tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=11
objective=cross_entropy
feature_names=adm_past_year agegroup_rm an110mdc_ra count_proc drg11_type_m flag_emergency indstat_flag pat_remoteness cc_diabetes_complications cc_renal_disease cc_diabetes flag_admtransfer
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 -1:0:1 -1:0:1:2:3 -1:0:1 -1:0:1 -1:0:1 -1:0:1
tree_sizes=4246 3983 4047 3961 4033 4012 4048 4078 4010 4155 4041 4147 4047 3983 4077 4041 4142 4087 4177 4090 4188 4079 4208 4041 4186 4055 4206 4042 4124 3992 4018 4017 4113 4138 4099 4182 4158 4098 4092 4042 4086 4114 4046 4113 4026 4084 4045 4130 4097 4187 4029 4144 4067 3948 4170 4183 3983 4120 4133 4119 4088 4104 4126 4039 4177 4150 4025 4106 4107 3956 4085 4161 4017 4156 4150 4089 4095 4065 4097 4111 4078 4240 4193 4005 4126 4211 4157 4132 4052 4034 4068 4101 4068 4103 4041 4176 4197 4195 4095 4150 4128 4118 4229 4050 4120 4109 4095 4162 4034 4125 4101 4097 4157 4134 4108 4234 4121 4134 4101 4188 4045 4019 4056 4183 4155

Tree=0
num_leaves=40
num_cat=19
split_feature=8 4 2 10 5 1 2 4 4 5 0 2 0 0 2 0 5 2 0 0 0 2 3 1 3 5 3 0 0 2 3 0 0 0 0 2 0 3 0
split_gain=6674.97 1147.14 489.944 463.636 217.855 178.686 224.466 94.6852 47.7788 42.8349 41.4588 20.1264 14.4401 12.5149 7.13333 7.00249 5.02576 4.92911 3.05322 2.09353 1.97559 1.86762 1.68644 1.42864 1.06199 0.887695 0.860335 0.719426 0.668531 0.65266 0.460241 0.36771 0.283726 0.259882 0.247598 0.235896 0.185155 0.183112 0.181295
threshold=0 1 2 3 4 5 6 7 8 9 4.5000000000000009 10 1.0000000180025095e-35 2.5000000000000004 11 3.5000000000000004 12 13 8.5000000000000018 199.00000000000003 83.500000000000014 14 8.5000000000000018 15 7.5000000000000009 16 4.5000000000000009 99.500000000000014 2.5000000000000004 17 6.5000000000000009 68.500000000000014 120.50000000000001 1.0000000180025095e-35 19.500000000000004 18 63.500000000000007 1.0000000180025095e-35 4.5000000000000009
decision_type=1 1 9 1 1 1 9 1 1 1 2 9 2 2 9 2 1 9 2 2 2 9 2 1 2 1 2 2 2 9 2 2 2 2 2 9 2 2 2
left_child=2 19 4 5 22 6 8 12 16 32 -7 18 14 21 37 17 -4 -8 -12 -2 -13 -11 27 33 36 35 -25 -1 -27 -17 -16 -15 -3 -6 -35 -9 -14 -5 -37
right_child=1 9 3 7 23 10 15 25 -10 13 11 20 24 31 30 29 -18 -19 -20 -21 -22 -23 -24 26 -26 28 -28 -29 -30 -31 -32 -33 -34 34 -36 38 -38 -39 -40
leaf_value=-7.8976924302420874 -7.5220151026827589 -8.0104874358753726 -7.9256190602451904 -8.1885273463694972 -8.1775143570101374 -8.2594500214412054 -8.1729364970324081 -8.1708634522010026 -8.1796886481727249 -8.1735324621660581 -8.1775143570101374 -8.2248306190235692 -8.0065359780067986 -8.1220924110109891 -8.114923830708765 -8.161938708865879 -8.1775143570101374 -8.2197985456759621 -8.1456435345160862 -8.1775143570101374 -8.1775143570101374 -8.1999935375314976 -8.1775143570101374 -8.2060425986819059 -8.1775143570101374 -8.2011064937350806 -8.1775143570101374 -8.1775143570101374 -8.1775143570101374 -8.1775143570101374 -8.1775143570101374 -8.1775143570101374 -8.1775143570101374 -8.1644515796441954 -8.1775143570101374 -8.1852125782417762 -8.1775143570101374 -8.1775143570101374 -8.1775143570101374
leaf_weight=38.187026294530369 136.3749775919714 22.801266718539413 17.740058163763024 8.2052331057493557 1.999722017731983 1860.3400174624985 12.589012314914726 3.1305489568621852 5.7762572672800188 8.0831105341203493 34.44277632253943 129.37300274369773 61.513841183390468 11.819499742879994 37.03317854879424 5.8559878657688387 1.3396986478474016 152.24754300521454 25.351803645549808 0.037338625348637744 1.1451447578729119 24.489927105547395 0.1260529532446516 25.955959448183428 0.16788344329688598 27.575557415373627 0.47389172622933884 0.053621634899171933 3.9020267197047351 3.8674955097958428 0.2818645101506253 0.26249334361637089 0.046322354755829021 1.8402608207543383 1.0407089035143142 10.082832551852331 0.02919712057337065 4.2403202801942834 0.42363898985786441
leaf_count=136022 485767 81218 63190 29227 7123 6626522 44842 11151 20575 28792 122685 460826 219112 42101 131912 20859 4772 542305 90303 133 4079 87233 449 92455 598 98224 1688 191 13899 13776 1004 935 165 6555 3707 35915 104 15104 1509
internal_value=-8.17751 -7.66663 -8.22519 -8.23373 -8.01586 -8.24588 -8.1585 -8.08085 -7.9969 -8.07344 -8.25439 -8.20265 -8.04003 -8.16367 -8.13335 -8.20949 -7.93115 -8.21646 -8.16229 -7.52218 -8.22065 -8.19283 -7.89869 -8.19435 -8.00712 -8.19233 -8.19925 -7.89799 -8.19782 -8.16676 -8.12361 -8.12306 -8.01072 -8.17502 -8.16803 -8.17751 -8.00662 -8.18409 -8.1805
internal_weight=0 203.915 2476.33 2406.65 69.6772 2250.07 199.416 156.586 24.856 67.5026 2050.65 190.313 111.472 44.655 49.7606 174.56 19.0798 164.837 59.7946 136.412 130.518 32.573 38.3667 31.3105 61.7109 45.1146 26.4299 38.2406 31.4776 9.72348 37.315 12.082 22.8476 4.88069 2.88097 13.637 61.543 12.4456 10.5065
internal_count=9547027 726344 8820683 8572493 248190 8014734 710319 557759 88537 240444 7304415 677893 397061 159061 177247 621782 67962 587147 212988 485900 464905 116025 136662 111528 219814 160698 94143 136213 112123 34635 132916 43036 81383 17385 10262 48575 219216 44331 37424
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1 2 525312 1 2 1 64 2 2 2 24382129 4534304 2 262272 8391224 3 2 8653066 582
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=22
split_feature=8 0 2 10 1 2 1 5 5 4 0 4 5 2 5 0 2 0 0 4 2 3 5 0 6 2 0 0 2 0 3 0 4 2 3 3 0 0 3
split_gain=3588.36 439.587 409.471 404.668 172.583 188.82 156.281 146.542 82.0958 71.6757 41.1311 38.1672 27.9125 18.088 13.5791 9.49213 8.72003 8.48946 6.49262 6.40509 4.63168 3.81609 3.39764 2.75848 1.99898 1.79238 1.17751 1.15383 0.867298 0.967098 0.828608 0.734785 0.652756 0.642625 0.618016 0.461656 0.256654 0.245673 0.182368
threshold=0 2.5000000000000004 1 2 3 4 5 6 7 8 4.5000000000000009 9 10 11 12 43.500000000000007 13 1.0000000180025095e-35 3.5000000000000004 14 15 5.5000000000000009 16 8.5000000000000018 17 18 1.0000000180025095e-35 199.00000000000003 19 3.5000000000000004 4.5000000000000009 115.50000000000001 20 21 1.0000000180025095e-35 8.5000000000000018 1.0000000180025095e-35 19.500000000000004 7.5000000000000009
decision_type=1 2 9 1 1 9 1 1 1 1 2 1 1 9 1 2 9 2 2 1 9 2 1 2 1 9 2 2 9 2 2 2 1 9 2 2 2 2 2
left_child=2 7 6 4 5 11 12 -2 27 16 -6 22 15 23 17 32 26 -8 20 -9 -7 -18 -4 -12 -15 -21 34 -3 -11 -30 -16 -10 35 -20 -5 -1 -14 -38 -19
right_child=1 8 3 9 10 18 14 19 31 28 13 -13 36 24 30 -17 21 38 33 25 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.35631074411695995 0.20820273904214348 0.50112848167201696 0.21805639401163324 -0.011327226059861018 -0.080416074501393445 0.0044631220390790333 -0.0015725183481375743 0.033863736037582096 0.099010360459964933 0 0 -0.0021399741366040326 0 -0.046108687429105615 -0.027583269531237659 0 0.14096807637430689 0.063136173875865051 0.015344442632205621 0.0039122014013199188 -0.04032685816223372 0 0 0.029943723753224669 0 -0.021819135094319597 0.0207834676961705 0 -0.025036271917217291 0 0 0 0 0 0.0056454752745631444 0 0.012976927918074055 0 0
leaf_weight=11.418213456636293 178.92333354335278 82.28163507633144 22.818228033429477 9.4679515807656554 1714.0651804618537 12.646742261771578 17.744196020881645 15.562436587933917 25.268186132278064 13.581138518697115 34.44277632253943 5.763718757225436 1.9997220177319839 118.38804866722785 25.226342407841006 0.48609011783264655 90.750864574802108 20.872989517112732 5.9478604402975179 8.1153425688389671 145.94747661059955 1.9797168122604478 1.3396986478474016 26.1723240816209 6.1544169067055909 23.945854092948139 18.014846826728899 0.032846760645042106 28.684482243726965 2.1499835833965326 0.47389172622933884 0.24962818360654537 0.032993231376164611 3.8674955097958428 5.0214338378282255 0.023301548149903151 1.8644437276816463 1.0407089035143142 0.11012584407580917
leaf_count=30750 354679 160062 63190 33596 6626522 44842 47818 28795 65997 49132 122685 20575 7123 441932 92455 1312 285457 56256 20859 28792 542305 6359 4772 90303 22973 87233 54109 117 103902 7664 1688 669 93 13776 17540 83 6555 3707 350
internal_value=0 0.292129 -0.0448656 -0.0535629 -0.0660902 0.019558 0.136595 0.172032 0.449905 0.0837953 -0.075067 0.160277 0.265765 -0.0233356 0.0110613 0.350412 0.116421 0.0411166 -0.0299675 0.00432739 -0.0369243 0.12826 0.213881 0.0142798 -0.0410689 -0.0146147 0.0103244 0.500953 -0.014013 -0.018131 -0.024609 0.0981154 0.355691 0.0105031 0 0.356054 0.00313349 0.00940286 0.0627837
internal_weight=0 334.379 2348.5 2267.2 2097.55 198.331 81.293 226.547 107.832 169.65 1899.22 29.9216 16.8655 185.158 64.4275 11.9606 125.235 38.7273 168.41 47.6236 158.594 92.7306 24.1579 60.6151 124.542 32.0612 32.5042 82.3145 44.4156 30.8345 25.7002 25.5178 11.4745 9.81536 14.4894 11.4415 4.90487 2.90515 20.9831
internal_count=9547027 726344 8820683 8572493 8014734 710319 248190 499499 226845 557759 7304415 88537 49623 677893 198567 32238 397061 104424 621782 144820 587147 291816 67962 212988 464905 116025 105245 160179 160698 111566 94143 66666 30926 34635 51136 30833 17385 10262 56606
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 525312 1 1 64 3 2 2 2 2 2 24382129 2 4272172 2 262272 2 1 8391224 588 2 8653066
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=22
split_feature=8 2 2 10 1 2 1 4 0 0 4 5 5 2 5 5 0 6 0 0 0 2 2 3 3 2 0 2 3 2 4 0 0 3 0 0 0 1 3
split_gain=2422.33 386.283 370.122 351.381 164.996 156.739 127.806 54.119 49.066 41.9794 30.3362 23.7063 18.4361 17.8205 13.9448 12.1795 10.6395 8.72132 7.60868 7.51043 6.00831 5.42326 4.34629 3.29291 2.37177 1.38495 1.09238 0.945353 0.798093 0.632555 0.515848 0.350239 0.343524 0.302059 0.253413 0.246191 0.243739 0.219996 0.356049
threshold=0 1 2 3 4 5 6 7 1.5000000000000002 2.5000000000000004 8 9 10 11 12 13 1.0000000180025095e-35 14 1.0000000180025095e-35 43.500000000000007 3.5000000000000004 15 16 3.5000000000000004 3.5000000000000004 17 1.0000000180025095e-35 18 4.5000000000000009 19 20 199.00000000000003 152.50000000000003 6.5000000000000009 1.0000000180025095e-35 3.5000000000000004 19.500000000000004 21 4.5000000000000009
decision_type=1 9 9 1 1 9 1 1 2 2 1 1 1 9 1 1 2 1 2 2 2 9 9 2 2 9 2 9 2 9 1 2 2 2 2 2 2 1 2
left_child=2 14 6 4 5 10 12 16 11 -6 24 -3 19 -11 32 18 21 -15 -8 30 22 -5 -7 -18 -4 -13 -16 37 -17 -22 -1 -10 -2 -23 -14 -29 -36 38 -9
right_child=1 8 3 7 9 20 15 27 31 13 -12 25 34 17 26 28 23 -19 -20 -21 29 33 -24 -25 -26 -27 -28 35 -30 -31 -32 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=0.30797795660163174 0.46286576169440852 0.090151194817591165 0.18626461550343609 -0.0048992002811314838 -0.081024383767555483 0.0043509982078748944 -0.0015150061301159733 0.012542822451277712 0.1763475306937636 0.025947523380287375 -0.0021062478521184 0.011942321780536584 0 -0.045223824290241854 0 -0.026671808014183729 0.12794937766817374 0.0063910014490744828 0.058554469303843497 0 0.015114045179649149 0.04824667671582307 -0.038415727404752104 0.002107205825632574 0 -0.010084820219463709 0.047304864517087236 -0.024086089204027342 0 0 0 0 0 0 0.012890656040615062 0 0 -0.0021509431004892252 0
leaf_weight=16.323911174491514 57.580060384469107 146.65256748875254 29.381074146047471 17.827728129865136 1454.2875287725474 12.703280676098075 17.716336226207204 8.2056795438111276 183.44969014960225 17.163024219044019 5.7514048014127175 12.70090816717129 1.9997220177319857 272.92462277547747 1.8016315522836501 24.540391582995657 73.519718033348909 17.931982447436894 22.342371985985665 0.48609011783264477 6.0397773314325605 39.469747370720142 140.18195403419668 8.1921776336675958 0.33168203409877506 22.273059753817506 7.3353748324443586 20.049591246875938 0.47389172622933884 3.8674955097958428 0.032993231376173493 0.052779410267247751 0.0111953325686035 0.25383642272208717 1.8887821167299992 1.6677149083989196 1.0407089035143142 12.11769781963085 1.6660666283569288
leaf_count=30833 82503 237627 67118 59835 6092780 44842 47818 29955 273286 64871 20575 33941 7123 1077633 4612 92455 197577 69131 56606 1312 20859 116508 542305 22237 844 75437 18731 74518 1688 13776 93 188 19 904 6555 5944 3707 44210 6071
internal_value=0 0.209341 -0.0419822 -0.0509302 -0.0637532 0.0195948 0.126235 0.072296 0.132952 -0.0731692 0.141155 0.075259 0.236704 -0.0334591 0.398419 0.0103785 0.0984783 -0.0395733 0.0384333 0.303457 -0.0280263 0.03133 -0.0349537 0.121972 0.184674 0 0.0430769 -0.0131856 -0.0236683 0.0102485 0.307688 0.176279 0.462794 0.0417228 0.00306159 -0.018995 0.00932195 0 0.00626717
internal_weight=0 431.857 2230.38 2143.53 1960.56 198.257 86.8452 182.97 365.129 1762.31 35.4642 181.627 21.7722 308.02 66.7283 65.073 139.263 290.857 40.0587 16.843 162.793 57.5513 152.885 81.7119 29.7128 34.974 9.13701 43.7068 25.0143 9.90727 16.3569 183.502 57.5913 39.7236 4.92921 21.7173 2.92949 21.9894 9.87175
internal_count=9547027 726344 8820683 8572493 8014734 710319 248190 557759 620479 7304415 88537 347005 49623 1211635 105865 198567 397061 1146764 104424 32238 621782 177247 587147 219814 67962 109378 23343 160698 94143 34635 30926 273474 82522 117412 17385 80462 10262 80236 36026
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 2098176 525312 1 1 64 3 2 2 2 2 3145728 2 2 1 4534944 262272 8669978 4260461 8653066 2 397
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=26
split_feature=8 2 10 2 1 2 1 0 4 0 5 5 4 2 2 6 2 5 0 4 5 0 3 2 2 0 4 3 1 2 3 0 0 0 0 2 1 3 1
split_gain=1761.44 329.261 308.046 186.641 156.048 128.393 102.833 46.4149 43.0047 42.3036 32.5998 27.4628 24.0186 16.3662 11.1766 8.0122 5.99071 4.96232 4.32865 3.28265 2.81675 2.42083 2.27366 1.55908 0.88052 0.849918 0.767249 0.713515 0.694917 0.46348 0.425175 0.423772 0.321168 0.269679 0.258542 0.137728 0.125715 0.329615 0.105082
threshold=0 1 2 3 4 5 6 3.5000000000000004 7 2.5000000000000004 8 9 10 11 12 13 14 15 3.5000000000000004 16 17 1.5000000000000002 6.5000000000000009 18 19 2.5000000000000004 20 4.5000000000000009 21 22 8.5000000000000018 151.50000000000003 3.5000000000000004 199.00000000000003 5.5000000000000009 23 24 4.5000000000000009 25
decision_type=1 9 1 9 1 9 1 2 1 2 1 1 1 9 9 1 9 1 2 1 1 2 2 9 9 2 1 2 1 9 2 2 2 2 2 9 1 2 1
left_child=1 6 4 31 5 12 10 11 14 -6 26 -5 20 34 25 -15 35 21 -18 29 -3 -8 -16 -21 36 28 30 -19 -4 -13 -1 -2 -26 -9 -11 -7 37 -10 -27
right_child=3 2 8 7 9 16 17 33 24 13 -12 19 -14 15 22 -17 18 27 -20 23 -22 -23 -24 -25 32 38 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.24994752562049682 0.28131442377496391 0.16196280227774651 0.0014239286387847825 0.081195421315362157 -0.079454890550103935 0.0049923400644023876 0 0.16053867856380666 0.011104331927055707 0 0 0.021615260068200106 -0.0020731004654036341 -0.042950226564996502 0.10066089843435269 0.0061364283878937 -0.045661795852595548 -0.023749503208165781 0.0010270198712281221 0.0029521339405122185 0 0.035156882620589198 0 -0.020808652880599892 -0.023979288680119185 0 0 0 -0.012873415410698516 0 0 0 0 0 0.034889768222120789 -0.00076708392852289074 -0.0011801196490751761 0 0.012987564816482689
leaf_weight=29.432087595341731 127.3160569863976 34.124197424011072 7.3237111293128692 225.43076224665856 1341.1519349800074 13.333604980289238 22.392406435246812 111.58896114261006 8.7001912877312844 9.8070221623056586 7.7464047145040231 11.796725765103472 5.7393100105400654 260.86272225972789 122.97000174893765 18.046892021797248 95.098604912200244 21.140039599617015 7.611532579525373 8.5636472915939503 1.5976635998231348 12.169442018552216 0.75605042703682457 25.654407370224362 18.664495974662717 1.9293800960294902 0.068390745873332714 0.43599161779275064 13.939223672990925 4.6593229384743635 0.037825707462615266 0.031295290827982991 1.4746067402593315 0.046603096299803748 7.8069209707609835 41.615623724414036 12.6174989049905 1.8505521420156572 4.2512095536803818
