 1 1 1 9 1 1 2 1 2 9 1 2 9 1 2 2 9 9 2 2 2 1 1 2 1 2 1 9 9
left_child=1 2 13 4 35 10 20 9 -9 -6 11 -5 -12 17 25 -8 -2 29 19 -16 -7 22 32 28 -20 27 -27 -15 -23 -1 -30 -19 -3 -33 -31 -4 37 -18 -38
right_child=16 21 3 5 7 6 15 8 -10 -11 12 -13 -14 14 18 -17 36 31 24 -21 -22 23 -24 -25 -26 26 -28 -29 30 34 -32 33 -34 -35 -36 -37 38 -39 -40
leaf_value=-8.7553638155871672e-05 0.030348415276507269 0.030970645309751473 -0.035006790990236784 -0.016156644609224766 -0.0064407998301364653 0.002516216222055531 0.023394262242833218 -0.0028721306474740489 -0.028509869137278522 0.0066497142553307749 0.0036898534904471884 0.00075181361739485534 -0.011110587890414183 0.0080413021789612054 0.01525929507037428 0.00064580063053310596 0.012699324995681667 0 0.03203373079125274 -0.011546359640345024 -0.015532664460542817 0 -0.0022268424307951579 -0.0097172735264667801 0 -0.0090157269474313313 0.0034119896512455014 -0.0010476155648215326 0 0 0.025542702897695398 -0.013691269122344047 0 0 0.014228406732809964 0 0 0 -0.012139291728266154
leaf_weight=25.028951336949831 30.106608043482993 44.534106911683921 69.987623425906349 76.606416544091189 382.28708579800877 37.006448771688156 135.86387925397139 204.6386188565084 86.053457454450836 251.12920672445034 131.595632947181 3005.7951835581407 409.77755508823611 631.34395451197634 44.109913706895895 103.90371385187609 13.046430846501607 18.664428869349649 56.289123127586208 31.198104161099764 38.082908863201737 11.283779852266891 7.043275234027532 25.051080094359349 2.5730440128827459 189.3581521861488 447.57009648357052 288.83254991384456 8.2471290297107789 3.4491087069618516 8.1578466345672478 176.03117287876375 3.4409727065940379 15.72499043116113 47.483911081217229 1.4858567624469277 6.2422399392817169 3.9775781099451715 15.5893319399911
leaf_count=5933 5234 9856 57835 27959 218720 19249 56374 109349 51455 138720 58807 1061437 185180 147031 27298 45153 2880 9052 30521 13076 19423 2499 3184 5744 1113 36079 254314 130603 1175 1927 1940 80673 795 6407 27600 592 3109 1765 4820
internal_value=0 -0.000109181 -0.000429405 -0.00185519 -0.00851458 -2.77887e-05 0.00941743 -0.0052573 -0.0129504 -0.000721737 -0.00100122 3.40258e-05 -0.00711292 0.00294759 0.00445783 0.015251 0.018177 -0.00450546 0.0186879 0.00153245 -0.00624793 0.0138735 0.0218376 0 0.0293332 0.00274068 -0.000156308 0.00500327 0.0101452 0.00598961 0.0200771 -0.00984372 0.0257045 -0.0116356 0.0123483 -0.0309395 0 0.00656989 -0.00646834
internal_weight=0 7019.63 6911.87 4934.21 995.582 3938.63 314.857 924.108 290.692 633.416 3623.77 3082.4 541.373 1977.66 1691.27 239.768 68.9622 286.383 134.17 75.308 75.0894 107.758 55.0184 52.7398 58.8622 1557.1 636.928 920.177 27.6888 75.962 16.405 210.421 47.9751 191.756 50.933 71.4735 38.8556 17.024 21.8316
internal_count=2864881 2847073 2821880 2050253 576671 1473582 140199 518244 160804 357440 1333383 1089396 243987 771627 640035 101527 17808 131592 72008 40374 38672 25193 13835 11358 31634 568027 290393 277634 5614 35460 3115 96132 10651 87080 29527 58427 12574 4645 7929
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=1 1 768 1655596 3 6326401 1 2 2 8 129 6566919 2 2 512 66496 162 11021776 866 64 590160 4 1 4 184 787928 786442
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=29
split_feature=9 0 2 4 3 1 3 3 1 2 2 1 2 2 2 2 0 8 2 1 8 2 0 1 2 1 3 2 1 1 0 6 2 2 0 3 7 1 2
split_gain=2.97825 2.77574 4.57993 3.5484 4.50434 5.67433 3.39767 7.60478 8.10229 7.22864 7.19215 6.98837 6.17544 5.19263 5.11304 4.41384 3.56249 3.38778 3.27726 3.24756 3.08272 2.91077 2.48637 2.09476 2.17417 3.33378 2.73585 2.0424 1.88247 1.86763 1.74688 1.60876 4.08753 2.29512 1.50523 1.36992 1.25515 1.17608 0.965137
threshold=0 1.0000000180025095e-35 1 2 2.5000000000000004 3 1.5000000000000002 1.0000000180025095e-35 4 5 6 7 8 9 10 11 14.500000000000002 12 13 14 15 16 2.5000000000000004 17 18 19 1.0000000180025095e-35 20 21 22 16.500000000000004 23 24 25 22.500000000000004 7.5000000000000009 26 27 28
decision_type=9 2 9 1 2 1 2 2 1 9 9 1 9 9 9 9 2 1 9 1 1 9 2 1 9 1 2 9 1 1 2 1 9 9 2 2 1 1 9
left_child=1 2 -1 23 18 -6 7 10 12 -10 19 15 34 -13 28 -12 17 21 36 -3 -7 -16 -14 31 26 -26 -25 -2 -8 -19 35 33 -33 -4 -9 -30 -5 -18 -39
right_child=27 6 3 4 5 20 14 8 9 -11 11 13 22 -15 16 -17 37 29 -20 -21 -22 -23 -24 24 25 -27 -28 -29 30 -31 -32 32 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.022074094970577596 0.024249711672984127 0 0.0054606911725739345 -0.0087962850191007965 -0.021054133896044002 0.011124476656703306 0 0.01020351622439729 -0.029705860200025913 0.0014553926640607233 0.0074952665635223299 -0.026862989142505702 0 -0.0027664850992600845 0.0024508690117591835 -0.0078373067444779711 0 0.00017188634445294991 -0.035458297930240419 0.025683724774587399 -0.0068594084668948743 -0.015378522915075904 -0.021875090843941077 -0.0018661884266488245 -0.00050907887472688559 -0.018475283626306949 0.010844208575915351 -0.00071123073202327878 0.025494198579548755 0.0087897366501257165 -5.8705762419287772e-05 -0.0069454864393330377 0.017641425283493547 -0.010761656045405486 -0.0086282867289253339 0 0.010230519020173195 0.034995598630577301 0
leaf_weight=80.611750365511398 45.292550674115773 108.07329292983923 246.82696514329291 121.21460939657845 72.676752545186901 217.1957151091483 90.507867278793128 297.20947830237856 213.86423424813256 84.119653736692271 903.93387116958911 93.810129470788524 76.492955952518969 441.59196592646185 105.09745925711468 183.26022130760248 17.270897952956147 888.01075283584942 52.94326291255129 140.49666562158382 98.427961344394134 176.03403394149791 110.54830786740058 565.94254224641918 376.7787769800052 130.45888563666085 196.75279155118187 24.39194605400553 188.98221534297045 363.454405316661 7.0145019102492361 54.544547204437549 184.0970697837547 84.322814286882931 8.2831083020428178 6.9150823267409569 5.3766620686947126 18.437610342662083 7.7767872657859725
leaf_count=87168 6385 55221 116174 67451 39821 110137 50001 101225 79988 39689 160600 49929 36673 116158 37280 90575 6080 379549 38356 60827 45810 88111 52587 185419 159845 100551 65837 11384 96621 149670 3069 31825 86094 38707 3589 3518 3257 5648 3314
internal_value=0 -0.000106939 -0.00281015 -0.00168087 -0.00840448 -0.00110131 0.0013204 -0.000882624 -0.00900103 -0.0208904 0.0024773 0 -4.67467e-05 -0.00908383 0.00457927 0.00445822 0.00190011 0.000664983 -0.020349 0.0170196 0.00453185 -0.00830398 -0.01336 0.000326493 -0.00176699 -0.00669078 0.00130412 0.0172797 0.0159786 0.00310173 0.020947 0.00528884 0.0111551 0 0.00783915 0.0238624 -0.00401105 0.0235644 0.0281757
internal_weight=0 7019.36 2488.17 2407.56 567.835 388.3 4531.19 2661.68 790.518 297.984 1871.17 1622.6 492.534 535.402 1869.5 1087.19 1576.08 1532.6 179.535 248.57 315.624 281.131 187.041 1839.72 1269.93 507.238 762.695 69.6845 293.42 1251.47 202.912 569.791 238.642 331.15 305.493 195.897 126.591 43.4853 26.2144
internal_count=2864143 2846374 1176452 1089284 304832 195768 1669922 847061 313751 119677 533310 417262 194074 166087 822861 251175 669652 654610 109064 116048 155947 125391 89260 784452 511652 260396 251256 17769 153209 529219 103208 272800 117919 154881 104814 100139 70708 15042 8962
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=1 1654789 2 545 913 1394538 10753286 481 2893424 1591936 10055682 592456 2 4461768 773 1 1088 612 12617280 384 788168 264 480 2 2098346 14688616 1 89 264548
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=24
split_feature=9 11 0 5 2 1 3 2 2 1 1 1 2 3 1 3 3 1 3 8 3 3 3 3 2 1 2 0 2 1 0 0 5 3 7 1 0 1 2
split_gain=2.52063 2.38061 2.71781 3.25983 7.73302 5.81328 4.5684 3.48084 3.25892 7.204 5.35324 3.17972 2.85808 2.88419 3.92639 2.74419 9.12672 2.11648 2.08913 2.07955 1.73756 1.58981 1.58933 1.4601 7.32317 5.42628 1.2601 1.20644 1.67968 1.26102 1.18359 0.979797 0.944337 0.609408 0.495695 0.485563 0.520491 0.449388 0.514277
threshold=0 1 2.5000000000000004 2 3 4 5.5000000000000009 5 6 7 8 9 10 1.5000000000000002 11 1.5000000000000002 1.0000000180025095e-35 12 1.0000000180025095e-35 13 5.5000000000000009 1.0000000180025095e-35 5.5000000000000009 1.0000000180025095e-35 14 15 16 2.5000000000000004 17 18 34.500000000000007 4.5000000000000009 19 1.0000000180025095e-35 20 21 10.500000000000002 22 23
decision_type=9 9 2 1 9 1 2 9 9 1 1 1 9 2 1 2 2 1 2 1 2 2 2 2 9 1 9 2 9 1 2 2 1 2 1 1 2 1 9
left_child=1 2 3 12 11 7 -7 -6 9 35 20 22 13 14 -1 16 -12 -17 -2 -13 21 -10 -5 24 -14 -25 -15 28 34 31 -11 -29 -22 -33 -3 -4 -37 38 -20
right_child=18 27 8 4 5 6 -8 -9 10 30 15 19 23 26 -16 17 -18 -19 37 -21 32 -23 -24 25 -26 -27 -28 29 -30 -31 -32 33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.0069215680944412859 0.027316919889283094 0.028700149993763215 0 -0.012239033210822974 0.011799837638095253 -0.02784036258503594 0.00020539099754862734 -0.010436516163676669 -0.0008453590515438026 0.025800349568096709 0.0082078245672648053 0.018242609623329908 -0.00058824353135592217 -0.0072160235917938841 0.013221688101778182 0.00099889732902837974 -0.014015337518473229 0.016465544476647047 0.011669043453514457 0 0 -0.013449666802924396 0.0087439039600562124 0.014311616345158498 -0.01726722967415148 -0.0022042786921614255 0.0033555194636654215 0 -0.0023053710430990773 -0.0096361985224560093 0 0 0.018387143311293468 0.02479813837967133 0 -0.015387500374414146 0 -0.0066282371278515821 -0.00011571518556295575
leaf_weight=78.142483692427049 31.482382056012284 45.829245204135077 138.45785032550339 100.97718462171906 85.153116239744122 266.42499509650952 45.8075193240511 119.58855455656885 226.3611208221264 171.66749560312019 504.17531567973492 123.12253943569522 1468.3112428104141 183.98265439081297 410.00171582865005 221.5068900649203 251.55137495097006 223.75436275085667 13.52159286220558 70.349755125978845 20.453318259620573 307.44198724400485 8.6058598644594877 195.89307335689227 294.61424389555032 1200.6678188547885 152.37265982929239 11.194225385203028 7.0810361097974228 24.997651524841785 4.7590321943862355 8.2931842273101228 7.997286483616338 8.3820316786877793 3.3904886955278917 23.164238656900125 9.6187947855796647 21.933840509969741 4.0383491237880671
leaf_count=44540 5259 10023 63538 46691 47902 166491 21422 60391 52814 81211 98976 52412 461688 104813 194953 83817 93133 79200 2932 31335 8246 122522 4146 115772 169752 514024 81481 2491 3196 5740 1997 1178 4092 1952 785 9239 4813 7909 1776
internal_value=0 -0.000176135 -0.000476599 -0.00182418 -0.00747681 -0.0145891 -0.0225334 0 0.00243268 0.0107693 0.000406629 0.00428577 -0.000538762 0.00446651 0.00932569 0.004305 0.000176117 0.0103187 0.0157309 0.0117176 -0.00715514 -0.00896625 -0.0064544 -0.00197653 -0.00388478 0.0002392 -0.00183088 0.0127003 0.0199975 0 0.0232259 0.00984244 0.00763023 0.019368 0.0239223 -0.00261219 -0.00935425 0 0.00554986
internal_weight=0 7024.09 6914.92 4804.02 820.03 516.974 312.233 204.742 2110.91 347.667 1763.24 303.055 3983.99 824.5 488.144 1200.99 755.727 445.261 70.9762 193.472 562.254 533.803 109.583 3159.49 1762.93 1396.56 336.355 109.168 56.3008 52.8671 176.427 27.8694 28.4506 16.6752 49.2197 171.241 32.783 39.4938 17.5599
internal_count=2864652 2846776 2821411 2117813 430790 296206 187913 108293 703598 160798 542800 134584 1687023 425787 239493 355126 192109 163017 17876 83747 187674 175336 50837 1261236 631440 629796 186294 25365 14004 11361 83208 5621 12338 3130 10808 77590 14052 12617 4708
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=1 1 2 5293248 896 598794 2176037 353 135 76 8403724 25 288 1 4539458 7 8392960 11021776 866 2 1 320 184 787928
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=22
split_feature=8 0 0 6 2 2 1 1 0 1 2 2 10 3 9 3 1 0 0 0 3 2 3 10 5 4 3 3 2 3 8 11 0 11 3 8 0 1 3
split_gain=2.37563 2.64389 4.32262 4.01156 4.87621 4.01067 2.44462 2.15127 2.70999 2.081 1.98521 1.94505 1.5333 3.16786 1.49663 2.4125 1.56474 1.42897 1.14668 1.09791 1.38819 0.966468 0.905272 0.88245 0.801635 3.39121 0.622443 0.611827 0.507662 0.382445 0.350527 0.304292 0.302846 0.252643 0.245596 0.175076 0.143164 0.0773534 0.0502005
threshold=0 35.500000000000007 12.500000000000002 1 2 3 4 5 11.500000000000002 6 7 8 9 1.0000000180025095e-35 10 1.0000000180025095e-35 11 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 12 4.5000000000000009 13 14 15 7.5000000000000009 3.5000000000000004 16 2.5000000000000004 17 18 9.5000000000000018 19 6.5000000000000009 20 32.500000000000007 21 2.5000000000000004
decision_type=1 2 2 1 9 9 1 1 2 1 9 9 1 2 9 2 1 2 2 2 2 9 2 1 1 1 2 2 9 2 1 9 2 9 2 1 2 1 2
left_child=7 2 11 5 9 23 35 10 33 -5 27 19 14 17 16 -16 -13 -14 -15 20 -2 31 -11 26 25 -21 -4 36 -10 -26 -8 -3 38 -9 37 -6 -1 -7 -12
right_child=1 21 3 4 6 34 30 8 28 22 32 12 13 18 15 -17 -18 -19 -20 24 -22 -23 -24 -25 29 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.025606552605314477 0 -0.028415549121811198 0.033942886889105343 -0.0038889157743982315 0.0085013183616535586 0 0 -0.027409486183762172 0.011244102401922036 0.034527406008165451 -0.012417491474445767 0.0015274104226624501 -0.0032959435808913441 0 0.025912149392194633 0 -0.0017353567757306409 0.021607410660902767 -0.028728133549457774 -0.0068189398916366026 -0.023228601171334101 0 0 0 0 0.027325324309589567 0 0 -0.0010759694050754979 -0.013487835349288222 -0.024648714658557301 0 0 0 0 0 0 -0.0094956081575644571 0
leaf_weight=11.390431213672851 12.928745112832983 24.443031916336619 99.26034586080641 4.7324273528065532 10.559484686353244 2.2213778981531505 9.1224700465390924 74.497316423970915 4.922444612137042 27.922161091089951 22.423927437048409 4272.8451329388918 5.1491925694863294 16.88606240475201 30.577877336821984 37.552803773083724 2138.6835469952857 7.8142612959491089 34.499917825480225 39.747509029009962 52.05310427735094 3.029877725493864 2.0280627948814063 1.1653108323807817 14.097513818160222 13.978784695296779 0.79114199080504377 2.9927150401053941 3.4621693600201962 23.16562230278214 51.049229329451919 0.52503407589393347 4.6509797457838422 1.7440863511874329 0.43724109092727204 3.3819665869232258 0.25181132869329381 16.321963184629574 8.2584604874427878
