tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=12
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_dementia cc_depression flag_icu24 drug_use
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 -1:0:1 -1:0:1 -1:0:1
tree_sizes=4217 4029 4068 4045 4155 4116 4102 4104 4174 4124 4096 4135 4049 4082 4106 4113 4060 4108 4054 4057 4087 4134 4094 4039 4111 4081 4148 4132 4139 4162 4144 4090 4104 4134 3991 4202 4104 4085 4104 3267 3813 3998 3825 3973 3069 4085 3740 4097 4121 3476 4027 3740 4091 3591 3794 4057 3688 4037 3943 4036 4046 4114 3456 4071 4169 3271 4094 3398 3236 3600 3414 3464 3578 3495 3676 3146 3870 3529 3925 3114 2654 3602 3315 3562 3460 3259 3345 3222 3143 3654 2955 3037 3453 3299 3419 3662 3585 3490 2822 4026 2740 3260 3705 3408 2761 3259 3156 2822 3035 3485 3522 3270 3819 3251

Tree=0
num_leaves=40
num_cat=20
split_feature=1 2 9 5 1 2 5 5 5 0 9 2 4 3 3 0 12 2 0 2 2 0 3 3 4 3 11 3 3 0 4 0 0 3 10 0 0 0 3
split_gain=8810.4 1740.85 1338.1 912.239 723.994 764.564 454.309 332.602 176.759 145.324 84.7417 52.966 43.5167 37.2975 32.6207 32.2333 22.7367 21.0255 20.4545 17.4023 16.6719 14.153 6.36098 5.56789 3.39383 2.93685 2.87758 2.47723 2.3086 2.10258 1.99035 2.74245 1.90861 1.7821 1.76053 1.46741 1.06226 0.390785 0.317505
threshold=0 1 2 3 4 5 6 7 8 1.5000000000000002 9 10 11 1.5000000000000002 7.5000000000000009 14.500000000000002 12 13 16.500000000000004 14 15 13.500000000000002 3.5000000000000004 7.5000000000000009 16 10.500000000000002 17 11.500000000000002 13.500000000000002 26.500000000000004 18 9.5000000000000018 14.500000000000002 4.5000000000000009 19 11.500000000000002 88.500000000000014 42.500000000000007 14.500000000000002
decision_type=1 9 1 1 1 9 1 1 1 2 1 9 1 2 2 2 1 9 2 9 9 2 2 2 1 2 1 2 2 2 1 2 2 2 1 2 2 2 2
left_child=1 3 4 14 5 7 10 12 9 11 20 -7 15 -11 18 -2 36 -18 -1 35 21 28 -9 34 -21 32 -19 29 -3 -4 31 -5 -12 -26 -10 -8 -6 38 -22
right_child=2 6 27 30 16 8 19 22 23 13 25 -13 -14 -15 -16 -17 17 26 -20 24 37 -23 -24 -25 33 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-6.8597129325994546 -7.2706688499389855 -7.3566568741776734 -7.1912596853630228 -7.5634752504512726 -7.6987888804863704 -7.5790991298356589 -7.5500827401779587 -7.6398081302430674 -7.6801186393573975 -7.5852234824622853 -7.1742538679366215 -7.6480220963600702 -7.6082959847805363 -7.4927620719318195 -7.6043138287463901 -7.6082959847805363 -7.5822014660874943 -7.6616814940244193 -7.6082959847805363 -7.59811991543351 -7.5140240371237113 -7.6082959847805363 -7.5871242653123518 -7.6082959847805363 -7.6375023752049183 -7.6082959847805363 -7.6082959847805363 -7.6082959847805363 -7.6082959847805363 -7.6082959847805363 -7.6082959847805363 -7.6082959847805363 -7.6082959847805363 -7.6082959847805363 -7.6171578564500937 -7.6082959847805363 -7.6082959847805363 -7.6082959847805363 -7.6082959847805363
leaf_weight=125.4282419551746 70.991168193169869 194.3503342786571 30.147620442032355 8.6655257547390629 2669.8213634319254 118.62701652874239 42.041459876985755 32.761111673549749 451.86127954703989 116.20838434749749 38.343104518251494 357.88765156193404 4.4936579455970778 87.36279918794753 1.7353859439026553 2.1865862893173462 19.471526115143206 124.32602396851871 0.49979115184396405 8.1171437964658253 114.61331675277324 1.7001824004692014 3.8347071114694691 9.1236676439293642 49.068781300680712 0.10709810396656294 3.0379170509404494 0.096685788303147002 0.20328806771431018 0.081811051641124233 10.875911622715648 3.7320714285015137 0.069415437756105258 3.098407646699342 24.848247593909036 0.99859065457712759 2.5772960389731443 0.14130999828921531 0.11453547229757433
leaf_count=252969 143178 391974 60803 17477 5384609 239252 84791 66074 911333 234374 77332 721803 9063 176197 3500 4410 39271 250746 1008 16371 231157 3429 7734 18401 98964 216 6127 195 410 165 21935 7527 140 6249 50115 2014 5198 285 231
internal_value=-7.6083 -7.26402 -7.66146 -6.9882 -7.66812 -7.60563 -7.3994 -7.39589 -7.6323 -7.59977 -7.34432 -7.62977 -7.29225 -7.53452 -6.8673 -7.27898 -7.69603 -7.6433 -6.86179 -7.58983 -7.40229 -7.36972 -7.62273 -7.67674 -7.62157 -7.17563 -7.65635 -7.19279 -7.35698 -7.19196 -7.58443 -7.57387 -7.1748 -7.63287 -7.67815 -7.559 -7.69872 -7.52043 -7.51418
internal_weight=0 603.904 4129.75 150.937 4099.42 1280.19 452.967 114.267 1165.92 680.086 349.643 476.515 77.6714 203.571 127.663 73.1778 2819.23 146.835 125.928 103.324 311.123 196.254 36.5958 485.833 60.2843 38.5196 127.364 30.3261 194.554 30.2294 23.2735 12.3976 38.4125 52.1672 476.71 43.0401 2672.4 114.869 114.728
internal_count=9547027 1217979 8329048 304416 8267885 2581934 913563 230459 2351475 1371626 705174 961055 156651 410571 257477 147588 5685951 296144 253977 208389 627486 395813 73808 979849 121584 77688 256873 61163 392384 60968 46939 25004 77472 105213 961448 86805 5389807 231673 231388
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=768 2099202 1 2 192 524290 2 2 2 1 16059904 2 1 265219 267704 9176916 2 1 2 1
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=25
split_feature=1 9 5 2 1 2 1 0 5 1 0 3 4 1 9 0 12 2 2 2 4 12 9 0 1 4 3 3 2 11 12 0 0 3 0 0 10 0 0
split_gain=5542.79 2079.21 1024.19 733.708 262.43 186.385 152.316 68.8819 60.8211 57.2047 44.5488 40.2386 34.6507 25.36 19.6972 18.4391 16.9276 15.3816 15.035 12.7696 12.7295 10.5108 9.98085 9.43439 9.20289 8.61153 7.62694 4.58406 4.30629 3.72875 3.51297 3.505 3.0266 2.96072 2.89721 2.72189 2.42049 2.31169 2.08442
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 7 8 1.5000000000000002 1.5000000000000002 9 10 11 16.500000000000004 12 13 14 15 16 17 18 11.500000000000002 19 20 8.5000000000000018 11.500000000000002 21 22 23 13.500000000000002 26.500000000000004 6.5000000000000009 22.500000000000004 15.500000000000002 24 88.500000000000014 16.500000000000004
decision_type=1 1 1 9 1 9 1 2 1 1 2 2 1 1 1 2 1 9 9 9 1 1 1 2 1 1 2 2 9 1 1 2 2 2 2 2 1 2 2
left_child=1 2 3 12 11 6 8 18 23 10 21 38 15 20 29 26 24 35 -6 -9 31 22 -7 25 -8 -2 -1 32 -22 -11 -19 -4 -3 36 -13 -12 -15 -26 -5
right_child=5 27 13 4 7 9 16 19 -10 14 17 34 -14 33 -16 -17 -18 30 -20 -21 28 -23 -24 -25 37 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.36313443598838219 0.16154483899056293 0.47420513176277068 0.045901969998959707 0.10441769583856338 0.025958129785488893 -0.068507873711992032 0 0.0075693254822398141 -0.015306256660440191 -0.090941899325829051 0.036920409263299168 0.19866657639203059 0.011492570742110943 -0.054271259967661439 0.020583617126483364 0 0.021341221318471781 -0.029266793411895038 -0.027012014300118327 0.085729126284827775 0.00879458517129586 0 0.0098232111314770117 0 -0.061597486598183586 0 0 0 -0.025087432299438467 -0.0071058384319119226 0.0066790738063673173 -0.0012551630633872337 0 0 0 -0.00032235105389024336 0 0 0
leaf_weight=163.21727223548805 46.838555086695123 155.10235053065117 35.784891275863629 248.75270299531985 39.375559466949198 375.88201899782871 45.86674156281515 55.725879490957595 19.579169416683726 2342.8524133107567 56.160319887509104 231.44163650821429 6.7694145343848495 216.88958325306885 1.5124588719336305 1.2667940039536905 16.144185033655958 99.995594849053305 121.59057668829337 133.87182445055805 21.573522075254004 17.591087789536687 2.778052997076883 2.3241907012416041 159.90287212710246 2.6314565234933971 0.3736425371025679 0.14362597023136814 62.745726794499205 18.433063532371307 6.5550202935119151 3.4177475705509996 0.094702490081543966 8.2006080641294812 0.36628742708125983 5.1106564373185384 11.876852890592998 0.15519308584043656 1.3155175294959907
leaf_count=195638 67162 187246 69138 367185 77493 790433 100663 110189 40325 5160823 109993 350514 10667 468576 2016 2541 32343 201707 254250 259743 41073 36264 3701 4146 352925 5297 625 289 129097 40010 12578 6880 191 17009 734 10413 24224 313 2613
internal_value=0 0.15489 0.110114 0.160847 0.109124 -0.0743121 0.00162278 0.0348881 0.100187 -0.0819456 -0.0452507 0.155742 0.334656 -0.0319244 -0.0896818 0.359748 -0.0393678 -0.000458212 -0.0104963 0.0725438 0.00392362 -0.0632118 -0.0665201 0.149363 -0.049176 0.155399 0.36224 0.473467 -0.0151865 -0.0905103 -0.0222476 0.0386938 0.473911 -0.0484091 0.198249 0.0283374 -0.0521214 -0.0575486 0.103814
internal_weight=0 1519.9 1364.56 1004.07 832.44 3220.31 293.442 350.564 71.3734 2926.87 564.073 481.876 171.627 360.489 2362.8 164.858 222.069 167.822 160.966 189.598 123.522 396.251 378.66 51.7942 205.925 49.47 163.591 155.341 84.3192 2361.29 106.551 39.2026 155.197 236.967 231.808 61.271 228.766 160.058 250.068
internal_count=9547027 2575915 2388189 1632192 1422721 6971112 603174 701675 116930 6367938 1165089 721046 209471 755997 5202849 198804 486244 334691 331743 369932 246188 830398 794134 76605 453901 72459 196263 187726 170170 5200833 214285 76018 187437 509809 351248 120406 492800 353238 369798
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=896 1 2 1026 768 17301507 64 2 64 2 768 1 1 3419664 10820100 22097961 2 1 1 32 2 4520 1 1 1
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=24
split_feature=1 5 2 2 1 1 1 0 0 5 9 0 0 4 1 9 12 0 2 4 12 9 3 1 3 0 0 3 4 12 0 0 2 2 3 12 0 11 3
split_gain=4206.65 930.221 664.021 179.707 162.011 124.882 59.7146 55.913 54.0539 47.0386 45.3424 41.0487 32.3069 25.3007 22.8863 19.454 15.6563 14.789 13.0202 10.9125 9.90397 9.60952 8.93376 8.43835 8.25458 7.29193 6.80944 9.49411 6.41167 6.2654 5.57546 4.12564 4.03936 3.97416 3.27377 3.22245 3.18964 2.75634 2.74242
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 1.0000000180025095e-35 7 8 1.5000000000000002 16.500000000000004 9 10 11 12 1.0000000180025095e-35 13 14 15 16 4.5000000000000009 17 2.5000000000000004 11.500000000000002 2.5000000000000004 2.5000000000000004 18 19 14.500000000000002 42.500000000000007 20 21 7.5000000000000009 22 10.500000000000002 23 6.5000000000000009
decision_type=1 1 9 9 1 1 1 2 2 1 1 2 2 1 1 1 1 2 9 1 1 1 2 1 2 2 2 2 1 1 2 2 9 9 2 1 2 1 2
left_child=1 2 12 5 8 9 11 22 24 25 14 20 13 17 19 29 23 -1 -13 36 21 34 32 -7 -4 28 27 -9 -2 -8 -28 -10 -6 -21 -5 -20 -3 -31 -16
right_child=3 10 4 6 7 16 15 26 31 -11 -12 18 -14 -15 38 -17 -18 -19 35 33 -22 -23 -24 -25 -26 -27 30 -29 -30 37 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.17066231132456233 0.13631439957948419 0.042847390285995726 0.039887632179494287 -0.067701818583346215 -0.03733407971145828 0 -0.09160063651698401 0 0.1587162087585684 -0.01479506273497232 0.07812388962145482 0.025961691003419218 0 0.036822944211172083 -0.049901205406309435 0.020463409058006407 0.02043251283104407 0.28870018873311637 -0.027434369459198218 0.0084589374793207443 0 0.0097314163242576135 0.022499319531629241 -0.055417513421580279 0.1012969356671235 0 0.092924140759902407 0.055729750337191575 0 -0.043228668363888854 0 0 0 -0.023936222938418319 0 0.0065116322683050872 -0.00025397046479266763 0 0
leaf_weight=233.6963872659835 55.037054354324937 35.790870640368666 149.33739981806139 344.16021934017772 71.646334729040973 45.86674156281515 2043.4132035560906 71.937929376697866 287.62566676631104 19.28205274377251 13.221010474138891 62.385745730687631 3.8749378959764718 20.417927355389111 217.31932173279347 1.5438650576397766 16.492068389081396 312.58717081724899 98.094257062359247 21.763886185595766 17.591087789536687 2.8054351800237773 15.707455544034017 150.51381562417373 82.235346335335635 2.3241907012416041 59.13523005892057 34.842156009748578 2.6314565234933971 110.83189255848993 3.5022967539262018 0.72638297366211091 52.422914232418407 61.192654881306225 6.8553337599732904 6.6124363086710209 5.0865414661820969 3.4166057889233334 8.2006080641294812
leaf_count=228890 67162 65927 189907 775428 149951 100663 4936944 132550 359235 40325 13953 118394 7272 28775 492800 2016 32343 306440 203692 41073 36264 3701 31216 353238 98459 4146 100476 60808 5297 256972 6227 1465 104294 129097 15005 12605 10091 6917 17009
internal_value=0 0.120585 0.157587 -0.0723518 0.0906956 0.00201774 -0.080427 0.0259544 0.124056 0.0869154 -0.0195505 -0.0428269 0.239408 0.245289 -0.0299236 -0.0887185 -0.0371595 0.250238 -8.96603e-05 0.00372538 -0.0609296 -0.0643475 -0.0169927 -0.0470296 0.0719587 0.126632 0.0614194 0.0278967 0.131501 -0.0896189 0.0877871 0.158126 -0.0273471 -0.0141622 -0.0664466 -0.0205642 0.035414 -0.040415 -0.0461811
internal_weight=0 1762.27 1399.7 2989.86 829.119 292.147 2697.71 309.194 519.925 79.2748 362.575 538.505 570.576 566.701 349.354 2159.21 212.873 546.284 167.092 123.834 371.412 353.821 139.777 196.381 231.573 59.9927 169.418 106.78 57.6685 2157.66 62.6375 288.352 124.069 82.9565 351.016 104.707 40.8774 114.248 225.52
internal_count=9547027 2575915 1805965 6971112 1234588 603174 6367938 585522 649066 116930 769950 1165089 571377 564105 755997 5202849 486244 535330 334691 246188 830398 794134 285461 453901 288366 76605 300061 193358 72459 5200833 106703 360700 254245 170170 790433 216297 76018 263889 509809
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=896 2 9178626 17301507 768 64 64 2 1 2 768 1 1 3411472 2 1 1 32 2 1 232 4520 1 1
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=26
split_feature=1 9 5 2 1 2 5 2 1 3 12 1 0 2 9 0 3 4 3 0 4 8 0 0 3 5 9 12 3 10 3 10 11 2 2 3 4 0 12
split_gain=3313.53 627.147 444.4 219.351 175.882 159.067 81.7034 62.0937 39.1931 34.9063 29.6664 20.6288 20.4616 18.1355 18.0781 15.2643 14.5751 13.8547 9.72937 9.38104 9.11048 8.96939 8.71792 6.94231 6.93274 6.4673 4.3808 4.63962 4.21252 4.04718 3.5495 3.40893 2.34044 1.97605 1.75233 1.53754 1.42976 1.36477 1.01042
threshold=0 1 2 3 4 5 6 7 8 1.5000000000000002 9 10 1.5000000000000002 11 12 11.500000000000002 2.5000000000000004 13 4.5000000000000009 11.500000000000002 14 15 1.0000000180025095e-35 4.5000000000000009 1.5000000000000002 16 17 18 6.5000000000000009 19 12.500000000000002 20 21 22 23 11.500000000000002 24 88.500000000000014 25
decision_type=1 1 1 9 1 9 1 9 1 2 1 1 2 9 1 2 2 1 2 2 1 1 2 2 2 1 1 1 2 1 2 1 1 9 9 2 1 2 1
left_child=1 2 3 7 5 6 17 15 21 22 14 36 26 -12 37 20 23 19 31 -2 -1 24 -9 -10 -5 33 27 28 -7 -27 -11 34 -15 -14 -13 -3 -4 -6 -35
right_child=4 35 11 8 10 12 -8 9 16 30 13 18 25 32 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 29 -28 -29 -30 -31 -32 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=0.1807207337612092 0.11074257328161292 0.2275563422541263 0.051770787253235355 0.026948976928350129 -0.087633878571957258 -0.071109636110112381 -0.031739851066658359 0.024251992213384099 -0.033879532863840232 0.11816461473839907 0.027443145539385056 0 0.01441959925059573 -0.045507381715747433 0.017998740709333546 0 0.028111076295669963 -0.00038092523092065185 0.0037967829143897729 0 0.0035486730108611783 0.0078773737114366683 0.071952141489694296 0.013793872631307111 0.091488199862462732 -0.040134439203595412 0 0 0 0.0055889652819023942 0 0 0 -0.014776308792269269 -0.044778012885709421 0 0 0 0.0034609368169674763
leaf_weight=291.86252933862852 102.3515264185844 294.37493411381729 6.2365432333899662 83.384636799921282 2050.0224349774362 277.6635318180779 50.540222488954896 130.87512614042498 110.57079289187095 324.63508849736536 19.626692503195954 21.53850361178047 44.754424046754139 103.88396111183101 2.2022980459732926 6.5486070481128982 43.355746496643405 7.1378645629156372 37.422580669721356 4.1061483551166011 7.6578376629622644 73.967237202043179 177.51354372111382 11.296971814415881 74.936398275604006 48.47322382760467 2.4847684758715323 14.453296516992848 10.750946503248995 3.1459730210772241 0.94693604664644127 13.869539874373002 3.0253267546650013 33.343115862982813 253.15671730146278 0.15807643148582329 6.8630255302996375 2.1707491019624277 2.861136656953021
leaf_count=199402 147191 187437 11094 118380 5384609 672198 111570 178566 229211 384189 39378 46867 83116 250898 2874 7742 82825 14347 80855 7427 11252 100561 203359 19500 95670 109288 3250 30190 24517 6596 1535 29129 6136 67059 573765 289 14287 5198 5270
internal_value=0 0.0976472 0.071654 0.0971894 -0.0703202 -0.0195258 0.0552359 0.122738 0.0281663 0.0908692 -0.0836032 -0.027972 -0.0504518 -0.0252916 -0.0870363 0.16975 -0.00745879 0.098415 -0.034191 0.105865 0.177837 0.051981 0.0565403 -0.025633 0.0653286 -0.0120825 -0.0651496 -0.066391 -0.068946 -0.0326422 0.117583 -0.041026 -0.0401295 0.00360384 -0.0432623 0.227397 0.0355815 -0.0875508 -0.00685325
internal_weight=0 1971.17 1676.64 1337.55 2783 602.066 164.136 940.04 397.512 633.971 2180.93 339.087 437.93 126.536 2054.4 306.069 165.224 113.596 325.987 106.458 299.52 232.288 308.389 121.868 158.321 132.578 305.353 302.868 288.414 51.6192 325.582 288.565 106.909 80.9587 274.695 294.533 13.0996 2052.19 36.2043
internal_count=9547027 2575915 2388189 1632192 6971112 1282019 280535 986045 646147 767649 5689093 755997 1001484 296412 5392681 218396 331536 168965 730616 154618 210654 314611 381925 248711 214050 271329 730155 726905 696715 115884 385724 649761 257034 155445 620632 187726 25381 5389807 72329
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=896 1 2 11276054 64 6032386 2 8912898 768 1 512 265219 1 2 2 1 2 1 1 1 1 1 10494868 22806530 2 1
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=24
split_feature=1 5 2 2 9 1 5 1 0 0 0 1 2 9 0 1 1 2 2 12 12 4 9 12 0 0 3 3 0 10 0 3 0 2 3 10 3 4 3
split_gain=2662.94 405.993 209.328 172.22 95.9188 87.1752 63.379 62.9624 52.2163 50.8362 40.8204 36.7374 21.7587 18.8133 17.3552 16.2315 15.5712 14.9638 9.77309 9.06541 8.88927 7.72719 5.92388 5.88488 5.86907 4.67839 4.66781 4.43938 4.23394 4.00924 3.55321 5.09479 4.77107 2.66518 2.54065 2.4951 2.46781 2.30807 2.08242
threshold=0 1 2 3 4 5 6 7 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 8 9 10 14.500000000000002 11 12 13 14 15 16 17 18 19 2.5000000000000004 11.500000000000002 4.5000000000000009 7.5000000000000009 11.500000000000002 20 1.0000000180025095e-35 4.5000000000000009 16.500000000000004 21 1.5000000000000002 22 12.500000000000002 23 6.5000000000000009
decision_type=1 1 9 9 1 1 1 1 2 2 2 1 9 1 2 1 1 9 9 1 1 1 1 1 2 2 2 2 2 1 2 2 2 9 2 1 2 1 2
left_child=1 2 4 5 8 6 21 9 16 13 15 17 24 20 36 -4 33 25 -18 -7 27 30 35 29 -11 -3 -17 -5 -26 -14 31 -2 -32 -1 -12 38 -10 -19 -13
right_child=3 11 10 7 -6 19 -8 -9 14 12 34 22 23 -15 -16 26 18 37 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.014472528706656268 0.04300557333202127 0.054183983189245666 0.021302187542171003 -0.072556558644583699 0.17704871057345406 -0.053297637541209676 -0.034076231572929376 -0.09145221170524416 0.12304141171107391 -0.0052964267095146657 0.032548299041773664 -0.048257435101121078 -0.043964800214463404 0.02439193841662821 0 -0.037986062513403591 -0.0056411697921349398 0.006748535996268689 0.038085441533003916 0.0069616536980290668 -0.0044825311364922573 0 0.005815751129092956 0.0070595897132199881 0.041006514308462 -0.00122117720756262 0.0061844821835152566 0 -0.00044428821498960087 0 0.12433360621714079 -0.0063664496960404247 0 0.086814097521812988 0.075647853889772798 0 0 -0.020789047390080358 0
leaf_weight=49.0516073461622 45.493758894241182 67.908985638554441 118.19655943411635 548.62665508437203 290.28932348825037 130.48812428719248 35.20335215664818 1451.5331239527441 611.65200741257286 36.504521547671175 144.18839526909869 188.24249904780299 130.51578383235028 3.7618771604029453 7.5251330989412955 69.921093827782897 56.407911040005274 10.275742512953002 98.244107608450577 12.065238757175392 34.893205244879937 4.8664553882845203 7.7895178444450712 10.160078805667579 60.754634768614778 4.4180657049291758 7.6660549989901474 10.794398740166796 14.18998455442488 11.619494933489475 47.09890262625413 6.3055046108784145 1.829553409887011 231.20988426276017 126.4973931669374 11.940653084253425 0.6213579642935646 48.243392017204314 7.595563542447052
leaf_count=41835 61474 122242 148488 1480714 137427 353238 80495 4165747 532161 79148 208688 468576 319679 4821 11920 153097 106490 18048 108009 23155 78993 10376 4813 22196 130222 8835 14712 26156 32911 27351 62812 7671 3953 184693 157508 25506 937 106203 15727
internal_value=0 0.0808292 0.0999265 -0.0682184 0.119708 0.00479016 0.0542579 -0.0772178 0.100293 -0.0499176 0.0353733 -0.0160948 -0.0108473 -0.0661232 0.121014 0 0.064216 0.02112 0.0227135 -0.043608 -0.0683213 0.0909448 -0.0389978 -0.0324292 0.0181557 0.0441841 -0.0277468 -0.0713633 0.0324161 -0.0396171 0.0957598 0.0331973 0.120399 0.0784785 0.0592254 -0.0441014 0.122826 -0.0107066 -0.0464569
internal_weight=0 2157.89 1811.47 2596.7 1345 283.351 140.798 2313.35 1054.71 861.821 466.469 346.414 263.744 598.076 619.798 195.784 434.914 130.846 154.652 142.553 594.314 105.594 215.568 152.295 111.449 72.3271 77.5871 559.421 74.9446 142.135 100.728 51.7993 48.9285 280.261 270.686 207.779 612.273 58.5191 195.838
internal_count=9547027 2575915 1805965 6971112 1123472 603174 226781 6367938 986045 2202191 682493 769950 611507 1590684 545018 316297 441027 255328 214499 376393 1585863 146286 514622 369226 242281 131077 167809 1506870 163133 347030 135910 69145 66765 226528 366196 509809 533098 124251 484303
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=896 2 11276054 17301507 1 96 2 96 768 3432080 1 768 768 269754 525072 1 1 2 1 1 1 2097664 1 2
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=25
split_feature=1 5 1 2 2 1 5 0 12 1 3 0 9 2 3 4 0 2 4 0 0 2 5 9 0 0 2 9 12 3 0 4 3 10 3 2 11 2 3
split_gain=2166.81 286.214 170.181 163.578 120.778 68.7705 56.4349 33.8709 32.069 31.7503 18.4414 18.269 17.4955 15.7374 14.3983 13.7617 13.1144 11.4524 9.41016 7.90208 6.95784 6.93006 5.67417 5.52065 5.04633 4.98202 4.80863 3.97411 4.02046 3.93402 3.9191 3.89226 4.04752 3.69134 2.8494 5.97494 2.70944 2.66467 2.52941
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 2.5000000000000004 1.5000000000000002 9 10 2.5000000000000004 11 1.0000000180025095e-35 12 13 16.500000000000004 11.500000000000002 14 15 16 14.500000000000002 10.500000000000002 17 18 19 6.5000000000000009 1.0000000180025095e-35 20 7.5000000000000009 21 3.5000000000000004 22 23 24 7.5000000000000009
decision_type=1 1 1 9 9 1 1 2 1 1 2 2 1 9 2 1 2 9 1 2 2 9 1 1 2 2 9 1 1 2 2 1 2 1 2 9 1 9 2
left_child=1 3 4 19 6 14 18 10 12 15 17 27 -4 -10 16 25 21 -7 20 31 30 -5 -13 34 38 -3 -17 28 29 -6 -2 32 -1 -24 -11 -36 -15 -18 -9
right_child=2 9 8 5 11 7 -8 24 13 23 -12 22 -14 36 -16 26 37 -19 -20 -21 -22 -23 33 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.12425535482811301 0.030672591395385224 0.058321008181900669 -0.085309982959270059 -0.0032399880374294737 -0.067134712173952879 -0.030803622525742813 -0.029086393265983231 0.068402088871291594 0.023348161959374933 -0.049279872493708035 0.030858504497997805 0.0045538169973263617 0.017747968747767122 -0.043621591629324497 0.095126865509478534 0.016675033035175851 0 0.0096620395995710498 -8.7849415198245484e-06 0 0 0.034223855754354229 -0.037415848276560353 0.0056887070354402639 0 -0.00049656682467207525 -0.017815274043751383 0 0 0 0.10888589660339364 0.018169619807658858 0 0.0054913837731854383 0.021563640882120462 -0.022299662743928632 0 0.070117393993826757 0
leaf_weight=729.1260611024336 56.436793138360372 44.513359056145418 1736.0876212254516 46.77280613523908 240.5401249853312 130.42169488832587 47.530124880024232 91.683508940157481 27.278442059730878 145.3619097325136 102.14052312128479 79.95124289728119 2.2707838543574317 87.008271456783405 312.63575573737035 24.26897333166562 16.602141382638365 82.13069968597847 6.9997521557088467 2.6411509927129364 4.2517193529056376 157.28751677717082 45.06903114009765 7.8348024238366625 5.254536925291176 5.1719880733580785 59.740695206011878 2.5459023767034514 14.388913887523811 10.464165420300558 62.36647974391235 21.600353246205486 3.4734365194453849 3.176604637206764 6.0643217751057819 47.490877160656964 2.2504310014774083 283.08247322565876 2.1517744917073278
leaf_count=379608 72704 71274 5389807 63069 672198 260578 111570 115423 57897 377123 153689 155445 2874 233671 259318 43087 14131 117549 14347 4771 7427 150442 109288 4813 8586 10211 130756 3250 30190 24517 74487 23882 2698 6596 14668 118018 4844 249567 2654
internal_value=0 0.0678518 -0.0660502 0.0824972 -0.0158084 0.0556198 0.0456274 0.0182694 -0.0807699 -0.0147424 2.34557e-05 -0.0456962 -0.0847069 -0.0201888 0.072463 0.0191313 0.0546366 -0.0155413 0.0779914 0.119787 0.0835205 0.0263641 -0.0096455 -0.0368155 0.0618348 0.0505517 -0.00355426 -0.0607637 -0.0621175 -0.0648015 0.0874218 0.121927 0.123758 -0.0297344 -0.0419345 -0.00787147 -0.037361 0.0688271 0.0662819
internal_weight=0 2327.45 2428.62 1987 573.721 1230.16 177.585 413.783 1854.9 340.447 314.693 396.136 1738.36 116.537 816.381 133.695 503.745 212.552 130.055 756.841 123.055 204.06 128.197 206.752 99.0898 49.6853 84.0097 267.939 265.393 251.004 118.803 754.2 732.599 48.2456 198.917 53.5552 89.2587 299.685 93.8353
internal_count=9547027 2575915 6971112 1805965 1282019 1395006 280535 658479 5689093 769950 531816 1001484 5392681 296412 736527 255328 477209 378127 168965 410959 154618 213511 271329 514622 126663 81485 173843 730155 726905 696715 147191 406188 382306 115884 509809 132686 238515 263698 118077
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=896 2 64 527366 6032386 768 2 1 768 1 265235 2 65784 2 5312672 2 1 5416 1 1 2 1 8391186 1 30482560
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=22
split_feature=1 5 1 2 9 1 5 2 3 4 9 0 0 1 3 4 5 12 9 3 10 0 0 4 3 3 9 0 0 12 0 0 0 11 3 4 0 3 4
split_gain=1777.35 205.814 168.307 162.285 99.1366 119.214 93.448 58.6277 47.3013 28.9196 28.4011 24.7298 18.8473 17.1787 14.7252 20.7364 12.2619 12.0347 11.512 8.16751 4.92576 4.04586 4.07945 3.45348 8.67401 3.1961 3.18679 3.1529 2.91248 2.77183 2.58157 2.4397 2.12067 2.01883 1.84375 2.34423 1.32761 1.25274 1.24139
threshold=0 1 2 3 4 5 6 7 2.5000000000000004 8 9 1.5000000000000002 1.5000000000000002 10 1.5000000000000002 11 12 13 14 4.5000000000000009 15 11.500000000000002 1.0000000180025095e-35 16 3.5000000000000004 7.5000000000000009 17 14.500000000000002 5.5000000000000009 18 88.500000000000014 1.5000000000000002 3.5000000000000004 19 1.5000000000000002 20 16.500000000000004 1.0000000180025095e-35 21
decision_type=1 1 1 9 1 1 1 9 2 1 1 2 2 1 2 1 1 1 1 2 1 2 2 1 2 2 1 2 2 1 2 2 2 1 2 1 2 2 1
left_child=1 4 3 6 5 -1 14 21 12 -10 13 18 -9 38 31 27 34 26 25 23 -18 22 -7 24 -15 29 30 -16 -25 -5 -4 -2 33 -19 -13 -36 -33 -8 -3
right_child=2 10 17 11 -6 7 37 8 9 -11 -12 16 -14 19 15 -17 20 32 -20 -21 -22 -23 -24 28 -26 -27 -28 -29 -30 -31 -32 36 -34 -35 35 -37 -38 -39 -40
leaf_value=0.11462375960189622 0.0072450698872361793 0.047737968498598071 -0.090151279213273539 -0.074128848770513942 0.11187536358113692 0.044686102786431856 0 -0.0028032104462690621 0.071887742592945059 0.0059709700296808081 0.058033710333241222 -0.0076240081907741359 0.029979579772700195 -0.022829498621088472 0.11489921454343824 -0.0033212062696509671 -0.051035377308539943 -0.03637898272013023 0.011728952942549213 0.0043708116487461268 0.0025497245155818799 0 0.091874859257875155 -0.047255961649517675 0.034076699458132874 0 0 0 0 -0.008551014537919243 0 0.047914444848525403 0 0 0.023397882777122892 -0.0043320151665131937 0 -0.047177007918685607 0
leaf_weight=270.56080413260497 75.314626599370968 7.2248725933022797 1265.8950233151554 414.00151891272981 447.52438516315306 170.88352933520218 3.4350364393321788 426.40988700356684 249.65810172597412 108.62302544756676 18.707330173405353 72.806559243355878 247.5272113031242 82.687854950578185 69.551411809428828 10.335016307566546 70.019867012248142 61.128572402929422 3.1136481025023377 37.051843042456312 5.1027911211131132 6.2700737199047571 219.36484046315309 167.05179094691994 3.5615126047923686 12.010599994915536 0.41404687461908807 0.88100384644349006 11.435182058718054 25.756608085997868 1.0310400663583994 36.910324763826793 14.612595018697901 2.5109960023546583 34.006614807061851 15.98442093352787 3.6012561848328906 75.958638125681318 6.8926856569305528
leaf_count=197022 136164 11094 4327557 1308622 173773 95368 9260 588929 241573 135108 13953 178175 266517 189458 93895 24685 194905 166373 3940 80855 12459 5792 101883 424264 7285 29455 575 1900 28754 60412 2919 57885 39521 5195 72017 35787 8330 201081 14287
internal_value=0 0.0575763 -0.063784 -0.0284078 0.0690697 0.0558777 0.0322245 0.0413495 0.0263682 0.0546813 -0.0133775 -0.054855 0.00957576 -0.0231401 0.0680733 0.0985513 -0.0197456 -0.0864608 -0.068477 -0.0295262 -0.0448528 0.0736718 0.0765906 -0.036252 -0.00971138 -0.0703484 -0.089854 0.113014 -0.0443953 -0.071718 -0.0900049 0.028861 -0.0270498 -0.0327467 0 0.0124816 0.0446123 -0.0451804 0.0330287
internal_weight=0 2481.43 2274.38 928.79 2146.82 1699.3 275.987 1428.74 1032.22 358.281 334.613 652.803 673.937 315.906 196.594 80.7674 197.92 1345.59 454.882 301.788 75.1227 396.518 390.248 264.736 86.2494 451.769 1267.34 70.4324 178.487 439.758 1266.93 115.826 78.2522 63.6396 122.798 49.991 40.5116 79.3937 14.1176
internal_count=9547027 2575915 6971112 2428972 1805965 1632192 533200 1435170 1232127 376681 769950 1895772 855446 755997 322859 120480 493343 4542140 1402429 730616 207364 203043 197251 649761 196743 1398489 4331051 95795 453018 1369034 4330476 202379 211089 171568 285979 107804 66215 210341 25381
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=896 2 96 1838082 1 512 2 525318 2 1 512 2 2 1 1 1 2 1 1 1 2 2
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=26
split_feature=1 2 5 1 2 5 0 1 1 3 0 4 3 2 9 1 8 2 0 2 12 2 2 2 0 0 9 10 12 3 3 3 11 0 12 0 0 12 8
split_gain=1479.48 165.67 148.487 106.858 78.0119 77.3978 41.551 28.7529 27.453 23.7819 15.6004 13.3976 14.5323 14.1909 13.1572 12.7531 10.6001 10.5577 6.28448 5.49726 5.28537 4.46621 4.40163 3.91198 3.83254 3.7712 3.57617 3.54579 3.51035 3.95313 2.85934 2.58131 2.49863 2.47709 2.44852 2.39254 2.17044 2.06234 2.04933
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 2.5000000000000004 1.5000000000000002 8 1.5000000000000002 9 10 11 12 13 16.500000000000004 14 15 16 17 18 1.0000000180025095e-35 11.500000000000002 19 20 21 6.5000000000000009 4.5000000000000009 3.5000000000000004 22 2.5000000000000004 23 14.500000000000002 18.500000000000004 24 25
decision_type=1 9 1 1 9 1 2 1 1 2 2 1 2 9 1 1 1 9 2 9 1 9 9 9 2 2 1 1 1 2 2 2 1 2 1 2 2 1 1
left_child=2 3 4 5 18 11 9 10 17 15 26 12 13 -2 34 23 36 25 -1 31 32 -17 -11 -6 -14 38 28 37 29 -3 -21 -10 -5 -18 -9 -35 -8 -12 -4
right_child=1 7 8 20 6 -7 16 14 19 22 27 -13 24 -15 -16 21 33 -19 -20 30 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0.08382065048786165 -0.012785498630946985 -0.062755653675333353 0.047649049233937237 -0.064220834429721582 -0.0049544897984052302 -0.043598782831076488 0.06553649384386516 -0.089383622597899379 -0.0073559447883383951 0 -0.020038588607117915 -0.0083765829979064732 0.022170380977536184 0.044997871950068019 0.012003227059441873 0.0051200711876199364 0.01324767199359865 -0.0082532843689337911 0 -0.045104212562949955 -0.0045228194099684359 -0.030609346766821699 0.045006916279974919 0.020420415178422621 0.11552647929355171 -0.0010333271742961558 0 0.01605910050977119 0 0 0 0.027356539341115666 0 0.044212768065731663 -0.030718642847599748 0 0 0.0045792808214657251 0
leaf_weight=905.98697948979679 37.947319737402722 208.78802311138134 66.303727052611066 207.40625514675048 48.333932291076053 76.330516741756583 568.15296514643705 1182.1124238191405 16.405582419363785 20.708556488738395 102.50473209327902 12.559454051341161 33.000355448224582 79.952198112558108 1.2482051801634941 22.764634564344306 166.72061287172255 55.886688825063175 3.3568796061445019 150.23095599783119 33.875043464242481 93.947097604628652 185.34069691927289 174.04783489747206 46.069629645528039 4.3527937020116942 2.570824318449012 13.075425231567349 14.173032917256931 9.7884040985081793 23.735389274690533 2.9767015078978138 2.9841862497560205 91.26666929142084 63.78763712500222 3.1247145165107204 2.7584402926149769 9.1997725527035055 6.9046443694387554
leaf_count=405060 85983 671999 110080 744282 63069 211611 494562 4408076 41116 13805 229593 29951 42112 115875 1565 29771 164164 124251 5926 413234 86255 200133 183874 151794 54140 8835 3243 24666 29977 23665 54470 5802 10233 84807 181146 4842 4158 16740 12162
internal_value=0 -0.0615021 0.0497209 -0.0107703 0.0588473 0.0285197 0.0407865 -0.0773852 -0.0114788 0.0174244 -0.0407992 0.0594053 0.065585 0.0277283 -0.0861198 0 0.0550794 0.0192998 0.0823929 -0.0331825 -0.0553491 -0.0221979 0.0418002 0.0138474 0.0961291 0.0377582 -0.0559317 -0.00764924 -0.0574027 -0.060201 -0.0388092 0.0043914 -0.0630014 0.0267506 -0.0874081 0.0413923 0.0640433 -0.0153538 0.0462597
internal_weight=0 2137.37 2613.31 530.125 2286.51 285.859 1377.17 1607.25 326.796 545.143 360.1 209.529 196.97 117.9 1247.15 339.093 832.023 133.448 909.344 193.349 244.265 116.712 206.049 222.382 79.07 77.5612 235.32 124.78 232.749 218.576 173.966 19.3823 210.39 261.112 1245.9 94.3914 570.911 111.705 73.2084
internal_count=9547027 6971112 2575915 1380442 1805965 539672 1394979 5590670 769950 642446 999883 328061 298110 201858 4590787 444767 752533 255328 410986 514622 840770 229904 197679 214863 96252 131077 728884 270999 725641 695664 467704 46918 754515 253813 4589222 89649 498720 246333 122242
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=896 22842371 2 96 8914950 2 64 768 2 17041408 1 768 1 269754 18 1 2364416 7348224 5312672 1 1 1 1 1 1 3
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=24
split_feature=1 5 2 0 1 1 2 9 1 2 0 9 0 4 12 4 9 8 12 3 1 10 3 0 2 9 3 3 0 2 0 11 0 0 3 3 3 11 2
split_gain=1246.89 255.783 109.605 50.2505 49.8169 36.433 34.3768 28.6517 39.3136 24.4131 18.2896 17.851 14.5633 11.7175 10.1778 9.74584 8.47987 7.98911 7.90736 7.63844 5.96577 5.61177 4.65721 3.94374 3.7562 3.28981 3.78548 3.17045 2.82741 2.8065 2.16784 2.88012 1.75619 1.58296 1.52239 1.47787 1.45863 1.26517 1.12416
threshold=0 1 2 1.5000000000000002 3 4 5 6 7 8 11.500000000000002 9 1.5000000000000002 10 11 12 13 14 15 2.5000000000000004 16 17 1.5000000000000002 10.500000000000002 18 19 2.5000000000000004 6.5000000000000009 1.0000000180025095e-35 20 3.5000000000000004 21 30.500000000000004 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 22 23
decision_type=1 1 9 2 1 1 9 1 1 9 2 1 2 1 1 1 1 1 1 2 1 1 2 2 9 1 2 2 2 9 2 1 2 2 2 2 2 1 9
left_child=1 2 3 7 15 17 18 8 -1 -10 13 14 19 29 37 23 21 22 20 -7 34 27 28 -3 33 26 -14 -6 -4 -5 31 -16 -22 -17 -2 -12 -26 -8 -15
right_child=6 4 5 10 16 12 11 -9 9 -11 35 -13 25 38 30 24 -18 -19 -20 -21 32 -23 -24 -25 36 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.073546928140870257 0.017458652301515332 0.049473042489608821 0 0.0052879346098669549 -0.056614482724272941 -0.041841603368874374 -0.08639992655885137 0.070812125313114663 0.039514632676328452 0.0052790485978555946 -0.011624964886682783 0.020058159490198155 -0.011415906234012976 0.017961421709334183 -0.039904789756761573 0 0.0074771595474658996 0.00028669009970666348 0.017051965604854859 0 -0.043033789203486071 0 0.052833892285911843 -0.00029762536144396486 -0.022202849015081207 0.034985846955412306 0.020000187834431596 0 0.024840939140912899 0.085705485861362507 0 0.00092158877899659909 0 0.029645395051407588 -0.0062964004573137517 0.014477223125717571 0.00065426405929000704 -0.00065155833884832808 -0.00022118469614921957
leaf_weight=171.24618643801659 12.563426360255106 48.919525807665195 48.37486443889793 29.290487052901881 320.09846189222299 138.40195061691338 1210.4361691355298 304.26551989495056 386.56527200885466 499.00011137113324 19.763234281796034 1.6501882482843928 73.807100514735794 15.93095659755636 69.80126637162175 17.397986243362542 9.06457500378019 101.48463290731888 17.83333289573784 53.059616883459967 96.343991851899773 22.771442129975185 128.88164504495217 5.1018620917166109 52.234806230844697 7.0304600076924535 30.814863922423683 14.0577392122359 74.859310756379273 667.26086802009377 19.90664021827979 2.697409599175443 1.1586048512835976 7.7917019047308704 28.682881067885319 8.4258109684742504 4.769907230482203 9.2531403534812835 24.111528028355679
leaf_count=91112 28743 71274 59432 24877 963536 367443 4903851 97675 213409 644213 26188 2016 130772 14470 203584 29736 6185 106895 32343 111646 349156 58259 105861 10211 121332 3895 45207 31862 70171 395424 54458 5847 4082 13351 71920 9245 9424 33093 24829
internal_value=0 0.0337119 0.0456619 0.0564941 -0.0301436 0.00828051 -0.075859 0.0429937 0.0329749 0.0216095 0.0783242 -0.0816314 -0.0155298 0.0812333 -0.0830366 0.0174237 -0.0478162 0.0289574 -0.0191456 -0.0314063 -0.0289148 -0.0517025 0.0378517 0.0427741 -0.00199307 0.00936658 0 -0.0547212 0.0154192 0.0843472 -0.0297685 -0.0356338 -0.0382026 0.0150252 0.000906 0 -0.0154951 -0.0860207 0.00985715
internal_weight=0 3284.78 2782.57 2125.86 502.208 656.714 1470.33 1361.08 1056.81 885.565 764.783 1313.74 303.114 736.594 1312.09 136.216 365.992 353.6 156.582 191.462 138.749 356.928 252.116 54.0214 82.1944 111.652 104.622 334.156 123.234 696.551 92.4053 72.4987 97.5026 25.1897 41.2463 28.189 57.0047 1219.69 40.0425
internal_count=9547027 3857934 2542764 1541442 1315170 1001322 5689093 1046409 948734 857622 495033 5202849 658963 459600 5200833 255328 1059842 342359 486244 479089 453901 1053657 235464 81485 173843 179874 175979 995398 129603 420301 263889 209431 353238 43087 100663 35433 130756 4936944 39299
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=960 2 11276054 768 768 17301507 1 512 8913922 1 2 1 2 1 1 1 32 1 5416 1 8388608 1 1 772
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=22
split_feature=1 5 2 1 1 2 0 9 3 4 10 9 0 8 0 12 3 2 9 1 9 10 8 3 0 0 1 3 3 3 0 0 11 0 0 3 12 3 11
split_gain=1072.84 201.098 84.8535 63.5017 44.6249 34.1922 28.3227 22.924 20.8316 24.3662 19.1744 17.4949 13.7185 11.2391 12.8855 10.4737 9.77285 8.07409 7.93477 7.22169 6.57252 5.1013 3.97472 3.66037 3.45168 3.07718 2.87764 2.86653 2.60438 2.30131 2.17608 1.95263 2.73024 1.76576 1.66345 1.45253 2.09428 1.47182 1.15805
threshold=0 1 2 3 4 5 2.5000000000000004 6 2.5000000000000004 7 8 9 1.0000000180025095e-35 10 1.0000000180025095e-35 11 1.5000000000000002 12 13 14 15 16 17 4.5000000000000009 14.500000000000002 11.500000000000002 18 6.5000000000000009 5.5000000000000009 2.5000000000000004 9.5000000000000018 3.5000000000000004 19 18.500000000000004 2.5000000000000004 1.0000000180025095e-35 20 3.5000000000000004 21
decision_type=1 1 9 1 1 9 2 1 2 1 1 1 2 1 2 1 2 9 1 1 1 1 1 2 2 2 1 2 2 2 2 2 1 2 2 2 1 2 1
left_child=1 2 7 13 17 19 8 10 20 -10 12 15 23 14 29 38 -14 22 21 35 -5 27 25 -1 28 -3 34 -6 -8 -4 -12 32 -17 -21 -15 -2 37 -37 -7
right_child=5 4 3 6 18 11 24 -9 9 -11 30 -13 16 26 -16 31 -18 -19 -20 33 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.025396214475341433 0.016098482480155253 0.050033733336469502 0.0088755676501256313 -0.034924314824187376 -0.054313463294426913 -0.085201339415473476 0.036947643005511413 0.084830967912843169 0.043485694440447503 -0.024059389856362967 0.092721635470040184 0.019931506497418927 0.02989078284579455 0.032668090574708299 0.055884810536719287 -0.038213578547279019 0.064751544280924805 -0.010150379034846549 0.0072903552521396131 -0.039719242584033004 0.0065048409389115245 0 0 0 -0.002872788002028762 0 0 0 0 0.032854260686300936 0 0 0.00091391282074723885 0 0 -0.021467436806989024 0.0129818898673394 0.00085104016751286508 -0.0006363020029839816
leaf_weight=323.55840241638361 24.255753165460192 58.61941781337373 160.84250512748258 275.60064215655439 302.4909265897295 1110.2906404119713 134.9342973830062 317.16741425226792 80.062836533936206 71.334172694478184 94.417415228788741 1.6835657359624736 288.99697020187159 37.790462126082275 442.90394346218091 67.072525192634203 310.00459502878948 43.449461691634497 9.132387599674983 74.475130317965522 20.663754278502893 22.771442129975185 32.308834990370087 56.108134228939889 8.0893865288817306 3.4050259666691991 134.59911162330536 14.0577392122359 10.779072511824777 121.88959891436389 1.4935393761261355 19.90664021827979 2.6998943890794171 2.1070938928169189 7.633540009672287 36.198400919034611 7.1700413502112488 8.6673938122112286 9.2471168745250889
leaf_count=228199 65215 93882 150666 666128 963536 4903851 175758 81539 117905 141732 54119 2016 181983 27110 291354 203584 149842 98241 6185 268131 11623 58259 56318 33786 14330 6887 114577 31862 13094 82593 1276 54458 5847 7673 5150 110266 11613 23346 33093
internal_value=0 0.0297778 0.0398573 0.0219072 -0.0279806 -0.0740229 -0.00294588 0.0576524 -0.0161102 0.0112908 0.0477948 -0.0801173 0.0406541 0.0381562 0.0440316 -0.0816244 0.0506372 0.016387 -0.0454571 -0.0175901 -0.0307828 -0.0493967 0.0302261 0.0216167 0.0299535 0.0411008 0.00941075 -0.0524173 0.0336626 0.0223324 0.0912277 -0.0281671 -0.0338731 -0.0339712 0.0239965 0.00230258 -0.00372599 -0.0145354 -0.0847987
internal_weight=0 3385.11 2898.87 1507.12 486.235 1363.77 601.464 1391.75 447.661 151.397 1074.58 1210.9 978.668 905.659 725.636 1209.22 599.002 137.783 348.452 152.874 296.264 339.32 94.3333 379.667 153.803 62.0244 180.023 316.549 145.713 282.732 95.911 89.6791 69.7724 76.5822 45.424 76.2916 52.0358 44.8658 1119.54
internal_count=9547027 3857934 2542764 1812020 1315170 5689093 1140570 730744 937388 259637 649205 5202849 593810 671450 524613 5200833 331825 255328 1059842 486244 677751 1053657 157087 261985 203182 100769 146837 995398 188852 233259 55395 263889 209431 275804 32260 210440 145225 133612 4936944
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=960 2 8916486 768 768 17301507 1 2 1 1 5 1 269818 1 48 1 1 1 512 1 1 1
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=27
split_feature=1 5 2 1 2 0 1 1 9 9 10 2 3 2 3 9 12 4 9 12 8 1 0 10 3 0 0 0 1 2 3 3 4 8 8 4 11 0 0
split_gain=924.748 160.806 64.9846 39.0585 34.0743 27.6086 23.7988 18.2756 22.8324 17.1238 16.8231 13.8568 15.2088 13.5638 11.534 11.3151 10.6288 7.51038 7.41142 6.80459 5.37548 5.05636 5.01943 4.9798 3.81137 3.74581 3.62057 3.24965 3.19172 2.87704 2.55799 2.44111 2.33997 2.18927 2.08785 2.0655 1.81701 2.56453 1.76582
threshold=0 1 2 3 4 1.5000000000000002 5 6 7 8 9 10 1.5000000000000002 11 2.5000000000000004 12 13 14 15 16 17 18 4.5000000000000009 19 2.5000000000000004 11.500000000000002 2.5000000000000004 10.500000000000002 20 21 6.5000000000000009 5.5000000000000009 22 23 24 25 26 3.5000000000000004 9.5000000000000018
decision_type=1 1 9 1 9 2 1 1 1 1 1 9 2 9 2 1 1 1 1 1 1 1 2 1 2 2 2 2 1 9 2 2 1 1 1 1 1 2 2
left_child=1 2 5 17 19 7 20 29 10 16 -9 25 13 -13 15 22 38 27 23 21 24 -2 -8 30 28 35 31 34 -4 -1 -5 -19 -14 -10 -3 -7 37 -18 -6
right_child=4 3 6 18 9 11 14 8 33 -11 -12 12 32 -15 -16 -17 36 26 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0097407810717790293 0.00099837767928005272 0.043574231450456989 0.028564394188495219 -0.052099146237497007 -0.084685087644738699 0.083124539619903362 -0.03854491557317459 0.010718110703876895 0.052378457935144965 0.019806988210095293 0.053654637888905711 0.042483114845622998 0.059528816364066817 -0.00043361925480787044 0.011688765556179781 0.024990975254575415 -0.036662736028178766 -0.022145718895575792 0.0070997859626912574 0.016794845730526132 -0.0065900577651686418 -0.034608110445341164 0 0 0.041032289968496526 0 0.018327125900894189 -0.00037084266473198877 0.001823173327767935 0.063930316314873503 0 0.0070014551661273143 0.0082219051082465036 0 -0.0017288237717105717 0 0 0 -0.01510411100444224
leaf_weight=55.5518380952999 41.172089571482502 49.12443575123325 53.283140469167847 287.14108605773072 1000.3094328670268 313.95459344406845 171.65712473876192 843.87890861579217 239.61237171571702 1.7164472381118674 83.79143979010405 79.201697375858203 256.11519336985657 165.57164681697031 88.130166343733435 10.787794981792102 64.698141411325196 58.589378703647526 9.2018156764679571 17.938451455760514 31.688112799776718 89.950171352422331 24.331999948655721 22.296638059924589 125.15154178580269 10.87908481271006 17.318988601997262 5.1276397407636969 165.07217159494758 224.9241387330112 14.098528753063873 6.4442214325244995 34.635784611746203 18.78362101566745 3.7538082630489944 5.8337188729783511 3.2415074783202718 19.316342184931273 28.888163671290386
leaf_count=24844 20295 65581 46683 120789 600858 108863 92525 570473 68451 2014 54775 50357 153184 116516 94313 6804 26286 43847 6171 25075 31744 43956 25000 7968 93896 8972 12019 2613 170036 89983 4645 8630 30167 5509 5693 5757 1203 7238 16581
internal_value=0 0.0264083 0.0350431 -0.0260986 -0.0721011 0.0428009 0.0062312 0.0328753 0.0250655 -0.0785218 0.0164689 0.0580855 0.0396829 0.0170137 -0.0134589 -0.0261354 -0.0801339 0.0147227 -0.043155 -0.015927 0.0222359 -0.0255476 -0.033221 -0.0471347 0.0260874 0.0780141 -0.00213161 0.0363028 0.0134423 0.0566889 -0.0502152 -0.0148023 0.0556928 0.0508334 0.0423258 0.0820695 -0.0266813 -0.029858 -0.0834984
internal_weight=0 3475.93 3002.84 473.097 1267.23 2332.73 670.102 1466.54 1186.07 1118.17 927.67 866.192 535.524 244.773 294.907 206.777 1116.45 140.358 332.738 149.061 375.195 131.122 195.989 323.536 343.507 330.667 82.3526 58.0059 218.355 280.476 301.24 65.0336 290.751 258.396 52.8782 319.788 87.256 84.0145 1029.2
internal_count=2870314 2126808 1848852 277956 743506 1287851 561001 814035 699208 654180 625248 473816 350224 166873 218642 124329 652166 138383 139573 89326 342359 64251 117525 133402 310615 123592 64496 73887 216719 114827 125434 52477 183351 73960 71274 114620 34727 33524 617439
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=960 2 11276054 768 17301507 768 512 1 1 1 518 2621696 1 1 2 1 1 3 32 1 512 2360324 2 3 3 2 1
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=24
split_feature=1 4 3 2 1 1 2 1 0 9 3 0 9 0 2 3 8 3 1 0 9 2 12 2 12 2 3 1 0 3 8 3 0 2 0 3 2 11 9
split_gain=802.176 134.086 67.6 65.4628 53.2221 35.312 34.9296 24.2037 22.4747 20.9293 14.759 12.6843 12.2756 11.8787 13.0861 9.97872 9.81812 9.52434 6.82045 5.79809 5.74073 4.44667 4.38575 4.3044 3.99586 3.8213 4.28885 3.68202 2.64185 2.5363 2.31466 2.31346 2.09177 2.05579 1.81377 1.65012 1.31943 1.15498 1.0634
threshold=0 1 2.5000000000000004 2 3 4 5 6 11.500000000000002 7 4.5000000000000009 1.5000000000000002 8 1.0000000180025095e-35 9 1.5000000000000002 10 4.5000000000000009 11 7.5000000000000009 12 13 14 15 16 17 4.5000000000000009 18 1.0000000180025095e-35 5.5000000000000009 19 2.5000000000000004 22.500000000000004 20 10.500000000000002 1.5000000000000002 21 22 23
decision_type=1 1 2 9 1 1 9 1 2 1 2 2 1 2 9 2 1 2 1 2 1 9 1 9 1 9 2 1 2 2 1 2 2 9 2 2 9 1 1
left_child=1 2 3 8 10 18 7 28 11 15 21 27 24 25 -15 -7 32 19 30 -6 -20 31 29 -12 -8 -4 -27 -1 -2 37 -5 -3 -16 -19 -30 -10 -13 38 -9
right_child=6 4 13 5 17 9 12 22 35 -11 23 36 -14 14 16 -17 -18 33 20 -21 -22 -23 -24 -25 -26 26 -28 -29 34 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.050403740699235547 -0.0038199270275713192 -0.0022573142063196886 -0.0016076512136287656 0.041598281110066172 -0.05626376759651297 -0.030282667507866214 -0.085134959074486483 -0.058082037815182258 -0.029188558854540827 0.037003237878208799 0.048922793077727199 0.001201080273963622 0.011681163963696875 0.01466110678566917 0.081384941614628878 0.0034996349464254482 0.028797500270048449 0.0060268345261329011 0.0025767676628433468 0 0.029444865157825295 -0.014570527383963167 -0.0018096971664355915 0 -0.024809382820327741 0.042193048219067747 0.010227424105305524 0.020526741115075485 0.02808569916283506 0 0 0.030670499234214978 0 -0.015839910788562485 0 0 0.064363122662444136 0 0
leaf_weight=100.72687049704837 34.449424824910238 5.8027659919462193 20.932851815363392 129.29025415098295 239.5846905382059 356.96826697932556 836.73367953735578 160.76388748997124 26.458154494815975 34.893790537840687 71.386590816488024 25.183753510325914 1.3381814619060595 111.54829804474139 400.99524439621018 85.878515105607221 165.38384662012686 20.34883581174654 360.43589006847469 9.2415555097104498 88.731796672509518 94.516713038203306 32.111202448286349 20.30562219209969 56.423137237201445 250.87829769516247 110.35804053125321 421.30057779679191 41.813730390858836 5.1762044139904893 30.754929761111271 17.425975439546164 0.91576000774511968 79.951902083150344 10.375129950145491 2.1242441616486749 269.76344867268926 1.3871328951790918 0.1133117547724386
leaf_count=38026 16746 5735 11491 78367 133631 265158 549508 92132 16171 15751 53108 16789 1561 66219 182167 68095 83548 19070 320329 5034 29266 61672 24599 14968 22579 141492 56752 222417 27597 2810 20901 13020 1061 62489 4527 1670 118821 659 182
internal_value=0 0.023713 0.0321738 0.020264 -0.0200473 0.00323974 -0.0701202 -0.029821 0.040446 -0.0160536 0.0173574 0.044249 -0.0808644 0.0524375 0.0616798 -0.0232906 0.0678409 -0.0422194 0.0188885 -0.0534111 0.00981689 -0.00396776 -0.0470052 0.0428607 -0.0825791 0.0319982 0.0338619 0.0305459 0.00973534 -0.054942 0.0357947 0.0169822 0.0791673 -0.00948817 0.021646 -0.0232251 0.0625198 -0.056849 -0.0575831
internal_weight=0 3552.09 2993.52 1932.51 558.565 1086.95 1180.69 286.19 845.557 477.741 209.438 816.975 894.495 1061.01 678.843 442.847 567.295 349.127 609.213 248.826 449.168 117.745 199.552 91.6922 893.157 382.169 361.236 522.027 86.6383 167.441 160.045 23.2287 401.911 100.301 52.1889 28.5824 294.947 162.264 160.877
internal_count=2866118 2123218 1754491 1211761 368727 797867 742900 169252 413894 349004 148503 396053 573648 542730 332995 333253 266776 220224 448863 138665 349595 80427 120382 68076 572087 209735 198244 260443 48870 95783 99268 18755 183228 81559 32124 17841 135610 92973 92314
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=960 2 11010310 768 768 22907907 32 1 1 7418628 1 512 1 276240 1 10489149 1 6823940 512 5 8390210 8388608 1 1
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=23
split_feature=1 4 3 1 9 1 2 2 5 9 10 3 1 0 3 1 2 0 3 8 0 8 2 2 2 2 3 3 0 2 3 12 0 0 3 3 0 8 9
split_gain=692.295 108.175 49.8474 54.0019 48.7939 46.3348 37.9404 35.1991 17.9895 14.788 14.6247 12.7685 9.83412 9.69758 8.72163 8.31771 8.08933 10.3005 10.4221 5.88129 5.4583 5.23645 6.17943 4.06221 3.70432 3.70408 2.27733 2.10612 1.75652 1.74381 1.71994 1.7131 1.50142 1.18621 1.14973 2.51947 1.13709 1.09878 1.00584
threshold=0 1 2.5000000000000004 2 3 4 5 6 7 8 9 4.5000000000000009 10 3.5000000000000004 4.5000000000000009 11 12 1.0000000180025095e-35 4.5000000000000009 13 7.5000000000000009 14 15 16 17 18 9.5000000000000018 2.5000000000000004 18.500000000000004 19 4.5000000000000009 20 22.500000000000004 13.500000000000002 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 21 22
decision_type=1 1 2 1 1 1 9 9 1 1 1 2 1 2 2 1 9 2 2 1 2 1 9 9 9 9 2 2 2 9 2 1 2 2 2 2 2 1 1
left_child=1 2 3 25 7 11 12 8 -5 13 -9 23 31 26 20 -15 17 18 -4 32 -7 -6 -23 27 37 -1 -8 -3 -14 -16 -21 34 -19 -27 -2 -36 38 -13 -25
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leaf_value=0 0.0098638860588088264 -0.0014445177928815421 0.040802727942010827 0.022863975683716429 -0.00091168753802437278 -0.054058692217957276 -0.082966768393596499 -0.018713998222119343 -0.025592968919608917 0.016763155853123199 0.026151544813726987 0.04901724142608372 -0.03900242719287534 0 0.005206799429679828 -0.0474287638583323 0.021415277474217738 0.069198190474989804 0 0.026505705221218728 0 0.059125864453729388 0.0084888956178563509 -0.021845600631250447 0 0.058449895071861151 0 0.030960903417409744 0 -0.014686142505399583 0 0.023428722704831203 0 0 -0.021480301920932116 0.0077572388009222769 0 0 0
leaf_weight=16.485140036442317 23.695078331904369 4.4946748245856734 204.66949099043268 627.38934178260388 18.460743427975103 226.66660995807615 820.3791995907377 632.36240719017223 55.982803173916182 1.6867989927413862 50.023607841983903 67.960009692877065 81.446679856991977 53.338299886032473 20.818889290094376 53.187015766612603 275.85325292663765 431.87328229800914 93.523808323021512 72.58720647226437 9.2343570732336939 183.20118817029288 75.031533213041257 73.565704579319572 20.27953890664503 306.42643739870982 6.178114809197722 13.507393181032967 2.065761732068494 78.331593599985354 33.731284364766907 12.123386848776134 0.80774876306531851 0.78757763089379196 32.391286392419715 14.53922432370018 20.277136967371916 6.8763502039073492 6.1426486802520222
leaf_count=9251 9643 4911 98419 382921 5656 131786 565943 516651 35881 1921 41891 47900 52047 30431 20503 35516 186635 169472 43291 33439 5237 46142 30620 50206 15018 143257 3729 10744 1104 55100 14083 16161 1003 988 15967 10347 12036 5408 3375
internal_value=0 0.021159 0.0285141 0.0182253 0.00989474 -0.0186079 -0.0680318 0.00159574 0.0173216 -0.0762179 -0.0138468 0.0156529 -0.0146972 -0.0780058 -0.040048 -0.0304331 0.0454709 0.0511989 0.0295445 0.061362 -0.0511427 0.04604 0.0485307 -0.00412478 0.0389416 0.0534318 -0.0825061 0.0171925 -0.0336267 -0.00868106 0.0186922 0.00669543 0.067445 0.0564068 0 -0.00903 -0.0136272 0.0444384 -0.0189427
internal_weight=0 3627.35 3079.2 1966.15 1642.45 548.155 1101.03 1365.76 683.372 934.769 682.386 213.103 166.261 933.083 335.051 106.525 1113.05 837.193 298.193 539 235.901 276.693 258.233 117.988 95.1159 323.699 826.557 18.0021 83.5124 99.1505 106.318 82.749 432.681 307.214 70.6256 46.9305 99.9855 74.8364 79.7084
internal_count=2864633 2121824 1759600 1213258 1059762 362224 742809 977344 418802 637540 558542 149598 105269 635619 212626 65947 546342 359707 141710 217997 137023 82418 76762 81272 68326 153496 569672 15655 53151 75603 47522 52118 170475 144245 35957 26314 65617 53308 53581
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=960 2 512 1 768 17563651 15206150 2 1 1 48 48 8654042 5 4 11275654 276224 10489149 5506176 8390210 1 3 1
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=24
split_feature=1 5 1 2 1 1 2 0 12 1 10 9 1 3 9 9 9 0 2 1 3 8 10 0 2 9 3 0 0 0 3 11 0 0 3 0 4 3 2
split_gain=600.698 86.3782 36.8157 35.8131 30.8574 29.0901 22.4433 17.9956 14.6737 10.568 8.78227 12.507 9.04127 12.0017 6.33864 6.24436 6.02552 6.27853 5.94781 5.14518 4.69807 4.59032 4.37557 3.67476 2.99354 2.88262 2.82399 2.65561 2.5958 2.21846 2.14806 1.95527 1.89717 1.36186 1.15371 1.02689 0.962131 0.880533 0.853108
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 7 8 9 10 11 1.5000000000000002 12 13 14 3.5000000000000004 15 16 4.5000000000000009 17 18 1.5000000000000002 19 20 9.5000000000000018 22.500000000000004 1.0000000180025095e-35 1.5000000000000002 6.5000000000000009 21 10.500000000000002 2.5000000000000004 18.500000000000004 9.5000000000000018 22 9.5000000000000018 23
decision_type=1 1 1 9 1 1 9 2 1 1 1 1 1 2 1 1 1 2 9 1 2 1 1 2 9 1 2 2 2 2 2 1 2 2 2 2 1 2 9
left_child=1 3 6 10 23 14 28 9 25 -6 11 12 -1 -14 19 22 17 26 -10 36 -11 29 30 -5 -21 27 -8 34 -2 -9 33 -20 -30 -7 -4 37 -3 -12 -24
right_child=2 5 8 4 7 15 16 21 18 20 35 -13 13 -15 -16 -17 -18 -19 31 24 -22 -23 38 -25 -26 -27 -28 -29 32 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.044485468658025655 -0.0013921876511978062 0.039104369209677067 -0.083440076027646914 -0.032442552910912401 0.02509640838931115 -0.052389398607180476 -0.056908130315826283 0.01795643619731448 0.013026326270330471 -0.010881665284161221 0.058651759607897327 0.048207419386453274 0.0050040373503292754 0.028147042134858493 0.046893498931483854 0.0070125279787159409 0.0094616591573483035 0 -0.036834625416831239 0.0035818407403416875 0.013777987226623821 0.0062217876079663868 0.0094010220491101953 -0.00029301920327323152 -0.020702640038905318 0 0 0 0.030517958823863309 0.037568018067902331 0 0 0 -0.013895613056379628 0 0 0 0 -0.0089155597969623746
leaf_weight=189.9757426630822 32.863502400941798 9.5326566072180867 712.03278775993385 112.04871357863885 112.50727255782112 190.43589915841585 134.70778754043567 271.37704838946229 16.617600932804635 326.39650773975882 193.93539432121906 354.00980350311147 459.52430805066251 532.26165942693478 13.554672311292959 9.2335051689296943 1.0602248428040173 24.098159457571455 45.969958707253681 62.299703312659403 62.202389856858645 165.94338639220223 12.097647272545144 74.26225113865803 50.764044506999198 0.43224584154086088 2.0505204316141308 7.5190910962264743 42.0073520434089 395.42699992944836 13.752200001821619 1.4441426948178548 10.100243355642304 62.88846449716948 0.52827122845337626 2.234221263381186 7.065282500872855 0.582277137611526 9.4007648601254932
leaf_count=59559 17162 11094 535975 57013 70149 94123 96628 180276 19110 264957 71489 73170 274493 254424 9140 6169 1174 13632 20399 70762 50770 137077 4869 75969 39927 574 1112 4597 28010 273558 4832 467 4530 26469 328 1366 5511 530 3801
internal_value=0 0.0189903 -0.0659528 0.0247134 0.0125346 -0.0210643 -0.0233374 0.0180478 -0.0772169 0.00229627 0.0345666 0.0306036 0.0240197 0.0180033 0.0129291 -0.0372714 -0.0425662 -0.0481446 -0.0160082 0.000165254 -0.00538458 0.0269783 -0.041327 -0.0218238 -0.00792241 -0.0824283 -0.0550397 -0.0826847 0.0127999 0.0306932 -0.0444837 -0.0290891 0.0242017 -0.0463753 -0.0833172 0.0575602 0.0271921 0.0582399 0
internal_weight=0 3693.71 1031.43 3252.69 1520.16 441.025 246.888 1333.85 784.544 501.106 1732.52 1535.77 1181.76 991.786 143.216 297.808 161.917 160.856 64.0317 129.662 388.599 832.747 288.575 186.311 113.064 720.512 136.758 720.08 84.9711 666.804 267.077 47.4141 52.1076 253.324 712.561 196.752 16.5979 194.518 21.4984
internal_count=2865195 2121497 743698 1844800 1109769 276697 162248 976787 581450 385876 735031 661646 588476 528917 136434 140263 112546 111372 39976 127294 315727 590911 134094 132982 110689 541474 97740 540900 49702 453834 125424 20866 32540 120592 536303 73385 16605 72019 8670
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=960 2 32 9178630 64 768 1842178 1 512 1 1 512 1 1 1 8651907 512 5 1 29372779 1 1 2 2102242
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=23
split_feature=1 5 2 1 1 0 0 12 1 3 9 0 0 9 2 1 9 3 0 9 3 9 4 3 4 2 9 0 9 0 11 2 0 3 3 1 3 3 10
split_gain=521.606 118.955 40.7811 40.6584 39.8599 16.8366 15.347 14.1836 11.7608 8.56924 8.3736 6.41158 6.36641 5.58753 5.47917 5.18904 4.82224 4.76853 4.11379 3.80707 3.62393 5.97435 3.53173 3.24315 3.43225 2.92097 2.83081 2.56888 2.39106 3.33567 1.86812 1.68806 1.46394 1.29509 1.17911 1.16885 1.13609 1.04302 0.959317
threshold=0 1 2 3 4 1.5000000000000002 1.5000000000000002 5 6 2.5000000000000004 7 2.5000000000000004 16.500000000000004 8 9 10 11 3.5000000000000004 1.5000000000000002 12 1.0000000180025095e-35 13 14 4.5000000000000009 15 16 17 88.500000000000014 18 3.5000000000000004 19 20 2.5000000000000004 9.5000000000000018 18.500000000000004 21 8.5000000000000018 8.5000000000000018 22
decision_type=1 1 9 1 1 2 2 1 1 2 1 2 2 1 9 1 1 2 2 1 2 1 1 2 1 9 1 2 1 2 1 9 2 2 2 1 2 2 1
left_child=1 2 11 6 13 16 8 26 19 -10 17 20 22 15 -9 -3 33 -6 38 -4 21 -1 -13 24 -22 -17 27 34 29 -8 -16 32 -7 -5 -2 -20 -25 -30 -19
right_child=7 4 3 5 10 31 28 14 9 -11 -12 12 -14 -15 30 25 -18 18 35 -21 23 -23 -24 36 -26 -27 -28 -29 37 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.005487159180551749 -0.081671558217814799 0.027657254410736867 0.03496105869277287 -0.043317498261476489 -0.055680279638857848 0 0.01173253914122863 0.012219565660140711 -0.0076511734953661177 0.013799846428186213 0.0084180159949658728 0.049497324358776407 -0.0037662698278789876 0.044733269406948613 -0.035785749180994059 0.003668709313302319 0.0065867372801967031 -0.029171210783842133 0.016589231186089924 0.00066581951267756425 0.035652359018145667 0.036246173476202979 0 0.015646716938825574 0 -0.020313585677256909 0 0 0.047980591312388368 0.033902379630155001 0 -0.0027021880188614223 0.024252523228728118 0 0 -0.0029334987280370578 -0.0010419525567663633 0 0
leaf_weight=289.77368386328453 662.35061973224219 16.391387762676459 152.82550516509218 176.33404561046336 274.45024033854133 15.024463785113765 281.97231386936619 17.024420091998763 422.05607178018545 283.29432591388468 9.6467917991103587 375.74984287349798 9.4818062393460405 14.203326056885997 44.73030989561812 62.213842706609285 2.8347041633096515 60.335733850370161 10.6018132056779 63.15891044883756 725.10049072909169 73.192359363543801 9.3331138209323381 199.37972478271695 17.749584595963825 50.321925465075765 0.42921050178119813 0.71161576570011575 107.58558921370422 169.21670535218436 1.4848613394424308 59.667607869108906 34.368122476749704 3.1618909435201195 0.46869475874700484 13.567213175119832 6.3708508508279911 0.88499293586937611 6.1202501459338228
leaf_count=149271 540724 16420 100133 102774 147091 17861 212574 19206 335405 222408 6585 141847 9841 9140 20558 70659 3175 31599 4548 19001 265342 14521 8609 75049 14567 39461 573 346 30850 138477 481 44074 38362 1302 288 6426 5810 346 2771
internal_value=0 0.0144389 0.0212017 0.00987419 -0.0288509 -0.0218758 0.0167294 -0.0755115 0.00800817 0.000757569 -0.0445678 0.0321802 0.0459303 0.012981 -0.0152941 0.000628349 -0.0392685 -0.0483883 -0.0154623 0.0263836 0.0271253 0.0147468 0.0480605 0.0309579 0.0346047 -0.00760326 -0.0809937 -0.0812702 0.0297236 0.022266 -0.0281021 0.00566993 0.015189 -0.0422642 -0.0815396 0.00705765 0.0137906 0.047033 -0.0264104
internal_weight=0 3996.37 3478.52 1772.39 517.853 291.391 1480.99 727.2 921.335 705.35 374.722 1706.13 394.565 143.13 63.2396 128.927 182.331 365.075 90.625 215.984 1311.57 362.966 385.083 948.601 742.85 112.536 663.96 663.531 559.66 451.189 46.2152 109.06 49.3926 179.496 662.819 24.169 205.751 108.471 66.456
internal_count=2868475 2286299 1951599 1266742 334700 207548 1059194 582176 676947 557813 199020 684857 160297 135680 40245 126540 107251 192435 45344 119134 524560 163792 150456 360768 279909 110120 541931 541358 382247 351051 21039 100297 56223 104076 541012 10974 80859 31196 34370
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=992 2 9178118 896 768 1 512 1 1 8651907 512 1 1 1 2 2 29372778 1 1 1 3158672 128 1
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=23
split_feature=1 4 1 3 2 2 0 9 0 12 1 3 9 5 3 0 8 0 3 2 8 0 3 9 0 0 2 10 1 0 2 1 10 8 0 2 3 2 3
split_gain=457.455 96.2351 48.7637 39.4569 55.1056 28.4096 24.2315 23.8695 14.7296 14.2961 14.1018 11.2374 10.7163 10.0746 9.92244 9.24153 7.40713 6.90376 6.86103 5.45385 5.42291 5.35698 3.24623 2.77287 2.74167 2.44341 2.23792 2.15442 1.99118 1.96622 1.80253 1.67906 1.60952 1.59885 1.57827 1.50132 1.13092 1.05961 0.92433
threshold=0 1 2 1.5000000000000002 3 4 10.500000000000002 5 3.5000000000000004 6 7 6.5000000000000009 8 9 2.5000000000000004 4.5000000000000009 10 5.5000000000000009 5.5000000000000009 11 12 1.5000000000000002 4.5000000000000009 13 18.500000000000004 1.5000000000000002 14 15 16 22.500000000000004 17 18 19 20 2.5000000000000004 21 18.500000000000004 22 1.0000000180025095e-35
decision_type=1 1 1 2 9 9 2 1 2 1 1 2 1 1 2 2 1 2 2 9 1 2 2 1 2 2 9 1 1 2 9 1 1 1 2 9 2 9 2
left_child=1 3 12 4 7 8 13 10 16 23 32 17 18 21 25 -12 -5 27 26 -11 29 -6 -18 24 36 28 -3 -4 -7 -10 -14 -15 -1 -16 -28 -13 -2 -20 -8
right_child=9 2 11 5 6 14 38 -9 20 19 15 35 30 31 33 -17 22 -19 37 -21 -22 -23 -24 -25 -26 -27 34 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0047759137510614939 -0.080733853984127857 0.0056856158335392218 -0.056041878623877807 0.037385705899306662 0.021620683232107567 0.00067843211739326923 0 0.02597803337010814 0.079065190809662053 0.011278653526409256 -0.039075470092696213 0.013061735142807326 0 0.0074375752904842253 0 0.00094983973594293621 0.018476303170165548 0 0.025914407380399431 -0.028330282507498888 0.0019391188348978072 0.043394225990699586 -0.0023853761222958764 0 0 0.0023534815544810129 -0.022775036935899998 -0.0040746242428120289 -0.022110634677134113 0 0.049573461751834767 -0.015970375644582237 0.013691862365151098 0.020080612819443379 0 -0.0087537316478851265 0 0 -0.034476817791965104
leaf_weight=296.14332301559625 602.78874660420115 21.479956973053049 285.98912091809325 756.48308661888586 533.70627576448896 27.489538198045921 5.4840890521300016 111.75622051907703 138.37205514921516 21.998488275305135 288.20704878894321 13.060610521497436 5.8436234880937263 2.8126035095774569 31.068074115435593 51.197933332558023 219.24612045960384 19.276058333402034 47.308518365083728 39.516395017504692 33.474554748841911 304.72451423405437 64.029138907790184 0.42921050178119813 8.827414600629707 75.37838458569604 85.148648602713365 26.280509755044477 77.978261065582046 1.6166506295558054 29.466253067424987 39.711981710337568 20.985027850489132 325.02850355269038 22.335715592373163 37.786432346998481 0.50088933741790143 7.4372558724135152 38.629090626345715
leaf_count=261203 535463 20173 200547 297872 269866 15538 4045 37290 57121 21493 203014 13271 2992 2749 20397 44195 98086 12071 36879 18611 16647 138186 26185 573 5965 49335 57497 16323 55347 1749 9904 30140 16849 197072 13905 28534 305 5253 22931
internal_value=0 0.0130664 -0.0227857 0.0195947 0.00824489 0.0300835 0.0242914 -0.0110529 0.0384218 -0.0736868 -0.0188141 -0.0427428 0.0129993 0.0286054 0.00884416 -0.0317786 0.0319305 -0.0499699 0 -0.0136968 0.0673 0.0311053 0.0126235 -0.0794704 -0.0797681 -0.00813285 -0.0113765 -0.0532853 -0.0167035 0.0736191 0.0483522 -0.00902602 -0.00156681 0.0184341 -0.0166662 0 -0.0805912 0.0238082 -0.0312406
internal_weight=0 4044.94 601.413 3443.52 1693.36 1750.16 925.069 768.29 1213.22 674.061 656.533 382.393 219.02 880.955 536.943 339.405 1039.76 331.546 183.71 61.5149 173.463 838.431 283.275 612.546 612.117 180.846 128.964 312.27 105.468 139.989 35.3099 42.5246 317.128 356.097 107.484 50.847 603.29 54.7458 44.1132
internal_count=2865576 2283166 417349 1865817 1030468 835349 467917 562551 497660 582410 525261 270746 146603 440941 337689 247209 422143 228941 133707 40104 75517 408052 124271 542306 541733 120220 91575 216870 70885 58870 12896 32889 278052 217469 71402 41805 535768 42132 26976
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=992 2 768 17123576 788698 1 1 768 1 2 9 10749059 5 1 13064 1 544 78 512 1 4 8651458 8392055
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=28
split_feature=1 5 1 0 1 2 2 8 2 2 10 3 3 2 1 3 9 2 3 8 3 1 9 3 2 12 9 0 12 3 9 9 9 3 2 2 2 0 9
split_gain=400.126 81.929 37.9274 26.8425 22.2589 24.293 16.1399 13.2699 15.3548 13.1953 8.66488 8.65165 5.99845 5.95988 5.87381 5.9565 5.79935 5.09078 4.01055 3.91381 3.81699 3.62809 4.54757 3.47724 3.0429 2.72891 2.51165 2.19902 2.18781 1.81601 1.74029 1.30828 1.30813 1.14657 5.33678 1.05114 1.03294 1.02261 0.954909
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 9 4.5000000000000009 3.5000000000000004 10 11 1.5000000000000002 12 13 1.0000000180025095e-35 14 4.5000000000000009 15 16 6.5000000000000009 17 18 19 16.500000000000004 20 4.5000000000000009 21 22 23 4.5000000000000009 24 25 26 10.500000000000002 27
decision_type=1 1 1 2 1 9 9 1 9 9 1 2 2 9 1 2 1 9 2 1 2 1 1 2 9 1 1 2 1 2 1 1 1 2 9 9 9 2 1
left_child=1 3 9 4 13 11 28 8 27 12 16 26 21 -1 24 -16 17 -9 19 -7 -20 -3 -23 32 -10 31 -6 -5 -2 38 37 -8 -4 36 -35 -18 -15 -12 -11
right_child=6 2 23 7 5 18 25 10 14 29 30 -13 -14 33 15 -17 35 -19 20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.00053442600502014907 -0.016347852506325696 0.024946166974735534 -0.058647899184907017 0.042761663230894059 -0.04111805742126038 0.013365161561685657 -0.082789271023097633 0.013736220979697206 0 -0.029279568275291063 0.046160935885230556 0.0053804676036124785 0.039551330111948425 0.028150514317053787 -0.0055566005268294265 0.017842136217210907 0 -0.0059401878221831622 0.023741788913455096 -0.015758851692697581 -0.0031216241767468588 -0.015132974923091022 0.022520885373706404 0 0.026913274853667974 -0.023285434223322483 0 0 0.010359421218965003 0 0 0 0 0.024964019577088829 -0.0087999573976763022 0.02752592818157289 0.010829034428549164 0 0
leaf_weight=150.75603795063216 54.863518432117417 11.212677428819006 199.62696589899133 624.90868639183464 200.85255936528847 32.294277957436861 509.98261566644942 153.22656400808773 43.355263145465869 94.38832524663303 51.33942702675995 32.609137815758004 47.367855490083457 288.32659478555433 172.0577590988978 184.47966142051155 20.561727808555588 369.48555682753795 151.59114569150552 73.834521971672075 40.116434480791213 103.09886048483895 9.1632794479955901 9.6806698378641141 554.59068473271327 52.103860764211277 14.750025299494153 2.9559759276453397 8.9589801165275258 9.6591150397434813 16.598305681836791 0.35594451351789658 1.2389974258840073 36.755557427066378 70.475948894047178 71.83745283546159 243.82989453809569 0.91855061706155439 6.1738714778912245
leaf_count=120822 38711 10673 123413 177616 130466 22744 502738 111118 16598 56800 32316 30897 39245 78166 142796 151036 5676 230747 92281 49406 26221 82483 5127 4100 280321 24499 7640 2294 15763 4516 4224 442 1627 19102 25762 16422 175273 886 4326
internal_value=0 0.0117089 -0.0252697 0.017037 0.00533547 -0.00950244 -0.0717972 0.0236456 0.0287649 0 0.0101261 -0.0306498 0.0166255 0.0158505 0.0186605 0.00606253 0.00501609 0 0.00877568 -0.0038763 0.0171055 0.000947191 -0.00546551 -0.0533216 0.0248509 -0.0777704 -0.0385602 0.041639 -0.0065857 -0.0221458 0.0383897 -0.0826156 -0.0580039 0.0199593 0.00469239 0.0246256 0.0224424 0.0445277 -0.0272693
internal_weight=0 4094.12 491.611 3602.51 1336.19 546.048 626.265 2266.32 1582.35 281.064 683.968 248.212 170.843 790.144 954.483 356.537 615.111 522.712 297.836 106.129 191.708 123.475 112.262 210.547 597.946 562.442 215.603 627.865 63.8225 110.221 68.8563 510.339 200.866 639.388 107.232 92.3992 532.156 52.258 100.562
internal_count=2865293 2283140 332310 1950830 778780 359655 582153 1172050 770661 203170 401389 169003 137528 419125 590751 293832 363963 341865 190652 72150 118502 98283 87610 129140 296919 527679 138106 179910 54474 65642 37426 503180 125040 298303 44864 22098 253439 33202 61126
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=992 2 896 768 9213 16842755 1 2050 8657330 1 7405728 768 1 12064524 6 512 1 13640704 1 1 1 1 1 1 263945 2111240 8923142 1
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=26
split_feature=1 4 1 3 2 2 0 9 2 1 3 9 0 1 8 0 0 2 5 3 2 0 12 12 2 2 10 2 0 0 10 2 1 9 2 2 3 3 3
split_gain=352.518 66.9605 40.1829 27.2061 41.2524 22.1736 19.1743 18.9206 15.3762 10.3193 9.5195 9.01927 8.66995 8.60509 8.51956 7.06876 6.51464 5.92833 5.89743 5.47568 5.06134 3.44103 2.78819 2.07986 1.96977 1.96534 1.94946 1.92936 1.57303 1.50976 1.48923 1.39338 1.3153 1.28221 1.03289 0.986106 0.958888 0.936619 0.88887
threshold=0 1 2 1.5000000000000002 3 4 10.500000000000002 5 6 7 6.5000000000000009 8 4.5000000000000009 9 10 1.0000000180025095e-35 5.5000000000000009 11 12 5.5000000000000009 13 1.0000000180025095e-35 14 15 16 17 18 19 2.5000000000000004 26.500000000000004 20 21 22 23 24 25 8.5000000000000018 1.5000000000000002 1.0000000180025095e-35
decision_type=1 1 1 2 9 9 2 1 9 1 2 1 2 1 1 2 2 9 1 2 9 2 1 1 9 9 1 9 2 2 1 9 1 1 9 9 2 2 2
left_child=1 3 11 4 6 29 18 9 23 30 16 19 -11 14 17 25 26 -7 21 24 -17 -1 33 -2 -3 -15 -4 -13 -26 -5 -6 -12 -20 -10 -9 -21 37 -29 -8
right_child=8 2 10 5 7 13 38 34 22 12 31 27 -14 15 -16 20 -18 -19 32 35 -22 -23 -24 -25 28 -27 -28 36 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.013821737078242023 -0.015891434761197979 0.0051539452605740659 -0.0524163996316711 0.041676990340201094 -0.0055893776595705574 0.020727606969127784 0 0 -0.081402914550505232 -0.036379661156000095 0.012528032154273259 -0.00010710840877762071 0.0020027324552690184 0.010917622976406543 -0.012463733218474611 0.037567618451858492 0 -0.0016639798341631169 0.0054795929582237687 0.023004900259109 0.006627765863938046 0.03124864774997568 -0.022185846324576926 0.010081755370406183 -0.021742382180883549 -0.0064924447360363837 -0.0030300286956290549 0 0 0 0.011682985864211515 -0.0084723885649936482 -0.014173133076956588 0 0.024500890100425086 0 0 0.057051718448905359 -0.032938567278427859
leaf_weight=340.8913495868328 54.403296310687438 21.789708825555863 261.9399610474502 571.71480323695869 299.99723794870079 266.10386153322179 5.4180656074313438 24.492849104746711 469.78181584380945 274.74010678534978 13.311916951133751 6.0341839307802729 51.339940159901744 213.70718617473904 150.13667867641198 305.88344671751838 18.662487680558115 153.8787055638968 12.135778417694381 49.3687408764672 132.3169486514962 533.91287022295 50.94448052062944 9.0571513353497703 83.631934661156265 36.956649733445374 25.674467170159915 0.64962198201101884 21.970444562612101 1.5056233524810512 21.899156682658941 37.547299839992775 27.563150742003927 0.35594451351789658 93.018667389056645 7.5126146628172128 2.2665365590364663 28.514374203281477 37.057265162351541
leaf_count=179144 39015 20035 192637 298860 262044 62107 4320 9128 503058 199417 13560 3076 44464 98301 60828 120272 12134 86057 7253 37080 81483 237786 24528 15766 56110 28811 16362 367 13986 1609 16894 28616 24668 442 28342 5250 785 8668 21513
internal_value=0 0.0106425 -0.0199288 0.0158595 0.00642828 0.0243183 0.0199849 -0.0103778 -0.0699114 -0.0174956 -0.0390983 0.011818 -0.0290194 0.0154419 0.00500292 0.0229211 -0.0462066 0.01244 0.0236907 0 0.0308332 0.0254728 -0.0761299 -0.00625867 -0.0104907 0.00701994 -0.049655 0.043592 -0.0155877 0.0406493 -0.00259229 0 -0.00533579 -0.0812163 0.0217093 0.0207576 0.0454406 0.055325 -0.029685
internal_weight=0 4133.54 578.874 3554.67 1722.47 1832.2 956.978 765.488 584.543 647.976 357.136 221.738 326.08 1258.98 570.119 688.864 306.277 419.983 914.503 184.273 438.2 874.804 521.082 63.4604 127.392 250.664 287.614 37.4647 105.602 573.22 321.896 50.8592 39.6989 470.138 117.512 56.8814 31.4305 29.164 42.4753
internal_count=2864776 2281967 408666 1873301 1034973 838328 474684 560289 582809 522819 263309 145357 243881 537859 208992 328867 221133 148164 448851 132461 201755 416930 528028 54781 90131 127112 208999 12896 70096 300469 278938 42176 31921 503500 37470 42330 9820 9035 25833
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=992 2 768 16258822 788688 1 16842755 768 1 256 9 8389646 2 546 1 1 13064 3213058 1 8270 1 8651458 640 1 327744 8392055
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=26
split_feature=1 5 1 0 2 2 1 2 10 2 0 1 3 4 0 0 4 9 9 10 12 2 0 3 3 9 1 2 9 8 9 12 3 3 0 10 8 0 3
split_gain=307.649 55.3307 34.7707 20.1303 20.9399 16.3423 15.2004 11.498 8.3849 8.13785 9.12384 7.67781 6.51963 5.87328 5.00145 4.87065 7.22095 4.72618 3.66939 3.62868 3.0848 3.00115 2.39855 2.10951 1.88567 3.77358 2.08003 1.7506 1.48903 1.35898 1.1878 1.24273 1.14678 1.05041 0.949617 0.935212 0.889302 0.784852 0.70795
threshold=0 1 2 1.5000000000000002 3 4 5 6 7 8 3.5000000000000004 9 4.5000000000000009 10 18.500000000000004 9.5000000000000018 11 12 13 14 15 16 1.5000000000000002 8.5000000000000018 2.5000000000000004 17 18 19 20 21 22 23 2.5000000000000004 4.5000000000000009 5.5000000000000009 24 25 22.500000000000004 13.500000000000002
decision_type=1 1 1 2 9 9 1 9 1 9 2 1 2 1 2 2 1 1 1 1 1 9 2 2 2 1 1 9 1 1 1 1 2 2 2 1 1 2 2
left_child=1 3 7 4 6 20 12 15 11 10 36 -6 21 14 -12 16 -3 -13 23 38 32 -1 -18 -8 25 26 -11 -10 33 34 31 37 -2 35 -26 -9 -5 -7 -4
right_child=5 2 19 9 8 30 18 28 27 24 13 17 -14 -15 -16 -17 22 -19 -20 -21 -22 -23 -24 -25 29 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.012057592409892114 -0.022941900254784708 0.042113710409294257 -0.056060943006639642 0 0.026687429662225044 -0.08135377492996787 -0.039510878862064128 -0.027881304015187569 -0.00028210014253289366 0.0073676695013816327 0.043788857858434088 0.0021478955310348996 0.022510596164655866 -0.00060303348928370274 -0.0018464129693891455 -0.013207958755308127 -0.0092101406746871207 0.018771565395338877 0.0049839150139468803 0 0.012519182210628983 0.001671888948066944 0.017224288592557285 0 0.021886499371212644 0.022450683576712292 -0.011884645747809064 0.036437809530163158 0 -0.0014963432942522207 0 -0.02320680496777261 0 0 0 0 0.019009526654199787 0 0
leaf_weight=181.50828476517927 56.935470787408121 71.988063446158776 177.02096507094393 61.452768977847882 232.28533849318046 414.89119385346567 122.04723780846689 86.435739931112039 6.1167422670987435 31.685398912304663 394.65971026507032 791.59943517301872 93.928873250668403 19.269105219573248 9.727641116245648 11.472810111619763 55.884720565416501 214.85542079835432 2.3837353269918813 15.91491183308244 9.9881770343636145 454.82236294314498 26.290870927943615 2.7912759866303523 94.534941167992656 27.898553152801469 140.26876140056993 156.71140440687304 7.3330042269080868 14.793249385780653 0.37241463043028389 49.417255243679392 9.210727771613163 8.9396229410776851 18.440501755103469 6.0652740033692671 636.892168800332 4.2315512520581242 0.50827742594992642
leaf_count=155925 45680 65826 119999 30451 67049 484657 79030 56774 3338 19999 181626 440219 66685 15725 9613 6351 42026 45021 2533 8794 16047 297050 19966 1229 56331 8326 123128 58330 5091 10441 470 24389 6912 4719 12303 2901 267224 3478 187
internal_value=0 0.00950426 -0.0217024 0.0136892 0.00742803 -0.0678786 -0.00454517 0.00173018 0.0148327 0.0228953 0.0269319 0.011214 0.00122834 0.0394402 0.0419488 0.0176325 0.0242917 0.00636533 -0.031846 -0.0498989 -0.00874054 -0.00231652 0 -0.0373728 0.00620624 0 -0.00650779 0.0355484 -0.0186989 0.0145527 -0.0754493 -0.0771449 -0.0188847 -0.0231853 0.0175058 -0.0257398 0.0179896 -0.0808616 -0.0556868
internal_weight=0 4176.53 467.854 3708.67 2259.05 545.047 857.482 274.41 1401.57 1449.62 1122 1238.74 730.26 423.656 404.387 165.636 154.164 1006.45 127.222 193.444 76.1344 636.331 82.1756 124.839 327.621 199.853 171.954 162.828 108.774 127.769 468.912 468.54 66.1462 101.441 112.975 92.501 698.345 419.123 177.529
internal_count=2865843 2284210 332634 1951576 1216409 581633 602452 203654 613957 735167 504639 552289 519660 206964 191239 134169 127818 485240 82792 128980 68639 452975 61992 80259 230528 151453 143127 61668 69485 79075 512994 512524 52592 64394 68634 59675 297675 488135 120186
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=992 2 896 23134964 17137667 896 8653234 1 2624470 512 2 2 1 1 1 1 4194464 1 544 9445377 1 3 1 1 1 4
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=27
split_feature=1 4 1 3 1 9 10 2 2 3 2 2 2 2 3 1 2 8 2 12 8 3 0 0 0 3 8 12 2 9 9 2 2 2 9 0 3 3 0
split_gain=268.958 47.6695 36.1493 20.5638 25.5526 20.7216 16.5764 16.33 15.6399 13.2184 8.4386 8.17827 6.75437 6.13264 5.1821 4.66843 3.68124 3.42933 3.3542 3.19093 2.80534 2.73942 2.44485 2.39818 2.16529 1.83738 1.70124 1.51969 1.43069 1.34538 1.2266 1.22323 1.01971 0.988874 0.817359 0.795841 0.693926 0.683528 0.638943
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 4.5000000000000009 8 9 10 11 8.5000000000000018 12 13 14 15 16 17 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 11.500000000000002 6.5000000000000009 18 19 20 21 22 23 24 25 26 5.5000000000000009 3.5000000000000004 15.500000000000002 9.5000000000000018
decision_type=1 1 1 2 1 1 1 9 9 2 9 9 9 9 2 1 9 1 9 1 1 2 2 2 2 2 1 1 9 1 1 9 9 9 1 2 2 2 2
left_child=1 3 9 4 11 6 7 -6 27 12 21 -1 22 -8 29 17 -7 31 -11 30 -18 26 -3 34 -23 28 -5 36 -17 35 -10 -12 -13 -19 -14 -4 -2 38 -20
right_child=8 2 14 10 5 16 13 -9 19 18 15 32 23 -15 -16 25 20 33 37 -21 -22 24 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.044145658081165579 -0.016126835026706112 -0.0017213542204336488 -0.059257294241979445 0.020705712810662965 0.0029352544619367701 0 -0.0056003095546949683 -0.017873472157110083 -0.078407845191901471 -0.0018896133248517957 0.013327582575475347 -0.0014544128139689259 -0.029427489275730214 0.034088846494118086 0 0.025910116452540866 -0.0012983915813025899 0.0023980441077869445 0.028795126914025356 -0.019391795890634549 0.02979906560956469 0.044905230163995682 0.028889205501839373 0 0 0 -0.00073138575593421635 0.0096107649994267574 0.0029677368918348962 0 0 0 0.012546921311697956 -0.011966631647949533 0 0 0 0 0
leaf_weight=174.4954276382341 46.296298306624522 16.785602666190243 154.00220345250273 179.11159664322622 747.29946596865193 60.874423478671815 29.878370165359229 669.10135362479923 400.52601879520807 35.376674217899563 256.18233370076632 18.806129730131943 135.68293478446139 108.9756409143738 11.338811654815798 386.11937567699351 17.660829011991154 18.556088381330483 131.3249817363685 48.140378089461592 258.60331732255872 248.29781838488998 17.310700513044139 36.859764560969779 2.8120684977038755 25.145885756530333 19.386437204957474 9.2247675845283066 87.064190977456747 1.1424539922736574 0.35571543709374864 58.050755851669237 200.2184519659495 84.529236377507914 9.9710400127805752 10.320436829570097 4.9327794926939523 1.0879365820437659 0.9839198918780302
leaf_count=57936 34279 11400 116046 86597 437898 20490 21820 548640 503124 28304 65921 9142 94239 66319 7005 149658 4400 10102 95084 24189 58935 116958 13738 25035 2059 12116 10765 15747 56121 1518 442 29673 86403 26376 5319 6946 3431 1238 915
internal_value=0 0.00854688 -0.0176746 0.0128002 0.00666546 0.00141747 -0.00339132 -0.00695739 -0.0657978 0.000277147 0.0224926 0.0285973 -0.0145074 0.0259814 -0.0502045 0.0149367 0.0229211 0.00520069 0.0201011 -0.0726092 0.0269497 0.034331 0.0133102 -0.0218589 0.0438096 0.0215404 0.0183521 -0.00345239 0.0232875 -0.0565328 -0.0781937 0.0105246 0.0101476 -0.00733671 -0.0277541 -0.057306 -0.0126037 0.0255944 0.0280137
internal_weight=0 4213.36 562.187 3651.17 2285.91 1892.39 1555.25 1416.4 509.476 385.384 1365.26 393.52 216.61 138.854 176.804 915.648 337.139 417.318 168.774 449.022 276.264 449.608 34.0963 182.514 251.11 498.329 198.498 60.4538 473.184 165.465 400.882 314.233 219.025 103.085 145.654 164.323 51.2291 133.397 132.309
internal_count=2866328 2285116 406787 1878329 1311983 1158502 1074677 986538 581212 275272 566346 153481 149731 88139 131515 349967 83825 132072 125541 527755 63335 216379 25138 124593 119017 217895 97362 53457 205779 124510 503566 95594 95545 36478 99558 122992 37710 97237 95999
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=992 2 896 512 1 1 33031942 16777219 8653016 8388698 276224 5837512 256 4264528 9 4534480 1 4 3 1 2102306 1 1 526086 263296 525060 1
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=24
split_feature=1 4 1 2 3 1 2 0 9 1 0 3 2 2 9 3 1 2 0 8 2 0 2 1 3 12 3 9 9 2 3 0 3 3 0 8 12 2 0
split_gain=236.618 40.1267 32.1175 18.1368 15.7943 20.5602 16.6672 13.7412 12.198 9.94044 9.32778 7.10477 6.70573 6.47364 5.03271 4.84943 4.29634 3.73753 2.99473 2.90594 2.89418 2.48344 2.38301 2.13811 1.6379 1.52088 1.48871 1.25275 1.22957 1.18552 1.13446 1.58919 1.13368 0.938642 0.863234 0.788486 0.71812 0.696636 0.668961
threshold=0 1 2 3 2.5000000000000004 4 5 1.5000000000000002 6 7 11.500000000000002 5.5000000000000009 8 9 10 8.5000000000000018 11 12 2.5000000000000004 13 14 4.5000000000000009 15 16 6.5000000000000009 17 4.5000000000000009 18 19 20 3.5000000000000004 13.500000000000002 1.0000000180025095e-35 1.5000000000000002 22.500000000000004 21 22 23 1.0000000180025095e-35
decision_type=1 1 1 9 2 1 9 2 1 1 2 2 9 9 1 2 1 9 2 1 9 2 9 1 2 1 2 1 1 9 2 2 2 2 2 1 1 9 2
left_child=1 4 8 23 5 13 10 9 11 -8 14 17 30 -1 -7 27 19 -3 -19 26 -13 -9 -10 36 35 28 -14 -4 34 -15 -6 -32 -12 -24 -5 -18 -2 -21 -22
right_child=3 2 15 25 12 6 7 21 22 -11 32 20 16 29 -16 -17 24 18 -20 37 38 -23 33 -25 -26 -27 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.041933037107258181 0 0.0044549912597165349 -0.055226678314212942 -0.078541364465072316 0.017086961721776227 0.0066670956422795712 -0.0020375458403639867 -8.1031548259173552e-05 0 -0.034386110543217406 0 0.025089515064653248 0.0020924949277426447 0 0.023692521077046648 0 0 -0.027652238569455836 0 0.00039049300365523432 0.0040691669970646842 0.016576108271468437 0 -0.018027003161216377 0 -0.020717331426736756 0.01823412156118218 0 0 0.014299526316955575 0.038371993597686921 0 -0.029533278542752197 0.047146295956212295 0 0.021256302717118442 0.015884594570669135 -0.011248738636132689 -0.0095487657944836515
leaf_weight=145.44327537156641 36.790489361184882 41.341321148196585 155.30617308334331 356.63822838172928 206.91509777522879 888.72913311012962 204.69085417251335 208.89995187889144 10.950538121047428 217.4019612259508 4.5661107574560438 34.317270494444529 215.8265123264282 57.493222699209582 238.85188168805325 11.344780292289213 5.3448092040489428 155.08746657510346 41.018647038727067 17.737430932174902 29.54139980225591 92.575371448823716 0.82208556414116074 25.869520663050935 24.462299685459584 46.925046863223542 98.996586306544486 1.1803932527545828 0.34437698120018367 200.86738609411987 268.59647033477086 1.7568965620012011 36.659940404846566 39.900233674095944 4.0218507365789256 470.75220056419494 7.9648006129427804 83.531823454715777 32.96754562825663
leaf_count=40853 29019 33967 120767 488199 99772 502776 196375 160448 5541 149693 3971 33098 66244 38533 46357 7032 3005 105729 29364 9791 24730 75762 494 24269 11843 24210 28424 1528 426 74095 121947 1503 22613 12654 3568 201578 12283 26375 25633
internal_value=0 0.00776459 -0.0164897 -0.0637571 0.0116096 0.006187 0.00141382 -0.0100019 0.000142261 -0.0213443 0.00882621 -0.00701352 0.0200129 0.025597 0.0110533 -0.048053 0.0131363 -0.0163039 -0.0212736 0.00394547 0.0118714 0.00516619 0.0356965 -0.0041946 0.0193639 -0.0721039 0.00892425 -0.0544381 -0.0777582 0.0110063 0.0302163 0.0375618 -0.0256346 0.0398052 -0.0779945 0.0209859 0.0049956 -0.00755317 -0.000575349
internal_weight=0 4243.88 553.778 478.554 3690.1 2296.18 1892.38 723.568 385.947 422.093 1168.81 334.274 1393.92 403.804 1127.58 167.831 916.652 237.447 196.106 416.092 96.8262 301.475 51.6729 70.6248 500.559 407.93 314.823 156.487 361.004 258.361 477.268 270.353 41.2261 40.7223 360.66 476.097 44.7553 101.269 62.5089
internal_count=2864469 2282495 400537 581974 1881958 1311476 1157995 582278 271210 346068 575717 252521 570482 153481 549133 129327 347260 169060 135093 130834 83461 236210 18689 65571 216426 516403 94668 122295 492193 112628 223222 123450 26584 13148 491767 204583 41302 36166 50363
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=992 2 896 17039363 512 16256262 1 256 9177304 8388682 1 256 13065 9 8390307 4726877 26 1 1 1 5506208 8 1 772
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=20
split_feature=1 5 1 2 0 2 1 3 2 2 0 0 0 0 3 4 2 10 9 1 12 8 3 3 8 0 0 2 3 9 3 3 3 0 3 8 2 3 3
split_gain=208.089 32.8485 28.2125 15.7205 14.2446 11.5463 18.6296 11.3845 8.82747 6.9799 4.9941 4.47101 4.36088 5.40799 3.84767 3.75332 3.51071 3.45771 3.35089 3.30308 2.22875 2.05902 1.89475 2.49449 1.87247 1.48737 1.34879 1.31743 1.29809 1.11996 1.06725 1.05943 0.899882 0.884455 0.872435 0.825066 0.810653 0.714715 0.703624
threshold=0 1 2 3 2.5000000000000004 4 5 2.5000000000000004 6 7 3.5000000000000004 18.500000000000004 9.5000000000000018 1.0000000180025095e-35 4.5000000000000009 8 9 10 11 12 13 14 5.5000000000000009 1.0000000180025095e-35 15 3.5000000000000004 12.500000000000002 16 4.5000000000000009 17 2.5000000000000004 5.5000000000000009 6.5000000000000009 6.5000000000000009 8.5000000000000018 18 19 6.5000000000000009 6.5000000000000009
decision_type=1 1 1 9 2 9 1 2 9 9 2 2 2 2 2 1 9 1 1 1 1 1 2 2 1 2 2 9 2 1 2 2 2 2 2 1 9 2 2
left_child=1 4 8 20 5 19 14 18 12 25 31 15 13 27 24 -12 -9 34 -8 32 30 -16 23 -21 -7 35 29 -3 33 -5 -2 -11 -1 -10 -4 -6 -27 -38 -24
right_child=3 2 17 26 9 6 7 16 28 10 11 -13 -14 -15 21 -17 -18 -19 -20 22 -22 -23 38 -25 -26 36 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.021614501105230541 -0.019341951631571017 0.0077873618565449249 -0.051689861065952192 -0.073172553682945049 -0.00079144747222245583 0.0073579122933508006 -0.02922791556757999 0.014823161092243776 -0.023394992764897607 0.012880246259396076 0.035341095553350008 -0.0047014646719101758 -0.012879692214931685 0.033109072519114859 0.024254663036618208 0 -0.007747850781955507 0 0 0.00043858780879361958 0.011592318831405046 -0.0024631683394415863 -0.010379679645425036 0.012832183365689795 -0.0025253682561952942 0.0004263817710412476 0 -0.011620266408545278 0 0 0 -0.00047611382867394724 0 0 0 0.014679813004185145 -0.01570571801730623 0 0.0020457898814454562
leaf_weight=415.83412614435656 53.056583617959404 28.637513006076915 154.16706996360881 368.70270299703407 6.3566568464739248 579.07151862425962 284.92237440463214 91.405391477557714 80.916779753868468 257.89959352293226 440.91252888356394 10.917129964276681 11.316631232679354 105.16890715938644 143.99953550845385 19.130223347208812 93.246200693378341 15.175582213516462 27.713920523528941 279.68724289306556 10.319991033844415 11.237377738521898 44.546842495270539 686.13895157689694 202.74774739088025 70.437305169878528 9.5095861021982255 26.739737701689592 9.4876672408136056 0.36747977620689098 8.608385294370235 20.162863683304749 10.020874122972598 8.984390136 2.8881919054838354 54.961332967344788 48.187045756669249 1.55615760735236 27.728595685504843
leaf_count=148933 44836 22177 119314 504822 5013 335035 220825 75176 53496 107544 192752 10974 6373 86974 68400 14598 87166 9172 12451 123010 16065 6269 14059 227463 144898 58912 8851 20241 5688 462 6481 8556 5323 4832 1161 39980 31647 1202 13107
internal_value=0 0.00704587 -0.0176718 -0.0616882 0.01012 0.00639009 0 -0.0150156 0.00276038 0.0208628 0.0248644 0.0318074 0.0160582 0.0222219 0.00816605 0.0335208 0.00286731 -0.0448874 -0.0262179 0.0125011 -0.00535841 0.0217918 0.00831998 0.00966579 0.00448628 0.000544176 -0.0701467 0 -0.0160915 -0.0729467 -0.0149181 0.0109859 0.0204599 -0.0207978 -0.0508325 0.0115785 -0.00424018 -0.0109633 -0.00347759
internal_weight=0 4272.3 443.482 450.565 3828.82 2898.3 1434.34 497.288 271.252 930.521 749.022 470.96 171.863 160.546 937.056 460.043 184.652 172.231 312.636 1463.96 71.985 155.237 1038.1 965.826 781.819 181.498 378.58 55.3773 99.3888 369.07 61.665 278.062 425.855 89.9012 157.055 61.318 120.181 49.7432 72.2754
internal_count=2864238 2282721 329428 581517 1953293 1482115 950220 395618 199781 471178 334424 218324 135765 129392 554602 207350 162342 129647 233276 531895 67382 74669 377639 350473 479933 136754 514135 42418 64016 505284 51317 116100 154256 58328 120475 44993 91761 32849 27166
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=992 2 896 17104899 10034190 768 8657330 30483497 2 262864 1 1 576 1 3 1 8651010 1 4 8232
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=26
split_feature=1 4 1 2 0 2 9 0 3 8 2 1 11 3 10 2 3 3 2 2 9 2 3 2 3 2 0 1 9 0 9 9 2 9 0 2 3 0 12
split_gain=181.031 28.8641 26.7486 16.3832 11.776 11.511 9.84671 8.13442 7.77835 7.41367 10.2531 6.40831 6.18651 5.6921 4.64315 5.22282 4.31129 3.64721 4.89241 3.30286 3.05395 4.89188 2.6194 2.61508 2.12493 2.11615 2.09809 2.01305 1.55342 1.33541 1.26221 1.17518 1.14804 1.12497 0.966981 0.851437 0.832257 0.644078 0.614495
threshold=0 1 2 3 1.0000000180025095e-35 4 5 16.500000000000004 2.5000000000000004 6 7 8 9 5.5000000000000009 10 11 8.5000000000000018 4.5000000000000009 12 13 14 15 3.5000000000000004 16 1.0000000180025095e-35 17 2.5000000000000004 18 19 12.500000000000002 20 21 22 23 5.5000000000000009 24 1.5000000000000002 1.0000000180025095e-35 25
decision_type=1 1 1 9 2 9 1 2 2 1 9 1 1 2 1 9 2 2 9 9 1 9 2 9 2 9 2 1 1 2 1 1 9 1 2 9 2 2 1
left_child=1 4 6 27 5 17 13 9 11 10 22 35 29 19 15 -11 31 20 30 -3 21 -1 -6 -15 -12 -8 -21 38 -16 33 -19 34 -10 -5 -4 -7 -27 -25 -2
right_child=3 2 16 12 7 8 25 -9 32 14 24 -13 -14 23 28 -17 -18 18 -20 26 -22 -23 -24 37 -26 36 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0059375443605150062 0 0.0049703689442493777 -0.053932847234958142 -0.072981138893792027 0.018506712235553804 0.0020651282999769147 0 -0.021861837694162792 -0.0031004718856307242 0.015500465617157656 0.014025680814937337 -0.031845146830590247 0 0.022904845273572276 0.02983777086977716 -0.0038835745803526295 0 0.025778519877429736 -0.017398005473911179 -0.02485882111876973 0.022980122787323344 0.012474678959512991 0.033646006044417726 0.0033623315193014635 0.00056813570015535513 0 0 -0.017041063268508832 0 0 0 0 0.011465402416859808 0 0 -0.0080153978432090638 0.042103902151887709 -0.0096637097232450623 0.015318637518860912
leaf_weight=168.09882235620171 36.267423606070224 37.133614570630016 132.75240471628786 339.99235007726384 835.45187137699395 88.18417174811475 10.957533803768454 31.410201462887926 25.988042861834401 146.7621571776981 177.48802344867727 141.85364422300336 4.0732736118661697 35.635957101883832 56.91851705595036 480.76898121798877 11.384806661037144 18.469672667168197 80.714759807451628 153.53216923508444 170.04373446293175 378.70912909734761 312.97110496152891 29.947091378737241 397.61221263867628 0.83399166661547397 42.005371530991397 25.086997449878254 17.437657822330948 9.5005893826455559 7.0351311696576913 1.1539762570755545 111.43629336821323 0.35817790089640666 9.628933702100765 114.19396924343891 42.367317648197059 33.047244680579752 8.1509065671416447
leaf_count=108458 29110 31063 111471 503402 342160 65136 5541 25208 14893 92736 105366 104095 3533 34759 31721 250243 7092 11582 28004 107142 33526 174955 85879 25385 217344 494 29975 24369 4095 8839 1676 1489 75439 453 6575 110202 12654 25931 12271
internal_value=0 0.00630783 -0.014531 -0.0594437 0.00948856 0.00149582 0.000251761 0.0135433 -0.0100271 0.0143855 0.017924 -0.01807 -0.0682769 -0.00624909 0.00460041 0.000870613 -0.0446097 0.0087214 -0.00556091 -0.0147809 0.0114945 0.00639323 0.0234397 0.0102987 0.00561389 0.0316653 -0.0193851 -0.00321499 0.0243448 -0.0715768 0.0159178 -0.051035 0.00735666 -0.0727373 -0.0518669 -0.00276926 0.035617 -0.00104577 0.00541462
internal_weight=0 4301.93 540.38 423.43 3761.55 1304.73 385.46 2456.82 481.656 2425.41 1723.52 344.232 353.924 331.301 701.887 627.531 154.92 823.071 106.22 232.671 716.852 546.808 1148.42 98.6303 575.1 54.1588 195.538 69.5053 74.3562 349.851 25.5048 143.535 137.424 340.351 142.381 202.378 43.2013 62.9943 44.4183
internal_count=2864266 2282289 399571 581977 1882718 727966 272944 1154752 369765 1129544 750749 279433 516227 254255 378795 342979 126627 358201 41262 168180 316939 283413 428039 86075 322710 18689 137117 65750 35816 512694 13258 119535 90332 503855 118046 175338 13148 51316 41381
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=992 2 896 17039363 13446406 1 1 2782 768 1 1 12059912 264448 12552 1 10496 8390307 4726877 26 1 1 1 2097160 1 2097224 1
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=25
split_feature=1 5 1 0 2 1 9 10 2 9 1 2 1 11 10 3 2 0 2 2 9 3 3 0 3 3 3 2 10 2 2 8 0 3 2 0 3 2 3
split_gain=160.531 33.053 28.8775 13.273 12.7863 10.6979 7.92318 6.92894 6.74611 7.04435 6.35744 6.49185 5.695 4.59753 4.19377 3.96249 4.32654 3.71395 5.43731 4.23629 3.35464 2.93193 2.7679 2.2364 1.97757 1.75466 1.73963 1.46029 1.41893 1.31248 1.1888 1.15362 1.12408 1.09566 1.00169 0.844777 0.794752 0.769846 0.696971
threshold=0 1 2 1.5000000000000002 3 4 5 6 7 8 9 10 11 12 13 3.5000000000000004 14 3.5000000000000004 15 16 17 4.5000000000000009 1.5000000000000002 14.500000000000002 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 18 19 20 21 22 27.500000000000004 4.5000000000000009 23 1.5000000000000002 1.0000000180025095e-35 24 13.500000000000002
decision_type=1 1 1 2 9 1 1 1 9 1 1 9 1 1 1 2 9 2 9 9 1 2 2 2 2 2 2 9 1 9 9 1 2 2 9 2 2 9 2
left_child=13 3 6 4 5 21 12 8 33 -10 17 23 37 27 36 28 -17 19 32 -5 34 26 25 24 -12 -13 -2 35 -14 -8 -22 -24 -19 -6 -9 -1 -4 -3 -38
right_child=1 2 14 10 7 -7 29 20 9 -11 11 22 15 -15 -16 16 -18 18 -20 -21 30 -23 31 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.017120914001890229 0 0 0 0.025406611157279879 0.036278836779036462 -0.033569192180299794 0.039919713592415473 0 -0.00096009012634935614 0.014382095075380128 0.011097896276196687 0 -0.02135114730215815 0 0 0.025352675887310806 -0.008608722680402461 0.055402234026675358 0 0 0.0098642685421534322 0.013712230396857778 0.0094929049924176289 -0.0060190188471170337 0.024411440585371532 -0.02195546366625983 -0.012214205197936874 -0.073126936190793621 0 0 -0.0067380366936342822 -0.0031776207330702481 0 0 0.035124268213682419 0 -0.052977926379493945 0.030049188219190739 0
leaf_weight=27.908929048469872 242.42542193236295 6.7828330593474675 8.4120949861753598 101.53630338101357 55.036341176659334 101.47134965362784 15.723418781301005 31.80595340468426 1170.652688781287 358.08145420381334 684.2645350790699 54.29277755721705 150.47754020274442 4.0341229125042437 16.863357444759458 20.619515345679247 48.606827809053357 91.372537988834665 27.690728534129448 103.65149856415519 54.360274467035197 67.503374879714102 134.10729647305561 14.675598986825205 252.85371726265294 54.458033782342682 165.59295312230824 257.61186592523154 9.4188202114310098 10.581540198705627 26.335360689961817 53.869339638215024 1.5895617625501461 6.4429028385784468 104.06248093455361 13.908037727334884 165.5951020292996 11.510340581124185 0.4612746715429229
leaf_count=27230 184019 6125 7255 41293 31386 91048 8250 20513 651130 71426 322992 42645 111755 3867 12209 18944 34582 37712 16344 38954 10299 49285 65801 14607 96578 43381 112770 410602 5455 5703 6300 32613 988 3334 47780 12372 155789 10603 208
internal_value=0 0.00500276 -0.0192401 0.0080622 0.00312457 -0.00921236 0.00194965 0.00732408 0.00460914 0.00263186 0.0151531 0.0107289 -0.00415458 -0.0659445 -0.0451148 -0.0104846 0.00477772 0.0278445 0.0430923 0.0144339 0.0233536 -0.00123154 -0.00130175 0.0146833 0.0156462 -0.0129213 -0.00518671 -0.0693503 -0.0189351 0.0366609 0.00166063 0.00483769 0.0501294 0.029948 0.0317983 -0.00956453 -0.0511068 0.0234863 -0.0525786
internal_weight=0 4423.19 465.053 3958.13 2383.77 576.993 273.721 1806.78 1590.21 1528.73 1574.36 1248.52 247.416 303.463 191.332 229.123 69.2263 325.841 120.653 205.188 216.564 475.522 296.727 951.794 937.118 108.751 408.018 299.429 159.896 26.305 80.6956 187.977 92.9621 61.4792 135.868 41.817 174.468 18.2932 166.056
internal_count=2864147 2410076 376878 2033198 1279290 437122 201417 842168 757276 722556 753908 618617 187464 454071 175461 170736 53526 135291 55044 80247 84892 346074 184440 434177 419570 86026 296789 450204 117210 13953 16599 98414 38700 34720 68293 39602 163252 16728 155997
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=15 2 896 23150820 896 1 1 9965568 1 560 2624486 512 1 1 8393330 2891218 8458350 1 21069827 1 269748 787714 9 9187344 602220
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=23
split_feature=1 4 1 3 2 2 9 0 1 9 1 3 2 0 0 3 0 5 2 1 2 2 0 3 2 10 0 0 0 2 1 2 3 3 2 10 0 3 10
split_gain=142.047 26.6338 27.5032 13.6762 22.2997 14.124 12.2963 10.9834 7.99518 7.69311 6.70755 6.63776 6.3154 6.09799 5.33412 4.43649 4.09532 3.69415 2.95595 2.81789 2.3869 2.33018 2.32229 2.21626 2.01318 1.9712 1.92232 1.67054 1.5877 1.5562 1.44486 1.1709 1.15264 1.13866 0.808647 0.799424 0.756324 0.737255 0.676486
threshold=0 1 2 1.5000000000000002 3 4 5 10.500000000000002 6 7 8 6.5000000000000009 9 4.5000000000000009 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 10 11 12 13 14 3.5000000000000004 2.5000000000000004 15 16 14.500000000000002 2.5000000000000004 1.5000000000000002 17 18 19 1.0000000180025095e-35 6.5000000000000009 20 21 1.5000000000000002 1.5000000000000002 22
decision_type=1 1 1 2 9 9 1 2 1 1 1 2 9 2 2 2 2 1 9 1 9 9 2 2 9 1 2 2 2 9 1 9 2 2 9 1 2 2 1
left_child=29 3 9 4 7 19 10 17 12 15 25 22 16 -12 31 18 -7 28 -3 26 -16 -17 -4 -14 37 -6 -5 -20 -2 36 -19 -10 -9 -21 -13 -8 -1 -11 -34
right_child=1 2 11 5 6 8 35 32 14 24 13 34 23 -15 20 21 -18 30 27 33 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 38 -35 -36 -37 -38 -39 -40
leaf_value=-0.015980051030555612 0.009735460432227741 0.0049878412814124955 -0.056943502715922592 0.06336876649896972 -0.010494248125221785 0.0025988092197573149 0.016810931021737863 0 0.0073598182068941352 0 -0.041437055006377926 0.010895873076341551 -0.020775422309047806 0 0.028720320473023017 0.01994887922147737 0.018892937516575031 0.0067271176846309538 -0.02281472198500975 0.02164030846967295 0 -0.0020997525726439759 0 -0.00077529650589931243 0 0.0064417103074621354 0 0 0.020996331976596925 -0.069868808204219771 -0.014679683316314224 -0.0062630927545308732 -0.032133983711535717 0 -0.0068738189194980483 0 0 0.038179258587031091 0
leaf_weight=28.312641316297231 600.71113219340623 37.120320492744213 130.20949015442602 48.320101019300637 450.89642003762128 646.67023037860054 104.00583929015556 5.7553089347202322 142.13674056704622 0.82918906025588413 144.10820999358839 4.1841986359431758 82.164192873227876 34.257333910070884 279.96318464591604 42.493128404195886 208.00739700882696 3.096836997254286 148.67777061376546 351.14367029155255 43.646656257740688 57.981339170830324 16.380806891371321 184.28368224622682 13.770548511354717 36.649903242912842 1.1793532524607133 42.262677789927693 364.6076737306139 242.03331794061523 38.507088302038028 40.99630442851776 36.262954652644112 10.542360219638793 20.126045125864042 24.647609453764744 13.955749993314383 42.24437481269706 1.0830001397989679
leaf_count=28157 289918 30705 140655 38684 385643 219076 30338 4307 65367 482 126285 3162 60147 26384 120045 41157 60914 2732 104349 133599 22893 46161 12526 117644 6393 27355 1105 29825 147913 412880 31811 22785 22272 4509 13691 7335 12525 11814 574
internal_value=0 0.00460443 -0.0151466 0.00761633 0.00115595 0.0132141 -0.0110019 0.0106866 0.00827725 0.000265997 -0.0167535 -0.0440647 0.00297884 -0.032247 0.0183753 -0.00552583 0.00732688 0.0133694 -0.013257 0.0293345 0.0260551 0.00873664 -0.053012 -0.00912518 0.0275707 -0.00818375 0.054135 -0.0177785 0.0147948 -0.0639313 -0.0078563 0.00250175 -0.0261874 0.0201408 0 0.0137228 -0.00884549 0.0322022 -0.0302579
internal_weight=0 4439.92 556.28 3883.64 1844.59 2039.05 794.565 1050.02 1627.87 385.379 665.912 170.901 1121.13 178.366 506.743 328.535 854.678 1006.92 228.061 411.185 323.61 100.474 146.59 266.448 56.8441 487.546 49.4995 190.94 965.319 284.302 41.6039 183.133 43.1013 361.686 24.3102 128.653 42.2684 43.0736 37.346
internal_count=2864117 2410555 440920 1969635 1102867 866768 603340 499527 688871 270886 565667 170034 457781 152669 231090 252197 279990 472374 164879 177897 142938 87318 153181 177791 18689 412998 39789 134174 437831 453562 34543 88152 27153 138108 16853 37673 40682 12296 22846
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=15 2 896 15210246 788672 1 384 1 896 8455710 2 12552 112 1049402 8390323 10755872 1 21069827 512 3151138 262736 1 1
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=26
split_feature=1 5 1 0 2 2 1 3 2 2 11 8 10 9 8 3 9 1 3 1 3 8 4 1 2 0 2 2 3 0 0 0 3 2 3 10 3 1 12
split_gain=126.491 22.3195 25.3538 9.55621 9.86822 8.11411 15.4209 9.56932 6.98483 6.67676 4.44614 4.07082 3.94394 3.83857 3.61487 3.65603 3.35696 3.19388 2.96951 2.88437 3.80025 2.41449 2.21822 1.84404 1.79164 1.75054 1.5608 1.55036 1.29187 1.20553 1.00868 0.892876 0.880632 1.36289 1.0998 0.780752 0.666767 0.968333 0.586487
threshold=0 1 2 3.5000000000000004 3 4 5 2.5000000000000004 6 7 8 9 10 11 12 4.5000000000000009 13 14 4.5000000000000009 15 3.5000000000000004 16 17 18 19 16.500000000000004 20 21 4.5000000000000009 1.0000000180025095e-35 3.5000000000000004 8.5000000000000018 1.0000000180025095e-35 22 6.5000000000000009 23 6.5000000000000009 24 25
decision_type=1 1 1 2 9 9 1 2 9 9 1 1 1 1 1 2 1 1 2 1 2 1 1 1 9 2 9 9 2 2 2 2 2 9 2 1 2 1 1
left_child=10 3 8 5 36 17 14 16 13 -9 24 23 32 19 15 -7 -8 21 26 -3 -21 -2 25 -6 30 -13 -19 -23 35 -20 -1 -25 -4 -34 -35 -10 37 -5 -16
right_child=1 2 12 4 11 6 7 9 28 -11 -12 22 -14 -15 38 -17 -18 18 29 20 -22 27 -24 31 -26 -27 -28 -29 -30 -31 -32 -33 33 34 -36 -37 -38 -39 -40
leaf_value=-0.017723697944067855 0.0082654640296833688 0.024558287409805164 0 0.00088577587158273014 -0.0089871235358250524 0.0023896204031954704 -0.036983960432212318 0.029078065667385761 -0.021778041101950762 -0.013044891911852622 0 0.03026358097728632 0 0.040673347812490927 -0.012731712835681544 0.016369494584849178 0.0034679029324552243 0.022455736257871624 -0.011558017224443953 -0.012405694846287139 0.015645860181725025 0.0096698817969412699 0 0.017909355326503736 -0.070679515311988975 0 0.0038064838710096648 -0.0049995271649417774 0 0.0070183643619168143 0 0 0 -0.056307263051626512 0 0 0.0027350244755063226 -0.013107436867481987 0
leaf_weight=39.270201201972668 786.79286568588577 13.778873656090582 8.027574409330553 23.407622437836835 44.394983555714134 1127.0044737781864 166.70903674714646 22.743043101931107 74.794840272748843 48.529721545077336 3.810226014305953 403.94860964401596 16.392139786432381 20.438297393091489 118.73482816823525 221.31415405066218 2.857603483949787 336.00555135107425 32.074042804582859 101.2391421161301 43.478312700579409 47.426007362431847 16.508754056107136 38.625590861433011 215.73868382329238 11.262282263865925 135.86693042205297 273.50091357779456 9.071590511070097 46.394868877687259 9.2976120801686175 11.064302607119314 21.543950891238641 125.59000247577933 5.5470886310649794 6.7959728763962621 4.0619465998606747 87.579102009360213 3.7367902296828097
leaf_count=42028 226494 12933 7193 14163 15683 723556 151418 19568 49423 40703 3791 162736 12363 9245 86949 127066 2918 127635 14209 79708 40023 23123 12234 25296 400481 10462 65913 85166 5554 15062 8083 8691 20188 132005 3532 3560 3019 69168 3055
internal_value=0 0.00419496 -0.01613 0.00664635 0.0177268 0.00431297 -0.000388623 -0.0220466 0.00330714 0.00364941 -0.0620358 0.0231794 -0.0415153 0.0145876 0.00344907 0.00517078 -0.0343802 0.00921257 0.0156378 0.00446818 -0.00096624 0.00532523 0.0272459 0 -0.0656905 0.0292129 0.0187556 -0.00116909 -0.0143105 0 -0.0108128 0.0113843 -0.0475771 -0.0491045 -0.0515125 -0.0193761 -0.00595239 -0.00933471 -0.0102656
internal_weight=0 4457.24 446.698 4010.54 640.853 3369.69 1711.63 240.839 269.597 71.2728 268.117 525.805 177.101 178.935 1470.79 1348.32 169.567 1658.06 550.341 158.496 144.717 1107.72 431.72 94.0849 264.306 415.211 471.872 320.927 90.6624 78.4689 48.5678 49.6899 160.709 152.681 131.137 81.5908 115.049 110.987 122.472
internal_count=2864397 2410014 375727 2034287 321452 1712835 1155233 214607 200446 60271 454383 235102 175281 141909 940626 850622 154336 557602 222819 132664 119731 334783 185432 49670 450592 173198 193548 108289 58537 29271 50111 33987 162918 155725 135537 52983 86350 83331 90004
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=15 2 896 13714465 10034183 896 8654258 2359872 1 2 1 1 3 1 384 512 1 2 768 21331971 8916994 9966592 4998177 1 560 1
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=26
split_feature=1 4 1 3 2 2 9 0 9 3 1 10 1 2 0 11 1 5 3 1 2 2 0 2 2 0 3 2 0 2 2 11 0 3 0 2 2 3 8
split_gain=111.835 19.9957 22.6714 10.2286 16.9171 12.2433 9.9582 8.89086 6.18774 6.08843 5.9005 5.29936 5.06308 5.01791 4.38461 4.21703 3.87191 3.64862 3.39291 2.86982 7.60295 2.64386 2.39113 2.14213 2.09818 2.09156 2.02707 1.96874 1.96207 1.76954 1.76849 1.21629 1.04994 0.971053 0.950312 0.800874 0.765804 0.733773 0.725009
threshold=0 1 2 1.5000000000000002 3 4 5 11.500000000000002 6 6.5000000000000009 7 8 9 10 1.0000000180025095e-35 11 12 13 5.5000000000000009 14 15 16 3.5000000000000004 17 18 11.500000000000002 2.5000000000000004 19 2.5000000000000004 20 21 22 1.0000000180025095e-35 6.5000000000000009 3.5000000000000004 23 24 1.0000000180025095e-35 25
decision_type=1 1 1 2 9 9 1 2 1 2 1 1 1 9 2 1 1 1 2 1 9 9 2 9 9 2 2 9 2 9 9 1 2 2 2 9 9 2 1
left_child=15 3 8 4 7 16 11 19 18 22 13 12 -6 26 35 30 25 -15 21 24 -21 -3 -4 -20 -2 31 -7 -16 -23 38 34 -5 -25 -18 -1 -12 -11 -9 -10
right_child=1 2 9 5 6 10 -8 37 29 36 14 -13 -14 17 27 -17 33 -19 23 20 -22 28 -24 32 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.016915932838988814 0.025831281759490329 0.004347471228681626 -0.053859868353694697 0.060514281861635537 -0.009685880724680896 -0.020106387846405008 0.011972101643098913 0 0.03461243831649647 0.010919877117001894 0.0053579366838867361 0.0082104570104434647 -0.033095904732365809 0.0038947337578573958 0.025398475365327862 0 0.018291468507754059 0.033932793613690004 0.019276190449710948 0.01316369053926498 -0.011505121770177781 -0.022078445729819932 0 0.0047262344016937297 0.0089724030047400784 0 -0.00076294844633169225 0.00017811545222669832 0 0 -0.068852562368051165 0 -0.012020003873367241 0 0 -0.006011754886718324 -0.0063239746999315689 -0.029267180152150754 0
leaf_weight=38.597033554935479 175.01515162875876 41.423458227087394 119.50863275379379 51.577517423429526 447.67026565404376 79.979641240672208 131.11290974303847 4.2611657622619523 32.694999771658331 4.1746075523624313 143.68145388511039 53.112115357267612 152.75217638433969 848.89932218327885 259.69419896038016 3.8656671008357071 362.70436573540792 17.770122189220274 34.581745691772085 281.94578912703582 157.54304798944941 141.86354333400959 15.769049478520172 32.028029217734002 417.60370206704829 2.2054564482823471 184.25382642599288 72.622576790075982 40.978533175220946 13.795196107705122 200.74520655625747 2.3277311140845987 35.868242176598869 10.730535414943004 9.2741808679347724 40.779945500486065 19.773281360394325 30.763781663488771 12.594346017402129
leaf_count=42058 93435 33734 140585 40459 385027 59648 37673 3534 8633 3262 66004 42003 133663 265990 101395 3899 135859 14173 33600 157976 123628 100914 12369 27196 101737 1984 116885 39727 29338 6393 399744 2004 27634 4552 8049 22757 13412 19737 3663
internal_value=0 0.00380106 -0.013493 0.00636964 0.000759123 0.0111469 -0.00993343 0.00896015 0.00015558 -0.0407852 0.00657687 -0.0152449 -0.0180876 0.00202348 0.0151413 -0.0600056 0.0257468 0.00589416 -0.00505182 0.0112278 0.00347294 -0.011961 -0.049794 0.00708853 0.015744 0.0497642 -0.00879179 0.021892 -0.0165824 0.0243415 -0.0637576 0.0584416 -0.00184045 0.0169468 -0.0101055 0.000925688 0 -0.026222 0.0287463
internal_weight=0 4474.06 545.054 3929.01 1851.78 2077.23 784.647 1067.13 385.828 159.226 1647.68 653.535 600.422 1130.9 516.778 252.482 429.546 866.669 326.744 1032.11 439.489 224.266 135.278 102.478 592.619 56.1107 264.233 332.317 182.842 59.0845 248.616 53.9052 67.8963 373.435 47.8712 184.461 23.9479 35.0249 45.2893
internal_count=2864333 2410583 440733 1969850 1098413 871437 598366 500047 271105 169628 686579 560693 518690 456696 229883 453750 184858 280163 252416 476776 281604 163986 152954 88430 195172 44447 176533 141122 130252 18689 449851 42463 54830 140411 50107 88761 16674 23271 12296
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=15 2 896 15210246 1837248 1 1 384 1 896 6304032 1 112 2 768 14680066 13064 8390179 8913668 570 10755872 21331971 1 2102562 262736 1
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=28
split_feature=1 4 1 3 2 2 9 0 0 3 9 1 0 11 1 3 2 1 2 0 2 2 0 2 2 2 7 10 11 12 2 1 3 12 10 3 2 0 1
split_gain=99.1948 15.9695 20.5307 8.5067 13.8505 9.71456 8.47167 7.82208 6.41766 5.79717 5.24169 4.60894 5.37437 3.99868 3.93764 3.69936 2.8942 2.45371 6.21087 2.20758 2.1153 2.08279 1.98044 1.91017 1.74238 1.64412 1.56345 1.43238 1.38009 1.55392 1.69336 1.22906 1.00998 0.919455 0.893086 0.802274 0.733488 0.705027 0.681136
threshold=0 1 2 1.5000000000000002 3 4 5 10.500000000000002 2.5000000000000004 6.5000000000000009 6 7 4.5000000000000009 8 9 2.5000000000000004 10 11 12 3.5000000000000004 13 14 2.5000000000000004 15 16 17 18 19 20 21 22 23 1.0000000180025095e-35 24 25 6.5000000000000009 26 26.500000000000004 27
decision_type=1 1 1 2 9 9 1 2 2 2 1 1 2 1 1 2 9 1 9 2 9 9 2 9 9 9 1 1 1 1 9 1 2 1 1 2 9 2 1
left_child=13 3 10 4 7 28 11 17 14 19 16 34 -13 20 21 -16 35 24 -19 -4 26 -7 27 -10 -2 -12 -1 -18 29 37 -31 -25 -9 -34 -6 38 -11 -5 -3
right_child=1 2 9 5 6 8 -8 32 23 36 25 12 -14 -15 15 -17 22 18 -20 -21 -22 -23 -24 31 -26 -27 -28 -29 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.017462810368781913 0.0013021186176476655 0.0088860722075602104 -0.051768618417750559 0.021707506619931465 -0.0057831872979549268 0.012650846374827232 0.010885945301279695 0 0.019397171269853346 0.009907111873150418 0.027034773346382962 -0.028408032839509181 7.8005368465619733e-05 0 -0.014758412286465298 0.0003366689278055451 -0.021973449723658327 0.011757256808182629 -0.010612824431295027 0 -0.067084188624995475 -0.0048820250234884923 0.00052230741971375871 -0.010212640975290647 0.017485588238715828 0 0.005892526261326793 0 0 -0.0086989825711389877 0.014324822290571497 0.0083520654158968904 -0.030097901435537422 0 0.0065325113992960818 0.011815705257613301 -0.0067241974600312331 0 -0.0042371138875385997
leaf_weight=42.685599049342272 145.06833301315783 12.329659831768367 113.02977164470212 660.86041764750553 300.65571922319941 275.80934667764086 132.67804717237595 5.7370704263448706 259.49297463581024 10.039275505012482 46.430401860910933 260.38752620576997 58.89426507333701 3.9136953982088007 180.44001654195017 553.76837492274353 110.88069060249836 282.40850241603039 154.45826635295816 15.666566851839887 187.81673026313365 39.802408902847674 34.634635592039558 27.877601094747661 454.25796551426174 13.795196107705122 3.9958467276228467 8.344147876108762 13.134695827116955 34.400656495330622 15.085229002987033 34.703777246730169 34.33436982454441 0.47163648661808011 24.398055414960254 47.753004007216077 13.599175122231829 1.4737919071339991 109.23799166450044
leaf_count=44347 52932 8913 140138 297681 261081 95586 37674 4328 75506 6973 12296 227815 52845 3933 88782 208320 79926 156404 122613 12403 400461 22861 22309 16810 141688 6393 4778 5503 7823 21953 10732 27072 21821 363 16950 43066 9694 1576 92000
internal_value=0 0.0035142 -0.01207 0.00578679 0.000649513 0.0101142 -0.00909212 0.00801614 0.00455875 -0.0386627 0.000726779 -0.0140869 -0.0221063 -0.0579836 0.00036713 -0.00337018 -0.0040931 0.0102329 0.00299222 -0.0477107 -0.0618223 0.00929569 -0.0128803 0.0163035 0.0143641 0.0227577 -0.00887126 -0.0189696 0.0193148 0.0202088 0 0 -0.0235084 -0.0275211 -0.00344302 0.00358958 0 0.0214483 0
internal_weight=0 4486.34 535.741 3950.6 1853.75 2096.85 777.014 1076.74 1371.89 152.335 383.406 644.336 319.282 238.412 1049.82 734.208 323.18 1036.19 436.867 128.696 234.498 315.612 153.859 322.074 599.326 60.2256 46.6814 119.225 724.955 711.82 49.4859 62.5814 40.5431 34.806 325.054 169.321 23.6385 662.334 121.568
internal_count=2864349 2410830 439614 1971216 1096514 874702 596365 500149 534937 169208 270406 558691 280660 453519 415549 297102 251717 473637 279017 152541 449586 118447 107738 119388 194620 18689 49125 85429 339765 331942 32685 43882 26512 22184 278031 143979 16667 299257 100913
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=15 2 896 15210246 1837272 1 1 768 1 592 6059 768 14680066 21331971 2097442 2103046 6292480 10755872 1 1 1 1 2192 288 1 1 262992 512
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=26
split_feature=1 0 1 2 8 2 3 10 12 2 9 11 2 2 3 8 4 0 0 2 12 3 2 2 7 1 3 3 5 1 3 3 2 10 3 0 0 2 1
split_gain=87.3454 13.791 19.7651 20.1289 7.59419 8.50364 6.07304 5.273 4.95107 4.91059 4.08309 3.91217 3.32886 3.06703 2.26988 3.38182 3.01961 2.07262 2.02328 2.01386 1.97851 1.7443 7.19332 4.64856 1.45586 1.30207 1.23147 1.3751 1.14005 0.894306 0.981032 2.11667 1.67351 0.812946 0.633015 0.571035 0.505845 0.495182 0.38788
threshold=0 1.0000000180025095e-35 1 2 3 4 4.5000000000000009 5 6 7 8 9 10 11 1.0000000180025095e-35 12 13 3.5000000000000004 16.500000000000004 14 15 3.5000000000000004 16 17 18 19 6.5000000000000009 1.0000000180025095e-35 20 21 3.5000000000000004 2.5000000000000004 22 23 4.5000000000000009 30.500000000000004 18.500000000000004 24 25
decision_type=1 2 1 9 1 9 2 1 1 9 1 1 9 9 2 1 1 2 2 9 1 2 9 9 1 1 2 2 1 1 2 2 9 1 2 2 2 9 1
left_child=11 2 9 10 5 26 20 8 13 -2 14 19 -9 25 15 -4 -16 -15 21 24 33 23 -23 -7 35 -6 27 38 36 -11 31 -31 -32 -5 37 -1 -10 -12 -3
right_child=1 4 3 6 7 18 -8 12 28 29 34 -13 -14 17 16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 30 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.019006928508015559 0.013743568849120091 0.0079090397843420493 0.0042388660015858452 -0.044697837604509585 0.012588214224566463 0.014672056428694361 0 0.029237091395342019 0.026149786299873298 0.0042180771105925358 0 0 -0.00013306084501858728 -0.013644885226406512 0.0069045091289455622 -0.023238734376738211 -0.018894196778480657 0 -0.0063141295119874766 -0.065175837523411564 0 -0.0068105182389952895 0.022388310554614797 0.0019110412452340759 0.005633373323823937 -0.0011173905363802599 0.0036491321755848234 -0.019751307447460731 0 -0.0050445421194815782 0.0043066193114550486 0.012755465503362449 -0.014986109768933838 -0.001108571992699146 0 0 0 0.023365784140681668 -0.0037907765086194496
leaf_weight=41.602364197897259 353.91639174713055 8.1699965823499934 35.746566722504213 223.00685730396071 59.413344779284671 790.83452811774623 48.081123403339006 48.122690578329639 38.908422972250264 185.67935651048901 2.885082580789458 3.8027210855652802 43.937324046593858 395.90537093408784 179.24935236323654 78.43169944031979 26.705925035799737 146.35965661088267 19.090625035270932 175.33702287072447 13.421357900573637 69.220185391037376 488.40974430469942 561.77850870942348 4.0792275720741591 116.52736631591688 2.7972804735181844 93.168629338462779 2.268436196492984 202.05850821299828 20.365246090688743 63.799861106846947 95.992933541128878 20.54738895713308 7.6225260673672883 0.44113102299161155 0.88524531258735706 39.288510628452059 20.238689803314632
leaf_count=42690 196968 4783 27663 206076 45573 352773 46327 27838 26137 66383 1224 3863 18323 207883 118932 60190 28200 79919 15480 400117 9824 30501 178787 283812 4903 81945 1629 57606 1587 123149 14470 25553 31056 17496 2168 284 637 9472 11926
internal_value=0 0.00313239 -0.00415843 -0.0167534 0.00725293 0.0104867 -0.0342518 -0.000404759 -0.00370312 0.00510863 0 -0.0559002 0.0185588 -0.00629895 -0.00502029 -0.0147812 0.000310869 -0.00994297 0.012246 -0.059842 -0.0407965 0.012744 0.0183557 0.00986543 -0.00827984 0.00359605 -0.0113183 -0.0150426 0.0206273 -0.000329448 -0.00343947 0 -0.0100988 -0.042642 0.0200275 -0.0167269 0.0245492 0.0230471 0
internal_weight=0 4502.83 1596.8 674.986 2906.04 2053.71 305.057 852.328 760.268 921.812 369.93 225.262 92.06 718.206 320.134 114.178 205.955 542.265 1929.33 221.46 256.976 1910.24 557.63 1352.61 46.1227 175.941 124.375 121.577 42.0621 567.896 382.217 265.858 116.358 243.554 49.7961 42.0435 39.7937 42.1736 28.4087
internal_count=2864147 2412290 985151 527572 1427139 937297 279723 489842 443681 457579 247849 451857 46161 415320 234985 87853 147132 287802 861353 447994 233396 845873 209288 636585 47877 127518 75944 74315 28361 260611 194228 148702 45526 223572 12864 42974 26774 10696 16709
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=15 768 24972803 1 14245892 1 1 9186637 1 1 2363348 27792416 6 2 21331971 1 2359936 263082 1 160 2 512 544 1 2097152 576
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=25
split_feature=1 4 1 3 2 1 2 1 0 2 3 9 0 9 0 11 8 2 0 11 2 9 0 1 2 2 3 2 0 1 8 0 0 2 0 0 7 8 3
split_gain=77.3388 12.6628 17.7402 5.95894 11.0824 8.96116 9.10545 8.38903 6.89121 5.94628 5.10997 4.31637 4.07501 4.03628 3.85144 3.69944 3.03584 2.95069 2.72351 2.69322 2.62288 3.73554 3.15106 2.48589 3.30224 2.72418 2.181 2.14085 2.14011 1.83642 1.7304 1.71464 1.66584 1.47487 1.33504 1.32116 1.30585 0.839287 0.782909
threshold=0 1 2 1.5000000000000002 3 4 5 6 11.500000000000002 7 6.5000000000000009 8 4.5000000000000009 9 4.5000000000000009 10 11 12 1.0000000180025095e-35 13 14 15 1.0000000180025095e-35 16 17 18 1.0000000180025095e-35 19 1.5000000000000002 20 21 14.500000000000002 4.5000000000000009 22 2.5000000000000004 6.5000000000000009 23 24 4.5000000000000009
decision_type=1 1 1 2 9 1 9 1 2 9 2 1 2 1 2 1 1 9 2 1 9 1 2 1 9 9 2 9 2 1 1 2 2 9 2 2 1 1 2
left_child=15 3 11 4 8 6 19 20 26 30 32 23 29 14 -9 27 18 -14 -8 31 22 -22 -6 24 -3 -25 28 36 -2 -11 -7 -5 -4 37 -27 -28 -1 -13 -32
right_child=1 2 10 5 7 9 16 13 -10 12 -12 33 17 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 25 -26 34 35 -29 -30 -31 38 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.015618620825526751 0.006885094084192034 0.027071242535004553 -0.048468552452715065 0.063289064629843572 -0.0067833317364661546 0.015509400267283414 0 -0.03586263244962351 -0.023862512021536428 0.005571029425262687 0 0.030112750497567717 0.024519083219472087 0.010099258389831774 0 0 -0.010326430175262658 -0.0036128184684525878 0.022040152765507165 0 -0.014236824789006335 0.0065795251032086449 0.010536259513705614 -0.016708906291177942 -0.0075029434753235832 -0.0032844836897452725 0.0050435623615592718 -0.063338124698214621 0.021829016043808453 -0.0034081936632862596 0.005434659802469816 0 0 0 0.013937925251827547 -0.010334861412339287 0.0053160515289188727 0 -0.0072399796505629894
leaf_weight=41.097647541813785 377.66986915847519 18.208237126294989 109.69322178720176 55.084469211760734 125.40521357167745 522.75401646597311 58.293800733234093 136.77841625229485 31.700433105805132 256.06173020665301 23.862859725210001 35.191221080312971 75.257941281801322 2.6949380597798145 35.896669829300663 3.8508361933199913 24.641492356779054 24.266044149262598 113.23281415406382 2.5204866596614002 243.51682281703688 82.1387333588209 240.12875159666874 127.98282669308537 12.954923028300984 133.2504755489208 335.32144283701928 164.54644645166263 217.03124407891301 829.07485932011332 138.44401985153672 1.8145896616624657 12.039862712350439 13.820243754831607 29.656668686002376 27.908175642747665 4.181881826814787 12.971675325999966 28.123952344234567
leaf_count=42833 172521 9860 143294 41409 123032 201821 42882 130364 21064 67448 17235 8633 18111 2554 28792 3900 18183 14237 77244 2104 177393 16885 177582 94488 9214 113270 151001 400196 77456 309873 68300 1699 9488 6393 26070 15877 4945 3663 12862
internal_value=0 0.00284366 -0.0111132 0.00484922 0.000511489 0.00843155 0.0250508 -0.00739747 0.00774162 0.00548794 -0.0364349 0.00057277 0.000801227 -0.024804 -0.029467 -0.0538855 0.00827229 0.0177098 0.0138099 0.0518112 -0.00145545 -0.00781115 0.00367905 -0.00378653 0.0123442 -0.00759017 0.00986237 -0.0578933 0.0136054 -0.000908056 0.0126454 0.0610291 -0.0453101 0.0203943 0 0.00240076 -0.00737263 0.0245202 0.000942158
internal_weight=0 4515.39 529.632 3985.76 1856.19 2129.57 255.588 866.56 989.631 1873.98 145.596 384.036 1184.66 175.37 172.675 213.677 196.168 99.524 171.527 59.4195 691.19 325.656 365.534 322.053 31.1632 290.89 957.931 209.826 594.701 1085.14 689.322 56.8991 121.733 61.9831 162.907 363.23 45.2795 48.1629 166.568
internal_count=2864176 2412302 441608 1970694 1094521 876173 183521 656602 437919 692652 170017 271591 409669 161710 159156 451874 138309 32348 120126 45212 494892 194278 300614 252902 19074 233828 416855 447974 249977 377321 282983 43108 152782 18689 139340 166878 47778 12296 81162
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=15 2 896 15209734 112 11274752 896 265432 1 1 1 3 10486022 1 8808 1 512 8390490 11272278 21331971 512 9 10755872 1 1
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=27
split_feature=1 4 1 3 3 2 2 9 1 0 2 1 1 0 0 0 11 2 8 2 2 3 8 2 1 2 0 2 2 7 2 3 11 0 1 3 2 12 3
split_gain=68.1667 10.3956 15.9509 5.35084 5.09371 8.78919 7.19189 6.26812 6.31364 6.20953 6.11409 3.96117 3.92282 4.96388 3.63087 3.55297 3.54575 3.29394 3.14151 2.63889 2.47434 2.72258 3.52086 2.13875 2.0657 1.88807 1.60747 1.40485 1.2743 1.25239 1.20232 1.09201 0.923763 0.709773 0.673561 0.662335 0.604196 0.591389 0.540335
threshold=0 1 2 4.5000000000000009 1.5000000000000002 3 4 5 6 11.500000000000002 7 8 9 1.0000000180025095e-35 2.5000000000000004 7.5000000000000009 10 11 12 13 14 2.5000000000000004 15 16 17 18 11.500000000000002 19 20 21 22 1.0000000180025095e-35 23 1.5000000000000002 24 6.5000000000000009 25 26 9.5000000000000018
decision_type=1 1 1 2 2 9 9 1 1 2 9 1 1 2 2 2 1 9 1 9 9 2 1 9 1 9 2 9 9 1 9 2 1 2 1 2 9 1 2
left_child=16 4 20 14 5 9 11 8 10 24 -7 26 18 36 -4 -10 23 -15 25 -5 21 33 -23 29 -2 -8 32 -16 -20 -1 34 -26 -6 -3 -9 -13 -14 -11 -21
right_child=1 2 3 19 6 7 12 30 15 37 -12 35 13 17 27 -17 -18 -19 28 38 -22 22 -24 -25 31 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.014923380727629582 0.018789340217322811 -0.013108086820334014 -0.040421489668540957 0.013009245976071782 0.047650869611320146 0.010211680363491352 0.0063010384309173514 -0.0074781582429792257 -0.022754685472132503 -0.025766788600092627 -0.012695238746338126 0.012234332945048838 0.00062473170549771635 0.016955460263145521 0.010438812287557934 0.0026032464556626925 0 0 0 -0.015271879602651226 -0.0033576364363685583 0.025348888300696478 -0.0073493094294287305 -0.061408257704324842 0.0084543831964890865 -0.0050335523331445807 0 -0.011348744210622189 -0.016109384983474702 0.005570598832755267 0.013528916089001206 0 0 0.0020254441246892333 0.0064240914383151965 0 -0.0076746019224673409 0 0
leaf_weight=40.516900403243199 177.99334083229769 14.870436671015343 149.53725336032949 21.04521582997404 58.672517877319478 200.2342821675702 396.27706622640835 43.025031393219251 330.96410002142511 27.89840397889202 184.04854855558369 383.73434701008955 251.39158830881206 486.5522607539242 11.60792737113661 34.306711845216341 3.8242526528338194 147.27365624401864 53.336918057699222 72.624811841742485 72.679245618084678 120.90823553511291 11.783318944508208 154.32059691308314 459.95872193446849 160.71227144799195 2.2872577728412571 25.413586227368796 125.05677357222885 4.0994780931359847 114.5116193331196 274.57363776634156 2.4187891329929689 10.177042828872798 10.706680402043274 11.105929290351922 66.025572739192285 0.91148684927611867 12.954642940632764
leaf_count=42681 41853 10314 169045 20176 42653 201573 98619 11309 298882 18702 112143 136281 119137 185028 9212 30222 3891 83993 29288 70109 41973 71123 8492 400055 211863 85564 2093 20943 45128 4905 29461 132881 2060 7189 4166 4554 44242 834 12780
internal_value=0 0.00256537 -0.0101463 -0.0244015 0.0043715 0.000351094 0.0076655 -0.00630836 -0.0104385 0.00713863 -0.000214843 0.0184688 0.00415248 0.008308 -0.0344516 -0.0191137 -0.0518114 0.0133573 -0.000987203 -0.00270355 0.00818417 0.0146227 0.0208878 -0.05589 0.00921827 0.00240993 0.0392179 0 -0.0114663 -0.00664642 0.00905576 0.00554206 0.0459228 -0.00375656 0 0.0111471 -0.000954652 -0.0235176 -0.0116542
internal_weight=0 4527.58 523.602 293.183 4003.98 1859.13 2144.84 917.797 749.554 941.336 384.283 458.219 1686.63 951.243 186.559 365.271 202.761 633.826 735.383 106.625 230.418 157.739 132.692 198.937 912.526 556.989 63.3786 37.0215 178.394 44.6164 168.243 734.532 61.0913 25.0475 53.7317 394.84 317.417 28.8099 85.5795
internal_count=2865417 2413885 441356 302265 1972529 1093889 878640 687756 642820 406133 313716 187641 690999 432400 199200 329104 451532 269021 258599 103065 139091 97118 79615 447641 386597 184183 46806 30155 74416 47586 44936 344744 44713 17503 15475 140835 163379 19536 82889
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=15 2 768 15216902 1837248 1 768 66152 112 256 1 562 9 263748 8396601 3 21331971 512 8389662 2109314 788 1 328384 1 768 2168098 1
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=30
split_feature=1 0 1 2 9 0 12 2 2 12 9 1 10 8 2 10 10 12 2 3 3 0 9 1 11 8 9 8 1 3 10 3 7 2 1 2 0 4 0
split_gain=60.4715 9.39042 13.398 20.8199 5.90167 5.11809 4.86948 4.03414 3.93335 3.86591 3.78552 3.71889 3.28596 3.24393 3.07203 3.06118 3.02536 3.62708 2.36083 2.07895 4.23821 1.60447 1.58026 1.54379 1.50502 1.36938 1.31867 1.31377 2.09842 2.01526 1.52365 2.33605 1.28641 1.26069 1.25156 1.24603 1.18222 1.01092 0.858913
threshold=0 1.5000000000000002 1 2 3 16.500000000000004 4 5 6 7 8 9 10 11 12 13 14 15 16 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 17 18 19 20 21 22 23 1.0000000180025095e-35 24 4.5000000000000009 25 26 27 28 30.500000000000004 29 7.5000000000000009
decision_type=1 2 1 9 1 2 1 9 9 1 1 1 1 1 9 1 1 1 9 2 2 2 1 1 1 1 1 1 1 2 1 2 1 9 1 9 2 1 2
left_child=9 2 7 4 6 8 15 27 13 32 16 18 25 19 -14 -4 17 -5 -9 20 -3 26 34 33 -21 -13 -10 28 29 -2 31 -29 36 -23 -15 -11 -1 -8 -25
right_child=1 5 3 10 -6 -7 37 11 21 35 -12 12 14 22 -16 -17 -18 -19 -20 24 -22 23 -24 38 -26 -27 -28 30 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0596058643905698 -0.0012007189936701201 0.019989066583389278 -0.014520310697491046 -0.049280830757202049 0.039061050644292952 -0.01866561220976036 0.026386477243710727 0.012726789488460994 -0.015954210283731726 0.0093651199015431438 0.0030196209119564797 -0.0023546407118435024 0.016423307305276275 -0.010092431673549359 -0.0059052293680474065 0.011051197904827009 0 0 0 0.025526266534529385 0.0052204362384814657 0.018791378910480688 0.013532998139259587 -0.0077130831338289019 0 -0.013088156268999132 0.001646281937802564 0.038273914551389655 -0.0054289615871951297 0.023776391456261592 0 0 0 -0.0011117373804832556 0.0017416261171079258 -0.012700785813541999 0 0 0.006679775076053442
leaf_weight=158.1213162972017 16.520117874024436 307.34781605359603 176.85599046537391 159.23336935482439 9.5336433079792169 36.372982155815407 27.735007586452411 299.24929949795478 79.303505086543737 9.3729147318153974 3.0006251528393468 1269.0762270557025 129.54736179174506 93.154488298168872 50.232879441726254 23.097219177885563 18.582790584910981 15.930854677586465 195.90362952763098 183.59900148824818 748.25425672283745 47.479214050385053 47.254065063898452 95.432818311004667 7.1598930823383844 121.91415630435222 17.138247052847873 42.984881738520926 65.58779464539839 44.235912101983558 6.4763101087301029 4.4827451271703458 13.871132958469387 12.571042163996024 163.13637807831037 10.39982226562279 1.4233506286982436 1.8444928019307578 15.903836100129409
leaf_count=393224 11480 143551 134659 197087 4605 29182 21657 83755 52709 11424 3108 689324 42831 47817 32253 16505 17245 11695 79528 67530 319461 33964 9752 52264 4833 76519 3924 27295 35672 24608 2905 2771 34177 9096 111369 10801 1785 1704 10055
internal_value=0 0.00236916 -0.00131787 -0.016628 0.00274595 0.00781042 -0.00184147 0.00176613 0.00879703 -0.0498327 -0.0379229 0.00024076 -0.00201759 0.0106901 0.00930346 -0.00920546 -0.0419126 -0.0454228 0.00758083 0.0129364 0.0102304 -0.00143484 0.000161301 0.00310131 0.0237125 -0.00387164 -0.0108054 0.014666 0.00322208 0.0139863 0.0254914 0.0328416 -0.0562527 0.0128476 -0.00241036 0 -0.0588541 0.0224725 -0.0023844
internal_weight=0 4536.13 2682.03 435.814 239.066 1854.11 229.533 2246.21 1817.73 193.189 196.748 2065.92 1570.77 1549.91 179.78 199.953 193.747 175.164 495.153 1246.36 1055.6 267.829 303.545 171.387 190.759 1390.99 96.4418 180.288 126.344 60.756 53.9439 47.4676 173.416 60.0503 256.291 19.7727 159.545 29.5795 111.337
internal_count=2864124 2412713 1517206 408265 179130 895507 174525 1108941 866325 451411 229135 1004210 840927 704313 75084 151164 226027 208782 163283 535375 463012 162012 168938 105379 72363 765843 56633 104731 71760 36088 32971 30066 429186 43060 159186 22225 395009 23361 62319
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
cat_threshold=15 896 24972803 1 1 9966601 2100086 1 1 512 1 5 2361606 1 1 1 8530 1 608 1 3 1 1 256 1 1 10236928 256 10486939 2
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=25
split_feature=1 4 1 12 2 10 9 1 2 3 1 2 3 2 2 9 11 9 3 3 10 2 2 0 8 3 2 0 3 0 3 8 8 1 2 0 3 0 3
split_gain=53.6265 8.09799 13.3144 4.38344 7.06637 4.75977 5.25508 11.1238 10.9018 10.1366 8.1009 4.50144 4.32886 4.23488 3.67618 3.2947 2.84851 2.31861 2.06965 1.97195 2.08359 1.88571 1.80067 1.71265 1.59555 2.40742 1.30509 1.28343 1.2433 1.14347 1.05825 0.93847 0.883866 0.768785 0.643755 0.57052 0.568991 0.560603 0.548314
threshold=0 1 2 3 4 5 6 7 8 2.5000000000000004 9 10 6.5000000000000009 11 12 13 14 15 3.5000000000000004 5.5000000000000009 16 17 18 2.5000000000000004 19 4.5000000000000009 20 3.5000000000000004 1.5000000000000002 13.500000000000002 2.5000000000000004 21 22 23 24 8.5000000000000018 8.5000000000000018 4.5000000000000009 1.5000000000000002
decision_type=1 1 1 1 9 1 1 1 9 2 1 9 2 9 9 1 1 1 2 2 1 9 9 2 1 2 9 2 2 2 2 1 1 1 9 2 2 2 2
left_child=14 3 15 5 29 6 7 11 30 -9 -10 -2 27 28 -1 19 -16 18 -15 20 23 -21 -22 -3 -6 35 31 -4 37 33 -8 38 -19 -5 -14 -26 -35 -7 -17
right_child=1 2 12 4 24 13 8 9 10 -11 -12 -13 34 17 16 26 -18 32 -20 21 22 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.0015979996863749657 -0.0034837651093005692 -0.016811586177667179 -0.044448366894930869 0 0.0064591512344483919 -0.018167416270729882 0.011875876898543025 -0.0089930537264080769 -0.0074439916943280678 0.0049767583159947212 0.019453023366975037 0.017058248871356149 0.010333284428194518 0.027434663337505206 -0.060674866055694804 0 0 -0.0057212968923269197 0.00098406396962024962 0.016121836045099876 0.020048302765126536 -0.0031774587177920916 -0.0061782981892289464 0 -0.026315064071488828 0.0056294537657964952 -2.9569220526764968e-05 0 0.0022488999479006776 0 0.03529606806730172 0 0.007204613307628862 0.039069314017605744 -0.0053536896332878068 0 0 0 0.032662910930196222
leaf_weight=39.259556231361785 102.58572561066831 157.40737182857993 94.189489056283492 33.955321152054239 19.157513474332518 35.861124751303578 148.96312358073192 1381.4813306700344 384.7872629937483 767.90466311447381 111.86893046303885 388.29538128490094 4.4093507650031825 177.51237429385219 142.89901116614419 0.73883812432177265 2.3072300744970553 24.55489208153449 65.790738008996414 45.205436172022019 9.9728433605341689 59.066569514252478 5.8269853565143412 42.144914246324333 37.78468824083393 7.852432225336087 12.9796444044332 15.861233915878982 29.572973187605385 2.45153372286586 97.423595639353152 13.336716368212363 108.56289926805766 91.380149625285412 19.160864503959605 4.4119973598862989 0.61458378506358613 4.6897810682421541 36.946737123071216
leaf_count=45318 35940 120472 139131 11175 14864 18483 36811 995338 61810 356099 26152 143186 3755 92605 404410 377 2337 5414 24756 42500 6882 47106 3869 31454 26066 4937 6084 12812 13645 2056 19516 3742 20268 56850 13875 3158 433 2814 8486
internal_value=0 0.00217396 -0.00910594 0.00375854 0.017543 0.00283877 0.00140678 -0.000604177 0.00868657 -0.00384699 0 0.0122612 -0.0320491 0.0122873 -0.0478828 0.000663785 -0.0557292 0.0163015 0.0222731 -0.00311961 -0.0087612 0.00565187 0.00914278 -0.0124953 -0.00485503 -0.0134627 0.0177857 -0.0407464 -0.0057467 0.0286406 0.0241732 0.021681 0.00245835 0.0318594 0 -0.0238986 0.0354609 -0.0151213 0.0271946
internal_weight=0 4544.71 517.247 4027.46 197.608 3829.85 3383.31 2640.27 743.043 2149.39 496.656 490.881 133.621 446.545 184.466 383.626 145.206 376.421 243.303 319.624 215.352 104.272 15.7998 199.552 69.2066 50.0491 64.0019 110.051 70.1239 128.402 246.387 51.0223 133.118 125.95 23.5702 42.1967 91.9947 40.5509 37.6856
internal_count=2864986 2412921 440545 1972376 119539 1852837 1674852 1530563 144289 1351437 87962 179126 169573 177985 452065 270972 406747 143043 117361 252283 162677 89606 10751 151926 49025 34161 18689 151943 34942 70514 56327 12605 25682 68458 17630 29224 57283 21297 8863
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=15 2 896 1 10750826 1 1 512 15036 768 3596 6901952 16843779 1 1 1 1 8390323 6612 6 10756000 1 6 768 262736
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=27
split_feature=1 0 1 2 3 8 2 10 2 12 12 2 2 9 3 0 3 8 4 1 7 1 9 2 2 2 0 2 0 3 3 5 8 2 2 3 0 3 10
split_gain=47.5423 7.38238 11.3539 14.037 4.7679 3.99434 5.50431 4.01101 3.91899 3.68505 3.51863 3.17764 2.77608 2.64221 2.51571 1.92747 1.9196 2.74118 2.56394 1.91659 1.45164 1.27497 3.68317 5.79514 4.4439 3.33886 2.1372 1.18798 1.1543 1.10517 1.12359 0.946048 0.835111 3.22134 0.934881 0.854476 0.774476 0.624655 0.607239
threshold=0 1.0000000180025095e-35 1 2 4.5000000000000009 3 4 5 6 7 8 9 10 11 2.5000000000000004 3.5000000000000004 1.0000000180025095e-35 12 13 14 15 16 17 18 19 20 10.500000000000002 21 30.500000000000004 6.5000000000000009 1.0000000180025095e-35 22 23 24 25 2.5000000000000004 4.5000000000000009 4.5000000000000009 26
decision_type=1 2 1 9 2 1 9 1 9 1 1 9 9 1 2 2 2 1 1 1 1 1 1 9 9 9 2 9 2 2 2 1 1 9 9 2 2 2 1
left_child=9 2 8 4 38 6 29 10 14 20 12 -9 19 16 -2 -14 17 -5 -18 -7 28 25 24 -24 -23 26 -8 -11 -1 30 -3 -12 33 -10 35 -34 -27 -35 -4
right_child=1 5 3 13 -6 7 21 11 32 27 31 -13 15 -15 -16 -17 18 -19 -20 -21 -22 22 23 -25 -26 36 -28 -29 -30 -31 -32 -33 34 37 -36 -37 -38 -39 -40
leaf_value=-0.055978105458263094 0.022734753922639878 0 -0.037397961190096023 0.0034667580378316687 0 0.014287656798113627 0.022573746827324052 0.026410375814966042 0.014681365054752871 0.0098254631861916207 0.020338496932893968 -0.0012382069447191481 -0.012958531180423069 0.015903672699728925 0 0 0.0066402342484683328 -0.02096210953209042 -0.016771079475865629 -0.0024374369223311592 0 0.0081038572742657359 0.02822853121979943 0.0017356628540338575 -0.0040603844449446742 -0.0008927591902711849 -0.0023590132572640899 -0.011947980127842525 0 0.0035343546569488269 -0.018110312281501201 0 -0.0016503049372763271 -0.015676221936142209 -0.0047660201175368502 0.0089183019303977883 0.011487020038862483 0 0
leaf_weight=142.62234231123512 122.0684797790891 28.649943479642388 201.50217471645738 36.311207063947222 43.862335017038276 62.305258712469367 289.27752313044766 50.083847264235374 103.54197978286538 9.1660045608659839 42.227545127709163 44.866255660133902 382.21755820989347 52.616023387294263 86.558632329164539 144.89862915993581 186.32274382255855 76.290728909858444 27.662725341193436 123.75619912117691 13.199038264665431 705.31309164535196 145.71799101500073 219.80715385015355 436.36208077668562 158.05171595138017 8.9063973179727309 9.9690753930553928 1.3311222362972319 2.8332378880586466 90.702118389912357 2.3496264093555501 92.882536373159382 31.6050397711806 401.3323010688473 94.653808079689043 29.114087143119832 3.9704814014839931 20.970782154636254
leaf_count=394067 68420 16668 205521 29669 43771 47822 103086 28363 45103 11428 28282 18467 200388 13114 33179 78087 123653 59375 31941 88427 34056 354108 30908 34257 251487 66611 6385 11082 1722 1662 57995 1676 84121 27552 144082 53061 14863 2533 18395
internal_value=0 0.00206223 -0.00329674 -0.0131797 -0.0292012 0.00503084 0.00732531 -0.000453069 0.00350228 -0.0459117 -0.0034002 0.0157988 -0.00566819 0 0.0143633 -0.00930149 -0.0039367 -0.0131355 0.000694171 0.00337323 -0.0524502 0.00872099 0.00652739 0.0151532 0.00324808 0.0139463 0.0201533 0 -0.0551653 -0.0101226 -0.0137781 0.0165459 0 0.00582725 -0.00189943 0.00267609 0.00092954 -0.0101042 -0.0354737
internal_weight=0 4549.59 1582.15 645.539 266.335 2967.44 2114.74 852.705 936.613 176.288 757.755 94.9501 713.178 379.203 208.627 527.116 326.587 112.602 213.985 186.061 157.153 1992.55 1507.2 365.525 1141.68 485.35 298.184 19.1351 143.953 122.185 119.352 44.5772 727.986 139.118 588.869 187.536 187.166 35.5755 222.473
internal_count=2865387 2413032 983490 525439 267687 1429542 938030 491512 458051 452355 444682 46830 414724 257752 101599 278475 244638 89044 155594 136249 429845 861705 670760 65165 605595 190945 109471 22510 395789 76325 74663 29958 356452 75188 281264 137182 81474 30085 223916
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=15 768 8417660 1 14245892 1 9185349 1 1 2363348 27792424 1 6 2 160 1 560 1 3512 2097507 266810 10486939 2 2 1434 800 1
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=27
split_feature=1 0 5 2 1 2 0 11 2 4 2 3 0 8 10 9 12 9 0 2 2 2 1 2 3 3 1 1 2 2 3 8 3 7 10 0 3 0 2
split_gain=41.4539 6.40292 9.29625 7.65147 6.88722 5.02806 4.21243 3.86205 3.04542 2.85156 2.81195 2.80391 2.41987 2.22559 2.10622 3.91801 1.9913 1.71334 1.68848 4.21207 1.72382 1.59911 2.32501 1.55244 1.38794 1.12234 0.888201 0.887801 0.668348 0.59392 0.570307 0.885207 0.373813 0.372016 0.368721 0.368493 0.419082 0.282824 0.435648
threshold=0 1.5000000000000002 1 2 3 4 16.500000000000004 5 6 7 8 4.5000000000000009 4.5000000000000009 9 10 11 12 13 6.5000000000000009 14 15 16 17 18 5.5000000000000009 4.5000000000000009 19 20 21 22 3.5000000000000004 23 10.500000000000002 24 25 30.500000000000004 1.0000000180025095e-35 107.50000000000001 26
decision_type=1 2 1 9 1 9 2 1 9 1 9 2 2 1 1 1 1 1 2 9 9 9 1 9 2 2 1 1 9 9 2 1 2 1 1 2 2 2 9
left_child=5 2 3 17 9 33 10 -7 11 23 13 26 29 18 16 -16 -10 -2 20 -20 -3 27 -23 -4 -6 28 -5 -15 -11 -12 31 -14 -13 34 35 36 -1 38 -8
right_child=1 6 4 8 24 7 37 -9 14 25 12 32 30 21 15 -17 -18 -19 19 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.025146257613413173 2.8411620431465673e-06 0.019281333253288485 0 -0.043084156739015611 -0.05850703673775462 0 0 -0.0015819033044636986 0 0 0.0090711736732997025 0.018089507617206936 0.017302970590417379 0.017806858782439285 -0.0042818117754866792 0.013094220308322829 0 -0.0012624154845805701 0.028628889239166407 0.010409749887233484 -0.013623832688207044 0.0031900521789349056 -0.0015016734387094167 0 0 -0.018000565430464972 0 -0.019882060060678799 -0.012859870721817027 0 0 0 0.0059614389838167697 0 0 -0.01727932536816373 0 -0.019919380922013782
leaf_weight=15.735609814662892 124.04019621029875 273.10618925053859 30.392791970196413 39.790605816990137 73.647253885246755 126.63932290495723 3.2227164627111051 2.2767116291215634 1723.8308746968032 21.201152927314979 50.48660040347022 41.451666649518302 30.24258888004988 35.83108289989832 151.24686315694271 95.800165572727565 65.358644359381287 29.226854568638373 46.021628216723911 113.56224182445294 883.65183168079238 93.830344687652541 139.83364998923207 24.955361515545519 7.9831217611572347 25.896235193838947 168.36211609127349 46.600354019072256 51.094097648514435 99.782310872455128 13.66157654422568 17.218799438793212 2.4997115022852077 3.9736280062934375 1.7795857067394525 0.37861900412826699 17.143062805524096 2.4601645429211194 29.913760042785725
leaf_count=19899 75942 123022 25638 28131 113078 404529 2945 2421 824585 17420 27844 30992 21265 29734 76149 19111 39227 6023 32996 48553 354136 34359 74251 23978 7044 21684 169393 38165 33119 65604 7174 13021 2154 4625 2107 245 18554 2710 23212
internal_value=0 0.0019121 -0.00113342 0.000671524 -0.0189601 -0.0437363 0.00636647 -0.0526428 -0.000805623 -0.00136207 0.00726721 -0.0104032 -0.00232003 0.00867043 0.000415676 0.00862231 -0.000673786 0.0198456 0.010472 0.0210341 0.00835543 0 -0.00346996 0.0112448 -0.0367017 -0.0118833 -0.0156905 0.0101833 -0.0169315 -0.00976156 0.00961854 0.0135077 0.0053811 0 -0.00621581 -0.00990012 -0.0125382 -0.0177022 -0.0192451
internal_weight=0 4556.2 2676.78 2441.61 235.17 167.927 1879.43 128.916 2288.34 153.54 1843.83 252.104 211.392 1632.44 2036.24 247.047 1789.19 153.267 1316.34 159.584 1156.76 316.095 233.664 55.3482 81.6304 98.1915 208.153 82.4314 72.2953 150.269 61.123 47.4614 43.9514 39.0105 35.0369 33.2573 32.8787 35.5966 33.1365
internal_count=2865039 2412659 1513668 1271707 241961 452380 898991 406950 1189742 121839 870124 230670 134908 735216 959072 95260 863812 81965 558707 81549 477158 176509 108610 49616 120122 72223 197524 67899 50539 93448 41460 34286 33146 45430 40805 38698 38453 28867 26157
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=15 2 9966593 896 17039363 1 16544 2 2101110 5 1 1 1 1 356 2097680 612 272 8652954 512 304 5051840 18092032 9 1 1 192
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=24
split_feature=1 0 1 2 10 2 0 9 11 2 3 1 12 2 4 8 2 3 1 3 3 1 3 9 2 5 0 3 3 8 0 3 11 0 2 4 0 3 11
split_gain=36.3141 5.43385 7.36021 7.92018 5.8453 4.34468 4.25924 3.97083 2.71156 2.39772 2.63898 2.58932 3.15201 2.89062 2.55359 2.31311 1.98048 2.19298 1.98189 2.82261 2.18381 1.962 1.94266 1.72415 2.56518 1.61522 1.30239 0.972643 0.958924 0.840869 0.795721 0.780833 0.776398 0.692793 0.689149 0.687005 0.685328 0.683238 0.642777
threshold=0 2.5000000000000004 1 2 3 4 16.500000000000004 5 6 7 4.5000000000000009 8 9 10 11 12 13 1.0000000180025095e-35 14 5.5000000000000009 1.5000000000000002 15 2.5000000000000004 16 17 18 1.0000000180025095e-35 2.5000000000000004 4.5000000000000009 19 5.5000000000000009 9.5000000000000018 20 3.5000000000000004 21 22 8.5000000000000018 9.5000000000000018 23
decision_type=1 2 1 9 1 9 2 1 1 9 2 1 1 9 1 1 9 2 1 2 2 1 2 1 9 1 2 2 2 1 2 2 1 2 9 1 2 2 1
left_child=5 2 3 25 7 -1 16 37 -7 10 15 23 14 -14 -13 21 17 33 20 38 30 -4 -19 24 -11 28 31 -6 35 -28 -18 -12 -22 -3 -25 -2 -35 -5 -20
right_child=1 6 9 4 27 8 -8 -9 -10 11 26 12 13 -15 -16 -17 18 22 19 -21 32 -23 -24 34 -26 -27 29 -29 -30 -31 -32 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.00035081759944431657 0.017978406545555624 0 0.0020666487499975787 -0.046773316589583197 -0.0019565464857488391 -0.056654499420237786 -0.01663793040443726 0.0042164151407921594 0 -0.0024516390866778995 0.01937985129803509 0.00097347471982937416 0.024601578867467239 -0.0039554353019943421 -0.010540759850551473 -0.014478010487126412 0.002460892245716959 -0.018254569931498255 0.020692880185567173 -0.004185539547356446 0.011259038437308314 -0.010121331107604999 0.001741944154674453 0.0047582771376588062 0.01626070673155116 -0.010288552958091371 0.008059959160696897 0.01800180734938529 -0.00014881613905011958 -0.0073270317912538562 -0.0077019240501963841 0 -0.00068594017753217397 0.022118318217181871 -0.0062173109163063305 0 0 0 0
leaf_weight=43.285160253457434 59.823112256206514 12.326128927466923 355.88242958790215 92.101854353433737 6.7174137544789101 115.3326646012938 34.759916076553054 0.70466327766189252 2.1632503247601553 56.113552544848062 50.335237436112948 1609.2525464448263 59.357810142304515 22.430110310087912 186.58836799940764 198.20040475629503 193.70775568408135 61.664296088216361 308.75258099823259 22.099386252331897 399.75252471298154 145.65199870477227 44.599310011457419 93.771986199892126 277.99019866148592 14.584859640424837 16.425421499865479 3.8972164529695874 8.0520674615690933 48.350507748662494 81.305276099883486 3.8442500688834107 6.2300473484210661 19.928452067411857 59.928558458632324 1.8914002570090804 4.279044644732493 1.6424332797760133 2.3313983404077581
leaf_count=56257 57582 10094 200435 151493 7935 393697 28056 712 2266 15197 33848 707567 27891 15316 147601 155313 90029 49589 159683 11223 143062 119821 25150 11148 90460 17189 12380 4534 7206 26650 40676 3698 3429 15201 13556 2629 3482 1192 1628
internal_value=0 0.00170895 -0.000269054 -0.0176371 -0.0324517 -0.0417337 0.0074369 -0.0421532 -0.0511131 0.000877907 -0.00352869 0.00256109 0.000631084 0.0169734 -0.000212086 -0.00617973 0.00881517 -0.000556773 0.0103068 0.0170377 0.00583499 -0.00140507 -0.00912455 0.00881074 0.0127302 0.00290576 0.00791855 0.00586911 0.0112267 0 -2.21109e-05 0.0162994 0.010353 0.0126488 0 0.0155451 0.0180049 -0.0458638 0.0201599
internal_weight=0 4565.27 3373.54 189.415 105.064 160.781 1191.74 94.449 117.496 3184.12 818.69 2365.43 1877.63 81.7879 1795.84 699.735 1156.98 142.797 1014.18 333.183 680.996 501.534 106.264 487.804 334.104 84.3514 118.955 10.6146 69.7666 64.7759 275.013 54.1795 405.983 36.5336 153.701 61.7145 24.2075 93.7443 311.084
internal_count=2864875 2412655 1831353 250472 165866 452220 581302 153397 395963 1580881 552145 1028736 898375 43207 855168 475569 553246 103516 449730 172534 277196 320256 74739 130361 105657 84606 76576 12469 67417 39030 130705 37546 146491 28777 24704 60211 18683 152685 161311
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=15 48 18680963 1 17105923 1 1 6562468 512 1 9439562 2 1 30490697 384 768 1 3072 2 6 1 6154 2 1
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=26
split_feature=1 0 1 2 3 2 2 0 0 3 3 2 8 7 2 12 8 11 9 4 3 3 8 3 12 8 3 1 2 3 3 2 9 8 2 8 10 3 2
split_gain=31.5327 4.8969 8.83286 10.916 4.84781 4.16198 3.38148 2.8968 2.99294 3.47557 8.80755 6.22403 5.16023 4.50237 3.29255 4.44465 4.29671 2.48756 2.47834 1.85832 1.33984 1.28392 2.37142 1.78015 0.937792 0.922926 0.897918 0.889103 0.703933 0.664078 0.565248 0.496711 0.472682 0.442611 0.563615 0.414343 0.57596 0.399646 0.334806
threshold=0 1.0000000180025095e-35 1 2 4.5000000000000009 3 4 16.500000000000004 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 5 6 7 8 9 10 11 12 13 2.5000000000000004 1.0000000180025095e-35 14 2.5000000000000004 15 16 1.5000000000000002 17 18 1.0000000180025095e-35 4.5000000000000009 19 20 21 22 23 24 5.5000000000000009 25
decision_type=1 2 1 9 2 9 9 2 2 2 2 9 1 1 9 1 1 1 1 1 2 2 1 2 1 1 2 1 9 2 2 9 1 1 9 1 1 2 9
left_child=5 2 6 18 24 35 20 8 14 11 13 -10 -12 -11 15 16 -3 -7 21 26 -2 22 -4 -23 -5 -21 -16 28 32 -30 31 -20 -8 34 -29 -1 37 -37 -35
right_child=1 7 3 4 -6 17 27 -9 9 10 12 -13 -14 -15 19 -17 -18 -19 30 25 -22 23 -24 -25 -26 -27 -28 33 29 -31 -32 -33 -34 38 -36 36 -38 -39 -40
leaf_value=0.0065900850461831544 0.021839078498970946 0.006505720823139262 0.0036278576560546207 -0.033651531048959474 0 -0.053268810275740867 0.015251043566400455 -0.016319077204473311 0.036878398894279449 -0.020928746316581554 0.021257620447256497 -0.003225003547134335 -0.0074114353697312873 0.017981335600198222 -0.0050631704873323746 0.024958433259165625 -0.0040565902902415917 0 0 0 0 0.010147485371566171 -0.018944607045974241 -0.0062066731575908659 0 -0.01931627465165954 0.0024127045322338164 0.0029353895884869558 0.0079304449267268307 -0.0032240223071525846 0 0.019360874512793849 0 0 -0.0033387365925304233 -0.014415782281877156 0.00028064230033477235 0 -0.012674035459573883
leaf_weight=3.1553366628941149 92.836333060258767 1274.5763325469452 35.227161768969381 206.5102990448504 46.401235985409585 115.50274461946901 52.345947913039709 34.513566402441938 73.753766421090404 115.12059306049196 215.67491534592409 38.445169175975025 47.342657124740072 4.7457781295233863 242.13101724312219 80.236108047625748 478.51051315827499 2.1924016375342026 2.9687295147450641 15.890302349071135 68.177401126813493 87.916832728034933 72.166570055411285 116.91063893675891 16.224553089632536 51.650659873121185 327.39135379985237 175.38498595691635 48.542578124382999 133.65543619461823 7.9512374452897339 41.927278418559581 23.126186182838865 5.3037090969155543 308.45326096215285 29.584725123379034 1.9099919709406084 1.5714445833000343 33.189373583067209
leaf_count=3965 38596 513456 30599 223267 46356 404720 30652 26688 35346 73184 86073 26061 25785 3727 135880 42452 257390 2323 1224 13713 22310 69719 57120 74426 11966 43331 146134 147150 17565 42588 2163 9424 5926 3831 127269 36102 2439 1705 21676
internal_value=0 0.001487 -0.00288175 -0.0117212 -0.025637 -0.0396708 0.00303427 0.00389066 0.00438711 0.0114598 0.00502633 0.0256125 0.0153155 -0.0140953 0.00272921 0.00491117 0.00344845 -0.0480042 0 -0.00306636 0.0146156 -0.00370318 -0.0112963 0 -0.0319785 -0.015999 -0.000359563 0 0.00446391 0 0.0155724 0.0185395 0.0106824 -0.00229411 -0.000441271 0 -0.00557289 -0.0117101 -0.00966829
internal_weight=0 4575.2 1575.22 634.205 269.136 153.917 941.015 2999.98 2965.47 495.083 382.884 112.199 263.018 119.866 2470.39 1833.32 1753.09 117.695 365.068 637.063 161.014 312.221 107.394 204.827 222.735 67.541 569.522 780.001 257.67 182.198 52.8472 44.896 75.4721 522.331 483.838 36.2215 33.0662 31.1562 38.4931
internal_count=2864301 2413047 983827 526264 281589 451254 457563 1429220 1402532 250176 188769 61407 111858 76911 1152356 813298 770846 407043 244675 339058 60906 231864 87719 144145 235233 57044 282014 396657 96731 60153 12811 10648 36578 299926 274419 44211 40246 37807 25507
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=15 768 23924227 16778243 9185285 8927838 5 1 1056618 1 1 1 1 2 6 1 2 512 5064 2097152 1 3 1648 4 1 2097672
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=24
split_feature=1 10 9 5 1 2 1 2 2 2 1 0 12 2 3 2 3 2 3 11 9 0 1 0 3 2 4 0 3 3 3 3 8 0 0 8 3 8 10
split_gain=27.6703 4.5421 7.37862 9.40157 8.86734 7.67112 8.10945 5.96532 5.57127 5.32436 4.78249 6.55304 4.61079 4.43955 3.17157 2.81744 2.74387 2.66956 2.64101 2.54327 2.47433 2.21414 2.14816 1.90208 1.85428 1.80483 1.69999 1.63912 1.48513 1.42416 1.04707 1.0003 0.94628 0.822609 0.801109 0.729326 0.712277 0.60252 0.525398
threshold=0 1 2 3 4 5 6 7 8 9 10 2.5000000000000004 11 12 1.5000000000000002 13 3.5000000000000004 14 2.5000000000000004 15 16 9.5000000000000018 17 2.5000000000000004 6.5000000000000009 18 19 10.500000000000002 3.5000000000000004 4.5000000000000009 1.5000000000000002 1.0000000180025095e-35 20 5.5000000000000009 1.5000000000000002 21 5.5000000000000009 22 23
decision_type=1 1 1 1 1 9 1 9 9 9 1 2 1 9 2 9 2 9 2 1 1 2 1 2 2 9 1 2 2 2 2 2 1 2 2 1 2 1 1
left_child=13 2 3 9 7 18 16 27 30 14 11 -11 -12 37 21 -6 32 -18 34 -15 -10 -2 -9 28 -20 -8 -16 -5 -22 -27 -3 -25 -7 -33 -4 -36 -17 -1 -39
right_child=1 8 5 4 15 6 25 22 20 10 12 -13 -14 19 26 36 17 -19 24 -21 23 -23 -24 31 -26 29 -28 -29 -30 -31 -32 33 -34 -35 35 -37 -38 38 -40
leaf_value=0.0071188547047228053 -0.012599851020535562 -0.015722757467024655 0 0.021850832322734541 0 0.0093538384514681664 -0.0005869516306656916 0.0060113324245504697 0.01969806120471267 0.0036753111574693285 -0.0012661966768470743 0.033049674844302872 0.021545445309984711 -0.053582605913861825 0.0017260000063732712 -0.044702781464494717 0.001960239931659898 -0.021859100458518979 0.035381794126618168 0 -0.010881124583975721 0.0087089204502946611 -0.017851991147057853 0 0 0.029755758475222362 -0.0097297303656984288 -0.0015254645480661801 0.0069468786989546937 0 0 0.027402152583329072 -0.0026416135575875756 0 0.016960753037589333 0 0 -0.011871828740516368 0
leaf_weight=3.875779079295171 484.21291419055342 50.535930146172177 89.699531480728183 68.449999243282946 17.797115462803049 45.690555888111703 16.26721274346346 10.928424034471391 299.17364610423465 310.25990196757266 1169.6010790175715 91.446457824524259 65.276261898834491 101.40819086180636 592.83386808467912 100.18134803996873 37.295555554446764 104.81938454619376 110.56209591630613 2.1352196324514798 83.856163779972121 15.980401867549515 127.93024573275761 7.6893741076346513 6.5717448626528485 92.909163174161222 130.46157385510742 6.5556573261710573 33.385905563714914 22.386206847731955 51.380961161121377 17.770698723092213 241.64646979566896 4.9755389489582731 51.209286171244457 12.110663739615118 7.9150419495272208 38.076175310055987 2.4505497234058558
leaf_count=5298 414999 29586 24312 60357 19426 8589 5323 9024 148123 148225 567047 39723 33099 388942 342885 135591 7989 15457 22080 2237 16821 12871 104991 1249 1580 20973 111702 3997 6513 5524 30759 2929 39575 886 10139 2931 7178 51693 3692
internal_value=0 0.00138383 0.000120836 -0.00199827 -0.0170042 0.00841275 0.000694633 -0.00116713 0.00967961 0 0.00363726 0.0125973 0.00018342 -0.037754 -0.00495834 -0.034306 -0.00565887 -0.0157691 0.0210454 -0.0477539 0.0144152 -0.010899 -0.0133722 0.00131694 0.0327098 0.0196666 -0.000247229 0.0156118 -0.00338591 0.0238712 -0.0078625 0.017085 0 0.0228931 0.00772916 0.0142481 -0.0399142 0 -0.00687095
internal_weight=0 4579.77 4031 3199.83 339.758 831.168 561.015 213.864 548.768 2860.07 1636.58 401.706 1234.88 147.946 1223.49 125.894 429.452 142.115 270.153 103.543 446.851 500.193 138.859 147.678 117.134 131.563 723.295 75.0057 117.242 115.295 101.917 30.4356 287.337 22.7462 153.019 63.3199 108.096 44.4025 40.5267
internal_count=2864315 2412453 2175587 2011115 340564 164472 103430 178369 236866 1670551 788094 187948 600146 451862 882457 162195 71610 23446 61042 391179 176521 427870 114015 28398 23660 31820 454587 64354 23334 26497 60345 5064 48164 3815 37382 13070 142769 60683 55385
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=15 1 1 2 896 6840 768 8912946 7946400 4221368 560 1 17564675 263200 320 1 1 512 11018244 2 10 9 4 1
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=24
split_feature=1 2 0 1 2 3 2 3 0 0 3 3 2 8 2 2 3 2 11 2 8 9 8 3 0 0 2 2 8 2 10 9 3 8 10 3 2 3 3
split_gain=24.0642 4.26833 3.75459 7.47387 8.9972 4.34663 3.20859 2.75076 2.47302 2.78915 3.15045 6.84918 4.29519 3.1215 3.35474 3.03582 2.75674 2.88426 2.3694 2.15675 1.90433 1.8064 1.32276 1.62276 1.32171 0.903499 0.805107 0.699394 0.85496 1.23197 0.645318 0.754858 0.595911 0.504291 0.561 0.497285 0.563648 0.436481 0.37688
threshold=0 1 1.0000000180025095e-35 2 3 4.5000000000000009 4 2.5000000000000004 16.500000000000004 6.5000000000000009 1.5000000000000002 1.0000000180025095e-35 5 6 7 8 6.5000000000000009 9 10 11 12 13 14 1.0000000180025095e-35 3.5000000000000004 2.5000000000000004 15 16 17 18 19 20 2.5000000000000004 21 22 4.5000000000000009 23 3.5000000000000004 5.5000000000000009
decision_type=1 9 2 1 9 2 9 2 2 2 2 2 9 1 9 9 2 9 1 9 1 1 1 2 2 2 9 9 1 9 1 1 2 1 1 2 9 2 2
left_child=1 33 3 6 21 30 7 -2 9 16 11 15 -13 14 -12 -11 19 25 -3 20 -4 22 26 -24 -21 -18 -5 32 29 -29 31 -6 -8 -1 38 36 -23 -30 -35
right_child=2 18 8 4 5 -7 27 -9 -10 10 13 12 -14 -15 -16 -17 17 -19 -20 24 -22 35 23 -25 -26 -27 -28 28 37 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0073702684478138495 0.032917568486692465 -0.051012739664801465 0.0053339564818813863 0.010148495587083689 -0.033704257974456558 0 0 0 -0.015325047455600031 0.031718849815446711 -0.0006091487034674438 0.011946039168433868 -0.024787604670503779 -0.0026381749952873006 0.036653989591903663 -0.0023631763678414147 0.029648290021912851 -0.0059119191479120991 0 -0.0058433146513804778 -0.0010234986258688512 0 -0.017014231258400511 0 0.0041843776781377183 0 -0.0029185355131070853 0.011207930754698066 -0.00034563906832659353 -0.0045310647761251342 0 0 0.0082812575483729549 -0.013950714413828095 0 0 0.017312173510396298 -0.008177924282755376 0
leaf_weight=3.7730311212726519 36.137101847329177 98.597648244527591 1496.991943084915 58.870065060051274 173.57253561856851 42.97895772314223 188.11565096987761 33.689542104606517 33.756711507798173 32.031405594127136 19.324269285280025 9.1202694681705889 60.901547341170954 19.522674833366182 76.809546113508986 18.344614582863869 61.652860780595802 15.226060492015675 2.1646330002477034 457.34015553022618 565.37611589047447 6.0202253595343791 80.753422831352509 163.7502765797035 120.3840480948711 26.960886341192236 18.699286588962423 73.902820519637316 299.95964198219008 28.037831415596884 21.27797763691342 11.768172173295168 148.71529375389218 33.911057931363757 2.0079050489875945 8.1601423581596446 40.796986314759124 133.87583304540021 1.6210981526382955
leaf_count=4896 19111 394640 595730 41759 200789 43543 118879 14374 26257 16949 12367 7580 40719 11432 27912 13438 35386 9565 2272 254064 300809 2065 66133 117732 63078 15126 17933 24645 141137 25488 18897 6389 65622 44724 2577 2240 8762 47417 1811
internal_value=0 -0.0357467 0.0013143 -0.00251058 -0.0107225 -0.0240701 0.00288415 0.0191167 0.00341369 0.00387625 0.0139856 0 -0.0161396 0.0239493 0.0289818 0.0229779 0.00275657 0.0170824 -0.0453006 0.00189515 0.00346212 0 -0.00355819 -0.00732789 -0.00310562 0.0226477 0.00452555 0.00047553 -0.00136491 0.00470852 -0.030301 -0.0322311 0.00403325 0 -0.00586267 0.0126538 0.015552 -0.00370215 -0.0115021
internal_weight=0 142.075 4582.82 1569.08 626.648 249.598 942.434 69.8266 3013.74 2979.99 236.054 120.398 70.0218 115.656 96.1338 50.376 2743.93 103.84 100.762 2640.09 2062.37 377.05 322.073 244.504 577.724 88.6137 77.5694 872.607 535.776 101.941 206.619 185.341 336.831 41.3131 37.5401 54.9774 46.8172 433.835 35.5322
internal_count=2864247 450920 2413327 982915 526242 269618 456673 33485 1430412 1404155 130397 78686 48299 51711 40279 30387 1273758 60077 396912 1213681 896539 256624 243557 183865 317142 50512 59692 423188 238687 50133 226075 207178 184501 54008 49112 13067 10827 188554 46535
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=15 17040387 768 23924355 9183237 525360 5 70761 8395358 11011954 1 3677674 1 1 10 6816386 3912 2 146 1 1 4 1 2359424
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=32
num_cat=20
split_feature=1 2 7 1 10 9 1 5 2 1 2 2 9 8 3 3 2 2 12 3 0 0 3 7 2 0 0 3 0 0 2
split_gain=21.9067 5.03691 4.13738 3.99772 3.90484 5.58113 7.02204 9.58736 5.69903 5.9599 4.67433 3.39212 1.86697 1.74579 1.70703 1.41115 1.04394 0.90134 0.87594 1.12471 0.877362 0.659911 0.592164 0.489342 0.3469 0.249611 0.248917 0.067558 0.0204603 0.00395252 1.93542e-05
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 6.5000000000000009 3.5000000000000004 14 15 16 6.5000000000000009 88.500000000000014 20.500000000000004 1.5000000000000002 17 18 4.5000000000000009 10.500000000000002 3.5000000000000004 14.500000000000002 1.5000000000000002 19
decision_type=1 9 1 1 1 1 1 1 9 1 9 9 1 1 2 2 9 9 1 2 2 2 2 1 9 2 2 2 2 2 9
left_child=18 23 4 16 5 6 11 -8 13 -10 22 -3 24 -7 17 -14 28 29 19 20 -1 -19 -6 25 -12 -2 -18 -24 -4 -5 -16
right_child=1 2 3 14 10 8 7 -9 9 -11 12 -13 15 -15 30 -17 26 21 -20 -21 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 -32
leaf_value=-0.049118853150635494 -0.031867287412175746 -0.0057173029936337331 0.0067044168899738398 0 -0.017655850839031092 0.021259707196628883 -0.0018978622892924135 -0.020219717207019674 -0.0045317795238308516 0.016751072810381958 0.0025353494298558138 0.011482780989020815 -0.0034918114849062211 -0.0016029254016977229 0 0.013003925930848018 -0.017904735194907057 0.038989207270865189 0 0 0 0 0.0024481786322445502 0 0.018978206461785496 0 0 -0.0030214567589332765 0 -0.0010571284179385543 -6.7070286520047319e-05
leaf_weight=78.087028906313208 28.697582665481608 100.66381643456407 2.7961064874252775 4.0645354165662866 31.815386065616622 223.58457834919682 2274.4788652441875 308.31108516737731 452.07953098678263 137.51621654600604 89.595465498139674 445.3270974237239 112.2470839220332 13.789498342608566 0.19155446064542048 44.073855537106283 21.085311216724229 62.007679956097491 7.808450136173632 2.3792314757502018 0.1308073935797428 1.5602554375946045 16.812016242183748 1.3874584633376823 238.26491923260619 1.8967851676279668 1.3888530297554087 13.26868142421881 0.15348480705870304 5.3686970589333214 3.0243404855718832
leaf_count=275393 80009 35217 2002 5307 15906 48898 1479664 331964 76412 32348 69608 162424 23105 3569 170 8414 14357 46332 9799 6760 145 1221 8961 3628 104434 3301 1112 6769 139 4714 2366
internal_value=0 0.00104827 0.00150753 0.0191124 0.000923293 -0.00012152 -0.00213546 -0.00439003 0.00695602 0.000704565 0.00862481 0.00762586 0.0121639 0.0188104 0.0272345 0.000893893 -0.00533659 0.0328847 -0.0408173 -0.0466571 -0.0482563 0.0340957 -0.0108692 -0.0249934 0.0165135 -0.0307008 -0.0136643 0 0.00476203 0 0
internal_weight=0 4635.45 4603.47 101.641 4501.83 3955.75 3128.78 2582.79 826.97 589.596 546.077 545.991 484.181 237.374 76.2171 156.321 25.4238 73.0012 88.4055 80.5971 78.2178 63.5679 61.8961 31.9818 327.86 30.5944 22.4742 30.0807 2.94959 9.43323 3.21589
internal_count=2864448 2572351 2485413 77720 2407693 2170496 2009269 1811628 161227 108760 237197 197641 205561 52467 60110 31519 17610 57574 292097 282298 275538 47553 31636 86938 174042 83310 15469 15730 2141 10021 2536
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=7 4284416 1 272 1 1 512 2 6328 768 3670144 1051148 1 3 529924 2097229 1 1 4208 64
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=38
num_cat=25
split_feature=1 2 0 1 2 3 2 3 7 1 2 8 2 2 9 7 8 0 7 12 3 0 3 2 3 2 8 1 3 7 4 2 3 0 9 2 3
split_gain=19.3395 4.51143 3.58089 6.11593 7.56993 4.64653 2.6474 2.15541 2.7665 3.38528 2.71503 2.27857 3.60361 3.34627 1.91013 1.63996 1.31857 1.29936 1.29581 0.859304 1.09251 0.84706 0.832747 0.713229 0.594082 0.587614 0.715085 0.576656 0.482395 0.445824 0.397976 0.337261 0.29665 0.195564 0.0939447 0.088193 0.0190578
threshold=0 1 1.0000000180025095e-35 2 3 4.5000000000000009 4 6.5000000000000009 5 6 7 8 9 10 11 12 13 20.500000000000004 14 15 6.5000000000000009 88.500000000000014 15.500000000000002 16 2.5000000000000004 17 18 19 2.5000000000000004 20 21 22 6.5000000000000009 4.5000000000000009 23 24 7.5000000000000009
decision_type=1 9 2 1 9 2 9 2 1 1 9 1 9 9 1 1 1 2 1 1 2 2 2 9 2 9 1 1 2 1 1 9 2 2 1 9 2
left_child=19 29 3 6 15 34 14 8 11 23 18 12 -4 -13 24 16 -5 -11 22 20 21 -1 -9 -10 -3 28 -27 31 -8 33 -17 -12 -7 -2 -6 -29 -16
right_child=1 2 7 4 5 32 25 10 9 17 27 13 -14 -15 36 30 -18 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 35 -30 -31 -32 -33 -34 -35 -36 -37 -38
leaf_value=-0.047336615161112143 -0.030521555117263996 0.032832689212427192 -0.012275744683544905 0.0054683821440019214 -0.029870573845980748 0.0072474216923009305 0 0.028303932700827102 0.0038185479188803761 0.035714241659815092 0.0092128114667789588 0.0078033576416832954 0.0047534442120168788 -0.0062596877635059753 -0.0019746937860573833 0.021333316902581348 -0.005987507115876747 0 0 0 0 0 0 -0.010480206114560154 0 0.0040412282191593738 -0.0035465864304738918 0 0.007369885606607421 0 0 0 -0.0011753074763013174 0 0 -0.012178317825877472 0
leaf_weight=74.429856893579199 27.561391213561368 26.427078433858696 86.368305019772379 85.951030216136132 186.68046393414443 25.92749413947422 188.26612197919167 81.253845233637549 11.031097736966329 43.621400448422719 3.0321980455628363 179.52282367692169 1986.0214924463071 594.86073491136267 18.873493900173347 9.5483422533070552 289.14300863667631 1.6193643340375263 2.2455247726174994 7.6877646574430392 2.3350997786092185 0.12636781780747597 1.3277089003386198 21.371594772092067 24.417414419891429 102.84231227211421 433.07262220513076 3.2156340752408141 150.22100555099314 1.4255766162459647 0.90585146920056736 2.9586239944328554 16.536198674104526 1.9681107879732724 15.007185600989031 18.015022741368746 0.19056995853315939
leaf_count=275866 79378 16452 59095 62855 233981 27821 118716 44876 7892 33584 2477 118899 844028 324278 4349 7910 205545 1269 1659 9950 6683 148 1258 12214 11660 50089 188089 1761 65655 3741 1247 2531 16340 3288 7999 10732 51
internal_value=0 0.000916713 0.00135209 -0.00237647 -0.0097876 -0.0222622 0.00248182 0.00339145 0.00265275 0.0187566 0.0159271 0.00191823 0.00368271 -0.00240797 0.0172037 0 -0.00242412 0.0289456 0.0223594 -0.0389991 -0.0448074 -0.0464439 0.0267899 -0.00204857 0.026056 0.000275635 -0.00139002 -0.00340125 0.00357364 -0.0239073 0.0186157 0.0021819 0.000698775 -0.0294604 -0.0288167 -0.0102724 0
internal_weight=0 4641.43 4610.48 1574.01 629.7 244.151 944.311 3036.47 2924.42 77.6435 112.049 2846.77 2072.39 774.384 69.9086 385.548 375.094 45.2408 84.8271 84.5791 76.8913 74.5562 82.5816 32.4027 50.8445 874.402 535.915 27.2215 338.487 30.9551 10.4542 5.99082 42.4637 29.5295 201.688 21.2307 19.0641
internal_count=2864366 2571719 2485312 1018759 563698 286141 455061 1466553 1401259 54959 65294 1346300 903123 443177 32512 277557 268400 34853 47793 292647 282697 276014 46134 20106 28112 422549 238178 17501 184371 86407 9157 5008 44161 82666 241980 12493 4400
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=7 4284416 768 19664515 9175045 1 320 8390451 1 9437188 12059012 1 1 10 1 1 1055840 3912 2 112 1 2 786496 1 2097152
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=26
split_feature=1 4 1 3 7 1 3 2 1 9 8 2 10 3 1 2 0 2 9 2 10 2 2 3 2 0 2 12 3 0 0 2 8 12 3 3 3 9 0
split_gain=17.0236 4.21683 11.9512 3.6203 3.43538 2.80381 2.05927 1.8632 3.07615 1.8273 1.75557 1.29164 1.1689 1.11762 8.98482 5.64478 5.56092 3.21647 2.0147 1.29336 1.10993 2.78585 2.48329 1.53835 1.05311 0.847202 0.82859 0.817981 1.05632 0.802552 0.753931 0.72723 0.606767 0.552581 0.508246 0.446022 0.392141 0.360271 0.241334
threshold=0 1 2 6.5000000000000009 3 4 4.5000000000000009 5 6 7 8 9 10 1.5000000000000002 11 12 5.5000000000000009 13 14 15 16 17 18 7.5000000000000009 19 1.0000000180025095e-35 20 21 6.5000000000000009 88.500000000000014 4.5000000000000009 22 23 24 9.5000000000000018 1.5000000000000002 5.5000000000000009 25 10.500000000000002
decision_type=1 1 1 2 1 1 2 9 1 1 1 9 1 2 1 9 2 9 1 9 1 9 9 2 9 2 9 1 2 2 2 9 1 1 2 2 2 1 2
left_child=27 4 9 30 7 31 11 8 10 20 33 -7 -10 15 19 16 -9 -16 -17 -15 22 34 25 -24 -11 -3 -5 28 29 -1 37 -6 35 -2 -22 -26 -12 -4 -33
right_child=1 2 3 26 5 6 -8 13 12 24 36 -13 -14 14 17 18 -18 -19 -20 -21 21 -23 23 -25 32 -27 -28 -29 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.045496502843177439 0 0 -0.040497834212611349 0.011007315415825746 0.0036953568553788983 0.03568266163260074 0 0.0074468945257445103 -0.028046754690085041 -0.00042036329847205522 -0.01781402806995153 0 0 0 0.0088581664341734322 -0.010829292462900158 -0.014574132067262323 -0.0001410605595207642 0.0017920642405108882 0.040297840681601624 0.030048540944293198 -0.0087726323873329373 -0.014161459352188089 0.0031229014719899133 0 0.012762770742676083 -0.0067894411111006601 0 0 0 0 -0.015465322642373203 0 0.011985992120711038 0 0.02637261299238779 0 0 0
leaf_weight=70.904774603961414 433.76807004230795 35.694868488935754 94.349221339210999 5.9407405566817033 4.3543082988762762 46.893702711549849 7.3397591249959069 903.76630176971958 40.871836155731216 11.185398675443137 40.506934353026736 17.597821788884175 5.4605898077134034 10.538195581546459 480.82421117460763 432.55772771912416 94.918593712431175 1421.2695949132612 111.82058048481122 44.088526021434518 16.890522402827632 8.2220884264679643 170.20897621655604 22.334603981988039 0.76755485770990972 57.744652773020789 18.999489259891565 7.6019128418556638 2.2941284052994879 0.14072744926670466 12.428059372512505 17.252986978564884 13.983055921795311 18.198129893367877 0.76437938289018248 41.043904455029406 0.91882658895337854 0.69140179752139275 1.2575867105624627
leaf_count=275086 313627 31055 188521 5269 3804 33119 3966 393200 88563 5541 35556 16448 6669 12348 186518 377136 51701 462856 26229 43901 13090 6129 130066 19039 383 49825 15681 9842 6635 163 11337 10122 3876 15157 701 8889 682 760 926
internal_value=0 0.000828492 -0.00736601 -0.0292507 0.00196165 0.0185232 0.0250602 0.001366 -0.00372758 0.00180557 -5.0727e-05 0.0321587 -0.0212424 0.00226565 0.00384646 4.96215e-05 0.00465308 0.00211494 -0.00762352 0.0341808 -0.000920747 0.0109063 -0.00387419 -0.0101994 0.0141371 0.00635221 0 -0.0371641 -0.0429102 -0.0445828 -0.03745 -0.00306595 0.0176683 0.00166881 0.0231107 0.0219612 -0.0140994 -0.0400274 -0.0112227
internal_weight=0 4645.45 511.249 132.409 4134.2 94.6962 71.8313 4039.51 539.724 378.84 493.392 64.4915 46.3324 3499.78 1956.72 1543.06 998.685 1902.09 544.378 54.6267 311.86 25.877 285.983 192.544 66.9799 93.4395 24.9402 80.9415 73.3396 71.0455 107.469 22.8649 55.7945 451.966 17.6549 41.8115 41.4258 95.0406 18.5106
internal_count=2864416 2572690 490162 221568 2082528 68385 53533 2014143 460254 268594 365022 49567 95232 1553889 705623 848266 444901 649374 403365 56249 249905 19920 229985 149105 18689 80880 20950 291726 281884 275249 200618 14852 13148 328784 13791 9272 36238 189281 11048
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=7 2 896 1 272 22114848 960 1 3 12064946 1 56 11011334 788680 1 524620 1 8148 538155 4726877 262737 1 529952 1 1 1
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=38
num_cat=21
split_feature=1 2 0 1 2 3 1 2 0 9 0 8 2 1 2 4 3 2 1 10 3 0 0 12 3 0 10 7 9 7 3 0 2 0 0 0 3
split_gain=15.2544 3.92503 3.137 3.25596 4.48392 4.92485 2.66919 3.58127 2.66961 2.61709 2.07134 1.71852 2.2619 1.35083 1.28595 1.28541 1.43817 1.26204 2.34253 1.44476 0.968861 0.878562 0.694401 0.659271 0.982113 0.506434 0.499496 0.443216 0.39546 0.24786 0.22416 0.168447 0.164851 0.130116 0.112109 0.0784243 0.00240174
threshold=0 1 2.5000000000000004 2 3 4.5000000000000009 4 5 3.5000000000000004 6 15.500000000000002 7 8 9 10 11 1.5000000000000002 12 13 14 4.5000000000000009 4.5000000000000009 88.500000000000014 15 6.5000000000000009 31.500000000000004 16 17 18 19 9.5000000000000018 4.5000000000000009 20 24.500000000000004 107.50000000000001 5.5000000000000009 1.5000000000000002
decision_type=1 9 2 1 9 2 1 9 2 1 2 1 9 1 9 1 2 9 1 1 2 2 2 1 2 2 1 1 1 1 2 2 9 2 2 2 2
left_child=22 27 3 4 15 9 7 8 36 -6 14 17 29 -14 20 16 -3 18 -5 -19 -8 -16 23 24 -1 -10 -7 31 34 -13 -17 -2 33 -9 -12 -34 -4
right_child=1 2 6 11 5 26 10 32 25 -11 28 12 13 -15 21 30 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 35 -35 -36 -37 -38
leaf_value=-0.043728201609023978 -0.029055122718430207 0 0.00070338244545962558 0.011736181534589989 -0.039914487018247735 0 0.010588711206655941 0.0045009161036340967 0.033918661018980847 0.0009547453863301518 -0.018545633260842753 0 0.00019526558823232482 -0.018061823816511256 -0.0026056501666171907 -0.013850110140025049 0.018997155943241834 -0.00062039127459341005 -0.0011811668393145651 0.006377797193753869 0 0.0047032233100608072 0 0 0 0 0.015088537056042529 0 0 0.0085609807648714727 0 0 0 0 0 -0.0056341652232279171 0
leaf_weight=67.734433084151533 26.372166504681449 52.306080473936163 18.544804941135226 253.59296656080551 69.84662448842937 7.8345688030058209 289.23221204920264 91.207341648254442 86.877933795312856 0.706105885154101 24.002973543116244 123.64439302023675 21.81553840439301 118.44602743065298 338.16241214495676 10.625315528282952 30.489734307899198 2193.4601121068117 192.0306302580866 306.24730575136346 46.725416037923424 254.63106875481026 0.14585615129908447 7.782880699276574 2.3612027243125331 1.5039628646918561 1.2800404424015139 1.3712686720391527 0.87474350340198981 7.7469098344299701 1.1909673395275593 1.987776846406631 26.555428382336686 1.6886709380196396 1.8576742472068861 15.549373688880221 29.003198609862011
leaf_count=275031 79337 52514 7238 128903 127277 10455 134846 48653 39201 704 18558 54979 10343 97231 156972 16987 30036 1138465 92235 122373 21585 127585 157 9839 6769 1207 1223 3727 490 4702 961 3328 16118 1519 2281 12706 8277
internal_value=0 0.000784483 0.00119182 -0.000301153 -0.0122868 -0.0256345 0.00547703 0.0137857 0.0234649 -0.0363591 0.00230546 0.000399908 -0.00652714 -0.0141447 0.00361946 0.00100137 0.00812622 0.00121819 0.00591321 0.000183132 0.0082211 0.000125445 -0.0356108 -0.0397517 -0.0420587 0.0330618 0.00737311 -0.0225712 -0.0154244 0.00125766 -0.011522 -0.0280461 0 0.00283409 -0.0176758 -0.00266032 0
internal_weight=0 4647.41 4617.68 3391.26 174.279 79.6673 1226.42 270.931 135.93 70.5527 955.487 3216.98 271.653 140.262 928.751 94.6121 82.7958 2945.33 445.624 2499.71 335.958 592.793 78.0244 77.8785 70.0956 88.3819 9.11461 29.7312 26.7354 131.391 11.8163 28.3599 135.001 92.896 25.8606 42.1048 47.548
internal_count=2864812 2573016 2486624 1889388 240157 139659 597236 134919 55923 127981 462317 1649231 167255 107574 440988 100498 82550 1481976 221138 1260838 156431 284557 291796 291639 281800 40408 11678 86392 21329 59681 17948 82665 78996 50172 20839 28824 15515