leaf_count=49172 140832 63190 22671 311035 6092780 46812 58106 128931 31425 38702 28179 19341 20575 1077633 312280 69131 382297 81796 26490 27731 4772 29099 2519 90478 71076 5036 181 1553 43489 7767 104 63 5255 166 26169 166183 46180 6762 11066
internal_value=0 -0.0391348 -0.0482685 0.162081 -0.0613471 0.0191614 0.115076 0.10239 0.0634599 -0.0711725 0.194986 0.0678538 0.123394 -0.0311146 0.0854292 -0.0373077 -0.0261558 0 -0.0376539 0 0.158637 0.0207931 0.093586 -0.01437 -0.0127123 0 0.249323 -0.0205165 -0.00637881 0.0205223 0.249725 0.264433 -0.0185311 0.160453 0.0249614 0 0 0.00483937 0.0133139
internal_weight=0 2124.7 2031.27 515.088 1836.8 199.121 93.4226 387.74 194.477 1637.68 37.2847 276.105 41.4612 296.524 151.17 278.91 157.659 56.1379 102.71 50.6741 35.7219 34.5618 123.726 34.2181 43.3073 27.4435 29.5383 21.576 21.2629 16.456 29.4699 127.347 20.1391 111.636 17.6139 54.9492 23.1682 10.5507 6.18059
internal_count=9547027 8820683 8572493 726344 8014734 710319 248190 585449 557759 7304415 77636 456352 88537 1211635 397061 1146764 621782 170554 408787 145317 67962 87205 314799 118209 160698 82262 49457 83349 66160 27108 49276 140895 76331 129097 64871 212995 84367 38187 16102
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 525312 1 2098688 1 64 7 2 2 2 2 3145728 8228 1 18131081 2 2 2 2104 4260477 2 648 8669486 262272 397 644
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=25
split_feature=8 2 10 0 1 2 1 0 5 4 2 3 4 0 0 2 5 2 2 4 0 0 5 1 4 2 1 5 3 0 0 2 2 3 2 1 3 3 0
split_gain=1308.46 285.923 266.47 164.063 145.923 106.675 82.3551 42.3826 38.2415 33.6031 23.6346 16.7616 14.4695 11.8474 11.4907 9.23963 9.23089 8.38034 8.16225 8.09841 6.71576 5.90523 5.1682 4.84733 3.92397 2.55699 1.32015 0.864474 0.745776 0.607752 0.578981 0.561042 0.470785 0.343266 0.209672 0.176695 0.172898 0.152319 0.141228
threshold=0 1 2 5.5000000000000009 3 4 5 2.5000000000000004 6 7 8 1.0000000180025095e-35 9 1.5000000000000002 43.500000000000007 10 11 12 13 14 1.0000000180025095e-35 3.5000000000000004 15 16 17 18 19 20 4.5000000000000009 2.5000000000000004 199.00000000000003 21 22 7.5000000000000009 23 24 1.5000000000000002 7.5000000000000009 4.5000000000000009
decision_type=1 9 1 2 1 9 1 2 1 1 9 2 1 2 2 9 1 9 9 1 2 2 1 1 1 9 1 1 2 2 2 9 9 2 9 1 2 2 2
left_child=1 6 4 8 5 12 14 -6 10 13 -2 18 22 17 24 -13 20 23 -9 32 36 -7 -3 -4 -1 -21 -19 34 -18 35 -5 -23 -10 -15 -11 -29 -8 -22 -36
right_child=3 2 9 30 7 21 16 11 19 27 -12 15 -14 33 -16 -17 28 26 -20 25 37 31 -24 -25 -26 -27 -28 29 -30 -31 -32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=0.21752934109845623 0.13894727496990797 0.12557102344680471 -0.0017403697954307157 0.23622991114692271 -0.077793363166569277 -0.037141523163353812 -0.0070962603539414873 0.027169621135268274 0 0.0066435212923019087 0.059152540965170711 0.0062375579583490749 0 0.1064082466510704 0 -0.04731727956493556 -0.025103242806512854 0.0073189686265415083 -0.018991686677231782 0.0074402228211508867 0.050683469124300898 0.013913402570030226 0 0.057377382995582094 0 -0.020752673195460779 -0.012496851678234789 0 0 0 0 0 0.03991290550315834 0 -0.0064655064133452541 -0.020861303451350066 0 0 0
leaf_weight=32.347782012890093 171.67845371583826 52.44452602948877 11.898244316340424 104.39334666504874 1238.7559229836916 130.62830843364645 14.125694968475729 45.703453648893628 7.153190471814014 3.1335327778942883 248.88253013094072 24.00166941047064 5.8650908558629444 60.099316719919443 1.3146121068857599 189.59251302527264 23.398939990991497 14.970971558650488 26.652173688751645 14.909275341284227 25.074865178699842 5.6472525545977987 2.531948468531481 49.580295509193093 0.43532792309997503 28.130415134743089 27.414346070523607 2.8227058606862565 0.47389172622933884 3.8394787322613402 0.056202675099483623 3.7834096738952194 19.312893176975198 0.10542382072890077 9.5548779681266716 23.172457993176074 4.4140481018985147 0.12031936791026865 0.42450134220416735
leaf_count=44350 165073 106257 28792 96987 6092780 542305 36195 188381 11129 11151 284802 94512 21056 132171 3772 813462 92455 40694 115280 43028 56256 19202 8036 119197 1501 97027 75833 10603 1688 13899 200 13463 28098 374 35915 87621 11623 350 1509
internal_value=0 -0.0364694 -0.0456798 0.128721 -0.0588966 0.0182788 0.102496 -0.0690881 0.0929621 0.0548076 0.103871 -0.0288077 0.0992914 0.0730988 0.180672 -0.0417271 0.00777601 0.0321926 0.0074514 0.012524 0.0315271 -0.0294866 0.121203 0.0468036 0.215327 -0.00965709 -0.00170099 -0.0122815 -0.0220499 -0.0181209 0.236089 0.00904528 0.0398746 0.106167 0 -0.0214341 -0.00318711 0.0503549 -0.0019649
internal_weight=0 2034.33 1932.62 594.516 1725.61 200.901 101.705 1524.71 490.067 207.016 420.561 285.95 60.8416 164.069 34.0977 213.594 67.6078 103.864 72.3556 69.5058 43.7349 140.059 54.9765 61.4785 32.7831 43.0397 42.3853 42.9476 23.8728 29.8346 104.45 9.43066 26.4661 60.2047 13.1129 25.9952 18.5397 25.1952 9.97938
internal_count=9547027 8820683 8572493 726344 8014734 710319 248190 7304415 629157 557759 449875 1211635 135349 397061 49623 907974 198567 264516 303661 179282 104424 574970 114293 147989 45851 140055 116527 160698 94143 112123 97187 32665 39227 132545 48575 98224 47818 56606 37424
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 525312 1 1 262336 3 2 2 1984 2 3145744 2 3426634 3410658 2 2 64 2 2100792 648 2 8390922 5847120 582 257
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=23
split_feature=8 2 10 1 2 2 0 5 0 4 0 4 1 0 1 9 5 2 0 4 0 2 5 2 4 3 2 3 3 0 0 2 3 3 2 3 0 2 0
split_gain=1005.62 249.387 234.584 137.949 95.5279 88.5925 67.6808 38.5722 34.911 27.2113 19.5224 15.9584 14.0242 12.1318 10.7587 8.47351 7.03857 6.32875 4.87427 4.80275 3.56633 3.55429 2.91083 2.36242 1.8374 1.78679 1.7649 1.61779 1.57923 1.29932 1.0682 0.85316 0.791013 0.787052 0.608269 0.598679 0.518369 0.50697 0.302547
threshold=0 1 2 3 4 5 1.5000000000000002 6 1.5000000000000002 7 1.0000000180025095e-35 8 9 1.0000000180025095e-35 10 11 12 13 3.5000000000000004 14 1.0000000180025095e-35 15 16 17 18 3.5000000000000004 19 3.5000000000000004 3.5000000000000004 14.500000000000002 8.5000000000000018 20 7.5000000000000009 1.0000000180025095e-35 21 3.5000000000000004 99.500000000000014 22 3.5000000000000004
decision_type=1 9 1 1 9 9 2 1 2 1 2 1 1 2 1 1 1 9 2 1 2 9 1 9 1 2 9 2 2 2 2 9 2 2 9 2 2 9 2
left_child=1 6 3 5 10 11 12 24 -5 14 19 27 22 16 23 29 26 -15 21 -2 -16 -7 -1 25 32 -4 -6 -3 -22 -10 -17 -11 36 -25 -20 -14 -8 -18 -33
right_child=4 2 9 8 13 18 7 -9 15 31 -12 -13 35 17 20 30 37 -19 34 -21 28 -23 -24 33 -26 -27 -28 -29 -30 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.059297521168474636 0.067482248567163866 0.12172195537174513 0.032620237316033328 -0.078823568627896162 0 0 0.19081234184985021 0 -0.042426079350232029 0 0.21425725917630906 -0.0020405219820185815 -0.018349011869768145 0 0.022586472096625024 -0.00046882101010144487 0.00054746925121234983 0.08529230554090296 0.014533130680642528 0 0.10798321500339624 -0.038300196064393256 0 -0.012661589992345608 0 0 0.041289857331015513 0 0 -0.0018839995956594321 0.019428247791751927 -0.022877580483067466 0 0.0031863489534459132 0 0 0 -0.01098322963902024 0
leaf_weight=27.734327799014864 44.593229818507098 46.657678642310202 28.05050290064537 1012.7133233717177 5.9772444478003308 50.647984620853094 34.295362369899522 11.870375545811838 348.51367008281522 22.984883721597726 104.22638142976211 5.7274307917396063 45.914111035279348 17.55140630088863 39.326436777599156 15.208678140974373 3.7585466864984483 355.9155960517819 6.2731697502313182 4.3497693394310764 57.493189009343041 89.626700553257251 3.580397306650414 18.080136515840422 0.24895852027111587 4.3789570187509517 110.68823860393604 0.41579577577067439 5.0594799985701675 27.068627222179202 5.1664263370621475 17.969777666759914 0.10650590092700341 19.416831079055555 3.8744965700607263 3.5396488970000055 0.069585389544953524 16.163296061626173 1.4740701283444639
leaf_count=28413 29197 67118 60354 5383792 7649 196606 72931 45502 1645501 84367 70477 20575 152650 43090 104525 71722 8575 368949 20859 6191 115806 390526 10514 45385 570 10434 136854 844 11614 113207 19867 71076 263 45577 13775 10858 197 55362 5255
internal_value=0 -0.0338796 -0.0437572 -0.0571439 0.106027 0.0171468 0.0845891 0.158485 -0.0678517 0.0485914 0.175273 0.0960812 0.0155125 0.0715261 0.0644764 -0.0371031 0.032 0.0835569 -0.0233477 0.0607828 0.0811075 -0.0301328 0.0457877 0.0109548 0.188902 0.0228573 0.0403891 0.120526 0.104174 -0.0405993 0.00718663 -0.0116528 0.190018 -0.00195249 0.00958799 -0.0139406 0.190498 -0.00586713 -0.0175776
internal_weight=0 1953.49 1826.13 1611.89 663.224 203.223 127.359 46.5908 1408.67 214.234 153.169 52.8009 80.7685 510.054 171.806 395.957 136.587 373.467 150.422 48.943 101.879 140.275 31.3147 69.9264 34.7204 32.4295 116.665 47.0735 62.5527 375.582 20.3751 42.4287 34.4715 37.497 10.1477 49.4538 34.3649 19.9218 19.4438
internal_count=9547027 8820683 8498785 7944392 726344 710303 321898 119463 7234089 554393 105865 88537 202435 620479 393695 1850297 208440 412039 621766 35388 231945 587132 38927 161750 73961 70788 144503 67962 127420 1758708 91589 160698 73391 90962 34634 163508 73128 63937 76331
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 1573888 1 1 2098176 64 2 2 2 515 321 1 2 73732 2 17146025 2 722 2 614528 4260477 8653066 18962
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=24
split_feature=8 2 10 1 0 2 1 0 5 2 5 0 2 4 4 0 5 5 2 0 3 0 0 5 2 2 5 4 0 2 5 3 9 3 0 2 3 0 3
split_gain=780.547 218.102 209.757 124.664 81.0556 72.5789 59.197 41.0704 23.4301 21.1287 20.6161 18.6043 13.2778 12.9707 10.1657 8.65741 7.97282 6.71385 4.76803 4.40377 4.40075 3.72034 3.01006 2.24867 1.85055 1.83702 3.42978 1.71325 1.61923 1.95675 1.56506 1.52936 1.49763 1.03458 0.961413 0.820674 0.706689 0.621066 0.593037
threshold=0 1 2 3 5.5000000000000009 4 5 1.5000000000000002 6 7 8 8.5000000000000018 9 10 11 43.500000000000007 12 13 14 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 4.5000000000000009 15 16 17 18 19 2.5000000000000004 20 21 9.5000000000000018 22 1.0000000180025095e-35 26.500000000000004 23 4.5000000000000009 151.50000000000003 6.5000000000000009
decision_type=1 9 1 1 2 9 1 2 1 9 1 2 9 1 1 2 1 1 9 2 2 2 2 1 9 9 1 1 2 9 1 2 1 2 2 9 2 2 2
left_child=1 6 3 5 9 13 15 -5 12 14 11 -9 33 30 31 21 -11 19 -7 -8 -14 23 -20 -1 -18 26 37 -23 29 -10 -3 -2 -12 -4 -28 -30 -19 -6 -16
right_child=4 2 8 7 25 18 17 10 28 16 32 -13 20 -15 38 -17 24 36 22 -21 -22 27 -24 -25 -26 -27 34 -29 35 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.04198090645133435 0.094511341761779 0.10656765822744861 -0.0088569136282211115 -0.077004779776634336 0.21840344872983031 0 -0.0024492867230895264 -0.023502067518881568 0.0045807261712705214 0.040975931002243587 -0.060889065437632617 0.036355393923075539 0.090953873694133214 -0.0020084997498696897 0.017026351623945921 0 0.010557441563996919 -0.02392640741167007 -0.0418357053651503 0.038882012741530081 0.020496028656979946 0.20109592783902006 0 0 -0.013260032507695717 0.051894890160908869 0.03172778592799004 0 0.014054239311810671 -0.022809539982691758 0 0 0 0.011129283142473927 0 -0.0025947968399121367 0 0 0
leaf_weight=20.693237860570662 260.26466892421013 51.309071809228044 23.751400489243679 943.40151082990633 60.093503615586087 66.583748691889923 18.172909775457811 205.24466188567749 5.895427167910384 233.70451538969064 143.78847908005991 35.263935231647338 82.570811547717312 5.7157623545208471 22.965086037002038 1.4447349632391695 26.01595905458089 22.573415493476208 76.565336199681042 29.751443483604817 47.163518233981449 20.806029757310171 4.0028752578073172 2.4343255525454905 23.398988399712835 73.819568049977534 10.985438113391863 0.21337890048744412 7.3430331652343739 32.534278768493095 1.7941036052943662 0.55033685476519068 6.7826628818002055 19.485213396896143 3.1787389755772884 5.1693845479167049 0.47389172622933884 0.067974802397656187 12.172362484736366
leaf_count=17010 192857 63190 64327 5423693 28256 262843 47818 1006353 16979 244454 703978 140694 168171 20575 40973 3772 54978 92455 345110 56606 113722 21000 13829 7123 78271 53507 12080 718 18635 110506 4772 448 29697 54513 3279 10906 1688 65 17176
internal_value=0 -0.0313687 -0.0406121 -0.0540468 0.0885905 0.0158351 0.0832609 -0.0648047 0.044499 0.0647272 -0.0328116 -0.010558 0.0600823 0.0841307 0.0847194 0.142954 0.0329965 0.0045054 -0.0220074 0.0244502 0.0714075 0.166968 -0.034492 0.0354737 0 0.153576 0.185016 0.199837 -0.0073642 -0.0167214 0.104514 0.094143 -0.0590362 0 0.0267677 0.00583747 -0.020836 0.218163 0.0120283
internal_weight=0 1880.93 1764.37 1540.45 727.217 205.971 116.563 1334.48 223.913 579.072 391.08 240.509 172.971 58.8189 295.952 45.5917 283.119 70.9717 147.152 47.9244 129.734 44.147 80.5682 23.1276 49.4149 148.145 74.3257 21.0194 50.9421 38.4297 53.1032 260.815 150.571 43.2366 14.1642 12.5124 23.0473 60.1615 35.1374
internal_count=9547027 8820683 8572493 8014734 726344 710319 248190 7304415 557759 629157 1880722 1147047 400733 88537 251454 49623 377703 198567 621782 104424 281893 45851 358939 24133 133249 97187 43680 21718 157026 127485 67962 193305 733675 118840 15359 29541 94143 28321 58149
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 525312 1 1 64 3 2 2361218 2 335913 2 2 2 2 18131083 2 8407096 2100290 2 2 328220 2 1 8407272
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=25
split_feature=8 2 1 10 0 10 4 0 2 4 0 5 5 5 4 0 5 3 2 1 1 1 0 2 2 1 1 3 1 0 6 0 5 3 3 3 3 2 0
split_gain=619.724 197.725 194.379 143.039 63.6948 57.152 47.5151 24.015 20.677 21.6262 17.3531 16.2035 14.0594 12.8478 11.0643 8.4274 8.11028 8.09804 7.28667 6.65117 6.13202 5.79774 5.3675 4.61441 4.29176 3.34128 2.09588 1.96564 1.58068 1.21944 1.07788 1.03265 1.01475 0.989353 0.76722 0.739777 0.667728 0.655641 0.644042
threshold=0 1 2 3 6.5000000000000009 4 5 4.5000000000000009 6 7 1.5000000000000002 8 9 10 11 1.0000000180025095e-35 12 2.5000000000000004 13 14 15 16 43.500000000000007 17 18 19 20 1.5000000000000002 21 1.0000000180025095e-35 22 2.5000000000000004 23 14.500000000000002 3.5000000000000004 9.5000000000000018 6.5000000000000009 24 2.5000000000000004
decision_type=1 9 1 1 2 1 1 2 9 1 2 1 1 1 1 2 1 2 9 1 1 1 2 9 9 1 1 2 1 2 1 2 1 2 2 2 2 9 2
left_child=1 2 6 7 8 10 11 19 9 35 -4 15 -7 21 20 17 25 -1 -10 24 31 -12 -17 26 -3 -6 -9 -18 -25 -22 -30 37 36 -27 -15 -2 -11 -5 -16
right_child=4 3 5 14 16 12 -8 23 18 32 13 -13 -14 34 38 22 27 -19 -20 -21 29 -23 -24 28 -26 33 -28 -29 30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.070495894133089335 0.094122704239919183 0 -0.05137614246845891 0.0016394606819629953 0 0.072930153339850243 -0.015582413453295842 -0.0078389859362327265 -0.0054870903490857083 0.018705342180464529 0.037222135582095632 0 -0.0094858092641675173 -0.038164483019669404 -0.0167600764963227 0.18242028021472684 0 -0.0036061709115475754 0.03744016804665036 -0.072370465651150531 0.0098977812226867575 -0.0041704242237853807 0 0.0015409653914283915 -0.036435942727057156 0.1648752932877128 0.016447588355395375 0.03432646648128973 -0.035422706277302339 0.063668192517479197 0 0.014571182731832619 -0.0058610947026881653 0 0 0 0 -0.010900438195150786 0
leaf_weight=73.191965781967156 222.72576989873778 57.123263309083995 208.48136611284281 23.940190815395908 12.889804032747634 44.004875888407696 16.194746234003105 18.588082158719772 27.699753498804057 14.636648566287478 32.866099463353748 11.627550703560699 11.978211219073271 33.059495249806787 26.455192918132528 45.755046977574239 12.643547854619102 5.2661525786825214 359.86683972692117 864.30884679753217 33.683141331246588 36.164981868583709 0.77822905610082571 3.3312751119956374 68.528794363475754 96.386747747368645 32.986979092034744 11.681982739100929 62.891359897475922 57.962789221463026 4.129830705584026 14.507066266640321 13.546959784463978 0.16455842152936284 2.4082770150853312 0.26730425446294148 9.3899913874338363 21.718797280424042 4.0880095816391977