leaf_count=5764 16515 12256 25725 1861 2302 1175 3073 33840 1233 10319 8059 1591011 2726 8552 4962 11953 943322 3954 15466 33629 59354 1478 900 507 9123 7646 245 1459 1350 14439 15151 194 1386 396 239 1083 97 7645 3733
internal_value=0 0.000382475 0.000600548 0.0132846 0 0.023904 -0.0137784 -0.0114158 -0.0191198 0.0190486 0.000996821 6.51671e-05 0.00040076 -0.0121087 0.000626923 0.0129864 0.000389145 0.0093386 -0.0226534 -0.00969546 -0.0178877 -0.0207427 0.027113 0.0296795 0 0.00508957 0.0331248 0.0171151 0.00412531 -0.0093239 -0.0215778 -0.0230837 -0.00723984 -0.0267426 -0.00510218 0.00536127 0.0248465 -0.00941701 -0.0111775
internal_weight=0 6956.97 6928.97 228.993 108.796 120.197 74.1132 134.594 84.626 34.6827 49.9683 6699.98 6544.01 64.3494 6479.66 68.1307 6411.53 12.9635 51.386 155.971 64.9818 27.9979 29.9502 101.217 90.9894 53.7263 100.051 14.635 8.38461 37.2631 60.1717 24.9681 35.3334 76.2414 18.9806 13.9415 11.6422 18.5433 30.6824
internal_count=2864122 2806805 2792877 70225 34689 35536 21609 57317 36819 13080 20498 2722652 2581946 30698 2551248 16915 2534333 6680 24018 140706 75869 13928 11219 26477 64837 41275 25970 7320 2583 23562 18224 12450 13178 34236 9059 3385 5861 8820 11792
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=8 2 789908 8399610 259 912 22 11038904 16793605 1 1 962 8925042 1 2 2 264152 2 1 1 1 4
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=29
split_feature=0 5 2 3 8 1 2 3 3 2 1 2 1 2 2 1 2 1 2 1 0 2 3 8 8 1 2 1 2 8 1 6 3 0 3 3 6 2 4
split_gain=2.11757 3.37439 4.7903 6.25154 4.09063 5.00749 3.19608 2.36816 6.7853 7.16468 6.95823 7.95863 6.84166 5.38835 4.65811 4.51557 4.17271 3.27361 2.84455 2.53938 2.4263 2.37581 4.0528 2.15679 2.15091 2.02821 1.91442 2.46154 1.8926 3.16689 1.75623 4.17655 1.6996 1.56717 1.54237 1.49415 2.66559 2.48424 1.40246
threshold=1.0000000180025095e-35 0 1 6.5000000000000009 2 3 4 1.5000000000000002 1.0000000180025095e-35 5 6 7 8 9 10 11 12 13 14 15 4.5000000000000009 16 4.5000000000000009 17 18 19 20 21 22 23 24 25 2.5000000000000004 24.500000000000004 3.5000000000000004 1.5000000000000002 26 27 28
decision_type=2 1 9 2 1 1 9 2 2 9 1 9 1 9 9 1 9 1 9 1 2 9 2 1 1 1 9 1 9 1 1 1 2 2 2 2 1 9 1
left_child=1 6 4 -4 5 -3 23 8 9 12 13 -12 -2 20 26 21 19 18 -18 -11 -10 -16 -23 -1 -19 35 30 -28 -17 -30 -9 -32 -7 -14 -31 36 -8 -37 -6
right_child=7 2 3 -5 38 32 25 14 10 16 11 -13 33 -15 15 28 17 24 -20 -21 -22 22 -24 -25 -26 -27 27 -29 29 34 31 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=0.00695006654933182 -0.0007258622001723742 -0.0058879422249466344 -0.024987868059357085 0.013947375970531098 0.00099860719283851977 0 0.0007480091244252533 -0.0014293601670731589 0 0.0010513322930921058 -0.028737808291368318 0.0035423341283053337 0.03432133849998039 0.0060201943749833564 0.0089132951760128309 0.0028333736727218116 0.011276544964688693 0.006158326166824362 -0.0090593251804310763 -0.022455192608172685 -0.02671340436259036 0.0018585048509304138 -0.023696529276196684 -0.011114846266769852 -0.0056474071463226763 -0.0011593304362814225 -0.021063622718093922 0 -0.002891215489451638 0.033897378509505992 0.016507669480266534 -0.0033091896142657508 0.03973482900169014 0 0.0097521860758733227 0.0058616341305412004 0.017066667857420906 -0.014130189892445112 -0.019817438721923677
leaf_weight=32.917833215738938 94.827364759898046 47.106175109132892 211.17980490458285 19.130837159609655 8.6097160889476072 27.684105233805894 269.2259772645848 603.84428632300114 76.785866703750798 40.101450343005126 210.33829908000189 83.54645265758154 124.75098160245398 356.5643288808642 164.56697508621437 151.38423100189539 37.250054943186115 1049.8746485365555 348.77290838598856 87.570772388629848 62.636642745826975 154.33111156249652 55.069777473894646 351.33796545918449 123.43533071063575 1074.7311199943288 56.209206998872105 92.623313290940132 25.874441096006194 131.91909076897718 184.83730670165096 154.6239492175373 32.237380484919413 2.0040638943901277 126.5321249471599 123.2318027746951 187.50118219442084 56.612523594376398 53.530107588747342
leaf_count=18826 45455 27344 130165 11625 5004 14712 129411 235626 37472 16762 79171 39960 53864 127190 88846 71882 22110 231280 84596 55119 29867 71299 29162 189631 29724 421804 27532 44865 12372 61115 61182 56964 13457 961 69946 68521 92163 29766 27828
internal_value=0 -0.00228727 -0.0104027 -0.0186501 0.00130809 0.0128575 -0.000474098 0.00131162 -0.000498983 0.00261542 -0.00821066 -0.0193376 0.0180162 0 0.00400381 0.0095531 3.32936e-05 0.00177443 -0.00551826 -0.0147932 -0.0148395 0.000362559 -0.00550631 -0.00835081 0.00452384 0.00127628 -7.2811e-05 -0.00951983 0.0161169 0.0210428 0.00143925 0.00694539 0.0270541 0.0306473 0.0245104 0.00565719 0.00870271 -0.000516327 -0.0128921
internal_weight=0 2495.04 399.478 230.311 169.167 107.028 2095.56 4600.27 2698.46 1908.59 789.872 293.885 221.582 495.987 1901.82 809.678 1687.01 1559.33 386.023 127.672 139.423 373.968 209.401 384.256 1173.31 1711.3 1092.14 148.833 435.71 284.326 943.306 339.461 59.9215 126.755 258.451 636.571 456.727 179.844 62.1398
internal_count=2864579 1180257 230135 141790 88345 55513 950122 1684322 853531 539871 313660 119131 100280 194529 830791 404622 439591 367710 106706 71881 67339 189307 100461 208457 261004 741665 426169 72397 215315 143433 353772 118146 28169 54825 131061 319861 221574 98287 32832
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=2 21020875 1 45 3752103 8652550 913 1394538 773 8456334 6588244 329 5783696 534 2109448 704 10043432 4 3 620 848 281 8978472 4 928 2 2 8659032 2
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=24
split_feature=9 11 1 6 1 2 1 3 2 2 2 3 0 0 2 5 2 0 1 8 1 8 3 3 3 2 3 1 2 3 6 3 2 0 2 0 2 3 3
split_gain=1.98821 1.88514 2.2312 4.72531 13.3757 9.38313 4.92019 5.8737 4.48072 3.77089 3.14698 2.87608 2.53193 2.53062 4.46675 2.26872 3.62323 2.18845 2.02221 1.95909 1.81008 1.57822 1.67134 1.44602 1.39228 2.82414 1.72423 1.32512 1.20344 1.89979 1.42614 1.12991 0.956208 0.747326 0.709018 0.545567 0.414142 0.475367 0.391637
threshold=0 1 2 3 4 5 6 1.5000000000000002 7 8 9 1.5000000000000002 3.5000000000000004 6.5000000000000009 10 11 12 9.5000000000000018 13 14 15 16 5.5000000000000009 3.5000000000000004 4.5000000000000009 17 7.5000000000000009 18 19 1.5000000000000002 20 2.5000000000000004 21 1.5000000000000002 22 3.5000000000000004 23 2.5000000000000004 5.5000000000000009
decision_type=9 9 1 1 1 9 1 2 9 9 9 2 2 2 9 1 9 2 1 1 1 1 2 2 2 9 2 1 9 2 1 2 9 2 9 2 9 2 2
left_child=1 2 15 6 10 18 13 9 -9 -8 19 -12 -7 14 -4 24 21 -15 -6 -5 -2 22 -17 -23 28 35 -27 36 30 -30 -1 34 -22 -18 -29 -26 -3 -38 -34
right_child=20 27 3 4 5 12 7 8 -10 -11 11 -13 -14 17 -16 16 33 -19 -20 -21 32 23 -24 -25 25 26 -28 31 29 -31 -32 -33 38 -35 -36 -37 37 -39 -40
leaf_value=0 -0.0030188477796134487 0.0053550095994454932 0.0048178396296392357 0.0088563362542278951 0 -0.029645420949338676 -0.01122849652851589 -0.004249250850230357 0.016082096011103206 0.0029760229744439613 -0.014322685409066572 0.0019968632796012204 -0.0043959320527133215 0.018569504664751903 -0.0099301034574015637 0.032838214596329067 -0.013833701168905803 -0.0017539247407113937 -0.010651950051352423 -0.0017432575293367819 0 -0.0099864921363954241 0 0.013946203497784623 0.012833866220966078 -0.018594367553299563 0.0015468422092329136 0 0.0034660066653718308 -0.0040140328387709328 0.01637460649475388 0 0.028437177446189274 0 0.024879100994869858 0 -0.011425278844260917 0 0
leaf_weight=140.55920841940679 16.524169557727873 8.3968103895895165 227.90053206236917 593.46776372175373 417.58566418603004 302.45930405775289 194.23227770334779 96.787878846022068 486.51911761249357 883.2600999393253 147.23728353036859 197.2919916677638 92.272771828458644 55.713649187615374 705.66966086673347 71.562901530007366 24.533567726321053 70.286235953084542 279.31319682850153 171.16211707006732 8.2392424258287047 27.740682547155302 11.883510790998114 14.739763499877879 39.087704570381902 115.77400764048798 18.220297862601001 3.2666131517034955 916.77164282993181 480.85745224967832 96.148291639401577 14.915567456628194 46.302922427770682 20.148971701273695 45.177879479073454 11.908678963198325 30.557416818104684 8.6767788636789174 1.4923724463442329
leaf_count=83712 4722 4092 99661 193057 145171 195736 132722 80672 219555 313333 68679 95013 38600 16591 237873 39440 10768 23284 129175 58212 3303 13983 7668 9506 23582 51360 9959 1611 263789 195348 51756 4865 9157 7525 7959 5249 4622 2320 557
internal_value=0 -0.000151095 -0.000424711 -0.00160072 -0.00504179 -0.0127291 0.00109285 0.00452955 0.0123695 0 0.00248656 -0.00464111 -0.0245977 -0.00399984 -0.00603368 0.00231213 0.0125702 0.00715235 -0.00462918 0.00614207 0.013867 0.0198407 0.0262849 0 0.00101214 -0.00624825 -0.0134256 0.0112236 0.00211201 0.000647537 0.00825484 0.0173215 0.0197098 -0.00555487 0.0241188 0.00761207 0 -0.00589513 0.0241503
internal_weight=0 7022.09 6911.1 4921.16 2200.79 1091.63 2720.37 1660.8 583.307 1077.49 1109.16 344.529 394.732 1059.57 933.57 1989.94 170.609 126 696.899 764.63 72.5587 125.927 83.4464 42.4804 1819.33 184.991 133.994 110.991 1634.34 1397.63 236.708 63.3601 56.0345 44.6825 48.4445 50.9964 47.631 39.2342 47.7953
internal_count=2864187 2846448 2820979 2047334 923643 508682 1123691 746282 300227 446055 414961 163692 234336 377409 337534 773645 88890 39875 274346 251269 17739 70597 47108 23489 684755 90150 61319 25469 594605 459137 135468 14435 13017 18293 9570 28831 11034 6942 9714
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=1 1 768 2 192 17084482 192 868901 12140966 3411673 19407626 2 2165218 35 5 321 1 262200 391 10032516 2 2128164 3944456 11019536
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=39
num_cat=23
split_feature=8 0 0 6 2 2 1 2 1 1 3 2 4 2 2 0 2 0 3 1 1 0 1 1 3 10 2 3 1 3 11 3 3 0 3 8 1 0
split_gain=1.83927 2.55004 3.45247 3.35609 4.21608 3.31859 2.27107 1.84711 1.71402 1.21601 1.18275 4.23758 1.86602 21.1263 7.66232 5.03894 2.92642 1.92964 1.71602 2.94022 1.09539 1.08238 1.16076 0.886317 0.813043 0.722807 0.678035 0.667631 0.393893 0.324617 0.305957 0.228961 0.201926 0.124266 0.102845 0.0928694 0.0922765 0.0643771
threshold=0 36.500000000000007 12.500000000000002 1 2 3 4 5 6 7 7.5000000000000009 8 9 10 11 1.0000000180025095e-35 12 2.5000000000000004 11.500000000000002 13 14 6.5000000000000009 15 16 4.5000000000000009 17 18 12.500000000000002 19 1.5000000000000002 20 6.5000000000000009 6.5000000000000009 1.0000000180025095e-35 8.5000000000000018 21 22 46.500000000000007
decision_type=1 2 2 1 9 9 1 9 1 1 2 9 1 9 9 2 9 2 2 1 1 2 1 1 2 1 9 2 1 2 9 2 2 2 2 1 1 2
left_child=7 2 10 5 8 31 35 23 -5 29 12 18 14 15 20 -14 -16 -15 19 -12 -2 28 -23 34 -10 -11 -3 -13 -9 -7 -28 36 -8 -20 37 -6 -4 -1
right_child=1 26 3 4 6 9 32 21 24 25 11 27 13 17 16 -17 -18 -19 33 -21 -22 22 -24 -25 -26 -27 30 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39
leaf_value=0.017194230042238912 0 0 0 -0.0030068698506319821 0.0046731382835137995 -0.0049236330071869387 -0.025634808434575634 0 0.031908618978600346 0.03592760066405673 -0.0030389811913140285 -0.019757012403455666 -0.00041591089830928782 -0.021556094497661632 0.010884719765521201 0.015486575957438862 0.00075271370703853017 -0.0024372909374527248 0.00015252828552526855 0.029387985361345022 -0.021318369334637516 -0.0097915681568489631 0.011376932603832558 -0.0034043204324869752 0 0 -0.027286651170456745 0 -0.022534954940113969 0.0073810312906026536 0 0 0 -0.0054870596828499388 0 0 -0.0091381799612027421 0
leaf_weight=15.214241082838265 26.949317390615761 2.6229314028751105 2.1313093384960666 4.3260047652292997 24.714967508218251 18.212310447357599 47.553684035578044 19.002360299811698 27.552323538373461 78.34653430605249 15.658580635645192 19.826357454701796 340.25285417011037 419.71233760721225 272.68893800922524 352.20813231082866 4914.6324494164946 111.33779532695189 5.9393933562096235 67.339565862028394 141.61636164082302 12.035957736428825 11.135553948814051 8.6516947154596 2.0198501392733297 0.86684795405017112 23.600542350846808 3.3986223735555532 65.671338665328221 8.1317598145105858 0.49066223972477629 0.41596559493336727 0.68517788470489804 11.245882636285385 0.29013192496495399 2.3502683900878791 16.100834237469833 0.17474597017280835
leaf_count=7572 13180 1285 1132 1736 6569 5140 14953 7626 9979 19613 7182 10296 189853 228108 137988 161812 1773398 52949 2667 32181 106967 3459 3168 4979 895 403 11721 1482 30137 2133 178 234 240 4836 126 682 7199 56
internal_value=0 0.000292335 0.000505528 0.0117396 0 0.0212851 -0.0129275 -0.0101661 0.0176002 0.0264494 1.9206e-05 0.00873478 -0.000137785 -0.00364849 0.000624362 0.00746129 0.00142194 -0.0181044 0.0175806 0.0237645 -0.0180768 -0.0156625 0 0.00412361 0.0249224 0.0319246 -0.0207077 -0.0130411 -0.0208233 0 -0.0220282 -0.00456343 -0.0221771 0 0.013127 0.0024795 -0.00883165 0.0167428
internal_weight=0 6962.93 6936.21 233.408 109.202 124.206 75.3041 132.176 33.8982 105.557 6702.81 123.408 6579.4 1223.51 5355.89 692.461 5187.32 531.05 100.183 82.9981 168.566 107.845 23.1715 24.3308 29.5722 79.2134 26.7141 23.225 84.6737 26.3441 24.0912 18.6481 48.2389 17.1853 15.6791 27.0652 18.2321 15.389
internal_count=2864114 2806991 2793807 70908 35054 35854 22444 57123 12610 27289 2722899 58644 2664255 632722 2031533 351665 1911386 281057 46866 39363 120147 44390 6627 12733 10874 20016 13184 11778 37763 7273 11899 8565 15193 7503 7754 7251 8331 7628
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=8 2 265620 3949828 291 8917386 22 643 2371444 2 90315 16512 14193668 537 642 425 440 1 2359432 769 1 3 4
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=21
split_feature=10 3 0 1 2 2 8 0 0 2 0 0 0 0 1 6 2 2 2 2 3 2 8 3 3 1 3 0 0 1 0 5 3 2 1 2 0 0 11
split_gain=1.67927 2.87647 2.1719 3.79171 4.39665 2.8424 2.37148 2.29932 2.08754 1.97778 1.96712 1.77525 1.61984 1.29921 1.25276 8.73281 11.0496 10.39 3.77979 3.75753 1.86442 2.61876 1.70882 1.23523 1.32467 1.05191 2.0405 1.02765 0.929506 0.919982 0.74905 0.729385 0.691126 0.671817 0.658326 0.63062 0.598933 0.562142 0.462206
threshold=0 1.0000000180025095e-35 8.5000000000000018 1 2 3 4 32.500000000000007 13.500000000000002 5 23.500000000000004 20.500000000000004 1.5000000000000002 1.0000000180025095e-35 6 7 8 9 10 11 7.5000000000000009 12 13 1.0000000180025095e-35 1.5000000000000002 14 4.5000000000000009 9.5000000000000018 7.5000000000000009 15 7.5000000000000009 16 6.5000000000000009 17 18 19 19.500000000000004 1.0000000180025095e-35 20