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=7 4284416 48 20712579 568 267922 1 3 10491403 512 2625412 2 9963529 328 1 1 1 1 1 1 2099296
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=39
num_cat=25
split_feature=1 2 0 2 1 9 12 2 9 2 1 3 3 1 5 8 3 3 1 1 1 9 3 1 8 1 0 8 3 0 1 0 12 3 7 4 0 3
split_gain=13.5121 3.4579 2.66483 4.59049 5.69346 8.86269 7.97136 1.96717 2.08564 3.48774 3.1435 2.11776 1.96271 2.73694 3.74841 2.15076 1.7705 2.98229 5.74004 1.9982 1.5102 3.86334 2.50474 1.47047 1.36405 2.28671 1.80314 1.30818 1.27374 0.841377 0.811545 0.665343 0.613663 0.959843 0.425096 0.343507 0.15807 0.00297777
threshold=0 1 1.5000000000000002 2 3 4 5 6 7 8 9 1.5000000000000002 1.5000000000000002 10 11 12 1.0000000180025095e-35 1.5000000000000002 13 14 15 16 1.5000000000000002 17 18 19 3.5000000000000004 20 2.5000000000000004 4.5000000000000009 21 88.500000000000014 22 6.5000000000000009 23 24 4.5000000000000009 2.5000000000000004
decision_type=1 9 2 9 1 1 1 9 1 9 1 2 2 1 1 1 2 2 1 1 1 1 2 1 1 1 2 1 2 2 1 2 1 2 1 1 2 2
left_child=31 34 3 12 20 6 -6 16 10 27 29 -12 15 37 -15 30 24 18 -18 -19 21 -5 -22 -17 25 -4 -26 -10 -11 -9 -3 32 33 -1 36 -7 -2 -14
right_child=1 2 7 4 5 35 -8 8 9 28 11 -13 13 14 -16 23 17 19 -20 -21 22 -23 -24 -25 26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39
leaf_value=-0.042061737678470962 -0.027749334220386834 0 0.024679982749789598 0.010337916732114665 -0.026318894480945512 0.03007146792304824 0.011330239780110102 0 -0.013960537349938303 0.0009919262974659069 -0.015802789378840481 -0.00043937730331768322 0 0.0241304224148748 -0.006434096302080439 0.00073496010433429532 0.0084961651432522312 0.013356563119285514 -0.019459466480963087 0.0012619986591573505 0.0025938508485730117 -0.0077510026953146183 -0.0058636028954710193 -0.012872710781001273 -0.0098459072211453738 0 0.01321501325486445 0.005465646925569936 0.028303671852383111 0.012836305502991594 0.016781549586986504 0 0 0 0 0 0 -0.00049762592307449967
leaf_weight=64.923773096097648 25.353999643428327 8.7320291171781701 117.60782436082809 309.64171625187737 266.96258062811103 10.725404565804638 39.129747397499159 143.2643380206755 42.209467780310661 56.738793837255798 166.79208723196643 248.47103697804414 38.924260836924077 164.44291664103366 19.154250206986035 118.42117151297316 99.662484340484298 255.67708553271586 105.03548836104164 406.05491143283143 506.66303970287845 137.07333687506616 837.19057871576661 84.993831570158363 46.368046321680595 88.859719917549228 30.858485284879862 7.3730171588831572 49.177962467249017 75.336079083888762 50.662996349616151 0.14324853249126945 7.7303227190423049 2.3111784703705771 1.3541859181132192 0.51176246022805294 1.9786203731200647 90.249873591652431
leaf_count=275806 79015 7729 55830 120026 321496 5648 31950 88317 7517 10128 111018 109596 18504 69195 26725 63666 46376 141318 71051 134093 305446 25981 422750 73548 26715 38463 19025 1618 7432 53234 34296 163 9978 6689 3640 613 3325 37692
internal_value=0 0.000691655 0.00107537 -0.0008734 -0.00313592 -0.0147175 -0.0200316 0.00390172 0 0.00937094 -0.00262284 -0.00775863 0.00660463 0.0117001 0.018228 0 0.00645924 0.00354343 -0.00569122 0.00695667 -0.00064277 0.00393701 -0.00245173 -0.00489935 0.0134235 0.0168725 0 -0.00657231 0.0180039 0.0057657 0.0125539 -0.0339795 -0.0380793 -0.0403537 -0.0213932 0.0284565 -0.0267559 0
internal_weight=0 4651.65 4622.97 2683.48 2107.9 317.329 306.092 1939.49 789.363 155.499 633.864 415.263 575.581 312.771 183.597 262.81 1150.12 866.43 204.698 661.732 1790.57 446.715 1343.85 203.415 283.694 206.468 77.2265 49.5825 105.917 218.6 59.395 75.1085 74.9653 67.235 28.6868 11.2372 27.3326 129.174
internal_count=2865612 2572976 2486996 1565265 1233910 359707 353446 921731 388860 26695 362165 220614 331355 152116 95920 179239 532871 392838 117427 275411 874203 146007 728196 137214 140033 94293 45740 9135 17560 141551 42025 292636 292473 282495 85980 6261 82340 56196
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=7 4284416 10226697 896 1 1 998 1 10747904 616 640 2 10 776 216 512 1 776 9 736 5 80 1 1 2
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=30
num_cat=19
split_feature=1 2 7 2 10 2 9 1 2 2 2 1 9 3 8 3 2 0 1 1 3 3 7 3 0 0 3 3 2
split_gain=11.9726 3.20122 2.73114 3.20923 2.65081 4.12241 3.79238 4.82379 9.95053 4.48635 4.32314 3.86466 1.76542 1.17343 1.12515 1.12431 1.10202 0.793135 0.638646 0.582162 0.577554 0.46559 0.393413 0.272068 0.240816 0.206001 0.372279 0.0635919 0.0150234
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 3.5000000000000004 13 6.5000000000000009 14 19.500000000000004 15 16 1.0000000180025095e-35 1.5000000000000002 17 1.0000000180025095e-35 7.5000000000000009 1.0000000180025095e-35 4.5000000000000009 3.5000000000000004 18
decision_type=1 9 1 9 1 9 1 1 9 9 9 1 1 2 1 2 9 2 1 1 2 2 1 2 2 2 2 2 9
left_child=16 22 4 15 6 21 7 10 -9 14 -3 -11 19 -14 -8 17 -1 20 -5 -7 -4 -6 23 -2 -25 28 -27 -23 -20
right_child=1 2 3 18 5 12 9 8 -10 11 -12 -13 13 -15 -16 -17 -18 -19 25 -21 -22 27 -24 24 -26 26 -28 -29 -30
leaf_value=0 0 -0.0086614456358708129 0 -0.010778871484554108 -0.017490780050174893 0.0060175567090942107 0 0.00044361473974151934 -0.024271914615580818 -0.0029821322823413866 0.0018833729305282804 0.013246150681837829 -0.0041387615452558547 0.011100242306934288 0.02068687898626706 0 -0.038531804963492733 0 0 0.02100518579229756 0.03758495061327613 0.0017117138552256259 0 -0.02947864875361891 0 0.01044361256176448 0 -0.0033854620056399352 -0.0018308724941899562
leaf_weight=17.984718766820151 6.3592207548827018 434.96020938787115 15.12593850646226 12.657179295521926 31.693170620244928 213.01930381744751 8.8724117989768274 352.83080216637609 233.25993346287396 516.01302106748335 2102.4955876353051 155.28938050725264 113.19236041180557 45.327331200649496 158.75492657040013 1.6277708136622084 54.354588726728252 1.0650665553985152 2.3568931503905333 121.68580975189252 37.50556174684607 17.149348179853408 1.388511605226088 19.623934774135709 0.68286994825757474 27.017520600449647 4.0452052624168564 13.430564918351591 4.8178236103994996
leaf_count=27948 21231 227228 10154 11122 15824 100187 2232 291403 323968 89730 1165392 36952 23118 8415 32335 1080 263942 930 2964 75040 20632 8998 3655 60343 749 23862 3269 6792 5500
internal_value=0 0.000677202 0.00104708 0.0150931 0.000555808 0.0068607 -0.000297841 -0.00197777 -0.00983608 0.00546405 0 0.000883911 0.0102439 0 0.0183942 0.0257129 -0.0323518 0.0312344 -0.00104616 0.0143096 0.0329264 -0.0111993 -0.0206625 -0.0258938 -0.0284486 0.00220475 0.0063935 0 0
internal_weight=0 4652.25 4624.19 106.219 4517.97 555.498 3962.48 3123.55 586.091 838.93 2537.46 671.302 493.225 158.52 167.627 55.3243 72.3393 53.6966 50.8946 334.705 52.6315 62.2731 28.0545 26.666 20.3068 38.2374 31.0627 30.5799 7.17472
internal_count=2864995 2573105 2487127 79513 2407614 238374 2169240 2007991 615371 161249 1392620 126682 206760 31533 34567 32796 291890 31716 46717 175227 30786 31614 85978 82323 61092 35595 27131 15790 8464
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=7 4284416 1 8920582 1 3670144 1 896 20713090 6312 1055876 768 1 4 16785410 272 384 1 2359360
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=23
split_feature=1 2 0 4 3 2 1 1 2 0 2 0 12 2 1 3 1 1 2 3 3 2 2 2 0 2 7 9 3 0 3 2 3 0 0 1 12 3 3
split_gain=10.8243 2.98727 2.35703 2.88781 6.95186 4.47752 2.67346 2.12623 3.04532 2.10729 1.97388 1.73186 1.68601 2.67676 2.2088 1.44774 2.53363 1.42246 1.23176 2.31552 1.82552 0.903694 0.851174 0.719321 0.443403 0.408206 0.387772 0.364947 0.22717 0.234122 0.216238 0.117793 0.453444 0.274633 0.0765047 0.0236848 0.0234393 0.000696262 0.0996297
threshold=0 1 2.5000000000000004 2 3.5000000000000004 3 4 5 6 3.5000000000000004 7 15.500000000000002 8 9 10 1.5000000000000002 11 12 13 3.5000000000000004 3.5000000000000004 14 15 16 31.500000000000004 17 18 19 1.0000000180025095e-35 7.5000000000000009 19.500000000000004 20 3.5000000000000004 5.5000000000000009 107.50000000000001 21 22 1.0000000180025095e-35 5.5000000000000009
decision_type=1 9 2 1 2 9 1 1 9 2 9 2 1 9 1 2 1 1 9 2 2 9 9 9 2 9 1 1 2 2 2 9 2 2 2 1 1 2 2
left_child=21 26 3 10 6 30 25 8 9 -4 15 18 14 -14 -12 22 -17 -7 19 -9 -20 37 -3 -8 -11 -5 28 34 35 -30 -6 32 -10 -33 -13 -2 -23 -1 -39
right_child=1 2 7 4 5 17 23 11 31 24 12 27 13 -15 -16 16 -18 -19 20 -21 -22 36 -24 -25 -26 -27 -28 -29 29 -31 -32 33 -34 -35 -36 -37 -38 38 -40
leaf_value=0 0.0011608085874060363 0.0082259732289910684 0 0.0112209812944499 0.024118149707475948 0.0019807671571463767 0 0.014997150706065433 0.0060780907452698957 0.029858558323311742 0 -0.017434246871811689 0.018848438625744268 -0.0047263668122024694 -0.009146603704736328 0.027837644141187824 0.0035308487204488374 -0.01138787592701788 -0.0024419864569346149 -0.0032466917360568937 0.0080741924826662516 -0.042935094125080855 -0.0019775856134967881 -0.029544850922365619 0 0 0 0 -0.028730333082934375 0 0 0 -0.0031372623521254746 -0.0096599157880453267 0 -0.0020072386558313746 0 -0.0050734896504521319 0
leaf_weight=9.245485025741802 1.5164079808455424 67.961209566616162 47.833892510650912 4.0484777073725127 48.907206151510763 85.302678338499391 14.38160461098232 166.13993385944923 91.331998656871292 90.499315220400604 1974.2842618853756 23.276671683517637 68.344160967528296 39.710423763346625 274.45870332687991 32.718068503641916 275.59916486637667 116.68401362576697 508.18572032768861 57.687450128578348 202.19776734498737 47.103079208593044 268.4672384894875 117.47567201860147 1.5274128200835537 3.5907959344913252 1.3739694669930056 0.8974408822250578 19.103227152023468 0.68084494306822207 0.40575776129844499 11.32272539487167 24.605782583421387 8.7352991052903217 1.9406225063139562 4.9007796378173252 3.7716308230155837 8.976207940702805 1.1895170092957403
leaf_count=13942 1407 41598 15510 3000 44136 51081 22719 84934 53195 40004 830264 17716 35216 28140 250697 26842 99270 106613 257156 28497 69702 256663 202873 145397 1219 2052 3686 493 59919 773 348 8141 10403 7377 2219 19974 5297 14490 1473
internal_value=0 0.000592983 0.000951676 -0.000335881 -0.00815278 0.00116031 -0.0239359 0.00465369 0.0119928 0.0207401 0.000653516 0.00180382 -0.000598939 0.00989013 -0.0013608 0.00542785 0.0101639 -0.00510814 0.0030257 0.00893329 0.000347245 -0.0310922 0 -0.0267187 0.0290523 0.00492766 -0.0200993 -0.0144883 -0.0252805 -0.0276969 0.0208536 0 0.0017068 -0.0034712 -0.0167157 0 -0.0372781 0 -0.00041635
internal_weight=0 4656.1 4628.52 3392.34 390.796 251.3 139.497 1236.18 275.856 139.861 3001.54 960.326 2356.8 108.055 2248.74 644.746 308.317 201.987 934.211 223.827 710.383 70.2859 336.428 131.857 92.0267 7.63927 27.5752 26.1147 26.2013 19.7841 49.313 135.996 115.938 20.058 25.2173 6.41719 50.8747 19.4112 10.1657
internal_count=2864436 2572571 2486812 1890246 375346 202178 173168 596566 135849 56733 1514900 460717 1144317 63356 1080961 370583 126112 157694 440289 113431 326858 291865 244471 168116 41223 5052 85759 20428 82073 60692 44484 79116 63598 15518 19935 21381 261960 29905 15963
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=7 4284416 2 8394329 512 568 267922 9963596 1 2097922 896 120 256 2623364 17833987 8912900 262408 2097954 1 1 2623840 832 1
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=37
num_cat=25
split_feature=1 2 7 2 10 2 9 1 5 2 1 2 9 3 8 2 3 0 4 1 1 3 7 8 2 2 0 3 0 3 3 1 12 3 3 8
split_gain=9.88034 2.71558 2.09741 2.82843 2.15244 3.68047 3.03667 3.90273 5.98733 3.69002 3.27402 2.4704 1.47464 1.34935 1.0185 1.01805 1.00568 0.746474 0.697202 0.552714 0.422511 0.40923 0.373976 0.326987 0.680107 0.254831 0.301347 0.233909 0.242064 0.132638 0.0591527 0.0227253 0.0224654 0.0190978 0.161125 0.00584028
threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 4.5000000000000009 13 14 3.5000000000000004 19.500000000000004 15 16 17 1.5000000000000002 18 19 20 21 107.50000000000001 1.0000000180025095e-35 7.5000000000000009 1.0000000180025095e-35 3.5000000000000004 22 23 1.0000000180025095e-35 5.5000000000000009 24
decision_type=1 9 1 9 1 9 1 1 1 9 1 9 1 2 1 9 2 2 1 1 1 2 1 1 9 9 2 2 2 2 2 1 1 2 2 1
left_child=15 22 4 13 6 21 7 11 -9 14 -11 -3 20 17 -8 33 -14 18 -4 23 -7 -6 27 24 -5 35 -27 31 -29 -25 -23 -2 -17 -1 -35 -21
right_child=1 2 3 19 5 12 9 8 -10 10 -12 -13 16 -15 -16 32 -18 -19 -20 25 -22 30 -24 29 -26 26 -28 28 -30 -31 -32 -33 -34 34 -36 -37
leaf_value=0.00025833655167392422 0.0012286018212253221 0.010606719395386389 0.033821328494685526 -5.6387165607112659e-05 -0.016843696353824048 0.0054534160303970486 0 -0.0015278229079879737 -0.016364800051430938 -0.0028696476218291675 0.012013455551609166 -0.001523973253536327 -0.0038647173438201149 0 0.018654648314230537 -0.042980102263970636 0.010216122737016499 0 0 0 0.019037366816189429 0.0015153894861774774 0 0 0.014931471144074525 -0.016983330824546488 0 -0.02781947085392791 0 -0.0059700790072489164 -0.0033358521567911875 -0.001915696687883826 0 -0.0067349392640106325 0 0.0011331823124378683
leaf_weight=11.890364167389636 1.4886042888101654 329.04639635366038 45.36460306175286 5.0206748020427767 31.215958313187002 214.36235886334907 8.8808408501790836 2265.7636149960454 292.72401463344795 515.37347561324714 157.41647380992072 229.45993296004599 112.78878844459541 7.3363151050143633 162.11708463937975 41.903050235943738 45.92378762352746 1.0355166122026265 1.7668419019173587 3.328368842485359 124.34447762779018 17.239800090275825 1.3618310984602455 3.6440342952137161 11.320924961099083 16.952687178374624 0.061653804092201336 18.483985417886291 0.64375904662301664 7.2142151794105303 13.408424876848583 4.8588820720742687 3.7732873256172743 9.670534998742367 1.2049995706383914 5.4814323286118452
leaf_count=21027 1389 90110 25146 5029 15683 100455 2233 1478402 329149 89730 36959 107708 23102 3479 32343 247940 8419 875 2061 3105 75682 9066 3726 3855 9791 14181 54 60145 773 6814 6784 20013 5375 16587 1509 5708
internal_value=0 0.000605884 0.000948735 0.0131673 0.000506637 0.00616905 -0.000258117 -0.00177475 -0.00349774 0.00486963 0.000670503 0.00535286 0.00937748 0.0233736 0.0164793 -0.0299206 0 0.0303015 0.0320513 -0.00116345 0.0130614 -0.0108411 -0.0192164 0.00263321 0.00823119 -0.00889004 -0.0123404 -0.0243021 -0.0267303 0 0 0 -0.0369737 0 -0.00214564 0
internal_weight=0 4655.43 4628.59 108.527 4520.07 559.284 3960.78 3116.99 2558.49 843.788 672.79 558.506 497.419 55.5033 170.998 68.4422 158.713 48.167 47.1314 53.024 338.707 61.8642 26.8371 27.1998 16.3416 25.8241 17.0143 25.4752 19.1277 10.8582 30.6482 6.34749 45.6763 22.7659 10.8755 8.8098
internal_count=2864407 2571969 2485923 80098 2405825 239191 2166634 2005369 1807551 161265 126689 197818 207658 31561 34576 292438 31521 28082 27207 48537 176137 31533 86046 25489 14820 23048 14235 82320 60918 10669 15850 21402 253315 39123 18096 8813
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=7 4284416 1 8920578 1 3670144 1 512 2 6312 768 10752082 1 4 18096131 2 680 384 1 5 96 100 832 1 1
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=26
split_feature=1 2 0 2 1 2 3 2 3 2 0 2 12 12 12 0 3 2 5 7 2 1 1 2 3 7 2 9 1 3 12 0 2 3 3 0 1 8 3
split_gain=8.92976 2.5724 1.86807 4.11658 3.44632 3.35307 1.77862 2.37571 1.96049 9.19669 3.47291 3.29302 3.42547 2.96699 1.68644 1.52482 1.50939 1.3295 0.936883 0.799638 0.710958 0.652459 0.557758 0.357654 0.652679 0.354052 0.328058 0.323605 0.311561 1.56319 0.267798 0.197796 0.0906297 0.0844114 0.229685 0.0595908 0.0564741 0.0360547 0.0257155
threshold=0 1 1.0000000180025095e-35 2 3 4 6.5000000000000009 5 1.0000000180025095e-35 6 4.5000000000000009 7 8 9 10 2.5000000000000004 4.5000000000000009 11 12 13 14 15 16 17 5.5000000000000009 18 19 20 21 1.0000000180025095e-35 22 4.5000000000000009 23 1.0000000180025095e-35 5.5000000000000009 10.500000000000002 24 25 1.0000000180025095e-35
decision_type=1 9 2 9 1 9 2 9 2 9 2 9 1 1 1 2 2 9 1 1 9 1 1 9 2 1 9 1 1 2 1 2 9 2 2 2 1 1 2
left_child=20 25 3 18 23 16 8 15 9 10 -4 13 -13 -10 -7 19 -6 -11 28 -8 33 -20 26 27 -25 31 -9 -5 38 -30 35 36 -24 -1 -35 -22 -2 -17 -3
right_child=1 2 6 4 5 14 7 22 11 17 -12 12 -14 -15 -16 37 -18 -19 21 -21 30 -23 32 24 -26 -27 -28 -29 29 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0011066755344354281 0 0.0023653697212686854 -0.018354182886465887 0.005146617310640025 -0.028590635560447636 -0.0068823888353698711 0.029671940328876781 0.0089634391253718866 0.0084520076560879627 0.0014574355812468139 0.007455118034231341 -0.0037480287774465772 0.013570601520292489 -0.011725574052321544 0.009339488457988784 0.0019987159366564445 0 0.015406464690568073 0.0037696782656312152 0 -0.042428967218382123 -0.010356170793999081 0 0 -0.01063669648701094 0 -0.00011033775946852064 0 0 0.016836547081505112 0 0 -0.012243175606647956 -0.0087291772527378995 0 0 -0.023256531800930187 -0.0015562154269636464 -0.00041480245156615467
leaf_weight=12.527895278242797 0.77017118444200605 13.898451686371116 149.50737907232178 177.09370834990114 104.39992465862088 339.84576176389601 57.002826577911037 3.1304217776923906 585.67475428565376 163.62697428868159 35.048493095342565 1478.3012720150291 88.605679953732761 44.650657368612883 36.716680511919549 20.705827384561417 16.363629985664375 407.29239941427659 9.1395223148574569 1.2124806058127422 37.741028810241914 15.772368358637324 3.2047962488140911 496.55618851564941 40.351183623424731 1.3891898824076658 3.0449667161446996 61.633246776706073 67.573763769059951 148.46466490458988 3.3695492865372207 1.8152077057457052 18.055854678706972 10.537244265206025 1.2810848460267141 1.1778311079760886 22.540516017772468 8.7384557067562145 37.093797654262744
leaf_count=23148 593 3957 86579 137756 152605 259586 31096 2556 262371 103876 20334 670536 46998 26592 27546 10382 17829 185376 8177 856 238349 21640 1754 221134 16732 3737 2557 17055 49685 74699 4967 3219 10567 19493 1610 4578 78795 5773 9286
internal_value=0 0.000522736 0.000857876 -0.0018243 -0.00443727 -0.0106122 0.0023301 0.0134754 0.00166391 0.00595589 -0.0111766 0 -0.0023297 0.00600957 -0.00389455 0.0196267 -0.0235121 0.0122569 0.00788202 0.0278869 -0.0287326 -0.00168175 -0.00371188 0 -0.00156216 -0.0188251 0.00177253 0.00278938 0.0101293 0.0114542 -0.0355938 -0.023822 -0.0103192 0 -0.00435198 -0.0419619 -0.0249783 0 0
internal_weight=0 4659.22 4632.71 1564.9 1272.96 497.326 3067.8 115.096 2952.71 755.475 184.556 2197.23 1566.91 630.325 376.562 87.6596 120.764 570.919 291.943 58.2153 66.6346 24.9119 27.436 775.634 536.907 26.5151 6.17539 238.727 267.031 216.038 42.2884 25.1259 21.2607 24.3462 11.8183 38.9189 23.3107 29.4443 50.9922
internal_count=2864379 2572234 2485890 1017687 850243 457566 1468203 65541 1402662 396165 106913 1006497 717534 288963 287132 48107 170434 289252 167444 31952 292145 29817 17434 392677 237866 86344 5113 154811 137627 124384 247894 82607 12321 44251 21103 242927 79388 16155 13243
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=7 4284416 9178113 768 4204 8390451 789648 531600 1 1 1 18878496 2 1 18685955 768 112 844 1 786496 1 512 1 2097152 512 1
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=22
split_feature=1 2 0 4 3 2 1 1 2 2 3 1 0 8 3 1 2 1 12 2 1 0 2 2 9 3 3 7 3 0 3 3 0 0 2 0 1 3 3
split_gain=7.98624 2.3577 1.79785 2.03151 5.36949 3.74766 2.90778 1.86164 3.75107 1.62374 1.61145 2.3615 1.49908 1.29311 1.28989 5.39322 2.00003 1.26098 1.19359 2.35778 1.93723 1.14509 1.09239 0.897937 0.805189 0.406999 0.403434 0.34128 0.238654 0.234221 0.201372 0.17944 0.0904567 0.0782431 0.0275423 0.0216027 0.0196802 0.00829168 0.156686
threshold=0 1 2.5000000000000004 2 3.5000000000000004 3 4 5 6 7 1.5000000000000002 8 16.500000000000004 9 1.0000000180025095e-35 10 11 12 13 14 15 31.500000000000004 16 17 18 9.5000000000000018 2.5000000000000004 19 1.0000000180025095e-35 7.5000000000000009 1.5000000000000002 19.500000000000004 3.5000000000000004 4.5000000000000009 20 107.50000000000001 21 1.0000000180025095e-35 5.5000000000000009
decision_type=1 9 2 1 2 9 1 1 9 9 2 1 2 1 2 1 9 1 1 9 1 2 9 9 1 2 2 1 2 2 2 2 2 2 9 2 1 2 2
left_child=22 27 3 9 6 31 23 8 26 10 13 -12 14 -3 15 -9 -16 -7 20 -20 -11 25 37 -5 -8 -10 32 28 36 -30 35 -6 -4 -24 -28 -14 -2 -1 -39
right_child=1 2 7 4 5 17 24 12 21 18 11 -13 30 -15 16 -17 -18 -19 19 -21 -22 -23 33 -25 -26 -27 34 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0.00055034422767682664 0.0012241771568150806 0.0091461132003651229 0 0.0098161996605032834 0.021787948161606428 0.0018000987393171884 -0.032926178365166002 -0.0053829089362981072 0.031895245189967003 -5.9846127390790256e-06 0.026721331333811785 0.0032873556143060687 -0.01619054549924186 -0.0035823469644648445 0.0072081579459452637 0.019316866548234488 -0.0023145580456810592 -0.010702844568496817 0.01589587371811153 -0.0062067315953788444 -0.008623829936431673 0 -0.040449943422437976 -0.0068672812053794845 0 0 0.0025334420833254909 0 -0.026627810998710727 0 0 0 -0.012042412367424437 0 0 0 -0.0017339577778719088 -0.0064343528930826989 0
leaf_weight=11.768736003821688 1.4904552440857513 69.81121150612671 3.8217735099497139 20.086498938326258 50.413689886436259 85.522154816193506 80.287129218075279 112.67706448945682 62.473392608191716 1995.0670118315466 33.3562989203092 273.40824462461751 14.141539647971515 251.83631740246346 293.2342795526929 157.28448551280599 564.94910561775032 115.48393277284777 77.987117920092714 32.446453751501394 273.7573997857653 2.5367372212931505 38.847741815576228 27.633544712967705 5.6199993187328792 0.5579406980832563 2.911995552785811 1.3868962935375773 17.696965477560301 0.63310560207173594 7.8721676109853425 0.3765170203987499 18.881839908230177 3.6240019128072154 1.8936483776778903 1.0133191316854198 4.7759310592391584 9.5431282590907323 0.98913532852566355
leaf_count=21107 1395 52886 4804 15568 44876 51008 129441 43050 58145 840708 27111 96244 9102 182435 162638 87025 195456 105420 41527 22497 252470 2030 235776 24451 2412 426 3115 3643 59978 751 7918 338 21253 17331 2068 1101 20093 16596 1291
internal_value=0 0.000433744 0.000756627 -0.000361186 -0.00696543 0.000980163 -0.0212056 0.00398303 0.0156923 0.0004468 0.0048613 0.00977081 0.00225583 0 0.0031869 0.00896472 0.00079017 -0.00472257 -0.000658101 0.00801698 -0.00131283 0.025954 -0.0274659 0 -0.0285542 0.031104 -0.00520855 -0.0181707 -0.023083 -0.0255204 -0.0132725 0.0188828 -0.0108324 -0.0345246 0 -0.0158577 0 0 -0.00131665
internal_weight=0 4663.33 4637.34 3393.09 385.423 251.796 133.627 1244.25 93.0773 3007.67 628.412 306.765 1151.17 321.648 1128.14 269.962 858.183 201.006 2379.26 110.434 2268.82 65.5681 64.7727 47.72 85.9071 63.0313 27.5093 25.9834 24.5965 18.3301 23.027 50.7902 22.7036 42.4717 4.80564 15.1549 6.26639 22.301 10.5323
internal_count=2865484 2573383 2487523 1889392 373514 201642 171872 598131 91841 1515878 358676 123355 506290 235321 488169 130075 358094 156428 1157202 64024 1093178 60601 292101 40019 131853 58571 31240 85860 82217 60729 18121 45214 26057 253107 5183 10203 21488 38994 17887
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=7 4284416 2 8394329 640 56 11534925 9963592 120 10 256 2361252 256 1 2097954 896 18096130 2103082 1 1 8389184 832
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=34
num_cat=21
split_feature=1 2 7 1 2 3 10 2 9 1 2 1 2 2 2 8 3 3 1 2 2 0 0 7 0 3 1 2 0 3 0 3 3
split_gain=7.26235 2.16448 1.65514 2.60724 1.98211 1.78415 1.72247 3.33435 2.47644 3.30394 3.41702 3.24611 7.99012 3.44808 1.45752 1.72633 1.23766 2.72141 1.43136 1.09684 0.689048 0.584988 0.547947 0.356198 0.346817 0.306601 0.215855 0.126159 0.0777261 0.0651167 0.025591 0.00728335 0.144322
threshold=0 1 2 3 4 5.5000000000000009 5 6 7 8 9 10 11 12 13 14 4.5000000000000009 1.5000000000000002 15 16 17 20.500000000000004 12.500000000000002 18 107.50000000000001 1.5000000000000002 19 20 4.5000000000000009 3.5000000000000004 4.5000000000000009 1.0000000180025095e-35 5.5000000000000009
decision_type=1 9 1 1 9 2 1 9 1 1 9 1 9 9 9 1 2 2 1 9 9 2 2 1 2 2 1 9 2 2 2 2 2
left_child=19 23 6 4 28 21 8 25 11 20 -11 13 -13 -3 15 27 17 -9 -18 31 -10 -6 -17 26 -16 -8 -2 -5 -4 -27 -21 -1 -33
right_child=1 2 3 14 5 -7 7 16 9 10 -12 12 -14 -15 24 22 18 -19 -20 30 -22 -23 -24 -25 -26 29 -28 -29 -30 -31 -32 32 -34
leaf_value=0.00074304479493766625 0 -0.0083642757283764035 -0.0046154112801244894 0 0.037956298195541652 0 -0.016241407384601555 0.012986788737497632 0.033252453160707733 0.0097619797305948056 -0.0025640068269429535 0.00078042116728331968 -0.021520503282577961 0.0014660229740506576 -0.019102031387522478 0.023346039507993088 0 -0.0015440174212645657 0.026923682072746747 -0.039177013182224579 0 0 0 0 0 0.0011842487669388767 -0.022462605434356707 -0.0086181524918593194 0 -0.0036638895285233011 0 -0.0061538943327977156 0
leaf_weight=11.688832810224996 6.0758684927423019 385.44917125468783 8.7799644107581098 0.85494223303976469 40.958340437180595 3.0483933893119675 30.779212236302556 186.14432068425958 15.497088459611405 320.77028137870366 509.41672775783809 351.51648170136286 223.68351846494079 2154.5380718387896 20.648840216803368 19.41736743388174 45.81761517553241 231.97944868764898 37.915695433599467 37.406989569719372 3.1667140719364406 0.66032064752653141 1.1232353096129362 1.3124270665284736 0.049291089002507671 17.393629773345314 18.032686299078708 11.388919541903304 3.6614082724991013 13.556012838962486 3.676983458824906 9.4249654847480979 1.0225216067537974
leaf_count=20998 6116 193598 8599 623 28987 1983 15748 84418 6822 66762 85594 293780 322934 1193908 17348 12573 12218 88940 23461 235969 2096 508 985 3598 61 9176 76393 6032 3016 6900 17359 16378 1337
internal_value=0 0.000426574 0.000737279 0.0114973 0.0213789 0.0286014 0.000336301 0.00539405 -0.000342785 0.00425702 0.0020836 -0.00172021 -0.00823969 -1.60198e-05 -0.00170785 0.00567116 0.00847535 0.00469183 0.0192548 -0.026375 0.0277541 0.036684 0.0172003 -0.0174669 -0.0143732 -0.0107206 -0.022389 -0.00628867 -0.00086809 0 -0.0334039 0 -0.00110979
internal_weight=0 4663.64 4638.22 110.591 57.1084 44.6671 4527.62 563.586 3964.04 848.851 830.187 3115.19 575.2 2539.99 53.4826 32.7845 501.857 418.124 83.7333 63.2203 18.6638 41.6187 20.5406 25.421 20.6981 61.7289 24.1086 12.2439 12.4414 30.9496 41.084 22.1363 10.4475
internal_count=2865218 2573177 2487070 80715 43093 31478 2406355 240861 2165494 161274 152356 2004220 616714 1387506 37622 20213 209037 173358 35679 292041 8918 29495 13558 86107 17409 31824 82509 6655 11615 16076 253328 38713 17715
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=7 4284416 1 680 1125 1 3670144 1 96 1055160 896 20713090 1055872 531558 1 768 18096130 8653794 1 704 5120
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=27
split_feature=1 2 0 2 8 2 1 3 3 0 8 10 1 1 9 2 2 3 1 3 1 2 0 2 12 2 0 1 7 8 1 7 12 3 1 0 1 3 0
split_gain=6.52913 2.04477 1.54625 2.71361 2.15108 3.26162 2.38169 1.88241 6.86279 4.00423 2.56591 1.50763 3.48909 2.69092 5.25209 2.02942 1.55382 1.39082 1.34917 1.29857 1.46411 1.05705 1.03127 0.863449 0.614395 0.567284 0.47641 0.896605 0.680169 0.442582 0.553503 0.325643 0.309638 0.28086 0.256445 0.214566 0.113129 0.0302125 0.0210393
threshold=0 1 3.5000000000000004 2 3 4 5 1.0000000180025095e-35 1.5000000000000002 6.5000000000000009 6 7 8 9 10 11 12 1.0000000180025095e-35 13 7.5000000000000009 14 15 4.5000000000000009 16 17 18 6.5000000000000009 19 20 21 22 23 24 1.0000000180025095e-35 25 7.5000000000000009 26 3.5000000000000004 10.500000000000002
decision_type=1 9 2 9 1 9 1 2 2 2 1 1 1 1 1 9 9 2 1 2 1 9 2 9 1 9 2 1 1 1 1 1 1 2 1 2 1 2 2
left_child=21 31 4 26 11 6 25 18 9 -9 -10 13 17 16 -15 -14 -3 -13 23 20 -7 -1 -20 -5 -8 -6 27 37 -29 30 -28 33 38 -2 -31 -35 -21 -4 -23
right_child=1 2 3 7 5 19 24 8 10 -11 -12 12 15 14 -16 -17 -18 -19 22 36 -22 32 -24 -25 -26 -27 29 28 -30 34 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0 0 0.0052366873047515203 0.0023946052196590242 0.0097671216719262873 0 0 -0.0074635091019380623 0.0012361113083203285 0.014480084343518796 -0.026028150045105693 -0.0033255101808654973 0 0.005239246523614508 -0.011308629091132038 0.023601122620699206 -0.0092602613721154067 -0.00025073718085432957 0.029100343069209635 0 0.0052898460996060014 -0.020128232246141589 -0.039016377603104578 0.034721653433568755 -0.0031748605884749392 0.0043599165033259965 0.022347150726413342 0 -0.016734841636530075 0 0 0.013144330390148848 0 0 -0.025502543700779413 -0.0080694842331253958 0 0 0 0
leaf_weight=22.039206940078657 6.0930322193689817 614.59152891889426 22.703859118300901 47.304266732186079 3.051222558671725 29.863813066913281 100.38169748165819 70.494303741093972 301.80523374607583 69.889469484995061 62.187663423093909 19.137645332084503 274.04607655163272 378.92227994756831 15.271103782404678 96.333289803529624 2031.3188988043476 52.817968788680446 19.468834799001343 2.7371897840348538 162.53165080053986 33.95052214120733 38.920671957817831 48.529867664328776 8.3034441938216315 26.103813811430886 3.824627013906138 70.718996880867053 3.0432385141029945 21.209504319936968 14.785326926066775 1.3670212416182064 4.4214332344490677 16.976878734029018 19.810206049136468 0.65120391099480812 2.7771299547457593 7.223977836983976 1.2071077982182021
leaf_count=40770 21416 457506 17255 21756 2817 13308 41700 36849 98526 49298 28928 17254 82757 390870 7363 45288 817781 40249 9008 2683 143850 239318 22941 15515 4299 12449 3362 50763 2471 15284 12510 3661 7003 60130 15576 752 1932 4619 4721
internal_value=0 0.000392183 0.000695434 0.00455848 -8.54302e-05 -0.00734135 0.0026181 0.00750323 0.00343171 -0.0127695 0.0109381 0.000604627 0.00587957 -0.000113145 -0.00749874 0.000201967 0.000971192 0.0213857 0.0168704 -0.0148128 -0.0174105 -0.0252141 0.0257781 0.0019998 -0.00340387 0.0183893 -0.00520511 -0.00888656 -0.0131003 0 0.0074578 -0.0170447 -0.0321444 -0.0218291 -0.00379362 -0.0244221 0.00134871 3.25141e-05 -0.0386115
internal_weight=0 4665.2 4640.11 821.92 3818.19 335.75 137.84 658.6 504.377 140.384 363.993 3482.44 442.335 3040.1 394.193 370.379 2645.91 71.9556 154.224 197.91 192.395 61.6183 58.3895 95.8341 108.685 29.155 163.32 103.69 73.7622 59.6297 18.61 25.0881 39.5791 23.7211 41.0197 17.6281 5.51432 29.9278 35.1576
internal_count=2864538 2572726 2486767 404661 2082106 223038 61265 282821 213601 86147 127454 1859068 185548 1673520 398233 128045 1275287 57503 69220 161773 157158 291812 31949 37271 45999 15266 121840 75108 53234 46732 15872 85959 251042 82298 30860 60882 4615 21874 244039
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=7 4284416 26215593 3 9966603 560 5 1 120 904 1 7638 8918121 384 512 17571842 2624068 1 1032 600 1 6 264 1 1 384 192
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=37
num_cat=20
split_feature=1 2 7 1 3 2 4 1 2 0 0 3 2 2 2 8 2 1 2 3 0 8 0 7 12 3 0 0 3 3 3 0 1 0 0 2
split_gain=6.03785 1.96553 1.40694 2.32738 1.28959 3.92654 2.12013 5.376 1.74276 1.27219 2.54255 1.02236 1.00465 0.933879 0.933089 0.897503 0.677784 0.649549 0.604834 0.562203 0.494348 0.449467 0.364053 0.321825 0.245105 0.226875 0.229461 0.191694 0.130559 0.0356083 0.202268 0.0201221 0.0177155 0.0159672 0.00872604 3.91899e-05
threshold=0 1 2 3 6.5000000000000009 4 5 6 7 1.5000000000000002 2.5000000000000004 6.5000000000000009 8 9 10 11 12 13 14 15.500000000000002 7.5000000000000009 15 20.500000000000004 16 17 1.0000000180025095e-35 7.5000000000000009 10.500000000000002 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 14.500000000000002 18 1.5000000000000002 10.500000000000002 19
decision_type=1 9 1 1 2 9 1 1 9 2 2 2 9 9 9 1 9 1 9 2 2 1 2 1 1 2 2 2 2 2 2 2 1 2 2 9
left_child=13 23 4 12 6 19 14 8 -8 21 -11 16 28 29 15 -3 33 -16 -9 20 -6 -7 -18 25 34 32 -27 -14 -4 -1 -31 -30 -2 -5 -15 -13
right_child=1 2 3 11 5 9 7 18 -10 10 -12 35 27 24 17 -17 22 -19 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 31 30 -32 -33 -34 -35 -36 -37
leaf_value=0.0015899385836838959 0.0012336083652374969 -0.00063036961379774872 0 0 0.02808967924057662 0 0.006443195347471827 0 -0.007661726817933672 0.023363225859860816 -0.0065064962826943268 0 -0.017605439823884333 -0.03778956683494003 0.006904042479206356 -0.013038585087715016 0.025529360469904085 0.00080617905249875943 -0.027578546662112371 0 0 -0.01194313650672725 0 0 0 -0.025054543470331737 0 0 0.0089320807079447794 -0.0075348961495015909 0 0 -0.0015968811975816757 -0.0021133957844229594 0 -9.5426472552286666e-05
leaf_weight=12.325601371576342 1.4866185915598178 475.39739346593888 0.88729554179008152 3.8416412497717829 56.579550923284842 15.170950301631819 170.14953177679854 8.7102107833652536 108.26190828188555 17.769442422344582 24.440511086926563 0.21117993569350801 20.898936228186365 32.689471106685232 168.53663569580749 42.734336183042615 71.831965133387712 3300.8071078055364 73.213364245271805 1.8380524656386104 1.6691085502243357 64.259745587041834 1.5329374462889962 1.361249513807709 3.2644681631936683 16.696218494471399 0.60504135140217741 1.5647894088178862 2.1260033878643303 10.013776066705756 0.99550791635374558 0.11019843985559408 4.7135474591432311 5.7493303001101594 1.2171690848990682 3.0364027253381205
leaf_count=22906 1386 367794 643 5070 41918 9543 117790 16062 79047 8481 11560 195 14500 239617 209368 40189 49619 1321313 143254 1863 1340 35201 1214 3661 5163 60006 736 1189 1492 18783 1326 100 19920 5018 4678 2386
internal_value=0 0.000369688 0.000667904 0.0105473 0.000291953 0.00792096 -1.04873e-05 -0.00711009 0 -0.00187939 0.00639567 0.0171244 -0.00557514 -0.0243865 0.000604709 -0.00305238 0.0211268 0.00126321 -0.0245515 0.0227889 0.0267972 -0.00973782 0.0224615 -0.0167562 -0.0313228 -0.0215079 -0.0238996 -0.0136512 0.00433751 0 -0.00246454 0.00855963 0 0 -0.0374097 0
internal_weight=0 4666.19 4641.33 111.791 4529.54 181.727 4347.81 360.335 278.411 121.641 42.21 86.2035 25.5872 60.506 3987.48 518.132 82.9559 3469.34 81.9236 60.0867 58.2487 79.4307 73.3649 24.8627 37.1711 23.5014 17.3013 22.4637 3.1235 23.3349 11.0093 2.2362 6.20017 9.59097 33.9066 3.24758
internal_count=2864331 2571858 2486149 81426 2404723 109906 2294817 356153 196837 64785 20041 63502 17924 292473 1938664 407983 60921 1530681 159316 45121 43258 44744 50833 85709 249458 82048 60742 15689 2235 43015 20109 1592 21306 10088 244295 2581
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=7 4284416 1 272 8652385 2 896 7992 529924 18620418 1053216 3 2097229 56 2360328 2 1 1 832 64
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=23
split_feature=1 2 0 2 1 9 1 5 5 2 2 0 2 0 12 2 3 3 2 3 8 1 9 2 0 3 0 7 1 12 3 3 5 3 3 3 3 0 12
split_gain=5.4598 1.75369 1.18778 3.56661 2.5645 1.64833 1.55808 10.1301 4.77396 4.3856 4.00378 2.90968 2.68811 2.31738 1.46195 1.42277 4.63872 3.53434 0.913033 2.33666 1.177 0.843866 1.91593 0.806491 0.657929 0.498223 0.418184 0.308347 0.330183 0.290234 0.25976 0.0452266 0.0365035 0.0362968 0.203501 0.0253969 0.0142251 0.0075616 0.00429391
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 11.500000000000002 10 3.5000000000000004 11 12 1.0000000180025095e-35 3.5000000000000004 13 4.5000000000000009 14 15 16 17 5.5000000000000009 3.5000000000000004 6.5000000000000009 18 19 20 4.5000000000000009 19.500000000000004 21 1.0000000180025095e-35 5.5000000000000009 7.5000000000000009 1.0000000180025095e-35 10.500000000000002 22
decision_type=1 9 2 9 1 1 1 1 1 9 9 2 9 2 1 9 2 2 9 2 1 1 1 9 2 2 2 1 1 1 2 2 1 2 2 2 2 2 1
left_child=23 27 3 21 18 14 7 10 15 11 24 -10 26 -12 -6 17 -17 -8 19 -5 -20 32 31 33 -4 -14 -9 28 -2 37 -11 -23 36 -1 -35 -24 -3 -25 -7
right_child=1 2 6 4 5 38 8 12 9 30 13 -13 25 -15 -16 16 -18 -19 20 -21 -22 22 35 29 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.001467447503433719 0 0 0.003826108592711592 -0.011407631223365989 -0.025849771782484959 0.0033928472007200387 -0.0075747270907269145 0.013277441455021997 0.029529794703013208 -0.0052101000457871437 0.0066425530706362076 -0.00202235805365427 -0.033114258342938747 0.04970717666603347 0 0.0092672378450626321 -0.001599254033991825 0.0054070032137858567 0.0054990382571208137 0.0078890470190522508 -0.0020621289786271718 0.020990407047897439 -0.0020559726675372959 -0.036497636678822241 -0.011657461801711341 0 0 0 -0.021242550754075849 0 0.0014357565026750067 0 -0.0032710848804918188 -0.0075903665781365849 0 0 0.0017743793694297346 0 0
leaf_weight=12.376695863989882 5.7654646143637365 7.8688170035748071 30.671834736536766 219.11563980613573 77.872862746009559 0.94876023067626991 626.48036546073854 5.3108709381685912 118.14771009239485 74.407416129797639 52.491217239265097 10.822581755579447 31.292206590902424 37.447427073864674 16.882266704837093 513.41543966800236 1300.9433266009364 256.33754494064488 227.58486251779686 41.303813530365005 825.04659332313531 93.842237505697994 30.082196225528609 31.41415704533938 11.878259988312491 5.0157941107390789 1.9296366217022294 1.3530184783157917 17.134010546951689 3.1455206316313697 8.4419884545495716 0.097666254616341486 4.1154785345715963 10.037783531257444 1.0169817793121172 0.4255439501721402 15.181671652244402 1.2090533820519329 0.06418891967041418
leaf_count=22919 5961 6799 37270 185166 168951 791 292354 8529 99223 59877 62515 7644 47194 33177 16409 224322 482774 88841 118591 29985 397959 64911 6220 239354 10127 8290 1845 3613 76400 4971 6893 111 6707 18763 1364 107 12998 4687 46
internal_value=0 0.000293803 0.000578287 -0.00155049 -0.00336174 -0.016785 0.00175776 0.0101327 0.0010127 0.0144878 0.0242756 0.0236267 -0.0197892 0.0323274 -0.0214616 -7.9565e-05 0.00140612 -0.00338575 -0.00169371 -0.00658846 -1.13288e-05 0.0109836 0.0141288 -0.0233911 0 -0.0266199 0.00583904 -0.0159653 -0.0206143 -0.0300515 -0.00153668 0.020895 0 0 -0.00257261 0 0 -0.0361269 0.00317853
internal_weight=0 4669.72 4645.47 1560.43 1408.82 95.7681 3085.03 176.037 2909 211.82 132.489 128.97 43.5485 89.9386 94.7551 2697.18 1814.36 882.818 1313.05 260.419 1052.63 151.614 124.448 59.2002 42.5501 36.308 7.24051 24.2525 22.8995 35.7687 82.8494 93.9399 27.166 23.4315 11.0548 30.5077 23.0505 32.6232 1.01295
internal_count=2864658 2572600 2486626 1015751 917898 186197 1470875 208947 1261928 173637 143089 106867 65858 95692 185360 1088291 707096 381195 731701 215151 516550 97853 71349 292058 47397 55484 10374 85974 82361 249012 66770 65022 26504 43046 20127 6327 19797 244041 837
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=7 4284416 9176065 960 1 56 2 2 7474 11535141 787105 1 9182352 3149988 10 96 1 18620418 1 704 1 2 1
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=36
num_cat=26
split_feature=1 2 7 2 3 10 2 9 1 2 2 2 1 4 9 3 0 3 1 2 2 7 0 2 8 1 1 9 3 0 12 8 3 0 2
split_gain=4.98406 1.69754 1.09633 2.10882 1.97692 1.21567 2.84053 2.03098 3.13102 4.50125 3.48455 3.05504 3.31497 1.48361 1.19656 1.10031 0.91519 0.884824 0.855634 0.729964 0.609915 0.297077 0.269968 0.379179 0.253697 0.358713 0.251102 0.280708 0.24211 0.318603 0.131114 0.125236 0.0823771 0.00609718 0.00371657
threshold=0 1 2 3 1.0000000180025095e-35 4 5 6 7 8 9 10 11 12 13 6.5000000000000009 14.500000000000002 3.5000000000000004 14 15 16 17 5.5000000000000009 18 19 20 21 22 5.5000000000000009 8.5000000000000018 23 24 2.5000000000000004 6.5000000000000009 25
decision_type=1 9 1 9 2 1 9 1 1 9 9 9 1 1 1 2 2 2 1 9 9 1 2 9 1 1 1 1 2 2 1 1 2 2 9
left_child=19 21 5 4 31 7 24 11 9 -9 -10 13 -13 -3 20 16 -6 -16 28 -1 -8 26 23 -20 32 -26 -2 -28 29 -5 -21 33 -7 -4 -24
right_child=1 2 3 18 15 6 14 8 10 -11 -12 12 -14 -15 17 -17 -18 -19 22 30 -22 -23 34 -25 25 -27 27 -29 -30 -31 -32 -33 -34 -35 -36
leaf_value=0 0 0.010290658328226662 0 0.012544921171654698 0.033352553121919273 -0.002041199930142009 0.017213559163506229 0.01182260697367375 -0.0048666609659090768 -0.0050357569619133942 0.02025858337539363 0.00010197968104402953 -0.0065951964147868154 -0.0051171275219891316 -0.004464129324944657 0 0 0.0088230733820123339 0 -0.033555842331546078 0.0041498648426922238 0 0.00090294867420291592 -0.015677901509165173 0 -0.015893314842666904 -0.026451295115606628 0 0 0 0 -0.0050529566810418106 0.0043077243429057712 0.0016069098650697252 0
leaf_weight=18.78694550322507 5.9722361736494349 265.04981097781456 6.2134712234401377 16.178761108698389 38.879373788964585 9.7901957708672835 105.65955616431165 189.43003052292624 40.759509307274129 470.4375805077143 152.16597152774921 1603.738210295036 1211.7996618456527 31.10461381496134 113.66978992609074 1.6199764360499092 1.2241946436988644 46.88355157780461 5.3810428097640397 34.714918445411968 241.39852402900578 1.3717902421922215 5.5843947038811166 21.643219040248372 6.5529747638502158 39.511842198902741 16.225715108150322 0.52212558925385621 1.54780793795362 1.3848994280851901 4.5463359271743675 8.4200828559696692 5.4584958409250257 1.4908747552835846 3.9522676047054102
leaf_count=32275 6098 159220 4148 14306 19229 5748 61162 31993 12430 83288 33585 787842 1021600 32263 23108 1059 997 8410 5913 252811 117530 3676 4821 19375 4197 18802 75705 306 1414 1208 7097 5024 3116 1042 3510
internal_value=0 0.000265925 0.000546738 0.00920979 0.0183497 0.000206147 0.00444695 -0.000356155 0.00378571 0 0.0137382 -0.00161208 -0.00272741 0.00720971 0.0073265 0.0280584 0.0310229 0 -0.00181541 -0.0224909 0.0105424 -0.0157547 -0.0099167 -0.0141142 -0.0103509 -0.0130159 -0.0203441 -0.0207064 0.00483066 0.00926327 -0.0280874 0 0 0.000580553 0
internal_weight=0 4671.02 4646.93 113.52 57.848 4533.41 568.925 3964.49 852.793 659.868 192.925 3111.69 2815.54 296.154 507.611 41.7235 40.1036 160.553 55.6724 58.0482 347.058 24.0919 36.5609 27.0243 61.3135 46.0648 22.7201 16.7478 19.1115 17.5637 39.2613 16.1244 15.2487 7.70435 9.53666
internal_count=2864308 2572125 2486340 82046 31499 2404294 242073 2162221 161296 115281 46015 2000925 1809442 191483 210210 21285 20226 31518 50547 292183 178692 85785 33619 25288 31863 22999 82109 76011 16928 15514 259908 10214 8864 5190 8331
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=7 4284416 1 531974 1 3670144 1 768 6684 11014684 11010048 768 2 1 648 17309698 8391949 1 1048648 6 64 704 1 1 12 432
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=37
num_cat=26
split_feature=1 2 0 2 6 1 2 9 3 2 6 2 2 1 8 12 3 0 3 1 10 2 3 2 8 0 1 8 7 1 3 3 1 1 0 8
split_gain=4.50643 1.47356 1.07774 3.4815 4.17405 1.83155 3.62954 2.2315 1.72468 1.46749 5.97403 5.40532 5.30763 2.53908 1.44048 1.19181 1.33516 1.56536 1.44872 1.11715 0.966018 1.87457 1.26623 0.79226 0.736559 0.699458 0.414397 0.375524 0.273968 0.320809 0.244771 0.195993 0.194871 0.121081 0.0821495 0.00557186
threshold=0 1 1.5000000000000002 2 3 4 5 6 1.5000000000000002 7 8 9 10 11 12 13 1.0000000180025095e-35 4.5000000000000009 1.5000000000000002 14 15 16 2.5000000000000004 17 18 16.500000000000004 19 20 21 22 15.500000000000002 5.5000000000000009 23 24 4.5000000000000009 25
decision_type=1 9 2 9 1 1 9 1 2 9 1 9 9 1 1 1 2 2 2 1 1 9 2 9 1 2 1 1 1 1 2 2 1 1 2 1
left_child=23 28 3 4 27 20 8 -8 -7 15 12 13 25 -12 -13 16 17 -4 -18 -14 22 -22 -5 35 -17 -11 -26 33 29 -2 32 -29 -6 -3 -25 -1
right_child=1 2 9 5 30 6 7 -9 -10 10 11 14 19 -15 -16 24 18 -19 -20 -21 21 -23 -24 34 26 -27 -28 31 -30 -31 -32 -33 -34 -35 -36 -37
leaf_value=0.00099536137003985287 0 0.0075886037977574419 0.0020455379247448229 -0.0040990374416458334 0 -0.0032011857432391053 -0.025343197684778551 0.0044909834911071216 0.021410593881925191 0.019068284761820181 0.019295000495171317 0 -0.010958732485139046 -0.0020305327864173226 -0.019860655149694109 0 -0.0058574328235397972 0.019816895677940399 0.0033022580231044847 0.0017089743253544899 -0.0059753719216701848 0.0088082047734033345 0.0005933262094078663 -0.032843648816967684 0 0 0.020756182214437955 -0.0064669089609914153 0 -0.019911186853595386 0 0 0.025192804884093863 0 0 -0.00048195423844301071
leaf_weight=2.5757442171889124 5.7624713189288741 5.5335136064095423 214.01863195075566 1111.4992983637349 5.9009428871213458 19.585018743267938 102.57038818227556 1.5794241946423415 15.297759516311997 203.59713717335035 32.837955508261075 31.056601450807648 82.073403128306381 147.40378466165566 223.40486585737381 2.7846764496061951 194.50727240817287 69.897844435894513 624.31711525307037 73.923409310693387 73.609437024555518 212.68174271617318 955.7192930778765 32.53928654464471 11.821125705260783 3.5492993314110199 54.228260625997791 85.236179083731258 1.3784145326208115 16.184519660886512 0.4335296175268003 5.4071952130616401 78.071975975473833 5.0514567244390491 3.4261625752187674 18.278663430690361
leaf_count=4366 6029 3602 99085 640905 5978 34636 194117 1195 27036 87964 15730 18051 29918 80574 103098 1938 111533 36256 252926 53292 39323 71540 437410 237130 7704 2794 26451 50283 3660 75867 397 2947 47767 3471 17533 32448
internal_value=0 0.000266976 0.000531356 -0.000687311 0.0110481 -0.00183776 -0.0117678 -0.0202424 0.00682562 0.00232675 -0.000673764 -0.00865214 0.00802803 0.00329129 -0.0171349 0.00455329 0.00319976 0.00885208 0.000642875 -0.00430149 -0.000938948 0.00394198 -0.00180916 -0.0215076 0.0161094 0.0173955 0.017644 -0.000365816 -0.0147347 -0.0191583 0.0248311 -0.00449571 0.0253062 0.00473123 -0.0276 0
internal_weight=0 4670.92 4647.6 2678.18 185.635 2492.54 139.033 104.15 34.8828 1969.42 797.846 434.703 363.143 180.242 254.461 1171.57 1102.74 283.916 818.824 155.997 2353.51 286.291 2067.22 56.8199 68.8341 207.146 66.0494 101.228 23.3254 21.947 84.4064 90.6434 83.9729 10.585 35.9654 20.8544
internal_count=2864954 2573477 2487921 1560607 114445 1446162 256984 195312 61672 927314 391421 217453 173968 96304 121149 535893 499800 135341 364459 83210 1189178 110863 1078315 291477 36093 90758 34155 60303 85556 81896 54142 53230 53745 7073 254663 36814
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=7 4284416 9962497 2 960 19138696 1 998 2 17044496 11012104 568 12 1 768 1 2097872 17047554 8 544 12 1 704 32 688 12
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=26
split_feature=1 2 0 6 0 2 2 0 2 0 8 2 6 2 2 1 3 1 1 1 9 1 3 2 2 6 3 8 12 3 7 3 0 3 8 0 3 1 8
split_gain=4.08759 1.36943 0.952866 2.95595 6.32986 5.31269 4.47637 4.29264 3.63133 1.67699 1.61671 2.60825 2.59182 8.7417 6.54575 3.65931 2.80871 1.83543 1.48767 1.35092 1.29277 1.21095 1.69187 1.09172 0.845046 0.729483 0.665501 0.928177 0.518289 0.322544 0.292219 0.328445 0.211096 0.185779 0.107414 0.0546396 0.0453496 0.0106411 0.00712837
threshold=0 1 3.5000000000000004 2 6.5000000000000009 3 4 5.5000000000000009 5 24.500000000000004 6 7 8 9 10 11 7.5000000000000009 12 13 14 15 16 7.5000000000000009 17 18 19 5.5000000000000009 20 21 8.5000000000000018 22 1.0000000180025095e-35 7.5000000000000009 5.5000000000000009 23 4.5000000000000009 1.5000000000000002 24 25
decision_type=1 9 2 1 2 9 9 2 9 2 1 9 1 9 9 1 2 1 1 1 1 1 2 9 9 1 2 1 1 2 1 2 2 2 1 2 2 1 1
left_child=24 30 10 4 6 7 29 19 34 -10 12 17 14 18 15 -3 -16 25 -14 -5 -15 36 -23 -9 38 -12 27 -7 -19 -4 31 37 -33 -8 -6 -26 -13 -2 -1
right_child=1 2 3 5 8 26 33 23 9 -11 11 21 13 20 16 -17 -18 28 -20 -21 -22 22 -24 -25 35 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0012605904021218955 0.0013941392395044952 0.01082620651372412 0.014654413119195402 0 0 0 -0.011657021647293429 0.0041330944467609879 0.037152874010590288 0 0.024803481917960061 0 0 0.0078600648327388136 -0.010315592525290603 -0.0008503151851142342 0.012276167660610909 -0.0067077997148315529 -0.0085650745122966779 0.02103849612411697 0.021026324423575743 -0.019799106007320287 0.0029498362210482743 -0.0097559234991512582 -0.031858749968965532 0 0 -0.018839286202711154 0.0039838669605354506 0 0 -0.022757971924986693 0 0 -0.0041715744705410054 0 0.0030591788356123758 -0.00076435887678766214 -0.00025578351134101205
leaf_weight=2.464254438134958 1.421024877898162 349.01281073656173 110.06339345586457 46.033844547637273 8.6781385225040122 18.083250730662257 136.71769603018765 30.98104894779317 90.783087648742367 5.3777762516110661 16.409452703286661 11.961587000638248 666.45070873921213 552.44654194731993 758.65511227993738 730.38760116885169 22.503097841938143 99.32726496552641 258.31812800088483 104.94782081514131 147.89703778212424 159.24090830626119 4.963136336329625 103.59277666243361 31.635431651813633 13.199842006259134 8.614349581228451 131.96369841099659 8.4409362059086543 1.0566511328943295 1.2943050386093116 15.308359380476755 0.58875644249201364 10.715136337777947 22.570042791820018 3.4542810877537695 18.457794332294725 4.3384788078819865 18.146576155808365
leaf_count=4258 1316 136463 51265 21785 6685 11230 56666 17522 48419 4660 7783 6034 294572 451715 498448 311527 14681 40600 116538 40415 36766 141108 4411 51965 238122 7364 4996 72937 4303 779 3509 59914 726 3961 15583 17409 7577 19845 32495
internal_value=0 0.000268895 0.000525259 0.00354395 0.00972492 -0.00146929 0 0.00589783 0.0255352 0.0319437 -7.43566e-05 -0.00640732 0.000509812 0.00346313 -0.00192242 0.00290911 -0.00875703 0.00231878 -0.00268117 0.0167287 0.0116413 -0.0131906 -0.0163741 -0.00490667 -0.0205894 0.0161711 -0.0146825 -0.0169538 -0.00280411 0.0128817 -0.0142273 -0.0187037 -0.0215705 -0.0102487 -0.000421251 -0.0267556 0 0 0
internal_weight=0 4670.8 4647.85 830.179 385.962 444.217 258.553 285.555 127.409 96.1609 3817.67 332.001 3485.67 1625.11 1860.56 1079.4 781.158 137.377 924.769 150.982 700.344 194.623 164.204 134.574 55.7005 29.6093 158.661 150.047 107.768 111.12 22.9509 21.6566 15.8971 147.433 31.2482 35.0897 30.4194 5.7595 20.6108
internal_count=2866352 2574068 2488758 408868 188018 220850 112671 131687 75347 53079 2079890 219180 1860710 899591 961119 447990 513129 60050 411110 62200 488481 159130 145519 69487 292284 15147 89163 84167 44903 52044 85310 81801 60640 60627 22268 255531 13611 21161 36753
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=7 4284416 2 791350 2886472 1836321 3 9962507 2 25172554 25169482 584 560 432 144 1 512 266256 17047554 2 4 1 1 6 832 12
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=37
num_cat=22
split_feature=1 2 7 1 2 2 3 3 2 4 1 2 0 0 2 8 2 5 8 2 3 0 0 8 0 0 7 1 9 12 3 0 3 3 8 0
split_gain=3.74043 1.34746 0.927822 1.98399 1.6563 1.22636 0.914791 0.888433 3.2922 1.71268 4.42796 1.35095 1.09669 2.33647 0.856306 1.10668 0.79317 0.770114 0.750606 0.560494 0.512649 0.493439 0.451321 0.384666 0.305695 0.279582 0.264446 0.287128 0.262872 0.262751 0.0503492 0.046564 0.0273126 0.169355 0.0648236 0.0139485
threshold=0 1 2 3 4 5 6.5000000000000009 6.5000000000000009 6 7 8 9 1.5000000000000002 2.5000000000000004 10 11 12 13 14 15 15.500000000000002 20.500000000000004 7.5000000000000009 16 12.500000000000002 107.50000000000001 17 18 19 20 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 21 10.500000000000002
decision_type=1 9 1 1 9 9 2 2 9 1 1 9 2 2 9 1 9 1 1 9 2 2 2 1 2 2 1 1 1 1 2 2 2 2 1 2
left_child=16 26 7 4 30 18 21 9 20 14 11 -11 23 -14 15 -3 32 -16 31 -12 22 -6 -9 -10 -20 -7 27 -2 -29 35 -4 -5 34 -34 -1 -18
right_child=1 2 3 5 6 25 -8 8 12 10 19 -13 13 -15 17 -17 29 -19 24 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 -33 33 -35 -36 -37
leaf_value=0 0 0.0039589675729291502 0 0 0.030399291955315152 -0.016469366793867807 0 0.024974756164560383 0 0.0074030650046651341 0 -0.004914587293188416 0.02170199765639088 -0.006805029017670829 0.00077919262761174508 -0.0048451953685742849 -0.032295718255390654 0.0081466137085178247 0.017916133774789948 -0.025484767748041304 0 0 0 -0.011485546302674482 0 0 0 -0.02466829763016469 0 0 -0.0038876916744818532 -0.0041285792167127773 -0.0067637931361857698 0 0.0039986810457031995 0
leaf_weight=2.2001661839458393 5.8427771660935832 123.34440630924655 4.0774608687606806 2.2775299218628788 45.816062392314052 27.407372323868916 1.4317945291259082 58.73083626425796 15.413850171535159 118.04873667869833 8.7194890589526022 160.70218168649444 18.417860819550697 24.613858632801566 3214.719548351115 519.02303199444577 27.602809353389606 133.57010459762932 15.762665891539655 70.033006881247275 1.8964527053612972 0.72076208420912635 1.7157113766588725 63.724043493828503 0.83603470528032708 0.11799126153346051 1.3687083102267958 15.131899807336591 0.51279620861169384 3.0546465982843101 8.4849243662756617 7.5214559104642831 9.682913389957319 1.0201194879609818 9.9995197454209137 1.1653725912547077
leaf_count=3868 6138 104575 4277 1749 30766 21290 1106 42648 9662 75506 16029 122433 8715 11684 1344964 364468 239794 122064 10405 143422 1890 562 1363 35255 726 98 3695 75494 307 5035 7810 3875 18646 1348 18901 4671
internal_value=0 0.000285539 0.000539995 0.00849604 0.0172237 -0.00217438 0.0237493 0.000219989 0.00651432 -2.13935e-05 -0.00643238 0 -0.00220136 0.00519111 0.00052203 -0.00258204 -0.019772 0.001228 0.0053171 -0.0225363 0.0200736 0.0291709 0.0237067 -0.00949358 0.0130081 -0.0126955 -0.0140979 -0.0184364 -0.019134 -0.0262084 -0.00109742 -0.00167066 0 -0.00173055 0.00189306 -0.0319368
internal_weight=0 4669.98 4647.13 114.454 60.531 53.9231 47.9686 4532.67 184.513 4348.16 357.503 278.751 122.17 43.0317 3990.66 642.367 54.7255 3348.29 26.3977 78.7525 62.343 46.5368 60.4465 79.1379 16.5987 27.5254 22.8562 21.4875 15.6447 31.8228 12.5624 9.79899 22.9027 10.703 12.1997 28.7682
internal_count=2865239 2572976 2487342 82664 44521 38143 32434 2404678 111217 2293461 357390 197939 65316 20399 1936071 469043 292263 1467028 16755 159451 45901 31328 44011 44917 11131 21388 85634 81939 75801 249500 12087 5624 42763 19994 22769 244465
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=7 4284416 1 680 1129 5222 8652385 2 896 7960 17831456 2 18620418 2 1 2360328 2 1 704 1 1 2
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=23
split_feature=1 2 12 2 1 8 3 0 6 5 2 3 2 2 3 10 1 9 2 6 1 3 2 1 3 0 0 7 1 9 0 0 0 0 0 3 3 3 8
split_gain=3.4474 1.24217 0.836003 3.58131 2.66147 2.58827 2.47596 1.06871 7.25232 4.21573 5.28687 3.9596 2.70095 2.49346 2.38106 1.07064 2.81948 7.94205 1.4382 1.42647 1.3762 0.720227 0.699664 0.552484 0.509609 0.457912 0.314112 0.248326 0.306031 0.262078 0.159165 0.154668 0.145007 0.0787814 0.191344 0.18919 0.0742751 0.230318 0.0806078
threshold=0 1 2 3 4 5 4.5000000000000009 6.5000000000000009 6 7 8 1.5000000000000002 9 10 2.5000000000000004 11 12 13 14 15 16 1.5000000000000002 17 18 11.500000000000002 8.5000000000000018 4.5000000000000009 19 20 21 18.500000000000004 4.5000000000000009 30.500000000000004 3.5000000000000004 1.5000000000000002 3.5000000000000004 1.0000000180025095e-35 5.5000000000000009 22
decision_type=1 9 1 9 1 1 2 2 1 1 9 2 9 9 2 1 1 1 9 1 1 2 9 1 2 2 2 1 1 1 2 2 2 2 2 2 2 2 1
left_child=22 27 7 5 24 6 25 15 9 10 -9 12 -10 -13 -11 16 19 -18 20 -3 -17 30 36 -20 32 -4 -24 28 -2 -30 -7 -8 -5 34 -6 -35 38 -38 -1
right_child=1 2 3 4 33 21 31 8 11 14 -12 13 -14 -15 -16 18 17 -19 23 -21 -22 -23 26 -25 -26 -27 -28 -29 29 -31 -32 -33 -34 35 -36 -37 37 -39 -40
leaf_value=0 0 -0.0018120009219475975 -0.028578307752163939 0.024849048826261246 -0.0014231611559599238 0.017931398991074037 0.0068439667395522111 -0.0024149905750362878 0.0032648088568441661 -0.018960165145899405 0.038981830730799152 0.018717246591189205 -0.02742945395065623 -0.0067275086225666572 0.014051738374018935 0 -0.012246671248033966 0.029469908357363586 0.0048105905555592661 0.0023748867639844665 0.016089096564005635 0 -0.031363068524314877 -0.0028955772793599287 0 0 0 0 -0.024135507677047623 0 0 0 0 -0.0082666806007669694 0.0063697422888562456 0 -0.0082209338498641284 0 0.0047200016392475444
leaf_weight=2.2152590242185397 5.7727173439488979 1665.1548475373675 44.096977200941183 99.535978201478429 30.762556224566652 11.540878414278268 9.2875776601431408 27.579050670232391 15.180114203663832 20.584444295906 69.843098040873883 32.301268611714477 56.265610225382261 30.657648956039338 2.4396015773090758 74.75505404730211 429.95629799397284 18.615792153752409 98.793357301852666 1517.4081660540141 103.53796258709917 16.819349637844425 26.819841871101747 235.86008459715958 0.94089961494319041 4.8300455492571919 2.9330942435153693 1.3856898994708924 14.815007943298038 0.49867122026626454 0.42228834860725406 2.5735507857170878 0.26088629034347732 9.2126323183765617 14.126598465547429 4.5936968868481918 10.312908674124627 1.0051111276679865 10.610011318452964
leaf_count=4391 6047 778680 30540 61461 15398 10224 5726 19227 12750 17070 31277 12129 34682 17217 2048 34865 453572 8577 32616 733591 51863 12145 224299 90958 1035 3582 15747 3668 75702 302 205 1469 249 5687 5457 2029 23421 1407 22797
internal_value=0 0.000275916 0.000522064 0.00586009 0.014077 -0.00673324 -0.0167711 0.000115697 0.00608387 0.0220373 0.0299687 -0.00780045 -0.0212957 0.00621706 -0.00383329 -0.000220547 -0.000900522 -0.00798292 0.00382423 9.41167e-05 0.0101123 0.00752953 -0.0190634 0 0.0220168 -0.0266218 -0.0254522 -0.0135697 -0.017796 -0.0186499 0.0167442 0.00264808 0.024598 0 0 -0.00424076 0 -0.00319327 0.00273965
internal_weight=0 4670.41 4647.94 249.004 159.433 89.5707 60.7882 4398.93 254.851 120.446 97.4221 134.405 71.4457 62.9589 23.024 4144.08 3631.14 448.572 512.946 3182.56 178.293 28.7825 53.8962 334.653 100.738 48.927 29.7529 22.4721 21.0864 15.3137 11.9632 11.8611 99.7969 58.6955 44.8892 13.8063 24.1433 11.318 12.8253
internal_count=2864110 2572048 2486329 155207 91316 63891 41317 2331122 146400 69622 50504 76778 47432 29346 19118 2184722 1974420 462149 210302 1512271 86728 22574 292062 123574 62745 34122 240046 85719 82051 76004 10429 7195 61710 28571 20855 7716 52016 24828 27188
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=7 4284416 1 1580180 216 1 2 2 9176352 4400 9175194 1 904 1 269645 2 640 27009026 576 1 704 1 2
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=39
num_cat=21
split_feature=1 2 7 1 4 3 2 3 2 1 4 1 0 3 2 2 1 12 0 2 3 3 1 3 0 2 3 8 7 3 0 0 0 3 0 1 0 8
split_gain=3.18169 1.13461 0.728816 1.73759 1.23396 1.02529 1.19534 0.809137 2.7753 2.89991 1.46682 3.69847 1.28437 0.780962 0.734561 0.682527 3.1895 0.840078 0.603797 0.60084 0.592753 0.566396 0.462093 0.438637 0.530123 0.411769 0.399277 0.333787 0.256729 0.31827 0.236314 0.228647 0.190256 0.159402 0.0782224 0.00817053 0.00578136 0.00508696
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6.5000000000000009 6 7 8 9 2.5000000000000004 6.5000000000000009 10 11 12 13 20.500000000000004 14 5.5000000000000009 4.5000000000000009 15 1.0000000180025095e-35 88.500000000000014 16 15.500000000000002 17 18 1.0000000180025095e-35 1.5000000000000002 10.500000000000002 7.5000000000000009 3.5000000000000004 1.0000000180025095e-35 19 11.500000000000002 20
decision_type=1 9 1 1 1 2 9 2 9 1 1 1 2 2 9 9 1 1 2 9 2 2 1 2 2 9 2 1 1 2 2 2 2 2 2 1 2 1
left_child=20 28 7 4 18 25 13 10 9 19 15 12 -12 -7 -13 16 -3 -17 21 -9 23 -4 34 27 -25 37 -11 36 29 35 -29 -24 -31 -8 -10 -2 -1 -5
right_child=1 2 3 5 -6 6 33 8 22 26 11 14 -14 -15 -16 17 -18 -19 -20 -21 -22 -23 31 24 -26 -27 -28 30 -30 32 -32 -33 -34 -35 -36 -37 -38 -39
leaf_value=0.0055286874423190486 0.0013080589862739609 -0.007270500936874401 0.031641103841206192 0.0011066286155134786 0 0.017520055535451391 -0.0087385738137517807 0.0018468390065985267 -0.002041922005494965 0.024748283229625651 -0.0032803894349681621 0 0.010709262558983685 0 -0.02438287358999278 -0.00015134398610014324 0.017541341621006006 0.006240651897236796 0 -0.010583186206849648 0 0 -0.016143206233159998 -0.030191984430439994 0 -0.014461268518910232 0 -0.01078604664491635 0 -0.021304901499239009 0 0 0 0 0.0031763164820673047 -0.00049359260053172867 0 0
leaf_weight=3.1660500413854611 1.456231167016085 45.06381037842948 23.901741550678715 1.5388423670665359 3.0972222697819261 41.35182572202757 13.808293566733484 11.0427555834176 14.880121126945594 86.858089330213261 220.89601590556413 10.503006015982463 58.446695298713166 2.3081225111382073 65.785640699221403 3687.0515176990029 75.565404556855356 185.03081332381407 0.93016533282934588 21.472172897512792 2.9487477095372006 1.6672236021840934 20.002956424534208 25.865338004252411 0.11425998742924903 19.56797013577307 1.6225751819001732 17.07658088271274 1.3243625232862566 14.471987081968106 3.9062841248432951 0.27743234593071875 0.60315249385894354 6.1162971604062468 28.984975974133704 4.2178400713091859 0.051661323552252614 1.4654711170878729
leaf_count=15526 1345 23947 22192 1306 4793 21002 11224 12070 9633 46945 159013 20482 40323 1641 138462 1752734 51221 106331 656 19819 12187 1211 10173 153722 139 13726 1348 90987 3565 59521 19094 217 775 4094 11169 20262 157 1384
internal_value=0 0.000255774 0.000493235 0.00752225 0.0191877 0 0.00452148 0.000200835 0.00620085 0.0141206 -2.68483e-05 -0.00597889 0 0.0121782 -0.0208946 0.000469359 0.00690233 0.000122538 0.0273499 -0.0035345 -0.0183965 0.0294821 -0.00613847 -0.0226782 -0.0285481 -0.0125949 0.022024 0 -0.0130147 -0.0172497 -0.00653345 -0.0121931 -0.0201399 -0.00493437 0 0 0.00412327 0
internal_weight=0 4671.31 4649.24 115.753 29.5964 86.1568 63.5845 4533.48 185.141 120.996 4348.34 355.631 279.343 43.6599 76.2886 3992.71 120.629 3872.08 26.4991 32.5149 53.1289 25.569 64.1455 50.1802 25.9796 22.5723 88.4807 24.2006 22.0736 20.7492 20.9829 20.2804 15.0751 19.9246 43.8651 5.67407 3.21771 3.00431
internal_count=2864396 2572584 2487116 83229 28852 54377 37961 2403887 111374 80182 2292513 358280 199336 22643 158944 1934233 75168 1859065 24059 31889 291812 23403 31192 279625 153861 16416 48293 125764 85468 81903 110081 10390 60296 15318 20802 21607 15683 2690
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=7 4284416 1 552 2 532262 8652657 128 2 896 2360840 524420 640 1 8389152 400 9437248 12 1 832 12
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=39
num_cat=23
split_feature=1 2 2 0 2 1 3 1 5 5 2 2 0 2 8 2 3 2 2 3 3 1 9 9 3 3 3 0 1 10 9 3 3 8 3 3 5 3
split_gain=2.78803 1.08162 0.933548 0.699796 2.51263 3.17121 1.57208 1.5074 8.14971 4.39944 3.67996 3.51287 2.54105 2.43736 1.79879 1.48562 1.30958 1.82985 1.18875 1.70457 1.35127 0.837178 1.16568 0.802188 0.629069 0.523349 0.485408 0.402339 0.251103 0.375281 0.269292 0.247231 0.444519 0.130541 0.09986 0.14715 0.0420698 0.00178834
threshold=0 1 2 1.0000000180025095e-35 3 4 4.5000000000000009 5 6 7 8 9 11.500000000000002 10 11 12 5.5000000000000009 13 14 1.0000000180025095e-35 3.5000000000000004 15 16 17 1.5000000000000002 4.5000000000000009 3.5000000000000004 6.5000000000000009 18 19 20 1.0000000180025095e-35 5.5000000000000009 21 1.0000000180025095e-35 4.5000000000000009 22 8.5000000000000018
decision_type=1 9 9 2 9 1 2 1 1 1 9 9 2 9 1 9 2 9 9 2 2 1 1 1 2 2 2 2 1 1 1 2 2 1 2 2 1 2
left_child=2 28 31 4 5 34 -7 8 10 18 14 12 -11 27 -5 21 23 -18 19 -9 -20 22 -6 -17 -12 -13 -15 -10 -2 30 -30 33 -33 -1 -3 -36 -23 -8
right_child=1 3 -4 7 15 6 37 9 13 11 24 25 -14 26 -16 16 17 -19 20 -21 -22 36 -24 -25 -26 -27 -28 -29 29 -31 -32 32 -34 -35 35 -37 -38 -39
leaf_value=0.0081672229702029579 0 0.0031237017380468901 -0.02466627430174019 -0.00071829818717306267 0.022203448350373956 -0.023875357083801989 0.00062552751806069055 0.006128775030542921 0.012951463417045908 0.025511053558021607 -0.009365451194213583 -0.0079948382360483621 -0.0022646288951569584 -0.031006873799774973 0.033767234533708217 -0.00092539920912642487 0.001712367807403449 -0.018114498816817159 -0.005351637272367332 -0.00069565600532214898 0.0015325547426641669 0.0017003639036824406 0 0.0051398966807610566 0.0052544777980525282 0.0033852359566048022 0 0 -0.022700990308089555 0 0 -0.011420545464335095 0 0 -0.0035811912335419042 0 -0.001588225456275029 0
leaf_weight=1.6020145734173639 3.699915527322446 54.301805904018693 26.370406816629838 6.3283608819183428 48.484259610675508 107.89568897610297 15.704297405916806 472.06076375348493 5.4127351616753003 137.21953388907423 27.366535277429648 56.924411156083806 11.946619853013543 29.420666333866393 86.296607942191258 737.30935621761637 40.522706392745022 55.052530108456267 762.85565620884881 1131.1206552832446 339.8637842941971 80.936504542230978 16.330702446051873 256.71910322312033 15.599388533883028 7.7178127442457471 4.9132137123960993 1.911403418111149 16.570407715942558 1.1898800062626893 0.43481990869623643 11.769185651626684 1.3078629791980336 10.897433042015109 98.462214280647459 29.007552245777333 9.6258236625799309 3.8241469819331533
leaf_count=3835 3115 62011 213291 6174 33479 166607 17350 198047 8748 114766 31389 46815 8505 47510 92059 457002 25749 26659 373627 390002 126661 50689 3288 51073 17085 6405 8284 1863 78936 3787 274 43727 3463 27018 82175 17787 11018 4215
internal_value=0 0.000218761 -0.0173473 0.000452136 -0.00116342 -0.00873293 -0.0187927 0.00136366 0.00951611 0.000640849 0.0219441 0.0135504 0.0204632 -0.0176726 0.0296431 0.000705412 -0.000460609 -0.0102245 -0.000404606 0.00119845 -0.00295457 0.00883801 0.015275 0.00045276 0 -0.00255406 -0.0246705 0.00565192 -0.0127636 -0.0158051 -0.0212903 0 -0.00482466 0.00588039 0 -0.00105727 0 0
internal_weight=0 4673.03 51.9469 4651.13 1554.18 309.196 127.424 3096.96 177.249 2919.71 135.591 213.808 149.166 41.658 92.625 1244.98 1089.6 95.5752 2705.9 1603.18 1102.72 155.377 64.815 994.028 42.9659 64.6422 34.3339 7.32414 21.895 18.1951 17.0052 25.5765 13.077 12.4994 181.772 127.47 90.5623 19.5284
internal_count=2864488 2573154 291334 2487042 1009102 350145 188172 1477940 213112 1264828 146707 176491 123271 66405 98233 658957 560483 52408 1088337 588049 500288 98474 36767 508075 48474 53220 55794 10611 86112 82997 79210 78043 47190 30853 161973 99962 61707 21565
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=7 4284416 25960706 1052908 768 56 2 2 793818 8396082 787105 8 9176065 768 3146351 280 1 1 640 1 1 12 2
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=23
split_feature=1 2 2 1 2 3 0 2 9 2 8 2 2 4 5 3 10 0 8 3 2 0 3 2 8 0 0 0 3 12 3 3 1 10 9 3 0 8 3
split_gain=2.57849 0.935033 0.905175 0.643045 1.80122 2.00819 1.70187 1.8535 1.29481 3.95295 2.06268 3.98116 1.81693 2.23629 1.68678 1.42838 1.41732 1.31221 1.14156 0.975891 2.38766 1.54508 0.821607 0.814695 0.71192 0.794298 0.603634 0.587417 0.440717 0.297353 0.287128 0.473429 0.247761 0.346868 0.258853 0.20334 0.165601 0.128838 0.053929
threshold=0 1 2 3 4 4.5000000000000009 6.5000000000000009 5 6 7 8 9 10 11 12 3.5000000000000004 13 1.5000000000000002 14 2.5000000000000004 15 1.5000000000000002 1.0000000180025095e-35 16 17 2.5000000000000004 5.5000000000000009 1.5000000000000002 3.5000000000000004 18 1.0000000180025095e-35 5.5000000000000009 19 20 21 8.5000000000000018 31.500000000000004 22 3.5000000000000004
decision_type=1 9 9 1 9 2 2 9 1 9 1 9 9 1 1 2 1 2 1 2 9 2 2 9 1 2 2 2 2 1 2 2 1 1 1 2 2 1 2
left_child=2 32 30 4 5 24 19 36 10 18 12 35 13 -5 17 -14 -13 -11 27 20 -6 -21 -20 26 28 -26 -7 -10 -3 -16 37 -32 -2 34 -34 -12 -8 -1 -9
right_child=1 3 -4 8 6 23 7 38 9 14 11 16 15 -15 29 -17 -18 -19 22 21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31 31 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.0041549785943804955 -0.024213767707173001 0.0051890495408660562 0.0097002936356884086 0.02118253756018719 0.027439752137481545 -0.0032322350011011174 0 0 0.0095053770677356302 -0.013003316176600849 -0.0051250230844923847 -0.0095384097452355446 0.031057065415721494 0.0022993124517033344 0 0.012346946764865087 0 0.0030017041660923304 -0.0012965666122849867 -0.0076941439850330175 -0.0096150460056869114 -0.0015123721979108799 -0.020360304677756416 0 0 0.012703107936756566 0.0097504919474358399 0 -0.011927519847864776 0 -0.021740717306993521 0 0 0 0 0.0075532619365085239 0
leaf_weight=2.2050579434871906 3.6900517741596559 34.645862444420345 24.654753925487967 823.58355494727221 373.87417653265948 16.176914286013929 42.826743711309973 21.61981319538609 37.658355743973516 225.70859615236986 96.81320308472641 402.44643770590119 750.89936755779127 77.17376698843691 18.795873949071392 301.71162432310666 49.947889547089289 155.9783834934351 76.459270881372504 310.4388670936205 288.56182566154166 182.31810311821755 226.95209345733747 5.6825644103810218 70.287524097680944 28.318017829398741 1.4178837709478092 21.325155698286835 4.6172073222696772 0.42198230582289653 12.009603968013833 1.3088322528765264 15.999087300866444 1.2139592059102202 0.42865349550266429 1.0743479586963065 1.1490291700174555 11.136317634587614 5.2495008491241597
leaf_count=5202 3163 36163 211720 360082 154118 8686 23468 15480 6697 54011 72364 296628 600085 80004 8532 194434 28957 27967 11408 124899 184289 63547 33965 4693 62404 20556 882 3349 4183 160 44320 3452 77828 3826 271 911 1065 27187 3199
internal_value=0 0.000166667 -0.0167749 0.000387628 0.00218808 -0.00618388 0.00368603 0.0167551 -0.000303366 0.00310585 -0.00148682 -0.00666578 0 0.00330268 0.00970076 -0.00269027 -0.0108298 0.00608224 -0.00376059 0.0022587 0.00474946 -0.00059628 -0.00662805 0.00876321 -0.0119781 -0.0150043 0.0145147 0.0046766 0 0.0299309 0 -0.00535509 -0.0119622 -0.0149967 -0.0203111 0.00796191 0.0236188 0.00613075 0
internal_weight=0 4675.47 51.3146 4654.13 1387.18 161.146 1226.04 70.8451 3266.95 763.3 2503.65 550.282 1953.37 900.757 400.905 1052.61 452.394 381.687 362.395 1155.19 662.436 492.757 303.411 23.2774 137.869 98.6055 17.5948 58.9835 39.2631 19.2179 26.6598 13.3184 21.3318 17.6417 16.4277 97.8876 43.9758 13.3414 26.8693
internal_count=2864155 2572274 291881 2487186 707632 137567 570065 43212 1779554 146089 1633465 398860 1234605 440086 90670 794519 325585 81978 55419 526853 338407 188446 45373 14261 123306 82960 9568 10046 40346 8692 80161 47772 85088 81925 78099 73275 24533 32389 18679
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=7 4284416 27009282 584 1315012 10486290 1 11014146 5 9967236 2883655 2 2 1 10 8915978 1310784 6 1 640 1 1 2
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=26
split_feature=1 2 2 0 2 8 2 1 1 0 3 3 2 9 8 3 10 1 0 2 9 2 1 0 1 0 1 3 0 3 2 12 2 1 7 3 3 8 12
split_gain=2.40758 0.840431 0.831644 0.589291 1.86629 1.30992 2.08846 1.56759 1.43946 1.2957 1.11757 1.23982 1.07894 1.07637 2.05984 0.947245 0.759912 3.12981 1.7036 1.62315 1.45561 4.98142 2.42262 0.625162 1.58259 1.64075 1.03724 1.54776 0.733611 0.672053 0.529576 0.367272 0.354415 0.283445 0.394291 0.265183 0.467574 0.143168 0.013851
threshold=0 1 2 3.5000000000000004 3 4 5 6 7 11.500000000000002 1.5000000000000002 1.0000000180025095e-35 8 9 10 8.5000000000000018 11 12 1.0000000180025095e-35 13 14 15 16 6.5000000000000009 17 27.500000000000004 18 3.5000000000000004 10.500000000000002 1.0000000180025095e-35 19 20 21 22 23 1.0000000180025095e-35 5.5000000000000009 24 25
decision_type=1 9 9 2 9 1 9 1 1 2 2 2 9 1 1 2 1 1 2 9 1 9 1 2 1 2 1 2 2 2 9 1 9 1 1 2 2 1 1
left_child=1 35 33 5 9 16 7 12 -8 13 11 -11 -7 14 -5 -10 20 18 -18 -19 22 -22 -4 26 25 -25 27 -6 -26 -28 -15 -9 -12 -2 -35 37 -37 -1 -3
right_child=2 38 3 4 23 6 8 31 15 10 32 -13 -14 30 -16 -17 17 19 -20 -21 21 -23 -24 24 28 -27 29 -29 -30 -31 -32 -33 -34 34 -36 36 -38 -39 -40
leaf_value=0 0 -0.028456050075309325 6.1990374714215644e-06 0.014074165641100547 -0.0056424705273783564 -0.0002267496389785391 0 -0.0061216239359390655 -0.022427505367255893 0.00024444278775026003 0.010060890840380093 -0.020912908520361522 0.019992218015961204 0.0066061339797528849 -0.0012185656503830426 0 0 0.0044051049965445812 0.028484860040662554 -0.0078819368152983991 0.016773450529686765 -0.00086552670264693785 -0.0083323035922912275 0.020070054722044779 -0.012086402246564027 -0.0039839745293118898 0 0.014242828993977491 0.00040726388326260861 -0.016324987533049267 -0.0046336281493701533 0.0012828554986876479 0 -0.020564826955885879 0 -0.01179630507022765 0 0.0075596568281843246 0
leaf_weight=2.3202781399959349 5.6894200242386432 21.716007054836155 1967.3271553472478 296.33485603648296 83.147870941909787 9.0941308648762043 67.991442342034134 117.6683569083616 94.851808974568485 5.9032191528967841 5.4094253292714711 24.351832708678558 27.390569484865409 25.504467479884624 73.161586339454516 2.0065024600771713 29.897870762579259 242.24487273240811 44.65384734563122 133.11097151477588 173.05658013740322 529.50754163914826 366.56398967032874 45.735276640378288 43.763873285308364 4.3678448998252852 25.423818313007359 28.539520400125184 20.756865698029287 70.130348433449399 73.508141272643115 10.449722195247885 10.357763302978126 14.058496914085481 1.0825280782737543 11.947135270676879 1.2924719369966613 11.13327825689794 2.2983352250339548
leaf_count=5345 6161 207736 1148792 117137 54864 6611 48546 55743 86969 4789 2732 19649 12972 4498 37741 1473 27092 74714 31840 53693 34706 99677 388284 35624 26225 3300 17985 13146 15900 40240 8690 5707 7625 75361 3442 44581 3492 27025 4056
internal_value=0 -0.0162179 0.000217298 0.00042787 0.00279133 -2.87965e-05 -0.00576185 0.000899674 -0.0127547 0.00648131 -0.00405706 -0.0137396 0.0135472 0.00843017 0.0107529 -0.0190048 0.000487183 0.00419327 0.0186249 0 0 0.00379594 -0.00130089 -0.00241992 0.00146741 0.0120206 -0.00585019 0 -0.00546177 -0.0116798 0 -0.00328388 0.00479497 -0.0112365 -0.014768 0 -0.00518246 0.00585671 -0.0234555
internal_weight=0 50.7075 4673.04 4652.21 836.397 3815.82 329.453 164.603 164.85 514.531 46.0222 30.2551 36.4847 468.509 369.496 96.8583 3486.36 449.908 74.5517 375.356 3036.46 702.564 2333.89 321.865 114.624 50.1031 207.242 111.687 64.5207 95.5542 99.0126 128.118 15.7672 20.8304 15.141 26.6932 13.2396 13.4536 24.0143
internal_count=2864163 292235 2571928 2486964 410145 2076819 218021 81033 136988 202861 34795 24438 19583 168066 154878 88442 1858798 187339 58932 128407 1671459 134383 1537076 207284 81049 38924 126235 68010 42125 58225 13188 61450 10357 84964 78803 80443 48073 32370 211792
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=7 27009282 4284416 2888470 3 9966619 560 640 1048 1 5 1 120 5590 1 6824 904 176 344 524564 1 514 704 1 2 1
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=35
num_cat=20
split_feature=1 2 2 7 2 3 3 0 1 0 0 2 3 10 8 6 6 1 1 1 8 3 3 3 0 0 8 10 9 2 3 2 0 3
split_gain=2.14177 0.848626 0.792978 0.565044 1.57917 1.5631 0.915035 0.743676 0.730382 0.611702 0.813817 1.49978 1.48451 1.47134 1.01562 1.93609 1.07466 0.437284 0.268881 0.247121 0.286298 0.246073 0.443003 0.202141 0.285986 0.201832 0.139523 0.122678 0.112417 0.105638 0.0877741 0.0270628 0.056609 0.00326156
threshold=0 1 2 3 4 1.0000000180025095e-35 6.5000000000000009 14.500000000000002 5 16.500000000000004 9.5000000000000018 6 1.5000000000000002 7 8 9 10 11 12 13 14 1.0000000180025095e-35 5.5000000000000009 5.5000000000000009 8.5000000000000018 107.50000000000001 15 16 17 18 8.5000000000000018 19 21.500000000000004 3.5000000000000004
decision_type=1 9 9 1 9 2 2 2 1 2 2 9 2 1 1 1 1 1 1 1 1 2 2 2 2 2 1 1 1 9 2 9 2 2
left_child=1 21 18 9 5 19 7 -7 23 10 14 13 -13 -12 16 -16 -4 31 33 20 -5 26 -23 24 -6 30 -1 -20 29 -19 -10 32 -11 -2
right_child=2 -3 3 4 8 6 -8 -9 25 17 11 12 -14 -15 15 -17 -18 28 27 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35
leaf_value=0 0.00095641845110796826 -0.022645131376670416 -0.00090017074525904702 0 0.01116367965754775 0.027963964899660805 0 0 -0.012978317878607929 0 0.029396881721038867 -0.0111199188041925 0.010603448234156404 0 0.0014832285791293223 -0.011150754781121631 0.002284938279191526 0 -0.01919549035750728 -0.0069957262593223525 0.0081368416308057571 -0.011372730082129162 0 0 0 0 0.0075117017592184979 0 0 -0.015198007093753794 0 0 0.0054257197620429356 0
leaf_weight=2.2968211723782588 5.6557336147670867 23.34374153105 2119.2000633076987 2.8750084537459744 16.750332989184251 41.760304677882232 1.6669388934969891 1.2182195508794382 35.466301860025851 0.63283498611417588 19.413582531022257 40.806853875285015 24.162573960988084 3.3639451566850793 174.46718652260097 195.62949902914988 1932.1066956671966 3.1273455233313143 12.076431418503489 7.2792102845851359 6.2266607783094523 11.746663106468985 1.2947816446012428 1.6086163135914819 1.4357231321773714 0.14822666204417956 11.156079566822884 0.74185927436337884 0.67843209905550494 21.30952054774389 0.69764267158461635 1.7630008752894357 1.3013704606128156 2.2334949958603829
leaf_count=5254 5781 210970 1065041 2034 14506 19848 1078 1026 33933 685 11393 31117 11798 1921 106845 124506 1027082 2361 74048 3472 4709 44233 3484 1449 1199 120 27148 3380 433 17023 551 1988 1438 2270
internal_value=0 -0.015407 0.000157383 0.000364937 0.00650793 0.014599 0.0230119 0.0258269 -0.00226153 9.97993e-05 0.000294837 0.0085126 0 0.0193603 8.0824e-06 -0.00466394 0.000549616 -0.00990319 -0.0110567 0 0.00179019 0 -0.0047459 0.00362803 0.00784627 -0.00962213 0.00585829 -0.014803 -0.0124794 -0.0155156 -0.0123853 0 0.0025404 0
internal_weight=0 49.8381 4675.8 4655.1 117.133 61.0263 44.6455 42.9785 56.1068 4537.96 4509.15 87.747 64.9694 22.7775 4421.4 370.097 4051.31 28.8125 20.7075 16.3809 9.10167 26.4943 13.0414 19.7947 18.1861 36.3122 13.4529 12.8183 25.1153 24.4369 36.1639 3.69721 1.93421 7.88923
internal_count=2864124 291089 2573035 2487556 83925 32167 21952 20874 51758 2403631 2379703 56229 42915 13314 2323474 231351 2092123 23928 85479 10215 6743 80119 47717 17154 15705 34604 32402 77428 19817 19384 34484 4111 2123 8051
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=7 27009282 4284416 1 531974 648 526488 1 3 2 2 536 960 616 1 2 1 1 1664 2370
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=24
split_feature=1 2 2 1 2 0 2 9 2 5 8 2 10 2 4 3 3 8 3 2 3 3 2 0 0 0 8 2 0 12 1 10 9 3 3 0 8 0 3
split_gain=2.0418 0.789203 0.77925 0.501151 1.45135 1.20179 1.94573 1.06328 3.10529 1.66619 1.60665 3.56147 1.54267 1.43462 1.80728 1.21427 1.17773 0.971449 0.927943 0.726807 0.718777 0.667562 2.11026 1.49866 0.547126 0.506004 0.563208 0.451545 0.362278 0.27899 0.231181 0.314005 0.244067 0.226462 0.422473 0.126214 0.124549 0.116677 0.104215
threshold=0 1 2 3 4 6.5000000000000009 5 6 7 8 9 10 11 12 13 3.5000000000000004 2.5000000000000004 14 4.5000000000000009 15 1.0000000180025095e-35 2.5000000000000004 16 2.5000000000000004 1.5000000000000002 2.5000000000000004 17 18 5.5000000000000009 19 20 21 22 1.0000000180025095e-35 5.5000000000000009 31.500000000000004 23 5.5000000000000009 3.5000000000000004
decision_type=1 9 9 1 9 2 9 1 9 1 1 9 1 9 1 2 2 1 2 9 2 2 9 2 2 2 1 9 2 1 1 1 1 2 2 2 1 2 2
left_child=1 33 30 4 18 21 35 10 17 16 13 12 -12 14 -5 -15 -10 24 25 -13 -19 22 -6 -23 -9 26 -4 28 -20 -11 -2 32 -32 36 -35 -7 -1 -27 -8
right_child=2 -3 3 7 5 6 38 8 9 29 11 19 -14 15 -16 -17 -18 20 27 -21 -22 23 -24 -25 -26 37 -28 -29 -30 -31 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0 -0.0221295172683059 0 0.0046003188229308952 0.0079334757559008737 0.025141973867223923 -0.004717954288545937 0 0 0.029264893139544747 -0.014746298254057617 0.010087585213003514 0.00012929455573821916 -0.0046972122800008394 -0.008629199969880123 0.0021156440236990864 0.010296596697073092 0 0.014407314953491632 0 -0.0087949898417121822 0.0020939817067387868 -0.0027399794989039303 -0.010003772837043802 0.012127918890823269 0.0032238310055984851 -0.01564249960795187 -0.0014514606688745895 0 0 -0.020497809162598843 0 0 -0.011120440627907563 0 0 0.007097486878255903 -0.0037202501589130264 0
leaf_weight=2.2267268817013246 3.7196567214414245 22.924332065601448 26.136967196362093 828.33696029492421 446.16082888769051 44.152763602163759 22.42444150563097 37.677219253499061 200.63823629950639 19.469480287982151 297.63002617115853 54.41396943169093 38.778446839234675 747.40508036768733 76.108414296966657 302.30255742429654 184.67797989293467 76.358092374808621 16.288209874663156 154.87120009096543 224.67936385143548 392.37365315891657 223.76834197503194 101.57876107822813 21.585020711878315 24.19882468519063 66.540627227024743 5.6542963707179323 1.3266802249418095 0.42371276998892682 15.280094796027694 1.2376288051746129 0.42392093624221416 11.628230808650185 1.3627573496978573 1.1146324130822893 11.353874034379261 13.603008726553524 5.3561777034483375
leaf_count=5243 3117 211414 28753 359994 183928 24008 16410 6698 47178 8544 191379 45439 19040 600043 80167 194935 34799 11408 8596 141663 33960 153871 159299 35298 3349 16135 59690 4643 809 160 78183 3979 272 44503 3451 1056 27097 12304 3292
internal_value=0 -0.0150836 0.000138005 0.000344447 0.00193405 0.0032659 0.0142452 -0.000256999 0.00281629 0.00862728 -0.00133994 -0.00593185 -0.0120147 0 0.00289375 -0.00243056 0.00514241 -0.00324898 -0.00569456 0.00300135 -0.00596764 0.00201225 0.0040493 -0.000251628 0.00437852 -0.00978875 -0.0129071 0.00314588 0.00926573 0.0281646 -0.010989 -0.0139513 -0.0190489 0 -0.00463401 0.0217298 0.00554801 0 -0.00125267
internal_weight=0 49.4959 4676.7 4656.03 1390.68 1236.93 73.048 3265.36 765.509 405.209 2499.85 545.694 336.408 1954.15 904.445 1049.71 385.316 360.3 153.749 209.285 301.037 1163.88 669.929 493.952 59.2622 130.479 92.6776 23.2692 17.6149 19.8932 20.6613 16.9416 15.704 26.5716 12.991 45.2674 13.5806 37.8018 27.7806
internal_count=2864107 291708 2572399 2486848 708092 577162 44766 1778756 146096 90681 1632660 397521 210419 1235139 440161 794978 81977 55415 130930 187102 45368 532396 343227 189169 10047 116882 88443 14048 9405 8704 85551 82434 78455 80294 47954 25064 32340 28439 19702
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=7 27009282 4284416 584 266436 10486290 1 11014146 2 5 2361435 1 2883655 2 10 1577604 11013130 6 262208 1 640 1 1 2
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=19
split_feature=1 4 1 3 1 3 2 2 8 5 2 0 5 2 0 0 3 3 2 2 6 0 3 8 8 3 2 2 3 0 3 3 0 0 3 3 0 0 2
split_gain=1.88826 0.898549 5.54254 2.06688 1.08271 8.31364 9.1735 5.31147 4.26312 4.13502 3.27036 2.85626 2.78213 1.38916 1.1281 1.00742 0.848413 0.845586 0.833268 0.808633 1.2519 1.52354 2.09096 0.83904 0.803531 0.741913 3.47688 1.89239 0.736335 0.699325 0.674492 0.610361 0.59756 0.596018 0.558665 0.473112 0.401465 0.399017 0.265161
threshold=0 1 2 8.5000000000000018 3 1.5000000000000002 4 5 6 7 8 10.500000000000002 9 10 1.0000000180025095e-35 25.500000000000004 5.5000000000000009 1.0000000180025095e-35 11 12 13 1.0000000180025095e-35 5.5000000000000009 14 15 1.5000000000000002 16 17 1.5000000000000002 1.0000000180025095e-35 5.5000000000000009 1.5000000000000002 1.0000000180025095e-35 13.500000000000002 7.5000000000000009 9.5000000000000018 6.5000000000000009 88.500000000000014 18
decision_type=1 1 1 2 1 2 9 9 1 1 9 2 1 9 2 2 2 2 9 9 1 2 2 1 1 2 9 9 2 2 2 2 2 2 2 2 2 2 9
left_child=16 4 19 18 9 7 15 8 14 13 11 -11 -10 17 -6 35 37 -2 -4 23 30 22 -22 -3 29 26 -15 -27 -23 -8 32 -19 -21 -20 -32 -7 -25 -1 -5
right_child=1 2 3 38 5 6 24 -9 12 10 -12 -13 -14 25 -16 -17 -18 31 33 20 21 28 -24 36 -26 27 -28 -29 -30 -31 34 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.022937239174343153 0.011572056622996924 0.0010417226149682882 0 0.0073401257988614833 -0.013904337365974529 0.039700551403556543 -0.001320083416229559 -0.016435607503367766 0.02816967529135905 0.03362478449007663 -0.0018052190926187797 -0.0016908783451330329 -0.0043755626561673448 0.0034188792426745151 8.7149603635207535e-05 0 0 -0.0068118746655663172 -0.02969899312436676 0.011276501562813311 -0.014542811677988718 0 0.012979918182061654 -0.014719211357396601 -0.0089114369162699558 0.0031610694098476305 -0.0076990003010690648 -0.0043600481636812917 0.02075619739225144 0.0084199417305301782 -0.012321825548781619 0.0043288426543576604 0 0 0 0 0 0 -0.0014190948796138638
leaf_weight=34.879294627770832 105.18413068573864 82.62251669842226 4.7138496225597919 7.5093511749946611 47.77475661563949 100.90301349289075 52.017650497047725 170.55412848017386 66.683993641458073 64.977616487652995 42.448269655054901 6.616653219505678 6.6003052342784931 982.6482993743266 80.793373592146963 1.0937267014669476 2.0536085275580254 43.973536188190337 92.31325406837459 31.054789481844637 27.299630239096587 6.2677681358472901 22.179250377172139 39.147074426065956 23.628224819454772 352.43174767299206 345.55395629502891 1480.2342942992982 71.742422111201449 110.87364481623354 39.443830969335977 112.54385280926363 34.680806684089475 2.3142100213226504 21.08712804550305 0.50025725166778912 2.696195732249179 0.11561067396541957 5.6456422734554508
leaf_count=213819 81204 59809 5618 6358 47398 87915 53277 261891 56699 51884 38531 4797 6887 411181 64263 1182 9662 35039 224018 19869 20116 4853 17207 31894 19318 149513 189051 436463 51992 72034 22918 59525 24291 1966 13754 346 1694 135 5750
internal_value=0 0.000114379 -0.0037236 -0.0200111 0.000657472 0.00424753 0.0164513 -0.00489288 0.00492722 0 0.0165427 0.0253748 0.0199799 -0.00074795 -0.00457827 0.0353508 -0.0156407 0.00556016 -0.0257888 0.00194316 0.00535326 0.0116115 0 -0.00279619 0 -0.00142457 0.000167818 -0.00273146 0.0183752 0.00383396 0 0 0.00432174 -0.0264735 -0.00739951 0.039168 -0.0108453 -0.0215358 0
internal_weight=0 4688.75 490.718 112.496 4198.04 661.423 289.017 372.407 201.852 3536.61 114.043 71.5943 73.2843 3422.57 128.568 102.497 37.0485 261.702 99.3413 378.221 253.756 127.489 49.4789 124.466 186.52 3160.87 1328.2 1832.67 78.0102 162.891 126.267 156.517 65.7356 94.6275 60.531 101.403 41.8433 34.9949 13.155
internal_count=2864121 2640505 512107 243710 2128398 671210 234072 437138 175247 1457188 95212 56681 63586 1361976 111661 89443 223616 175768 231602 268397 175000 94168 37323 93397 144629 1186208 600232 585976 56845 125311 80832 94564 44160 225984 36672 88261 33588 213954 12108
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=5 2 896 896 12323424 22811798 1 2 10750162 2 77900 263168 5048404 2 9 3 11010850 262288 1649
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=33
num_cat=23
split_feature=1 2 2 0 0 6 2 2 0 0 12 1 2 2 6 2 2 6 0 10 2 5 3 10 1 7 9 0 0 3 1 10
split_gain=1.63403 0.834381 0.78989 0.57266 0.880422 5.17911 2.90067 2.32891 1.46907 1.25784 1.0622 3.81355 1.93491 1.53605 0.906926 8.04836 7.06111 0.863811 0.426824 0.377798 0.329703 0.609912 0.288615 0.256511 0.253161 0.348026 0.231306 0.226108 0.185261 0.181772 0.0165443 0.000401523
threshold=0 1 2 16.500000000000004 6.5000000000000009 3 4 5 12.500000000000002 14.500000000000002 6 7 8 9 10 11 12 13 88.500000000000014 14 15 16 5.5000000000000009 17 18 19 20 17.500000000000004 15.500000000000002 3.5000000000000004 21 22
decision_type=1 9 9 2 2 1 9 9 2 2 1 1 9 9 1 9 9 1 2 1 9 1 2 1 1 1 1 2 2 2 1 1
left_child=1 31 24 4 10 7 28 29 -8 -9 14 13 -13 -12 16 -16 -4 20 19 22 21 27 -3 -19 -2 26 -26 -5 -7 -6 -22 -1
right_child=2 18 3 17 5 6 8 9 -10 -11 11 12 -14 -15 15 -17 -18 23 -20 -21 30 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33
leaf_value=0.00034424115300941169 0 -0.026852367979272474 0.011773661224914743 0 -0.0071411091894151169 0.011175588202870342 -0.020038429004617206 0.02757477141096646 0.00017091020160062804 0 0.0021630855975935631 0.019858296937192915 0 -0.018662083586207325 0.011319916093936238 -0.0025682643166330338 -0.0040218024295263152 -0.018622984177510883 0 0 0 0 0 0 -0.021394114340131724 0 0 0.018666231437924775 0 0 -0.0037738529503297427 0
leaf_weight=3.8832653828440016 5.79265982961806 28.782696170099374 286.26254969505135 0.58750063138722897 14.125310139352225 40.975379806535784 82.114633046505332 99.007844330917578 11.906659841457438 3.8590328482096075 20.549034191819374 113.27522857073927 58.564423174953845 33.633417598321103 537.34431314902395 1418.7426300344678 1909.4902056892997 16.688235257366614 0.094238839112221195 1.4130407709735724 0.60269819536188152 4.0634104894852481 1.6675554508474295 1.3994186420168286 13.252432452416542 1.1866638322644583 0.49092355248285358 4.548747298962553 0.83518139622174103 4.2827166372298953 4.68422406030004 0.28852777776046412
leaf_count=30454 6194 177019 125511 484 9902 26944 39759 51698 8879 3176 4395 72912 45983 15558 350164 737483 1027443 13646 127 6707 555 3526 7475 1134 79492 4509 303 4012 730 2061 4317 1562
internal_value=0 -0.014622 0.000125102 0.000332288 0.000519402 0.00590803 -0.00560717 0.0193428 -0.0144711 0.0235938 9.68172e-05 0.00639345 0.0135954 -0.0100144 -0.000217633 0.00125324 -0.00166198 -0.00892912 -0.0194 -0.0240296 0 0.00771718 -0.025562 -0.0168339 -0.0110789 -0.0144404 -0.0199923 0.0166808 0.00867359 -0.00247722 -0.00284656 0
internal_weight=0 36.1293 4688.27 4667.54 4634.97 257.107 135.832 121.275 94.0213 102.867 4377.86 226.022 171.84 54.1825 4151.84 1956.09 2195.75 32.5742 31.9575 31.8633 14.4866 9.19966 30.4503 18.0877 20.7227 14.93 13.7434 5.13625 41.8106 18.408 5.28692 4.17179
internal_count=2864114 223344 2640770 2550272 2522598 143149 76312 66837 48638 54874 2379449 138848 118895 19953 2240601 1087647 1152954 27674 191328 191201 12894 8022 184494 14780 90498 84304 79795 4496 27674 11963 4872 32016
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=5 8921344 4284416 2 791728 1836289 1 768 11797314 525387 2 787861 8914944 2 1 526034 2 1 704 1 1 16 1
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=24
split_feature=1 2 4 1 3 1 2 8 2 0 2 1 3 2 2 5 7 2 0 3 2 3 8 0 3 2 2 2 2 3 0 0 0 8 0 3 3 10 8
split_gain=1.49514 0.785856 0.76927 4.60481 1.76901 0.766274 1.19267 1.10262 0.971598 1.88769 0.751781 0.719921 6.72298 7.66509 4.63153 3.49886 2.90944 2.75102 2.7206 2.53548 1.21138 3.47651 1.00437 0.772801 0.672894 1.43047 1.18276 0.651799 0.565033 1.66045 0.507555 0.474376 0.411421 0.399861 0.390952 0.385436 0.379212 0.362509 0.33352
threshold=0 1 2 3 8.5000000000000018 4 5 6 7 2.5000000000000004 8 9 1.5000000000000002 10 11 12 13 14 10.500000000000002 1.0000000180025095e-35 15 1.0000000180025095e-35 16 25.500000000000004 3.5000000000000004 17 18 19 20 4.5000000000000009 13.500000000000002 3.5000000000000004 88.500000000000014 21 5.5000000000000009 4.5000000000000009 10.500000000000002 22 23
decision_type=1 9 1 1 2 1 9 1 9 2 9 1 2 9 9 1 1 9 2 2 9 2 1 2 2 9 9 9 9 2 2 2 2 1 2 2 2 1 1
left_child=1 -1 11 5 10 7 -7 8 9 -4 -5 15 14 22 16 20 19 18 -17 -13 21 -2 23 -14 26 -26 -22 -9 29 -15 -12 -18 37 -23 36 -30 -8 -3 -19
right_child=2 32 3 4 -6 6 34 27 -10 -11 30 12 13 28 -16 17 31 38 -20 -21 24 33 -24 -25 25 -27 -28 -29 35 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.014142671802689834 -0.024837189394883791 0.0023332326071956637 0 0 0.005097375366088383 -0.013179080525854141 0.0014830565229649092 0 0.027624000380598476 -0.027776617758329632 0.0082294049044767999 0.037586580383415641 0.0098537815489906783 -0.015105487003209251 0.033312581000379232 0 0.0017222659128741345 -0.0014109013964987678 -0.012716344291332934 -0.0040227089914408078 0.004062015417232793 0 0 0.001536885697873468 -0.0067083555382323329 0.00097383572615434904 -0.012379721720386698 -0.012260084195121321 -0.0084231371297788429 0 0.032281403486616414 0 -0.0032972683885809507 0 0 0 0 -0.0074353633568226456
leaf_weight=4.2523903420969873 172.96135711995885 29.867418781358538 135.77948068409751 4.8248535738166538 13.414455961101337 46.542673876014305 82.819970201780961 3.3513647578220116 50.805717893876135 31.063013513019541 89.058793527903617 103.84831912612208 100.00777990446113 106.31720978148587 179.03135412097799 55.454592770343879 10.282949963402645 37.621848719703848 6.5127173009241224 70.739661943836836 624.27186491932662 26.261266161658568 16.428839356791286 0.87759533288772118 231.60871090559522 556.87629186676349 1484.907311603296 17.03566342449631 29.241624208988469 36.506822070201451 2.3944203326536799 7.7893625186516138 0.09933646017452602 322.19662349068676 8.6235156968759821 5.4477622672493444 3.6979101987672029 1.4174060531650017 16.163105654864921
leaf_count=32347 118304 184802 75568 5730 12315 40672 77096 1980 30967 18386 223203 88236 84339 66402 270161 43260 9193 32831 4487 62215 278248 18298 14208 945 68744 142371 552341 12743 40385 19598 2008 5946 137 183259 6348 9423 4699 6831 15088
internal_value=0 -0.0140657 7.22234e-05 -0.00348224 -0.0185124 0.00157831 -0.0026357 0.00518393 0.00808508 0.0114754 -0.023988 0.000579103 0.00349259 0.0143625 -0.00472442 0 0.00477441 0.0151716 0.0244706 0 -0.000646108 0.00346499 0.0302189 0.0340614 -0.00152291 -0.0040155 -0.000414721 -0.00566004 0 0.00264212 -0.0246974 0.0268421 -0.0187525 -0.00165172 -0.00902762 -0.00765268 -0.0116461 -0.0233124 0
internal_weight=0 35.6366 4690.77 489.412 109.693 379.719 141.684 238.035 217.648 166.842 96.2781 4201.35 666.519 294.828 371.692 3534.84 192.66 115.752 61.9673 174.588 3419.08 521.419 117.314 100.885 2897.66 788.485 2109.18 20.387 177.513 142.824 91.4532 18.0723 31.3842 348.458 95.1414 34.6894 86.5179 31.2848 53.785
internal_count=2864114 224117 2639997 511715 243256 268459 128815 139644 124921 93954 230941 2128282 671051 235300 435751 1457231 165590 95666 47747 150451 1361565 319861 99492 85284 1041704 211115 830589 14723 135808 86000 225211 15139 191770 201557 88143 49808 81795 191633 47919
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=5 8921344 2 896 768 2106242 3 8404277 263168 896 12323552 21763222 2 1 8390738 78156 3 3216 4197520 2099722 5378 4 1 1
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=33
num_cat=16
split_feature=2 1 7 2 3 3 0 3 3 2 4 1 0 1 0 2 8 1 0 1 8 0 3 1 0 3 0 0 0 1 1 0
split_gain=1.41965 1.08369 0.890698 1.74023 1.70132 0.836739 0.864546 0.548219 0.539799 2.39484 1.47155 3.70516 1.12441 0.902801 0.631741 0.571262 0.926441 0.92368 0.531166 0.497747 0.463029 0.362451 0.357343 0.281344 0.26107 0.246144 0.0542032 0.0401923 0.0392998 0.0376978 0.0272841 0.0193909
threshold=0 1 2 3 1.0000000180025095e-35 6.5000000000000009 14.500000000000002 1.0000000180025095e-35 6.5000000000000009 4 5 6 2.5000000000000004 7 2.5000000000000004 8 9 10 1.0000000180025095e-35 11 12 1.0000000180025095e-35 15.500000000000002 13 7.5000000000000009 8.5000000000000018 10.500000000000002 8.5000000000000018 2.5000000000000004 14 15 19.500000000000004
decision_type=9 1 1 9 2 2 2 2 2 9 1 1 2 1 2 9 1 1 2 1 1 2 2 1 2 2 2 2 2 1 1 2
left_child=30 25 8 4 19 6 -6 20 10 22 15 12 -12 18 -13 16 -3 -17 -11 31 29 -22 24 28 -10 -2 -15 -25 -9 -5 -1 -4
right_child=1 2 3 7 5 -7 -8 23 9 13 11 14 -14 26 -16 17 -18 -19 -20 -21 21 -23 -24 27 -26 -27 -28 -29 -30 -31 -32 -33
leaf_value=0 -0.018787621543706882 0.0037026697340196086 0.0064384583390833909 0 0.02813610045362841 0 0 -0.00094131160570215316 0.021066325684430877 -0.001202025571533162 -0.0031500015246718779 -0.026400850154432914 0.0098568162599388734 -0.011105143477153068 0 0.0099624025341199553 -0.0042927154703793404 0.00051905043722724742 0.0090323883565822487 -0.0086581294061533181 0 0.015524622942353641 0 -0.015824090206304226 0 0 0 0 0.003003860532652225 -0.0037277600493021454 -0.018047265654838034 0
leaf_weight=2.19686114860815 13.096227979407557 124.70777102978354 6.6305307234088104 0.25648508651647717 49.45395071785606 2.3949945071708489 1.4090227455599222 8.3507954566157441 55.814293572526367 29.625783216193668 221.58581785232673 59.668690871196304 60.0369313571573 54.244687570579117 17.90694696859282 73.662595516918373 518.93387180435093 3305.3797645663726 45.0065908409033 12.506350831274178 2.177372268917682 8.9466387768234181 1.7427361782974902 13.934863396054423 1.4785783718834853 0.34568175883032459 0.79417447626474214 2.0257564873390939 9.788216208748052 4.6610972897251486 13.688352123472212 0.15112331252021238
leaf_count=1872 89337 109254 7564 95 29180 1862 1237 6938 39603 14825 159499 193212 41377 40644 21749 174925 384307 1366158 15886 6827 3800 9401 1713 16488 1165 1341 681 1787 7235 6119 107910 140
internal_value=0 0.000115513 0.000336459 0.00786381 0.0152888 0.0234762 0.0259023 -0.00244055 1.99649e-05 0.00491983 -0.00015507 -0.00607258 0 -0.00182284 -0.0209093 0.000340339 -0.00217875 0.000926801 0.00266781 0 0.00205366 0.00952173 0.017017 -0.00958739 0.0201585 -0.0139263 -0.0096287 -0.0124725 0 -0.00205344 -0.0159029 0.0047182
internal_weight=0 4706.72 4693.28 122.687 72.546 53.258 50.863 50.1412 4570.59 188.707 4381.88 359.198 281.623 129.671 77.5756 4022.68 643.642 3379.04 74.6324 19.288 16.0416 11.124 59.0356 34.0996 57.2929 13.4419 55.0389 15.9606 18.139 4.91758 15.8852 6.78165
internal_count=2864131 2754349 2663671 98673 46810 32279 30417 51863 2564998 114517 2450481 415837 200876 72036 214961 2034644 493561 1541083 30711 14531 19415 13201 42481 32448 40768 90678 41325 18275 14173 6214 109782 7704
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=4276224 1 1 540422 8651361 2 896 788 17839648 2 30 558 1 192 512 704
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=32
num_cat=18
split_feature=2 1 7 1 2 3 2 3 0 0 5 1 2 1 3 5 1 2 0 3 3 3 3 0 9 2 0 2 1 0 8
split_gain=1.32419 1.02041 0.716575 1.79033 1.15481 0.894878 0.979656 0.684284 0.523054 0.66391 3.08557 3.05343 2.20135 1.15752 3.26278 3.04141 0.542728 0.404641 0.344612 0.233188 0.176468 0.15866 0.149746 0.145656 0.113814 0.0738366 0.0961386 0.0584359 0.0322352 0.022979 0.0056561
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6.5000000000000009 16.500000000000004 1.0000000180025095e-35 6 7 8 9 1.5000000000000002 10 11 12 19.500000000000004 8.5000000000000018 8.5000000000000018 3.5000000000000004 1.5000000000000002 1.5000000000000002 13 14 21.500000000000004 15 16 8.5000000000000018 17
decision_type=9 1 1 1 9 2 9 2 2 2 1 1 9 1 2 1 1 9 2 2 2 2 2 2 1 9 2 9 1 2 1
left_child=28 19 8 4 18 17 7 -7 9 10 12 -12 -3 15 -15 -11 25 30 20 -2 -4 -8 23 -6 27 26 -10 -18 -1 -24 -5
right_child=1 2 3 5 22 6 21 -9 16 13 11 -13 -14 14 -16 -17 24 -19 -20 -21 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 -32
leaf_value=0 -0.018309315147466566 0.0086789401051284472 0.033140726197291324 0.0011672444828801818 0 0.01546694583226663 -0.0084864901470470006 0 0 -0.00071056775076905375 0.0020375040228421838 -0.023694599809299669 -0.0016452360316490029 -0.0022449242662896766 0.013266359373429355 0.012076674127780365 0 -0.014112573851272778 0 0 0 0 -0.0068858928204807504 0.00649171942882201 0 0 0.0078209612091106519 -0.015151033464090408 -0.017536463487001032 0 0
leaf_weight=2.2027713066781871 12.843917401292854 207.08082291674145 19.535327600175158 1.5138699402159543 2.888609425055618 44.332260672901612 13.687895845243476 2.334485690604196 0.70011625206097994 2385.6504893550591 43.266279726129142 73.993396460104123 1216.9816602547598 205.09240976110868 238.03811136385502 170.61023325410497 3.2921548720914871 19.326761304284449 0.46557806973578308 0.36554060011258194 0.23074619630642601 6.0654866168042636 5.4347722365346263 5.6804044595510277 0.67958424042445287 1.9728076446190241 1.5334374668382222 21.275924593588574 13.355852202303138 0.853304845484672 1.4867718763125597
leaf_count=1918 89263 139564 22155 1274 6008 21617 11323 1649 846 879610 37253 153022 757277 221186 216299 134972 2806 13497 408 1358 301 4058 7760 6580 434 2582 1779 17469 107650 828 1453
internal_value=0 0.000104602 0.000320567 0.00705156 0.0184472 -3.06591e-06 0.0034974 0.0105669 2.88644e-05 0.000214265 -0.00137146 -0.0151526 0 0.00113368 0.00564677 0.000156464 -0.009193 -0.0121851 0.0260988 -0.0135502 0.0325232 -0.00466216 0 0.00110501 -0.0126565 0 0.00418126 -0.0157182 -0.0154084 -0.00632204 0
internal_weight=0 4707.21 4694 123.836 35.0887 88.7475 66.4201 46.6667 4570.17 4540.71 1541.32 117.26 1424.06 2999.39 443.131 2556.26 29.454 22.3274 20.2317 13.2095 19.7661 19.7534 14.8571 8.56901 25.2477 4.20636 2.23355 24.5681 15.5586 6.28808 3.00064
internal_count=2864199 2754631 2664010 98911 44040 54871 38647 23266 2565099 2539183 1087116 190275 896841 1452067 437485 1014582 25916 16224 22864 90621 22456 15381 21176 12588 20709 5207 2625 20275 109568 8588 2727
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=4276224 1 1 558 2898186 540454 2 768 9184773 896 2 540 9437248 1 2370 1664 704 12
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=35
num_cat=20
split_feature=2 1 7 1 3 12 3 2 3 2 3 2 0 3 0 2 1 0 2 2 2 6 5 1 0 2 0 3 0 3 0 1 2 8
split_gain=1.27567 0.983169 0.586565 1.67103 1.17821 1.80043 0.798625 0.846162 0.616824 0.513696 0.478617 5.57388 2.57952 1.767 5.45114 5.01731 2.77931 1.97198 3.01323 2.01147 1.60001 2.27067 1.06485 0.821664 0.406195 0.391339 0.369412 0.230182 0.155771 0.130216 0.0545735 0.0246193 0.00575485 0.00500904
threshold=0 1 2 3 1.5000000000000002 4 1.0000000180025095e-35 5 6.5000000000000009 6 1.0000000180025095e-35 7 9.5000000000000018 1.5000000000000002 4.5000000000000009 8 9 7.5000000000000009 10 11 12 13 14 15 20.500000000000004 16 23.500000000000004 8.5000000000000018 8.5000000000000018 3.5000000000000004 11.500000000000002 17 18 19
decision_type=9 1 1 1 2 1 2 9 2 9 2 9 2 2 2 9 1 2 9 9 9 1 1 1 2 9 2 2 2 2 2 1 9 1
left_child=31 27 10 4 5 24 25 8 -8 30 11 12 22 14 16 -16 -12 19 -19 -15 23 -22 -3 -13 -4 33 -14 -2 -11 -9 -6 -1 -7 -5
right_child=1 2 3 6 9 32 7 29 -10 28 13 20 26 17 15 -17 -18 18 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35
leaf_value=0 -0.018091595047599964 -0.011351255431970943 0.037855199552234882 0.0010980750722278997 0.010252333051373384 0 0.014272424121470818 -0.0078925598997728937 0 -0.011190269684186651 0.0037702558346556976 0 0.018537009018467495 0.0034497080806543626 0.0024885761710721674 -0.031406873367469043 -0.010567291545944541 0.023129019488303461 -0.0032370444246744099 -0.0021958518379376814 -0.0012568355486896644 0.0097292686879010982 0.0025793118822863559 0.01718962246846132 0 -0.013721205098493741 0 0 0 0 0 -0.017239751341309541 -0.0011371474194450404 0
leaf_weight=2.2369641157856677 12.730048997302218 359.3976812961846 12.059346608250962 1.5422652793349696 3.5508794070519802 3.1095935335033573 45.104584937758773 13.406594276821126 2.3074969066656186 10.509317516578447 427.17762722382031 5.8175996760728594 7.9510875431515142 982.30730967073032 43.848123722420496 83.650712637107063 149.42112917625855 53.164426597912097 40.508508358609106 1608.5236747319814 360.31514856456761 283.29980415364298 13.852224192072752 150.87559737241736 0.46162147342693138 19.05910332698841 1.0007922574732218 0.36537442181725133 1.2962765492193273 6.1982372133643358 0.26469775704026677 13.164590158572535 4.5041448309784746 1.4770124800270426
leaf_count=1893 89793 292631 17511 1292 3978 2555 21795 11132 1640 13379 267630 15213 6150 539251 35803 59961 94406 22296 24110 770815 174166 138355 13708 109182 419 13320 689 1396 1042 4117 246 107766 5083 1405
internal_value=0 6.57074e-05 0.000279065 0.00634539 0.0173998 0.0276054 -0.000275369 0.00285557 0.00961801 0 8.48756e-06 0.00177584 -0.00735113 -0.000530676 -0.00492456 -0.0214276 0 0.000552934 0.0128904 0 0.00661291 0.00330247 -0.00993688 0.0152485 0.0363584 -0.0117628 0.0154904 -0.0133645 -0.00739946 -0.004424 0.00724598 -0.0151686 0 0
internal_weight=0 4709.06 4695.96 124.851 35.7559 20.1347 89.0953 67.0169 47.4121 15.6212 4571.11 1182.51 382.202 3388.6 704.098 127.499 576.599 2684.5 93.6729 2590.83 800.308 643.615 373.25 156.693 12.521 22.0784 8.95188 13.0954 11.8056 19.6048 3.81558 15.4016 7.61374 3.01928
internal_count=2864128 2754469 2663280 98914 44213 25568 54701 38684 23435 18645 2564366 750094 313178 1814272 457800 95764 362036 1356472 46406 1310066 436916 312521 306339 124395 17930 16017 6839 91189 14421 15249 4224 109659 7638 2697
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=4276224 1 1 558 1 540454 3942400 17046704 11023664 456 8661442 1318489 9445644 2 2 24 9437248 704 18 12
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=33
num_cat=21
split_feature=2 1 1 2 9 9 1 2 5 3 2 2 5 2 1 4 8 2 0 8 3 3 5 0 3 3 0 0 3 8 0 1
split_gain=1.24464 0.938162 0.517186 2.83175 2.8978 2.44098 4.82095 2.27102 2.24168 5.2764 3.79936 3.30266 1.66944 1.50353 3.03468 1.45767 1.16446 0.661765 0.591287 2.41734 1.94901 0.51518 0.465635 0.57917 0.361506 0.22987 0.201944 0.201911 0.140866 0.0906845 0.162743 0.00646798
threshold=0 1 2 3 4 5 6 7 8 3.5000000000000004 9 10 11 12 13 14 15 16 1.0000000180025095e-35 17 3.5000000000000004 4.5000000000000009 18 1.0000000180025095e-35 3.5000000000000004 8.5000000000000018 9.5000000000000018 11.500000000000002 9.5000000000000018 19 5.5000000000000009 20
decision_type=9 1 1 9 1 1 1 9 1 2 9 9 1 9 1 1 1 9 2 1 2 2 1 2 2 2 2 2 2 1 2 1
left_child=31 25 3 22 18 8 7 12 13 10 -10 -11 -7 14 -4 -15 -9 24 19 -5 -20 -19 23 -3 -6 -2 -25 28 -8 30 -24 -1
right_child=1 2 5 4 17 6 27 16 9 11 -12 -13 -14 15 -16 -17 -18 21 20 -21 -22 -23 29 26 -26 -27 -28 -29 -30 -31 -32 -33
leaf_value=0 -0.017792985859208098 0 0.018280776054934524 0.015927226906121101 0.0050919695021914299 0.0036671975395079614 0.036220157876792218 0.0055759914333915958 0.0011302768680814552 0.018277174720002974 -0.023722324556035193 -0.009084990412866303 0.026722562453548621 -0.00040017562230615909 -0.0027109601895482062 -0.00930008477956769 -0.0054063000008175294 -0.011838754578137302 0.016564140351537662 -0.0034780473935751921 0 0 0.0084455632632964069 -0.012370167543858867 -0.0035092902429330851 0 0 0 0 0 0 -0.016970839093199505
leaf_weight=2.3023147682251874 12.574849635930148 69.21360040520085 84.140003359105322 51.286507256174446 80.607332576997578 320.09805310668889 28.658184334402911 69.464858938823454 60.841403835538586 60.583155447493482 161.83227765526499 31.483627993307891 18.091892995871603 2284.2226128594075 96.509037200943567 181.47503313405468 354.82043143885676 76.177858486946207 240.06449687257646 142.88837065018197 94.567493321537768 18.324682905687951 8.7195475354164937 124.39717279015349 31.88262192188995 0.35233242584945479 2.2874683940535752 0.24072798644192417 0.1654027194599611 2.5294358910541623 1.1427927700278804 12.992411035407711
leaf_count=1937 89778 37507 49004 42785 10938 63510 12448 13207 76116 66252 194706 36637 6893 1390119 66765 175249 60004 16325 126752 117946 31224 3290 13667 40366 4168 1421 1559 175 134 4201 1514 107644
internal_value=0 5.31393e-05 0.000262875 0.00233199 0.00544667 -0.00019768 0.0045388 0.00167591 -0.00159759 -0.00923885 -0.0173107 0.00728247 0.00758618 -0.000483318 0.00724818 -0.00127423 -0.00263662 -0.00318397 0.00944888 0.00231001 0.0122377 -0.00818291 -0.00656745 -0.00836713 0.000301955 -0.0130891 -0.011743 0.0301737 0.0358366 0 0.00426462 -0.0150047
internal_weight=0 4709.64 4696.72 944.089 735.799 3752.63 791.54 762.475 2961.09 314.74 222.674 92.0668 338.19 2646.35 180.649 2465.7 424.285 206.992 528.807 194.175 334.632 94.5025 208.29 195.898 112.49 12.9272 126.685 29.0643 28.8236 12.3918 9.86234 15.2947
internal_count=2864241 2754660 2663461 452242 353428 2211219 156371 143614 2054848 373711 270822 102889 70403 1681137 115769 1565368 73211 34721 318707 160731 157976 19615 98814 79432 15106 91199 41925 12757 12582 19382 15181 109581
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=4276224 1 524 18615940 1 1 384 1322420 2 25436200 8393698 2 1577989 304 2 10 4138 6 2 5 704
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=33
num_cat=20
split_feature=2 1 7 1 2 3 2 3 10 2 5 2 3 5 1 2 2 0 2 2 1 0 2 0 3 3 3 3 0 3 8 1
split_gain=1.17491 0.846666 0.509595 1.55562 1.09762 0.73742 0.840109 0.485204 0.481942 2.5762 1.08747 1.38171 1.24925 1.06969 5.39089 4.77323 2.73541 1.47349 3.43975 1.79039 0.686218 0.393351 0.384353 0.314637 0.215696 0.174626 0.146946 0.132036 0.128353 0.123957 0.00561992 0.00429955
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6.5000000000000009 6 7 8 9 1.5000000000000002 10 11 12 13 9.5000000000000018 14 15 16 1.0000000180025095e-35 17 19.500000000000004 8.5000000000000018 8.5000000000000018 1.0000000180025095e-35 8.5000000000000018 2.5000000000000004 1.5000000000000002 18 19
decision_type=9 1 1 1 9 2 9 2 1 9 1 9 2 1 1 9 9 2 9 9 1 2 9 2 2 2 2 2 2 2 1 1
left_child=31 24 8 4 23 22 7 -7 13 20 12 -12 -11 17 16 -16 -15 19 -19 -3 26 -8 30 25 -2 -4 -10 -22 -6 -30 -5 -1
right_child=1 2 3 5 28 6 21 -9 9 10 11 -13 -14 14 15 -17 -18 18 -20 -21 27 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 -33
leaf_value=0 -0.017014039962316544 0.0043632558441140936 0.030450581003710259 0.0011634836413879619 -0.0058606116458646022 0.016122305637000661 0.000440084160995093 0 -7.0424973099819055e-05 0.009146310329581242 -0.001090273906524128 0.024199476279619977 -3.681215362556561e-05 0.015085259837023402 0.0040062898899725944 -0.031653783662442266 -0.0037985590666297893 0.023267595131769021 -0.0060307372857813608 -0.0012863219788666258 -0.016209401529746613 -0.008655507756579181 -0.013423973852522697 0 0 0 0.0060202035603172527 0 0.0059749376851117265 0 0 -0.016517266684572342
leaf_weight=2.3282127673155628 12.175251543663761 646.50966814549975 20.553326160370496 1.5154078917403238 7.1730419061168487 26.776419637080838 7.8112406445725346 1.550552397064165 4.0191172009799621 181.79951739148964 6.4999754151867819 24.393984309820556 293.65097637311555 76.373625835309213 31.1446811499045 74.112039570927664 155.29827063073026 45.853735692908231 32.314407326630317 2927.1372562319975 60.481220028916141 31.171152345938026 18.857608480451749 0.46983372009708446 0.3632949636885322 0.25176359318720543 10.540260486275654 0.63564887801476189 4.9112950110302336 2.9233427893632324 1.5036773118481508 12.70455925040187
leaf_count=1941 88981 457937 22468 1265 12683 17280 4889 1300 3135 80931 6416 22677 102025 58688 49062 183141 130848 24785 25744 1381017 31344 15142 13200 391 1396 292 7254 446 5427 3121 1409 107511
internal_value=0 7.10589e-05 0.000272653 0.00591949 0.0165872 -0.000348511 0.00254125 0.0111247 1.54432e-05 0.00268652 0.00573424 0.0198312 0.00321549 -0.000316804 -0.00548711 -0.0208393 0.00262697 0.000119567 0.0116624 -0.000144653 -0.0102758 -0.00269462 -0.0114177 0.0239443 -0.0124462 0.0298039 0 -0.0141454 0 0.000422553 0 -0.0146001
internal_weight=0 4708.77 4696.23 125.469 36.2826 89.1861 67.3094 28.327 4570.76 582.021 506.344 30.894 475.45 3988.74 336.929 105.257 231.672 3651.82 78.1681 3573.65 75.6762 38.9824 21.8767 21.2749 12.5385 20.8051 14.5594 61.1169 15.0077 7.83464 3.01909 15.0328
internal_count=2864146 2754694 2664317 98867 44382 54485 38611 18580 2565450 254228 212049 29093 182956 2311222 421739 232203 189536 1889483 50529 1838954 42179 20031 15874 23151 90377 22760 10389 31790 21231 8548 2674 109452
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=4276224 1 1 558 2898186 540452 1 12058752 2 273416 2 896 789664 9175122 527514 12066892 80 9437248 12 704
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=35
num_cat=22
split_feature=2 1 7 1 3 12 3 2 0 2 3 0 3 2 1 3 1 2 5 2 2 3 1 5 1 6 8 0 3 0 0 1 2 2
split_gain=1.10858 0.806784 0.448983 1.41665 1.05477 1.74852 0.669445 0.732789 0.509015 0.494209 0.462996 0.422679 0.420772 2.4498 3.82764 4.64346 1.89465 2.29021 2.59875 1.25754 1.19316 1.18802 1.11061 1.07255 0.963063 0.845112 0.397653 0.338941 0.215801 0.155985 0.0511302 0.0348494 0.0335667 0.00961398
threshold=0 1 2 3 1.5000000000000002 4 1.0000000180025095e-35 5 1.0000000180025095e-35 6 6.5000000000000009 20.500000000000004 2.5000000000000004 7 8 3.5000000000000004 9 10 11 12 13 1.0000000180025095e-35 14 15 16 17 18 23.500000000000004 8.5000000000000018 8.5000000000000018 11.500000000000002 19 20 21
decision_type=9 1 1 1 2 1 2 9 2 9 2 2 2 9 1 2 1 9 1 9 9 2 1 1 1 1 1 2 2 2 2 1 9 9
left_child=31 28 12 4 5 11 26 10 -9 30 -8 -4 16 14 25 -16 17 18 -3 22 24 -21 -18 -22 -15 -14 32 -19 -2 -11 -6 -1 -5 -7
right_child=1 2 3 6 9 33 7 8 -10 29 -12 -13 13 20 15 -17 19 27 -20 21 23 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35
leaf_value=0 -0.016657584110290547 0.0098823180061353138 0.035600225024730557 0.0028333462305034467 0.0098260096136286636 0 0.015416132051831032 0.0024158843861269118 -0.0093117216618949349 -0.011178292710742539 0 0 0.001782453230877762 0 0 0.025490803757872528 -0.00032384408299984343 -0.021905405642642976 -0.017601499527632684 0.00187925624742094 -0.00056088088796318186 -0.0025569834620764592 0.016986391464530844 0.0090060003495264634 -0.017499619897574984 -0.0092214312873756601 -0.013394044178050131 0 0 0 0 -0.016233615316703882 0 -0.0014673215390267865
leaf_weight=2.2443968497973401 11.994888111406906 78.261272438920059 12.756799234202845 1.8127769377751972 3.6804849606814973 3.1629076181852724 26.258959191327452 8.0574411787238187 31.612407096574316 10.503031268312041 1.5620168253662985 0.51741454994771707 91.446888438789756 19.468011517048581 99.261783653389102 144.79989978460981 19.149931497609941 77.547715205617351 19.754735022565001 1070.4487109126821 1445.9695536133877 1244.364557770743 45.373012890991959 96.513977173468447 36.293564401028561 78.734492623218102 16.536816081512374 1.356115621900243 0.34496165166638171 1.2936936566184147 0.25943306370754715 12.526107461891113 3.2456174080434721 4.6531854737550011
leaf_count=1902 89119 82995 17716 1500 4006 2557 17027 4978 15370 13401 1305 456 38831 9994 64671 72246 13918 170844 25148 602664 572151 700708 25177 102003 45632 37411 11983 1408 1398 1054 263 107705 2343 5256
internal_value=0 0.000108407 0.000305965 0.00561622 0.015757 0.0252126 -0.000270522 0.00235021 -0.00228161 0 0.010482 0.0339786 5.93639e-05 0.00118966 0.00771303 0.0151017 -0.000717978 -0.00966899 0 0 -0.000472284 -0.000378163 0.0108208 7.29348e-06 -0.0113329 -0.00231331 -0.0109321 -0.019272 -0.0121138 -0.00738543 0.00694091 -0.0141911 0 0
internal_weight=0 4707 4694.66 125.913 36.8269 21.0903 89.086 67.4908 39.6698 15.7366 27.821 13.2742 4568.74 2012.49 414.243 244.062 2556.26 176.92 98.016 2379.34 1598.25 2314.81 64.5229 1542.48 55.7616 170.181 21.5952 78.9038 12.3398 11.7967 3.93992 14.7705 5.05839 7.81609
internal_count=2865140 2755533 2665016 99215 44709 25985 54506 38680 20348 18724 18332 18172 2565801 942939 213159 136917 1622862 280395 108143 1342467 729780 1303372 39095 674154 55626 76242 15826 172252 90517 14455 4269 109607 3843 7813
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=4276224 1 1 558 1 16164 3942400 9443913 640 56 19664002 2 532484 532484 130 2 256 2 8 704 9439328 18
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=34
num_cat=24
split_feature=2 1 1 2 8 9 1 2 5 3 2 2 5 2 1 0 4 8 8 2 3 2 9 5 12 7 3 3 0 3 0 1 3
split_gain=1.05039 0.750555 0.427441 2.37027 2.54126 2.21089 4.24399 1.93835 1.54782 4.59778 3.44567 2.90003 1.53746 1.22332 2.57481 1.16306 1.16272 1.01531 0.961134 1.53117 1.18015 0.926072 0.738426 0.634096 0.261187 0.255431 0.243334 0.214383 0.194127 0.130108 0.05687 0.0200718 0.0111828
threshold=0 1 2 3 4 5 6 7 8 3.5000000000000004 9 10 11 12 13 1.0000000180025095e-35 14 15 16 17 3.5000000000000004 18 19 20 21 22 6.5000000000000009 8.5000000000000018 11.500000000000002 9.5000000000000018 31.500000000000004 23 4.5000000000000009
decision_type=9 1 1 9 1 1 1 9 1 2 9 9 1 9 1 2 1 1 1 9 2 9 1 1 1 1 2 2 2 2 2 1 2
left_child=31 27 3 4 15 8 7 12 13 10 -10 -11 -7 14 -4 26 -15 -9 19 20 -5 32 -17 -21 30 -23 -3 -2 29 -8 -6 -1 -20
right_child=1 2 5 18 24 6 28 17 9 11 -12 -13 -14 16 -16 22 -18 -19 21 23 -22 25 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34
leaf_value=0 -0.016334174179850454 -0.0057031687050856173 0.016428559290632024 0.010470635280194058 0.018340069496719794 0.0032523648093724655 0.033783632542905784 0.0051707964661086361 0.002118213847842988 0.017157904385015348 -0.021660662363371955 -0.0085278703455321288 0.025201355921927626 -0.00051426885043947353 -0.0026919253841921325 0.008454097240068327 -0.0085511245183040718 -0.0050221200635544262 0.0019676187156220807 -0.010538997346404708 -0.0038090166222152933 -0.017361290399380766 0 0.00017829629435278462 0 0 0 0 0 0 0 -0.015825311890649757 0
leaf_weight=2.307034082361497 11.832570743932591 150.62194652904145 86.108413050853414 129.82868963003966 131.67610423068709 321.48130898160161 29.721093793690677 69.882178264495451 54.970868917116604 63.248892939758662 162.90381317725223 28.862929871993401 18.673096944577992 2286.8703746703459 96.483030274706834 197.50160484055777 179.74598825991961 353.24994283239357 9.2041320922689902 113.45116344666894 33.302070543933951 70.149226868423284 87.669201193726622 7.9225131608327493 4.3341634380049063 2.4437783211178603 6.7047413643012979 0.33318363256694361 0.25096834963187475 0.16552003513788704 0.1424243109067892 12.271368484319281 1.364440244877186
leaf_count=1963 89235 89808 49884 76605 68758 63510 12488 13207 65485 69185 204128 34593 6893 1391205 66933 79806 173902 60004 5890 39062 14780 43436 11225 10963 4498 4430 3129 1331 162 132 161 107566 531
internal_value=0 2.15024e-05 0.000214981 0.00209888 0.00612024 -0.000198117 0.00429776 0.0015723 -0.00153562 -0.00796967 -0.015709 0.00724156 0.00702287 -0.000589981 0.00630922 0.00118052 -0.00131055 -0.00238975 -0.00347374 0 0.00557468 -0.010908 0.00530674 -0.00746757 0.0165578 -0.0149539 -0.00428627 -0.0118204 0.0281715 0.0334134 0.0182359 -0.013889 0.000796129
internal_weight=0 4711.1 4698.93 946.316 578.65 3752.62 793.424 763.287 2959.19 309.987 217.875 92.1118 340.154 2649.21 182.591 442.497 2466.62 423.132 367.666 284.504 163.131 83.1616 285.171 121.374 136.153 72.593 157.327 12.1658 30.1376 29.8866 131.819 14.5784 10.5686
internal_count=2864888 2755359 2664793 453082 257385 2211711 156396 143614 2055315 373391 269613 103778 70403 1681924 116817 183968 1565107 73211 195697 141410 91385 54287 91031 50025 73417 47866 92937 90566 12782 12620 68919 109529 6421
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=4276224 1 524 8401243 1 1 384 1322420 2 25436192 8394722 2 1577989 304 2 10 1 2621984 263168 1 2 1 1 704
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=36
num_cat=23
split_feature=2 1 0 6 2 2 0 7 3 5 3 8 0 0 6 2 2 3 1 3 3 3 2 1 8 2 2 2 5 1 1 2 3 1 0
split_gain=0.982148 0.724805 0.371988 3.89275 5.28605 3.21658 3.3194 2.17627 1.71811 1.47965 1.40605 1.01544 0.924757 0.873767 0.866885 6.28454 5.27379 4.27093 3.84644 4.4239 3.36523 2.7092 2.52562 2.95649 2.05576 0.965405 0.878958 0.679995 0.630785 0.518577 0.507981 0.370256 0.195453 0.0438182 0.00888928
threshold=0 1 4.5000000000000009 2 3 4 5.5000000000000009 5 4.5000000000000009 6 2.5000000000000004 7 26.500000000000004 6.5000000000000009 8 9 10 3.5000000000000004 11 1.0000000180025095e-35 7.5000000000000009 4.5000000000000009 12 13 14 15 16 17 18 19 20 21 8.5000000000000018 22 16.500000000000004
decision_type=9 1 2 1 9 9 2 1 2 1 2 1 2 2 1 9 9 2 1 2 2 2 9 1 1 9 9 9 1 1 1 9 2 1 2
left_child=33 32 14 4 7 6 8 13 -5 12 -11 34 -6 -4 15 18 17 29 21 -20 26 -3 23 -18 -24 -22 -17 -8 -13 -16 -19 -9 -2 -1 -7
right_child=1 2 3 5 9 11 27 31 -10 10 -12 28 -14 -15 16 20 22 30 19 -21 25 -23 24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36
leaf_value=0 -0.015879386775169431 0.015615448046623459 -0.015524959736004068 0.024530588937058267 0.027742363852884991 0.0014487234405709075 0.0017544044509591496 0.017452189973532744 0 -0.012869694294246892 0.014147614213210272 -0.023312418656676735 0 0 0 -0.011481914766289651 0.015807206865667906 0.011980657010532747 -0.012465701830382567 0.0042708486506422829 0.018926938884355159 -0.0040604929462117554 0.0026620556787521508 0 -0.0094524178032943957 -0.00036255819219563524 -0.0039058634188108635 -0.00849851499957021 0 -0.016970690165898489 0 0 0 -0.015447595554253304 0
leaf_weight=2.2434917894715909 11.606432155280343 306.58465231569244 57.203295944447746 50.105277456983458 123.1007795981659 12.354110513937483 32.630464096015203 6.8049876929799211 10.799995613655481 13.607165759894999 4.1627951084956285 80.466257357853465 2.3835251953278194 60.649463180918247 7.2141879704286112 496.50588735435758 277.08238112181789 34.822051299939631 190.71110151245739 516.10940737238798 25.536005573027069 46.828689972870052 1102.3242982320726 175.88694056818531 114.25731124039885 6.1572071162372621 573.7651476271858 102.71053068190849 14.112001748213514 222.78502072170886 24.733386901920312 1.7843493664258838 0.38000180361268654 12.037903273592745 1.1172446992859484
leaf_count=1868 89506 100130 21000 21368 66340 7829 18051 3673 3988 14494 3785 42350 2429 31507 8035 359654 143221 11027 89212 185554 17063 12356 597814 169205 75868 4864 444874 53392 15165 125743 11254 1554 1465 107756 765
internal_value=0 0.000101471 0.000291512 0.00261275 0.0110836 -0.00431841 0.00251393 -0.00245925 0.0184732 0.0219969 0 -0.0157889 0.0264266 -0.00911365 0 -0.0014181 0.0014635 -0.00992043 0.00384008 -0.0001593 -0.00668474 0.0118043 0.00379069 0.00993481 0.00102089 0.0149718 -0.0080502 -0.00475021 -0.019224 -0.0164665 0.00794981 0.0165371 -0.0115162 -0.0134177 0
internal_weight=0 4707.28 4695.3 573.992 269.696 304.296 196.246 126.442 60.9053 143.254 17.77 108.05 125.484 117.853 4121.3 2162.2 1959.11 289.555 1060.23 706.821 1101.96 353.413 1669.55 452.969 1216.58 31.6932 1070.27 135.341 94.5783 229.999 59.5554 8.58934 11.9864 14.2814 13.4714
internal_count=2864159 2754535 2663564 307690 144782 162908 96799 57734 25356 87048 18279 66109 68769 52507 2355874 1213707 1142167 156059 387252 274766 826455 112486 986108 312426 673682 21927 804528 71443 57515 133778 22281 5227 90971 109624 8594
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=4276224 1 2 1312291 267190 1 2 4 2 8391178 2560 584 1574165 800 3 8564 532884 266256 2 32 336 1058 704
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=31
num_cat=18
split_feature=2 1 7 1 2 3 2 3 2 8 9 2 3 2 0 2 3 1 0 0 3 3 0 3 3 1 2 1 1 8
split_gain=0.973047 0.672138 0.375727 1.32225 1.13535 0.617713 0.660064 0.567634 0.384441 0.372757 0.52029 0.468191 0.426748 4.31953 2.01691 1.81621 2.0801 1.8964 1.22477 0.273264 0.194679 0.151044 0.141393 0.139773 0.10128 0.0336507 0.0197943 0.0605263 0.00878477 0.00505719
threshold=0 1 2 3 4 1.0000000180025095e-35 5 3.5000000000000004 6 7 8 9 1.0000000180025095e-35 10 9.5000000000000018 11 2.5000000000000004 12 1.0000000180025095e-35 19.500000000000004 8.5000000000000018 8.5000000000000018 2.5000000000000004 2.5000000000000004 1.5000000000000002 13 14 15 16 17
decision_type=9 1 1 1 9 2 9 2 9 1 1 9 2 9 2 9 2 1 2 2 2 2 2 2 2 1 9 1 1 1
left_child=25 20 9 4 19 8 7 -7 29 10 11 28 13 18 -15 17 -17 -14 -11 21 -2 -4 -6 -8 -24 -1 27 -12 -3 -5
right_child=1 2 3 5 22 6 23 -9 -10 12 26 -13 15 14 -16 16 -18 -19 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0 -0.015518698201305969 0.0014396429031115225 0.028363760524622708 0.0011033693056845858 -0.0061576452826045264 0.0142516137131601 -0.0081000544188611131 0 -0.012874221881804324 0 0.004528958601981283 -0.014629610859801773 0.013489300857993713 -0.0082841410341382617 0.013792383310031176 -0.0052198183083350417 0.00043073574735541401 0.00078628796997505632 0.0091910562235298452 0 0 0 0.0053708089167055001 0 0 -0.015360707229094578 0 0 0 0
leaf_weight=2.2802592971420381 11.428807369684362 2.3858613786869682 21.37088082926676 1.5400885815906802 7.2905886636617643 31.166378373862244 9.1615123790397792 17.366026253075688 18.488513852003965 287.39119386224229 2.0782925705425441 25.540933503543787 121.12725939153825 385.58187565410844 9.5316536766258633 1011.0116976021891 1507.0411952198947 720.26916650468775 495.38059408600293 0.44143090104625926 0.36400880059227425 0.2358276701925196 5.1112279688895779 10.212612084607825 2.9417587440475472 11.984478948968897 1.6186685732682224 0.9772106068558063 1.4703970910995852 1.4126636612927543
leaf_count=1939 89413 1705 22632 1277 12935 15705 8200 7999 13143 204083 319 22341 117486 313689 7419 629656 676558 370352 217909 397 1403 293 5729 6909 3086 107959 539 213 1479 1360
internal_value=0 4.43439e-05 0.000230039 0.00505712 0.0149088 -0.000472896 0.00191402 0.00822205 -0.0106639 0 -0.00695536 -0.0125435 0.000177505 0.00183217 -0.00596971 -0.000324698 -0.00174814 0.00348457 0.00621138 0.022391 -0.0111854 0.0277769 0 -0.00405097 0 -0.0133912 0 0.00214415 0 0
internal_weight=0 4709.94 4698.15 126.74 37.3917 89.3478 67.9065 48.5324 21.4413 4571.41 34.0714 29.3972 4537.33 1177.89 395.114 3359.45 2518.05 841.396 782.772 22.0481 11.7928 21.6067 15.3436 19.3741 8.05299 14.2647 4.67417 3.0555 3.85626 2.95275
internal_count=2864127 2754229 2663413 99665 45072 54593 38813 23704 15780 2563748 26596 25525 2537152 743100 321108 1794052 1306214 487838 421992 23322 90816 22925 21750 15109 8815 109898 1071 532 3184 2637
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=4276224 1 1 558 2898186 540454 9437248 8 1 525328 11543374 788641 120 704 8390914 768 400 12
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=38
num_cat=26
split_feature=2 1 1 0 3 2 3 2 2 7 1 8 0 10 2 1 2 12 3 9 0 3 2 2 3 12 1 2 1 8 12 3 2 3 8 2 3
split_gain=0.892361 0.882628 0.706188 0.485353 2.54183 4.11492 3.0127 5.03321 2.76966 2.55221 1.828 1.37189 0.721101 0.46433 1.56159 1.08189 4.5217 2.83866 1.59439 0.964906 1.79706 0.821169 1.05755 0.613589 0.637283 0.470898 0.415546 0.391913 0.376501 0.334148 0.265643 0.154827 0.0987814 0.0907961 0.196087 0.0633418 0.0200476
threshold=0 1 2 4.5000000000000009 1.0000000180025095e-35 3 1.5000000000000002 4 5 6 7 8 24.500000000000004 9 10 11 12 13 4.5000000000000009 14 2.5000000000000004 4.5000000000000009 15 16 1.0000000180025095e-35 17 18 19 20 21 22 8.5000000000000018 23 1.0000000180025095e-35 24 25 4.5000000000000009
decision_type=9 1 1 2 2 9 2 9 9 1 1 1 2 1 9 1 9 1 2 1 2 2 9 9 2 1 1 9 1 1 1 2 9 2 1 9 2
left_child=1 33 30 13 5 26 7 28 11 -9 -10 -8 -7 15 19 16 18 -18 -4 29 -21 22 -16 24 -17 -25 35 -23 -6 -15 31 32 -2 34 -1 -5 -35
right_child=2 -3 3 4 6 12 8 9 10 -11 -12 -13 -14 14 21 23 17 -19 -20 20 -22 27 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 36 -36 -37 -38
leaf_value=0.0083096810860319534 0 -0.01823851840674371 0.0068356330196246472 0.0035522578266462528 0 0.025846915052518404 0.017526788493285619 -0.028786430726520512 0.0095460738139057505 0.0031488431724473308 -0.0088820672354766109 -0.00033896637475968369 0 0 0 0.005883542327391942 -0.02039178346590563 0.003755247528602291 -0.0096909109957602699 -0.0085535240007950358 0.017003760821795048 0 -0.011132309864177632 -0.0002454083674807744 0 -0.0074793150313180014 -0.011011393570950413 0.0092721915586845612 0.01343855129621295 0.014052880050994091 0 0 -0.014963949910542479 -0.0023009593194104282 0 0 0
leaf_weight=1.5466297465172827 2.0723123135394417 17.480906538743511 235.48684742549449 10.19738525266075 10.487581803397914 92.02702729937846 115.91547861255822 87.703106247805408 28.423020746184193 4.8901852153358041 138.27597667783266 24.127686591607926 1.2703991976595705 10.187768125979346 182.18524291376525 300.88032125307473 173.43136290104303 27.814493520301767 35.251525726198452 57.126319156959653 10.107329913298598 3.6973213215605938 86.890452909400665 2100.6258465591345 629.99990188242009 72.359600131836487 22.87130969716236 46.729959548421903 26.07754975260832 125.45033987641364 1.0765798081702111 0.52012840242969005 18.797682213368724 7.8656360951281368 4.6373868363370994 6.751925426535311 1.5119751066449678
leaf_count=2083 6948 109570 173188 6994 8712 44523 35831 65076 21900 3265 60896 10800 1174 6959 57979 242065 274989 23665 21528 12492 1714 1938 49041 849942 439673 33914 16440 17852 20344 76573 1668 1977 143800 9122 5091 2514 1872
internal_value=0 -0.0110291 9.16225e-05 0.000293195 0.0029624 0.013701 -0.000344155 -0.0121955 0.00439705 -0.0224626 -0.0030493 0.013391 0.0227081 -2.28655e-05 0.00259478 -0.000506866 -0.00478295 -0.0150519 0.00283976 0.00881513 0 -0.00113395 -0.00414959 0.00010214 0.00227584 -0.000717787 -0.00616452 0.00663189 0.00963068 0.0133074 -0.0103542 -0.0143822 -0.0154725 0 0.00500928 0 0
internal_weight=0 33.0425 4689.71 4667.24 569.019 133.118 435.901 129.158 306.742 92.5933 166.699 140.043 93.2974 4098.22 522.375 3575.85 471.984 201.246 270.738 202.872 67.2336 319.503 269.076 3103.87 930.88 2172.99 39.8206 50.4273 36.5651 135.638 22.4667 21.3901 20.87 15.5616 6.18402 16.9493 9.37761
internal_count=2864112 127738 2736374 2581981 298469 71645 226824 97397 129427 68341 82796 46631 45697 2283512 224548 2058964 493370 298654 194716 97738 14206 126810 107020 1565594 681738 883856 25948 19790 29056 83532 154393 152725 150748 18168 7174 9508 10994
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=5324800 738 3 2360608 2622768 10756486 1 84 5 1 7965 112 19663362 1 1 8354 11023465 1 292 524416 580 4 1 262144 10 262432
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=34
num_cat=22
split_feature=2 1 7 1 3 12 3 2 0 2 3 8 0 10 2 5 2 3 9 2 1 8 2 2 8 3 3 0 3 0 2 1 2
split_gain=0.872429 0.593454 0.277111 1.16254 1.04899 1.65867 0.562312 0.586898 0.495499 0.486084 0.39276 0.387924 0.380073 0.312998 1.9238 1.03166 1.34425 1.18208 0.824619 2.49494 2.26796 1.98005 5.6946 2.31171 0.955825 0.302957 0.192287 0.15405 0.0546731 0.047678 0.0341904 0.0208406 0.0109801
threshold=0 1 2 3 1.5000000000000002 4 1.0000000180025095e-35 5 1.0000000180025095e-35 6 6.5000000000000009 7 20.500000000000004 8 9 10 11 1.5000000000000002 12 13 14 15 16 17 18 1.5000000000000002 8.5000000000000018 8.5000000000000018 3.5000000000000004 11.500000000000002 19 20 21
decision_type=9 1 1 1 2 1 2 9 2 9 2 1 2 1 9 1 9 2 1 9 1 1 9 9 1 2 2 2 2 2 9 1 9
left_child=31 26 13 4 5 12 11 10 -9 29 -8 30 -4 18 25 17 -17 -16 21 24 -21 23 -23 -3 -20 -15 -2 -11 -27 -6 -5 -1 -7
right_child=1 2 3 6 9 32 7 8 -10 27 -12 -13 -14 14 15 16 -18 -19 19 20 -22 22 -24 -25 -26 28 -28 -29 -30 -31 -32 -33 -34
leaf_value=0 -0.014796245652030825 0.0024915520750969358 0.033058635601932083 0.002859919488892023 0.0090158286380681556 0 0.013625562466187452 0.0023391811520224073 -0.0091863462934694447 -0.011497891757207925 0 -0.012880521870563894 0 -0.015244211355602761 0.0081184280313793839 -0.00096858009348723014 0.022650133476542683 -0.00080656587805053568 -0.00087865265290438036 -0.003284838361387891 0.0086595587102990604 0.0081157005128291992 -0.011313649996093897 -0.0037795305148822867 0.016109979718819011 0.0013047242343812325 0 0 -0.0032779265331241546 0 0 -0.014555662616987299 -0.0015673160156593929
leaf_weight=2.3535060613357928 11.077558399338157 1603.8841684104282 13.570917100187215 1.8019624977314377 3.9300068888260284 3.2851952333585359 27.142051364775401 8.0853930131415819 31.526509748742683 10.647732731122234 1.5233621847000893 16.205033207865203 0.50659759978589214 30.072455323497707 188.40633187311323 8.4607397233776265 25.205937168038872 302.1722639134241 6.3608517867396586 565.08045368059538 175.3767661768361 162.35253258181365 485.33914768249724 867.63748659790508 119.2186885541887 17.338167060697746 0.33295833300508171 1.3332944185895019 13.383473246438369 0.26586930078337889 3.2313359580293763 11.494752083552155 4.6984347238612836
leaf_count=1972 89764 968250 18138 1523 4144 2598 17340 5000 15351 13447 1303 11857 459 17630 83651 8149 23056 105137 1183 102693 41156 138634 357432 682811 16586 9971 1358 1043 7272 259 2348 107375 5258
internal_value=0 5.35347e-05 0.000231182 0.00437715 0.0136608 0.0228701 -0.000604412 0.00152575 -0.00221217 0 0.00911757 -0.0103092 0.0315291 2.27899e-05 0.00217706 0.00467028 0.0177485 0.00231511 -0.000232648 0.00234561 0 -0.00105928 -0.00581841 0.000145481 0.0134333 -0.00988353 -0.0105249 -0.00771724 0 0.0063196 0 -0.0127213 0
internal_weight=0 4709.45 4698.04 127.754 38.238 22.0611 89.5156 68.2773 39.6119 16.1769 28.6654 21.2383 14.0775 4570.29 585.039 524.245 33.6667 490.579 3985.25 866.037 740.457 3119.21 647.692 2471.52 125.58 60.7941 11.4105 11.981 30.7216 4.19588 5.0333 13.8483 7.98363
internal_count=2864148 2754801 2663679 100068 45346 26453 54722 38994 20351 18893 18643 15728 18597 2563611 254866 219993 31205 188788 2308745 161618 143849 2147127 496066 1651061 17769 34873 91122 14490 17243 4403 3871 109347 7856
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=4276224 1 1 558 1 16164 3942400 8 1 3670144 2 8662024 1 1063048 768 5 9967488 2883698 4 9439328 704 18
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=39
num_cat=27
split_feature=2 1 1 0 3 2 3 2 2 8 7 1 0 1 1 3 2 1 4 1 2 1 1 2 3 9 2 1 12 3 3 2 3 8 0 8 2 3
split_gain=0.828526 0.868268 0.619426 0.410641 1.99787 3.66744 2.4804 4.47891 2.48261 2.30826 2.30045 1.33907 0.591895 0.386824 0.363394 0.341356 1.83461 1.99421 0.760063 3.00565 0.803374 0.641467 0.550225 2.23385 1.59313 0.544126 0.302232 0.258574 0.246485 0.195941 0.141118 0.103212 0.0842373 0.193009 0.0660951 0.0610066 0.055198 0.0179163
threshold=0 1 2 4.5000000000000009 1.0000000180025095e-35 3 1.5000000000000002 4 5 6 7 8 24.500000000000004 9 10 6.5000000000000009 11 12 13 14 15 16 17 18 3.5000000000000004 19 20 21 22 8.5000000000000018 8.5000000000000018 23 1.0000000180025095e-35 24 2.5000000000000004 25 26 4.5000000000000009
decision_type=9 1 1 2 2 9 2 9 9 1 1 1 2 1 1 2 9 1 1 1 9 1 1 9 2 1 9 1 1 2 2 9 2 1 2 1 9 2
left_child=1 32 28 15 5 13 7 14 11 -10 -9 -8 27 36 -6 18 17 29 22 20 -20 34 24 -24 -4 -19 -21 -7 30 -17 31 -2 33 -1 -18 -33 -5 -34
right_child=2 -3 3 4 6 12 8 10 9 -11 -12 -13 -14 -15 -16 16 21 25 19 26 -22 -23 23 -25 -26 -27 -28 -29 -30 -31 -32 35 37 -35 -36 -37 -38 -39
leaf_value=0.0081634130620085853 0 -0.01784015453413049 0.00042914616232429191 0.0033122096954501766 0 0 0.0033056687184275894 -0.027190125043074838 0.012946564409371593 -0.0056624256457621707 0.0026452581311843019 -0.016879460042606813 0 -0.010822812487646168 0.012864991751726972 -0.0075359139421864027 0.0031696978270061051 0.022378311036717512 -0.0074763302064378596 0 0.0037027681334373566 -0.012620844534006255 -0.0053943761349445757 0.0028741501892333666 -0.0065968495218478368 0 -0.021034721968928374 0.025398227641129548 0 0 0 -0.016280922207646552 -0.0021765958645347749 0 0 0 0 0
leaf_weight=1.6027765758262829 2.0701335262347129 17.202347987172288 1170.3054962873266 10.313886832258502 10.508322817549923 23.755994112347253 9.3558666283788625 85.135637226791005 216.54813348740572 42.538355035059794 5.0611378569301442 39.299849788883876 1.1567844703240542 22.739522725198185 26.412267709916705 18.636363698489735 35.78598400237388 65.515757920986289 41.00811476927629 4.7256429758599552 216.16546396759077 21.725026587359025 347.19758529208502 1693.5203585803574 384.37032455183362 18.297019261051901 61.303357100832727 70.556699760316405 1.0855578373011692 10.500933056231586 0.53757465309172303 16.139350544796798 7.8175356859574077 4.6463181346916818 6.9397766505717291 2.1622960133172553 6.7777785245198201 1.4459000962233401
leaf_count=2100 7034 111904 593033 7050 8675 11537 7837 64089 75273 21777 3345 24743 1121 16475 20417 17096 18091 42111 30063 13039 154877 12578 252124 837005 110710 3473 184636 33244 1678 11886 1986 125846 9174 5047 2508 16285 2581 1816
internal_value=0 -0.010628 0.000123186 0.000314918 0.00276071 0.0121857 -0.000123557 -0.0110497 0.004082 0.0085395 -0.0210282 -0.00987398 0.0207228 -0.00617564 0.00912246 0 0.00390809 0.0109752 -0.000249545 -0.00470163 0.000144286 -0.00543912 0.000103513 0.00124654 -0.00120302 0.0177407 -0.0188958 0.0235136 -0.00967196 -0.00315125 -0.0135736 -0.0146364 0 0.00482063 0 -0.0142404 0 0
internal_weight=0 32.7149 4688.15 4666.16 570.16 135.301 434.86 127.117 307.742 259.086 90.1968 48.6557 95.4695 39.8312 36.9206 4096 177.401 112.95 3918.6 323.203 257.174 64.4508 3595.39 2040.72 1554.68 83.8128 66.029 94.3127 21.9949 29.1373 20.9094 20.3718 15.5125 6.24909 42.7258 18.3016 17.0917 9.26344
internal_count=2864264 130041 2734223 2581394 298164 72008 226156 96526 129630 97050 67434 32580 45902 26106 29092 2283230 107743 74566 2175487 382615 184940 33177 1792872 1089129 703743 45584 197675 44781 152829 28982 151151 149165 18137 7147 20599 142131 9631 10990
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=5357568 738 3 2360608 2622768 529449 5 1 80 292 580 8398705 128 2 896 9175186 384 272 533388 1 263176 128 1 262144 10 3 262432
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=31
num_cat=20
split_feature=2 1 7 1 2 3 2 3 8 8 9 2 0 1 1 3 5 2 2 0 3 3 0 3 3 1 2 2 1 1
split_gain=0.839642 0.506753 0.275415 1.10979 0.938942 0.566954 0.570623 0.493435 0.365898 0.287555 0.465776 0.443571 0.328576 2.64801 1.53601 2.67979 2.38633 1.31385 1.13636 0.268858 0.175864 0.139005 0.116754 0.0922292 0.0896892 0.0355007 0.0309543 0.0189317 0.0607545 0.00893409
threshold=0 1 2 3 4 1.0000000180025095e-35 5 6.5000000000000009 6 7 8 9 1.0000000180025095e-35 10 11 1.5000000000000002 12 13 14 19.500000000000004 8.5000000000000018 8.5000000000000018 2.5000000000000004 1.5000000000000002 8.5000000000000018 15 16 17 18 19
decision_type=9 1 1 1 9 2 9 2 1 1 1 9 2 1 1 2 1 9 9 2 2 2 2 2 2 1 9 9 1 1
left_child=25 20 9 4 19 8 24 -8 26 10 11 29 13 17 16 -16 -14 -11 -15 21 -2 -4 -6 -24 -7 -1 -5 28 -12 -3
right_child=1 2 3 5 22 6 7 -9 -10 12 27 -13 14 18 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0 -0.013936671978930618 0.0014519140471734712 0.025520272313887482 0.0027193510317855309 -0.0056117204043293657 -0.0073260441866799175 0.011104704554085 0 -0.012745922388599297 0.007206483914143344 0.0045048052981725454 -0.0137891848852238 -0.0010798582592533752 0 -0.001073479526019684 0.012688708761457291 0.010136356745850984 -0.00092413745594563466 -0.018537922720234322 0 0 0 0.005119093479358636 0 0 -0.014432224061116009 0 0 0 0
leaf_weight=2.3067472148395609 10.667308412244891 2.3807216199347749 22.530018047436904 1.8591208220896076 7.0749372998761819 10.98607380877365 54.422896931544528 2.47178988152882 16.119015837190094 192.76409432132641 2.0878322628559545 24.904205217622806 2385.4385259438277 26.980423263754346 210.38762772234986 243.8243623932467 175.04080922562571 1224.9534907142697 80.279536845665461 0.49176410309155372 0.3508659175422516 0.24451797414803778 5.1951098498211632 2.9276057738024974 0.31681718950858417 11.420474927073881 3.2670061397657264 1.6210358879761759 0.98748842423083294 1.4794242636198762
leaf_count=1964 87886 1707 22798 1552 12605 9055 27786 1769 11884 110693 319 22133 877350 61277 227278 219387 136692 679737 225675 423 1312 300 5885 3093 295 108777 2340 540 213 1459
internal_value=0 0 0.000166133 0.00427458 0.013331 -0.00054864 0.00160744 0.00711929 -0.0103203 0 -0.00617978 -0.0115985 0.000123727 -0.0009774 0.000783811 0.00590116 -8.84316e-05 0.000142977 -0.0137733 0.0200252 -0.00983682 0.0249385 0 0 -0.00452167 -0.0125246 0 0 0.00209643 0
internal_weight=0 4712.05 4701.04 127.907 38.464 89.4427 68.1976 56.8947 21.2451 4573.13 33.4607 28.7644 4539.67 1524.98 3014.69 454.212 2560.48 1417.72 107.26 23.2663 11.0182 22.7745 15.1977 8.12272 11.3029 13.7272 5.12613 4.69636 3.07532 3.86015
internal_count=2864184 2753443 2664245 99785 45104 54681 38905 29555 15776 2564460 26371 25299 2538089 1077382 1460707 446665 1014042 790430 286952 23521 89198 23098 21583 8978 9350 110741 3892 1072 532 3166
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=4308992 1 1 558 2898186 11796681 8 8 1 525328 960 896 2 9176576 27528321 704 9439328 8390914 768 400
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=26
num_cat=11
split_feature=2 1 0 2 0 3 0 0 6 6 3 2 0 1 3 1 3 1 2 3 3 3 0 3 2
split_gain=0.741039 0.499641 0.243339 0.959832 0.652839 0.902159 0.418908 0.543291 4.4848 0.698384 0.496988 0.35656 0.323841 0.387678 0.172363 0.0730112 0.0638849 0.136999 0.0706598 0.0505753 0.0452289 0.0352697 0.0238094 0.00145147 8.57861e-05
threshold=0 1 14.500000000000002 2 12.500000000000002 1.5000000000000002 11.500000000000002 6.5000000000000009 3 4 1.0000000180025095e-35 5 33.500000000000007 6 8.5000000000000018 7 1.0000000180025095e-35 8 9 8.5000000000000018 6.5000000000000009 1.5000000000000002 107.50000000000001 1.0000000180025095e-35 10
decision_type=9 1 2 9 2 2 2 2 1 1 2 9 2 1 2 1 2 1 9 2 2 2 2 2 9
left_child=15 14 4 12 6 16 7 9 -9 -3 24 19 13 20 -2 -1 18 -18 -6 -7 -4 -14 -5 -15 -8
right_child=1 2 3 22 5 11 10 8 -10 -11 -12 -13 21 23 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26
leaf_value=0 -0.013859126730551261 -0.0011916413384386879 0.015418425842468922 -0.017287282028628347 0.0040887350383830064 0.026388285024438424 0.00014302796491400758 0.018221005080618486 -0.0067443232024097591 0.0013108447370325264 -0.014349937507177902 0 -0.003216264937844656 0 0 -0.013914644362926422 0 -0.0064622814058625452 0 0 0 0 0 -0.00063300877501983391 0
leaf_weight=2.1865425488795154 10.630711643909306 2292.1235121659374 10.714114327944113 17.138171100574258 2.2663249376782915 6.379308961564675 1.934845183015568 103.24076634715675 110.01867966888676 2115.3597207503672 13.165311996024682 2.6182542340611672 4.0955627728399113 0.79534225420503091 0.36143942691705966 11.111342043363946 1.4794753255264368 8.1032218048494524 1.9823200740356703 0.08509835522272613 0.13779340512701388 1.7534197472705271 1.0170433601888351 6.2233440461714054 1.1201029720541584
leaf_count=1861 89194 1275181 9002 15935 1526 3294 1217 51386 58445 1212378 9759 1488 3702 864 1389 107593 823 8216 1715 77 115 1833 988 5196 993
internal_value=0 0 0.000151147 -0.00543075 0.000300015 0.0114163 0.000107769 0.000264161 0.00486497 0 -0.00920784 0.0201814 0.00198229 0.0085938 -0.00979079 -0.0118198 0 -0.00401741 0 0.0204773 0.0120731 0 -0.0140425 0 0
internal_weight=0 4712.74 4701.75 41.8748 4659.88 22.914 4636.96 4620.74 213.259 4407.48 16.2203 9.08266 23.7196 17.8706 10.9922 13.2979 13.8313 9.5827 4.24865 6.46441 10.8519 5.84898 18.1552 7.01869 3.05495
internal_count=2864170 2754716 2664133 37635 2626498 17139 2609359 2597390 109831 2487559 11969 4859 20712 15177 90583 109454 12280 9039 3241 3371 9117 5535 16923 6060 2210
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11
cat_threshold=4276224 1 527563 2 2 8914898 696 704 256 2130 2610
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=35
num_cat=23
split_feature=2 1 1 2 8 8 9 1 2 0 5 0 3 4 2 2 8 9 9 2 2 3 3 2 0 3 2 3 0 0 2 2 1 3
split_gain=0.706792 0.481153 0.256212 2.14675 2.59335 1.75943 1.6542 2.86256 1.66985 1.49992 1.36761 0.980426 1.03811 1.02267 1.55108 1.05653 0.900747 0.890053 0.757727 0.697078 0.635737 0.620012 0.500372 0.484645 0.447108 0.296595 0.182696 0.171852 0.149779 0.114016 0.10494 0.0752216 0.0510658 1.5598e-05
threshold=0 1 2 3 4 5 6 7 8 1.0000000180025095e-35 9 11.500000000000002 1.0000000180025095e-35 10 11 12 13 14 15 16 17 3.5000000000000004 1.5000000000000002 18 3.5000000000000004 4.5000000000000009 19 8.5000000000000018 11.500000000000002 31.500000000000004 20 21 22 2.5000000000000004
decision_type=9 1 1 9 1 1 1 1 9 2 1 2 2 1 9 9 1 1 1 9 9 2 2 9 2 2 9 2 2 2 9 9 1 2
left_child=32 27 3 5 17 19 11 26 10 25 -9 13 23 15 -15 -4 -10 29 -11 21 -14 -3 -21 -13 31 -6 -8 -2 -28 -5 -26 -7 -1 -19
right_child=1 2 6 4 9 24 7 8 16 18 -12 12 20 14 -16 -17 -18 33 -20 22 -22 -23 -24 -25 30 -27 28 -29 -30 -31 -32 -33 -34 -35
leaf_value=0 -0.013663445317527712 0.007667553193939124 0.0033548304020105252 0.019222971609903737 -0.0072440052630124725 0 0 0.0028313968079910759 0.0047215469578254501 0.007904145745379362 0.023396214266004921 0.0098735918214022649 0 0.0011780408127039371 -0.01043438234257906 -0.001328222687595128 -0.0048002309203471994 5.7100648158657617e-05 -3.2053208981154111e-05 -0.010569543780541951 -0.019070002040296841 -0.0017016298465669421 0 -0.0032764021339517476 0.0038659047669120693 0 0.030822796095202706 0 0 0 -0.0028317052871751607 -0.018694316287728469 -0.013488706527397793 0
leaf_weight=2.2798662837885786 10.538629719860181 134.91621158500129 598.63160519966914 122.24442432755859 148.29439095435191 20.653455994344768 2.3522803171654232 322.89030783833005 70.347644410619978 231.92621321314073 19.381163348327391 4.5908546586724697 11.337799592503869 128.92468255486529 215.49533450017407 1876.9773386357465 352.34045011084527 17.839518353401218 93.151818205136806 48.039483443761128 41.494331648209482 33.981934888193791 61.55615434248466 6.5197396973817359 4.2825768609400257 31.546025094819925 28.77297821914545 0.35173617248801825 0.21203384967520733 0.27214436441135958 8.3357070329075196 49.652594858993325 10.859737434538145 14.679727795999495
leaf_count=1934 89638 89111 454121 91368 115400 9441 1486 63510 13207 113095 6894 3710 9407 133470 236134 1053131 60004 3145 12195 30632 32849 16552 25147 5625 4070 15383 10809 1338 131 312 4380 46479 107455 2541
internal_value=0 0 0.000153252 0.00155574 0.00504708 -0.0039398 -0.000167878 0.00368732 0.00135683 0.000565915 0.00642084 -0.00136287 -0.0117174 -0.000901959 -0.00578745 -4.1376e-05 -0.00229596 0.0149939 0.00497456 0 -0.0167643 0.00409592 -0.00481356 0 -0.0139683 -0.00551838 0.0231945 -0.00961034 0.0259521 0.0190102 0 -0.0174603 -0.0115571 0
internal_weight=0 4712.53 4701.64 1021.37 659.954 361.418 3680.27 796.297 764.96 504.918 342.271 2883.97 63.9427 2820.03 344.42 2475.61 422.688 155.036 325.078 278.494 52.8321 168.898 109.596 11.1106 82.9243 179.84 31.3373 10.8904 28.985 122.517 12.6183 70.3061 13.1396 32.5192
internal_count=2864104 2754715 2663739 579251 353439 225812 2084488 156041 143615 256073 70404 1928447 51591 1876856 369604 1507252 73211 97366 125290 161442 42256 105663 55779 9335 64370 130783 12426 90976 10940 91680 8450 55920 109389 5686
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=4276224 1 540 19926692 6 1 1 96 1322420 2 2 5676 12058948 10 1 1 2097696 538272 2714 1053956 1184 17827840 704
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=33
num_cat=18
split_feature=2 1 1 1 0 2 2 0 0 2 1 1 2 1 1 3 2 2 8 8 3 3 0 9 3 8 3 3 3 3 3 3
split_gain=0.643068 0.801749 0.472898 0.34322 3.28012 3.78495 2.04864 0.656021 0.666999 1.48959 1.233 0.925503 0.42699 1.04437 0.674175 0.340441 0.297262 0.249901 0.2466 0.206418 0.175883 0.143774 0.107755 0.111282 0.0914859 0.175277 0.0419494 0.0345604 0.0333135 0.0286349 0.0171173 0.0105626
threshold=0 1 2 3 1.5000000000000002 4 5 16.500000000000004 6.5000000000000009 6 7 8 9 10 11 8.5000000000000018 12 13 14 15 1.5000000000000002 6.5000000000000009 107.50000000000001 16 1.0000000180025095e-35 17 3.5000000000000004 1.0000000180025095e-35 19.500000000000004 1.0000000180025095e-35 4.5000000000000009 8.5000000000000018
decision_type=9 1 1 1 2 9 9 2 2 9 1 1 9 1 1 2 9 9 1 1 2 2 2 1 2 1 2 2 2 2 2 2
left_child=1 24 16 4 5 20 26 8 12 10 -10 -11 13 -5 -14 19 27 -9 29 -8 -4 -20 23 -19 25 -1 -6 -2 -22 -7 -26 -29
right_child=2 -3 3 7 6 18 15 17 9 11 -12 -13 14 -15 -16 -17 -18 22 21 -21 28 -23 -24 -25 30 -27 -28 31 -30 -31 -32 -33
leaf_value=0.0080015969986791963 0.0031033333450314633 -0.016606963708145163 0 0.0035495854713910417 -0.00502777780305237 0.0029894436701835437 0 0 0.010281917630968572 0.01747199817752541 -0.0064927985116365093 0 -0.00012825348038466379 -0.0015449350805937033 -0.0046831007499541812 0 -0.012819771784906212 -0.015857273007440647 -0.023740836180340591 0.030209412464511642 0.019898538125379419 0 0 0 -0.0021280351795510966 0 0 -0.0017731500996929048 0 0 0 0
leaf_weight=1.665064327236905 5.8857582563578017 16.356642004208883 11.47068611141731 830.50241855972854 6.8517894771357515 2.0416279626742835 2.4900871979480144 2.4703446668572724 15.158426901209168 65.456410220620455 117.75191134076158 48.9923470011272 2463.2747492016715 622.29651564453525 367.49693591011965 0.4768041446513952 11.616974089092766 21.093854840859422 44.736132532198098 33.720185325109924 8.364606260296565 1.9162775281129132 1.7576578184089147 0.69196558796103147 7.7987414661401981 4.5122159549791823 1.5490326375875154 3.5953621050866791 0.076612963297521541 2.8293945259865723 1.4740248054295078 0.21842118694621593
leaf_count=2122 12031 111053 34688 491155 15091 5504 3233 1840 2671 47280 54887 18914 1013852 325978 290742 529 134098 18037 154658 59087 25663 3484 1480 426 9181 5036 2531 6932 94 9852 1833 203
internal_value=0 -0.00949754 0 0.000157701 0.00476217 -0.00536914 0.0211753 0 0.000131651 0.0049147 -0.000908662 0.0117855 -0.000107263 0.00118349 -0.000881088 0.0264743 -0.00867251 -0.0107567 -0.018063 0.0313838 0.0134959 -0.0203799 -0.0118879 -0.0150534 0 0.00502874 -0.00289721 0 0.0196595 0 0 0
internal_weight=0 31.8067 4694.78 4673.47 116.523 71.4353 45.0879 4556.94 4530.93 247.359 132.91 114.449 4283.57 1452.8 2830.77 36.6871 21.3165 26.0138 51.5234 36.2103 19.9119 46.6524 23.5435 21.7858 15.45 6.17728 8.40082 9.69954 8.44122 4.87102 9.27277 3.81378
internal_count=2864165 129225 2734940 2581676 314414 233943 80471 2267262 2245479 123752 57558 66194 2121727 817133 1304594 62849 153264 21783 173498 62320 60445 158142 19943 18463 18172 7158 17622 19166 25757 15356 11014 7135
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=5357568 738 3 28 11273353 10490509 2884931 512 224 532288 352 896 262146 1152 4 8 1 10
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=35
num_cat=23
split_feature=2 1 1 2 9 8 9 1 6 2 2 0 8 8 0 2 4 2 2 2 3 0 3 0 8 2 0 3 3 0 2 2 0 1
split_gain=0.605266 0.449813 0.215844 1.93643 2.15623 1.49423 1.49086 2.54849 1.59752 2.5438 2.40077 1.26729 1.32765 1.13712 0.855625 1.02854 0.944555 1.42864 0.889028 0.587442 0.539876 0.418522 0.399084 0.303896 0.404156 0.202621 0.186457 0.168154 0.155314 0.142082 0.0938011 0.0802752 0.043646 0.0166811
threshold=0 1 2 3 4 5 6 7 8 9 10 3.5000000000000004 11 12 11.500000000000002 13 14 15 16 17 5.5000000000000009 3.5000000000000004 1.5000000000000002 7.5000000000000009 18 19 24.500000000000004 8.5000000000000018 7.5000000000000009 11.500000000000002 20 21 10.500000000000002 22
decision_type=9 1 1 9 1 1 1 1 1 9 9 2 1 1 2 9 1 9 9 9 2 2 2 2 1 9 2 2 2 2 9 9 2 1
left_child=33 27 3 5 11 19 14 25 10 -10 -9 12 -5 -13 16 26 18 -18 -4 20 -3 31 -21 24 -6 -8 -16 -2 -17 -27 -23 -7 -25 -1
right_child=1 2 6 4 23 21 7 8 9 -11 -12 13 -14 -15 15 28 17 -19 -20 22 -22 30 -24 32 -26 29 -28 -29 -30 -31 -32 -33 -34 -35
leaf_value=0 -0.013302204058688639 0.0063677634744810849 0.001203630809114644 0.012243595894092213 0.00089722468031180414 0 0 0.0096011997111858181 0.015077241994139205 0 -0.0069734629742615878 0.022536788661749144 0 0 0.0071186059172128795 -0.017881888206556819 0.001071863954594477 -0.010020017811604935 -0.0027320555325401445 -0.0097355776473759571 -0.0038272930899950763 0.0037255103904973485 0 0.0040123731566762489 -0.0066798523102428497 0.029090666502151231 0 0 0 0 -0.0025865417968619527 -0.017666657405656854 0 -0.012408997830280105
leaf_weight=0.30548378697130829 10.369728685702283 160.35607448451992 1653.3384676544993 107.50456614446466 9.4855232146801427 20.564828028873308 2.3547838253434747 68.053769494232256 134.93301669077482 251.98992780700792 310.53089420474134 60.064621407302184 307.7576689251764 12.399865394756487 9.1959565712895692 50.313835755245236 129.10189006475593 214.32179052777792 822.42170285522661 47.323930160087912 9.4818822501110827 4.3424551876196347 61.893724131747149 2.6486565720406356 162.20979283488123 29.556717784726064 3.0721110299346028 0.34563001452625108 0.61119278303522051 0.21479654713766549 8.2142742420037376 48.538547068108528 0.75484222458908323 10.232621189225936
leaf_count=242 89811 101010 838179 79771 1618 9426 1485 12575 30344 40353 60417 33011 203974 9423 6686 41252 134004 236413 671180 30611 4712 4067 25347 231 25558 10829 2530 1328 595 132 4168 46487 94 106275
internal_value=0 0 0.000154522 0.00143993 0.00475547 -0.00377034 -0.00013399 0.00351879 0.0012876 0.00586233 -0.00270928 0.008294 0.00445454 0.0196223 -0.00127412 -0.0110055 -0.000837111 -0.00553541 -7.19528e-06 0 0.00362677 -0.0130706 -0.00456848 -0.00317779 -0.00498937 0.0218381 0.001372 -0.00929841 -0.0153681 0.0245233 0 -0.0164541 0.00163372 -0.0109599
internal_weight=0 4714.27 4703.55 1023.54 662.826 360.716 3680.01 797.634 765.508 386.923 378.585 487.727 415.262 72.4645 2882.38 63.1931 2819.18 343.424 2475.76 279.056 169.838 81.6601 109.218 175.099 171.695 32.1263 12.2681 10.7154 50.925 29.7715 12.5567 69.1034 3.4035 10.5381
internal_count=2864138 2757621 2666482 579508 353680 225828 2086974 156135 143689 70697 72992 326179 283745 42434 1930839 51063 1879776 370417 1509359 161680 105722 64148 55958 27501 27176 12446 9216 91139 41847 10961 8235 55913 325 106517
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=4210688 1 540 3149476 1 1 1 96 2 1312688 10436 6 5 526984 2 5676 12060998 2097696 12 1053956 1184 1050624 64
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=34
num_cat=21
split_feature=2 1 12 8 2 2 1 1 3 0 6 3 2 5 2 2 1 9 2 0 2 6 6 3 0 1 3 3 0 1 3 0 3
split_gain=0.565647 0.407425 0.189374 2.60887 4.11227 1.6737 1.12738 0.693001 1.05687 0.450233 3.5966 2.77389 2.52314 2.69983 2.39454 2.27458 0.708751 4.26357 2.95485 1.18806 0.568605 5.52838 0.928104 0.324046 0.269292 0.257639 0.163104 0.0995865 0.0552733 0.020119 0.0161971 0.00803153 0.00183681
threshold=0 1 2 3 4 5 6 7 4.5000000000000009 6.5000000000000009 8 1.5000000000000002 9 10 11 12 13 14 15 3.5000000000000004 16 17 18 2.5000000000000004 19.500000000000004 19 8.5000000000000018 11.500000000000002 1.0000000180025095e-35 20 1.5000000000000002 9.5000000000000018 6.5000000000000009
decision_type=9 1 1 1 9 9 1 1 2 2 1 2 9 1 9 9 1 1 9 2 9 1 1 2 2 1 2 2 2 1 2 2 2
left_child=29 26 9 5 6 31 27 30 -9 16 12 14 23 -14 -12 -13 20 18 -18 -19 22 -22 -3 -11 25 -7 -2 -5 -8 -1 -6 32 -4
right_child=1 2 3 4 7 24 28 8 -10 10 11 15 13 -15 -16 -17 17 19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34
leaf_value=0 -0.012846392439423105 0.00094972319667524041 -0.0024597459327235583 0.019929668036742721 0 0 -0.003281270473378914 -0.025283782311208237 0 -0.0084162521430631767 0.0036374463442616074 0.017116152312414212 0.028733852936075506 -0.00026298768677174929 -0.024252816466025652 -0.0069498779466868879 0 0.026345339159284865 -0.014552643420736739 0 -0.0035486802017993535 0.0082642414456467542 -0.003052455464827639 0 0 0.023378595375222667 0 0 0.00048977715472217143 -0.012082192042845712 0.0022752569029782679 0 0
leaf_weight=0.30760470908717252 10.1586124068599 1118.9039517204274 14.066387809929443 31.635708244088168 2.2668994581254087 2.4308251463517081 19.568745043070521 63.544765546612325 16.593538386048749 23.45371523060021 14.980635336898557 34.12597951261705 79.962098342191894 17.11665315587743 52.239110566712043 30.826910876065085 289.54116967484151 24.541219370643379 213.88333273844637 4.0174946180195539 825.54244071121957 684.40163248309182 1015.6243197521871 11.349213236084323 0.51506729546235774 60.383242697018431 0.3392700476106264 0.22987033077515562 49.370746864413377 10.045938112765723 1.2878223397710824 0.81723404148942691 1.9827522461418983
leaf_count=235 89497 355491 11522 19124 3405 2003 11704 46594 10645 17808 12852 12522 35651 17155 36107 17725 221983 9824 359108 1314 572233 471654 350837 6197 481 38607 1351 239 20266 106121 1461 749 1641
internal_value=0 0 0.000119119 0.00257975 -0.00312922 0.0146656 0.00768156 -0.016849 -0.0193825 0 0.00373609 -0.00592305 0.0145734 0.0207709 -0.0178675 0.00501842 -0.000307528 -0.00360319 -0.00673813 0.0210612 0.000126846 0.0016568 -0.000828033 -0.00251427 0.0208214 0.0237355 -0.00890776 0.0167727 0 -0.0106335 0 -0.00156007 -0.00232184
internal_weight=0 4715.7 4705.2 264.694 184.498 80.1955 100.805 83.693 80.1383 4440.51 264.054 132.173 131.882 97.0788 67.2197 64.9529 4176.46 531.983 503.425 28.5587 3644.47 1509.94 2134.53 34.8029 63.3291 62.8141 10.4979 31.8656 68.9395 10.3535 3.55472 16.8664 16.0491
internal_count=2864106 2757750 2666902 168441 113438 55003 51333 62105 57239 2498461 156017 79206 76811 52806 48959 30247 2342444 592229 581091 11138 1750215 1043887 706328 24005 41091 40610 90848 19363 31970 106356 4866 13912 13163
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=4210688 1 1 6 8651562 8663340 84 10 2 2950433 2 4400 9175194 908 1 19663875 27527810 2 2 516 64
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=32
num_cat=18
split_feature=2 1 7 1 2 2 0 3 8 3 2 1 4 1 0 2 0 2 1 1 3 0 0 0 3 3 0 3 1 2 8
split_gain=0.657716 0.359753 0.174643 0.997832 0.88737 0.567796 0.415526 0.407413 0.365936 0.256408 1.86271 0.738094 0.444181 2.64523 0.983472 0.560406 0.39929 0.363082 2.80487 0.803213 0.32991 0.229904 0.201398 0.199449 0.151949 0.111681 0.105221 0.0728493 0.0482184 0.0346913 0.0135152
threshold=0 1 2 3 4 5 1.0000000180025095e-35 2.5000000000000004 6 6.5000000000000009 7 8 9 10 2.5000000000000004 11 1.0000000180025095e-35 12 13 14 15.500000000000002 19.500000000000004 7.5000000000000009 107.50000000000001 8.5000000000000018 8.5000000000000018 2.5000000000000004 1.5000000000000002 15 16 17
decision_type=9 1 1 1 9 9 2 2 1 2 9 1 1 1 2 9 2 9 1 1 2 2 2 2 2 2 2 2 1 9 1
left_child=28 24 9 4 21 7 -7 30 -9 12 20 16 17 14 -14 -15 -12 18 -3 -19 22 25 -11 -8 -2 -4 -6 -28 -1 -13 -5
right_child=1 2 3 5 26 6 23 8 -10 10 11 29 13 15 -16 -17 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31 -32
leaf_value=0 -0.012135581808275932 -0.0048888603542128596 0.023659664649025997 0 -0.005335138098553736 0 -0.011860497387356122 0.014264168356427543 0 0.017737628837491037 -0.0013766802243208279 0 -0.0014994160909897183 0 0.010283538155981875 -0.019530617360960574 0.0074242904173298877 0.001330104121376346 0.0076190205931137211 -0.0016906269804463359 0 0 0 0 0 0 0.004536976009892852 0 -0.013044599174685491 -0.010362312785591694 -0.0016641898083041243
leaf_weight=2.3034231401106808 9.8337476136039168 248.0172714000073 23.316326162937919 7.1014302971161669 6.9667406614789789 13.256758575604179 50.334008705831366 4.6263353126414586 5.6796515417481697 58.232754329961608 29.730431165662594 7.7013669076623046 217.3729030842951 8.3600298324745363 59.68548974955047 63.136506972190546 46.120474330749857 1548.2704568178569 385.87072662434366 1849.4700308981974 1.8591514902946062 0.45584126251924217 1.4523631669726444 0.1250668705906709 0.34507595460309026 0.21340712157689168 5.3909848055136518 2.9317793903392158 10.600008043935302 46.905098250863375 8.7997333069070027
leaf_count=1958 87808 114644 23209 6124 12655 8155 25049 3584 4045 40790 14860 6709 157539 19284 41071 196705 15961 742437 207887 968298 1786 405 1175 117 1288 259 5999 3102 109334 34350 7652
internal_value=0 5.69212e-06 0.000157119 0.00342154 0.012165 -0.00092118 -0.00669892 0.00415517 0.0115968 0 0.00335369 -0.00228189 -0.000123411 -0.00343169 0.000792817 -0.0165965 0.00157885 0.000111979 0.00228026 -0.000227424 0.0141169 0.0186682 0.0169432 -0.0107547 -0.00832854 0.0231665 0 0 -0.0111623 -0.00921582 0
internal_weight=0 4711.56 4701.38 129.198 39.2751 89.923 63.7158 26.2072 10.306 4572.19 192.002 130.457 4380.18 348.555 277.058 71.4965 75.8509 4031.63 633.888 3397.74 61.5443 23.9856 59.6851 50.4591 10.1788 23.5297 15.2895 8.32276 12.9034 54.6065 15.9012
internal_count=2864239 2752947 2663851 100355 45629 54726 33321 21405 7629 2563496 115631 71880 2447865 414599 198610 215989 30821 2033266 322531 1710735 43751 23873 41965 25166 89096 23468 21756 9101 111292 41059 13776
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=21086208 1 1 558 2898186 8402532 6 8651361 788 2 896 2360832 526476 640 654 704 524432 12
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=33
num_cat=20
split_feature=2 1 7 1 12 3 2 1 0 3 8 1 2 2 12 3 0 2 3 10 2 1 12 0 0 2 0 3 3 1 2 3
split_gain=0.626672 0.335142 0.199953 0.974798 0.925196 1.59984 0.523198 0.412244 0.368413 0.336671 0.279565 2.38241 4.06622 3.43314 0.668174 0.47636 0.379027 1.756 3.47867 0.615741 2.0892 0.501658 0.427905 0.349829 0.261914 0.158168 0.151913 0.150857 0.127599 0.0498755 0.0349961 0.00552095
threshold=0 1 2 3 4 1.5000000000000002 5 6 20.500000000000004 2.5000000000000004 7 8 9 10 11 2.5000000000000004 5.5000000000000009 12 2.5000000000000004 13 14 15 16 2.5000000000000004 16.500000000000004 17 10.500000000000002 8.5000000000000018 6.5000000000000009 18 19 1.0000000180025095e-35
decision_type=9 1 1 1 1 2 9 1 2 2 1 1 9 9 1 2 2 9 2 1 9 1 1 2 2 9 2 2 2 1 9 2
left_child=29 27 10 4 5 8 9 31 -4 -5 16 12 15 24 -14 -12 19 21 -19 22 -21 -18 -3 -15 -13 -7 -9 -2 -11 -1 -6 -8
right_child=1 2 3 6 30 25 7 26 -10 28 11 13 14 23 -16 -17 17 18 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33
leaf_value=0 -0.011915053957603781 -0.00019025243453571868 0.030927338813996931 0 0 0.0016489905911844878 -0.00023776063121274711 -0.015090198198288652 0 0.013446488520228648 0.014525187117621527 0.0164519780003099 -0.019219827364910198 -0.012181305541272809 0 0 0.0083956159656582516 -0.01884471613424182 0.0045356022485699551 0.011087045962290211 -0.00070260897260989732 0 0.0048490181745527916 0 0 -0.0055451599676128874 0 0 0 -0.012825330400406171 -0.0027808252034456013 0.00086114262651846175
leaf_weight=2.3030063450569287 9.7340247587526374 3204.4050535145007 14.276594782299071 8.4848122309049341 8.3249041022500005 3.2753709399294166 12.073766682704443 20.563081383603279 0.5308424898976235 5.2468968952853166 28.459892421531549 106.20782316881196 150.21886528914911 46.195040975837401 11.194209995272102 16.901045327089378 67.701242436254688 114.90036760141993 67.178234118779073 189.08787470911193 313.72828544538515 87.86659245701594 147.00746785574302 23.47880759119289 0.750905190652701 7.611965943084213 1.5880009056127153 0.33480156148289175 0.47202476419624861 10.472764050758995 5.2555631193681611 41.242518235201715
leaf_count=1941 87572 1818703 18213 6061 7143 4882 7988 14190 467 3180 21605 60212 95665 45247 6968 9755 33103 71241 24711 105023 107244 57582 90380 15293 672 9337 1165 1303 390 109751 5261 21902
internal_value=0 0 9.67016e-05 0.00358603 0.0121609 0.0201744 -0.000725436 -0.0058079 0.029376 0.00510213 0 -0.00247267 -0.009444 0.00454036 -0.0168105 0.00884853 0.000221115 -0.0027162 -0.00896009 0.000575232 0.00373745 0.00353454 0 -0.00804365 0.0147373 0 -0.0116164 -0.00812713 0.0119455 -0.0109473 0 0
internal_weight=0 4714.3 4704.23 128.946 39.2752 25.6948 89.6711 75.4674 14.8074 14.2037 4575.28 383.407 206.774 176.633 161.413 45.3609 4191.88 337.646 182.079 3854.23 502.816 155.568 3351.41 69.6738 106.959 10.8873 22.1511 10.0688 5.71892 12.7758 13.5805 53.3163
internal_count=2864150 2752458 2663583 100179 45303 32899 54876 45245 18680 9631 2563404 255417 133993 121424 102633 31360 2307987 186637 95952 2121350 212267 90685 1909083 60540 60884 14219 15355 88875 3570 111692 12404 29890
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=4308992 1 1 558 1 8402436 192 3 352 2098712 10228131 1 2632412 1 8656189 304 1 2631936 704 3409922
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=32
num_cat=21
split_feature=2 1 7 1 2 0 8 0 1 0 4 8 9 2 3 2 0 2 1 3 2 3 3 0 1 2 1 0 1 2 12
split_gain=0.553957 0.363854 0.177067 0.911677 0.566786 0.510288 0.405043 0.616656 0.381988 0.285199 0.229313 0.22577 0.417161 0.422425 0.291522 3.56996 2.12423 1.37694 1.77659 1.40028 1.32348 0.1486 0.123574 0.117731 0.055631 0.0181302 0.0622695 0.0160351 0.00873123 0.00754851 0.00290486
threshold=0 1 2 3 4 1.5000000000000002 5 10.500000000000002 6 9.5000000000000018 7 8 9 10 1.0000000180025095e-35 11 9.5000000000000018 12 13 2.5000000000000004 14 8.5000000000000018 2.5000000000000004 19.500000000000004 15 16 17 4.5000000000000009 18 19 20
decision_type=9 1 1 1 9 2 1 2 1 2 1 1 1 9 2 9 2 9 1 2 9 2 2 2 1 9 1 2 1 9 1
left_child=24 21 11 5 6 29 27 -8 22 -10 23 12 13 28 15 16 -13 18 -16 -19 -17 -2 -6 -7 -1 26 -14 -5 -3 -4 -15
right_child=1 2 3 4 8 10 7 -9 9 -11 -12 14 25 30 17 20 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32
leaf_value=0 -0.01219260418142208 0.0014352182524643023 0.00025949809889380882 -0.0020889868932961251 -0.0019952093996243913 0.024684038956359254 0.017598832169252843 0 -0.013343256355075571 0 0 -0.0085567592327115954 0.0045174034936330465 -0.015779838496350351 0.01256807636109436 0.012949018440430258 0.014302529352713195 -0.0044144797558499423 0.00040322734465311413 0.00019197405272308114 0.0023378864978264927 0 0.0044192901313727514 0 -0.012179200388869811 0 0 0 0 -0.0012623448150788285 0
leaf_weight=2.2958722870971542 9.8596201484360773 2.3876820349469199 2.8800793278496712 6.7452111288221204 27.069065248739207 6.0628499828926579 16.734542988313482 1.8684387133689586 33.391411334650911 4.0809672469622447 0.44269838905893166 354.08330487032072 2.0828004376962781 22.196113149126177 122.43483886936519 159.79165445412218 9.354387604085785 1002.2667345482714 723.11301421350072 1510.6316436113348 658.72395707753367 0.36593818556139091 21.640844078705413 0.21584088313102245 10.101432222966649 1.6311184790683899 1.0114558861241678 2.5231946647982113 1.4693075964096354 5.5581412147002975 2.1551898938196308
leaf_count=1943 89292 1728 7605 3934 17145 6201 11462 1590 26669 3147 1215 296150 319 20340 118211 123929 7116 627384 370863 677873 315674 1374 11241 338 107290 543 213 1434 1475 8804 1622
internal_value=0 0 0.000132245 0.00341225 0 0.0141028 0.00597307 0.0108433 -0.00507224 -0.00973739 0.022447 0 -0.00550011 -0.0107515 0.000105896 0.00148273 -0.00600747 -0.00029865 0.0029916 -0.00155163 0.00526565 -0.00841384 0 0.0239421 -0.0103041 0 0.00205112 0 0 0 -0.0130462
internal_weight=0 4712.77 4702.55 129.213 114.054 15.1596 27.8714 18.603 86.1823 37.4724 6.72139 4573.33 32.9337 28.2083 4540.4 1181.95 363.438 3358.45 845.548 2512.9 818.516 10.2256 48.7099 6.27869 12.3973 4.72537 3.09426 9.26841 3.85699 8.43822 24.3513
internal_count=2864124 2754891 2664225 100785 76622 24163 18420 13052 58202 29816 7754 2563440 26240 25165 2537200 742869 303266 1794331 489074 1305257 439603 90666 28386 6539 109233 1075 532 5368 3203 16409 21962
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=4276224 1 1 526 1588228 1 192 2 8 1 525328 792752 788641 120 9445644 704 8390914 768 400 2369856 1
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=31
num_cat=17
split_feature=2 1 1 2 5 8 0 7 0 0 2 1 1 0 2 1 1 2 3 3 3 0 9 0 1 8 0 0 0 0
split_gain=0.561749 0.310287 0.146948 2.57703 4.90683 3.35699 0.8532 0.670736 0.521759 0.499652 1.28758 1.09425 0.935464 0.386176 0.368833 0.89777 0.520988 0.276308 0.216698 0.238356 0.146334 0.102145 0.096034 0.11369 0.0559053 0.0467668 0.0580043 0.0325824 0.00112448 0.00421407
threshold=0 1 2 3 4 5 1.5000000000000002 6 16.500000000000004 6.5000000000000009 7 8 9 1.0000000180025095e-35 10 11 12 13 10.500000000000002 1.0000000180025095e-35 8.5000000000000018 4.5000000000000009 14 107.50000000000001 15 16 6.5000000000000009 13.500000000000002 27.500000000000004 17.500000000000004
decision_type=9 1 1 9 1 1 2 1 2 2 9 1 1 2 9 1 1 9 2 2 2 2 1 2 1 1 2 2 2 2
left_child=24 20 3 6 5 13 7 -3 9 14 12 -12 -11 -5 15 -4 -16 28 19 -6 -2 -7 23 -19 -1 26 -8 -27 29 -10
right_child=1 2 8 4 18 21 25 -9 17 10 11 -13 -14 -15 16 -17 -18 22 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0 -0.011449299030571507 -0.021165417005634891 0.0033420436814947095 0.0028280080360266035 0 -0.0062923264414010945 0.0059853871597500769 0 0 0.016337937452465399 0.0093969485647072779 -0.0062599570720132842 0 0.043570658186777744 -7.9291273034390856e-05 -0.0013407337547350811 -0.0041062610397214145 -0.015203905728726675 0 -0.015689349252556221 0 0 0 0 -0.012232939098266357 -0.0028489831984494477 0 0 0 0.0013000069183393232
leaf_weight=2.2934737502073403 9.5250501880000211 23.274593495068075 842.84327114065491 25.427869955557981 1.2879844635826945 13.749078913053383 3.02310323837537 2.507285700725336 0.2213899748749103 66.478511291643372 15.593028089439031 118.42655996502435 49.47513012541458 28.5004432965261 2462.0549128191997 622.96335815500061 365.04052141170905 19.521732765417259 0.17901258514029805 18.627587976234281 0.32368735440104579 3.0700058450711358 0.69871902844170719 1.7399938392336469 10.132139170884328 10.14244074378985 1.5328097007077301 1.3902530629857199 1.5170084237179251 1.5886972659500314
leaf_count=1945 87731 125071 499947 66688 4433 28544 8923 8624 183 47663 2683 56699 18862 44314 1014626 328006 290168 16778 395 60359 1329 3382 438 1420 108847 28718 2946 2060 1221 1319
internal_value=0 2.32325e-05 0.000167749 0.00304669 0.0123323 0.0250452 -0.00961747 -0.0175384 0 0.000174712 0.00428214 -0.000973101 0.0106969 0.0319994 -2.3121e-05 0.0011699 -0.000753931 -0.0095837 -0.01217 -0.0138583 -0.00772147 -0.00321047 -0.0112494 -0.0141822 -0.0103524 0 0.00323978 0 0 0.000594557
internal_weight=0 4710.72 4700.88 132.712 90.842 70.7474 41.8705 25.7819 4568.16 4542.88 249.973 134.02 115.954 53.9283 4292.9 1465.81 2827.1 25.2875 20.0946 19.9156 9.84874 16.8191 21.9604 21.2617 12.4256 16.0886 4.55591 11.5327 3.3271 1.81009
internal_count=2864322 2753530 2664470 384457 208115 142928 176342 133695 2280013 2258654 125907 59382 66525 111002 2132747 827953 1304794 21359 65187 64792 89060 31926 18636 18198 110792 42647 11869 30778 2723 1502
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=4308992 1 30 1063524 2 5 1 8403644 512 224 1580864 352 896 1664 1 704 6
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=35
num_cat=20
split_feature=2 1 3 1 2 8 8 9 1 6 2 2 0 9 2 12 0 0 1 0 3 0 2 3 0 3 3 2 0 0 0 2 2 1
split_gain=0.469305 0.316 0.147561 0.141337 1.73024 2.24699 1.46026 1.21739 1.998 1.28923 2.1347 2.02978 1.14484 0.729909 0.624246 1.05059 1.25215 0.946842 0.646629 1.13158 0.464748 0.379215 0.339977 0.496867 0.336874 0.302899 0.295958 0.263951 0.159522 0.13184 0.115777 0.112434 0.0921685 0.0318619
threshold=0 1 8.5000000000000018 2 3 4 5 6 7 8 9 10 1.0000000180025095e-35 11 12 13 5.5000000000000009 8.5000000000000018 14 8.5000000000000018 1.0000000180025095e-35 3.5000000000000004 15 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 16 5.5000000000000009 11.500000000000002 19.500000000000004 17 18 19
decision_type=9 1 2 1 9 1 1 1 1 1 9 9 2 1 9 1 2 2 1 2 2 2 9 2 2 2 2 9 2 2 2 9 9 1
left_child=33 2 -2 4 6 12 22 14 27 11 -11 -10 25 -14 18 17 -17 -16 24 -20 30 31 23 -3 -5 -6 -24 -9 -22 -29 -7 -8 -23 -1
right_child=1 3 -4 7 5 20 21 8 9 10 -12 -13 13 -15 15 16 -18 -19 19 -21 28 32 26 -25 -26 -27 -28 29 -30 -31 -32 -33 -34 -35
leaf_value=0 -0.011563483544357054 0.0061591959205962894 0 0.0067025458186721586 -0.0092063843545354476 0.022948121446182815 0 0 0.0073355504031625239 0.013813263691128775 0 -0.0069017450181908871 0.006979992929194447 -0.00097314865348886725 -0.00035487347888236683 0.011269371573053293 -0.0045137947892359724 -0.0096169403324946352 -0.0089603515322537845 0.0056937469516255921 0.0058102250885893256 0.0035901045291318887 -0.0079546063812342156 -0.0022469997278880983 -0.0016715318234794567 0 0 0.026039523801622583 0 0 0 -0.017403611414565617 -0.0026906042851654703 -0.011183473532102408
leaf_weight=0.29846089542843401 9.5760892857506388 137.24753453826088 0.32586257349612502 36.520983712296584 73.213334621774266 46.284074423199854 19.352571344281387 2.4296369141084142 92.598231003968976 133.32514038466616 255.84825357951922 284.60005930048646 235.0877891595992 92.311054588935804 2164.3037435788501 126.96920987482008 22.298179003497353 93.705567458084261 301.21091680610334 15.389983160042901 115.03042441905927 4.4003166182628775 46.922574937874742 34.337696658083587 106.12687124407967 106.00351675074853 61.630385704054788 30.989304227725373 7.3112376609569756 0.22589129756670345 0.22822384143364516 49.471323857331299 8.2661438247741881 9.5395639788275712
leaf_count=241 89708 96374 1324 33812 70040 36388 8855 1509 20300 27304 43390 52690 121287 12124 1352867 74370 14118 62291 235302 11288 76454 4293 32964 17354 81086 77707 26635 10864 7313 135 255 52281 4481 106726
internal_value=0 5.82158e-06 -0.00781986 0.000151339 0.00118194 0.00429688 -0.00373784 -6.88417e-05 0.00321841 0.0011772 0.00528871 -0.0023763 6.846e-05 0.00400472 -0.00111392 -0.000300533 0.00687733 -0.000991416 -0.00438861 -0.00675637 0.0131042 -0.0129446 0 0.00276741 0 -0.00522837 -0.00346089 0.0193098 0.00465481 0.0219827 0.0225813 -0.0162125 0 -0.00970905
internal_weight=0 4713.54 9.90195 4703.64 1037.1 675.47 361.629 3666.54 800.017 766.372 389.173 377.198 506.616 327.399 2866.53 2407.28 149.267 2258.01 459.249 316.601 168.854 81.4904 280.138 171.585 142.648 179.217 108.553 33.6448 122.342 31.2152 46.5123 68.8239 12.6665 9.83802
internal_count=2864130 2757163 91032 2666131 644805 401568 243237 2021326 156192 143684 70694 72990 281158 133411 1865134 1503646 88488 1415158 361488 246590 120410 69910 173327 113728 114898 147747 59599 12508 83767 10999 36643 61136 8774 106967
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=4210688 1 542 3149476 1 1 1 96 2 3409808 10468 1 336025 1 128 2097696 1062148 2048 1184 64
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=29
num_cat=19
split_feature=2 1 7 1 2 2 8 0 1 0 4 3 8 1 2 12 3 2 0 2 2 1 3 3 0 3 1 2
split_gain=0.510517 0.276328 0.150253 0.835464 0.506936 0.493783 0.375892 0.583373 0.365056 0.262287 0.26204 0.305708 0.210596 0.446795 0.30219 0.257674 0.220207 2.90121 1.97093 1.19443 1.12153 1.55765 1.07294 0.135302 0.133398 0.108853 0.0680065 0.0372954
threshold=0 1 2 3 4 5 6 10.500000000000002 7 9.5000000000000018 8 3.5000000000000004 9 10 11 12 1.0000000180025095e-35 13 9.5000000000000018 14 15 16 2.5000000000000004 8.5000000000000018 2.5000000000000004 2.5000000000000004 17 18
decision_type=9 1 1 1 9 9 1 2 1 2 1 2 1 1 9 1 2 9 2 9 9 1 2 2 2 2 1 9
left_child=26 23 12 4 -4 6 27 -8 25 -10 11 -6 13 14 24 -15 17 18 -14 -19 21 -18 -22 -2 -3 -7 -1 -5
right_child=1 2 3 5 10 8 7 -9 9 -11 -12 -13 16 15 -16 -17 20 19 -20 -21 22 -23 -24 -25 -26 -27 -28 -29
leaf_value=0 -0.010921608594134361 0.011537285061626391 0 -0.0028700789497474394 0.025749813584437162 -0.0017367504248479841 0.016739353344203175 0 -0.012888490251956278 0 0 0 -0.0079447292078421144 -0.015329288004040466 -0.0025338434438419567 0 0.011657321475887921 0.011950223204656283 0.014024373699230114 0.0019562990347008341 -0.0038763222391880411 0.00029276944921222608 0.00014022235239604403 0 0 0.0042093623578428208 -0.011846648081794215 0
leaf_weight=2.249826106155524 9.2909214122046233 5.8395674283965473 2.1484097449720121 5.2759859600046184 10.518116474486304 26.919277044507908 17.077101586633948 1.877059632068266 33.062388822414505 4.1318197989021419 1.4080292458129378 1.427070132202062 351.5416389203474 16.032910975947743 6.1596613578149109 2.2469237027398803 123.75524392279476 161.56528786007675 9.4499426859183568 661.31757308721626 996.51459463542051 723.93913949988928 1511.4156085029472 0.34371771579026322 2.491610991593916 21.744169782352401 9.9124616175085958 3.9937110738210322
leaf_count=1923 87537 2223 4975 2538 13884 17006 11561 1586 26598 3158 4868 703 296272 15964 5525 1658 118246 123806 7110 316028 626771 371302 678237 1380 752 11244 108591 2813
internal_value=0 6.33572e-06 0.000146272 0.00317056 0.0133953 0 0.00542257 0.01018 -0.00482641 -0.00940998 0.0179637 0.0238246 0 -0.00528739 0 -0.0108228 0.000124991 0.00132036 -0.0054315 0.00472919 -0.000215722 0.00274036 -0.00135913 -0.0073234 0.00750952 0 -0.00989986 0
internal_weight=0 4711.49 4701.85 129.583 15.5016 114.082 28.2239 18.9542 85.8577 37.1942 13.3532 11.9452 4572.27 32.7707 14.4908 18.2798 4539.5 1183.87 360.992 822.883 3355.62 847.694 2507.93 9.63464 8.33118 48.6634 12.1623 9.2697
internal_count=2864259 2753745 2664828 100934 24430 76504 18498 13147 58006 29756 19455 14587 2563894 26122 8500 17622 2537772 743216 303382 439834 1794556 489548 1305008 88917 2975 28250 110514 5351
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=4308992 1 1 526 1578125 1588228 1 192 2 8 784 11013634 1 792752 9445644 788641 120 704 2052
is_linear=0
shrinkage=0.1