leaf_count=142064 141451 226319 1171235 50739 6313 87913 79375 75285 73893 17569 117911 39748 41446 162591 104263 67961 12197 7836 366348 5224143 86259 140600 1387 11057 320400 44694 130728 14741 298836 104521 16490 27732 38070 115 12448 185 10768 56575 14821
internal_value=0 -0.0289558 0.0217162 -0.0494308 0.0758648 -0.0183542 0.103757 -0.0631489 0.0572157 0.0805153 -0.0364603 0.12619 0.0546502 0 0.0275775 0.134774 0.137359 0.0631344 0.0334442 -0.0683491 0.0380137 0.0211509 0.179548 -0.0137934 -0.0239547 0.150097 0.00481778 0.0232862 -0.0257065 0.0496085 -0.0299338 0.000804525 0.00206845 0.152482 -0.0358575 0.0939174 0.0128641 -0.00354134 -0.0124722
internal_weight=0 1816.02 521.777 1294.24 781.9 368.963 152.814 1111.89 648.133 260.567 312.98 136.619 55.9831 104.499 182.355 124.991 133.767 78.4581 387.567 989.961 151.812 69.0311 46.5333 121.928 125.652 109.441 51.5751 24.3255 70.3525 91.6459 67.0212 60.1661 37.5736 96.5513 35.4678 222.993 24.0266 45.659 30.5432
internal_count=9547027 8820683 2072515 6748168 726344 1734144 338371 6303258 648284 208043 1604785 258996 129359 433550 444910 219248 78060 149900 440241 5770862 325826 258511 69348 532396 546719 51122 206013 26938 326383 190780 315326 135046 66407 44809 175039 141636 28337 107314 119084
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 20481088 3 1 1 2 1856 2 2 2 2 2 2 602116 1 321 28 264888 270507 768 672 1 1 2 264722
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=26
split_feature=8 2 10 1 2 0 0 0 2 5 0 5 0 1 1 1 1 4 4 0 5 2 6 5 1 2 3 2 0 9 1 4 0 3 4 3 0 5 3
split_gain=492.245 176.011 164.834 105.41 50.4908 48.2417 42.2307 34.6296 24.7513 20.8005 19.5364 16.7573 11.5939 9.54422 9.29949 8.38528 7.64871 7.20845 6.39457 4.7691 4.10015 3.47112 2.49547 1.97956 1.96655 1.67692 1.64114 1.5207 1.49021 1.42349 1.33593 1.2176 1.17049 1.16759 0.999451 0.9639 0.955681 0.917408 0.733736
threshold=0 1 2 3 4 9.5000000000000018 1.5000000000000002 1.5000000000000002 5 6 2.5000000000000004 7 4.5000000000000009 8 9 10 11 12 13 3.5000000000000004 14 15 16 17 18 19 1.5000000000000002 20 151.50000000000003 21 22 23 15.500000000000002 1.5000000000000002 24 9.5000000000000018 7.5000000000000009 25 2.5000000000000004
decision_type=1 9 1 1 9 2 2 2 9 1 2 1 2 1 1 1 1 1 1 2 1 9 1 1 1 9 2 9 2 1 1 1 2 2 1 2 2 1 2
left_child=1 6 3 4 18 8 16 -5 17 31 13 12 -9 27 32 25 23 24 22 -6 -15 -17 -3 38 26 36 -2 33 -16 -13 -19 -8 -7 -4 -12 -26 37 -10 -1
right_child=5 2 10 7 19 14 9 11 15 -11 34 29 -14 20 28 21 -18 30 -20 -21 -22 -23 -24 -25 35 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.045384293748702662 0.019596999257885925 0.074671196173357726 0.013177893711975331 -0.073755617838160065 -0.03164022601706961 0.016362457332293797 0.13817522502946558 -0.025485803384820472 0.017484922172348122 0 0.080542997009338257 -0.057173225655749775 0.015642356882220137 0.045381412200539005 0.15591149754635786 -0.00056708275446758346 -0.010728387868373723 0.021343532224898893 0 0.0087287370537858875 0 0.038283478494266519 0 0 0.080433743055495874 -0.010310563900433058 -0.005392020263336017 -0.014206069152100993 0 0 0 0 -0.0051685341087593676 -0.0050602012011575293 0 0 -0.0025366675404331481 0 0
leaf_weight=28.437454185055685 13.455054757185282 73.586880525137531 33.601088365263422 811.61844494311663 117.71009846682136 12.087022049585359 48.492277291370556 140.40320113528287 59.313120749371592 11.672851023235124 49.742664035031339 128.72314329950314 79.80464339768514 58.024005845392821 67.620323801529594 17.315208069194341 46.236917913265643 30.85214339097729 5.7540222223615265 9.5453871526697167 14.093085341883123 204.97310439529247 6.3863958973379331 3.7779074461577684 327.11032421741402 42.458426313445671 15.418085807119494 50.892179695671075 0.26919828532845613 6.5815560083574374 21.614826764300233 0.26155849304632184 10.049150219885631 24.761460807130788 5.4747972755285437 0.42754318623337795 3.8508252758765584 8.307321143220177 6.4342224246356627
leaf_count=23127 7251 105265 66641 5383792 542290 6764 73391 783623 55727 45502 83819 701458 335539 123950 33119 45904 163508 51949 21056 32664 46104 198703 9028 10514 195243 60329 8890 143820 282 29677 36621 570 6309 70477 19582 297 2077 16879 5286
internal_value=0 -0.0268157 -0.0366456 -0.0500957 0.0126167 0.0650217 0.0666797 -0.061412 0.0519637 0.118902 0.036122 -0.0305004 -0.00929331 0.0130323 0.130596 0.0242951 0.0113566 0.0686971 0.0598136 -0.0240853 0.0337581 0.0344885 0.0708877 0.0321667 0.0757939 0 0.00445302 -0.00489228 0.140822 -0.0552496 0.0151456 0.137384 0.00292345 0.0026537 0.0771565 0.0780352 0.00847328 0.0136282 0.0417413
internal_weight=0 1762.02 1616.7 1380.11 212.983 835.122 145.313 1167.13 745.096 60.4267 236.589 355.513 220.208 181.372 90.0257 336.218 84.8865 408.878 85.7273 127.255 72.1171 222.288 79.9733 38.6496 356.411 113.93 28.8731 109.255 67.8895 135.305 52.467 48.7538 22.1362 58.3625 55.2175 327.538 71.4713 67.6204 34.8717
internal_count=9547027 8820683 8498785 7944392 710303 726344 321898 7234089 679870 119463 554393 1850297 1119162 450992 46474 379619 202435 300251 135349 574954 170054 244607 114293 38927 211681 135012 16141 280938 33401 731135 88570 73961 13073 137118 103401 195540 74683 72606 28413
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1573888 1 1 262336 2117440 2 2 368 896 97 515 2 2 2 1126404 1 2 514 1314859 285271 1 186 2 2 2
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=22
split_feature=8 2 1 10 10 2 4 0 0 5 0 5 5 1 3 4 1 2 4 3 1 0 0 3 1 2 0 6 0 3 2 2 1 0 3 3 0 0 3
split_gain=393.097 163.874 138.383 116.614 44.0549 41.2073 32.3986 22.6375 17.2239 13.5882 14.0201 11.2059 10.6138 9.003 8.89607 8.3788 6.50327 8.53675 6.30174 5.23585 4.6106 4.56332 5.07983 4.44605 3.93077 3.87432 3.72921 3.50926 3.23141 3.16607 2.53935 2.02009 1.56762 1.30459 0.944188 0.66613 0.624729 0.609611 0.576321
threshold=0 1 2 3 4 5 6 1.5000000000000002 1.5000000000000002 7 6.5000000000000009 8 9 10 1.0000000180025095e-35 11 12 13 14 5.5000000000000009 15 1.5000000000000002 43.500000000000007 1.0000000180025095e-35 16 17 1.5000000000000002 18 1.0000000180025095e-35 4.5000000000000009 19 20 21 64.500000000000014 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 2.5000000000000004 7.5000000000000009
decision_type=1 9 1 1 1 9 1 2 2 1 2 1 1 1 2 1 1 9 1 2 1 2 2 2 1 9 2 1 2 2 9 9 1 2 2 2 2 2 2
left_child=1 2 6 7 9 8 12 24 13 10 25 -6 21 34 32 20 26 -18 -15 27 36 23 -23 -1 30 -4 -7 -16 -19 -11 -3 -22 -9 -28 -2 -33 -5 -17 -10
right_child=5 3 4 15 11 16 -8 14 38 29 -12 -13 -14 18 19 37 17 28 -20 -21 31 22 -24 -25 -26 -27 33 -29 -30 -31 -32 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.071707981840080398 0.0068445622157799315 -0.037945731239353901 0.0059068967664446465 -0.0031017036430239864 0.061695079819790943 0.01159650403563277 -0.013692610862276133 -0.013368011864016746 0.12344257404661073 -0.062098015800845723 0.035756841670512039 -0.0093549831235358837 0 0.066241735588638564 -0.045600529579519961 -0.016062639235049761 -0.012042220106859548 0.011091851344848754 -0.00030501050074348838 0.0010907254707936314 0 0.16073601362510559 0 0.0063032775859156167 -0.074474778686035525 -0.027057151712499214 0.088016085041258227 0 0.036788147643045083 0 -0.0016704395923059904 0.054599441203418135 0.0070525996731118316 0 -0.011892914083549902 0 0.01096274230461578 0 0
leaf_weight=80.605169202768593 9.2897786719258857 63.116452088186634 17.58941824172507 45.315957623563008 49.143186729197623 30.011016307427781 15.18364492987166 18.865501521911938 125.99885507675936 93.96213310265739 19.346840065059951 11.917604216767357 11.172470872174015 66.755328669445589 186.84827753769059 25.986379267327724 23.653736637614202 135.50830057862913 6.1042781365977126 14.511790798642322 26.368043046299135 32.110493037529523 0.89052795665338536 30.169923830981134 574.76482922142895 158.73840810234833 53.449291479337262 11.572588246679514 402.33880512716132 3.4279834786721031 62.700100855407072 72.171760415367316 63.675040916656144 1.9119681955780823 24.421745699335588 1.2708155554137182 15.952950497652635 4.0880095816391977 3.8602273121941826
leaf_count=133562 4200 342782 38403 107315 87912 36424 78504 101010 47916 576516 54957 41445 38072 30147 1012546 104263 66893 157562 7639 80462 60836 32426 1387 40328 4132223 913251 35120 55360 323578 21075 270633 126761 322917 902 13557 3184 27732 14821 2406
internal_value=0 -0.0246923 0.0206392 -0.0447737 -0.0152811 0.0562938 0.0855105 -0.0586927 0.0922112 -0.0325424 -0.0118429 0.0460199 0.102121 0.0418823 -0.0290442 0.022497 0.0373043 0.0282198 0.0540338 -0.038683 0.0313142 0.108213 0.15705 0.0611652 -0.0690804 -0.0229592 0.0665947 -0.0426665 0.0312206 -0.0591934 -0.0264412 0.0408648 0 0.0861422 -0.00106241 0.0489357 0 -0.0117888 0.121795
internal_weight=0 1711.47 524.258 1187.21 354.126 883.303 170.132 996.055 236.43 293.065 195.675 61.0608 154.949 106.571 295.473 191.154 646.873 561.501 72.8596 212.933 161.08 143.776 33.001 110.775 700.581 176.328 85.3723 198.421 537.847 97.3901 125.817 99.8106 82.5405 55.3613 33.7115 73.4426 61.2689 30.0744 129.859
internal_count=9547027 8820683 2057838 6762845 1733559 726344 324279 6317933 105865 1604202 1006611 129357 245775 55543 1572295 444912 620479 548033 37786 1148368 325828 207703 33813 173890 4745638 951654 72446 1067906 481140 597591 613415 190781 423927 36022 17757 129945 135047 119084 50322
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 3671104 3 1 1 2098176 2 2 2 2 554 2 30 73732 2 321 513 1024 1 12587828 8740 522
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=16
split_feature=8 2 5 0 10 1 1 0 10 2 4 0 5 2 0 2 0 3 3 1 0 3 4 3 7 3 0 0 3 0 2 3 0 3 0 0 3 0 3
split_gain=318.559 148.312 122.075 112.269 82.6329 40.7187 39.0272 33.4398 23.0401 14.5139 12.6843 12.0841 10.392 9.69557 7.16295 6.08224 5.78618 3.75814 3.66642 2.15185 1.56825 1.53741 1.3008 1.26562 1.05283 2.45686 1.83011 1.29982 1.53595 1.28221 0.860663 0.770928 0.716912 0.669942 0.637895 0.60971 0.570473 0.52968 0.485686
threshold=0 1 2 6.5000000000000009 3 4 5 4.5000000000000009 6 7 8 1.5000000000000002 9 10 1.0000000180025095e-35 11 1.0000000180025095e-35 8.5000000000000018 6.5000000000000009 12 99.500000000000014 1.5000000000000002 13 7.5000000000000009 14 2.5000000000000004 1.5000000000000002 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 15 1.5000000000000002 133.50000000000003 6.5000000000000009 19.500000000000004 1.0000000180025095e-35 3.5000000000000004 7.5000000000000009 14.500000000000002
decision_type=1 9 1 2 1 1 1 2 1 9 1 2 1 9 2 9 2 2 2 1 2 2 1 2 1 2 2 2 2 2 9 2 2 2 2 2 2 2 2
left_child=1 2 3 5 7 10 11 -3 14 12 13 21 17 -1 -7 34 -6 35 -4 -5 23 -2 30 -21 27 26 -26 28 -17 -27 -18 -10 33 -13 -11 -8 37 -9 -29
right_child=6 4 18 19 16 8 9 36 31 15 -12 32 -14 -15 -16 24 22 -19 -20 20 -22 -23 -24 -25 25 29 -28 38 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.066500554921378977 0.03181390507576911 -0.068816097594767728 -0.05784762536102394 0 -0.005172067257483602 -0.035623594951089604 0.02553933295029779 -0.010820315143903279 0.037855974043062707 -0.014555998897441367 -0.014083656192491424 0.1478814432719836 0 0 -0.00074842521438431774 0.026706308080395248 0 0 0 0.17006716959504839 0 0 0 0 0.012720821926370302 0 -0.0090946902213712138 0.040195722070770962 0.0036011154662145121 0.029046803113695507 0.03199778182683792 0.0011101702183811608 0 0 0 0.079213484622457586 0.0096484295333824858 0 0
leaf_weight=132.25877279584529 15.496425934863511 694.40754237050714 173.93842114416475 6.9656508547777776 57.504355991521152 128.41092275554547 60.717691943922546 32.786386782550835 54.845823262963677 24.99241006803641 9.5712398951291089 45.781667565723183 27.829133376653772 44.343086610970204 125.12846598729084 78.048479883669643 5.9903024989471305 4.2285064302268429 2.4833684011246069 37.379111067188205 0.25195509978220698 14.8441501231282 13.246604467960422 0.20175304374424641 36.498242463771021 10.978383505309464 61.162730381794972 243.56861767338705 104.06315616762731 38.919985102518694 73.604128122125985 27.349276705179363 0.14152514596935262 1.2821656325249922 0.39900239915004831 156.09817780405865 9.2143306658690545 38.764513977817842 0.50451946986140583
leaf_count=102035 9778 727725 210230 14477 150523 147330 38235 62202 89842 70591 14875 19198 32432 93312 149826 69456 11204 3361 3596 66284 821 12921 39538 551 36372 15051 35159 158243 124709 33737 125870 58038 72 975 370 65104 18854 78218 580
internal_value=0 -0.0227954 0.0101514 0.0331748 -0.0486486 0.0151816 0.0493609 -0.0620106 -0.00581176 0.0382232 0.0480275 0.109953 0.0600574 0.0567267 -0.0213701 0.0254931 0.0147392 0.0686526 -0.0559327 0.148622 0.146642 0.0225465 0.0277653 0.169261 0.0279172 0.010236 0 0.0319919 0.0172944 0.0238182 0.0313494 0.0318694 0.145897 0.146349 -0.00826449 0.0703292 0 -0.00449757 0.0399375
internal_weight=0 1668.65 743.128 566.706 925.518 521.908 925.555 775.173 335.734 848.009 186.173 77.5459 248.874 176.602 253.539 599.136 150.345 221.044 176.422 44.7985 37.8328 30.3406 92.841 37.5809 573.744 147.559 97.661 426.185 182.112 49.8984 79.5944 82.1951 47.2054 47.0638 25.3914 216.816 80.7652 71.5509 244.073
internal_count=2891695 2165351 951217 737391 1214134 655258 726344 886999 445036 683400 210222 42944 139132 195347 297156 544268 327135 106700 213826 82133 67656 22699 176612 66835 473307 120319 71531 352988 194165 48788 137074 147880 20245 20173 70961 103339 159274 140420 158823
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=1 20743363 2 1 3 13 1 1154 2 2 525376 73732 320 2 5 8204
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=22
split_feature=8 4 2 10 1 0 1 5 0 2 3 0 2 0 10 2 1 2 3 2 3 5 3 0 5 1 2 0 2 0 3 3 3 3 0 7 7 2 3
split_gain=261.756 139.267 135.795 66.3449 60.976 32.8987 31.838 22.1648 17.3196 12.131 13.5792 10.8065 9.88479 7.68281 7.21122 6.87978 5.85709 5.54676 5.41025 4.83279 4.46473 5.43712 4.23598 3.76528 3.68676 3.34786 3.13719 2.75497 2.25942 2.17045 2.00254 1.99368 1.9016 1.41635 0.975927 2.22153 1.90841 0.961067 0.892066
threshold=0 1 2 3 4 1.5000000000000002 5 6 3.5000000000000004 7 1.0000000180025095e-35 1.0000000180025095e-35 8 2.5000000000000004 9 10 11 12 2.5000000000000004 13 2.5000000000000004 14 1.0000000180025095e-35 4.5000000000000009 15 16 17 89.500000000000014 18 19.500000000000004 1.5000000000000002 2.5000000000000004 6.5000000000000009 3.5000000000000004 3.5000000000000004 19 20 21 3.5000000000000004
decision_type=1 1 9 1 1 2 1 1 2 9 2 2 9 2 1 9 1 9 2 9 2 1 2 2 1 1 9 2 9 2 2 2 2 2 2 1 1 9 2
left_child=1 2 4 8 5 12 13 -7 15 10 -8 30 24 28 27 25 37 22 34 -20 21 -13 -6 38 -1 -4 -5 -3 -2 -22 -12 -18 -15 -28 36 -36 -11 -10 -19
right_child=6 14 3 26 17 7 9 -9 16 18 11 20 -14 32 -16 -17 31 23 19 -21 29 -23 -24 -25 -26 -27 33 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.050441538363112139 0.032523335582879093 -0.074943448975193894 1.7021593858843176e-06 0 0.035879535024675856 0.13124970916521508 0.073069230807778163 0 0.018950473562522815 0.0079223911362432033 0.01717052301863909 0.026344311106386714 -0.0026116329376481345 0.13280584083444291 -0.010449303508233079 -0.059505708838202526 -0.028802364236710915 -0.0248877653784941 -0.0059225023713075304 0.033626560554559391 0.053498938327797965 -0.0088414409043297091 -0.0013251356512775248 0.0070337995977465947 0 -0.026696344029098984 0.035721136529181248 0 -0.0016021585025655781 0 -0.0061185482865705526 0 0 0 0.017521107181764889 -0.0064119111654672017 -0.011463828057280984 0 0