decision_type=1 2 2 1 9 9 1 2 2 9 2 2 2 2 1 1 9 9 9 9 2 9 1 2 2 1 2 2 2 1 2 1 2 9 1 9 2 2 9
left_child=2 13 6 4 7 10 9 -4 -7 34 27 35 -3 -2 15 16 32 37 -18 25 22 -22 -21 36 -25 26 -16 -5 -19 -11 -15 -29 -8 -26 -1 -10 -6 -17 -14
right_child=1 12 3 5 23 8 14 -9 11 29 -12 -13 38 30 19 17 18 28 -20 20 21 -23 -24 24 33 -27 -28 31 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.012884764690346396 -0.0037855665595138508 0 0.025769929409815314 0 0.013986553094614593 -0.016538859871257371 0.023197053281166065 -0.00140468912474498 0.015641547425255278 0 -0.0030614333642546084 -0.009738871198935968 -0.031228041955458863 0.024604151569831062 0.034844082913493134 -0.0039242063551991778 0.0012560952810946201 -0.025427590419942078 -0.014428125438619635 0.0010294359880503622 0.019779260334684915 -0.0064313935837439704 -0.0037843960588057044 -0.016660559060341466 0.0086927471015559813 0 0 0.03134660993889294 0 -0.022371496009864253 0 0 0 -0.0055255737753465445 -0.0013519150892405062 0 0 0.002467972340928117 0
leaf_weight=7.8306639660149813 5.3278778183739623 17.127336682809982 167.97627020956133 6.1877806062111622 26.062791919219308 111.56736260718026 216.62613803458225 9.5367521512671356 34.938890158286085 21.981376780022401 10.215701862005515 30.767957668751478 35.390478367276955 6.9064454172621463 38.201144404767547 222.46472288432415 658.80102907335095 282.25578636116552 150.36446218298079 3551.6405604600004 70.106233590311604 17.689634592505172 887.40517738216295 44.327780111532775 28.926690330583369 24.571570967324078 7.9529580748639992 22.466634319862351 5.8670947618084019 74.438049603326363 1.5221435712883247 3.6800303725758594 6.7463538505253373 9.7329100997885671 6.6262702352832985 11.139464782754656 7.2128867408027864 254.62432044337038 0.28861249523470078
leaf_count=3891 2804 8776 35257 2073 9058 30555 107470 4350 6812 9590 4176 10978 15934 3551 22102 109092 274683 170237 81023 1375756 34335 8500 350521 20495 11333 12039 3525 7355 2481 34201 660 1529 2961 3990 3073 5713 3133 70375 106
internal_value=0 -0.013091 0.000185991 0.00621789 0.0131631 -0.00237755 -0.000280904 0.0218208 -0.00865348 -0.0126728 0.0125056 0.000606384 -0.0227739 0.00735255 0 -0.00219775 0.00355457 -0.0102058 -0.00184751 0.000887295 0.000371042 0.0127916 0 -0.000337593 -0.00808925 0.01915 0.0253022 0.0233492 -0.0238554 -0.0180713 0.0196587 0.0280767 0.0214362 0.000354785 0.0046505 0.0125739 0.00886959 0 -0.0300089
internal_weight=0 66.5629 7030.93 524.74 293.776 230.964 6506.19 177.513 188.414 110.876 42.5501 76.8463 52.8064 13.7565 6395.32 1797.75 1032.54 765.212 809.165 4597.57 4526.84 87.7959 4439.05 116.263 82.9874 70.7257 46.1541 32.3344 288.123 96.4194 8.42859 26.1467 223.372 38.6596 14.4569 46.0784 33.2757 477.089 35.6791
internal_count=2864493 31831 2832662 156807 87616 69191 2675855 39607 54058 50755 15133 23503 24816 7015 2625100 818322 466137 352185 355706 1806778 1769112 42835 1726277 48009 35818 37666 25627 10957 172718 43791 4211 8884 110431 15323 6964 12525 12191 179467 16040
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=1 368 11280984 1318408 8 8925314 57 2 12618906 18382914 19939648 1122304 10749308 5 262 769 2 2210 406 8692 1
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=24
split_feature=10 3 0 0 1 1 2 2 3 1 3 3 2 8 2 2 0 3 3 0 2 1 3 4 3 4 1 2 1 2 2 1 0 3 1 2 8 11 3
split_gain=1.57311 2.76434 1.62123 3.56092 4.52013 3.9346 2.31985 2.2835 8.85204 2.4931 5.8307 2.19605 2.05836 1.97107 1.70031 1.6779 1.51287 1.47408 1.38105 1.2156 1.04368 3.41918 1.96241 3.62252 6.20054 2.45713 1.89709 1.59722 1.43803 1.37023 0.906246 0.803162 0.744841 0.727075 0.595707 0.527476 0.490611 0.460203 0.446179
threshold=0 1.0000000180025095e-35 8.5000000000000018 24.500000000000004 1 2 3 4 2.5000000000000004 5 2.5000000000000004 4.5000000000000009 6 7 8 9 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 10 11 7.5000000000000009 12 3.5000000000000004 13 14 15 16 17 18 19 7.5000000000000009 5.5000000000000009 20 21 22 23 3.5000000000000004
decision_type=1 2 2 2 1 1 9 9 2 1 2 2 9 1 9 9 2 2 2 2 9 1 2 1 2 1 1 9 1 9 9 1 2 2 1 9 1 9 2
left_child=2 19 13 5 14 6 -4 9 17 18 -11 -10 -6 15 -5 34 -3 -9 -7 -2 21 35 23 29 -25 -24 30 -28 -27 -22 -23 -17 -21 -33 38 -15 -8 -18 -1
right_child=1 16 3 4 12 7 36 8 11 10 -12 -13 -14 20 -16 31 37 -19 -20 32 22 26 25 24 -26 28 27 -29 -30 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.019081855427756103 -0.003442485446651284 0 -0.0022871613385846332 0.023647295073053059 -0.03003349563342857 -0.019135777527667458 0.025551349451368006 0 0.033983439478210295 0.02542283055122499 -0.012902974184074109 0 0.0012776332454082588 0 -0.0031120122135352428 0 -0.030589483888110093 -0.03022583354473031 0.0038010956120082778 0.024045671078432213 0.00033430025698261742 0 -0.0074167296457076639 -0.012116761815801357 0.0031568606746375108 0.025351676658314184 0.0012306629815440669 -0.0075750391998116329 0 0.0044368407579595112 -0.017746862638321433 -0.024812905348661738 0 0 -0.0013533261242056906 0.012133924138340958 0 0 0
leaf_weight=6.1056746992835524 5.2024859455996184 17.231635453121271 20.337431967054727 9.3056509476737101 42.651193083351245 20.524707595061049 137.18723981775111 34.707487207837403 16.238640834373658 100.59096155269071 23.778808232280426 8.5647752452059631 10.342136791121446 25.505692305807315 7.4695947966538396 22.022954869316891 34.791340190524352 61.576146883438923 4.6433749713469288 7.0720842309528944 3176.0781703081811 22.296769928885624 12.095884011650924 539.55407972674584 434.73770666777273 50.082976830075495 392.31331916394265 300.60885674119345 40.83146512217354 1159.9733709641951 130.13710504770279 68.218795413231419 1.5597458839183671 3.9378746669099192 6.6269619057129594 108.81974387597438 31.189113057858776 0.27214455843204532 2.1252977352705784
leaf_count=3053 2770 8800 7875 3640 15659 4164 32483 12361 6261 17321 6573 3791 4610 16883 3770 9622 15894 29369 1227 3573 939648 13927 5206 270177 208913 22048 205890 200739 20744 560621 92257 32127 670 1790 3040 67538 8274 103 930
internal_value=0 -0.012698 0.000180998 0.00537162 -0.0110232 0.00899802 0.0185811 0 -0.00830364 0.00786618 0.0141515 0.0239515 -0.0227757 -0.000218193 0.0126502 -0.0115905 -0.0222921 -0.023362 -0.00821179 0.00716065 3.37381e-07 -0.00288783 0.000595383 0.000236911 -0.0051121 0.012643 -0.00553232 -0.0023851 0.0189709 0.00153439 -0.0148102 -0.0166981 0.0190275 -0.0207858 0.00388497 0.00948462 0.0224966 -0.029344 0.0119471
internal_weight=0 66.1294 7031.18 529.107 69.7686 459.339 188.714 270.625 121.087 149.538 124.37 24.8034 52.9933 6502.07 16.7752 109.038 52.2951 96.2836 25.1681 13.8343 6393.04 979.681 5413.35 5310.34 974.292 103.01 845.356 692.922 90.9144 4336.05 152.434 94.1796 8.63183 72.1567 14.8579 134.325 168.376 35.0635 8.23097
internal_count=2864341 31810 2832531 157378 27679 129699 48632 81067 51782 29285 23894 10052 20269 2675153 7410 50562 24797 41730 5391 7013 2624591 597234 2027357 1979359 479090 47998 512813 406629 42792 1500269 106184 43539 4243 33917 7023 84421 40757 15997 3983
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=1 68 304 1119616 1316440 6 8924882 8 8660944 8925314 17060509 528 2 2 35 537 358 8290 266240 769 406 16897 5 1
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=29
split_feature=9 11 3 7 2 5 2 2 1 1 2 2 2 0 8 2 11 1 1 8 8 1 6 0 2 1 1 0 3 3 7 3 0 0 10 7 2 1 0
split_gain=1.63258 1.81761 1.74108 4.73155 4.7285 4.28843 6.9785 3.6034 3.30228 3.10246 3.90261 3.14804 2.78783 2.42754 3.23256 1.70102 1.51136 1.47185 1.47179 5.36077 2.52446 1.25624 2.21106 1.19844 1.36417 1.08633 0.958577 0.894909 0.863255 0.720747 0.588746 0.567367 0.475163 0.43616 0.420471 0.394279 0.341872 0.337077 0.415183
threshold=0 1 2.5000000000000004 2 3 4 5 6 7 8 9 10 11 1.0000000180025095e-35 12 13 14 15 16 17 18 19 20 2.5000000000000004 21 22 23 4.5000000000000009 4.5000000000000009 1.0000000180025095e-35 24 11.500000000000002 1.0000000180025095e-35 13.500000000000002 25 26 27 28 13.500000000000002
decision_type=9 9 2 1 9 1 9 9 1 1 9 9 9 2 1 9 9 1 1 1 1 1 1 2 9 1 1 2 2 2 1 2 2 2 1 1 9 1 2
left_child=1 2 5 7 26 12 -7 8 32 11 -11 -9 21 17 -15 16 28 -8 19 -14 -20 22 -1 24 35 27 -5 -25 33 -29 -23 -28 -4 -2 -10 -3 -27 -17 -39
right_child=15 23 3 4 -6 6 13 9 34 10 -12 -13 18 14 -16 37 -18 -19 20 -21 -22 30 -24 25 -26 36 31 29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.0086389750064200087 0.034020254940792617 0.026012354428620429 -0.0027463847733401325 0 -0.0031913765056241872 -0.022808177689150052 0.0011574924160495366 0.00087494450014586321 -0.026978270757024858 0.0059161808381048772 -0.0074127741792314478 0.013544800102354175 0.013140018474650662 0.012996990640799745 -0.012823124346741932 0.00071152240990240967 0 -0.016262862191506692 0.0010380979512296421 -0.0064893834936674763 -0.0081430067584287915 0.011743986050792982 -0.013308638026029785 0 -0.0013198910553339259 0 0.04788336859168766 0 0 0.023781940941029533 0 0 0.0079889232125829098 0 0 0 -0.012911291826372082 -0.013570301274275441 0
leaf_weight=69.336417059224914 26.350736669381156 46.629670362424804 23.46143135024613 10.154012156912357 31.242027604734176 195.69819322281546 37.096402179886354 571.17857317365997 71.288669252113323 309.89675664107199 509.50791037543968 326.92953508957726 112.60745160803344 159.04506439534453 19.638226417737314 8.6306989979930204 20.608546024246607 65.061491253007262 2562.7921934409096 1121.7291158795488 298.41363892328081 273.93296354355698 52.977439707537997 11.367040805809667 7.6236379527836098 2.1096399872913025 34.862280578061473 8.6607876481139119 1.1862847456359293 8.6896161931799707 13.845049970361286 0.4840567841893052 40.347772848690511 0.55102500785142083 0.24065876650274631 3.33179771027062 22.8444543890073 16.224944403220441 0.2269593394594257
leaf_count=29451 4038 9706 21456 4788 15954 117973 23122 235697 50823 144067 221685 179866 44682 69183 9279 4096 1883 37026 860141 437593 110644 138961 24583 2492 3593 1055 14459 1182 407 1945 6423 202 23077 79 133 751 4634 7113 96
internal_value=0 -0.000169982 -0.000439416 0.00202716 0.0226011 -0.00146099 -0.0102124 0.000669152 -0.0127838 0.00216295 -0.00198198 0.0061877 -0.000407829 0 0.00729449 0.0124639 0.0192675 -0.00998323 -0.00127852 -0.00410695 0 0.00697108 0 0.0109831 0.0182038 0 0.0343841 0.00843771 0.0299844 0.0176044 0.0103234 0.0405773 0.00110951 0.0327035 -0.0238204 0.0217565 -0.00958783 -0.00177413 -0.00797257
internal_weight=0 7023.02 6911.77 1929.59 76.7424 4982.17 476.539 1852.85 135.339 1717.51 819.405 898.108 4505.63 280.841 178.683 73.7792 48.6966 102.158 4095.54 1234.34 2861.21 410.092 122.314 111.257 57.5851 53.6715 45.5003 28.7174 28.088 17.3504 287.778 35.3463 63.8092 26.9018 71.5293 49.9615 24.9541 25.0826 16.4519
internal_count=2864338 2846626 2821268 912207 35403 1909061 256583 876804 95489 781315 365752 415563 1652478 138610 78462 17712 6407 60148 1453060 482275 970785 199418 54034 25358 14050 11308 19449 5619 4524 3127 145384 14661 44533 4117 50956 10457 5689 11305 7209
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=1 1 1 8918996 2 11347858 4740100 678 342 9513507 10851 4732164 3 788168 1 51 71 4 3 145 2 8924624 866 261 1 1 1 10486784 10
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=24
split_feature=9 1 11 0 0 2 1 3 8 1 2 2 1 2 2 1 8 0 1 6 3 2 1 3 0 2 0 0 2 0 2 3 0 2 3 10 2 0 0
split_gain=1.41449 1.5973 1.41763 1.58736 1.91551 3.71625 1.99295 1.62525 1.42555 3.13985 4.56272 2.70583 2.32995 5.67465 1.66186 1.39352 1.44625 1.02633 1.02328 0.927888 0.872193 0.803456 0.738587 0.576691 0.459699 0.651722 0.396067 0.755093 0.474088 0.734114 0.223781 0.215055 0.176651 0.15624 0.0913159 0.0897121 0.0885527 0.0532332 0.0511274
threshold=0 1 2 34.500000000000007 13.500000000000002 3 4 1.0000000180025095e-35 5 6 7 8 9 10 11 12 13 24.500000000000004 14 15 2.5000000000000004 16 17 6.5000000000000009 14.500000000000002 18 2.5000000000000004 9.5000000000000018 19 1.0000000180025095e-35 20 5.5000000000000009 17.500000000000004 21 1.0000000180025095e-35 22 23 35.500000000000007 9.5000000000000018
decision_type=9 1 9 2 2 9 1 2 1 1 9 9 1 9 9 1 1 2 1 1 2 9 1 2 2 9 2 2 9 2 9 2 2 9 2 1 9 2 2
left_child=2 30 3 4 8 15 17 -8 12 11 -11 -10 13 -1 -14 19 -17 -7 20 -6 24 31 -5 37 25 -4 28 33 29 -20 -2 32 35 -28 -29 -3 -36 -24 -32
right_child=1 21 18 22 5 6 7 -9 9 10 -12 -13 14 -15 -16 16 -18 -19 26 -21 -22 -23 23 -25 -26 -27 27 34 -30 -31 38 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=0 0 0.026324418435578797 0 0 0.0088071162183851383 0.017631853944347447 0.00027609828483005116 -0.023653138281586238 0.0052864815419918073 0.0080271457204199037 -0.0054099638398113839 -0.013851496992799596 0.0055926247787007541 -0.018281447854787358 0.00024486739576428887 -0.00020526675549037768 0.027765999184726522 -0.0016753529023057761 0 -0.010295438613860496 0 0 0 0 0 0.025456766475873194 0 0 -0.0010173145706370711 0.017581011560705299 -0.0097005421267354168 0 0 -0.013949122317738783 0.0065871740675929784 0 0 -0.025128117391567506 0
leaf_weight=784.14614243589313 1.8124542064615523 43.55841087870067 5.8089239718392491 3.3328133698378224 25.819574601831846 15.033427440474044 8.8560570845147577 40.629218231522827 48.30553951481852 370.58163895544567 615.03463866183301 342.26325380666094 687.65074378756981 181.41409570258838 3654.7532776674707 7.0513822556240484 75.206102223630296 4.5734297011658773 11.679970566648992 16.692507932020817 11.895158048777374 12.637377574515993 1.0189906929736121 0.8756823138683093 2.6257616591174147 31.349316824867856 0.79555985191836953 2.3968097851029588 6.4614576752064741 16.619747794757131 14.10425536549883 1.2653216721373599 0.29989465844118868 20.135476846422542 2.1917215452413075 0.15092600067146023 1.0056076531764122 24.725012371258345 0.7513075712486178
leaf_count=376527 950 6847 2039 1410 5343 6880 2909 18864 21198 190456 223659 144072 342979 129758 1319684 1987 16313 1965 2268 4446 3956 5593 509 471 485 5084 377 460 2819 3084 3504 442 55 4113 354 46 463 11582 190