Tree=91
num_leaves=30
num_cat=22
split_feature=2 1 7 1 0 2 1 4 8 9 2 3 2 2 1 1 0 2 1 0 3 2 0 0 1 2 1 2 1
split_gain=0.491399 0.29336 0.136503 0.774388 0.505879 0.457492 0.478009 0.216952 0.192044 0.387576 0.40739 0.18272 2.38838 0.995474 2.15057 1.72297 0.969871 0.395312 0.17911 0.157664 0.136387 0.11692 0.106628 0.052586 0.0476162 0.0175619 0.0607022 0.00968338 0.00898781
threshold=0 1 2 3 1.5000000000000002 4 5 6 7 8 9 1.0000000180025095e-35 10 11 12 13 10.500000000000002 14 15 14.500000000000002 8.5000000000000018 16 1.0000000180025095e-35 8.5000000000000018 17 18 19 20 21
decision_type=9 1 1 1 2 9 1 1 1 1 9 2 9 9 1 1 2 9 1 2 2 9 2 2 1 9 1 9 1
left_child=24 20 8 4 27 18 23 21 9 10 28 12 17 14 -13 -15 -14 -10 19 -5 -2 -6 -8 -7 -1 26 -11 -4 -3
right_child=1 2 3 5 7 6 22 -9 11 25 -12 13 16 15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30
leaf_value=0 -0.011168607929127017 0.0014563043012162167 0.00011373522006961109 0.014011735497321846 0.020759468552002128 0.0025343334614110887 0 0 0.0024992248598392631 0.0044549341395442926 -0.012561298566380412 0.015202311679685247 -0.0036080318998228307 -0.013535541718652545 0.00034368636879049169 -0.00080927807028101535 0.011000271127053846 0.010713583532258528 0 0 0 0 -0.012174008542889699 -0.00014245916779138726 -0.011495419869745394 0 0 -0.0014523350089653744 0
leaf_weight=2.3464080023404676 9.4001731895568792 2.3789107779957703 2.9421888763608877 6.8300878426052805 5.5136203002293769 51.76259377898532 9.0326665954780747 0.45148779689043195 357.86333736151573 2.1075744680128992 23.995781146648373 69.350753259597695 652.06981405361057 81.390188708272944 1456.1769805946897 1747.5518872133434 11.42480890243314 163.80906754578518 7.1325299263407924 0.56224328035023052 0.35677609097911123 1.2161924209212882 33.681298136412806 5.0370617626758749 9.7143808184218852 1.6273124754661683 1.0002366125700066 5.6451642086685734 1.4799746193966714
leaf_count=1986 89592 1720 7649 6195 4923 28843 9115 1257 100432 319 21834 123013 509597 128530 816535 725700 9109 123946 4304 445 1358 1678 23928 3382 107643 542 213 8881 1462
internal_value=0 9.14206e-08 0.000142589 0.00302429 0.0128478 0 -0.00414293 0.0209222 0 -0.00505117 -0.0102039 0.000122176 0.00121187 -0.000181154 0.00158196 -0.0018137 -0.00242396 0.006192 0.00632359 0.00970214 -0.00755122 0.0224095 -0.00943272 0 -0.00972423 0 0.0020184 0 0
internal_weight=0 4711.79 4702.03 129.807 15.7687 114.038 99.5136 7.1813 4572.23 32.5898 27.8547 4539.64 1185.17 3354.47 1525.53 1828.94 663.495 521.672 14.5249 7.39233 9.75695 6.72981 42.714 56.7997 12.0608 4.73512 3.10781 8.58735 3.85889
internal_count=2864131 2754502 2663552 100600 24388 76212 65268 7858 2562952 26090 25016 2536862 743084 1793778 939548 854230 518706 224378 10944 6640 90950 6601 33043 32225 109629 1074 532 16530 3182
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=4276224 1 1 526 1586180 192 2 8 1 525328 9445646 2885873 56 50 2 304 10488690 704 8390914 768 2369856 400
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=34
num_cat=18
split_feature=2 8 1 1 2 1 0 2 2 0 0 8 2 3 10 2 2 1 3 1 0 9 3 0 8 0 3 0 3 3 0 2 0
split_gain=0.416718 1.57942 0.596501 0.29163 0.314502 0.227592 1.04122 0.717682 0.609377 0.424164 1.0778 1.95794 2.88094 0.450459 0.266309 1.19242 0.572125 0.255716 0.21971 0.108995 0.140081 0.0827262 0.0649297 0.0635736 0.0615374 0.0578824 0.0512084 0.0359788 0.0299463 0.00603889 0.00580854 0.0034861 2.08325e-06
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 16.500000000000004 9.5000000000000018 8 9 1.0000000180025095e-35 10 11 12 13 2.5000000000000004 14 6.5000000000000009 15 11.500000000000002 107.50000000000001 16 18.500000000000004 1.0000000180025095e-35 89.500000000000014 8.5000000000000018 8.5000000000000018 4.5000000000000009 17 2.5000000000000004
decision_type=9 1 1 1 9 1 2 9 9 2 2 1 9 2 1 9 9 1 2 1 2 1 2 2 1 2 2 2 2 2 2 9 2
left_child=1 2 25 4 26 6 7 18 22 10 14 12 -12 -13 16 -16 -7 31 -5 32 -21 23 27 -19 -10 -1 -2 -8 -20 -28 -4 -11 -3
right_child=3 19 30 5 -6 9 8 -9 24 17 11 13 -14 -15 15 -17 -18 21 28 20 -22 -23 -24 -25 -26 -27 29 -29 -30 -31 -32 -33 -34
leaf_value=0.015631265159283328 0.003790106150685103 2.4756463417545238e-05 -0.0014473827464997534 0 -0.011200250888010153 0.0014255725104143739 0.022152266266626097 -0.010687572372279831 0 0.00091522146001826266 0.02489460337935076 0 -0.0045198440193430708 -0.012696409394086207 -0.0040557780743801265 0.0048963613255921645 -0.0011538767758820208 -0.013473218274816257 0.010796095298931246 -0.016477502262948938 0 0 0 0 -0.00367049640336993 0 -0.0013436509708013972 0 0 0 0 0 0
leaf_weight=15.822914783086159 5.6482985415223084 3.9910945079282101 4.4972567799377456 5.1838868339655164 10.675608989531611 1146.7121106398426 19.115142216935062 15.980853573659262 2.3276934688592519 1.6185583141705135 55.102478535831324 3.917640406900321 18.619789221556857 13.502424746024188 152.42719173735532 421.19324078442878 2720.0127956004526 20.842688259108403 1.5894759919046917 59.709692723486114 6.036889320726913 0.70922854205128416 0.13421538920374487 1.8801356576150272 5.6761814512392466 0.17428461799863804 3.4491052102966937 0.07342642528237675 0.13465475592238352 0.23360124010650896 0.72395733504527005 1.6935814366443085 2.3628964466661273
leaf_count=15282 11975 10700 25496 28037 132526 836381 42704 68747 10078 1642 28370 2961 13875 10278 88257 143540 1189076 17947 9850 127290 6822 445 196 1577 26240 150 6982 52 346 217 1562 1694 2862
internal_value=0 -0.00556243 0.00614985 9.50756e-05 -0.00667887 0.00024624 0.00529471 -0.00168532 0.0151204 7.98063e-05 0.000250463 0.00955676 0.0158508 -0.00600588 0 0.0019511 -0.000306147 -0.00838001 0.00445904 -0.0126499 -0.0140199 -0.0101555 0.0179904 -0.012767 0 0.0124798 0 0.0219699 0.0103258 0 -0.000494256 0 0
internal_weight=0 93.319 21.2184 4628.45 20.0066 4608.45 50.2155 22.8889 27.3267 4558.23 4531.49 91.1423 73.7223 17.4201 4440.35 573.62 3866.72 26.7442 6.90802 72.1006 65.7466 23.4321 19.3228 22.7228 8.00387 15.9972 9.331 19.1886 1.72413 3.68271 5.22121 3.31214 6.35399
internal_count=2864157 190164 42490 2673993 151700 2522293 186250 106980 79270 2336043 2312738 55484 42245 13239 2257254 231797 2025457 23305 38233 147674 134112 19969 42952 19524 36318 15432 19174 42756 10196 7199 27058 3336 13562
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=5357696 10 480 3 262146 12 10759176 11018523 5 790298 1 11010656 11014752 528 18 1 6 2370
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=32
num_cat=19
split_feature=2 1 3 7 1 0 2 1 4 1 3 2 1 1 0 2 3 2 3 3 1 9 2 8 0 0 0 0 1 0 2
split_gain=0.496235 0.246508 0.130787 0.115027 0.776222 0.486872 0.430134 0.431789 0.221631 0.193466 0.176459 1.60541 2.05112 0.528835 0.541187 0.511049 0.417671 0.391964 1.27068 0.600954 0.220199 0.217792 1.52311 0.980865 0.144439 0.126235 0.120002 0.105988 0.0559912 0.0469267 0.00783277
threshold=0 1 8.5000000000000018 2 3 1.5000000000000002 4 5 6 7 6.5000000000000009 8 9 10 10.500000000000002 11 10.500000000000002 12 1.0000000180025095e-35 2.5000000000000004 13 14 15 16 14.500000000000002 2.5000000000000004 1.0000000180025095e-35 19.500000000000004 17 8.5000000000000018 18
decision_type=9 1 2 1 1 2 9 1 1 1 2 9 1 1 2 9 2 9 2 2 1 1 9 1 2 2 2 2 1 2 9
left_child=28 2 -2 10 5 30 9 29 27 24 17 12 15 25 -15 -12 -14 18 20 -20 -3 23 -23 -19 -6 -13 -9 -7 -1 -8 -5
right_child=1 3 -4 4 6 8 7 26 -10 -11 11 13 16 14 -16 -17 -18 21 19 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 -31 -32
leaf_value=0 -0.010382374305501341 0.0052284063938159969 0 2.7179325399529762e-05 0.013624858033884064 0.022909220753756714 0.0023711051200855731 0 0 0 0.00051038954453295593 0.0039555083388059589 0.018897931080324615 -0.018017383663894961 0 -0.010402083861519994 0 0.00064945972232873352 -0.012011047524804296 0 0 0.0091183384435744932 -0.00017030685900730285 -0.0036142460482672654 0 -0.0026728620974926271 -0.011931941032981994 0 -0.011591082659190673 -0.00050187863808458656 -0.0013106419080910212
leaf_weight=2.3073149363917764 9.0545212092783895 96.586931731857476 0.3257202745953699 2.9793372193998948 6.9552436303310969 6.579038280138775 51.892219107365236 8.9428428415849321 0.46661257282539637 7.2520920144743268 11.71957983978791 32.412555286893621 85.015524804892266 21.14663904243935 0.37757542674080369 21.346940305898897 11.144902849264325 2475.1834221040563 116.38703740395795 96.309049164075986 5.6400337907289204 169.38115693259169 781.27646081606508 636.00195806651391 0.52921792736742634 10.010861043439943 33.508075845289568 0.21109444038302161 9.768159788754927 5.1633465906779739 5.5797034589922969
leaf_count=2003 87935 53302 1324 7667 6217 6203 28952 9089 1295 4409 12067 16439 43153 12770 282 19572 8315 1568818 102490 65475 13741 24532 151052 467550 437 3394 23907 330 109286 3405 8768
internal_value=0 5.07625e-05 -0.00684592 0.000185473 0.00286138 0.0127494 0 -0.0041376 0.0206724 0.00591183 2.63385e-05 0.00280682 0.00913478 -0.00595915 -0.0123426 -0.00426651 0.0158459 -4.65774e-05 -0.00328203 -0.00789018 0.0034036 0.000160809 0.00149832 -0.000162272 0.00948872 0 -0.0091418 0.0222039 -0.00974969 0 0
internal_weight=0 4709.38 9.38024 4700 130.059 15.8158 114.243 99.5065 7.25675 14.7366 4569.94 193.175 129.227 63.9476 21.5242 33.0665 96.1604 4376.77 314.923 212.696 102.227 4061.84 950.658 3111.19 7.48446 42.4234 42.4509 6.79013 12.0755 57.0556 8.55904
internal_count=2864179 2752890 89259 2663631 100679 24263 76416 65353 7828 11063 2562952 115992 83107 32885 13052 31639 51468 2446960 235008 167965 67043 2211952 175584 2036368 6654 19833 32996 6533 111289 32357 16435
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=21086208 1 1 526 1586180 192 2 304 8652657 128 384 8389152 8401409 964 1 1051784 5 704 2369856
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=34
num_cat=21
split_feature=2 1 7 1 0 10 0 2 3 0 8 2 0 8 1 2 3 6 2 3 6 2 2 1 2 1 0 0 3 1 3 3 8
split_gain=0.371739 0.261853 0.154992 0.755379 0.850314 0.548369 0.599898 0.459755 0.374657 0.369762 0.362027 0.331242 0.182417 0.176379 2.05816 2.80602 2.02216 1.34414 0.785904 0.550707 0.424157 6.93349 5.9214 3.43729 2.04391 1.9999 1.60609 0.152566 0.131746 0.0387072 0.0233007 0.020863 0.0106557
threshold=0 1 2 3 4.5000000000000009 4 20.500000000000004 5 2.5000000000000004 1.0000000180025095e-35 6 7 107.50000000000001 8 9 10 4.5000000000000009 11 12 6.5000000000000009 13 14 15 16 17 18 4.5000000000000009 3.5000000000000004 8.5000000000000018 19 1.0000000180025095e-35 2.5000000000000004 20
decision_type=9 1 1 1 2 1 2 9 2 2 1 9 2 1 1 9 2 1 9 2 1 9 9 1 9 1 2 2 2 1 2 2 1
left_child=29 28 13 4 11 6 -6 8 32 30 -10 27 -11 20 18 16 -16 -17 31 -20 21 26 24 -24 -22 -23 -3 -4 -2 -1 -9 -15 -5
right_child=1 2 3 7 5 -7 -8 9 10 12 -12 -13 -14 14 15 17 -18 -19 19 -21 22 25 23 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34
leaf_value=0 -0.010691327583569601 0.0051536506873487353 0.0097038478790614866 0 0.027323336630935897 0 0 0 0.013836787215847768 -0.010929741636052497 0 -0.0054128619120349629 0 0.0024030506361722441 0.013428849463979976 0 -0.0054079838726856675 -0.017041384068654433 -0.022177801651357059 0 0 -0.0027326236613785379 0.013038421211030219 0 -0.0087062462682541454 -0.017262245105641224 0.022096204519907396 0 0 -0.010158571014694943 0.0024134609396056009 0 -0.0014790740770420537
leaf_weight=0.30639215087285265 9.1896265678697091 467.71003211706739 7.3598877376425644 7.1394938330486184 10.818400004802241 1.088309196391491 1.0320177087123727 3.2184656706813248 4.793270356443827 49.501046797406161 5.7059561697060399 19.156785150746149 0.12722877250052889 6.1286440755357017 169.57011602645343 52.991329284825042 34.35802889054321 59.057580906875955 53.438345163071062 3.0201119554403695 873.42190345677136 1569.4896423568862 476.34556286875522 300.24962328029324 362.68420631742993 77.199571884017132 66.433188467999571 0.86359136404644221 0.3458245550500586 8.9744645647961043 10.0026296354481 2.4370664957677945 8.7080680387298361
leaf_count=246 89758 303990 12040 6102 9377 949 815 2496 3668 24885 4041 21855 118 6555 85538 43796 16363 47471 50192 2256 376085 712958 283132 264767 202411 130578 38264 838 1353 105585 5758 2307 7635
internal_value=0 3.62015e-06 0.000141395 0.00321128 0.010692 0.0210304 0.0241829 -0.000360107 0.00393415 -0.00590711 0.0110619 0 -0.0098163 0 -0.00191502 0.00113381 0.00833012 -0.00873626 -0.0143761 -0.0181709 0.000227885 -0.000644746 0.00131697 0.00803742 -0.00280002 -0.00398488 0.00870137 0.00572251 -0.0071378 -0.00868816 0 0 0
internal_weight=0 4713.59 4704.05 129.515 40.319 12.9387 11.8504 89.1962 26.3468 62.8494 10.4992 27.3803 49.6283 4574.53 381.001 315.977 203.928 112.049 65.0242 56.4585 4193.53 2180.83 2012.7 776.595 1236.11 1646.69 534.143 8.22348 9.53545 9.28086 13.2211 8.56571 15.8476
internal_count=2864182 2758351 2667240 100577 45874 11141 10192 54703 21446 33257 7709 34733 25003 2566663 254478 193168 101901 91267 61310 52448 2312185 1185790 1126395 547899 578496 843536 342254 12878 91111 105831 8254 8862 13737
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=4210688 1 1 558 1 8402532 6 10758408 3 96 12321051 2 8390144 2 8391240 27269706 802 18874442 968 64 12
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=34
num_cat=17
split_feature=2 1 2 1 4 2 3 3 0 0 3 1 4 1 3 2 2 0 8 0 1 3 1 0 8 3 3 0 0 2 0 3 1
split_gain=0.413614 0.207694 0.147018 0.889768 2.16908 0.844667 1.28367 1.10588 0.737069 0.689295 1.49524 2.50851 1.58623 2.4717 1.45209 1.3214 0.832246 0.761497 0.803287 0.685106 2.10012 1.42082 0.558797 0.420784 1.37417 0.597887 0.315222 2.6412 0.83656 0.245068 0.225656 0.117344 0.0738928
threshold=0 1 2 3 4 5 1.5000000000000002 4.5000000000000009 3.5000000000000004 1.5000000000000002 2.5000000000000004 6 7 8 1.5000000000000002 9 10 3.5000000000000004 11 3.5000000000000004 12 6.5000000000000009 13 6.5000000000000009 14 5.5000000000000009 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 15 13.500000000000002 8.5000000000000018 16
decision_type=9 1 9 1 1 9 2 2 2 2 2 1 1 1 2 9 9 2 1 2 1 2 1 2 1 2 2 2 2 9 2 2 1
left_child=32 31 3 8 5 6 -5 -7 26 10 11 14 13 -12 -4 -14 17 18 -11 21 -21 -18 -19 25 -25 -10 28 -28 -3 -6 -31 -2 -1
right_child=1 2 9 4 29 7 -8 -9 23 16 12 -13 15 -15 -16 -17 19 22 -20 20 -22 -23 -24 24 -26 -27 27 -29 -30 30 -32 -33 -34
leaf_value=0 -0.0097166460115155878 0.0043274366361258573 0.00093767412956337424 0 0 0.005370809652391919 0.022378207687666542 -0.0085937962448207113 -0.0084506302963575156 0.010960712769360982 0.016419595028724386 -0.017007042665500179 0.0067881830604780563 0 -0.0091338936047578832 -0.0079976866148846384 -0.0056453096937196618 0.003846156162888532 -0.0011562071741715748 0.0098001695956068252 -0.0049711787811701283 0.011203522289015909 -0.0062984890783231613 0.0066829586883710079 -0.012219634250549201 0.00084210323796602706 -0.014075465556755241 0.0043890542444038469 -0.00032876772252638583 -0.016667994973886154 0 0 -0.010902489428923343
leaf_weight=2.235930298367748 8.7665598993316962 558.00185741063615 452.62098923884787 71.240900020929985 9.972816162149682 233.37891109286375 62.228409304283559 32.254218899695843 205.32503052701941 178.69760747680357 97.310003127829987 106.9765762333036 28.310314748359815 279.37701386451226 155.68245650759491 191.15142949486108 363.12637691342752 97.54098051949768 16.638348994601984 161.60799475375643 122.84759450133424 19.40541506675072 49.570277729522786 81.28657426443533 15.751404668553731 15.496675994567338 90.638047586980974 159.63781891706458 821.67440509844164 22.796369180072364 1.4012410441209784 0.35202948833466585 9.3836184363799457
leaf_count=1922 87217 188709 339368 82158 28565 169422 43557 15657 48072 133204 81687 219703 26782 126043 116135 188653 193776 78800 16173 66055 82890 11046 40698 24337 7005 3455 32545 36292 211542 50903 1219 1342 109188
internal_value=0 1.43554e-05 0.00014342 0.00073294 0.00464155 0.00749108 0.0134599 0.00189625 -6.14791e-05 -0.000336495 -0.00193175 -0.00502241 0.00136037 0.00549998 -0.00145528 -0.00434926 0.0014401 0.00522018 0.00901585 -0.000282265 0.00275475 -0.00331079 0 -0.00437257 0 -0.0065797 0.000661966 -0.00201839 0.00139361 -0.0111846 -0.0127756 -0.00634967 -0.00895234
internal_weight=0 4711.07 4701.95 2381.08 433.273 399.102 133.469 265.633 1947.81 2320.86 1311.43 715.28 596.149 376.687 608.303 219.462 1009.43 342.447 195.336 666.987 284.456 382.532 147.111 317.86 97.038 220.822 1629.95 250.276 1379.68 34.1704 24.1976 9.11859 11.6195
internal_count=2864120 2753010 2664451 943438 391481 310794 125715 185079 551957 1721013 1098371 675206 423165 207730 455503 215435 622642 268875 149377 353767 148945 204822 119498 82869 31342 51527 469088 68837 400251 80687 52122 88559 111110
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=4308992 1 8928267 896 2 8915968 898 2 240 2097680 100 3 812 404 5 9217 704
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=35
num_cat=22
split_feature=2 1 7 2 3 3 0 0 1 1 3 8 1 0 8 1 2 2 12 3 0 2 3 10 2 2 10 0 0 1 3 1 2 2
split_gain=0.426172 0.207866 0.155822 0.713976 0.918563 1.00647 0.85178 0.835758 0.545413 0.485805 0.292279 0.278461 0.38372 0.236712 0.164993 1.79774 3.53154 2.66323 0.529718 0.463577 0.378875 1.26878 2.96177 0.401643 1.72128 0.427863 0.34812 0.324475 0.212653 0.124782 0.119776 0.0487172 0.0330158 0.0150261
threshold=0 1 2 3 1.0000000180025095e-35 3.5000000000000004 12.500000000000002 2.5000000000000004 4 5 3.5000000000000004 6 7 9.5000000000000018 8 9 10 11 12 2.5000000000000004 5.5000000000000009 13 2.5000000000000004 14 15 16 17 2.5000000000000004 16.500000000000004 18 8.5000000000000018 19 20 21
decision_type=9 1 1 9 2 2 2 2 1 1 2 1 1 2 1 1 9 9 1 2 2 9 2 1 9 9 1 2 2 1 2 1 9 9
left_child=31 30 14 4 11 6 -6 8 33 13 -10 12 -4 -9 20 16 19 28 -18 -16 23 26 -23 25 -25 -3 -22 -19 -17 -7 -2 -1 -11 -5
right_child=1 2 3 7 5 29 -8 9 10 32 -12 -13 -14 -15 15 17 18 27 -20 -21 21 22 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35
leaf_value=0 -0.0097952370132214032 0.0010775617496337718 0.0094184898406697234 0.0018870016138489909 0.02418335466525591 0.0020410355626293351 0 0.014570287524328927 -0.019332192071600678 0 0 -0.0072333613301087092 -0.0007690646647607784 0 0.014723315380238335 0.014472427218500309 -0.017171622994629106 -0.010971081091226846 0 0 0.005363933403908297 -0.017079774606118533 0.0042078298859525402 -0.001253086890148816 0.0092020320056897496 -0.0011732336809166281 -0.0015595808229640277 0 0 -0.004584131477678677 0 -0.01082644698560452 -0.0027613878326186647 0
leaf_weight=2.3562234163691755 8.8003342649553815 1962.5588984468577 5.6847036505787401 2.1988857741780521 33.491799132218148 6.0270089494697459 1.695422372984466 13.618551167677653 19.566223272056966 5.0693271920245024 6.7854650332483279 9.5546902749265445 3.3236240250844258 2.7015384071237341 26.615833902229497 108.54371558276398 149.39765500962676 45.162415641203552 11.296218144052544 15.859639713060458 130.90514328319841 116.65072764072647 68.436636556551093 287.38443735729379 218.62053451277097 1386.4196715385087 21.733929805246589 23.249054217376397 0.69970030106196546 10.255321008626199 0.34323184521781591 9.3414873190995404 8.32798701777938 1.2452886897081046
leaf_count=2029 88040 910814 4070 3170 16941 2316 1362 10589 25790 5000 6775 6485 2336 2372 19240 60504 97122 45044 7020 8896 76532 73704 25230 86197 127304 997902 11364 15130 632 4469 1357 109226 7513 1662
internal_value=0 0 0.000119262 0.00319223 0.00879593 0.0150894 0.0209513 -0.00159307 -0.0114185 0.00375512 -0.0141315 0 0.00197849 0.0100327 0 -0.00187592 -0.00809665 0.00404044 -0.0150121 0.00902064 0.000199824 -0.00274159 -0.00795494 0.00055443 0.00311488 5.45601e-05 0.00250417 -0.00697015 0.0129658 0 -0.00639726 -0.0090901 -0.000764059 0
internal_weight=0 4712.22 4703.08 129.546 70.0326 51.4696 35.1872 59.5133 29.7959 29.7174 26.3517 18.563 9.00833 16.3201 4573.53 380.824 203.169 177.655 160.694 42.4755 4192.71 337.726 185.087 3854.98 506.005 3348.98 152.639 68.4115 109.243 16.2823 9.14357 11.6977 13.3973 3.44417
internal_count=2864137 2752882 2663485 100850 37979 25088 18303 62871 37397 25474 32565 12891 6406 12961 2562635 253588 132278 121310 104142 28136 2309047 186830 98934 2122217 213501 1908716 87896 60174 61136 6785 89397 111255 12513 4832
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=21086208 1 1 540162 520 708 12 618 3 352 2098704 10228131 1 2632408 1 3672706 1575590 1 148 704 1048720 2359648
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=34
num_cat=17
split_feature=2 1 3 7 1 3 12 2 2 3 8 0 0 0 0 3 2 0 0 2 2 1 3 1 8 0 0 3 1 0 0 2 8
split_gain=0.346203 0.216475 0.116346 0.105624 0.696615 0.795251 1.46182 0.452911 0.435016 0.362251 0.367546 0.361584 0.298973 0.182726 0.134893 0.1241 1.50725 1.19629 2.95902 0.827075 0.357487 0.892175 1.44318 0.524848 1.8262 0.445323 0.434342 0.153807 0.0802369 0.0446026 0.0377427 0.0151139 0.0108639
threshold=0 1 8.5000000000000018 2 3 1.5000000000000002 4 5 6 2.5000000000000004 7 1.0000000180025095e-35 20.500000000000004 107.50000000000001 8.5000000000000018 6.5000000000000009 8 1.5000000000000002 2.5000000000000004 9 10 11 2.5000000000000004 12 13 12.500000000000002 1.0000000180025095e-35 19.500000000000004 14 11.500000000000002 13.500000000000002 15 16
decision_type=9 1 2 1 1 2 1 9 9 2 1 2 2 2 2 2 9 2 2 9 9 1 2 1 1 2 2 2 1 2 2 9 1
left_child=28 2 -2 15 5 6 12 29 9 32 -11 -10 -5 -13 -9 20 27 19 -19 -18 23 26 -23 24 -3 -25 -22 30 -1 -7 -17 -8 -6
right_child=1 3 -4 4 8 7 31 14 11 10 -12 13 -14 -15 -16 16 17 18 -20 -21 21 22 -24 25 -26 -27 -28 -29 -30 -31 -32 -33 -34
leaf_value=0 -0.0099121329653702045 0.0076089203110490562 0 0.027647762584876629 0 0.0080362046807938969 0 -0.011385603321959098 0 0.013520510161567446 0 -0.010913349330690429 0 0 0 0.023056339444707499 0.0015689885179333278 0.023039223215412418 -0.0058953122138413767 -0.010945455387671783 0.0023245954219870521 -0.012274793718673167 0.0014769516969637014 -0.00020685247572902778 -0.0092614088971263407 0.0088807660492539933 -0.0014939769802102831 0 -0.010222563084185994 0 0 -0.0018363241629215151 -0.0014933498969488576
leaf_weight=2.2081046964158304 8.8506848715715023 274.49847957948805 0.3753615123714561 15.409044107937005 7.2829630550550064 4.2346799982078664 3.5987175404152367 10.59077480805354 13.275961798819479 4.9177048509882297 5.7652024451672315 49.486484143402777 0.48838406748836938 0.12400430277921159 1.426163547876057 11.421484780228633 21.002345902415982 29.244688092469005 39.981117907598673 92.220194750350856 391.50322104949009 146.63098501191052 64.54753065854311 2545.8044935121725 31.576586741388383 25.066916328047228 899.54054231880764 0.30880736373365003 9.0096334520585497 0.28276407202065446 0.07372249546460885 4.8207087599439546 8.7149547086010006
leaf_count=1904 89265 204694 1397 18926 6198 4155 2655 13350 8215 3750 4106 24859 432 116 1086 7331 15471 15328 21345 55943 303672 257407 91965 1029763 25957 19904 513778 289 107465 261 78 5382 7667
internal_value=0 0 -0.0065541 0.000102854 0.00262636 0.00995866 0.0177445 0 -0.000647173 0.00341187 0.0105588 -0.00594207 0.0262893 -0.00979608 -0.00779504 0 0.00230829 -0.000445529 0.00657481 -0.00734171 -0.000102295 -0.00138589 -0.00688143 0.000475264 0.00413232 0 -8.18063e-05 0.0176965 -0.00823801 0.00554428 0.0228376 0 0
internal_weight=0 4713.07 9.22605 4703.84 130.419 40.8512 24.3169 16.5344 89.5673 26.6808 10.6829 62.8865 15.8974 49.6105 12.0169 4573.42 194.252 182.448 69.2258 113.223 4379.17 1502.22 211.179 2876.95 306.075 2570.87 1291.04 11.804 11.2177 4.51744 11.4952 8.41943 15.9979
internal_count=2864114 2754745 90662 2664083 101158 46247 27395 18852 54911 21721 7856 33190 19358 24975 14436 2562925 115785 108087 36673 71414 2447140 1166822 349372 1280318 230651 1049667 817450 7698 109369 4416 7409 8037 13865
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=4276224 1 1 558 1 3942400 8402532 6 8389121 787652 3673486 898 72 3 704 18 12
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=28
num_cat=18
split_feature=2 1 3 7 1 2 2 1 4 3 1 0 8 1 2 2 3 2 0 2 2 1 3 0 0 0 1
split_gain=0.326084 0.210398 0.120948 0.111243 0.66969 0.503948 0.361886 0.393745 0.220533 0.299476 0.188401 0.144024 0.126597 0.388188 0.311102 0.253706 0.188329 2.11531 1.72386 0.800565 0.774497 2.24489 1.44849 0.124595 0.116654 0.0489655 0.0368948
threshold=0 1 8.5000000000000018 2 3 4 5 6 7 3.5000000000000004 8 14.500000000000002 9 10 11 12 1.0000000180025095e-35 13 9.5000000000000018 14 15 16 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 8.5000000000000018 17
decision_type=9 1 2 1 1 9 9 1 1 2 1 2 1 1 9 9 2 9 2 9 9 1 2 2 2 2 1
left_child=26 2 -2 12 5 -5 10 25 9 -7 11 -6 13 14 23 -15 17 18 -14 -19 21 -18 -22 -3 -9 -8 -1
right_child=1 3 -4 4 6 8 7 24 -10 -11 -12 -13 16 15 -16 -17 20 19 -20 -21 22 -23 -24 -25 -26 -27 -28
leaf_value=0 -0.0098584912325165031 0.011591287977166647 0 0 0.013030763600012988 0.023698535250642742 0.0024189404171837273 0 0 0 0 0 -0.007000195526724891 0 -0.0024770185052256002 -0.012894084857652961 0.01208676199761506 0.010046502961931957 0.013466821505921345 0.0017068222222839454 -0.0060466243140200951 0 0 0 -0.01134529422861315 -0.00055154550745140356 -0.0095884370349998381
leaf_weight=0.33497107835137285 8.827567561320393 5.8218748161889362 0.34131750151573292 2.2296650710777612 7.1489070811367128 11.18255191724529 51.85449009865988 8.900525096090858 1.3808714989390871 1.4780261675186928 7.2936393842246598 0.55643118650186796 347.67808035632515 3.5688904385460773 6.1329456732710232 13.930914641474379 140.95599123372267 165.94296493029742 9.6423997241290618 663.02173424675766 475.08326159734133 859.32180121858983 1881.4872674651951 2.444069447054062 33.089911685252446 5.181058844929793 8.6656625311934441
leaf_count=253 89675 2223 1361 5021 6419 13917 28978 9038 4844 691 4374 454 296458 3964 5602 13376 136804 124169 7238 315525 305019 435435 918509 728 24110 3407 106550
internal_value=0 0 -0.00644545 0.000113668 0.00270613 0.0118268 0 -0.00380472 0.016443 0.0217247 0.00540431 0.00898039 0 -0.00413699 0 -0.00961088 8.79431e-05 0.00119953 -0.00455542 0.00410712 -0.000223193 0.00194825 -0.00128627 0.0076545 -0.00862969 0 -0.00816593
internal_weight=0 4714.5 9.16889 4705.33 130.296 16.2711 114.025 99.026 14.0414 12.6606 14.999 7.70534 4575.03 31.8987 14.3989 17.4998 4543.13 1186.29 357.32 828.965 3356.85 1000.28 2356.57 8.26594 41.9904 57.0355 9.00063
internal_count=2864142 2757339 91036 2666303 101253 24473 76780 65533 19452 14608 11247 6873 2565050 25893 8553 17340 2539157 743390 303696 439694 1795767 572239 1223528 2951 33148 32385 106803
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=4210688 1 1 526 1578125 1586180 192 2 304 8 784 11013634 8388880 792752 9511180 2885793 120 64
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=40
num_cat=20
split_feature=2 1 1 0 2 2 3 8 0 3 0 0 2 1 1 3 8 2 1 10 3 2 8 0 2 3 3 3 8 7 9 0 8 3 3 3 3 0 3
split_gain=0.327531 0.566039 0.211458 2.09563 3.39475 1.8378 0.648687 0.6105 0.440878 0.393945 0.366135 0.365011 0.925148 1.46991 1.34866 1.50762 0.308147 0.307221 1.95489 1.71349 0.341219 1.12459 1.00413 0.224554 0.220666 0.211809 0.182958 0.165317 0.142946 0.630557 0.0858128 0.0875764 0.0632355 0.267031 0.0554401 0.0495869 0.041221 0.0367628 0.0345539
threshold=0 1 2 1.5000000000000002 3 4 1.5000000000000002 5 16.500000000000004 8.5000000000000018 2.5000000000000004 6.5000000000000009 6 7 8 1.0000000180025095e-35 9 10 11 12 1.5000000000000002 13 14 3.5000000000000004 15 8.5000000000000018 4.5000000000000009 1.5000000000000002 16 17 18 107.50000000000001 19 1.0000000180025095e-35 8.5000000000000018 3.5000000000000004 19.500000000000004 115.50000000000001 4.5000000000000009
decision_type=9 1 1 2 9 9 2 1 2 2 2 2 9 1 1 2 1 9 1 1 2 9 1 2 9 2 2 2 1 1 1 2 1 2 2 2 2 2 2
left_child=1 32 3 4 27 6 7 23 11 37 -9 17 13 25 16 -16 -14 18 26 -20 22 -22 -19 -5 -10 -13 -4 -2 -6 -30 31 -26 33 -1 -15 -7 -29 -8 -34
right_child=2 -3 8 5 28 35 9 10 24 -11 -12 12 14 34 15 -17 -18 20 19 -21 21 -23 -24 -25 30 -27 -28 36 29 -31 -32 -33 38 -35 -36 -37 -38 -39 -40
leaf_value=0.010500567247621757 0 -0.013252282883464179 0.0010299132051210984 0 0 -0.0057931770851014372 0.036153389916338291 0 0 0 -0.010281275118988575 0.019045346301533459 0.009354852807797364 -0.0027334954204041085 0.0033443597231746394 -0.016115969612539787 0 -0.00010550560309455561 -0.019718714650128508 0.0016789412760474149 -0.0021747738097332276 0.0027899789324411493 0.0051942284775311921 0.015818976805451863 -0.014062704413940051 0 -0.0029897424478853348 0.019439813154966838 -0.023806761768188855 0 0 0 -0.0029705839041625471 0 0 0 0 0 0
leaf_weight=1.6730270372645466 11.479076918058128 14.177192817862307 533.85924589623846 2.5870523432067785 5.1638612915530757 7.1511209069649322 12.595286050451245 3.6674942198642446 3.5492711655388121 0.47470414724375665 14.579437057020185 62.301029648224358 51.968879401887534 45.842509248999704 18.329429104996962 63.948566471517552 7.8865869835135518 1073.9640078927259 77.063968297858082 15.225972073236333 1482.6230848047089 580.28262148716567 431.21510240679891 5.3983922292445641 18.864775750727862 0.51690295329899427 107.77213417855819 8.511785591117583 40.864520421568159 4.0549763741182678 0.70850837745820783 1.8000235915824294 9.1573643975752912 1.6687387492456762 0.23200888957944599 1.5521526636657652 0.097421860074974442 0.043145575968083771 1.027474311631521
leaf_count=2203 34611 110110 323959 4598 15520 15639 20893 7328 3541 542 22973 44468 12549 18943 10897 38229 2960 558223 126657 13207 637475 289816 268379 7695 17585 462 51582 25640 149453 9322 439 1496 10379 2230 122 2597 104 32 1278
internal_value=0 -0.00696572 0 0.00363666 -0.00417576 0.0165754 0.022234 0 -6.91312e-05 0.0345176 -0.00386583 0 0.00352705 0.00923865 -0.000463252 -0.00860696 0.00669035 -0.000188625 -0.00202399 -0.0131169 0.000124521 -0.000611965 0.00132237 0.0104444 -0.00898195 0.0165939 0 0.0131623 -0.0167533 -0.0187551 -0.0103996 -0.01317 0 0.00381968 -0.000355295 -0.00350044 0.0191383 0.0360156 0
internal_weight=0 27.7038 4696.18 118.22 70.1716 48.0488 39.3455 26.2324 4577.95 13.1131 18.2469 4553.03 251.026 108.892 142.133 82.278 59.8555 4302.01 733.921 92.2899 3568.08 2062.91 1505.18 7.98544 24.9226 62.8179 641.631 20.0883 50.0834 44.9195 21.3733 20.6648 13.5266 3.34177 46.0745 8.70327 8.60921 12.6384 10.1848
internal_count=2864136 126200 2737936 316947 234650 82297 64061 42594 2420989 21467 30301 2397928 128630 63995 64635 49126 15509 2269298 515405 139864 1753893 927291 826602 12293 23061 44930 375541 60355 174295 158775 19520 19081 16090 4433 19065 18236 25744 20925 11657
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=22069248 226 28 11273353 798066 6 8403132 224 768 5 270493 898 1 10486050 1 1664 4 1 1 10
is_linear=0
shrinkage=0.1