leaf_weight=114.82594696202432 29.373258358740713 360.91087182352203 48.986413730002823 46.767908705980517 20.773558901644719 69.845871349054505 130.45425696542952 12.374062082395538 34.814213854551781 36.863201225583907 23.735929732210934 134.32849347867887 50.319845091144089 45.090701669512782 41.456073952664156 355.00016730964853 55.66047663858626 105.74843682520441 17.391091300582048 108.05339519339032 158.06008189637214 28.105980084568728 37.884666151781857 24.179176370918867 7.0760833878957774 95.03769499574264 100.36864538077498 0.24868887956836161 9.7859443819615972 5.5808787655550978 81.724802774580894 7.1037161902640937 1.0358361487160426 12.872980950429335 51.793467993906233 19.788434660469647 79.604151387116872 20.070538973610383 5.8350426594843148
leaf_count=97180 17749 376321 74759 113562 36666 84927 71761 16939 88621 35518 17725 61348 64874 14725 155262 339468 100705 132896 55496 100244 109582 30768 59229 44809 12227 91932 170826 676 9782 2592 83397 14266 688 27205 29212 11031 74726 28736 8419
internal_value=0 -0.020912 -0.00335127 -0.0283917 0.0382097 0.0673431 0.044033 0.11555 -0.0434177 0.03406 0.0433229 0.0304542 0.0324474 0.0969398 -0.0697334 -0.0512446 -0.0045205 -0.00362298 0.0135827 0.0279111 0.0388025 0.0182679 0.0145125 -0.014685 0.0438379 -0.0179588 0.0241572 -0.0744481 0.0271328 0.0516484 0 -0.0211917 0.130949 0.0304682 0.000746547 0.00910561 -0.00315552 0.0127555 -0.0230406
internal_weight=0 1628.16 1225.55 776.683 448.863 254.442 960.77 82.2199 616.673 875.484 561.99 431.536 172.222 85.2857 402.616 499.024 117.649 194.421 313.494 125.444 326.075 162.434 58.6582 135.763 121.902 144.024 160.01 361.16 39.1592 163.641 105.461 62.7642 46.1265 113.242 188.049 71.5819 116.467 54.8848 111.583
internal_count=2866849 2140505 1608246 1050080 558166 276147 726344 101866 738487 683400 377173 305412 174281 42944 532259 506159 232328 282019 306227 155740 204290 92116 95895 186124 109407 166691 311593 376997 27531 112174 101122 114971 15413 198031 150487 40243 110244 117357 141315
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 2 3671232 1 15 13 2 1314762 1216 1 21331982 327 1049728 614404 2 2 513 270380 2116879 5 6 8653624
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=26
split_feature=8 4 2 10 1 0 0 0 5 10 2 1 7 10 2 5 1 2 1 3 0 7 1 0 2 1 2 3 1 5 2 0 0 3 0 0 2 0 2
split_gain=216.658 126.878 115.281 57.9259 50.6599 31.3068 28.1496 20.7417 17.7617 16.1474 12.7314 8.43807 10.177 6.81652 6.55246 5.14148 4.16424 3.95332 3.68503 3.38547 7.23622 5.16649 3.02594 2.67739 2.10232 2.01416 1.74943 1.66216 1.52564 1.41548 1.41463 1.31272 1.06706 2.03822 0.88558 0.849111 1.01181 0.819271 0.703179
threshold=0 1 2 3 4 9.5000000000000018 6.5000000000000009 3.5000000000000004 5 6 7 8 9 10 11 12 13 14 15 1.5000000000000002 1.0000000180025095e-35 16 17 89.500000000000014 18 19 20 1.5000000000000002 21 22 23 5.5000000000000009 7.5000000000000009 2.5000000000000004 26.500000000000004 14.500000000000002 24 151.50000000000003 25
decision_type=1 1 9 1 1 2 2 2 1 1 9 1 1 1 9 1 1 9 1 2 2 1 1 2 9 1 9 2 1 1 9 2 2 2 2 2 9 2 9
left_child=1 2 4 7 6 10 15 14 -8 24 19 35 -13 23 22 31 38 25 -5 21 28 -2 -4 -3 -6 -9 -18 -19 -21 -11 -20 -1 33 -28 -26 36 -7 -14 -12
right_child=5 13 3 18 9 11 8 17 -10 29 16 12 37 -15 -16 -17 26 27 30 20 -22 -23 -24 -25 34 -27 32 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.044315432643840039 0.060883454557570674 -0.073153079060087264 4.4180504558344819e-05 0 0 0.018267534642762578 0.15413658368857241 -0.0024085060985549944 0 0.033850296160845721 0.0013524199805108686 0 0.11892848399687111 -0.0098707824389809174 -0.057144176173023788 -0.00016407634032844769 -0.00098264353141306877 -0.025172348605558184 0 0.009008616723476439 0.034515734147426043 0.0083984400543012476 -0.025129878991439245 0 -0.03115246612163259 0.020252406471384821 0.0073808895464875096 0 -0.010686887509775714 0 0.036523720779339623 0 0 0.033782452198597338 0 -0.0075796818600920943 -0.001567385076478051 0 -0.0098407835070500587
leaf_weight=215.11463759807521 172.92085226235213 334.86838114789862 48.948636373504996 61.41119496509782 22.54367503838148 8.1771680162637477 21.13808505088673 30.694596789151547 5.9005730128847089 48.422067036852241 78.297184202936478 19.07729782233946 75.380202211264987 40.997662327106809 344.90827966801589 15.070146767298864 17.554547051011468 44.826783794531366 27.091975588089554 42.500449130107882 204.54181093510124 65.924909835594008 92.213292818516493 0.25694904770352778 102.14614463473845 40.654591748199891 115.13216969938367 9.2527983324107463 34.959073296020506 4.4902501247561295 77.890049520996399 4.5044277583074281 9.282300685415974 96.230236110131955 1.8261844757071219 12.166615265508879 4.6886849009897587 0.21633556648157437 36.48847900358669
leaf_count=206925 85444 367720 74722 130319 37785 3886 24531 66651 8726 77159 73996 5537 27656 155196 356645 23296 45904 62423 60836 38246 127839 31694 91610 682 131575 104563 96927 13623 35612 8424 123804 7629 4256 86781 4461 6824 2363 208 53171
internal_value=0 -0.0193087 -0.00285189 -0.0258086 0.0358439 0.0394044 0.0612999 -0.0401555 0.134857 -0.00432649 0.030256 0.0847365 0.092781 -0.0677572 -0.0490512 0.0396836 0.011593 -0.000938399 0.0221546 0.0401009 0.0257612 0.0526434 -0.0166623 -0.0726242 -0.0239893 0.0104462 0.0185068 -0.0171029 0 0.030217 0.0303158 0.0433109 0.0211212 0.023349 -0.0277786 0 0.0118984 0.10823 -0.00189113
internal_weight=0 1595.17 1219.05 777.892 441.156 993.538 261.728 611.499 27.0387 179.428 873.832 119.706 94.6738 376.123 486.07 234.689 352.985 125.429 166.393 520.847 282.001 238.846 141.162 335.125 126.516 71.3492 238.199 54.0796 77.4595 52.9123 104.982 219.619 220.645 211.362 103.972 25.0325 12.8659 75.5965 114.786
internal_count=2865649 2139305 1615707 1085196 530511 726344 271107 770237 33257 259404 679870 46474 33401 523598 522977 237850 361035 247260 314959 318835 201697 117138 166332 368402 173821 171214 233868 76046 73858 85583 184640 214554 187964 183708 136036 13073 6249 27864 127167
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 2 2622656 1 15 2 1 2117569 896 8 1 21331982 2 97 1313592 321 5 513 1024 680 1126404 405 2 8740 2018 1314858
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=24
split_feature=8 4 2 10 0 5 1 1 0 2 2 10 2 5 2 1 1 3 0 2 1 0 2 2 0 1 3 5 3 2 3 7 0 0 0 0 0 9 3
split_gain=177.754 116.199 98.5548 51.154 41.8476 27.9008 26.4422 26.392 18.9147 11.5345 8.19152 6.35856 6.04067 5.66602 3.95113 3.76352 3.12173 3.08987 2.9708 3.11212 2.72512 2.60997 2.47348 2.02063 1.83735 1.62866 1.39901 1.35838 1.09575 1.08966 0.970983 0.803404 1.87817 1.16207 1.04962 0.779944 0.595408 0.52991 0.365956
threshold=0 1 2 3 6.5000000000000009 4 5 6 3.5000000000000004 7 8 9 10 11 12 13 14 8.5000000000000018 1.0000000180025095e-35 15 16 89.500000000000014 17 18 99.500000000000014 19 1.0000000180025095e-35 20 4.5000000000000009 21 6.5000000000000009 22 2.5000000000000004 20.500000000000004 1.0000000180025095e-35 65.500000000000014 19.500000000000004 23 6.5000000000000009
decision_type=1 1 9 1 2 1 1 1 2 9 9 1 9 1 9 1 1 2 2 9 1 2 9 9 2 1 2 1 2 9 2 1 2 2 2 2 2 1 2
left_child=1 2 4 8 7 24 10 27 12 13 -2 21 20 17 36 26 -5 -8 25 -20 -4 37 -17 -18 -6 -9 -10 28 -1 -13 35 32 -16 34 -33 -12 -11 -3 -25
right_child=6 11 3 16 5 -7 9 18 15 14 30 29 -14 -15 31 22 23 -19 19 -21 -22 -23 -24 38 -26 -27 -28 -29 -30 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.04694621134655827 0 -0.072043174193672815 0 0 0.12726136315503944 -0.0064776765048294551 0.05617471244491018 0 0 -0.01387801012086827 0.10407224245414866 0.00065329415381245042 -0.054895140202789107 0 0.012981019932100716 0.023803666073544814 0.00067191310725064966 0 0.016842416352951421 -0.0073116198726596712 -0.023778571574914236 0 -0.0014354464449670692 0.042891375742195398 0 -0.021489935446529242 -0.025342437768260031 0 0 -0.017042487882724618 0 0 0.030969149079002257 -0.0060676493370561795 0.014178530496561439 0 0 0 0
leaf_weight=168.5302829274442 18.631834318861365 306.09930064394575 49.035253706140793 61.41119496509782 39.056234286661493 11.698336762041434 185.33334062877111 27.321191409995663 15.49358445360849 24.559774618741361 75.692274958622875 21.59198072864092 325.72648340764863 22.576459364325274 283.89691410592059 26.227601163031068 49.371574577700812 3.7507283617742351 54.979667786770733 68.93591780551651 89.870081074892369 0.25332615297520433 46.227965177953593 58.14991645255941 0.44460535890539077 70.792472771965549 36.96197914944787 7.7456002852413794 2.5741503915633066 19.06092005908431 1.6321865839418013 37.017966501589399 236.80697759022587 9.3619212275661976 124.81943121831864 0.90301629123859939 0.43188898230437089 5.6574542253219979 0.35394002366228861
leaf_count=139050 11681 347202 74885 130319 56914 14498 61234 42562 34913 70591 29575 83582 356554 24936 271261 73146 97178 2582 75769 91001 91519 711 81507 86508 1516 98057 62038 17399 1542 71698 1472 40744 120857 3888 86937 216 370 6978 954
internal_value=0 -0.0177106 -0.00221764 -0.024038 0.0328207 0.100661 0.0351764 0.0178165 -0.0380338 0.026687 0.0802131 -0.0657789 -0.0468418 0.0475258 0.0179516 -0.000607346 0.0203791 0.0544108 -0.00500211 0.00326925 -0.0156108 -0.0707723 0.0102501 0.0277633 0.125807 -0.0165001 -0.0167299 0.0424376 0.046057 -0.00943071 0.0934243 0.0196582 0.0225386 0.00686749 0.0103694 0.103277 -0.00770001 -0.0713358 0.0380235
internal_weight=0 1563.57 1210.91 758.83 452.078 51.1992 1025.41 400.879 589.543 928.555 96.8593 352.663 464.632 211.661 716.895 124.911 169.287 189.084 222.029 123.916 138.905 312.01 72.4556 107.875 39.5008 98.1137 52.4556 178.85 171.104 40.6529 78.2275 691.903 520.704 171.199 161.837 76.5953 24.9917 311.757 58.5039
internal_count=2864344 2138000 1627829 1089521 538308 72928 726344 465380 774562 683400 42944 510171 522958 88752 594648 251604 314959 63816 307389 166770 166404 354891 154653 184640 58430 140619 96951 157991 140592 155280 31263 523687 392118 131569 127681 29791 70961 354180 87462
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 2 2622656 1 2 13 3 1152 6103736 1 21331982 2 73732 680 321 2098304 513 1313320 8764 896 2 636 5 1
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=29
split_feature=0 2 8 1 10 0 5 2 5 0 3 2 8 7 1 1 2 2 2 1 2 1 3 11 1 3 2 3 6 1 2 2 7 1 1 3 5 3 3
split_gain=153.533 100.403 83.5502 68.9247 45.9177 32.0448 28.888 23.6778 23.5144 13.7556 12.4883 18.5085 11.3387 10.3858 10.7554 7.19548 6.70019 6.3455 5.37122 5.21438 4.97735 4.70816 4.58112 3.9665 3.79334 2.8727 2.4094 2.31478 2.26509 2.09903 2.00739 1.9858 1.94078 1.88705 1.71887 1.84781 1.69865 1.67874 1.25254
threshold=1.5000000000000002 0 1 2 3 6.5000000000000009 4 5 6 9.5000000000000018 1.5000000000000002 7 8 9 10 11 12 13 14 15 16 17 1.0000000180025095e-35 18 19 1.0000000180025095e-35 20 2.5000000000000004 21 22 23 24 25 26 27 6.5000000000000009 28 4.5000000000000009 8.5000000000000018
decision_type=2 9 1 1 1 2 1 9 1 2 2 9 1 1 1 1 9 9 9 1 9 1 2 1 1 2 9 2 1 1 9 9 1 1 1 2 1 2 2
left_child=2 5 3 7 17 23 9 22 38 16 11 -4 25 14 -11 20 24 -5 21 -18 -12 -6 -1 34 -3 -8 -9 29 -19 -14 -27 -17 -26 -29 -2 -36 -23 -21 -7
right_child=1 6 10 4 18 8 12 26 -10 13 15 -13 27 -15 -16 31 19 28 -20 37 -22 36 -24 -25 32 30 -28 33 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.052680774729497518 0.010002375023138372 0.035968261161758337 0.054243497084214748 -0.021058436070664488 -0.0075067458521932522 0.13359816553124298 0 0 0 -0.0068106238546452522 -0.01078167503834291 -0.0035618104665360636 0.01153354836484422 -0.0011293928870182389 0.074188637452781689 0.004185763385770854 0.010176285206597968 -0.069240181913511681 -0.014647658653090083 -0.023342433115312377 0.023183820100141653 0.036862891763309147 0 0 0.014428538246592987 0 -0.023948370942911482 0.028265163344072738 -0.0057257946734306699 -0.014889763259975559 -0.042860906415071932 -0.020164652094389265 -1.8695541003808311e-05 -0.0029679662263261005 0.057295846633712399 0 0 0 0
leaf_weight=81.266816284172819 72.530594434065279 80.541301325632958 110.91099276114255 130.9351069060358 25.937958226859337 94.350082927499898 7.6659973234491181 50.854187978678965 16.222552586594247 12.55599253217224 22.747451552946586 73.959098364211968 6.6150612585188355 30.728488819411723 66.693037885866943 10.861306629318277 93.314174833300058 467.23792278901237 82.974888170138001 80.770942789393303 114.91250073348056 43.045740971399937 26.414103251692723 11.28897427706397 181.74860148863809 20.7831482713882 67.801106377235556 19.239639698906103 21.973453313155915 29.282744904048741 99.974037527827022 95.106702379678609 101.88705666462192 4.3112099134596091 114.72310209932039 2.831337461131624 8.0879548601951665 10.07852239916974 0.88093266809300885
leaf_count=57945 44986 93389 67692 164782 64189 38415 11278 67700 17563 14548 47338 61652 6449 31469 76207 14910 103678 558311 207788 86543 103588 78010 23219 6991 155271 31942 94115 30140 26131 32759 129573 107368 89052 6299 75216 2108 26592 9328 450
internal_value=0 0.0298387 -0.0185022 -0.0340461 -0.047475 0.0748316 0.00990309 0.0125741 0.118066 0.0200084 0.0171942 0.0348119 -0.0215546 0.0491335 0.0608598 0.000378085 0.0114025 -0.0598728 0 -0.00284596 0.0147188 0.0152783 0.0407452 0.0406349 0.0186367 -0.0362641 -0.0149277 0.00837282 -0.0661861 -0.00294345 -0.0396548 -0.0151505 0.00895098 0.0232098 0.0437735 0.0520983 0.0283499 -0.0175362 0.132751
internal_weight=0 1159.02 1435.03 1006.53 780.193 312.828 846.19 226.336 111.454 658.318 428.498 184.87 187.872 109.978 79.249 243.628 548.341 620.146 160.047 184.164 137.66 77.0717 107.681 201.374 364.177 128.423 118.655 59.4487 489.211 35.8978 120.757 105.968 283.636 23.5508 190.085 117.554 51.1337 90.8495 95.231
internal_count=2864984 1093654 1771330 1368782 1125803 185729 907925 242979 56428 659485 402548 129344 248440 122224 90755 273204 537261 749224 376579 199549 150926 168791 81164 129301 337712 172793 161815 75647 584442 39208 161515 122278 244323 36439 122310 77324 104602 95871 38865
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2626688 1 513 1 2 3136 2 8675086 1 5 128 401 12585315 22873219 1066318 227 10317892 96 1 31 262282 1 780 8421401 9443457 1 248 705 2
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=30
split_feature=0 2 4 2 8 1 5 10 1 8 0 0 8 1 7 2 2 5 6 1 1 4 5 1 10 9 2 3 3 11 2 3 3 1 2 1 2 0 3
split_gain=128.45 77.3612 73.3242 47.1313 36.0629 29.5918 24.3362 23.1148 20.8597 18.1068 15.2102 11.0491 10.3303 9.09932 9.66157 6.78854 5.56025 5.36311 4.91297 4.76037 4.48224 4.02452 3.38316 3.11809 2.94709 2.54045 2.50001 3.94423 2.22778 2.18776 2.09842 2.05645 2.02678 1.98196 1.94641 1.80982 1.80438 1.6999 1.5873
threshold=1.5000000000000002 0 1 2 3 4 5 6 7 8 4.5000000000000009 9.5000000000000018 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 1.5000000000000002 5.5000000000000009 24 25 2.5000000000000004 1.0000000180025095e-35 26 27 28 29 82.500000000000014 4.5000000000000009
decision_type=2 9 1 9 1 1 1 1 1 1 2 2 1 1 1 9 9 1 1 1 1 1 1 1 1 1 9 2 2 1 9 2 2 1 9 1 9 2 2
left_child=2 5 3 8 7 10 11 15 17 -4 29 16 24 -13 -15 -5 23 -1 -17 -18 -9 37 -7 -3 28 30 27 -6 -8 -2 -11 33 -10 -14 -25 -33 -22 -12 -21
right_child=1 6 9 4 26 22 12 20 32 25 21 13 31 14 -16 18 19 -19 -20 38 36 -23 -24 34 -26 -27 -28 -29 -30 -31 -32 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.047366110712618967 0.03906381581331482 0.032535907588712887 -0.069130908248950435 -0.014466434055335462 0.034415288955795646 0.028982361058100314 -0.042248552114640285 0.021516291652762351 0.0025050208949867615 0.0060217421839050978 0.13202468353392902 -0.0049061113615492882 0.011350296788996914 0.068404847644694927 0 -0.057333187106710537 0.0097956982641615974 -0.0021463931976924517 0 -0.022437228316298567 0.0033185760273095944 0 -0.00082992705542310615 0 0 0.014449801729606818 0 0 0 0 -0.02073719296462033 0.027082380086544823 -0.017600111093905368 -0.014354557420327563 0.014691334376669491 -0.0029399786076029044 -0.018003074039036678 0 0