internal_value=0 0.0115726 -0.000140409 -0.000384605 -0.00019831 0.00882808 -0.00571787 -0.0151966 -0.000543061 -0.00337245 0 -0.0105165 0.000155164 -0.00412147 0.0012035 0.0176006 0.0236317 0.00731627 0.00964119 0 0.0160177 0.0173198 -0.016654 -0.0189859 0.0224347 0.0243197 0 -0.00680785 0.00455033 0.00939902 -0.00327442 0.0218594 0.0255492 -0.0141091 0.000948898 0.026065 0.00533595 -0.0247049 -0.00736506
internal_weight=0 74.5799 7020.93 6907.96 6878.01 193.862 69.0921 49.4853 6684.15 1376.19 985.616 390.569 5307.96 965.56 4342.4 124.77 82.2575 19.6069 112.966 42.5121 51.6792 57.9119 29.9525 26.6197 39.784 37.1582 61.2864 26.5252 34.7612 28.2997 16.668 45.2746 44.0092 20.931 5.59414 43.7093 3.19733 25.744 14.8556
internal_count=2864141 17627 2846514 2821012 2807040 58707 30618 21773 2748333 579385 414115 165270 2168948 506285 1662663 28089 18300 8845 25502 9789 11564 12983 13972 12562 7608 7123 13938 5767 8171 5352 4644 7390 6948 4490 1277 6893 817 12091 3694
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=1 321 1 533492 43 5 112 9812272 2375810 13 23100517 14685707 51 4 616 2 788170 12 800808 8921426 262920 532480 1 8391744
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=22
split_feature=10 3 0 0 1 2 0 2 8 2 0 0 2 1 2 3 3 1 6 3 0 1 1 2 4 3 0 8 2 0 1 1 3 3 0 2 11 3 2
split_gain=1.4576 2.52424 1.50879 1.47837 2.70819 2.31528 2.02458 2.37909 1.47615 1.5752 1.28226 1.16398 0.888786 6.74098 4.35621 2.90021 2.17134 2.11533 4.91127 2.28777 1.98333 1.91795 1.0367 2.91651 1.39735 0.782548 0.763331 0.694928 1.53778 0.692232 0.673512 0.580357 0.537068 0.509099 0.460435 0.455659 0.439368 0.35701 0.348257
threshold=0 1.0000000180025095e-35 1.5000000000000002 8.5000000000000018 1 2 22.500000000000004 3 4 5 13.500000000000002 1.0000000180025095e-35 6 7 8 6.5000000000000009 11.500000000000002 9 10 1.0000000180025095e-35 3.5000000000000004 11 12 13 14 1.0000000180025095e-35 14.500000000000002 15 16 7.5000000000000009 17 18 5.5000000000000009 8.5000000000000018 35.500000000000007 19 20 10.500000000000002 21
decision_type=1 2 2 2 1 9 2 9 1 9 2 2 9 1 9 2 2 1 1 2 2 1 1 9 1 2 2 1 9 2 1 1 2 2 2 9 9 2 9
left_child=3 11 -3 8 5 33 7 27 9 31 37 -2 15 14 -14 17 21 18 -10 -19 -16 -17 24 -24 -15 -7 -27 35 -29 -13 -11 -1 -32 34 -5 -6 -4 -9 -8
right_child=1 2 36 4 6 25 38 10 12 30 -12 29 13 22 20 16 -18 19 -20 -21 -22 -23 23 -25 -26 26 -28 28 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.012724551696195397 -0.0035925240492577859 0 -0.029846536323959595 0.017555021743371181 0 0.0072776585705208886 -0.019821313640831281 -0.021755538085324606 0.010027628809662986 0 0 0.02310734312973485 0.0026379592938882992 0.0058853258575733867 -0.034041016395547283 0.029984623921853609 -0.0041727401836333207 0.0017067659810082994 -0.0035381293743437744 -0.0039982294544814298 0 0 -0.00844798792477937 0.00081232342601415006 -0.0034364599023242065 0 -0.014283970967073043 -0.01105505115809001 0.012849491661684649 0 -0.022246996351085985 -0.00050812629749274725 0 0 0 0.014880673271211446 0 0 0
leaf_weight=5.2388509873562725 5.2573397249216205 17.061092266056221 34.107062079143361 218.92385365170776 14.268816735188009 23.977757353452034 24.730867105594371 31.262122735526649 605.66371832229197 22.053959625714924 14.235314823279621 7.3540332409902458 40.849322929825576 534.26102675811126 97.311294196086237 40.685832483228296 6.5089114891015916 1426.4998924121028 397.24180204742879 1268.6271776325448 11.801177308094337 28.146303151792381 393.23574973786162 1382.0611085211713 158.38627587769588 42.290646320543601 31.781439145997865 28.367181483539753 2.5315193335409303 1.5132201178930698 68.844951754072099 6.2312295170268026 4.18875034834491 1.4336946406983759 10.438627359166274 81.015161255374551 0.28997402644017611 0.16954916773829509 4.5705384695029379
leaf_count=2655 2796 8679 15271 51992 4449 7952 9264 13907 193659 9731 6135 3632 28615 280034 87404 16803 2810 365716 128932 460498 5263 11977 202680 762143 80220 18396 14103 7656 1315 658 33052 3016 1922 528 4826 13283 110 81 2164
internal_value=0 -0.0121979 -0.021492 0.000224707 0.00517267 0.0104492 -0.0027264 0.00090865 -0.000154834 -0.0100876 -0.0113992 0.00645417 2.60729e-05 -0.00132915 -0.0194852 0.00104905 0.0175068 0.000497919 0.00437486 -0.000879778 -0.0282653 0.0232366 0 -0.00121457 0.00323959 -0.00019204 -0.00691197 0.00878518 0 0.0183046 -0.0150315 0.00489902 -0.0187404 0.0154384 0.016674 0.0123388 -0.0286108 -0.0203441 -0.0192387
internal_weight=0 65.5827 51.4581 7027.83 529.997 328.846 201.151 171.85 6497.84 106.558 45.667 14.1246 6391.28 2617.91 149.962 3773.37 75.341 3698.03 1002.91 2695.13 109.112 68.8321 2467.94 1775.3 692.647 98.0498 74.0721 126.183 30.8987 8.86725 95.0877 11.4701 73.0337 230.796 229.362 95.284 34.397 31.4317 29.3014
internal_count=2864327 31146 24060 2833181 156051 97797 58254 46826 2677130 50376 20123 7086 2626754 1446359 121282 1180395 31590 1148805 322591 826214 92667 28780 1325077 964823 360254 40451 32499 26703 8971 4290 44705 5671 34974 57346 56818 17732 15381 13988 11428
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=1 372 10756856 10231400 8 8917122 5352512 3 19665056 519 2 422 592 11272324 2 1 8915552 769 402 1310760 1 9178850
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=25
split_feature=10 3 0 9 3 0 2 1 2 1 4 3 1 3 3 11 2 3 2 1 6 6 1 0 0 11 1 3 4 0 0 0 11 2 2 11 2 1 2
split_gain=1.23738 2.32587 1.44791 1.20068 1.50671 1.22518 2.66033 4.63627 2.32685 5.37196 3.14235 5.83888 2.22765 2.14608 2.09378 2.02581 1.84892 2.83212 1.70738 1.50765 2.07862 1.8859 1.47569 1.28324 1.11375 1.04419 0.98084 0.98061 0.690063 0.687054 1.16206 0.684789 0.68101 0.644717 0.634689 0.436094 0.364374 0.354346 0.521765
threshold=0 1.0000000180025095e-35 1.5000000000000002 1 1.0000000180025095e-35 2.5000000000000004 2 3 4 5 6 1.0000000180025095e-35 7 7.5000000000000009 4.5000000000000009 8 9 1.5000000000000002 10 11 12 13 14 13.500000000000002 1.0000000180025095e-35 15 16 5.5000000000000009 17 6.5000000000000009 3.5000000000000004 7.5000000000000009 18 19 20 21 22 23 24
decision_type=1 2 2 9 2 2 9 1 9 1 1 2 1 2 2 9 9 2 9 1 1 1 1 2 2 9 1 2 1 2 2 2 9 9 9 9 9 1 9
left_child=3 24 -3 5 33 8 7 29 9 10 11 -1 18 -12 25 19 17 -14 22 21 -21 -10 -8 32 -2 -11 -17 -18 -20 30 -7 36 -9 -5 -28 -4 -26 -6 -39
right_child=1 2 35 4 37 6 12 23 15 14 13 -13 16 -15 -16 26 27 -19 28 20 -22 -23 -24 -25 31 -27 34 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.0077191208718646286 -0.0034689370419605328 0 -0.028844175080833534 0.022417421488504771 0.0036954723789946286 0 -0.00083088415393546946 0.029980095577867183 -0.0010220578852231279 -0.021743440124331506 -0.018711337098349278 0.013778733405195498 -0.025157838145311195 0.0050954980884575915 0 0 -0.0020493174338410626 0 -0.0025041365262507696 0.00013330973430301029 -0.0064956838421251373 0.0046786085591544839 0.0089196908081084145 0 0.022371655061703983 0 0.022779052499618212 0.010539946874967137 0.006512212936542458 0.0024599960681637219 -0.017761947115111327 0 0 0 0 0 0 0 -0.012464835435189427
leaf_weight=185.5070769270169 5.2122779079945749 16.958091807144228 33.20590443717083 27.087726215831935 18.551923148101196 21.043971110804705 138.21408723213244 89.142908847017679 1176.4441938370001 213.99221902841236 95.422365758196975 251.05473216914834 60.780339360047947 14.708411142783005 31.418252722243778 10.63934213257744 632.73907865783258 46.074709004446049 443.8038688130473 1075.4523213698121 710.67981358160614 994.72184412533534 543.37897990588681 12.62984840935678 5.7518033187370747 3.9443530665012068 37.891311428364133 35.011284012405667 65.689129621430766 29.488834405725356 30.747714018682018 1.534182008472271 1.878790994756854 7.7129087489447548 4.0809700256213537 0.26325189467752252 1.7370527957100401 7.2976014451705851 14.641556881309954
leaf_count=93794 2787 8708 14855 2327 4645 10168 26420 43310 426006 137895 49907 121204 34842 7938 11508 1884 180301 23307 192636 535746 341702 378725 107629 5720 2865 1956 7101 13883 31683 13466 14628 659 873 2886 2012 105 813 3214 4237
internal_value=0 -0.0113435 -0.0204839 0.000165391 0.0107642 0 0.00197275 0.0123567 -0.000882398 -0.00568552 0 0.00409175 0.000609463 -0.0129808 -0.0167386 4.59584e-05 -0.00327738 -0.0135972 0.00340526 -0.000201299 -0.00238967 0.00147489 0.00659026 0.023798 0.00618643 -0.0205704 0.0156003 -0.000526947 -0.000479208 -0.00279681 -0.00960416 0.0178307 0.0287851 0.020513 0.0191029 -0.0275649 0.0226629 0 -0.00665575
internal_weight=0 64.6626 50.4272 7031.87 75.2917 6956.58 2150.62 184.932 4805.96 796.047 546.693 436.562 1965.69 110.131 249.355 4009.91 774.605 106.855 1191.09 3957.3 1786.13 2171.17 681.593 103.652 14.2353 217.937 52.6116 667.75 509.493 81.2805 51.7917 9.02304 91.0217 34.8006 41.9723 33.4692 7.48886 40.4911 21.9392
internal_count=2864345 30792 23668 2833553 17309 2816244 698866 88165 2117378 424202 272843 214998 610701 57845 151359 1693176 252333 58149 358368 1682179 877448 804731 134049 49903 7124 139851 10997 194184 224319 38262 24796 4337 44183 5213 9113 14960 3678 12096 7451
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=1 1 2438148 353 20776485 913 2 872 1 13123594 8912976 418 2 2 32 1 258 2 1 9176904 10704 1 8388802 184 788490
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=29
split_feature=9 3 3 7 2 1 2 5 2 5 1 2 0 8 2 3 2 1 2 0 11 1 6 2 1 0 3 3 8 8 11 1 0 1 0 2 4 1 2
split_gain=1.08987 1.3961 1.29658 3.85687 5.07139 3.63467 3.40815 3.00991 6.70619 2.83207 5.65965 2.67191 2.55824 2.86716 2.55615 2.28249 2.21229 2.0417 2.34931 3.15756 2.33234 1.64963 2.83082 1.28866 1.27899 0.927605 0.769235 0.696347 0.691579 0.670259 0.613133 0.602736 0.594033 0.573822 0.552189 0.529798 0.41847 0.368751 0.489631
threshold=0 1.0000000180025095e-35 2.5000000000000004 1 2 3 4 5 6 7 8 9 1.0000000180025095e-35 10 11 1.5000000000000002 12 13 14 1.5000000000000002 15 16 17 18 19 7.5000000000000009 1.5000000000000002 8.5000000000000018 20 21 22 23 19.500000000000004 24 12.500000000000002 25 26 27 28
decision_type=9 2 2 1 9 1 9 1 9 1 1 9 2 1 9 2 9 1 9 2 9 1 1 9 1 2 2 2 1 1 9 1 2 1 2 9 1 1 9
left_child=2 30 7 5 -5 11 -7 16 -9 14 -11 -4 24 15 -8 -14 21 18 29 -20 23 22 34 -19 36 -22 32 28 -13 -18 35 -6 -23 -15 -1 -2 -10 -3 -39
right_child=1 37 3 4 31 6 9 8 12 10 -12 27 13 33 -16 -17 17 20 19 -21 25 26 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.010874569800155751 0.02493893416377603 0.0037277617913384258 -0.0042229024492773442 0.03507552163532892 0.0028708401694884271 -0.01828078708707 -0.0071753263775886202 -0.021001038602153747 0.011154545965434449 0.018346500645706386 -0.0015589857323066315 0.023871445553312744 0 0 0.0016913334176101931 0.02328699644779493 0.012846875701325842 0.00040319247343125858 -0.0024086198129407805 -0.020782565286816532 0.019885887319709611 0.014606984008285973 -0.014378682086468812 -0.0041485426154500267 -0.014121956630476383 0 0 0 0 -0.00060792593971585888 0 -0.0094139905815336881 0 -0.015738612799052084 0 0 0 0 -0.012230947041314631
leaf_weight=88.946999218591372 18.080951034557074 18.531654014077503 26.812182301575376 37.646383640618296 14.423112997072165 62.773158909389167 521.24740690576436 191.57469431670324 6.882554183670436 194.70248607327812 296.98604384694772 105.1285678935019 74.374261601376929 3.5309466720791534 660.20588684462564 85.139183205610607 39.723846215500089 2856.1590142699642 339.86488595345145 138.28149158583983 50.359912335523404 205.35129232661711 65.663864932153956 729.12402492181718 74.084646965937281 10.467146741983013 51.859900331270183 3.2034780358371782 9.5223067610495473 5.2713025171251493 13.443669748841783 28.414222496561706 4.7650930614327072 15.770069544523723 3.690565676719415 3.8266899919253801 19.597680253398725 6.4085440806811675 15.634619891061449
leaf_count=41757 1903 4661 16150 15539 6675 53641 201966 118114 4697 103643 132236 57503 36374 1642 313735 33648 19226 846177 159766 39568 8363 99139 30982 386542 43093 1491 28444 1393 5823 2426 1374 14381 1856 7412 1335 1942 12395 2873 4617
internal_value=0 0.0100661 -0.000153225 0.00195998 0.0202353 0.000715366 -0.000529875 -0.0010378 -0.00841265 0.000372276 0.00667182 0.0141215 0.00109261 0.00866286 -0.00209901 0.0137331 -0.000166373 -0.000946705 -0.0065552 -0.00904799 0 0.00633608 -0.00026158 -0.000476597 -0.00888427 0.01574 0.0108228 0.020208 0.0228892 0.00819671 0.0194388 -0.00226722 0.013579 -0.0106407 0.00834694 0.0243691 0.00227323 0 -0.00680624
internal_weight=0 75.9261 7021.55 1961.07 80.4837 1880.58 1735.91 5060.48 470.954 1673.14 491.689 144.667 279.379 178.814 1181.45 159.513 4589.53 4169.25 523.142 478.146 3646.11 420.278 158.301 3585.28 100.565 60.8271 261.976 117.854 114.651 44.9951 35.3513 42.8373 210.116 19.301 92.6376 21.9076 26.4802 40.5748 22.0432
internal_count=2864502 17370 2847132 922685 36595 886090 805221 1924447 257375 751580 235879 80869 139261 79076 515701 70022 1667072 1463559 220986 199334 1242573 203513 74074 1232719 60185 9854 129439 64719 63326 21652 5219 21056 100995 9054 43092 3845 17092 12151 7490
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=1 1 8917716 6 4214788 2 11347858 2 896 12912393 3 1856 4732164 6 2224 1 657 2 2411074 35 3 3 1 296 545 790096 2 184 786442
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=22
split_feature=10 3 0 0 0 2 1 2 2 3 0 0 8 8 1 2 0 2 2 1 3 2 0 0 1 4 3 2 11 2 1 8 1 0 0 0 3 0 11
split_gain=1.08614 2.13377 1.25625 1.12205 2.4741 2.01393 1.72542 2.89323 1.65117 1.43176 1.39548 1.35213 1.50582 1.28405 1.59946 1.66631 1.06019 0.819904 0.756989 3.35357 1.91961 2.13216 1.35004 1.93788 1.85654 1.31681 5.91471 1.91654 1.16248 1.15883 0.973615 0.907043 0.677423 0.657714 0.640012 0.489143 0.486404 0.517774 0.406012
threshold=0 1.0000000180025095e-35 1.5000000000000002 8.5000000000000018 20.500000000000004 1 2 3 4 2.5000000000000004 16.500000000000004 13.500000000000002 5 6 7 8 1.0000000180025095e-35 9 10 11 6.5000000000000009 12 3.5000000000000004 1.5000000000000002 13 14 1.5000000000000002 15 16 17 18 19 20 9.5000000000000018 7.5000000000000009 16.500000000000004 2.5000000000000004 13.500000000000002 21
decision_type=1 2 2 2 2 9 1 9 9 2 2 2 1 1 1 9 2 9 9 1 2 9 2 2 1 1 2 9 9 9 1 1 1 2 2 2 2 2 9