Tree=100
num_leaves=27
num_cat=16
split_feature=2 1 3 8 2 0 3 10 0 1 0 2 2 8 0 0 2 3 2 2 3 1 3 1 1 1
split_gain=0.290859 0.201378 0.118255 0.0858407 1.25272 0.408092 0.45616 0.331643 0.314705 0.279006 2.30391 2.06106 1.58472 0.610613 0.414524 0.533784 0.972224 0.341184 0.340545 0.255272 0.203135 0.192053 0.15886 0.107962 0.0410666 0.00120661
threshold=0 1 8.5000000000000018 2 3 8.5000000000000018 4.5000000000000009 4 107.50000000000001 5 1.0000000180025095e-35 6 7 8 16.500000000000004 7.5000000000000009 9 1.5000000000000002 10 11 11.500000000000002 12 3.5000000000000004 13 14 15
decision_type=9 1 2 1 9 2 2 1 2 1 2 9 9 1 2 2 9 2 9 9 2 1 2 1 1 1
left_child=24 2 -2 4 5 6 21 8 23 10 11 17 20 -13 15 18 -17 -5 -11 25 -12 -3 -14 -6 -1 -16
right_child=1 3 -4 9 7 -7 -8 -9 -10 14 12 13 22 -15 19 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27
leaf_value=0 -0.0096106997247877926 0 0 0 0 0 0 0 0 -0.0019465648716398363 0.023917208520001759 0 -0.0060389349737159691 -0.020131461796568512 0.00053743524635094827 0.0097397977574647885 -0.0017735247971786918 0.014936347648305828 0.00039012861961356733 -0.010371386164426618 0 0.014828668351288973 0 -0.018470782024997554 -0.0091618926077421791 0
leaf_weight=0.32626148403505795 8.7211341352722229 5.9333740246875095 0.33641102453839344 5.9762496615730907 6.3609103713424702 2.3913704241713267 2.6812465740222242 2.127161070668083 0.12559295707614992 711.80701201284683 49.879729689389023 3.8292431008349013 15.761384008164898 32.613961345790813 1.7748595466255208 118.02584044738614 56.595378542442631 5.6711464314066689 3618.1418935389593 20.238900466400086 0.3844519765698341 17.42880918386437 2.8606316762379711 21.300639287070233 8.4371775848867365 1.563155975789414
leaf_count=248 90032 3261 1394 20240 6633 1821 1341 1780 107 422970 91485 11770 38600 120026 1473 53257 39469 22433 1768463 18239 419 10209 7041 24032 105813 1609
internal_value=0 2.50915e-05 -0.00623311 0.000152848 -0.00251834 0.00507589 0.010472 -0.012802 -0.0169933 0.000271648 0.00445837 -0.00652717 0.0152657 -0.0162845 5.97277e-05 0.000227481 0.00521855 0.00842499 0 -0.00856124 0.0207396 0.0141653 -0.00106563 -0.0185466 -0.00771916 0
internal_weight=0 4712.53 9.05755 4703.47 58.3491 28.4348 26.0434 29.9143 27.7871 4645.12 116.977 48.0906 68.8862 36.4432 4528.15 4504.57 174.621 11.6474 4329.95 23.5769 50.2642 23.3622 18.622 27.6615 8.76344 3.33802
internal_count=2864165 2758104 91426 2666678 49184 16632 14811 32552 30772 2617494 312014 174469 137545 131796 2305480 2284159 92726 42673 2191433 21321 91904 13470 45641 30665 106061 3082
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=4210688 1 8 9967746 1 28 10757249 787835 4 9185438 25436305 1664 268 260 64 160
is_linear=0
shrinkage=0.1