leaf_weight=201.83960679600568 69.796555799053749 83.657265187910525 245.26104127136205 155.17434482752287 61.443933085829485 147.08246588896145 101.5715695662002 47.208059007592965 58.709243616569438 6.212505250907272 84.001944582589203 23.053331529445131 6.6915972681308631 66.191752318278304 25.721433512706426 246.49877307676797 93.774126565185725 8.8283392016164708 14.699403498394529 79.483085398467665 27.736918454873376 5.2104170371749197 22.415938664766145 134.65002627106878 18.400751386172487 11.933149031610808 117.73942946019815 67.321069175144657 4.1185606214130521 3.3065152590716016 45.759314284019638 19.790256550273625 54.827451544209907 28.850930063810665 151.63045657961629 4.2984565534570747 39.249915644613793 1.5912636958237261 10.086040626367319
leaf_count=150379 52734 98570 372719 203540 47281 77448 119731 86532 55003 9615 38619 28840 6449 78830 24632 314798 104259 12185 17715 85664 52901 4525 25013 125225 40490 23256 97096 56535 4886 2000 113793 30140 39284 32759 120243 6299 95867 431 9344
internal_value=0 0.027003 -0.0171135 -0.00417913 -0.0175688 0.065142 0.00918691 -0.0320599 0.0256099 -0.0578574 0.0943353 0.0182965 -0.0200307 0.0439847 0.0529564 -0.0424447 0.0104566 0.042279 -0.0525324 -0.00248844 0.00467729 0.126393 0.0228582 0.0169658 -0.034471 -0.00313298 0.0119951 0.0195927 -0.0395801 0.0355648 -0.0146407 0.0081519 -0.00632262 -0.00241616 0.00806553 0.0219829 -0.0084305 0.130551 -0.0167184
internal_weight=0 1185.37 1410.44 1101.28 777.072 333.405 851.97 530.567 324.205 309.166 163.907 668.248 183.722 114.967 91.9132 416.373 553.281 210.668 261.198 183.343 114.195 90.8036 169.498 369.938 124.091 63.905 246.504 128.765 105.69 73.1031 51.9718 59.6312 113.537 35.5425 286.28 24.0887 66.9868 85.5932 89.5691
internal_count=2865630 1117131 1748499 1229116 972265 200770 916361 771353 256851 519383 98309 675607 240754 132302 103462 536053 543305 162564 332513 199267 235300 43575 102461 344038 165107 146664 200912 103816 124617 54734 123408 75647 94287 39208 245468 36439 148768 39050 95008
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=2626688 2 1092 1 47 2 1 961 1 1 384 5 22904970 12585315 2 1 227 650 2 2 31 1 1 9722640 1 6308355 780 2081 248 9455874
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=30
split_feature=0 1 2 8 2 1 5 5 8 10 9 7 0 1 0 2 10 3 1 2 3 1 2 2 2 11 3 2 6 2 5 3 2 2 7 2 0 9 3
split_gain=108.616 65.5226 60.1361 39.5363 32.6277 21.7074 20.2474 13.0598 12.6878 11.6974 10.1324 9.92426 12.0651 15.5421 9.10383 8.8851 7.39719 6.60529 5.82611 6.71326 4.86655 4.00688 3.97971 3.97826 3.92634 3.88513 3.7251 3.65308 3.52957 3.22992 2.83645 2.83127 2.34037 2.16591 1.66111 1.56995 1.42783 1.37647 1.34255
threshold=1.5000000000000002 0 1 2 3 4 5 6 7 8 9 10 4.5000000000000009 11 8.5000000000000018 12 13 1.5000000000000002 14 15 1.0000000180025095e-35 16 17 18 19 20 1.0000000180025095e-35 21 22 23 24 6.5000000000000009 25 26 27 28 82.500000000000014 29 2.5000000000000004
decision_type=2 1 9 1 9 1 1 1 1 1 1 1 2 1 2 9 1 2 1 9 2 1 9 9 9 1 2 9 1 9 1 2 9 9 1 9 2 1 2
left_child=1 4 5 9 7 14 11 17 16 15 26 12 21 -14 25 -3 -6 -1 19 -13 32 23 -22 -4 -23 -2 -8 -15 -17 -20 -7 36 -5 -28 -34 -11 -16 -24 -12
right_child=2 3 6 20 8 30 10 -9 -10 35 38 18 13 27 31 28 -18 -19 29 -21 22 24 37 -25 -26 -27 33 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0.041542630839843969 0.047936511054841036 -0.00019057398857391124 0.011415975369596806 0.02633326176131991 -0.044504807909299123 0.025966004864675304 0.0036855034565140168 -0.014798635497321017 0.0057586794438751259 0.0025838622776599672 0 0.033216174477615178 -0.0079091863335587036 0 0.12387088457129303 -0.064119101587457122 0 0.0065156686492160235 0.0068579978401112395 -0.0080986366324904881 0.0089493180324230846 -0.006624701471320606 -0.023178410733003703 -0.021692335633207094 0.019837389528723368 -0.00016176150653301726 0 0.054481819228714173 -0.0031252164400178356 -0.0252027608862344 -0.00066795416600758648 0 0.010528188958053596 -0.036626658057035334 -0.014376012001211726 -0.016036596648845932 0 0 0.028773397901245664
leaf_weight=226.96009120644885 112.32047070629778 47.11918575760501 18.322482699441025 43.034331515606027 119.53184297688858 151.29483980940131 9.5373621966573392 42.754337542399298 106.9842616674141 39.912002191966167 16.878672821214426 33.524171356577426 42.437958270471427 14.263315711083122 58.706821483909152 374.01136966547347 45.210867240661173 112.56727456034423 11.454258125260822 44.811553800172987 41.644826136631309 38.13290766881255 90.855609841106343 48.049756699314457 178.45475348852051 5.0379666085063937 25.590806648084257 168.85385374662292 23.674844717730593 78.822344770349446 22.330511650783592 0.72482615358603553 2.5198793587042019 116.14880300707591 18.364764152676802 40.96690937175299 1.5906969004136033 13.151488387025891 11.149642008487715
leaf_count=206989 73612 67683 14218 23044 171906 80261 11804 62939 123523 79087 20506 32744 40621 18701 26276 492075 99661 107632 11128 48644 45459 32573 95248 47011 170175 2831 35440 204986 28345 76049 24965 358 1990 152764 14563 95905 448 13035 13673
internal_value=0 -0.0158787 0.0246189 -0.0355673 0.00682662 0.0572552 0.00863933 0.024929 -0.0176094 -0.0499945 -0.0183426 0.0168057 0.0232815 0.0399071 0.08138 -0.0562108 -0.0337788 0.0322134 -0.00281117 0.0122983 0 0.00725897 -0.00903939 -0.00887635 0.0137028 0.0442233 -0.0288712 0.0499759 -0.0602546 -0.0179754 0.0204683 0.120357 0.019114 -0.0330698 -0.00150112 -0.00714249 0.122129 -0.0181828 0.0188609
internal_weight=0 1389.26 1208.44 735.255 654.009 352.006 856.433 382.282 271.727 525.684 179.305 677.127 508.515 225.555 178.381 444.805 164.743 339.527 168.612 78.3357 209.571 282.96 145.652 66.3722 216.588 117.358 151.277 183.117 397.686 90.2766 173.625 61.0223 63.919 141.74 20.8846 80.8789 60.2975 104.007 28.0283
internal_count=2868872 1729084 1139788 956434 772650 208751 931037 377560 395090 763095 234187 696850 528285 264308 103525 588103 271567 314621 168565 81388 193339 263977 153742 61229 202748 76443 200008 223687 520420 87177 105226 27082 39597 188204 16553 174992 26724 108283 34179
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=897 2626688 1 1314378 47 2 2 1 1 1 5 128 17302529 1 167 5507392 562 5266179 8652802 377348 1 4579329 1 10 2 8671006 12877849 4 7357777 1
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=29
split_feature=5 0 2 8 8 10 1 7 0 9 2 0 1 1 10 11 2 1 2 11 0 1 1 2 1 3 3 1 2 0 0 2 2 2 11 3 3 9 2
split_gain=95.1967 89.8949 44.7386 37.5987 34.885 29.6664 23.7601 20.5696 10.3956 9.21663 8.68635 9.34112 8.33356 7.4073 7.25668 6.73296 6.44635 4.91146 4.51839 4.43497 4.37073 4.04595 4.0402 3.69153 3.65275 3.41855 3.36723 2.9762 2.87308 2.41248 2.23994 2.15586 1.87856 1.8332 1.64115 1.56835 1.56475 1.54343 1.4226
threshold=0 9.5000000000000018 1 2 3 4 5 6 1.5000000000000002 7 8 1.0000000180025095e-35 9 10 11 12 13 14 15 16 3.5000000000000004 17 18 19 20 2.5000000000000004 1.0000000180025095e-35 21 22 7.5000000000000009 8.5000000000000018 23 24 25 26 1.0000000180025095e-35 8.5000000000000018 27 28
decision_type=1 2 9 1 1 1 1 1 2 1 9 2 1 1 1 1 9 1 9 1 2 1 1 9 1 2 2 1 9 2 2 9 9 9 1 2 2 1 9
left_child=1 2 10 5 14 8 25 16 17 27 12 24 19 -7 18 20 -8 -4 -2 30 23 -13 -10 -6 -12 -3 -15 32 29 -11 -1 -22 -5 -29 37 -25 -18 -20 -16
right_child=4 6 3 9 15 13 7 -9 22 28 11 21 -14 26 38 -17 36 -19 34 -21 31 -23 -24 35 -26 -27 -28 33 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.055080109497200297 0 -0.007070527754577398 -0.0053257276910268075 0.023407319470869319 0.0064206908405721897 0.034644346303555167 0 0.002048495659267712 0.0045885800019641373 0.038345006051270759 0.0090855135241885918 0.038834368797389336 0.0046011820859870652 -0.019138543057321499 0.0051585663287528599 0.039958374477232605 0.13532309242550264 -0.052847699251843384 -0.063638597220534152 0 0.020415513617569464 0.0095351148563959584 -0.02193069475463735 0 -0.011925303831603409 0.02568168180996093 0.0086297471537756711 0.0040772774675918192 0 0 0 -0.0058396799445471128 -0.0010237831678452385 -0.010375996170708808 0 -0.035437747954158744 0 0 -0.014474653584648967
leaf_weight=166.92112070764415 15.836770780078949 47.313589665311156 62.442534216417698 41.755722734611481 16.368305848940508 38.707263371179579 17.242522347005433 39.158217709933524 71.85192390003067 120.20166781666921 108.38513457339286 88.796782663412159 100.1057018606225 49.111902796750655 18.951219157999731 14.286861904343821 82.827468856048654 248.37882137023553 264.18020277888718 8.9151931534724991 35.536321275663795 227.23702329869411 70.140172827457718 3.1926003578118971 135.90263855976809 18.485159293661127 55.583513280333136 87.65816639107652 41.781636068655644 7.8174854496028265 3.1743930581142186 10.960231795208527 20.589093865535688 170.50871066696709 8.2118674034427368 44.309682162900572 0.34543188102543254 6.9739339596562777 31.309820306647453
leaf_count=75254 22512 48529 142625 22953 27574 70069 20906 23520 120189 81803 86024 77380 40995 95554 43578 14859 54696 346640 351006 3479 37398 227154 118136 3421 172034 12194 114339 64753 25178 2892 590 8494 16291 112441 10789 106374 235 11666 54878
internal_value=0 0.0119283 0.00455829 -0.00857574 -0.0364493 -0.0251298 0.0703785 0.0883572 -0.0372565 0.0111008 0.0214645 0.0118276 0.0359629 0.0112526 -0.051808 0.00596886 0.109706 -0.047197 -0.0575762 0.0480876 -0.00389353 0.0226853 -0.0093156 -0.0190799 -0.00163893 0.00376689 -0.00328637 0 0.0279678 0.0331836 0.0536073 0.0123472 0.015161 -0.00457375 -0.059305 -0.0280332 0.123676 -0.0624887 -0.00533361
internal_weight=0 2131.34 1925.97 1086.53 470.118 596.216 205.372 139.574 452.813 490.312 839.438 560.322 279.116 143.403 345.464 124.654 100.415 310.821 295.203 179.011 110.367 316.034 141.992 63.8706 244.288 65.7987 104.695 320.512 169.801 128.019 170.096 46.4966 62.3448 258.167 279.366 47.5023 83.1729 271.154 50.261
internal_count=2869402 2176853 2016773 1333863 692549 1007552 160080 99357 727590 326311 682910 562592 120318 279962 494429 198120 75837 489265 395973 79323 183261 304534 238325 137369 258058 60723 209893 216438 109873 84695 75844 45892 39244 177194 373461 109795 54931 362672 98456
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 4719815 1 1 1 960 5 1 1024 481 558 1 1 4547361 1 17334289 1 7 199 10766858 769 540 265000 12148 10767104 9441560 1 1 346684
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=24
split_feature=5 0 2 8 8 10 1 0 9 2 0 10 1 11 1 3 3 1 0 2 3 3 0 1 2 2 2 3 1 1 3 3 1 2 0 2 2 3 0
split_gain=81.6099 72.1664 36.9539 32.2118 32.1837 26.5672 20.0892 9.50168 7.35518 6.9515 8.0404 6.77666 6.51241 6.12554 6.05599 5.03593 5.71017 4.95512 4.78861 4.39063 4.15213 4.1193 3.78848 3.78721 3.43663 3.3648 3.09547 3.00084 2.87336 2.81982 2.81679 2.6477 2.55334 2.28345 2.04366 1.99915 1.99726 1.8158 1.73014
threshold=0 9.5000000000000018 1 2 3 4 5 1.5000000000000002 6 7 1.0000000180025095e-35 8 9 10 11 1.0000000180025095e-35 1.5000000000000002 12 12.500000000000002 13 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 14 15 16 17 1.0000000180025095e-35 18 19 4.5000000000000009 2.5000000000000004 20 21 7.5000000000000009 22 23 2.5000000000000004 8.5000000000000018
decision_type=1 2 9 1 1 1 1 2 1 9 2 1 1 1 1 2 2 1 2 9 2 2 2 1 9 9 9 2 1 1 2 2 1 9 2 9 9 2 2
left_child=1 2 9 5 11 7 18 17 32 14 21 19 35 22 -1 25 -17 -4 -3 -2 38 29 24 -9 -6 -8 -18 -14 -12 -11 -23 -22 37 34 -10 -7 -24 -5 -16
right_child=4 6 3 8 13 12 15 23 33 10 28 -13 27 -15 20 16 26 -19 -20 -21 31 30 36 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0.014921104374964259 -0.0094965899175332401 0.023707678365278942 0.0062220269051773136 0.043700968175278992 0.052191266773110603 0.0047386606647632449 0.034152378547918555 0.015619858632059487 0.032432077202750591 -0.0047014864162459183 -0.01817536593362519 0.038160438202417969 0.064252334084703364 -0.010940963508035258 0.033506126891596037 -0.053076821697147718 0.12725088154986322 -0.057246742866750799 0.0019317106575429137 -0.02345393577743184 0.019258794238116939 -0.020932536785490619 -0.026782755417668443 0 -0.0014522598106422675 0.0080351154098783507 0.0077516745217568296 -0.006475075631028589 0.0047634125732557188 0.032429691675273688 -0.0041228627798570875 0 0 0 -0.0057215932535699104 0 0
leaf_weight=71.761147787576192 15.709916250241802 20.345817554101814 88.154964367458888 42.666888093284797 16.473578360804822 20.531479148063227 32.181007365274127 71.691595400458027 124.88381368655246 96.551470343336405 115.37958076894574 49.728976371290628 48.18198621373449 14.862173630288451 69.069957793370122 55.063338694482809 34.027554983520531 209.30494955532777 43.340439961917582 263.99911600979249 77.59399962866155 79.666766858914343 36.26748122414574 68.750515967331012 46.010111156763742 12.704388312660738 19.807430816857959 56.054075557985925 205.69487721756013 49.789697648673609 16.762570922386658 70.979475541142165 256.7706414674758 41.781636068655644 7.8174854496028265 19.555316446814686 10.896595371974398 20.640654235612601 1.0290504868607957
leaf_count=29014 22454 15206 180709 23778 27574 31126 23503 122428 81803 93119 116795 98264 95554 14918 29845 52010 20274 308178 24763 371499 32909 97836 37398 114441 108326 12217 12570 114478 194882 59960 22629 30456 177194 25178 2892 40152 8494 15466 176
internal_value=0 0.0110327 0.00428087 -0.0077794 -0.0343254 -0.0234185 0.0619877 -0.0352563 0.010198 0.019438 0.0106749 -0.0496582 0.0106647 0.00606668 0.032191 0.0240281 0.00621207 -0.0450417 0.100147 -0.0554527 0.0399897 -0.00182515 -0.00339853 -0.0084906 -0.0178649 0.0466501 0.0249719 -0.00297798 0.0206333 0.00709715 -0.0162096 0.0211822 0 0.0250297 0.0295634 0.0323228 0.0113733 0.0140829 0.0625546
internal_weight=0 2148.53 1931.06 1076.79 453.948 582.225 217.47 437.902 494.561 854.279 563.845 329.438 144.323 124.51 290.434 153.784 108.898 297.46 63.6863 279.709 218.672 242.771 109.648 140.442 62.4837 44.8854 53.835 104.236 321.074 146.341 96.4293 148.573 320.078 174.483 132.701 40.0868 47.1641 63.3075 70.099
internal_count=2890468 2201541 2040998 1333377 688927 1007066 160543 725756 326311 707621 585221 492217 281310 196710 122400 120574 84854 488887 39969 393953 93386 273544 181792 236869 135900 35720 32844 210032 311677 153079 120465 63365 216438 109873 84695 71278 45892 39244 30021
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=2 4719815 1 1 1 14 1 1025 1 558 1 26 129 17334289 199 10766858 3149730 11539802 15 913 540 265000 10770688 12148
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=29
split_feature=5 0 2 8 8 10 1 7 0 9 1 10 2 0 11 1 2 1 2 3 0 1 2 3 3 3 1 1 1 2 2 3 11 2 2 2 0 11 9
split_gain=70.3457 61.7328 31.2793 29.2656 27.6528 24.2303 15.3143 15.031 8.298 5.93348 5.9057 5.86741 5.84054 6.82355 5.6312 5.44425 5.14498 4.71853 4.38364 3.39755 3.36239 3.2881 3.24714 3.06719 2.68838 2.53713 2.45017 2.44493 2.20099 3.93107 2.5445 2.09616 2.46136 1.84985 1.83779 1.82055 1.74282 1.73545 1.5855
threshold=0 9.5000000000000018 1 2 3 4 5 6 1.5000000000000002 7 8 9 10 1.0000000180025095e-35 11 12 13 14 15 1.0000000180025095e-35 3.5000000000000004 16 17 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 18 19 20 21 22 8.5000000000000018 23 24 25 26 7.5000000000000009 27 28
decision_type=1 2 9 1 1 1 1 1 2 1 1 1 9 2 1 1 9 1 9 2 2 1 9 2 2 2 1 1 1 9 9 2 1 9 9 9 2 1 1
left_child=1 2 12 11 5 8 23 16 17 28 34 18 15 19 20 31 -8 -4 -2 27 22 -10 -5 -3 -12 -21 -15 -14 29 -6 -30 32 -1 -22 -7 36 -11 38 -20