left_child=3 16 -3 13 6 9 8 33 10 32 -5 12 -9 14 15 -1 -2 -16 19 28 25 30 23 -21 -24 27 -27 -20 29 -15 -22 -23 -6 -8 -18 -35 -10 -38 -4
right_child=1 2 38 4 5 -7 7 11 36 -11 -12 -13 -14 18 17 -17 34 -19 20 22 21 31 24 -25 -26 26 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 37 -39 -40
leaf_value=0.015965905568439971 -0.0033926745471735686 0 -0.027540670291411651 0.019591567625555056 0 0.0081060847376427866 0 0.003202914492233205 0.0035191850709781697 0.00063534860212880774 0 0.00027510105180508115 -0.01971152019955515 0 0 -0.0068361233037223862 0.021900764992255989 -0.024873050577853412 -0.010511763117077327 -0.0012061815602622174 0 0.0071692600367625446 0.0027994382756417577 0.0085839845468476603 -0.013444935839794321 -0.031514894240276335 -0.00059817775196857777 0.0014194624310667461 0 -0.023969456012222858 0.020943436329666689 -0.0081610164019887705 -0.020578765038364668 0.022546707216283806 0 0 -0.014410129700879246 0 0
leaf_weight=13.453267384982608 5.1845454827416679 17.162666554708267 32.071098806743976 183.13704340250115 3.6667798373382539 17.324339183600387 9.9515577312558872 5.5107805560110137 56.770958762150258 10.694222111545967 27.076826586577226 31.551461391529301 67.606896195269655 13.879950835413183 37.99103479522455 27.531804813916096 7.7227037169504893 26.536477478810411 95.092268927328405 617.46870127846341 16.763349841639865 14.107452593831113 64.977888320587226 245.16211863557692 122.6676547162424 38.593917885140399 914.65833258313796 4025.3876837697244 6.7406226668681475 74.401154720821069 85.512796724491636 55.746148883496062 67.816396189547959 28.673325787938666 1.4866113953175952 5.554900291026569 13.183586909377484 5.0359442771878085 0.28264999325619911
leaf_count=7174 2781 8814 14562 42578 1266 8020 3378 1899 21132 3918 6508 8306 17406 10238 15869 10851 3708 16587 42910 369150 6493 7260 31028 139458 65806 19757 449135 1346995 3027 68363 37081 30243 23500 9731 651 1933 5048 1836 108
internal_value=0 -0.0106324 -0.0195713 0.000186302 0.00448539 -0.00691846 0.00802434 0 0.012039 -0.0135919 0.0161352 -0.00938967 -0.0162468 -0.0001398 -0.00943886 0.00113322 0.00580592 -0.0168879 2.5041e-05 -0.00220841 0.000582435 0.0101661 -1.11481e-05 0.00143511 -0.00732005 0.000141818 -0.00307836 0.000975937 -0.0170748 -0.0213943 0.0172084 -0.00085091 -0.0195745 0.0138628 0.0172693 0.0197036 0 -0.00886491 -0.0262666
internal_weight=0 63.9103 49.5164 7030.23 533.555 99.5017 434.053 148.849 285.204 82.1774 210.214 104.669 73.1177 6496.67 105.513 40.9851 14.3939 64.5275 6391.16 1145.3 5245.86 172.13 1050.28 862.631 187.646 5073.73 953.252 4120.48 95.0217 88.2811 102.276 69.8536 71.4832 44.1798 9.20932 34.2282 74.9905 18.2195 32.3537
internal_count=2864508 30624 23484 2833884 156459 36704 119755 42653 77102 28684 49086 27611 19305 2677425 50481 18025 7140 32456 2626944 687070 1939874 81077 605442 508608 96834 1858797 468892 1389905 81628 78601 43574 37503 24766 15042 4359 11664 28016 6884 14670
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=1 9965166 376 3415596 9184090 4 8 912 8942780 4301123 17584671 3 2106464 616 2 128 1 266240 544 2 4 1
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=31
split_feature=9 1 3 7 2 1 2 5 2 4 1 0 0 2 2 1 2 5 1 11 2 0 3 2 1 3 1 7 2 3 2 4 0 2 5 8 8 1 2
split_gain=1.02531 1.32456 1.05654 3.55797 4.13037 3.05432 2.8921 2.54798 5.69647 3.97226 6.56607 5.89775 3.65203 2.24422 2.01486 2.13876 1.78701 2.34878 1.61987 2.09746 2.03656 3.08294 1.54817 6.44103 3.8615 1.45599 1.41478 1.41387 1.19433 1.08668 0.890328 0.833896 0.757022 0.733775 0.671665 0.609518 0.583764 0.561728 0.494869
threshold=0 1 2.5000000000000004 2 3 4 5 6 7 8 9 2.5000000000000004 10.500000000000002 10 11 12 13 14 15 16 17 1.5000000000000002 3.5000000000000004 18 19 1.5000000000000002 20 21 22 1.0000000180025095e-35 23 24 7.5000000000000009 25 26 27 28 29 30
decision_type=9 1 2 1 9 1 9 1 9 1 1 2 2 9 9 1 9 1 1 9 9 2 2 9 1 2 1 1 9 2 9 1 2 9 1 1 1 1 9
left_child=2 -2 7 5 -5 13 22 14 29 10 25 38 -12 -4 15 30 -8 -18 20 28 35 -22 23 -7 -24 -10 -13 31 -20 -9 -1 -17 -21 -3 -15 -16 -36 -6 -11
right_child=1 33 3 4 37 6 16 8 9 11 12 26 -14 34 18 27 17 -19 19 32 21 -23 24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=0.0012904543581875321 -0.0030519348685738978 0.018998441906855831 -0.0032857513725745311 0.032200635721047165 0.0033236993565408605 -0.0015969932445422852 -0.017049316809987142 0 -0.019342476051783051 0 0.035146671412134713 -0.0009890120555769179 -0.0035075131030271652 0.024559201063823168 0.011904354704477252 0.012809013224303781 -0.0052693333517512438 0.0045460320231170337 9.8167855424440969e-05 0.018427635128506283 -0.0019829521005352907 -0.020529965682687994 -0.010780090819036815 0.028397210280035723 0.0074757680559802489 0.0021541597175003791 0.022173376534667888 -0.0042036262547830439 -0.0048732014719785654 -0.025012370577316825 -0.0097334876833643693 0 0 0 0.0080601684565433616 -0.00051648811334325151 -0.0050780293973951432 -0.0087496288675630723 -0.018330060560227856
leaf_weight=133.51705901193782 16.53235631500138 50.583879450277891 29.263965452271805 39.327705446907203 14.184726783598306 142.76426534588973 61.248166360950563 18.937983747040562 34.457342071909807 12.870044178249371 72.077461824075726 11.504162090423051 8.3399168361793254 76.610825434749131 40.39428121419769 332.22665638627223 746.48739459198259 299.67347403142776 2949.7175168862086 50.482308042061049 330.10049857874401 127.72255635688634 144.76621597461053 75.203413349197945 266.74715904906043 11.110796810055033 25.469469852992916 20.089176536173909 515.52800930602098 133.97184243525408 60.739160569508385 12.628092235805523 10.223598188720642 9.0922570939292182 29.371521715715062 5.2296827529571592 11.609637999150435 27.916745819733478 138.7018941620554
leaf_count=68757 4321 9211 17314 16072 6668 66080 53282 10549 21493 12581 36802 4593 3529 43169 19248 158363 315058 139121 906170 7918 151014 36563 68019 35818 129758 6421 10612 9853 263727 81671 32863 7402 1348 3698 15178 2394 5653 14229 68014
internal_value=0 0.00974911 -0.00014994 0.00174917 0.0192073 0.000548476 -0.000584235 -0.000953031 -0.0077656 0 0.0127896 -0.00806276 0.0261856 0.0127786 -0.000148146 0.00518878 -0.0037642 -0.00211098 -0.00100588 -0.000133184 -0.00610624 -0.00854139 0.00445264 0.0108062 3.11208e-06 -0.0100295 0.0164354 0.00954638 -0.000604737 -0.0212319 -0.00194927 0.0116747 0.0147596 0.0151287 0.0184993 0.00740075 0 -0.00139038 -0.0174191
internal_weight=0 76.2085 7021.21 1965.18 81.4292 1883.75 1736.89 5056.04 467.441 314.531 125.986 188.546 80.4174 146.856 4588.6 559.2 1107.41 1046.16 4029.4 3525.95 503.447 457.823 629.481 217.968 411.513 45.5681 36.9736 364.944 3465.25 152.91 194.256 344.855 60.7059 59.6761 117.592 45.624 40.9812 42.1015 151.572
internal_count=2864534 17230 2847304 925419 36969 888450 807136 1921885 256265 164045 68245 95800 40331 81314 1665620 277238 507461 454179 1388382 1179163 209219 187577 299675 101898 197777 27914 15205 175618 1169897 92220 101620 165765 9266 12909 64000 21642 20831 20897 80595
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 31
cat_threshold=1 321 1 8917716 6 12394666 2 2959250 2 60 13436681 6829316 273 4214788 2 6 1 2224 8234 161 645 1 281170 525568 2 788186 2 3 9 296 4214792
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=25
split_feature=0 0 3 2 2 3 1 1 8 8 2 3 3 0 2 1 1 7 2 1 2 3 2 1 3 0 2 1 3 8 7 9 3 1 0 0 1 6 1
split_gain=0.959159 1.95912 2.31501 5.25146 4.50567 3.82191 2.07512 1.39249 1.05775 0.940746 2.80019 4.36039 3.81861 3.68039 3.45831 2.97717 2.38915 2.02372 2.54149 1.9723 3.52903 2.21095 1.80767 2.09707 2.18731 1.79281 1.92948 1.62484 1.64674 1.49165 1.71075 1.43625 1.22633 1.21657 1.16574 0.961174 0.826274 0.589062 0.559969
threshold=36.500000000000007 12.500000000000002 1.5000000000000002 0 1 1.0000000180025095e-35 2 3 4 5 6 1.5000000000000002 3.5000000000000004 3.5000000000000004 7 8 9 10 11 12 13 2.5000000000000004 14 15 4.5000000000000009 9.5000000000000018 16 17 1.0000000180025095e-35 18 19 20 5.5000000000000009 21 1.0000000180025095e-35 5.5000000000000009 22 23 24
decision_type=2 2 2 9 9 2 1 1 1 1 9 2 2 2 9 1 1 1 9 1 9 2 9 1 2 2 9 1 2 1 1 9 2 1 2 2 1 1 1
left_child=1 9 4 7 5 -3 -6 -4 -8 19 11 13 14 16 -13 -14 -11 27 33 20 21 31 23 34 -25 36 -27 37 -29 30 -22 -1 -23 -19 -21 -31 -24 -12 -2
right_child=38 2 3 -5 6 -7 8 -9 -10 10 17 12 15 -15 -16 -17 -18 18 -20 22 29 32 25 24 -26 26 -28 28 -30 35 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.024241916707257585 0 0.0055913687618818209 0.0070593391277996159 0.034857917468081902 -0.0042325619629856722 -0.027708491223754357 0 -0.014068383874640903 0.022236132118582899 -0.011090961649858498 0.0080954014809379183 0.0098548161007891832 -0.0076657865133127837 0.029205274198843195 -0.020726702247129233 0.015824216123466 0.0087010240265154234 0 -0.010347932226904236 -0.0024571522062016935 0.017456469785367839 0.0075740362442151725 0.0059863856585584199 -0.0069203037184975965 0.0048081646672336635 -0.0036255956296883923 0.020858557790772218 -0.0030493371188811285 -0.014416037473954403 -0.00020158672135621035 -0.0038912298125235896 0 -0.013578415228800836 0.022720223695473975 0.0051991452875975635 -0.011478405260683385 0.0011823105116406318 -0.0026125002178191098 -0.015144969836658704
leaf_weight=117.7988527585112 1.4026383716263808 24.845042975968681 5.7024058458628133 37.041440151137067 18.300496722222306 48.752866911818273 8.5697617516852915 27.242567276407499 79.288184315868421 42.082961620559217 59.608857736784557 10.970412419177592 50.927418711187784 58.908829950363724 126.3602692244458 74.75803638913203 156.71040362676285 27.306232239672681 16.875876014499227 230.1804857555544 66.076978535893431 49.915924281354819 480.59209244267549 739.24027077338542 146.33308213556302 11.861829079338348 66.732948192802723 346.46830589524325 351.12876679490728 664.79772337593749 15.731371768430106 4.3759406862664028 11.648131015885154 33.195543911802815 512.8119905024505 66.677336986904265 2241.0421291226157 39.711333628292778 25.962029702379372
leaf_count=94699 668 8375 1228 14440 3550 25028 2178 6184 13572 21979 30560 4711 22102 26041 68305 37192 80831 10313 9894 118266 33476 29575 179687 352190 76591 5920 11239 95817 150155 325898 7022 2090 5882 10786 251267 17953 678522 18027 12074
internal_value=0 9.31117e-05 0.00832331 0.0206242 0 -0.0138688 0.0126008 -0.00443301 0.0186807 -0.000199573 -0.0025045 0.00280166 -0.00521087 0.0118102 -0.0158118 0.00526013 0.00219064 -0.0059772 0.00590552 0.000352509 -0.00350253 -0.0146673 0.00131108 -0.00119425 -0.0045113 0.00287006 0.0160069 -0.00773844 -0.00941211 -5.92418e-05 0.00984509 -0.0218263 0 0.0151507 0.00240469 -0.00200883 0.00222172 0.00174633 -0.0128892
internal_weight=0 7070.57 249.743 69.9864 179.756 73.5979 106.158 32.945 87.8579 6820.83 1395.01 520.718 263.016 257.702 137.331 125.685 198.793 874.295 77.3777 5425.82 997.022 183.739 4428.79 1628.57 885.573 2800.23 78.5948 796.917 697.597 813.283 81.8084 122.175 61.5641 60.5018 742.992 731.475 2721.63 99.3202 27.3647
internal_count=2864287 2851545 74555 21852 52703 33403 19300 7412 15750 2776990 586713 261161 132310 128851 73016 59294 102810 325552 30993 2190277 516595 132246 1673682 798314 428781 875368 17159 294559 245972 384349 40498 96789 35457 21099 369533 343851 858209 48587 12742
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=2905152 9526050 18 258 4 5 10336560 1155072 176 88 1 78 13 9274266 18164020 320 138 5 4 1 1 149 528 2 4
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=27
split_feature=9 3 3 7 2 2 1 1 2 2 1 1 2 6 4 4 0 2 2 0 1 5 2 0 1 5 2 3 3 1 0 0 11 2 3 3 3 8 2
split_gain=0.868701 1.19491 0.87956 3.18286 3.62873 2.69957 3.72962 2.49234 2.76745 1.99476 3.33225 1.85473 6.87591 5.01558 3.65328 2.95308 3.29738 2.39052 1.94699 1.75831 1.62006 1.6053 1.5605 1.76211 1.29424 1.23142 1.85355 1.19552 1.15215 1.05581 1.01701 0.625072 0.603216 0.540764 0.488225 0.456507 0.355261 0.345621 0.326145
threshold=0 1.0000000180025095e-35 2.5000000000000004 1 2 3 4 5 6 7 8 9 10 11 12 13 1.0000000180025095e-35 14 15 30.500000000000004 16 17 18 7.5000000000000009 19 20 21 1.5000000000000002 1.5000000000000002 22 1.0000000180025095e-35 11.500000000000002 23 24 1.5000000000000002 10.500000000000002 11.500000000000002 25 26
decision_type=9 2 2 1 9 9 1 1 9 9 1 1 9 1 1 1 2 9 9 2 1 1 9 2 1 1 9 2 2 1 2 2 9 9 2 2 2 1 9
left_child=2 32 11 5 20 6 -4 8 30 10 -9 12 -1 14 17 19 -17 -14 28 22 -5 -10 24 -24 -13 26 -15 -16 -18 -11 -7 35 33 -2 -21 -8 -22 -6 -39
right_child=1 -3 3 4 37 7 31 9 21 29 -12 15 13 25 27 16 18 -19 -20 34 36 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.023829244388741649 0.023304014828634312 0 0.0042144855710553111 0 0.0004627471352543553 -0.0018792323264768607 -0.024702481211804933 0.016176485567335429 -0.010769541602126292 0 -0.0016653574513254403 0.0015340001411289685 -0.013538761550255046 0.0076184224263484831 0 -0.022093872673091642 -0.0020284416931328321 0.0025505870700481981 -0.010196567165375606 -0.020550511139848609 0.044097694114441637 0.00015123461727382118 0.00099156506635771427 0.0086793151731647099 -0.013642315538918157 -0.023944148032468766 -0.0086793981195391456 0.023318904426515713 0.015061600577482643 0.01280783327886232 0.0086475601631604542 0 0 0 0 0 0 0 -0.01180896619339609
leaf_weight=117.49754900221888 18.818033905525226 40.616366784553975 62.639560692725354 17.923725825137808 6.7775935344325262 73.901305777792004 90.785022552052396 83.737446525628911 327.47736393974628 41.517566775582964 561.54979556132457 40.730850954707421 65.227856620884268 36.178018502891064 5.1835942602920104 90.603797773859696 11.840306883372248 671.33368372486439 54.618490634420596 16.524968698911838 30.308097455781539 131.6080435418553 3017.6100437454952 325.84477138017246 86.128296935668914 44.92647317724186 324.50482365371136 73.744539658131544 66.413737326904084 313.35904334797669 196.12006628110248 1.864561699272598 13.641038697096517 3.8737093977397334 2.9846094597596666 1.2041004692437116 0.33308446314185758 9.3970088383939565 17.815317332555427
leaf_count=84466 1907 12017 42840 7914 3325 29695 63784 37195 131167 24441 225642 27843 64161 22289 2866 60185 6268 247074 24517 7195 12194 64932 1018342 86121 38180 26136 135784 40512 28655 172151 95034 789 1375 1927 1466 481 130 4244 9418