Tree=101
num_leaves=32
num_cat=19
split_feature=2 1 7 0 2 2 8 3 1 1 3 3 3 2 1 2 2 1 0 2 3 3 8 1 2 2 3 0 1 3 3
split_gain=0.293291 0.168003 0.114776 0.609239 1.80758 0.934381 1.19056 0.424031 0.380057 0.151426 0.189505 0.131567 0.126569 1.39546 0.623044 2.98207 1.11328 0.391676 0.310837 0.299153 1.00658 0.465399 0.190754 0.180725 1.71999 0.986692 0.107877 0.0921651 0.0447386 0.0346252 0.00201492
threshold=0 1 2 4.5000000000000009 3 4 5 1.5000000000000002 6 7 8.5000000000000018 1.0000000180025095e-35 6.5000000000000009 8 9 10 11 12 7.5000000000000009 13 1.0000000180025095e-35 2.5000000000000004 14 15 16 17 8.5000000000000018 20.500000000000004 18 8.5000000000000018 2.5000000000000004
decision_type=9 1 1 2 9 9 1 2 1 1 2 2 2 9 1 9 9 1 2 9 2 2 1 1 9 9 2 2 1 2 2
left_child=28 26 12 5 7 11 8 27 -7 -6 -11 -4 19 17 15 -15 -16 18 -14 20 22 -22 -3 24 -21 -25 -2 -5 -1 -13 -9
right_child=1 2 3 4 9 6 -8 30 -10 10 -12 29 13 14 16 -17 -18 -19 -20 23 21 -23 -24 25 -26 -27 -28 -29 -30 -31 -32
leaf_value=0 -0.008943737996173139 0.0047101180201964254 0 0.028371872682442803 0 0.0099564201352753054 -0.013169946066757582 0 0 -0.011552213439831746 0 0.012135737518520482 0.020936554257050512 0.019461150681526523 0.0015833783065208114 -0.010713412858918647 -0.012632826033769536 0 0 -0.0038505604765957237 -0.010756764744416312 0 0 0.0026153199519303961 0.0042607988425106495 -0.0013709996363532528 0 0 -0.0092349472289249123 0 0.00073116499156109156
leaf_weight=0.3044053018966224 8.437519340268409 94.407155679942662 5.3103696523830903 12.04325428988159 0.55539863538251666 8.18221876319876 56.554784360781923 3.6750665427898621 7.6611654522130275 11.804499513447803 0.099550815342809851 15.433691884361902 31.960141071554972 24.398669439686273 42.531814351117646 19.283036411521607 65.091898854203464 10.187024570317588 0.69540237379260261 340.07559200872129 114.33603937559019 96.239838024310302 8.5348850790360284 795.9942137431799 692.59658363667768 2237.4885923378051 0.34436496391572369 1.0212035351869406 8.4761860952175958 0.13633440194826185 7.6900761492433958
leaf_count=239 88147 60279 5853 8579 487 6875 46201 2339 5855 8848 86 10966 22882 13386 21681 10009 40822 6526 540 323962 101993 65451 6578 405750 429658 1056470 1388 788 107340 126 4042
internal_value=0 1.97062e-05 0.000141626 0.00278592 0.0104722 0 -0.00676277 0.0193924 0.00378734 -0.00474596 -0.00756974 0.00830911 0 0.0023567 -0.00145725 0.00380189 -0.00607578 0.013363 0.0168958 -6.86192e-05 -0.00289798 -0.00707637 0.00284272 0.000102748 0.00126594 -0.000206946 -0.00570324 0.0276491 -0.00775156 0.0117999 0
internal_weight=0 4712.77 4703.99 130.168 36.889 93.2786 72.3982 24.4296 15.8434 12.4594 11.9041 20.8804 4573.82 194.148 151.305 43.6817 107.624 42.8426 32.6555 4379.67 313.518 210.576 102.942 4066.15 1032.67 3033.48 8.78188 13.0645 8.78059 15.57 11.3651
internal_count=2864146 2756567 2667032 101045 25169 75876 58931 15748 12730 9421 8934 16945 2565987 115846 85898 23395 62503 29948 23422 2450141 234301 167444 66857 2215840 753620 1462220 89535 9367 107579 11092 6381
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=4243456 1 1 8918454 1325568 4 618 516 8389153 596 525648 2359430 440 8401409 3 154 526636 526604 64
is_linear=0
shrinkage=0.1