right_child=3 6 4 14 9 10 7 -9 21 35 24 -13 13 26 -16 -17 -18 -19 37 25 33 -23 -24 -25 -26 -27 -28 -29 30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.047815306636341696 0 -0.0074488124297538635 -0.0085965094377455382 0.0060290030399515896 0.027725613864251472 0.041557226995302836 0 0 0.0056294977887562346 0.030499968742578567 -0.017256691579106108 -0.0048150044074554846 0.014152350275328893 0.031422816978368628 0.036403950518377796 0.0075269352622447236 0.096575215347166871 -0.050991528834564419 -0.059601341763574872 -0.022071697806290619 0.01816656104247041 -0.018372967790893733 -0.025890817293519386 0.02346460491854515 0.0075622573042455109 0.0044443380059586484 0.0079534521350099752 -0.006258821531513567 0.0057942900712674474 -0.0077542303674430837 -0.010961049193614144 0 0 -0.0056062753176241605 0 0 0 0 0
leaf_weight=148.87649829276779 15.408768528272047 47.627420818549581 86.893371824196947 16.576238630048465 33.518873940513004 21.447156643334893 17.935037900853786 40.882830543909222 57.498369247929077 129.20679876790382 47.315156925178599 49.824182152704452 98.303590200375766 95.277779763804574 15.438810229330555 138.90532288081886 100.03359832837305 198.70081803641369 234.79783264781872 77.724783652840415 36.970963919477072 82.488614422560204 44.976701067149406 19.350585930631496 56.431923504525912 16.905329912282468 231.14244393609988 49.582859989277495 107.29955052258447 17.42471370002022 161.80085185627104 2.7310235367767737 6.9835327498585675 10.834603150433393 19.563373566241353 41.781636068655644 7.8174854496028265 7.7226510563268667 6.6019692108020527
leaf_count=60798 22195 48740 180362 27574 16821 31147 21243 24324 97064 81803 95554 99054 93342 88629 14918 56917 55003 308500 342507 95535 37398 140246 86747 12650 116015 23015 234199 59980 79549 13249 106819 2137 2610 8494 40168 25178 2892 10548 10765
internal_value=0 0.0103685 0.00403438 -0.0322539 -0.00714912 -0.021902 0.0566471 0.0699629 -0.0335048 0.00930117 0.0103888 -0.0474523 0.0178279 0.0097461 0.00586857 0.0294078 0.0862519 -0.0429747 -0.053156 -0.00173409 -0.00319832 -0.00824541 -0.0170286 0.00261512 -0.00264759 -0.014998 0.0188186 0.00616482 0 0.0142184 -0.0034243 0.0416858 0.0454749 0.010453 0.0308122 0.0224338 0.0263907 -0.0550458 -0.0583737
internal_weight=0 2161.45 1935.62 439.153 1069.19 570.339 225.829 158.851 425.581 498.85 144.758 314.355 866.433 568.937 124.797 297.496 117.969 285.594 264.531 242.517 109.359 139.987 61.5529 66.978 103.747 94.6301 326.42 147.886 320.044 50.9436 269.1 158.591 155.86 47.8056 41.0105 178.806 137.024 249.122 241.4
internal_count=2874689 2214489 2052529 660200 1335367 1009056 161960 100570 726172 326311 282884 485069 717162 594700 175131 122462 76246 488862 386015 271872 160213 237310 114321 61390 211569 118550 322828 153322 216438 30070 186368 65545 63408 45892 71315 109873 84695 363820 353272
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 4719815 1 1 1 960 5 1 558 1 1025 1 449 4547361 129 17334289 135 10766858 7 913 28 10504960 9703704 1 12148 10770688 265000 1 1
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=28
split_feature=0 4 1 1 2 2 8 2 8 8 10 2 3 2 3 2 3 3 10 6 3 3 0 7 2 3 5 2 2 2 7 7 0 7 1 2 2 0 11
split_gain=61.8936 51.3102 33.8293 25.6653 23.9628 16.5413 14.5398 12.3948 11.6389 8.42392 16.139 8.31721 6.71209 5.03023 4.68768 5.60694 5.56818 3.05355 3.00396 3.64254 2.8158 2.71984 2.41476 2.2628 4.12281 2.28782 2.11749 1.98914 1.8763 1.71516 1.60706 1.58441 3.15992 1.52722 2.40485 1.43674 1.42627 1.4089 1.27856
threshold=1.5000000000000002 0 1 2 3 4 5 6 7 8 9 10 1.0000000180025095e-35 11 1.0000000180025095e-35 12 4.5000000000000009 4.5000000000000009 13 14 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 15 16 2.5000000000000004 17 18 19 20 21 22 1.0000000180025095e-35 23 24 25 26 71.500000000000014 27
decision_type=2 1 1 1 9 9 1 9 1 1 1 9 2 9 2 9 2 2 1 1 2 2 2 1 9 2 1 9 9 9 1 1 2 1 1 9 9 2 1
left_child=1 3 4 5 37 -1 -3 33 11 10 14 31 13 -6 15 -9 -16 -7 19 -13 29 -14 36 24 -11 -25 35 -22 -8 -10 -31 -5 -33 -4 -35 -23 -12 38 -2
right_child=2 6 7 8 12 17 28 9 20 23 22 18 21 -15 16 -17 -18 -19 -20 -21 27 26 -24 25 -26 -27 -28 -29 -30 30 -32 32 -34 34 -36 -37 -38 -39 -40
leaf_value=0.026563645736230365 0.10640152305874534 -0.061898124760498864 0 0.0070347485950974595 0.04576451752984232 -0.01040492430232174 0.0095819966848082038 0.021515872523859919 0.02128365491708252 -0.0062096520659059825 0.013713112767409339 -0.054966928159553868 -0.013817014924219929 -0.002552531231768925 -0.036757700511026913 -0.017055381482782832 0.0044142925390525702 0.014601024673049683 -0.0040477236110075263 0 0.0078936598385425261 0.026224663448988928 0.035094449715492193 -0.010725004465519675 0.019098960816464252 0.012550556219540005 -0.0052583913151782631 -0.013031121307553651 -0.012877848028092395 0.010448534773121385 -0.014082236769445462 -0.02005218706667973 0.0046839653508730416 0.036829399063044721 0.005254968759116063 0 -0.0058353458940491624 0 0
leaf_weight=311.20907272327895 59.027310028148349 193.03477320948878 21.870325018331641 19.78384974522487 46.985064754902851 232.10299302366911 22.9539261298778 25.828158996642742 46.474450669658836 44.109474190074252 21.54491671147116 118.76015222504793 45.219301203731447 17.457829788152594 147.04795327691681 47.991105897439411 17.882944928947836 24.080765509614139 36.680597725717234 8.9357324793891149 20.216418788942974 28.777839339905768 32.157978531598928 72.871090727217961 296.07898728334112 40.121947568899486 9.050281743417143 92.019183498952771 39.172419394089957 2.5504403628001455 18.165629873401489 98.784502582049754 43.527832318330184 159.54423803299142 86.96577667571546 9.9802773471164965 40.680629736714764 0.4439289761648969 1.7013875590055239
leaf_count=309619 47732 343840 6672 26923 45799 320240 42756 45472 23044 20968 32688 202674 44666 25202 233284 83513 25521 26180 83167 12854 15120 16026 44291 40814 171105 28235 12743 59371 64927 1990 14563 135973 55749 81870 47090 12364 68857 1085 1302
internal_value=0 -0.0121218 0.0183472 -0.00176297 0.0512357 0.0121698 -0.0498728 0.00946465 -0.0176533 0.00223515 -0.00888462 -0.0284956 0.0176954 0.0374212 -0.0226265 0 -0.0307622 -0.00552875 -0.0422771 -0.0511779 0.00105503 0 0.0205379 0.0111206 0.0147202 0 0.0128452 -0.00664412 -0.0012629 0.0150836 -0.00122723 -0.00602409 -0.0106302 0.0266358 0.0290262 0.0218855 0.000793414 0.0934781 0.104729
internal_weight=0 1328.45 1273.34 1073.29 218.643 567.393 255.161 1054.7 505.899 786.315 333.134 326.473 157.471 64.4429 238.75 73.8193 164.931 256.184 164.376 127.696 179.426 93.0277 94.3835 453.181 340.188 112.993 47.8084 112.236 62.1263 67.1905 20.7161 162.096 142.312 268.38 246.51 38.7581 62.2255 61.1726 60.7287
internal_count=2876289 1738990 1137299 1287467 206919 656039 451523 930380 631428 794748 533626 517340 156800 71001 387790 128985 258805 346420 298695 215528 114088 85799 145836 261122 192073 69049 41133 74491 107683 39597 16553 218645 191722 135632 128960 28390 101545 50119 49034
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=2 7 897 11016224 1314376 1 6292608 1 1 1 24708294 264014 1051402 1 1 5 1389057 2 3150086 4473403 8671006 4 12 8 184 271567 8477200 1
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=29
split_feature=0 8 2 1 10 1 5 3 3 2 4 1 2 10 2 10 9 2 3 10 2 1 2 2 1 10 9 5 3 7 1 2 0 2 7 3 3 0 3
split_gain=54.8514 42.5719 43.6315 27.5711 22.328 16.181 9.86221 8.76289 17.5313 10.1826 8.75821 7.13194 5.9854 5.73944 5.73617 5.67581 5.12603 5.94671 4.11681 3.80416 5.63228 3.49591 3.31462 3.06566 2.75552 2.47039 2.33024 2.30287 1.72427 1.69828 2.25857 1.64853 1.35931 1.12882 1.02464 0.968761 0.940037 0.933514 0.842305
threshold=4.5000000000000009 0 1 2 3 4 5 2.5000000000000004 1.0000000180025095e-35 6 7 8 9 10 11 12 13 14 4.5000000000000009 15 16 17 18 19 20 21 22 23 1.5000000000000002 24 25 26 7.5000000000000009 27 28 4.5000000000000009 1.0000000180025095e-35 5.5000000000000009 1.5000000000000002
decision_type=2 1 9 1 1 1 1 2 2 9 1 1 9 1 9 1 1 9 2 1 9 1 9 9 1 1 1 1 2 1 1 9 2 9 1 2 2 2 2
left_child=1 2 4 6 -1 13 23 8 9 -5 19 14 21 18 -9 32 17 24 26 20 -7 27 -18 -2 35 28 -4 -10 -12 -19 -31 -13 -14 -8 -26 -3 -32 -23 -15
right_child=3 16 5 7 -6 10 33 11 12 -11 25 31 15 38 -16 -17 22 29 -20 -21 -22 37 -24 -25 34 -27 -28 -29 -30 30 36 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.058846990724631447 0 0.014404287201907029 -0.037917305360209388 -0.0062198486706697038 0 0.012937965657556796 0.010582367464810121 0.059378083309916702 0.036171568457720037 0.042341786349261695 0 0.012069668269727109 -0.0025230192323172848 0.0057165367149954009 0 0.013914565333390494 0 0.016881939483585389 0.0015673922059778146 0.030667284512979665 -0.009799164978890924 0.0040990788682524022 0.028583996158999272 0.080834658762085343 0 0.0030881144943830491 0 0 -0.032313336819667554 0.016516083597369703 0 -0.0099745269802168791 -0.034480676815516136 -0.011225257020494001 -0.015234954774186744 -0.0019704721969920204 -0.015241173541154583 -0.011962981811419623 -0.0094676178866729965
leaf_weight=271.25834050461708 12.079884144579411 45.111751294869464 163.25095845064789 42.017609257949516 85.83515323085885 299.613522237094 2.5014241931639827 57.07482799772697 22.074779699993087 99.46451692856499 2.5444696578124413 22.391972322802758 44.755176764767384 55.099933155317558 25.85197196174704 9.496030628346487 51.829056136426516 259.68739151382761 14.303494737665458 64.854548362272908 112.97093419158045 9.3693998292437737 182.11351738267695 89.596243459032848 20.049368358173524 5.890288865834008 5.9258743440295794 6.5688899387896553 51.249148594055441 14.894059321159146 22.365338453324512 34.340549651577021 99.076213862732402 11.811735646493615 149.70519930489536 7.7339721007156177 46.547572384530213 49.364145825224114 32.944587230056641
leaf_count=436695 21738 35563 243523 49535 187447 344073 5434 33848 20101 81576 4030 13249 35407 92392 18511 13326 37569 146914 19884 89036 186995 8050 121763 53868 18893 13007 7781 7412 73252 8347 9638 30744 82124 20959 144805 8207 30771 45300 62880
internal_value=0 -0.0055713 -0.0176805 0.0274951 -0.0448656 -0.00356508 0.0656126 0.0139315 0.00447296 0.0297118 0.00612484 0.0335004 -0.0109025 -0.0220216 0.0461422 -0.0211541 0.011713 0.00530989 -0.0316227 0.0114375 0.00586311 0.00658147 0.0237061 0.0787287 -0.00605576 -0.0219556 -0.0357485 0.0236931 -0.0284019 0.0131826 0 0 -0.028414 0 -0.0123851 0.007621 -0.00835984 -0.00494314 0
internal_weight=0 1965.78 1165.74 637.835 357.093 808.648 115.989 521.846 382.187 141.482 537.123 139.659 240.705 271.525 82.9268 153.327 800.037 566.095 183.48 477.439 412.584 87.3772 233.943 101.676 222.6 59.6839 169.177 28.6437 53.7936 343.494 83.807 56.7325 143.831 14.3132 169.755 52.8457 68.9129 58.7335 88.0445
internal_count=2864647 2323465 1760995 541182 624142 1136853 101999 439183 342831 131111 710393 96352 211720 426460 52359 130857 562470 403138 271188 620104 531068 80863 159332 75606 207468 90289 251304 27513 77282 195670 48756 43993 117531 26393 163698 43770 40409 53350 155272
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=1 8418084 7 1 368 2 29978672 2 120 6310848 1 2111094 1 1 601004 1 2655304 536 12152850 5595281 268 1 1 2 5 769 8652608 14160129 4
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=28
split_feature=5 0 8 2 8 1 10 0 3 2 11 7 2 0 11 0 3 9 3 2 0 1 11 0 2 2 1 1 1 2 1 1 2 10 2 2 1 3 0
split_gain=48.4709 42.2801 22.6446 19.339 17.5656 11.0017 10.1709 8.42111 11.4848 8.42979 7.53214 7.19769 7.01562 5.61369 5.08572 4.84961 4.32726 4.19626 3.99911 3.57924 3.44201 3.22442 3.05075 2.82914 2.94192 2.67599 2.66356 2.56939 2.13278 2.00121 1.89149 1.80628 2.80085 1.7246 1.60418 1.58807 1.47206 1.43606 1.31632
threshold=0 9.5000000000000018 1 2 3 4 5 1.0000000180025095e-35 1.0000000180025095e-35 6 7 8 9 12.500000000000002 10 7.5000000000000009 1.0000000180025095e-35 11 1.5000000000000002 12 1.0000000180025095e-35 13 14 3.5000000000000004 15 16 17 18 19 20 21 22 23 24 25 26 27 1.0000000180025095e-35 19.500000000000004
decision_type=1 2 1 9 1 1 1 2 2 9 1 1 9 2 1 2 2 1 2 9 2 1 1 2 9 9 1 1 1 9 1 1 9 1 9 9 1 2 2
left_child=1 3 12 7 6 13 15 8 9 28 29 -10 20 -3 23 27 19 31 -18 -7 -2 -13 33 24 -4 -20 -11 -5 -1 -9 -31 32 -6 -14 -25 -33 -22 -26 -38
right_child=2 5 14 4 17 16 -8 10 11 26 -12 21 22 -15 -16 -17 18 -19 25 -21 36 -23 -24 34 37 -27 -28 -29 -30 30 -32 35 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.00052208243347219661 -0.021411400677803127 0.0072112803302831529 0.005397889290525773 -8.4991566590098664e-05 0.017163812809872041 0.04340314330202804 0.00089893661585110625 0 0.016378469171585086 0.01010888927154868 -0.014453144728150956 0.00016519192092265351 -0.057972537254073989 0.091271820166827264 0.033851734339952123 0.006889619049407195 -0.011493237261891489 0.017865354553358522 0.02657395867555587 -0.0013403930968945233 -0.0035038921011091061 -0.026990384069639696 0 0.01618472316007798 0 -0.0030108532265392934 -0.0099288440268921873 -0.039054878318766029 0.045196073045988175 0 0.022294468915027767 0.0016984997145900798 -0.0060730239908346282 -0.0088684662005009476 -0.0054884679610504427 -0.016719437689887772 0.027232895625180237 -0.032156949500567293 0
leaf_weight=6.2273631974530872 24.711354680090153 23.908289210128714 16.914447559858672 45.064084337282111 55.517547604104038 36.567547128797742 100.76561702984327 37.03288203287957 25.277859436951985 106.09023324178997 37.69299651858455 37.822801540489309 176.96631504115066 57.000010801639291 16.303443011915078 7.4196665123163248 55.575780950326589 140.3076381959836 38.829445358191151 13.678790547695824 8.7049938721684139 162.45256125570813 9.5399408074226795 38.281043725699419 3.0814004767744327 19.733757951311418 78.750427189159382 222.49157944804392 48.768802979015163 25.579498339546262 646.91297946901614 31.715997927123681 58.912164622743148 35.824558016975061 10.771407712571088 75.137872748833615 25.012774917107894 40.721171725483146 2.3862221182062049
leaf_count=5605 38619 15501 27574 104135 39679 23594 205739 41943 28561 100994 29127 42140 299414 25369 14918 19000 48354 86433 21198 12268 13966 184200 15512 37398 3421 12051 106769 380768 50148 21407 489524 17788 42933 62679 8494 61778 38712 82025 4567
internal_value=0 0.00866257 -0.0276369 0.0032648 -0.00901201 0.0454502 -0.0236196 0.0109926 0 0.0147705 0.0174547 -0.0148003 -0.0422134 0.0713714 0.00499979 -0.0327928 0.0175293 0.00581761 0.0022993 0.0367783 -0.000819611 -0.0214396 -0.0489319 -0.00348517 -0.016264 0.0182351 0 -0.0354851 0.0388212 0.020073 0.0211258 -0.00184844 0.00478373 -0.0530585 0.00870687 -0.0102362 0.011933 -0.0248517 0.0186868
internal_weight=0 2195.23 409.219 1949.94 737.332 245.294 375.741 1212.61 465.39 239.837 747.218 225.553 283.146 80.9083 126.073 274.975 164.385 361.591 114.139 50.2463 60.8153 200.275 222.331 109.769 60.717 58.5632 184.841 267.556 54.9962 709.525 672.492 221.284 114.43 212.791 49.0525 106.854 36.104 43.8026 27.399
internal_count=2864305 2217006 647299 2058671 958253 158335 709642 1100418 518417 263516 582001 254901 473469 40870 173830 503903 117465 248611 81603 35862 95864 226340 377605 158912 113020 33249 207763 484903 55753 552874 510931 162178 82612 362093 45892 79566 57245 85446 43279
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=2 1 7079367 1 14 1 263172 1 12 22644761 1 1 3149730 128 1 10766858 12064090 771 1 24 262148 512 900 8407064 1 12148 1069568 540
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=31
split_feature=0 4 8 1 2 1 2 3 2 1 10 3 2 2 1 3 10 8 3 2 10 1 2 1 2 1 1 2 10 3 3 9 7 1 7 5 7 3 2
split_gain=41.6199 35.6665 24.106 19.5345 17.0135 14.7398 9.50003 9.08757 10.2489 8.5536 7.68286 10.8084 10.3631 5.9846 4.80697 4.47516 3.973 3.90457 3.49568 3.87432 3.05831 2.78054 2.46635 2.412 2.26081 2.32635 2.24687 2.21471 2.10386 1.59332 1.45162 1.45732 1.37234 1.31799 1.18506 1.36911 1.16076 1.0422 1.03935