internal_value=0 0.00894315 -0.000137468 0.00158861 0.0180071 0.00044252 -0.0104752 0.00181209 -0.00229525 0.00506782 0.00102124 -0.000874424 -0.00401868 -0.0011792 0.00306365 0.000212189 -0.0101079 0.000116969 0 0.00103941 0.028558 -0.00706377 0.00137518 0.00189463 -0.00777207 -0.0100489 -0.00584445 0.0202025 0.00902527 0.0108174 0.00470978 -0.0208502 0.017581 0.0224408 -0.01727 -0.0238069 0.0371749 -0.00273617 -0.00779761
internal_weight=0 76.9491 7020.22 1968.32 82.5548 1885.76 156.493 1729.27 729.107 1000.16 645.287 5051.9 1338.6 1221.1 815.49 3713.3 223.476 736.562 132.873 3489.82 48.5649 459.085 3470.31 3343.45 126.859 405.609 360.683 78.9281 78.254 354.877 270.021 93.8537 36.3328 22.6917 19.5096 91.9891 30.6412 33.9899 27.2123
internal_count=2864662 17226 2847436 925376 37225 888151 107894 780257 320828 459429 262837 1922060 623288 538822 354613 1298772 119625 311235 59440 1179147 20238 196099 1170486 1104463 66023 184209 158073 43378 34923 196592 124729 65054 5209 3834 8661 64265 12324 16987 13662
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=1 1 8917972 4216324 164 673 9512995 272483 6 30 1639170 2 2 2 16520 2110414 325 2 73868 545 2 4461732 10 1 790096 4 10240
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=23
split_feature=10 3 0 0 6 1 2 1 2 2 3 5 2 0 3 2 1 0 2 3 0 7 1 2 2 3 0 0 0 0 5 3 8 8 2 8 3 1 2
split_gain=0.874885 2.00311 1.14855 1.05276 0.897256 9.93488 6.94171 4.38281 5.47389 4.22246 4.08217 6.1734 4.51139 2.90544 2.71604 2.50958 2.50021 2.38438 3.53776 2.25958 2.23314 2.20298 2.19895 2.01127 1.86743 1.6614 2.43796 1.66069 1.21879 1.05503 3.47513 1.68803 0.929906 0.927419 0.78135 0.746865 0.725322 0.67659 0.847315
threshold=0 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1 2 3 4 5 6 1.0000000180025095e-35 7 8 12.500000000000002 1.5000000000000002 9 10 4.5000000000000009 11 1.5000000000000002 3.5000000000000004 12 13 14 15 1.0000000180025095e-35 24.500000000000004 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 16 3.5000000000000004 17 18 19 20 10.500000000000002 21 22
decision_type=1 2 2 2 1 1 9 1 9 9 2 1 9 2 2 9 1 2 9 2 2 1 1 9 9 2 2 2 2 2 1 2 1 1 9 1 2 1 9
left_child=4 3 -3 -2 7 9 17 15 16 19 23 12 -12 14 24 -1 25 28 -19 32 -17 -20 -16 33 -10 -9 -27 36 -7 31 -31 -21 -6 -11 -34 -13 -8 -22 -39
right_child=1 2 -4 -5 5 6 27 8 13 10 11 35 -14 -15 22 20 -18 18 21 29 37 -23 -24 -25 -26 26 -28 -29 -30 30 -32 -33 34 -35 -36 -37 -38 38 -40
leaf_value=0.0031391799138938965 -0.003268973329010794 0 -0.025091215879940218 0.017280569279346968 -0.0022750196314507325 -0.0032076938993452798 -0.023927964843159497 0.0025335450593440955 0 0.016200418890559506 -0.010188900442860645 0.021448455504007275 0.0056938465313380081 0.018516856433639799 0.011876293594549885 -0.006775269968706539 0 0.010400853363055084 -0.026356019386043872 0.0053647868635947008 0.0086130936443957109 0 0 0 -0.0092807726789064515 0.030434618965396829 -0.0019016433739928681 -0.0026745787204657326 0.0052953343401968729 0 0.028881674477071385 -0.0094634694979609559 0 0 -0.017756664344633445 0 0 0.0035130285595909995 -0.0074189723905836395
leaf_weight=529.34800986085611 5.1396018195664501 17.184176400856813 31.376793257237296 9.2049792805337329 250.11526972624415 339.07060431647551 282.71921160980128 71.317852098945878 787.13389395887498 438.17509647569386 362.05523036980594 98.248765257405466 264.29135130386567 69.009808912334847 271.49751937436668 1051.2974637468869 100.30008680184255 13.43213369383011 89.593398087628884 117.01024668762693 74.531942104542395 13.871751224505713 310.57391980255488 75.777775952941738 243.12503562172787 144.65817029529717 3.635241803363896 94.198879837320419 269.82754313638725 101.23785370890982 25.845471097214613 114.57702567217348 9.6587177962355781 48.614012566627935 104.47422980939155 55.49603761092294 3.9258573041006448 131.99508159089601 75.377195670938818
leaf_count=239529 2767 8761 14219 4342 112169 169231 194301 28829 239150 81247 106563 47511 133123 17602 160971 367405 51512 6995 15162 56028 20277 2095 135079 32142 170337 69194 1445 40384 81915 45777 12737 54221 4192 10508 46911 27501 1857 16718 33841
internal_value=0 -0.0096656 -0.018592 0.00592212 9.89999e-05 -0.00109416 -0.00863605 0.00115653 0.00441266 0.00289645 0.00622509 0.00104629 -0.00314455 0.00176459 0.000550506 -0.00220971 0.0157536 -0.00208253 -0.0136055 -0.00289477 -0.00458153 -0.0198958 0.00598794 0.0125886 -0.00232107 0.0212178 0.0277727 -0.0190276 0.000162501 0.00201662 0.00867899 -0.00106856 -0.00835078 0.0147119 -0.0151315 0.0174781 -0.0232925 0.00235559 0
internal_weight=0 62.9056 48.561 14.3446 7036.02 3172.22 1106.64 3863.8 2001.25 2065.58 1342.66 780.091 626.347 1681.34 1612.33 1862.55 319.911 725.795 116.897 722.919 1333.2 103.465 582.071 562.567 1030.26 219.611 148.293 380.844 608.898 358.671 127.083 231.587 364.248 486.789 114.133 153.745 286.645 281.904 207.372
internal_count=2864548 30089 22980 7109 2834459 1282570 511940 1551889 874119 770630 438595 314698 239686 723139 705537 677770 150980 275398 24252 332035 438241 17257 296050 123897 409487 99468 70639 236542 251146 168763 58514 110249 163272 91755 51103 75012 196158 70836 50559
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=1 2 960 17600578 448 13929608 23074854 2 8389320 3738146 568 266242 1 15 9175128 16785472 2 1 3 2097152 9 64 1096
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=24
split_feature=9 1 11 0 8 1 2 0 2 8 1 0 2 1 0 0 3 2 1 2 1 3 3 1 0 0 2 2 0 2 2 0 7 3 10 2 2 3 0
split_gain=0.749393 1.23322 0.779235 1.03299 1.17338 2.31776 1.36356 1.21705 3.10696 1.07154 0.90117 0.861652 1.13168 0.868195 0.859753 0.795511 0.79389 0.725728 0.646372 0.642102 3.85912 1.39064 0.516224 0.481236 0.399077 0.397237 0.338794 0.299567 0.275218 0.25271 0.228691 0.174287 0.132964 0.100506 0.0706731 0.0659085 0.0620332 0.052565 0.0524233
threshold=0 1 2 36.500000000000007 3 4 5 13.500000000000002 6 7 8 2.5000000000000004 9 10 11.500000000000002 4.5000000000000009 1.0000000180025095e-35 11 12 13 14 4.5000000000000009 6.5000000000000009 15 3.5000000000000004 11.500000000000002 16 17 43.500000000000007 18 19 9.5000000000000018 20 11.500000000000002 21 22 23 12.500000000000002 9.5000000000000018
decision_type=9 1 9 2 1 1 9 2 9 1 1 2 9 1 2 2 2 9 1 9 1 2 2 1 2 2 9 9 2 9 9 2 1 2 1 9 9 2 2
left_child=2 30 3 4 5 6 31 19 10 -10 -9 12 23 15 -7 36 -17 24 -5 20 -6 -21 29 -4 33 -8 -15 -18 -28 -20 -2 -1 37 34 -3 -16 -13 -25 -32
right_child=1 17 11 18 7 14 25 8 9 -11 -12 13 -14 26 35 16 27 -19 22 21 -22 -23 -24 32 -26 -27 28 -29 -30 -31 38 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0079707178103095491 0 0.024412172300318405 0 0 -0.02072387863634086 -0.022074007150789901 0.020216817816766076 0.00055703707163400843 0.015577059934024643 -0.00042996114444584631 -0.017955093673167302 0 -0.0018014811297504991 0 0.0038525749223194054 0 0.021568834810013926 0 0 -0.00023021433841388184 -0.00032008876808580438 0.0053029135431553395 0 0.025049371525340831 0 0 -0.016916146520504736 0 0 -0.021277470213411673 -0.0098764231342190461 0 0 0 0 -0.00061488673064053845 -0.0035017594548034147 0 0
leaf_weight=23.160654922015969 1.818096376257017 33.017557487240992 14.586515082337428 1.2046013784129173 64.673991794115864 66.093757582610124 19.058767103713766 4.7468086086446419 152.60160733376688 16.158811647066614 19.695773818952151 1.1612998048076404 7.8568954518123055 2.1170920518925413 3.3037478719779756 9.0785514295566845 7.6129333458375186 8.3151414686581102 1.4955831397674044 4874.2091181852011 1160.5176418390911 464.72887976638594 0.83209621056448568 36.873251168202842 19.17961049178848 1.8652941919863213 22.627188103157103 1.5985470828018131 0.15708839276339759 22.215706554241489 14.181479771388695 2.769096049014478 2.0097429357701904 0.18700030125910316 0.12928519165143271 3.2606581861618897 10.588490139110947 0.09338666987605293 0.74849636584986079
leaf_count=8600 902 7362 2821 546 52697 32879 9902 2516 38956 5285 10855 603 3752 1048 620 1142 1340 3257 742 1831344 602965 209775 453 7373 2191 764 4498 629 63 10324 3299 628 479 57 41 1373 1840 39 177
internal_value=0 0.00828788 -0.000121815 -0.00031529 -0.000160473 -0.00864151 0.00348309 0 0.00729875 0.0128186 -0.0115904 0.0070176 0.0131566 0 -0.0175837 0.00631713 0.01524 0.0137471 -0.0139452 -0.000206098 -0.00225541 0.000222067 -0.0163742 0.0169831 0.017524 0.0148525 -0.00952396 0.0221019 -0.0128376 -0.0218487 -0.00342769 -0.00458606 0.0210599 0.0237897 0.0241566 0 0 0.0248746 -0.00750783
internal_weight=0 77.5767 7018.95 6902.59 6876.84 119.512 46.8538 6757.33 193.203 168.76 24.4426 116.361 61.4198 54.9412 72.6582 30.0398 18.29 60.8286 25.748 6564.13 1225.19 5338.94 24.5434 53.5629 52.5135 20.9241 24.9014 9.21148 22.7843 23.7113 16.7481 25.9298 38.9764 33.3338 33.1468 6.56441 11.7498 36.9666 14.93
internal_count=2864137 17286 2846851 2821224 2809159 54766 19894 2754393 57612 44241 13371 25627 14464 11163 34872 5554 3111 12908 12065 2696781 655662 2041119 11519 10712 9651 10666 5609 1969 4561 11066 4378 9228 7891 7460 7403 1993 2443 7412 3476
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=1 321 1 8 912 1312578 3493890 3 34 8924624 866 9176794 4 17564053 3 774 10486784 789360 2097288 262920 1 1 263112 8450
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=21
split_feature=10 3 0 0 6 1 2 1 2 2 3 2 7 3 2 0 2 1 2 1 1 0 0 0 2 3 0 2 3 8 0 4 3 3 0 8 3 0 8
split_gain=0.799486 1.77047 1.00244 0.979666 0.842611 8.13303 5.89596 3.6362 4.07645 3.46634 3.71964 3.28721 2.5797 4.35714 3.56474 2.48805 2.36149 2.14439 2.07817 5.95279 2.15545 1.81979 1.56517 1.79154 1.48976 1.32543 1.64768 1.6457 1.3716 1.21943 1.10013 1.25517 1.84716 1.26443 1.06357 1.036 1.00309 0.773617 0.710454
threshold=0 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1 2 3 4 5 6 1.0000000180025095e-35 7 8 1.0000000180025095e-35 9 7.5000000000000009 10 11 12 13 14 3.5000000000000004 1.0000000180025095e-35 24.500000000000004 15 1.5000000000000002 3.5000000000000004 16 7.5000000000000009 17 14.500000000000002 18 1.5000000000000002 4.5000000000000009 7.5000000000000009 19 2.5000000000000004 85.500000000000014 20
decision_type=1 2 2 2 1 1 9 1 9 9 2 9 1 2 9 2 9 1 9 1 1 2 2 2 9 2 2 9 2 1 2 1 2 2 2 1 2 2 1
left_child=4 3 -3 -2 7 9 15 16 17 10 24 29 18 -14 -15 -7 -1 22 19 -10 -20 -18 -9 -24 -6 27 28 -11 -27 -12 31 32 -8 -33 -28 -29 -13 -32 -26
right_child=1 2 -4 -5 5 6 30 8 12 25 11 36 13 14 -16 -17 21 -19 20 -21 -22 -23 23 -25 38 26 34 35 -30 -31 37 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0032878732800242652 -0.0033953715755551221 0 -0.023879421926860784 0.01632185908822447 0 -0.025913112827294388 -0.0021585188758970306 0.0010079369032309886 0.0090293986433144409 0.0039008775588656678 0.0058995608400400287 0 -8.5316076587203763e-05 0.037890786377121378 -0.001376476059961499 0 -0.0062160066499236675 0 -0.0029477826682314436 -0.017546058791652854 0.0051711876928269077 0.001949719283322032 0.026880591096262244 0 0.01471805638395482 -0.0051609348309316315 0.016463745845257852 -0.0026260151299724523 0.012325090068227995 -0.0054720937303559276 -0.021653810714111182 -0.012545157820887252 0.01126809885343707 0.0011558384407857536 0 -0.017178987878769324 0.014974003126627472 0 0
leaf_weight=528.52392075766693 5.1856170780956736 17.331813236523885 30.40132558667392 9.5273782095755433 60.619980068178847 192.62976358520245 564.34054553190072 68.956684126169421 95.711598207490169 65.792385589229525 58.989278829525574 91.248503134789644 72.711434523880598 36.772555525865755 18.7973517134742 25.943583192987717 1044.9019728078201 101.02313287113066 433.92733353328367 166.04005731731741 856.98934603615635 283.11489911953686 151.06423308467492 4.8463364053750402 444.22372399558662 266.01964492403204 66.898385068765492 218.34774444084906 17.169437255477533 465.76765147463448 24.680850195814859 152.77558531117393 93.670299959529075 42.086676510123652 26.953158781921957 102.26725095124857 139.44489956203324 1.1567050520097826 48.42661342700012
leaf_count=240106 2795 8824 13813 4413 26079 150793 207926 32952 80164 30280 22616 42381 25224 13584 11596 11544 365492 51836 162116 124209 306965 70896 66650 1977 82377 128506 30520 96564 8368 164946 7329 77490 34622 19272 9759 45227 73057 441 10517
internal_value=0 -0.00921639 -0.0177236 0.00504757 0.000141954 -0.00101176 -0.00788228 0.001166 0.00412419 0.00256954 0.00570328 0.000657331 0.00178445 0.0140211 0.0295436 -0.0215241 -0.00189918 0.0138583 0.000348569 -0.00692555 0.0022101 -0.0042186 0.0188074 0.0246448 0.0117884 -0.0024455 0.00109306 -0.00650745 -0.00206383 -0.00333527 -0.00337301 -0.00203766 0 -0.00849243 0.0112335 -0.00949054 0.00997407 -0.017906 0.0134217
internal_weight=0 62.4461 47.7331 14.713 7032.83 3169.45 1097.28 3863.38 2006.84 2072.17 1308.72 755.45 1680.95 128.281 55.5699 218.573 1856.54 325.89 1552.67 261.752 1290.92 1328.02 224.867 155.911 553.27 763.448 377.041 386.407 283.189 524.757 878.711 852.873 658.011 194.862 93.8515 320.615 230.693 25.8376 492.65
internal_count=2864226 29845 22637 7208 2834381 1280614 509417 1553767 877273 771197 421973 303000 723858 50404 25180 162337 676494 153415 673454 204373 469081 436388 101579 68627 118973 349224 177153 172071 136874 187562 347080 339310 242548 96762 40279 141791 115438 7770 92894
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=1 2 960 11601692 448 13929608 10225113 8650832 1 342 3738146 568 606742 40 40 1049984 2101760 12 2 1 3
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=24
split_feature=10 3 0 0 3 4 2 7 2 2 1 0 1 8 1 3 1 2 7 0 0 0 0 8 0 2 2 9 2 1 1 3 8 6 2 0 0 0 8
split_gain=0.705522 1.70109 0.950815 0.917183 0.675981 6.29564 3.33576 3.19295 10.4015 3.96644 2.55923 2.4444 2.35364 2.03595 2.78572 2.09225 1.9759 2.97196 2.17536 1.50649 1.4723 1.46615 1.41639 1.36269 1.34253 1.00447 0.921126 0.900236 0.790284 1.82166 0.769605 1.77125 0.968685 0.767915 0.740032 0.639305 0.602681 0.592098 0.547673
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 1 2 3 4 5 6 1.5000000000000002 7 8 9 7.5000000000000009 10 11 12 5.5000000000000009 17.500000000000004 12.500000000000002 3.5000000000000004 13 29.500000000000004 14 15 16 17 18 19 3.5000000000000004 20 21 22 7.5000000000000009 16.500000000000004 9.5000000000000018 23