Tree=102
num_leaves=36
num_cat=22
split_feature=2 1 3 7 2 8 3 1 0 1 1 1 3 3 0 8 2 1 3 3 0 0 2 3 0 3 10 2 2 1 2 1 2 2 1
split_gain=0.274886 0.179405 0.108367 0.104491 0.597336 0.940452 0.877254 0.676046 0.569071 0.508363 0.480249 0.351752 0.334765 0.169358 0.136314 0.118929 1.55917 2.14911 1.64556 0.83885 0.65143 0.451297 1.10868 2.04474 0.333016 0.300932 0.299953 1.57059 0.356725 0.222896 0.11639 0.0353817 0.0201849 0.0112041 0.00299751
threshold=0 1 8.5000000000000018 2 3 4 3.5000000000000004 5 2.5000000000000004 6 7 8 3.5000000000000004 1.0000000180025095e-35 13.500000000000002 9 10 11 4.5000000000000009 4.5000000000000009 3.5000000000000004 5.5000000000000009 12 2.5000000000000004 8.5000000000000018 1.0000000180025095e-35 13 14 15 16 17 18 19 20 21
decision_type=9 1 2 1 9 1 2 1 2 1 1 1 2 2 2 1 9 1 2 2 2 2 9 2 2 2 1 9 9 1 9 1 9 9 1
left_child=31 2 -2 15 5 10 7 -7 9 33 13 30 -11 -5 -12 21 17 25 -19 20 -18 26 24 -24 -23 -17 28 -28 -3 -21 -10 -1 -13 -6 -8
right_child=1 3 -4 4 8 6 34 -9 11 12 14 32 -14 -15 -16 16 19 18 -20 29 -22 22 23 -25 -26 -27 27 -29 -30 -31 -32 -33 -34 -35 -36
leaf_value=0 -0.0091639085425732226 0.0011463263678459827 0 0 0.0016273653445454212 0 0 0.022463844379578754 0 -0.018404869253441227 -0.012072816890382429 0 0 0.0077152336675241559 0 0 -0.015868117925839385 0.01235605384757802 -0.0044370946257654828 0.0067731858464211399 0 0.0056136901554280283 -0.015510116537638945 0.0016833005843494603 -0.00063181660971333635 -0.014928396382936535 -0.00093689565139853156 0.0091651474262186509 -0.00087027501572838365 -0.0008786378076362138 0.01035516109002399 -0.0088866642442508061 -0.0021850183109123739 0 -0.00080416967751598253
leaf_weight=0.36555493078776635 8.5306883864086558 1813.1543057006602 0.36211783541512055 2.3856947764797942 2.3064640890079318 9.5859639277477982 3.212762530616601 28.523976989439689 1.0261234546487683 17.781073836085859 15.429894189343031 5.2903089810642996 6.5494326108637315 8.9240492908502329 0.42534748718026172 11.644413737027206 92.250266116750936 166.12085988199397 33.706269479149341 7.7550894540763693 28.675918027074658 95.577225800814631 113.93805023683672 70.869288571775542 58.385895822502789 29.898925097986648 313.54946493021725 194.00991323569178 1535.1263822206456 9.4103893370556779 13.4444547818548 8.2908834333602464 8.0403464338814974 1.1010694968863393 6.3516147532063751
leaf_count=269 89807 876897 1394 1593 3253 4763 1092 18901 944 24220 8490 5041 6735 3253 362 9736 91318 76609 15569 6769 20759 49730 73482 26762 37540 25578 106172 107880 1033775 6790 11001 105849 6946 1424 3422
internal_value=0 7.60067e-06 -0.00591716 0.000131825 0.0026515 0.00771271 0.0138729 0.0202097 -0.00167972 -0.0099867 -0.000455191 0.00200918 -0.0129822 0.00312752 -0.00879139 0 -0.00155732 0.00241864 0.00767473 -0.00917376 -0.0126804 0.000201536 -0.00301975 -0.00784095 0.00179987 -0.0105474 0.000583406 0.0028155 0.000134248 0 0.00827344 -0.00751622 -0.000647397 0 0
internal_weight=0 4713.34 8.89281 4704.45 130.379 74.8393 47.6743 38.1099 55.5393 27.738 27.165 27.8012 24.3305 11.3097 15.8552 4574.07 379.462 241.37 199.827 138.092 120.926 4194.61 338.77 184.807 153.963 41.5433 3855.84 507.559 3348.28 17.1655 14.4706 8.65644 13.3307 3.40753 9.56438
internal_count=2864125 2758007 91201 2666806 101440 41876 28178 23664 59564 35632 13698 23932 30955 4846 8852 2565366 253128 127492 92178 125636 112077 2312238 187514 100244 87270 35314 2124724 214052 1910672 13559 11945 106118 11987 4677 4514
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=4210688 1 1 8928770 1 132 520 660 196 3 12321043 104 2632285 1 3738306 10289830 192 2097160 64 1048720 2359648 132
is_linear=0
shrinkage=0.1