threshold=4.5000000000000009 0 1 2 3 4 5 1.0000000180025095e-35 6 7 8 3.5000000000000004 9 10 11 1.0000000180025095e-35 12 13 4.5000000000000009 14 15 16 17 18 19 20 21 22 23 1.0000000180025095e-35 7.5000000000000009 24 25 26 27 28 29 2.5000000000000004 30
decision_type=2 1 1 1 9 1 9 2 9 1 1 2 9 9 1 2 1 1 2 9 1 1 9 1 9 1 1 9 1 2 2 1 1 1 1 1 1 2 9
left_child=1 4 16 6 5 17 -2 8 14 -10 11 12 15 33 -6 36 22 -1 19 -9 -11 -21 -3 -20 -13 -26 -15 -25 -7 -14 31 -24 -17 -4 35 -8 -5 -31 -18
right_child=3 2 13 10 7 28 34 18 9 20 -12 24 29 26 -16 32 38 -19 23 21 -22 -23 30 27 25 -27 -28 -29 -30 37 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.012122159921695345 0.070784435651936817 0 0.031750453963166801 0 0 -0.039454149338615234 0.020576128390614103 -0.015950885632258101 0.019894998301007022 -0.015520245096999178 0.044433568814017083 0 0 0.0050336711342017114 0.038202136578020969 -0.011244065266547275 0.0037337205287456474 0.010581833909650272 0 0.0079982161399105751 0.0076544843322252868 -0.0067564551163786062 -0.064934920784346234 0.034780703387370875 0.04895446207031881 0 -0.020905549156881659 -0.0010213260179974548 0 -0.025267708912978332 0 0 0.0062762222440842777 0 -0.0086609111270519526 -0.0018705410843725566 0.032586844248888143 0 -0.013788560959135391
leaf_weight=96.280402170472371 84.846284616331104 15.460145735778495 23.741954891360365 8.9375082709011622 46.320099760290759 154.84397869875465 23.865202468936332 143.09062392368651 139.15615262005304 159.18301157264796 39.899805988534354 18.596625799022149 65.79789857583819 14.25565235687827 176.80017438445429 18.454544211097527 17.836438393249409 153.36332354409387 43.467828739667311 239.13586681036395 40.568573822951294 185.88675431525189 152.48594765423331 26.733026309906563 40.425499278397183 27.541691530190292 48.453844436764484 9.4905861521110619 18.746825335882022 107.58451535744098 7.0711271365653365 2.7548143629755932 121.22055223993084 18.954239088110626 12.529747511696767 5.6657127138314562 56.996728143509245 25.727507303810853 15.673261252944938
leaf_count=178808 43403 22248 34697 5005 43377 207419 31233 177108 164387 171583 49584 12553 73609 22815 187315 5651 47355 112766 36055 193741 60922 158391 284605 19550 22952 19962 78091 8594 38106 121152 11182 3893 70097 31143 18707 8508 35977 20453 31366
internal_value=0 -0.00481258 -0.033977 0.0236922 0.00117353 -0.0150228 0.0546642 0.00736959 0.0164006 0.00308336 0.0120426 0.00666164 -0.000316666 0.00259137 0.0313215 0.0134996 -0.0515177 0.000378151 -0.000293421 -0.00370174 -0.00874239 0.000873926 -0.0571712 0.0156364 0.0335461 0.0377404 -0.0124241 0.0258512 -0.0344988 -0.0156969 -0.0589802 -0.063837 0.000321728 0.0233016 0 0.0106661 0.0308653 -0.0217729 -0.00396332
internal_weight=0 1949.75 316.687 658.09 1633.07 423.235 126.907 1209.83 562.028 338.908 531.183 491.283 404.719 105.406 223.12 205.609 211.282 249.644 647.805 568.113 199.752 425.023 177.772 79.6914 86.5638 67.9672 62.7095 36.2236 173.591 199.11 162.312 155.241 139.675 42.6962 42.0607 29.5309 65.9342 133.312 33.5097
internal_count=2864363 2325517 567395 538846 1758122 537099 101851 1221023 627584 396892 436995 387411 331944 166746 230692 116730 400649 291574 593439 529240 232505 352132 321928 64199 55467 42914 100906 28144 245525 215214 299680 288498 75748 65840 58448 39741 40982 141605 78721
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
cat_threshold=2 1 7 4289072 960 11017516 8652166 9 1 3153792 6570555 26 1 1 9699338 1 398 885779 353 4790657 120 553 10749122 1 1 8 916 1 2 4 636
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=29
split_feature=0 4 1 2 1 8 2 7 3 2 3 2 0 3 10 8 1 1 2 2 2 2 0 3 3 0 8 2 1 7 9 9 2 2 0 1 1 5 1
split_gain=37.3491 35.6526 18.4658 17.8437 16.4311 11.4864 10.679 9.65749 7.57182 15.0947 13.2423 16.6812 7.54086 6.10844 5.67108 7.43889 5.86579 4.59305 5.83921 3.96973 3.85643 2.85535 2.74499 2.74434 2.51937 1.91458 1.83355 1.92699 1.79999 1.886 1.64424 1.48067 1.59451 1.47984 1.40539 1.38605 1.26269 1.23573 1.20516
threshold=1.5000000000000002 0 1 2 3 4 5 6 2.5000000000000004 7 1.0000000180025095e-35 8 1.0000000180025095e-35 1.0000000180025095e-35 9 10 11 12 13 14 15 16 8.5000000000000018 1.5000000000000002 4.5000000000000009 83.500000000000014 17 18 19 20 21 22 23 24 13.500000000000002 25 26 27 28
decision_type=2 1 1 9 1 1 9 1 2 9 2 9 2 2 1 1 1 1 9 9 9 9 2 2 2 2 1 9 1 1 1 1 9 9 2 1 1 1 1
left_child=1 4 3 -2 6 -3 28 19 10 35 11 22 26 21 15 25 -17 18 34 -6 -14 -5 -4 -15 -8 -12 -9 -28 -1 -30 -22 32 -7 -19 -11 -10 -34 -25 -16
right_child=2 5 8 13 7 31 24 12 9 17 14 -13 20 23 38 16 -18 33 -20 -21 30 -23 -24 37 -26 -27 27 -29 29 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=0.001421597366046064 0.069967878113628285 -0.055497937131456704 -0.02248753088344424 -0.001050437433307751 0.025167970643011836 0.0054204113620021192 -0.0092525816227852498 -0.035803885790545435 0 0.043452234332067297 -0.0344013270271167 0.030392936564229422 0.016624748267069746 -0.017178288251850835 0 0.016676733278564806 -0.011546216145165331 0.0029137080357969831 -0.0082780222388625108 -0.0083813841575087738 -0.016687693970728178 0.034642790761398139 0.0041793090716827136 0.015410046640016183 0.013275049382121908 0 0.0074169559027032345 -0.014565539016844896 0.028165538295083982 0 0.0047164641065354906 0.011772541555290875 0.00072769931049709369 -0.01433717459552919 0 0.042704393069023183 -0.022867941058576077 -0.0039472981463039803 0.020444099538241996
leaf_weight=84.081889721179323 75.066742771807185 160.96990665964768 74.382157307729358 15.575238181700113 48.628798073659709 6.4757742792426161 228.771013280646 186.44442562633049 5.5627239923778689 29.900137200340396 117.81970610662393 211.68884688953403 39.707442134109442 48.201575444152695 14.952821455270168 63.363503489497816 197.784890248804 25.056155180100177 25.368820752206375 20.018991295150045 89.893769799593429 54.838195550939417 22.734340226321365 42.541775035962928 24.712118806623039 1.3557984938670404 13.050067081174346 78.025894300633809 220.30807787631056 23.586042952039861 9.1347864617855503 12.935911494409082 6.656805974067538 117.33896851590544 5.5368251067266092 134.1207447056222 35.171225446465542 8.5173152514471422 28.891713917444577
leaf_count=71107 53167 327964 80733 24492 53675 9615 319973 329650 4362 26653 188470 170115 46177 44697 20956 19978 101085 20774 25796 29534 107972 48592 21568 29367 26819 3445 12128 47951 221015 22857 6020 22102 10771 104136 2493 88843 63090 13151 43232
internal_value=0 -0.00947042 0.0141488 0.0372287 -0.00115046 -0.0433216 0.00961827 -0.014362 0.0073565 0.0190858 0.00103804 0.0163004 -0.0203093 0.0107288 -0.00975554 -0.0142389 -0.00247898 0 0.0169105 0.0131394 0 0.0291503 -0.0133237 -0.00292074 -0.00466123 -0.0323164 -0.0295109 -0.00847105 0.0207768 0.0252522 -0.0109055 -0.000303337 -0.0106399 -0.0096836 0.0337474 0.0399501 -0.0169265 0.00821417 0.0150574
internal_weight=0 1288.57 1320.6 244.741 1066.36 222.21 581.459 484.904 1075.86 342.884 732.974 308.805 416.256 169.674 424.168 380.324 261.148 203.201 60.8058 68.6478 138.736 70.4134 97.1165 99.2607 253.483 119.176 277.52 91.076 327.976 243.894 99.0286 61.2397 48.3038 142.395 35.437 139.683 41.828 51.0591 43.8445
internal_count=2864525 1728420 1136105 213466 1294878 433542 661771 633107 922639 273057 649582 272416 549898 160299 377166 312978 121063 179852 54942 83209 160169 73084 102301 87215 346792 191915 389729 60079 314979 243872 113992 105578 83476 124910 29146 93205 73861 42518 64188
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 7 11016224 897 1 1314376 12 1072 553524 1 1 536 56 11278410 3676006 3670420 5357712 1 1069340 128 3 1 1 6308355 4194880 512 264 2 640
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=29
split_feature=5 0 11 2 7 9 9 1 2 3 11 10 8 10 8 1 1 2 2 1 0 2 0 1 2 3 1 1 3 0 1 0 2 1 11 0 0 2 1
split_gain=32.6539 30.5872 19.1934 13.6967 12.7076 10.8308 9.86682 9.22302 7.89439 6.59414 5.45558 4.94849 8.4921 4.77256 8.91896 11.2014 4.59531 4.06942 3.79928 3.3224 2.43266 2.411 2.33333 2.28613 2.08014 1.99059 1.85123 1.76626 1.58561 1.56289 1.4669 1.45054 1.38228 1.19041 1.18731 1.17519 1.16219 0.74511 0.639579
threshold=0 10.500000000000002 1 2 3 4 5 6 7 1.0000000180025095e-35 8 9 10 11 12 13 14 15 16 17 17.500000000000004 18 1.0000000180025095e-35 19 20 1.0000000180025095e-35 21 22 1.0000000180025095e-35 12.500000000000002 23 16.500000000000004 24 25 26 1.0000000180025095e-35 92.500000000000014 27 28
decision_type=1 2 1 9 1 1 1 1 9 2 1 1 1 1 1 1 1 9 9 1 2 9 2 1 9 2 1 1 2 2 1 2 9 1 1 2 2 9 1
left_child=1 3 6 10 7 11 9 -3 -9 24 13 12 16 14 15 -1 -5 -11 29 -13 30 34 -4 -14 -2 -21 -16 31 -20 -6 -19 35 -12 -24 -7 -8 -31 -37 -23
right_child=2 4 22 5 18 21 27 8 -10 17 32 19 23 -15 26 -17 -18 20 28 25 -22 38 33 -25 -26 -27 -28 -29 -30 36 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=0.012859875379048131 0.018238056803103028 -0.0036893978879738881 0 -0.0059460870086063119 0 0.024480147500719505 0 -0.00072644930618853167 0.072711430782032752 0.00061824772575314751 0.0034436878988561071 0.02074270352350735 0.012401627346595343 0.03077667111590443 0 -0.015723872265032673 -0.035777882277196929 0 0.0025587705877014775 -0.01777220144520324 0 0.0060354155418064917 0 -0.0061636230270587788 -0.0092164332859298679 0.0041606032437756096 0.020514718950116379 -0.0059380884849942724 -0.018173453687509528 0.036557705762511591 -0.04709916744667475 0 -0.018915596945104914 0.039373919314767705 0 0.032101657267027725 0 0 -0.0068119113995671748
leaf_weight=239.43264117118088 9.894396562875043 18.076807448742329 4.61885725532193 146.0339058994723 4.0686079440783969 102.40557313699537 2.5886823076871286 16.34178164707555 107.05811389420705 17.637432335293852 3.4980186184257036 35.344885491547757 43.52353936934378 108.33163244683237 85.164755430683726 226.89544787134218 174.84134222690773 19.658618134293647 19.585264788256609 40.507469934702385 15.795167712029068 25.009629971114919 6.2563612144149374 234.4463728031842 12.86716719526885 43.899918412746047 391.10113784173154 15.268488362824426 45.380154757658602 16.803462120762564 239.64021070189483 4.5059962240484301 43.735619421451702 18.821264168313068 5.8589318201120468 14.492086771773755 1.4307955161348207 2.381431400441218 46.800575605841004
leaf_count=162359 14908 13498 7522 307018 2645 70887 5489 14584 55852 28412 3872 60564 25929 157081 26015 364081 328795 30222 12347 84244 19679 13448 7056 158600 21479 89732 168857 22388 24965 9461 439312 4044 34981 21309 4179 17193 735 3424 27016
internal_value=0 0.00717313 -0.0233077 0.00277585 0.0396273 -0.00604659 -0.030637 0.0542087 0.063353 -0.0363521 0.0101936 -0.0117971 -0.0155022 0.0120601 0.0087176 -0.000610808 -0.0259145 -0.0402258 0.000909501 0.00412182 -0.042266 0.0135927 0.0306154 -0.00115517 0.00232613 -0.00518944 0.0179389 0.00682367 -0.0089843 0.0218094 -0.0457555 0.017206 -0.0146842 0.0379414 0.020601 0.0273327 0.0324942 0.0322343 0
internal_weight=0 2225.58 384.426 1996.83 228.745 898.672 354.73 141.477 123.4 315.493 1098.16 718.597 598.845 1050.93 942.594 466.328 320.875 292.731 87.2683 119.752 275.094 180.075 29.6965 277.97 22.7616 84.4074 476.266 39.2367 64.9654 22.3029 259.299 23.9682 47.2336 25.0776 108.265 19.4622 18.2343 16.8735 71.8102
internal_count=2864182 2221745 642437 2087658 134087 1170412 606550 83934 70436 554012 917246 1054882 820342 878393 721312 526440 635813 517625 50153 234540 489213 115530 35887 184529 36387 173976 194872 52538 37312 12841 469534 30150 38853 28365 75066 26106 10196 20617 40464
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 1 13108679 1 1 1 641 4532617 1 1 1 1 1 3 133 786448 3410060 558 1049144 532 85396 22 360 1 4194433 74 1 10489466 112
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=30
split_feature=0 4 1 2 1 8 2 7 0 10 3 2 3 2 3 2 2 2 10 1 2 1 3 0 1 2 3 10 8 9 2 2 2 1 3 7 8 2 2
split_gain=29.0332 28.954 14.7907 14.2242 12.6055 10.4893 8.38568 8.24133 6.82856 6.81763 10.4611 10.5811 7.50918 15.3983 5.00159 3.62725 3.26761 3.0405 3.04002 2.97191 2.64549 2.45344 2.44239 2.28964 2.2506 6.56803 2.15402 2.24388 1.67875 1.40918 1.36285 1.34478 1.30312 1.29544 1.76392 1.4212 1.2615 2.32049 1.80845
threshold=1.5000000000000002 0 1 2 3 4 5 6 1.0000000180025095e-35 7 2.5000000000000004 8 1.0000000180025095e-35 9 1.0000000180025095e-35 10 11 12 13 14 15 16 1.5000000000000002 8.5000000000000018 17 18 4.5000000000000009 19 20 21 22 23 24 25 2.5000000000000004 26 27 28 29
decision_type=2 1 1 9 1 1 9 1 2 1 2 9 2 9 2 9 9 9 1 1 9 1 2 2 1 9 2 1 1 1 9 9 9 1 2 1 1 9 9
left_child=1 4 3 -2 6 18 33 15 36 10 12 -12 13 21 20 -6 -10 -11 -3 -13 -5 -4 -16 -15 25 -14 27 28 -8 -18 -26 -7 -29 -1 35 -35 37 -9 -38
right_child=2 5 9 14 7 31 26 8 16 17 11 19 24 23 22 -17 29 -19 -20 -21 -22 -23 -24 -25 30 -27 -28 32 -30 -31 -32 -33 -34 34 -36 -37 38 -39 -40
leaf_value=0.0010187990774391574 0.060947252763978721 -0.05779808147773291 0 0.031110466210199941 0.025072420561375621 0.0080433795422393799 -0.022287785512554909 -0.00046756721681289371 0.01575166486825973 0.034971427415984427 -0.0090594271792822905 0 0.026294061007202104 -0.019776940421960005 -0.016620443752430335 -0.0062696192686309965 -0.015182362387231939 0 -0.0014159229588456032 0.032432861763258679 -0.0012658502834515997 0.035443125958762818 0.0071839641170769481 0.0013285689223035593 0 -0.013466083571217494 0.011923191519203116 0.013839065098805626 -0.00039363914491991081 0.0042186561627091165 -0.019551157492779372 -0.011285281317486788 -0.0050630397730066536 -0.0010360424551679622 0 0.02620005429535089 0.007070421179538728 -0.038397937372250508 -0.0141210407523653
leaf_weight=84.572090157023922 81.456079454692372 124.00332904777679 23.27168372637243 56.601252686348744 42.299843358316139 30.325104402931174 84.508536221721442 47.393197078330559 40.306875418817071 71.087392713103327 85.19179342408097 59.472884365655773 23.286577338556526 105.63488462215901 47.676150548490114 27.197579998657602 87.768077071305015 46.373332959658001 23.756480897689471 182.21253745519061 16.708570086382679 99.939752985650557 51.816296247670834 37.920157182103139 24.686409116526193 80.910494083655067 25.371780332905473 29.38125910575036 95.361879121424863 9.3209092594915983 246.32645217519894 29.866329366137506 17.922071756038349 4.4533702171174809 32.709368462921702 214.85280155699729 13.22132675355533 130.39567178738071 77.417121829872485
leaf_count=71103 56251 274444 17790 47696 45214 57838 153288 69594 46205 103039 79696 40963 21402 108660 44944 38416 107485 61886 46249 112240 26222 65859 43678 29189 22225 64985 27502 59630 75376 6023 198488 44589 32287 4633 26356 213089 12128 259990 47951
internal_value=0 -0.00834949 0.0124577 0.0327355 -0.000981668 -0.0399242 0.00827498 -0.0127696 -0.0184437 0.00634062 0.00290145 0.0168433 -0.00418596 0.00748674 0.00907076 0.0122574 0 0.0267421 -0.0521896 0.0264308 0.0254915 0.0294956 -0.00311406 -0.0124878 -0.0131652 0 -0.00435614 -0.00868899 -0.0138251 -0.00964422 -0.0172679 0 0.00474637 0.0180049 0.0217575 0.0253949 -0.0273616 -0.0331284 -0.00813799
internal_weight=0 1272.41 1340.57 254.258 1064.45 207.951 589.133 475.321 405.823 1086.31 968.854 326.877 641.976 266.766 172.802 69.4974 137.396 117.461 147.76 241.685 73.3098 123.211 99.4924 143.555 375.21 104.197 252.546 227.174 179.87 97.089 271.013 60.1914 47.3033 336.588 252.016 219.306 268.427 177.789 90.6384
internal_count=2864603 1719390 1145213 218791 1296270 423120 663264 633006 549376 926422 761497 232899 528598 221498 162540 83630 159713 164925 320693 153203 73918 83649 88622 137849 307100 86387 348083 320581 228664 113508 220713 102427 91917 315181 244078 217722 389663 329584 60079