decision_type=1 2 2 2 2 1 9 1 9 9 1 2 1 1 1 2 1 9 1 2 2 2 2 1 2 9 9 9 9 1 1 2 1 1 9 2 2 2 1
left_child=4 2 -2 -3 5 6 10 9 20 11 22 30 36 28 26 -16 18 27 24 -14 -9 -10 25 -20 -8 -1 -15 -18 33 -30 31 -6 -32 -11 -24 -4 -13 -7 -19
right_child=1 3 35 -5 7 37 16 8 21 13 -12 12 19 14 15 -17 17 38 23 -21 -22 -23 34 -25 -26 -27 -28 -29 29 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0028643295248563247 -0.0031491115030726938 0 0.020978433562907073 -0.023096624476617401 0.012598432134392393 -0.029957285274588907 0.0040923325809340072 0.040774018880519375 -0.017522265561944007 0.0041191375180162706 -0.012120000010847152 0.023653985013219629 0 0.012477982062536809 -0.016173576687355081 0.0055818309413562441 -0.0046504752871714154 0.010634053532030108 0.00060718248287328948 0.013171618836524063 0 0.0043393522726061012 0.014137302961631638 -0.018389972303634938 -0.013270888113391086 -0.0086974956271730301 -0.0028936778021859174 0.0068345348448734487 0.0043893868103295946 -0.0068370420882937393 0.0070689058672516979 -0.0019909824367914785 -0.0050930162997759191 -0.0014603064819330648 0 0 0 0 0
leaf_weight=66.886893344097189 5.0962493696133597 17.41373926907545 8.0088557903072779 29.787945925621898 114.70699102563231 48.488185226968199 2137.0877451906781 65.033563190256245 54.811585730451043 465.70486925437581 334.13607096981286 118.60645902965916 267.03892918593192 40.814772121069836 262.93936682897038 14.494285715831209 1104.7019875821352 156.95234515410993 26.473794449586421 94.349756159033859 2.3752087111352003 4.4940038898494086 54.525367924055899 35.751648261939408 9.1735249586636183 116.51454922375706 11.484209189409738 26.262779335258529 147.66690168261266 414.52555128613312 29.090936971035262 115.81137365366158 283.20191590669128 365.3884104508179 10.875172811269293 1.5737087440211315 3.8525775380549012 3.4803893460775717 24.103011923769373
leaf_count=29015 2765 8841 3753 13750 55420 27980 622046 27074 28060 187535 209647 54712 141272 20432 124580 7122 376310 83402 8407 36311 793 1859 24785 11512 3584 68313 8986 1974 71533 236409 14556 47597 146062 136593 5306 661 1436 1753 12282
internal_value=0 -0.00865693 0.00512679 -0.0171559 0.000154916 -0.000610695 0 0.00135907 0.0153104 0.000449923 -0.00681063 0.00534389 0.010363 -0.00235362 -0.00900675 -0.0131981 0.00111957 -0.00178224 0.00297794 0.00397636 0.0347809 -0.0104366 0 -0.0114145 0.00369835 -0.00353852 0.00606103 -0.00392187 -0.00036237 -0.00329441 0.000131104 0.00455708 -0.00243455 0.00133681 0.0109754 0.0161582 0.0211065 -0.0280553 0.00851707
internal_weight=0 61.8805 14.6788 47.2017 7031.81 4155.41 4103.44 2876.39 126.714 2749.68 582.938 1026.66 483.848 1723.02 329.733 277.434 3520.51 1312.02 2208.49 361.389 67.4088 59.3056 248.802 62.2254 2146.26 183.401 52.299 1130.96 1393.29 562.192 542.811 230.518 312.293 831.093 65.4005 9.58256 122.459 51.9686 181.055
internal_count=2864428 29770 7179 22591 2834658 1486316 1456583 1348342 57786 1290556 337066 497366 233731 793190 161120 131702 1119517 473968 645549 177583 27867 29919 127419 19919 625630 97328 29418 378284 632070 307942 263635 103017 160618 324128 30091 4414 56148 29733 95684
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=1 2 17907882 1 9965788 9545898 800 542 5 517 961 2624064 1 6 65546 5456 1 2114113 116 224 12 2 34 3
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=40
num_cat=28
split_feature=9 3 3 0 2 1 2 1 2 5 2 4 1 0 0 1 2 1 6 1 1 2 2 0 8 2 3 5 1 1 0 2 1 1 2 0 0 0 11
split_gain=0.609648 1.1193 0.677979 2.36392 2.30724 3.48157 2.38528 2.30723 1.65877 1.44347 5.42215 4.12099 5.88022 4.61156 3.26768 2.19877 1.6453 1.74783 2.78927 1.42367 1.39952 6.22507 2.97283 1.43559 1.30874 1.26224 1.18906 1.14909 5.33478 1.86939 0.800193 0.762649 1.03731 0.909789 0.711128 0.655932 0.62927 0.60314 0.580923
threshold=0 1.0000000180025095e-35 2.5000000000000004 13.500000000000002 1 2 3 4 5 6 7 8 9 4.5000000000000009 10.500000000000002 10 11 12 13 14 15 16 17 12.500000000000002 18 19 1.5000000000000002 20 21 22 9.5000000000000018 23 24 25 26 9.5000000000000018 12.500000000000002 3.5000000000000004 27
decision_type=9 2 2 2 9 1 9 1 9 1 9 1 1 2 2 1 9 1 1 1 1 9 9 2 1 9 2 1 1 1 2 9 1 1 9 2 2 2 9
left_child=2 38 9 4 7 6 37 -4 -5 16 15 12 26 34 -14 -11 17 -1 36 -10 21 24 23 -22 -18 -23 -12 29 -29 -9 -8 33 -33 -7 -13 -20 -19 -6 -2
right_child=1 -3 3 8 5 31 30 27 19 10 11 13 14 -15 -16 -17 20 18 35 -21 22 25 -24 -25 -26 -27 -28 28 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0097919003484328998 0.020767158417834428 0 0.019526532331990226 -0.00062006527151325897 -0.0052453054445147432 0.010097568137628826 -0.031305967745603513 0.0068216733940070001 0 0.00043171377963258464 -0.016876953917919268 0 0.035225366366229222 0.021998162358923868 -0.0021041903128536459 -0.023522929308799147 0 0.0091887019080879699 -0.015653789702283868 0.03320686859379221 -0.0013192416093944278 0 -0.010284058361412943 0.010183120179862521 0.019047592802905487 -0.0097023167384698485 0.0020682352347733747 0.020105998200305921 -0.0021377809506344229 -0.0029440859778968242 0 0.0017229757654931878 -0.0082850757580409471 -0.00025355785470796913 -0.014879462524730491 0 -0.001893729205016354 0.0090121937181693087 0
leaf_weight=283.00001490947034 23.391420029220171 41.180830697063357 44.360729413470835 13.298024787101893 75.50528457157634 102.46718428515305 60.181175685764174 229.08731832935155 8.4336926508694905 26.697184862045106 32.54619090462802 10.535399034590226 72.015979308911483 11.797613519142031 7.7904400396946576 133.86334191872447 18.81568549205258 129.21705506995204 81.334666340793774 19.216111199260922 2440.1633108183814 895.02826522709074 353.099193346221 79.7970228419872 181.64721040234872 113.67647242349631 11.145208821748382 126.38424450831371 238.70143607223872 672.05258204133861 1.9799147318699386 139.75742098173941 139.76111873656919 92.149111922844895 151.42074247504934 6.1619869979913338 5.6629313736339091 8.5203931184514641 13.795074547757393
leaf_count=140684 3815 11943 19945 5471 48096 46826 30484 99530 2309 10178 20951 10435 37214 4200 3330 90539 12000 59898 43351 6104 729459 301088 195672 15765 120905 43616 6325 62513 108655 280077 741 89134 74685 45117 73788 2181 2258 4339 1374
internal_value=0 0.00745587 -0.000101319 0.00140677 0.000578047 -0.00409282 -0.0157263 0.00306243 0.0194883 -0.000754653 -0.00594473 0.00166366 0.0146161 -0.006785 0.0268269 -0.0187523 -0.000136492 0.00494679 -0.000628566 0.0253615 -0.000880138 0.00180536 -0.00212262 -0.000719021 0.0163814 -0.00131966 -0.00801147 0.00167567 0.00619997 0 -0.0266419 0 -0.00275294 0.00471009 -0.0135549 -0.0132802 0.006644 0 0.0160081
internal_weight=0 78.3673 7017.27 1971.86 1930.91 620.322 146.187 1310.59 40.9478 5045.42 457.812 297.252 123.498 173.754 79.8064 160.561 4587.6 505.377 222.377 27.6498 4082.23 1209.17 2873.06 2519.96 200.463 1008.7 43.6914 1266.23 365.086 901.14 62.1611 474.135 279.519 194.616 161.956 87.4967 134.88 84.0257 37.1865
internal_count=2864995 17132 2847863 924026 910142 339422 83660 570720 13884 1923837 256960 156243 67820 88423 40544 100717 1666877 248372 107688 8413 1418505 477609 940896 745224 132905 344704 27276 550775 171168 379607 31225 255762 163819 91943 84223 45532 62156 52435 5189
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=1 12132602 75 311552 2 3167288 2 2959254 2 60 768 4732676 358 2 785 568 10502170 18122864 4 262368 2 897 92 7681 276 176 4210696 1
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=19
split_feature=8 1 0 2 0 0 2 1 0 1 3 2 2 0 1 8 0 3 1 3 1 1 3 3 3 11 5 2 0 3 2 11 3 8 0 0 0 0 0
split_gain=0.635765 1.57003 1.75864 1.41538 1.33265 1.0035 3.19549 2.12672 1.82938 1.62187 1.32961 0.622056 0.571984 3.47377 2.34467 1.13479 1.13331 1.4061 1.77318 1.07847 3.96258 2.02151 1.065 1.82421 1.37555 1.05242 0.513678 0.450952 0.416925 0.403296 0.396735 0.246137 0.236825 0.232619 0.204837 0.197925 0.186503 0.136005 0.101801
threshold=0 1 11.500000000000002 2 36.500000000000007 13.500000000000002 3 4 24.500000000000004 5 1.0000000180025095e-35 6 7 1.5000000000000002 8 9 7.5000000000000009 7.5000000000000009 10 2.5000000000000004 11 12 1.5000000000000002 3.5000000000000004 1.0000000180025095e-35 13 14 15 31.500000000000004 7.5000000000000009 16 17 3.5000000000000004 18 35.500000000000007 9.5000000000000018 33.500000000000007 2.5000000000000004 32.500000000000007
decision_type=1 1 2 9 2 2 9 1 2 1 2 9 9 2 1 1 2 2 1 2 1 1 2 2 2 9 1 9 2 2 9 9 2 1 2 2 2 2 2
left_child=1 3 26 32 5 12 9 8 33 -7 -9 -6 13 14 15 -2 17 30 -19 21 -21 -18 24 -24 -15 -16 -3 -4 -12 34 -14 -13 38 -8 -11 37 -10 -5 -1
right_child=4 2 27 35 11 6 7 10 36 29 28 31 16 22 25 -17 19 18 -20 20 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.021764589749345253 0.0063986387790769053 -0.022789611636155099 0.010285785628065678 0 0 -0.0014287685573127267 0.018273500845136043 0 -0.0095239445239045407 0.029461723583862166 -0.021487844118804444 -0.022350147891807323 0.00035852274799051459 0.0087366432351261829 -0.0102980498106776 -0.0071841676473244319 0.0033119622811518031 0.020032769985450172 0 0.0084862154573501491 -0.024741349302055918 -0.012939982137799247 0.020489930297133838 0.00034478358097569142 -0.0048279923843976133 0.0055762611081591222 0 -0.0011644916399712478 0 0 -0.0015214876882003064 0 0 0 0 0 0 -0.010950401935418658 0
leaf_weight=12.695070938854769 240.89804930130776 57.889072372992814 5.3087425197008997 17.008275880303707 2.4989407262182795 7.6608379767276347 38.10457193259208 31.787259843200445 9.7013941571203723 57.910365374584217 43.614189511499717 20.200126325362362 3783.9661796295986 118.83342605491634 290.83750114186114 25.709172331575246 203.49945844692411 39.084649230178911 64.076049305484048 19.782223047106527 53.940930135548115 66.206373747816542 124.24172355946212 110.3478055781452 98.093606282527617 3.1460647576604961 9.8656171751645143 3.5009611423592997 2.2139479908801141 0.6163154958630902 1497.8646650064256 0.4849535373505266 3.2576304065296418 10.514192608534357 0.30531599477399041 4.5588092454127027 0.87067580752773288 10.375145486730615 0.21406261419178996
leaf_count=6553 120592 27525 1424 7021 1210 2812 7772 4305 2663 20946 16343 9578 1280960 60244 142675 12826 43381 20257 29424 5634 16374 15197 61613 59274 51013 1348 6264 1353 997 299 816942 170 1666 2593 162 1324 362 3466 89
internal_value=0 -0.00606018 -0.0135084 0.00313988 0.000211963 0.000373688 0.00684614 -0.00131407 0.0080772 0.019997 -0.011338 -0.0154334 0.000104695 0.00227809 -0.00252945 0.00334402 -0.000240612 7.32772e-05 0.0102557 -0.00558272 -0.0146245 -0.000893702 0.00870305 0.0132613 0.00154649 -0.00844104 -0.0203569 0.00297296 -0.0198309 0.0252715 -0.00012592 -0.0176424 0.0156976 0.0173824 0.0290133 -0.00423998 -0.00654145 -0.00778902 0.0211568
internal_weight=0 124.673 76.5644 48.109 6967.01 6943.83 203.299 136.806 59.1908 66.4928 77.6154 23.184 6740.53 1012.11 560.591 266.607 5728.42 5384.99 103.161 343.429 73.7232 269.706 451.517 234.59 216.927 293.984 67.7547 8.8097 45.8281 58.832 5281.83 20.6851 16.1668 48.6188 58.2157 31.9422 10.5721 27.3834 12.9091
internal_count=2864651 56685 36566 20119 2807966 2797008 59254 35035 13390 24219 21645 10958 2737754 509585 277441 133418 2228169 2147583 49681 80586 22008 58578 232144 120887 111257 144023 33789 2777 17340 21407 2097902 9748 8308 10365 21108 11811 3025 10487 6642
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=8 912 11038908 10684 298 11 2359432 14530050 227 3 294 535 488 1 2 264152 18633 1 1
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=23
split_feature=10 3 0 0 6 1 2 1 2 1 2 3 2 3 5 2 2 0 3 0 3 2 8 2 3 0 3 2 1 1 2 1 2 3 8 2 3 0 3
split_gain=0.558849 1.55859 0.926632 0.904182 0.625211 6.58184 5.41354 3.25846 3.28786 3.42381 2.78037 2.43428 2.41141 2.22124 5.00816 3.5922 1.90828 1.89197 3.22859 1.81425 1.54136 1.50698 1.31447 1.23272 1.74611 2.01068 1.08907 1.05168 2.48841 1.72779 1.01855 0.945744 0.843355 0.829728 1.11953 1.10943 0.805512 0.797651 0.773481
threshold=0 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1 2 3 4 5 6 7 5.5000000000000009 8 1.0000000180025095e-35 9 10 11 4.5000000000000009 1.5000000000000002 7.5000000000000009 1.5000000000000002 12 13 14 2.5000000000000004 14.500000000000002 1.0000000180025095e-35 15 16 17 18 19 20 1.0000000180025095e-35 21 22 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004
decision_type=1 2 2 2 1 1 9 1 9 1 9 2 9 2 1 9 9 2 2 2 2 9 1 9 2 2 2 9 1 1 9 1 9 2 1 9 2 2 2
left_child=4 2 -2 -3 7 10 17 16 11 22 20 27 31 21 15 -15 26 37 32 -8 -6 -12 36 24 25 -18 -1 28 -9 -29 -26 -13 -19 35 -35 -25 -10 -7 -22
right_child=1 3 -4 -5 5 6 19 8 9 -11 13 12 -14 14 -16 -17 23 18 -20 -21 38 -23 -24 33 30 -27 -28 29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 -0.0030156179330052021 0 0.015962430534351552 -0.02213277386927083 -0.0069226206131986039 -0.0024442651055162543 -0.020423077618245387 0.005716331627179245 0.0040237336646847957 0.00014370060578261149 0.011531798552551582 0 -0.0055386532083263849 -0.0091186677303537311 0.015721924671178358 0.0050296639387796792 0.01393170029613193 0 0.0058095517912737388 0 0.0060081457573060021 -0.0005086746517150557 0 0.0045009103634779078 0.0069159793976119868 -0.0090255567250308866 -0.016236471435761086 0.0045535911663202389 -0.017726951058442391 -0.0021578149658623078 -0.0080983675160993165 0.027503346404525349 -0.022238021978374885 0.0024662144033796951 -0.0052837735852798553 -0.0062529358565187433 0.029010267480560022 0.0042353576157827429 -0.001988755044484391
leaf_weight=34.555093526476412 5.048002181807532 17.224000932998024 9.6487634184886684 29.048688520051655 358.21149650304142 350.5388196447384 281.46528750361904 32.819496499942034 60.288690692774253 217.36761364580161 501.51440597497276 16.884579062636476 10.8112174227208 357.3742678497365 156.52727519397013 266.2119891193579 178.61586700854969 8.9139637164771557 34.053644253406674 42.19638134566776 189.53812001649931 76.463856592745287 50.771411038876977 53.692102319502737 14.232620591123123 8.4511041541991272 111.94364208485058 711.80502893577795 62.039831129150116 686.58801756989124 94.76582504279213 45.387148284818977 81.114936098048929 572.04200809483882 227.66513589541137 560.09703227468708 117.94895043225551 289.15515935397707 170.76260912504222