Tree=103
num_leaves=33
num_cat=18
split_feature=2 1 3 7 1 0 10 0 3 2 3 2 2 0 8 2 1 1 0 9 3 0 2 3 3 0 2 2 3 3 1 8
split_gain=0.319476 0.141273 0.105391 0.0872046 0.591122 0.823404 0.533824 0.515703 0.434919 0.425969 0.439787 0.353981 0.330032 0.142782 0.122658 1.40839 1.39275 1.37792 1.4019 1.38168 0.763146 0.326764 0.835444 1.0411 0.413203 0.283563 2.24604 0.261235 0.240046 0.078365 0.0616172 0.00512708
threshold=0 1 8.5000000000000018 2 3 4.5000000000000009 4 20.500000000000004 1.0000000180025095e-35 5 6.5000000000000009 6 7 2.5000000000000004 8 9 10 11 7.5000000000000009 12 8.5000000000000018 5.5000000000000009 13 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 14 15 3.5000000000000004 8.5000000000000018 16 17
decision_type=9 1 2 1 1 2 1 2 2 9 2 9 9 2 1 9 1 1 2 1 2 2 9 2 2 2 9 9 2 2 1 1
left_child=30 2 -2 14 5 12 7 -7 11 29 -11 31 13 -5 21 16 28 19 -19 -17 -18 25 23 -23 -24 27 -27 -3 -16 -10 -1 -6
right_child=1 3 -4 4 8 6 -8 -9 9 10 -12 -13 -14 -15 15 17 20 18 -20 -21 -22 22 24 -25 -26 26 -28 -29 -30 -31 -32 -33
leaf_value=0 -0.00849511171032683 0.00089408018169448943 0 0.0091835535360617546 0.001111010277352952 0.025274117905779617 0 0 -0.0064351266799437951 0.0099629515762808766 0 -0.011632370531675595 -0.005777669969107644 0 0 0.01260650863062367 -0.021408454740300734 -0.0096561072379462987 0.0093740801025332613 -0.0028077314974651341 0 -0.012748308775086207 0.0079449981752902164 0 -7.8897016594817561e-05 -0.0077683736530343734 0.011989873282085979 -0.0008080596221208625 0.0081820210133837206 0 -0.0097097437901703058 0
leaf_weight=2.3076651282899547 8.2490796293004678 2475.9802127033909 0.31597076608159191 6.6221509676761325 1.5368548012047538 11.481927503193216 1.1616246895573556 0.96615912050765551 10.59683576035604 55.295216517475637 2.5160564901016178 17.670141620998042 19.382635850048249 1.8315544821889487 19.362465839862129 124.99839068342953 58.983107439868036 121.34302792669041 11.12086114224803 35.609184733650181 1.2437688088757557 101.38445145190235 40.28633965789777 67.579612740613811 127.68526729298173 43.284666058134462 106.84087127058592 1230.0208719797938 6.9685094237283911 0.30321185287903141 8.7312830299415491 1.3967539427394515
leaf_count=1973 87690 1276374 1340 11045 1287 9935 996 820 8987 28109 1838 12888 22046 1834 20447 61457 66688 81629 7362 6625 1051 63668 23117 24956 74735 20486 43117 783791 7111 306 109411 1422
internal_value=0 0 -0.00528219 0.000110284 0.00240502 0.00914723 0.0191559 0.0224221 -0.000451393 0.0010751 0.00611092 -0.00917909 0 0.00521556 0 -0.00159876 -0.0107836 0.00118251 -0.004499 0.00732662 -0.0172558 0.000190732 -0.00253306 -0.00706081 0.00118278 0.000524134 0.00451694 0.000247119 0.000976102 -0.0037641 -0.00791659 0
internal_weight=0 4712.02 8.56505 4703.45 130.761 41.4461 13.6097 12.4481 89.3151 68.7113 57.8113 20.6038 27.8363 8.45371 4572.69 379.629 86.5579 293.071 132.464 160.608 60.2269 4193.06 336.936 168.964 167.972 3856.13 150.126 3706 26.331 10.9 11.0389 2.93361
internal_count=2864541 2753157 89030 2664127 101513 46676 11751 10755 54837 39240 29947 15597 34925 12879 2562614 252370 95297 157073 88991 68082 67739 2310244 186476 88624 97852 2123768 63603 2060165 27558 9293 111384 2709
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=21086208 1 1 558 1 11796681 9437248 10758408 3 8940 136 790 1 1316258 2104393 9440494 704 12
is_linear=0
shrinkage=0.1


Tree=104
num_leaves=27
num_cat=17
split_feature=2 1 3 8 2 0 3 10 0 1 3 0 2 4 2 0 0 2 2 2 1 3 2 1 1 1
split_gain=0.296618 0.135464 0.100492 0.0748344 1.08706 0.378221 0.432454 0.321818 0.294511 0.258924 2.14996 1.39923 1.12059 0.936108 0.337338 0.314407 0.483 0.892869 0.274441 0.27097 0.216271 0.166155 0.125731 0.0999545 0.0382098 0.00244599
threshold=0 1 8.5000000000000018 2 3 8.5000000000000018 4.5000000000000009 4 107.50000000000001 5 2.5000000000000004 1.0000000180025095e-35 6 7 8 16.500000000000004 7.5000000000000009 9 10 11 12 8.5000000000000018 13 14 15 16
decision_type=9 1 2 1 9 2 2 1 2 1 2 2 9 1 9 2 2 9 9 9 1 2 9 1 1 1
left_child=24 2 -2 4 5 6 20 8 23 10 11 14 -13 21 -5 16 18 -18 -11 25 -3 -12 -15 -6 -1 -17
right_child=1 3 -4 9 7 -7 -8 -9 -10 15 13 12 -14 22 -16 19 17 -19 -20 -21 -22 -23 -24 -25 -26 -27
leaf_value=0 -0.0083532506865858953 0 0 0 0 0 0 0 0 -0.0020331626252621787 0.028344920776704599 0.012360044771005833 -0.0046953245907011953 0.0034456355843381151 -0.015965536911878981 0.00076606094593300569 0.0092543114871845005 -0.0016811817763228772 0.00024433194015889673 -0.009798171006583185 0.014307097023039811 0 -0.0038120870102324035 -0.017728540280919997 -0.0092249925082067783 0
leaf_weight=0.33975610497873276 8.1898788935177436 6.0309185584483203 0.33874199425190532 12.020770493640155 6.3870780052093323 2.4650625104695782 2.7098626758233868 2.0982229895489608 0.14775667950743709 568.97588701124187 13.627786377059236 36.529757165502815 16.658332522885757 7.3669128987003205 23.067659527459909 1.6801116334099786 118.72087144086254 56.505478918086737 3763.643603480773 19.856394767484748 17.688636574755957 0.26055150677712013 7.822011998083326 20.748516286061211 8.4708142969757283 1.4658312409301291
leaf_count=261 88152 3311 1386 17779 6622 1866 1341 1792 118 350315 17079 60771 44739 33898 109565 1453 53216 39634 1841497 18132 10216 285 27447 23821 107867 1576
internal_value=0 0 -0.00521109 8.80781e-05 -0.00244854 0.00436991 0.00971075 -0.0121314 -0.016262 0.000204491 0.00420754 -0.00193948 0.00456654 0.0201679 -0.0139699 0 0.000153776 0.00490487 -2.01608e-06 -0.00756934 0.0133999 0.0275827 0 -0.0177955 -0.00780834 0
internal_weight=0 4715.01 8.52862 4706.48 58.2761 28.8945 26.4294 29.3816 27.2834 4648.2 117.354 88.2765 53.1881 29.0773 35.0884 4530.85 4507.85 175.226 4332.62 23.0023 23.7196 13.8883 15.1889 27.1356 8.81057 3.14594
internal_count=2864139 2756011 89538 2666473 49087 16734 14868 32353 30561 2617386 311563 232854 105510 78709 127344 2305823 2284662 92850 2191812 21161 13527 17364 61345 30443 108128 3029
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=21020672 1 8 9967746 1 28 2893114 2 8454275 9185438 8396945 1664 268 2108489 260 64 160
is_linear=0
shrinkage=0.1


Tree=105
num_leaves=32
num_cat=19
split_feature=2 1 3 7 1 0 2 10 2 0 3 8 2 0 0 3 2 0 0 2 4 1 2 1 3 2 9 3 1 0 8
split_gain=0.272442 0.131374 0.102733 0.0966515 0.565984 0.697845 0.506564 0.458124 0.409626 0.344836 0.339224 0.328787 0.291435 0.175428 0.137176 0.11677 1.31638 1.01103 2.67064 0.74988 0.252951 2.41496 1.35384 0.39059 6.74 0.436083 0.357152 0.145064 0.0787097 0.0357988 0.0115793
threshold=0 1 8.5000000000000018 2 3 4.5000000000000009 4 5 6 1.0000000180025095e-35 2.5000000000000004 7 8 107.50000000000001 2.5000000000000004 6.5000000000000009 9 1.5000000000000002 2.5000000000000004 10 11 12 13 14 1.5000000000000002 15 16 19.500000000000004 17 13.500000000000002 18
decision_type=9 1 2 1 1 2 9 1 9 2 2 1 9 2 2 2 9 2 2 9 1 1 9 1 2 9 1 2 1 2 1
left_child=28 2 -2 15 5 12 7 -7 10 -10 30 -12 14 -11 -5 20 27 19 -19 -18 23 22 -22 24 -3 -25 -23 29 -1 -17 -6
right_child=1 3 -4 4 8 6 -8 -9 9 13 11 -13 -14 -15 -16 16 17 18 -20 -21 21 26 -24 25 -26 -27 -28 -29 -30 -31 -32
leaf_value=0 -0.0083055853627321385 -0.0071012337687773128 0 0.008999995958941116 0 0.027595208396173673 0 0 0 -0.01053548766668109 0.013073544195921641 0 -0.005276502212043655 0 0 0.02153029443908628 0.0014261720947050163 0.021640905350742496 -0.0056810641641466307 -0.010288235579623807 0.0075872452930185923 -0.022995064631217407 -0.0040760691175454533 0.00065949551307036111 0.024585850729637135 -0.0014722994072899499 0 0 -0.0092939554390057237 0 -0.0015413620434809058
leaf_weight=2.2130498316255398 8.1700268763634085 145.41550257290055 0.3156499268588967 6.683560874702378 7.0712599868129473 8.3806604503042763 4.811575091953272 0.76745999212289184 13.252226367505498 49.151036146111437 5.0948489857983077 5.6402147404733096 19.06897267357272 0.12705021619330992 1.8153967728067071 11.939685503028153 21.088231194400578 29.92195554672071 39.823520273668692 91.257973656540344 133.55807037530758 34.927839452129774 176.66858658358979 2280.1381862491071 73.503298205362626 1534.8729786479162 0.22655932378256594 0.3146679760830019 8.5079142987960932 0.075423230446177381 8.7386384618002939
leaf_count=1910 88285 277097 1326 11206 6050 6927 4371 692 8154 24649 3812 4050 21799 125 1822 7494 15636 15486 21343 55245 95033 157377 161885 910385 89874 755405 252 294 108846 77 7626
internal_value=0 0 -0.00512712 9.08689e-05 0.0025025 0.00903571 0.0182026 0.0199856 -0.000269241 -0.0056157 0.00362201 0.0104162 0 -0.00941756 0.0051168 0 0.00223125 -0.000284554 0.00601625 -0.00676724 -0.000106941 -0.00261607 0.000381671 5.17938e-05 0.00385855 -0.000126735 -0.0188371 0.0165095 -0.00733916 0.021312 0
internal_weight=0 4712.82 8.48568 4704.34 130.603 41.5276 13.9597 9.14812 89.0753 62.5303 26.545 10.7351 27.5679 49.2781 8.49896 4573.73 194.421 182.092 69.7455 112.346 4379.31 345.381 310.227 4033.93 218.919 3815.01 35.1544 12.3298 10.721 12.0151 15.8099
internal_count=2864533 2753777 89611 2664166 101283 46817 11990 7619 54466 32928 21538 7862 34827 24774 13028 2562883 115575 107710 36829 70881 2447308 414547 256918 2032761 366971 1665790 157629 7865 110756 7571 13676
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=4308992 1 1 558 1578450 1 8402532 6 10758408 8389121 787652 2 960 270104 62 12066926 1 704 12
is_linear=0
shrinkage=0.1


Tree=106
num_leaves=31
num_cat=20
split_feature=2 1 3 7 1 2 2 1 4 3 1 0 3 2 1 1 0 2 3 4 1 2 9 1 3 2 0 0 0 1
split_gain=0.244852 0.120285 0.0983877 0.0848391 0.552948 0.468205 0.351624 0.419222 0.189501 0.202835 0.167594 0.138299 0.128393 1.28296 1.69774 0.502643 0.525577 0.417569 0.353468 0.258411 2.14219 1.18637 0.345639 0.297483 5.68655 0.399263 0.134727 0.125662 0.0539896 0.0494412
threshold=0 1 8.5000000000000018 2 3 4 5 6 7 3.5000000000000004 8 14.500000000000002 6.5000000000000009 9 10 11 10.500000000000002 12 10.500000000000002 13 14 15 16 17 1.5000000000000002 18 2.5000000000000004 1.0000000180025095e-35 8.5000000000000018 19
decision_type=9 1 2 1 1 9 9 1 1 2 1 2 2 9 1 1 2 9 2 1 1 9 1 1 2 9 2 2 2 1
left_child=29 2 -2 12 5 8 10 28 9 -5 11 -6 19 14 17 26 -17 -14 -16 23 21 -21 -22 24 -3 -25 -15 -9 -8 -1
right_child=1 3 -4 4 6 -7 7 27 -10 -11 -12 -13 13 15 18 16 -18 -19 -20 20 22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=0 -0.0080663030545492908 -0.0067078456012124622 0 0.021630762379621003 0.012579055862941824 0 0.0025604327653739769 0 0 0 0 0 0.00082370949160622507 0.0041771472309089282 0.016878307915746266 -0.017319802169192013 0 -0.0087725076902710562 0 0.0069222980161745152 -0.022078414597559777 -0.0040202392909268218 0 0.00067025265848348636 0.022208705876605075 -0.0013501408516985102 -0.0025536262330563509 -0.011551575536216463 -0.00033846073381187884 -0.0086479477686299752
leaf_weight=0.29166970407823101 8.0706865229458344 144.6762845483745 0.32344800163991827 11.056534242123233 7.2974102312582545 3.1413383013059528 51.740275454823859 8.874059584886707 1.3556975801875495 1.333254773620866 7.1930912781535863 0.55565018314518955 2.64176585333189 32.27875287932693 86.992214111802241 20.719546034706585 0.34593742844299313 30.106002432643436 11.18890489325713 134.6334273578068 34.164178100631034 176.54375200485083 0.21671653364319254 2182.786617985148 75.514510838441311 1634.0431176338097 9.9628692253900208 33.237384513311554 5.1053790305159046 8.1647207978994594
leaf_count=231 88016 277285 1317 13361 6392 6138 28736 9031 4653 647 4298 465 1556 16470 43852 12614 266 28676 8487 95247 157697 161980 251 860593 91232 806039 3398 24438 3350 107614
internal_value=0 0 -0.00494765 6.19178e-05 0.00232088 0.0106036 0 -0.00375823 0.0152153 0.0201327 0.00531255 0.00864265 0 0.00231592 0.00804044 -0.00537264 -0.0116781 -0.00384728 0.0141425 -0.000135692 -0.00266277 0.000109081 -0.0179929 2.49012e-05 0.00335 -0.000121956 0 -0.0087642 0 -0.0071343
internal_weight=0 4716.1 8.39413 4707.7 130.89 16.8868 114.003 98.9571 13.7455 12.3898 15.0462 7.85306 4576.81 194.236 130.929 63.3071 21.0655 32.7478 98.1811 4382.58 345.558 311.177 34.3809 4037.02 220.191 3816.83 42.2416 42.1114 56.8457 8.45639
internal_count=2864330 2756485 89333 2667152 101509 24799 76710 65555 18661 14008 11155 6857 2565643 115319 82571 32748 12880 30232 52339 2450324 415175 257227 157948 2035149 368517 1666632 19868 33469 32086 107845
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=4243456 1 1 526 10759010 1586180 192 2 304 8652657 128 384 8389120 2 960 270104 1 62 3743854 64
is_linear=0
shrinkage=0.1


Tree=107
num_leaves=28
num_cat=18
split_feature=2 1 3 8 2 0 3 10 0 1 3 0 2 4 0 0 2 12 2 1 2 3 2 1 1 1 8
split_gain=0.237825 0.115291 0.09385 0.0888639 1.04904 0.347369 0.406038 0.32752 0.302859 0.264214 1.95077 1.27453 1.00544 0.641322 0.306936 0.484298 1.00629 0.278265 0.249979 0.221371 0.178135 0.12944 0.113106 0.10581 0.0395282 0.00139948 7.90582e-07
threshold=0 1 8.5000000000000018 2 3 8.5000000000000018 4.5000000000000009 4 107.50000000000001 5 2.5000000000000004 1.0000000180025095e-35 6 7 16.500000000000004 9.5000000000000018 8 9 10 11 12 8.5000000000000018 13 14 15 16 17
decision_type=9 1 2 1 9 2 2 1 2 1 2 2 9 1 2 2 9 1 9 1 9 2 9 1 1 1 1
left_child=24 2 26 4 5 6 19 8 23 10 11 17 -13 21 15 20 -17 -5 25 -3 -11 -12 -15 -6 -1 -16 -2
right_child=1 3 -4 9 7 -7 -8 -9 -10 14 13 12 -14 22 18 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28
leaf_value=0 0 0 0 -0.015762104415612009 0 0 0 0 0 0.002303296744608681 0.025943870689829653 0.011809800687504989 -0.0041916064659628712 0.0036546948793508335 0.00057891617481610957 0.011940309089082189 -0.0023761098921996193 0 -0.0095844383085580877 0.013778577538035842 -0.00020222538876287714 0 -0.003241962509611201 -0.017827317523858743 -0.0084256390937051968 0 -0.0070693260899285862
leaf_weight=0.35463862048345618 0.6513814034697134 6.0704038696130738 0.34103280851559237 26.979479763321251 6.3688741851001396 2.4500924419189678 2.7027792217268134 2.0808606344980971 0.12456884796847489 263.42957696544909 14.458926108101876 36.906038557965076 16.360478852017877 7.2713376023802994 1.7576370018068699 62.502279533058754 26.537302302429453 7.5855502082922603 19.715016863410714 17.955140983547619 4156.1693932171465 0.22376093945786202 7.5402850401460455 20.822221871803784 8.0478168408471866 1.4945705179852669 7.3469203819568083
leaf_count=261 7069 3356 1335 117550 6643 1856 1338 1748 104 181783 17493 60744 44548 34130 1494 32696 19688 9648 17859 10255 2050609 254 27551 23756 107577 1597 81182
internal_value=0 0 -0.00483989 6.58445e-05 -0.00274526 0.00393935 0.00912995 -0.0121495 -0.0163081 0.000188361 0.00422537 -0.00156943 0.00446763 0.0193243 0 0.000135751 0.00643323 -0.0132724 -0.00750794 0.0127547 0 0.0253129 0 -0.0178743 -0.00703082 0 -0.00789116
internal_weight=0 4715.85 8.33933 4707.51 58.5749 29.1784 26.7283 29.3965 27.3157 4648.93 117.326 87.8315 53.2665 29.4943 4531.61 4508.64 89.0396 34.565 22.9672 24.0255 4419.6 14.6827 14.8116 27.1911 8.40246 3.25221 7.9983
internal_count=2864124 2756286 89586 2666700 49056 16805 14949 32251 30503 2617644 311918 232490 105292 79428 2305726 2284776 52384 127198 20950 13611 2232392 17747 61681 30399 107838 3091 88251
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=4243456 1 8 9967746 1 28 2893114 2 265434 1 1664 268 1126916 2108489 260 64 160 4
is_linear=0
shrinkage=0.1


Tree=108
num_leaves=30
num_cat=21
split_feature=2 1 3 7 1 0 2 1 2 4 1 0 8 1 2 2 3 2 0 2 1 1 2 0 0 1 0 2 8
split_gain=0.266119 0.101143 0.0882751 0.0759037 0.520693 0.459725 0.339393 0.36071 0.207727 0.183671 0.148283 0.134871 0.096632 0.309825 0.262933 0.25934 0.160277 1.55139 1.52268 0.676231 1.71743 1.48968 0.607208 0.123812 0.083758 0.0643146 0.0341112 0.0120429 0.00407643
threshold=0 1 8.5000000000000018 2 3 1.5000000000000002 4 5 6 7 8 1.0000000180025095e-35 9 10 11 12 1.0000000180025095e-35 13 9.5000000000000018 14 15 16 17 2.5000000000000004 20.500000000000004 18 8.5000000000000018 19 20
decision_type=9 1 2 1 1 2 9 1 9 1 1 2 1 1 9 9 2 9 2 9 1 1 9 2 2 1 2 9 1
left_child=25 2 28 12 5 27 10 26 9 -7 24 -9 13 14 23 -15 17 18 -14 20 -18 -21 -19 -3 -6 -1 -8 -5 -2
right_child=1 3 -4 4 6 8 7 11 -10 -11 -12 -13 16 15 -16 -17 19 22 -20 21 -22 -23 -24 -25 -26 -27 -28 -29 -30
leaf_value=0 0 0.010804374891694446 0 0 0.011244795645253566 0.023133966552193883 0.0020481336802002014 0 0 0 0 -0.0112796395894093 -0.0062157318162276119 0 -0.0024128545955700784 -0.012137137093577968 0.013185639674209639 0.0087557292551396892 0.012972971419886764 -0.012562223463319526 5.167318984782544e-05 -0.0006650599135843647 0.0014150911209266136 0 0 -0.0090797239162350735 -0.00013245656381230954 -0.0016229290047113879 -0.0068016159148298842
leaf_weight=2.294852386432467 0.6370299089285254 6.0745193209404515 0.34602648846339423 3.1339587807196949 8.6427914828745962 6.5034403605677653 51.17032497675973 8.7931986277180822 1.3482624833413845 0.36622200444980979 8.092299851356076 31.918561803006014 344.52883453966933 4.5414715736224025 6.1028962475393191 12.328509103346738 71.295661832509722 167.45870011063016 9.8143583666897012 80.037548838528892 1460.4799546597169 1744.9339981094672 665.01134945881404 2.4969690556827118 0.37088380340719673 8.393625073204019 5.0329724191979031 5.7226586509423232 7.2109214173233358
leaf_count=1983 6975 2524 1300 7739 7906 5437 28029 8947 2004 861 5059 23233 295299 5660 6053 10560 125130 124257 7221 129788 816779 723462 315169 780 250 109344 3234 8784 80389
internal_value=0 0 -0.00455287 5.11902e-05 0.0021884 0.0102346 0 -0.00378243 0.0176054 0.0172353 0.00501305 -0.00841858 0 -0.00366545 0 -0.00860978 3.33059e-05 0.00107054 -0.00383285 -0.000250975 0.00117386 -0.00160594 0.0035693 0.00697189 0.00810858 -0.00727983 0 0 -0.00752525
internal_weight=0 4714.39 8.19398 4706.2 131.096 17.0745 114.021 96.9151 8.21792 6.86966 17.106 40.7118 4575.1 31.5444 14.6744 16.87 4543.56 1186.81 354.343 3356.75 1531.78 1824.97 832.47 8.57149 9.01368 10.6885 56.2033 8.85662 7.84795
internal_count=2864156 2752829 88664 2664165 101483 24825 76658 63443 8302 6298 13215 32180 2562682 25577 9357 16220 2537105 741946 302520 1795159 941909 853250 439426 3304 8156 111327 31263 16523 87364
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=21086208 1 1 526 1586308 192 10488690 2 304 8 786 11013634 8388944 792752 2885873 56 50 9445644 704 2369856 4
is_linear=0
shrinkage=0.1


Tree=109
num_leaves=34
num_cat=18
split_feature=2 1 3 7 1 0 10 0 2 3 8 0 2 0 0 3 2 0 0 2 2 3 1 0 1 2 2 3 1 0 3 8 8
split_gain=0.251331 0.110505 0.0908071 0.0907438 0.495912 0.719717 0.502315 0.469967 0.375556 0.340664 0.335281 0.311552 0.292541 0.169251 0.122346 0.083456 1.20835 0.890962 2.31313 0.711575 0.231348 0.914591 1.04446 0.470194 0.147202 1.36222 0.796479 0.131115 0.0621913 0.0327448 0.0123165 0.00726835 4.86884e-05
threshold=0 1 8.5000000000000018 2 3 4.5000000000000009 4 20.500000000000004 5 2.5000000000000004 6 1.0000000180025095e-35 7 107.50000000000001 3.5000000000000004 6.5000000000000009 8 1.5000000000000002 2.5000000000000004 9 10 4.5000000000000009 11 1.0000000180025095e-35 12 13 14 19.500000000000004 15 13.500000000000002 1.0000000180025095e-35 16 17
decision_type=9 1 2 1 1 2 1 2 9 2 1 2 9 2 2 2 9 2 2 9 9 2 1 2 1 9 9 2 1 2 2 1 1
left_child=28 2 32 15 5 12 7 -7 9 31 -11 30 14 -13 -5 20 27 19 -19 -18 21 22 -3 -23 25 -22 -26 29 -1 -17 -10 -6 -2
right_child=1 3 -4 4 8 6 -8 -9 11 10 -12 13 -14 -15 -16 16 17 18 -20 -21 24 23 -24 -25 26 -27 -28 -29 -30 -31 -32 -33 -34
leaf_value=0 0 0.0037400219002636627 0 0.0084097029663387692 0 0.02374823439762816 0 0 0 0.013147284033236254 0 -0.010079229703764184 -0.0054739811119417364 0 0 0.020334133587467856 0.0012983150462272835 0.019868764650292914 -0.0053479927056624956 -0.010006583426571392 -0.003385320791893116 0 -0.0073268808902993855 -0.018428085886483023 0.0023298967750883383 0.003814912015131905 -0.0012447713146752682 0 -0.0087263452572051668 0 0.0017490294636350297 -0.0012231558601261993 -0.0068499531579027982
leaf_weight=1.2615825979155486 0.66225469653727487 193.73732399500659 0.33828623474255426 7.8029165900661592 7.2329359767318238 11.988960913180559 1.1782520395208838 0.94407659390708509 3.0704226752859531 5.0651998023095075 5.661787668886971 48.75387260383286 19.190732682538513 0.11568468174664204 0.81028852801682649 12.354776976615534 21.164586134567799 30.80283747928479 39.579079005525273 90.849185031009256 338.25062739545592 7.1326578119042123 93.656475441646762 17.745374831290974 798.31310217878126 694.75314254566456 2233.5445950531712 0.30275766669365189 9.3013729484118794 0.073444682260743188 10.261786207491239 8.5816625501101971 7.2354215541345202
leaf_count=1185 7117 113019 1353 12280 6180 10084 995 803 2388 3757 4100 24634 21851 117 778 7714 15670 15659 21269 54525 323572 6141 106022 9094 406565 428363 1054427 288 109393 76 5762 7591 81366
internal_value=0 1.00603e-05 -0.00463595 0.000120478 0.00246529 0.00851232 0.0177884 0.0210265 -9.4645e-06 0.00362688 0.0104374 -0.00530869 0 -0.00894328 0.00486754 0 0.00190838 -0.000422551 0.0053393 -0.00654825 -5.76971e-05 -0.00255467 0 -0.0144837 8.42072e-05 0.00113934 -0.000187789 0.0156189 -0.00704964 0.0201257 0 0 -0.00764658
internal_weight=0 4711.15 8.23596 4702.92 130.659 41.9152 14.1113 12.933 88.7434 26.5416 10.727 62.2018 27.8039 48.8696 8.61321 4572.26 195.127 182.396 70.3819 112.014 4377.13 312.272 287.394 24.878 4064.86 1033 3031.86 12.731 10.563 12.4282 13.3322 15.8146 7.89768
internal_count=2864138 2753560 89836 2663724 101320 46791 11882 10887 54529 21628 7857 32901 34909 24751 13058 2562404 115201 107123 36928 70195 2447203 234276 219041 15235 2212927 751935 1460992 8078 110578 7790 8150 13771 88483
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=21086208 1 1 558 1 8402532 6 10758408 8389121 787652 8401409 836 154 526636 526604 576 12 4
is_linear=0
shrinkage=0.1


Tree=110
num_leaves=35
num_cat=25
split_feature=2 1 7 8 2 2 1 10 1 1 0 3 1 0 2 3 8 0 2 1 12 2 1 0 0 2 3 3 2 1 1 1 10 8
split_gain=0.211784 0.100524 0.0949676 0.471394 2.08733 1.42701 1.24064 0.597869 0.585926 0.488511 0.319773 0.26045 0.247814 0.217496 0.111327 0.0892445 0.0874475 1.32547 1.96225 1.21028 1.99725 1.55568 0.839779 0.537596 0.332837 0.813996 1.47304 0.636943 0.266941 1.51522 0.316031 0.0427496 0.00300398 0.00145596
threshold=0 1 2 3 4 5 6 7 8 9 107.50000000000001 6.5000000000000009 10 19.500000000000004 11 8.5000000000000018 12 3.5000000000000004 13 14 15 16 17 16.500000000000004 5.5000000000000009 18 2.5000000000000004 1.0000000180025095e-35 19 20 21 22 23 24
decision_type=9 1 1 1 9 9 1 1 1 1 2 2 1 2 9 2 1 2 9 1 1 9 1 2 2 9 2 2 9 1 1 1 1 1
left_child=31 15 16 4 6 8 32 -8 14 -7 -11 -10 -6 -14 -5 33 24 19 23 21 -21 -18 -20 -19 28 27 -27 -26 29 -3 -30 -1 -4 -2
right_child=1 2 3 5 12 9 7 -9 11 10 -12 -13 13 -15 -16 -17 17 18 22 20 -22 -23 -24 -25 25 26 -28 -29 30 -31 -32 -33 -34 -35
leaf_value=0 0 0.0064630650232065656 -0.00086327643268604374 0 0 0 0.030307787554443195 0 0.016504069755812999 -0.020720143598909474 0 0 -0.014886826691946046 0 -0.0047026343895205233 0 0.013210448805903746 0.023839670996620287 0.0041252746935790657 -0.012082635635662444 0.0088607214136749244 -0.0071965474961600126 -0.010355688359502964 0 0.011289015269022318 -0.01224661529702842 0.00077224403500928632 0 0.0014069191270748647 -0.0021499388578313555 -0.00065928028323552319 -0.0080680032886189801 0 -0.0067537919651285173
leaf_weight=0.34296173628536053 0.65743854417814873 367.95322908783965 10.30850531795295 3.3024062699369097 1.2954290435445726 11.417164016369497 27.50027293959829 3.5107581994816455 23.972677332865718 24.196050653350543 0.22101944059249845 0.76821054436731984 12.277844830976388 0.23667192584252994 10.340533663998938 0.33617250345560012 40.187913232687606 29.678160025650872 19.482787139510037 220.81126405900977 15.896273481645038 17.068839178464259 34.583832817726943 1.0603334588959104 27.427937931388442 135.85529936983039 95.492266565575846 78.607556605464197 1088.3016351907208 312.0060964444674 2092.5859695651452 7.8609036226807785 1.3293108344078053 7.1867107591024268
leaf_count=242 6915 318084 4914 4008 1474 6048 22136 2261 14277 26282 159 549 12188 213 6408 1311 19876 15339 11185 156886 10347 18919 18652 891 15779 84180 36337 50328 771208 231218 806770 107253 475 81072
internal_value=0 0 6.21938e-05 0.00245459 0.00766317 -0.000392094 0.0172062 0.0238057 0.0069734 -0.0117544 -0.0162233 0.0125693 -0.00711562 -0.0105315 0 -0.00452582 0 -0.00139818 0.0068782 -0.00517084 -0.00839799 0.00358453 -0.00241301 0.0186127 0.000114764 -0.00265363 -0.00602274 0.00246075 0.000452676 0.00219434 0 -0.0066478 0 -0.00751596
internal_weight=0 4715.86 4707.68 130.677 56.4588 74.2181 42.6488 31.011 38.3838 35.8342 24.4171 24.7409 13.8099 12.5145 13.6429 8.18032 4577 378.769 84.8051 293.964 236.708 57.2568 54.0666 30.7385 4198.23 337.383 231.348 106.035 3860.85 679.959 3180.89 8.20387 11.6378 7.84415
internal_count=2864184 2756689 2667391 101392 43661 57731 29786 24397 25242 32489 26441 14826 13875 12401 10416 89298 2565999 252095 46067 206028 167233 38795 29837 16230 2313904 186624 120517 66107 2127280 549302 1577978 107495 5389 87987
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=4243456 1 1 6 535678 10236674 128 1 88 640 520 1319168 3 2887044 534 1 10230051 144 8923720 9503908 346 230 64 1 4
is_linear=0
shrinkage=0.1


Tree=111
num_leaves=32
num_cat=19
split_feature=2 1 3 1 7 1 0 2 1 2 1 4 0 0 3 2 0 0 2 2 3 1 0 9 2 8 3 0 0 2 8
split_gain=0.210002 0.0913973 0.085709 0.0827127 0.0639094 0.428463 0.448227 0.285066 0.373513 0.251707 0.169514 0.169305 0.130275 0.0988954 0.0856857 1.12159 0.725587 2.13228 0.644958 0.234896 0.838568 0.940712 0.443339 0.153607 1.28758 0.836368 0.138597 0.0547692 0.0298346 0.0170205 0.00506204
threshold=0 1 8.5000000000000018 2 3 4 1.5000000000000002 5 6 7 8 9 14.500000000000002 1.0000000180025095e-35 6.5000000000000009 10 1.5000000000000002 2.5000000000000004 11 12 4.5000000000000009 13 1.0000000180025095e-35 14 15 16 19.500000000000004 8.5000000000000018 13.500000000000002 17 18
decision_type=9 1 2 1 1 1 2 9 1 9 1 1 2 2 2 9 2 2 9 9 2 1 2 1 9 1 2 2 2 9 1
left_child=3 2 30 -1 14 6 29 10 27 11 12 -8 -7 -10 19 26 18 -18 -17 20 21 -3 -22 25 -25 -21 28 -9 -16 -6 -2
right_child=1 4 -4 -5 5 7 9 8 13 -11 -12 -13 -14 -15 15 16 17 -19 -20 23 22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32
leaf_value=0 0 0.003402021950543586 0 -0.0084832372595798119 0 0.011972462363772911 0.022234191655464263 0.0025763294135576352 0 0 0 0 0 -0.010725903325069236 0.01967618907188369 0.0011999974846110015 0.018730430925994353 -0.0053868415383110683 -0.0093701484051184995 0.00052170534500823966 0 -0.0070856583652891053 -0.017937234611400895 0.0081981580080140309 -0.00031510227676846724 -0.0034063885256194306 0 -0.00038606435280394278 0 -0.0019264252872820628 -0.0065708783235599033
leaf_weight=2.1757920258096419 0.64077864458886324 194.49719448164251 0.33477114597917523 8.0782433677377394 3.1241008499091549 7.4987842423397506 6.767867221029519 51.726389547111467 8.9343868345458741 1.4651964991498951 7.28464580210857 0.35248022944870161 0.55280517574283283 32.654704921031225 12.586479966703331 21.223833651580208 31.381835961066827 39.608958279182843 89.935601976725593 2478.3226027916853 7.1635734409937895 93.311431792062649 17.462066830164986 171.12950583040947 782.44934435095638 634.54626890145573 0.33253004508151285 5.1221515255165277 0.069345572323073479 5.8636703867523483 7.0943328250541544
leaf_count=1908 6988 113190 1312 108932 7558 6446 5504 28675 9033 2078 4336 865 464 24074 7820 15697 15824 21304 54209 1569570 6185 105971 8959 24532 151041 468224 296 3352 75 8979 80721
internal_value=0 0 -0.00430646 -0.00647807 6.88396e-05 0.00202501 0.0092689 0 -0.00339688 0.0164712 0.00475899 0.0166005 0.00819218 -0.00817819 0 0.00190288 -0.000312003 0.00470078 -0.00597939 -9.71838e-05 -0.00259976 0 -0.0140851 4.57264e-05 0.00119128 -0.000217618 0.0150547 0 0.0194815 0 -0.00724871
internal_weight=0 4713.44 8.06988 10.254 4705.37 131.347 17.5733 113.774 98.4376 8.58554 15.3362 7.12035 8.05159 41.5891 4574.02 195.139 182.15 70.9908 111.159 4378.88 312.434 287.809 24.6256 4066.45 953.579 3112.87 12.9884 56.8485 12.6558 8.98777 7.73511
internal_count=2864122 2753282 89021 110840 2664261 101364 24984 76380 65134 8447 11246 6369 6910 33107 2562897 115225 107034 37128 69906 2447672 234305 219161 15144 2213367 175573 2037794 8191 32027 7895 16537 87709
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=4308992 1 704 1 526 1586180 192 10488690 304 2 8389121 787652 8401409 836 1 1051784 5 2369856 4
is_linear=0
shrinkage=0.1


Tree=112
num_leaves=37
num_cat=18
split_feature=2 1 3 1 2 0 8 0 0 3 2 3 8 9 2 8 3 0 3 0 8 8 2 2 3 0 2 3 0 3 0 0 3 1 5 8
split_gain=0.197794 0.0866839 0.0855104 0.0597958 0.823179 1.42704 1.28869 2.11085 1.59863 1.22144 1.20896 0.585106 1.58101 0.330065 1.0969 1.04972 1.05371 1.03612 0.585116 0.521068 0.51488 0.401598 2.65918 0.936029 1.98379 0.6412 0.4368 0.323297 0.272976 0.25626 0.225066 0.0926992 0.0644198 0.0417746 0.0117484 0.00533569
threshold=0 1 8.5000000000000018 2 3 6.5000000000000009 4 1.5000000000000002 1.0000000180025095e-35 4.5000000000000009 5 1.0000000180025095e-35 6 7 8 9 5.5000000000000009 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 10 11 12 13 1.0000000180025095e-35 5.5000000000000009 14 5.5000000000000009 1.0000000180025095e-35 11.500000000000002 2.5000000000000004 115.50000000000001 10.500000000000002 15 16 17
decision_type=9 1 2 1 9 2 1 2 2 2 9 2 1 1 9 1 2 2 2 2 1 1 9 9 2 2 9 2 2 2 2 2 2 1 1 1
left_child=33 2 35 13 5 6 7 -5 -8 11 29 30 -13 21 18 17 -17 -16 20 -20 -15 23 25 24 -3 -23 -24 -12 -25 -11 -6 32 -7 -1 -35 -2
right_child=1 3 -4 4 9 31 8 -9 -10 10 27 12 -14 14 15 16 -18 -19 19 -21 -22 22 26 28 -26 -27 -28 -29 -30 -31 -32 -33 -34 34 -36 -37
leaf_value=0 0 -0.0043707553276260353 0 0.013151476951871214 -0.0021233523116201609 0.014652583988764173 -0.0072894980386270392 -0.0026197202964565076 0.0019779170722807713 0.018186376919169894 0 0 -0.01669162279965827 0 0 -0.0057493274654559024 0.0073544778931262864 0.0184510042958549 -0.008914846865007103 0.0040317366114273967 0.009552597595154453 0.013940619515878293 0 0 0.0048322346782291407 0 -0.0087096157340312581 -0.0096404573807262542 -0.0035669245145174447 0 0.0046756419153828237 0 0 -0.010194532308703114 0 -0.0064843347043858669
leaf_weight=0.35348967858590186 0.64272569032254978 279.64767315750214 0.32303967927145993 163.03577723969738 117.82816897851626 68.311392575349601 252.79472050796903 89.782069427275928 448.06142592429205 35.024224157685239 9.7279609866454866 198.27193817849547 75.021238896653813 12.677781007485464 63.405804877576884 372.68666946009034 27.581719331967179 17.179083245224319 21.469679951434955 38.911774780368432 220.52167799638119 66.462562889857509 146.15496287916903 274.11911902944121 741.80861157666732 8.0806206913548504 298.76080675193953 10.921263987303972 605.65447808134195 0.66925670578348118 42.463002019278065 0.30383097834419359 0.20640542896580782 6.7455675240853452 0.99131817132456301 7.0507532130068302
leaf_count=263 6923 149145 1308 118016 109358 47580 197775 49173 191400 16217 6682 149807 74906 2989 13877 70844 5146 3141 4455 6115 39539 52258 133218 258431 323367 5596 180539 8268 420696 721 27865 281 203 93311 14155 80617
internal_value=0 0 -0.0042001 6.45605e-05 0.000611932 0.00235154 0.000822472 0.00657375 -0.00110125 -0.00235603 0.00747747 -0.00473301 -0.00731658 -0.00010617 0.0015356 -0.0009556 -0.00361528 0.0065843 0.00609453 0 0.00841198 -0.000766627 -0.00312295 0 0.00195596 0.00991383 -0.00656345 -0.00280201 -0.00240034 0.0147379 0 0.0140602 0.0144121 -0.00642746 -0.00782913 -0.00714626
internal_weight=0 4715.56 8.01652 4707.55 1512.42 1022.5 953.674 252.818 700.856 489.927 56.3427 433.584 273.293 3195.12 774.434 480.853 400.268 80.5849 293.581 60.3815 233.199 2420.69 519.459 1901.23 1021.46 74.5432 444.916 20.6492 879.774 35.6935 160.291 68.8216 68.5178 8.09038 7.73689 7.69348
internal_count=2864185 2756456 88848 2667608 998252 604428 556364 167189 389175 393824 31888 361936 224713 1669356 146106 93008 75990 17018 53098 10570 42528 1523250 371611 1151639 472512 57854 313757 14950 679127 16938 137223 48064 47783 107729 107466 87540
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=4243456 1 416 8987963 6 1312832 1 1 1322384 10 4 5 9974404 2693191 17040672 64 2 4
is_linear=0
shrinkage=0.1


Tree=113
num_leaves=33
num_cat=16
split_feature=2 1 1 2 8 8 0 3 0 0 2 1 2 3 0 3 0 2 1 3 0 10 8 3 2 3 0 0 3 9 3 2
split_gain=0.199611 0.476607 0.181494 0.927546 0.476331 0.289054 0.437053 0.367865 0.133303 0.672056 1.88757 0.793475 0.286422 0.275724 0.218046 0.415315 0.311145 1.45658 0.228591 0.216154 0.175495 0.13691 0.0596567 0.264084 0.0313821 0.0296929 0.0237863 0.041634 0.011103 0.0104149 0.00901298 2.89856e-05
threshold=0 1 2 3 4 5 8.5000000000000018 7.5000000000000009 27.500000000000004 12.500000000000002 6 7 8 2.5000000000000004 11.500000000000002 1.0000000180025095e-35 9.5000000000000018 9 10 6.5000000000000009 26.500000000000004 11 12 1.0000000180025095e-35 13 4.5000000000000009 1.0000000180025095e-35 5.5000000000000009 4.5000000000000009 14 5.5000000000000009 15
decision_type=9 1 1 9 1 1 2 2 2 2 9 1 9 2 2 2 2 9 1 2 2 1 1 2 9 2 2 2 2 1 2 9
left_child=1 22 3 4 26 6 7 29 9 14 11 -11 -10 20 16 31 18 -18 -4 -13 -12 -14 23 -1 -17 -24 -2 28 -28 -5 -7 -16
right_child=2 -3 8 5 -6 30 -8 -9 12 10 13 19 21 -15 15 24 17 -19 -20 -21 -22 -23 25 -25 -26 -27 27 -29 -30 -31 -32 -33
leaf_value=0.010379635552187915 0 -0.011569664543898238 -0.0047303894292399671 0.021555611133160898 -0.01075710353301476 -0.0015283082931191506 0 0 0 0 -0.012066102027139269 0.029349959493093703 -0.013230804087359188 0 8.3114793474737864e-05 0 0.014170010907875003 -0.0061718388056336794 0 0 0 0 -0.0027567507023620826 0 -0.01149185055696963 0 0.0050049653733158332 0 0 0 0 0
leaf_weight=1.7076235866370555 1.6406622101858377 13.146440500929204 67.046794414471151 25.114547924119506 9.3030769683973613 8.5874810377390496 3.8339983174737418 0.80811594149417842 2.834633220161777 6.1634798981394852 12.065822693621158 22.532523619236606 8.029009706064242 5.4642434759662128 1.95908725434856 1.3521266220341202 37.793656007524987 11.131723450482239 4453.9378435421249 0.32532082738180079 0.22281249397929137 0.4809308598341876 9.0712488643293891 1.6806601227326607 10.80886449976242 1.0282431413688744 1.4269875922655049 0.54718173894798372 0.11251023520526349 0.021827358112214479 0.50989656409729001 1.0222862243463162
leaf_count=2272 11629 110833 204580 84329 56204 23956 5442 1476 2853 6116 11193 16143 7641 3856 1178 1213 17799 7362 2255004 235 192 398 10311 2191 7339 1273 6892 1856 335 19 1222 820
internal_value=0 -0.00547252 1.08523e-05 0.00444368 -0.0038302 0.0115564 0.0146391 0.0197518 -1.21745e-05 0 0.00931248 0.018725 -0.00567969 -0.00480437 -0.000116391 -0.00704889 0 0.00616735 -0.000155067 0.0240098 -0.0101649 -0.00930257 0 0.00370803 -0.012317 0 0.000622981 0.00284585 0.00463033 0.0215075 0 0
internal_weight=0 26.6342 4695.08 51.9063 13.0304 38.8759 29.7785 25.9445 4643.17 4631.83 46.7742 29.0213 11.3446 17.7529 4585.05 15.1424 4569.91 48.9254 4520.98 22.8578 12.2886 8.50994 13.4878 3.38828 12.161 10.0995 3.72734 2.08668 1.5395 25.1364 9.09738 2.98137
internal_count=2864162 126880 2737282 193360 76916 116444 91266 85824 2543922 2533030 37735 22494 10892 15241 2495295 10550 2484745 25161 2459584 16378 11385 8039 16047 4463 8552 11584 20712 9083 7227 84348 25178 1998
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=22069248 226 12 332516 6 5 528074 66 524306 265658 17 1 10 96 1 2610
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
an110mdc_ra=937
count_proc=783
adm_past_year=722
agegroup_rm=649
pat_remoteness=237
cc_dementia=196
drug_use=114
cc_depression=101
drg11_type_m=94
flag_emergency=80
indstat_flag=79
flag_icu24=36
sex_cat=26

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: 1,2,4,5,6,7,8,9,10,11,12]
[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], [0, 1]]