leaf_count=13907 2761 8815 4426 13389 160628 181959 187561 18421 26275 120659 93342 7220 8930 105739 76337 133694 78072 4839 9194 18279 89241 32214 22870 24560 5833 3828 57858 273616 36295 292362 43572 17921 14257 225586 95223 125284 56379 91478 81894
internal_value=0 -0.00774215 0.00508313 -0.016146 0.000138613 -0.000849055 -0.00707693 0.00102363 0.00382289 0.0111236 0.00234663 0.00133037 0.0162398 0.00503156 0.00104823 -0.00272861 -0.00187566 -0.00173133 -0.0117677 -0.0172886 -0.00233047 0.00968027 0.0188592 -0.000624444 0.00459143 0.0104085 -0.0116026 0.000106992 -0.00810174 0.00108146 -0.00299508 0.0220537 -0.0207061 -0.00201963 0 -0.00470755 0.0227061 0.000181573 0.00158788
internal_weight=0 60.9695 14.6968 46.2727 7032.81 3164.04 1087.44 3868.77 2012.71 446.377 2076.6 1566.34 73.0829 1358.09 780.114 623.586 1856.06 763.777 124.083 323.662 718.512 577.978 229.009 1709.56 296.065 187.067 146.499 1493.25 94.8593 1398.39 108.998 62.2717 90.0289 1413.5 799.707 613.789 178.238 639.694 360.301
internal_count=2864718 29391 7187 22204 2835327 1280656 507567 1554671 880948 226183 773089 654765 34071 441326 315770 239433 673723 301727 28290 205840 331763 125556 105524 601958 131305 81900 71765 620694 54716 565978 49405 25141 19096 470653 320809 149844 82654 273437 171135
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=1 2 960 17608802 448 17392487 56 23074854 8546 2 8389320 4457613 9175128 5 1640962 589830 40 519 590336 516 262146 1 8388864
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=18
split_feature=10 3 0 0 0 6 1 2 1 2 0 2 0 8 3 2 3 0 8 8 5 3 2 2 3 8 0 4 3 0 3 8 0 0 0 2 0 0 3
split_gain=0.576442 1.4694 0.980961 0.855949 0.608312 0.591382 5.722 4.69525 2.64815 3.99002 2.68032 2.31568 1.98896 1.88319 1.75185 1.55471 1.77896 2.51565 1.53797 1.3108 1.27054 2.92275 4.06099 2.73351 1.64637 3.51572 1.14537 1.08305 1.37062 0.989158 0.974886 1.02214 2.10484 1.32418 0.910002 0.782788 0.753317 0.752053 0.699001
threshold=0 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 7.5000000000000009 1 2 3 4 5 10.500000000000002 6 7.5000000000000009 7 1.5000000000000002 8 1.5000000000000002 6.5000000000000009 9 10 11 1.0000000180025095e-35 12 13 2.5000000000000004 14 14.500000000000002 15 2.5000000000000004 5.5000000000000009 1.5000000000000002 16 4.5000000000000009 7.5000000000000009 3.5000000000000004 17 85.500000000000014 1.0000000180025095e-35 4.5000000000000009
decision_type=1 2 2 2 2 1 1 9 1 9 2 9 2 1 2 9 2 2 1 1 1 2 9 9 2 1 2 1 2 2 2 1 2 2 2 9 2 2 2
left_child=5 3 -3 -2 -5 8 11 12 15 19 13 30 -8 37 -15 16 -1 -18 -12 -10 21 23 -23 -13 -22 -26 27 28 -9 -29 31 32 -7 -33 -32 -17 -28 -11 -36
right_child=1 2 -4 4 -6 6 7 26 9 10 18 20 -14 14 -16 35 17 -19 -20 -21 24 22 -24 -25 25 -27 36 29 -30 -31 34 33 -34 -35 38 -37 -38 -39 -40
leaf_value=0 -0.0029919953966855706 0 -0.022259739409208404 0.019915220826720703 0 0.0044077520109522374 -0.023125373046546282 -0.00084104042234194498 -0.0026399793510198622 0 0.019867999312488283 0.010909195181815884 0 -0.0048953266658739794 0.0026538831995445433 0.0088925912929861389 -0.013548940892979639 0.0082646501945043242 -0.00088998245170692847 0.014651502814365974 0 -0.0084320805063895655 0.0065949328489630591 -0.004593686559831462 0.028577442251456666 -0.0021935827710174312 -0.021003641223523231 -0.010090191719418246 0.013016202479449216 0.0042212143581378189 -0.0015050252313541009 -0.017627567282116629 -0.01361651827879963 0.00043714501419803565 0.012599660705442398 -0.00024962677269007021 0 0.011431398040223488 0
leaf_weight=238.70599980128463 5.0395191036513998 16.996718256094027 29.145739844243508 8.34471027884865 1.5951610865886312 172.82945428218227 184.5626708611162 605.7140107979576 12.367702360075782 96.424734023486963 71.948501362698153 490.03800572620821 26.142092875394155 725.83191182703013 438.52217086978635 58.20362718134129 292.38908070168691 24.438985888264142 19.40124916593777 325.94508377253806 73.431303131161258 354.43385885687894 278.57758276489039 93.999874547123909 61.039093020241125 32.558172821969492 24.241966379806403 181.10665082814376 48.550221579018398 11.221743943257023 264.1682079632883 93.661548072370351 62.351934151083697 13.773370755152426 68.417409694462549 1420.3529082920868 1.1347742437501427 146.30843299622939 22.145825592277106
leaf_count=118525 2753 8755 13324 3805 665 81695 150970 225925 5740 56031 17523 84170 11914 288654 219426 26646 160738 10067 5634 156875 36515 103885 141521 43147 29419 16141 7367 90145 16644 3683 129342 42304 22244 5638 28005 431190 446 56321 10369
internal_value=0 -0.00789664 -0.0160018 0.00442114 0.0151152 0.000107959 -0.000852576 -0.00668002 0.000970543 0.0037274 0.00115181 0.00211003 -0.0190594 0 -0.0017907 -0.00140276 -0.00573972 -0.010432 0.0154209 0.0130141 0.00451025 0.00292036 -0.001395 0.00792579 0.0125927 0.0196467 -0.00265491 -0.00133282 0.000274403 -0.00744889 -0.00223324 -0.00596916 -0.00023072 -0.0126206 0.000721359 0.00013746 -0.0172069 0.0072765 0.00846245
internal_weight=0 61.1218 46.1425 14.9794 9.93987 7034.94 3164.1 1082.67 3870.84 1836.75 1498.44 2081.43 210.705 1407.09 1164.35 2034.09 555.534 316.828 91.3498 338.313 1384.08 1217.05 633.011 584.038 167.029 93.5973 871.969 846.593 654.264 192.328 697.348 342.616 235.181 107.435 354.731 1478.56 25.3767 242.733 90.5632
internal_count=2864161 29302 22079 7223 4470 2834859 1281489 507094 1553370 806204 643589 774395 162884 620432 508080 747166 289330 170805 23157 162615 454798 372723 245406 127317 82075 45560 344210 336397 242569 93828 319597 151881 103939 47942 167716 457836 7813 112352 38374
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 2 960 11601692 449 13634712 20978214 2 12846493 9 8 2 8650952 9175120 9 2 1 1671680
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=22
split_feature=9 1 2 0 11 1 0 2 0 0 8 1 2 2 0 2 1 8 8 1 2 1 3 3 2 3 3 2 0 0 0 0 3 4 0 2 0 10 0
split_gain=0.568656 1.06686 1.18874 1.04085 0.609242 0.808137 1.0011 0.80275 0.831828 0.709856 0.788584 1.94381 1.02553 0.967197 0.699265 2.17521 0.842656 0.792167 0.66121 0.617601 0.57319 1.34661 0.74156 0.494724 0.487858 0.458206 0.428741 0.337019 0.277658 0.264315 0.260965 0.203407 0.230487 0.197901 0.121667 0.118229 0.120654 0.0674237 0.0547583
threshold=0 1 2 3.5000000000000004 3 4 2.5000000000000004 5 1.0000000180025095e-35 34.500000000000007 6 7 8 9 13.500000000000002 10 11 12 13 14 15 16 4.5000000000000009 3.5000000000000004 17 6.5000000000000009 4.5000000000000009 18 43.500000000000007 11.500000000000002 29.500000000000004 1.5000000000000002 2.5000000000000004 19 9.5000000000000018 20 35.500000000000007 21 9.5000000000000018
decision_type=9 1 9 2 9 1 2 9 2 2 1 1 9 9 2 9 1 1 1 1 9 1 2 2 9 2 2 9 2 2 2 2 2 1 2 9 2 1 2
left_child=4 2 3 37 9 18 7 8 -7 10 11 12 23 -13 20 16 -16 -17 26 -11 21 -12 -22 -1 31 35 33 -8 -29 -4 -15 -3 -33 -6 -26 -21 -37 -2 -14
right_child=1 24 29 -5 5 6 27 -9 -10 19 14 13 38 30 15 17 -18 -19 -20 25 22 -23 -24 -25 34 -27 -28 28 -30 -31 -32 32 -34 -35 -36 36 -38 -39 -40
leaf_value=0.019825192518213984 0.029095755604711438 0 -0.0085760270836861517 0 0.019627156186687797 0 0 -0.0027086191498269935 0.021156175626259599 0 0.00023473196128355998 0 -0.0044396105919281108 -0.023962614207026261 0.00075329251924735325 0.012655883340097256 -0.016456123333852438 -6.0639769107362053e-05 0 0 -0.00031283932806682656 -0.011655401800648396 0.0031515181564535665 0 -0.010839360791546777 0 0 -0.01710316761997004 0 0 0 0.012496746855658667 0 0 0 0 -0.024160622003337531 0 0
leaf_weight=14.214547709358159 23.866180776036344 2.4493296797154471 7.1562848830362773 14.617129609105175 49.590734144265298 9.4334738167235646 1.0895343444426542 6.2411292272736345 15.258115949545752 3.19770324692945 157.35816628768953 7.2543615743488772 35.82235110597685 52.703274899809912 4.6594739971042145 155.72595677769277 18.626430756208723 15.951064742286688 3.7613803169224402 4.1167627398390323 5637.5259677692811 103.66130337823415 660.95949964796455 3.0932997017516746 25.558175978600051 0.85056020657066156 4.7579960043658494 23.950303601857748 0.16109346743905817 0.38993438286706794 0.50205094262491812 1.9923246402759107 1.014790177461691 3.1996750264661378 1.4496754176798266 0.84609559917590971 17.44624344620388 0.10124273970723408 3.3365229550399809
leaf_count=7227 4591 1150 2924 1303 8881 2015 605 2742 2857 1463 84554 4557 14783 25298 2487 39036 10416 5201 915 1893 2246347 54474 312027 1573 5559 481 1562 5006 64 78 111 696 498 1045 290 425 8167 29 831
internal_value=0 0.00721072 0.0137075 0.0195795 -7.55525e-05 0.00621294 0 0.00628226 0.0124907 -0.000252365 -0.000115909 -0.00713038 0.00247903 -0.016505 2.79821e-06 0.00552344 -0.00997255 0.0102689 0.0116596 -0.011485 -0.000140156 -0.00441202 1.64939e-05 0.0133814 -0.00134667 -0.0146749 0.0149811 -0.0117384 -0.0130847 -0.00122008 -0.0207328 0.00335831 0.00902982 0.0186127 -0.0082116 -0.0199041 -0.0194028 0.0288528 -0.00287669
internal_weight=0 78.5951 46.1308 38.5846 7015.3 117.443 56.1337 30.9327 24.6916 6897.85 6871.39 116.926 56.4667 60.4597 6754.47 194.963 23.2859 171.677 61.3098 26.4574 6559.5 261.019 6298.49 17.3078 32.4643 23.2597 57.5484 25.2009 24.1114 7.54622 53.2053 5.45644 3.00711 52.7904 27.0079 22.4091 18.2923 23.9674 39.1589
internal_count=2864161 17118 8925 5923 2847043 25692 13289 7614 4872 2821351 2808922 54380 24414 29966 2754542 57140 12903 44237 12403 12429 2697402 139028 2558374 8800 8193 10966 11488 5675 5070 3002 25409 2344 1194 9926 5849 10485 8592 4620 15614
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=1 188 9176786 1 610 8921426 8 913 11032740 262920 3493890 34 3 3 12 524421 916 789256 10485760 2 65708 1
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=23
split_feature=0 2 0 1 2 2 6 3 1 3 8 1 2 2 10 1 1 0 0 2 0 4 1 1 3 0 2 4 1 2 2 3 3 0 0 0 5 3 0
split_gain=0.555464 1.99484 1.26973 2.00852 1.83935 1.33222 0.817178 0.810977 0.715202 0.620976 0.517461 2.20403 1.57384 0.885128 0.502341 0.44961 0.432529 0.450557 0.357693 0.347427 1.30206 1.7823 0.871332 0.713494 1.14769 0.433281 2.47852 0.552741 0.464335 2.80172 1.56442 0.428208 0.411841 0.344673 0.25862 0.235856 0.204045 0.18397 0.143855
threshold=19.500000000000004 0 12.500000000000002 1 2 3 4 1.5000000000000002 5 6.5000000000000009 6 7 8 9 10 11 12 25.500000000000004 17.500000000000004 13 1.5000000000000002 14 15 16 3.5000000000000004 10.500000000000002 17 18 19 20 21 3.5000000000000004 6.5000000000000009 13.500000000000002 146.50000000000003 9.5000000000000018 22 7.5000000000000009 20.500000000000004
decision_type=2 9 2 1 9 9 1 2 1 2 1 1 9 9 1 1 1 2 2 9 2 1 1 1 2 2 9 1 1 9 9 2 2 2 2 2 1 2 2
left_child=2 7 10 5 -5 33 -7 8 -2 14 11 12 37 -13 -6 36 17 -9 -8 20 23 22 -22 -12 -25 28 31 -28 29 -21 -30 -27 -23 -4 38 -14 -3 -1 -10
right_child=1 15 3 4 9 6 18 16 34 -11 19 13 35 -15 -16 -17 -18 -19 -20 25 21 32 -24 24 -26 26 27 -29 30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.021688886720793044 0 0.017838945681673248 0 -0.001333980493603202 0.026848976593251608 0 -0.020168117267586924 0.014601596525965483 0 0 0.0034023359194707611 0 -0.0081402489351304497 -0.023460562952010201 0 0 -0.0059944068872434635 0 0 0.013572034031545863 0 -0.010987800233540616 0.02046240683741693 -0.014437670499189943 0.0034225717968886038 0.016908724134021332 -0.016801213775011464 0 -0.0064061996199183116 0 7.1967499289286142e-05 0 0 0.013361225300947183 0 0 0 0 -0.023519501233414664
leaf_weight=18.464431659580445 3.4762019942863844 11.566348500258755 6.1249176422134068 18.712029611080652 67.865223973436514 32.853467417779029 23.595384620886765 5.7422442741226387 6.3342260521021663 1.0943637050804671 52.798398307379102 38.514208640728611 24.346549474576026 26.613005036517279 0.84301773592596774 8.0900255221640709 9.9570257284794952 7.5299000826780684 5.5167343359789802 133.35141614027089 23.057034448676863 11.559206456062382 60.371981586271431 56.453400356112979 8.6707181833335181 13.579344365163704 75.98377770382649 6.7510007116943589 359.26565696502803 1402.2050534847513 4489.7142637708312 2.2398310630233018 2.419160690624266 18.457727957807947 0.46210400329437007 1.1951413833885443 2.40016993510653 0.3919137820485038 54.506572475205758
leaf_count=9399 1214 5526 2223 6523 16382 7719 6720 1538 1557 339 27207 16090 9071 17269 375 3356 3433 3042 1471 71945 10255 4298 27025 30668 3508 4488 19940 2458 193107 514998 1812781 827 1272 6097 186 296 1218 207 18280
internal_value=0 -0.00618168 0.000169885 0.00793051 0.0159883 -0.00101528 -0.00942913 -0.0129378 -0.0181877 0.0221585 -1.97205e-05 -0.00586774 0.00532228 -0.0154724 0.0257647 0.00790095 0 0.00689171 -0.0175579 6.56723e-05 0.00370086 0.0113419 0.0171375 -0.00135274 -0.00776066 -3.10301e-05 -0.00580355 -0.0135103 3.79851e-05 0.00157115 -0.00039513 0.010966 -0.00452153 0.00825244 -0.0194959 -0.00400834 0.0129956 0.0171928 -0.0223329
internal_weight=0 110.065 6983.01 175.063 88.5146 86.5482 61.9656 88.0083 64.7791 69.8026 6807.95 109.525 44.398 65.1272 68.7082 22.0565 23.2292 13.2721 29.1121 6698.42 215.33 97.4074 83.429 117.923 65.1241 6483.09 98.554 82.7348 6384.54 1535.56 4848.98 15.8192 13.9784 24.5826 61.3029 25.5417 13.9665 18.8563 60.8408
internal_count=2864308 39350 2824958 47849 23619 24230 15910 29250 21237 17096 2777109 52332 18973 33359 16757 10100 8013 4580 8191 2724777 104233 42850 37280 61383 34176 2620544 27713 22398 2592831 586943 2005888 5315 5570 8320 20023 9367 6744 9606 19837
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=9981038 720 1136912 1321364 2 4 8 912 8943804 4301123 1 124 432 1676288 2 261 385 2361864 2 578 10756100 19144708 2
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
an110mdc_ra=641
count_proc=547
agegroup_rm=540
adm_past_year=536
pat_remoteness=160
flag_emergency=95
drg11_type_m=89
cc_cerebral_palsy=75
cc_disorder_of_intellectual=68
sex_cat=56
cc_crohns_disease=50
indstat_flag=27

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: 1,2,4,5,6,7,8,9,10,11]
[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], [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], [0, 1], [1, 2], [0, 1], [0, 1, 2, 3], [0, 1], [0, 1], [0, 1]]