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=2 7 11016224 897 1 1314376 12 1 9529733 9440650 2627366 3670420 14763760 1 768 264014 520 536 10486436 1 1 1 1048840 4473659 524582 128 8 1 29426884 1069340
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=28
split_feature=0 8 2 10 1 1 10 0 10 3 2 10 2 7 1 2 2 3 3 6 3 2 1 0 1 2 0 0 6 7 1 7 3 2 9 0 2 5 2
split_gain=26.4176 23.3608 27.8219 15.9105 11.3868 8.89198 9.37737 7.41682 5.8927 7.66662 7.92242 3.36322 3.25627 3.18416 3.15021 5.13878 4.01632 3.26621 2.99562 2.17488 2.11589 2.04453 2.0948 1.88226 1.84052 1.85759 1.79816 1.63149 1.56182 1.52995 1.80888 1.41436 1.35942 1.3141 1.24062 1.19928 0.843701 1.21815 0.800684
threshold=4.5000000000000009 0 1 2 3 4 5 7.5000000000000009 6 3.5000000000000004 7 8 9 10 11 12 13 1.0000000180025095e-35 4.5000000000000009 14 2.5000000000000004 15 16 1.5000000000000002 17 18 1.0000000180025095e-35 40.500000000000007 19 20 21 22 6.5000000000000009 23 24 69.500000000000014 25 26 27
decision_type=2 1 9 1 1 1 1 2 1 2 9 1 9 1 1 9 9 2 2 1 2 9 1 2 1 9 2 2 1 1 1 1 2 9 1 2 9 1 9
left_child=1 2 3 23 7 11 18 12 9 10 13 21 -2 -6 16 -16 -3 38 34 20 -13 26 -23 28 25 -11 -4 -15 -1 33 -31 -12 -18 -8 -7 -33 -10 -38 -17
right_child=4 14 5 -5 8 6 29 -9 36 24 31 19 -14 27 15 17 32 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 30 -32 35 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.060113465216337862 0.01976464467638642 -0.0017631161653633171 0 0 0.017364696811659201 -0.031049454649020265 0.0077739400797944731 0.056856267540564102 0 -2.5273079797239427e-05 0 0.044052472295276666 -0.01148293151628371 -0.013748424958969763 0.019903321665262225 0.011574969845138726 0.019473670020384928 -0.013091055449590737 0 0 0 0.001423148508756892 -0.018213316946301825 -0.014529254570081793 0 0.039122244627028055 0.015112607141549789 0.0094196563230646811 0 0.024421523792973448 -0.00065371818698812959 -0.020857141816754746 0 -0.0094646811553886663 0 0 0.04734024963759377 0 -0.0018470230045872561
leaf_weight=152.99640627644476 21.679808851607959 103.36378811550094 163.52742648170533 85.603057652755524 156.80708647055144 186.05667481029013 24.009481669258093 94.350605133760837 5.8930030473711668 6.9935564802144654 24.974714810836304 18.577865267347082 26.547578882964444 49.637750873109326 62.497090318516712 61.978676958475262 372.62957511536661 191.57873428499443 18.138284805118019 2.7900151625945027 5.5081821779895099 89.143403893023788 40.691351327779557 58.91182266744363 36.096454969621846 49.646882720160647 127.83195797305962 8.3318749375903263 9.4693580740859016 24.284386438943329 20.382305019345949 161.61150393819116 18.813040815235581 68.195354032854084 8.1915232198443828 6.6272769102215525 31.055559091357281 6.8134787418821352 12.950641790608641
leaf_count=343516 16229 79769 157621 179960 94052 308522 44260 60254 7942 5063 25775 21241 30647 22635 48078 28233 226630 147892 26887 3073 7499 199741 70804 77257 26463 27130 118180 2412 16871 38173 34844 173770 18105 109295 11466 4932 29805 11839 8288
internal_value=0 -0.00377073 -0.0132319 -0.0369012 0.0186145 -0.00227514 -0.0137129 0.0412154 0.009449 0.00471831 -0.0010992 0.00641878 0.00198036 0.0105334 0.00857977 0 0.0132825 -0.00593166 -0.0261643 0.0300513 0.0367665 0.00249032 -0.00580486 -0.0506783 0.0267692 0.0331745 0.00727152 -0.00442811 -0.0579197 0.00421894 0.0145329 -0.0148581 0.0177459 -0.00171271 -0.0295555 -0.018062 0.0368578 0.0373523 0.00745834
internal_weight=0 1928.12 1104.31 306.981 687.067 797.328 349.258 142.578 544.489 500.727 407.99 448.07 48.2274 214.777 823.812 329.005 494.806 266.508 212.386 26.8761 24.086 421.194 129.835 221.378 92.7369 56.6404 291.359 57.9696 162.466 136.872 44.6667 193.213 391.443 92.2048 194.248 168.239 43.762 37.869 74.9293
internal_count=2865153 2326205 1769210 617604 538948 1151606 573447 107130 431818 382232 323576 578159 46876 119099 556995 232491 324504 184413 346875 31813 28740 546346 270545 437644 58656 32193 275801 25047 360387 226572 73017 204477 244735 153555 319988 178702 49586 41644 36521
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
cat_threshold=1 8418084 1 7 527 1 1 3170176 1 10503968 3 409 9720385 9795648 1 558146 5 120 4788609 1 1 384 4 1049624 1 4814860 2 3490
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=26
split_feature=0 8 2 10 1 0 2 1 10 2 3 3 1 1 2 1 9 2 2 2 10 10 3 0 9 0 2 0 7 1 1 3 0 3 1 0 11 0 1
split_gain=23.1621 19.649 25.0517 14.497 8.99444 14.259 13.7304 7.47033 6.49289 5.10676 4.06449 6.2231 4.44932 3.62342 4.65561 3.34132 2.7445 3.25368 2.77207 2.59766 2.38978 2.37701 3.40465 2.36545 2.10048 2.08063 1.98653 1.84823 1.81417 2.28133 1.70831 1.70746 1.89896 1.3534 1.16696 1.11982 0.989601 0.949731 0.930893
threshold=4.5000000000000009 0 1 2 3 16.500000000000004 4 5 6 7 1.5000000000000002 1.0000000180025095e-35 8 9 10 11 12 13 14 15 16 17 3.5000000000000004 51.500000000000007 18 13.500000000000002 19 71.500000000000014 20 21 22 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 23 5.5000000000000009 24 5.5000000000000009 25
decision_type=2 1 9 1 1 2 9 1 1 9 2 2 1 1 9 1 1 9 9 9 1 1 2 2 1 2 9 2 1 1 1 2 2 2 1 2 1 2 1
left_child=1 2 3 31 5 6 -2 21 13 10 11 19 -13 26 -15 25 17 30 38 35 23 22 24 -11 -4 37 -9 36 34 -30 -3 32 -1 -8 -19 -6 -7 -12 -18
right_child=4 16 7 -5 9 27 33 8 -10 20 15 12 -14 14 -16 -17 18 28 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.02684656828078702 0.03873432537181503 0.0035167616558986758 -0.030486036145138763 0 0 0.071728403145824376 -0.016018750950826166 0.011383848039544765 0.026758003910863554 -0.019438134016362404 0 0.0091183185413775732 -0.022796123069704397 -0.025239689996098349 0.0013731373207617071 0 0.0047044581733519664 0.00044288065315152943 0.020487484923201082 -0.00077379849549315835 0.011368429661941246 0 0.0017066151124219575 0.0075246307241043781 0 0 -0.0032985167794091913 0 0.013364687450167782 -0.010750752951330673 -0.011460111259381896 -0.057754810766807364 0 0.00031081837548960054 0.017289455955569126 0.032403966091307627 0 0.047991136978868865 -0.011222768955375896
leaf_weight=38.34615741822563 62.07787893601926 69.056502528153942 129.65381983908082 85.669605621238588 11.114417809003497 55.27865259135433 71.920197505278338 198.48678571406344 75.658850126405014 102.55737451485038 13.84976261515112 30.408118445586297 72.371325932203035 72.346127881730354 111.73250389840905 57.712014473450836 26.807206284021959 112.96870085111004 201.11773435774376 31.46313374141755 11.294668829796136 88.969251730944961 23.090603338994697 7.1804876730457172 5.143079412453516 22.898272623526282 89.233587880469713 4.6991148469969621 16.41244951558474 71.808959355170373 141.62885497843672 138.04509978831993 35.366157331212889 34.543410742189735 167.61759654495108 53.493150013193372 1.242957481110351 50.209712884498003 23.032138107300852
leaf_count=81283 47646 56401 226034 183975 10307 30027 67134 187679 102168 98516 11012 25641 60843 116231 127797 42430 17889 57919 126053 32349 15403 156397 37497 4470 7314 9283 187212 2979 8600 41156 139422 302548 53727 24046 93781 28551 703 28301 15505
internal_value=0 -0.00348078 -0.0122606 -0.0351143 0.0174062 0.0324721 0.0117927 -0.00192337 0.00423623 0.00703164 0.0132334 0.00181263 -0.0121979 -7.69505e-05 -0.0103858 0.024964 0.0077379 0.00297179 0.0161832 0.018517 -0.00762233 -0.0153153 -0.0223061 -0.0142903 -0.0278017 0.0334752 0.00606803 0.0670726 0.0085841 -0.001155 -0.00557656 -0.0487151 -0.0170841 -0.00896177 0.0123441 0.0257127 0.0704037 0.0431631 -0.00103633
internal_weight=0 1922.19 1091.74 297.427 694.315 229.762 168.541 794.315 547.458 464.552 343.52 198.85 102.779 471.799 184.079 144.67 830.45 579.493 250.957 96.0707 121.033 246.857 157.888 109.738 134.797 86.9577 287.72 61.2207 368.808 88.2214 210.685 211.757 73.7123 106.464 280.586 64.6076 56.5216 64.0595 49.8393
internal_count=2866229 2326588 1769862 621533 539641 172535 138826 1148329 721087 367106 248717 157691 86484 618919 244028 91026 556726 397279 159447 71207 118389 427242 270845 102986 233348 48596 374891 33709 201456 49756 195823 437558 135010 91180 151700 38858 30730 39313 33394
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 8418084 1 23 11010988 368 1 3170130 776 9 1310936 104 1 600996 3764242 3149058 1 1 1 1096 5 769 285 294 1 344
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=27
split_feature=5 0 11 1 2 2 9 10 8 1 1 10 9 7 0 2 2 6 0 7 2 0 2 1 0 1 0 11 2 2 0 0 11 0 11 0 3 8 0
split_gain=20.8113 19.6812 16.1093 15.5054 11.3321 8.23794 8.11865 7.35878 7.40389 7.49291 6.52518 4.38186 4.30694 4.12168 3.60122 3.54856 2.60735 2.30608 2.11143 2.10289 2.09832 2.0957 2.03341 1.78701 1.71689 1.61763 1.56039 1.45402 1.27264 1.14347 1.1126 1.0455 1.02498 0.974537 0.961548 0.865978 0.641176 0.636071 0.622743
threshold=0 16.500000000000004 1 2 3 4 5 6 7 8 9 10 11 12 1.0000000180025095e-35 13 14 15 1.0000000180025095e-35 16 17 13.500000000000002 18 19 17.500000000000004 20 13.500000000000002 21 22 23 1.0000000180025095e-35 4.5000000000000009 24 10.500000000000002 25 93.500000000000014 1.0000000180025095e-35 26 5.5000000000000009
decision_type=1 2 1 1 9 9 1 1 1 1 1 1 1 1 2 9 9 1 2 1 9 2 9 1 2 1 2 1 9 9 2 2 1 2 1 2 2 1 2
left_child=1 4 5 13 7 14 10 8 9 16 11 31 17 -3 -2 -11 -1 24 -4 23 -15 25 30 -10 -7 -16 -21 -22 33 -20 -12 -6 -9 34 -8 -5 -30 -24 -38
right_child=2 3 18 35 6 12 28 32 19 15 22 -13 -14 20 21 -17 -18 -19 29 26 27 -23 37 -25 -26 -27 -28 -29 36 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=-0.0081371050326836791 -0.020452595913088827 0 0 -0.01711788055308679 -0.037771005012301725 -0.045597858736208967 0.020953338510524853 0.030030133843955139 0.012592861926300283 0 0.0097978934875744706 0 0 0 -0.0025017767939706937 -0.021638388622292025 0.012014983900948115 0 0.037633179656706414 0.016665008173379282 0.076252680614853741 -0.0071848582409865082 -0.015540270454776392 -0.0069172619977687453 0 0.021184938775120846 -0.0016568328893283386 0 0.0082204690693304938 0 -0.0018620931110894274 -0.0034631615359603076 0 0 0 0 0 -0.00021931314660506983 -0.014634702564981892
leaf_weight=36.187346174127015 34.103333993898559 14.916227098059608 4.4956392953899948 28.978196025447687 117.71938061550463 177.63395814687465 101.29956539651175 136.7801849032985 33.610446698003216 110.60545430194907 92.912177202029852 30.121936182564241 20.614151120236784 11.129538016655713 9.2259261116705584 165.37881085029221 247.58447224917472 9.2724511802443867 19.562576088464994 490.89100761662121 73.289576503433636 15.234105642026405 99.029115400637238 89.512088768882677 9.1044236923044064 57.342111330119224 13.503685054252854 1.4129212609113881 16.164066978759365 6.2379199298593475 143.06993667184724 38.275357532664202 5.0114935404999406 5.2935669297003178 5.8365411023551124 5.3284920038277042 36.599308395176195 90.108483743009856 14.447880409948992
leaf_count=82191 63521 5250 7800 22598 186709 366233 67688 187375 14606 181429 177094 55593 29318 9565 13585 289830 123900 17119 21593 185093 23667 20695 221369 33146 10674 85679 1454 427 8597 7571 185795 43174 7936 2307 4106 3574 24350 65311 6270
internal_value=0 0.00575991 -0.0190905 0.0391992 0.0029728 -0.0263886 -0.00611608 0.00859935 0.00539419 -0.00249843 -0.0118206 -0.0257846 -0.0361212 0.0533907 0 -0.0136363 0.00783076 -0.0416186 0.0293122 0.0126836 0.0613179 0.0090699 -0.00311636 0 -0.0437334 0.0169728 0.015262 0.0682916 0.0104851 0.03615 0.00210886 -0.0328824 0.0285629 0.0153196 0.0187147 -0.0100209 0 -0.0101751 -0.00637341
internal_weight=0 2255 362.827 135.055 2119.94 332.53 790.877 1329.06 1187.27 559.756 611.236 186.117 216.625 100.748 115.905 275.984 283.772 196.011 30.2961 627.517 85.832 81.8021 425.12 123.123 186.738 66.568 504.395 74.7025 179.641 25.8005 235.982 155.995 141.792 112.43 107.136 34.3067 67.2113 189.138 51.0472
internal_count=2864192 2220404 643788 65081 2155323 606824 1048363 1106960 911649 677350 935045 285476 423344 38909 183480 471259 206091 394026 36964 234299 33659 119959 649569 47752 376907 99264 186547 24094 113318 29164 362889 229883 195311 74101 71794 26172 39217 286680 30620
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=2 1 62 15209927 22645913 1 1 1 3 58 1 1 8 2098178 6291714 1 2 12657560 18090008 641 20 1 1049136 303082 1 1 1
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=29
split_feature=0 5 2 1 2 7 2 7 8 1 2 9 7 2 3 3 2 2 3 3 1 1 1 8 2 0 2 3 2 2 2 1 3 5 2 0 10 0 2
split_gain=19.1201 17.5235 11.3249 9.31345 10.0175 8.15007 7.80141 6.69172 6.14247 5.02913 3.8641 3.85871 3.53569 3.51628 3.35308 3.19229 2.75353 2.55139 2.46537 4.79003 2.20467 2.14679 2.0477 1.8698 1.63741 1.63571 1.41599 1.35079 1.23641 1.09249 1.0692 0.858669 0.764353 0.820411 0.729255 0.600118 0.564473 0.524939 0.517928
threshold=1.0000000180025095e-35 0 1 2 3 4 5 6 7 8 9 10 11 12 1.5000000000000002 1.0000000180025095e-35 13 14 1.0000000180025095e-35 1.5000000000000002 15 16 17 18 19 3.5000000000000004 20 1.0000000180025095e-35 21 22 23 24 5.5000000000000009 25 26 30.500000000000004 27 67.500000000000014 28
decision_type=2 1 9 1 9 1 9 1 1 1 9 1 1 9 2 2 9 9 2 2 1 1 1 1 9 2 9 2 9 9 9 1 2 1 9 2 1 2 9
left_child=1 2 9 4 7 17 23 25 24 13 12 22 32 -1 -15 16 37 31 20 -20 -14 -13 30 36 -7 -2 -24 -11 -23 -29 -12 -4 33 -8 -10 38 -5 -6 -17
right_child=3 -3 5 6 15 8 10 -9 34 27 11 21 18 14 -16 35 -18 -19 19 -21 -22 28 26 -25 -26 -27 -28 29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.017504411791041834 -0.043423672917468077 0 -0.03420071151696584 0.02962495951160787 0 0.018884044254817458 0 0.0045959894197299331 0.00046358482308717704 0.0097716702025852607 -0.0083932490186596261 0.021324769113073388 0.036201204510171607 0 0 -0.0034223455979013107 -0.0053608823605089456 -0.023050455474436755 0.0050570975512625738 -0.0030100001036454473 0.017662403884239536 0 0 -0.034679886465237869 0.059873572344864248 -0.01476739150591189 0.0020835507685632135 0 -0.018071820689749964 -0.0020734470114204353 0.030139023823228406 0 0 -0.0072951465339906058 0 0 0 -0.014389920454612995
leaf_weight=117.45088567382481 77.938993295709224 107.83370369361 8.6642590813717124 39.887660016254813 36.823476128221955 27.460345523923024 353.84066436332432 57.904468170389009 47.892207389959367 59.509983005180402 66.504771967593115 10.195995072339429 48.025129576897598 83.689223460445646 41.7136117695336 11.153079770025217 27.289545800918859 12.821219971490789 64.521936593340797 117.12425147144677 24.825483239881578 150.90523913919606 77.552826933620963 26.068272681950475 166.60617522601024 72.849794197521987 174.45782145895646 2.1215937572706025 40.314980138646206 53.886865649994434 167.06954013343784 22.228691205822543 32.440281105256872 42.388730345897784 62.391266352700768 8.7494615799078002 7.3339392404450328 0.77816450677346338 72.686898147640022
leaf_count=82883 87381 239096 15869 72454 10740 53794 232572 60990 38199 70481 75212 7231 32549 116904 37585 21185 47338 17784 40242 83990 17696 96356 86897 34663 366185 53465 230784 3748 24138 59501 209807 34187 25621 53088 56972 5384 11264 101 50809
internal_value=0 -0.0105526 -0.00356311 0.00757695 0.0211415 -0.0157945 0.00340532 0.0339298 -0.0219389 0.00804593 0.00552179 0 0.0106449 0.0158128 0.0256098 0 0.0144339 0.0134432 0 -0.00536155 0.0134369 0.0108451 -0.0046958 -0.0214936 -0.0321854 0.043752 -0.0103848 -0.0062208 0.0139738 -0.0152188 0.0011382 0.0241005 0.0158977 0.0173751 -0.000306577 -0.00995694 -0.0313927 0.0244832 -0.0126284
internal_weight=0 814.27 706.436 1809.63 366.174 348.064 1443.46 208.693 304.35 358.372 1370.17 687.001 683.166 242.854 125.403 157.481 64.8912 43.7142 254.497 181.646 72.8506 201.416 485.585 73.2899 194.067 150.789 252.011 115.518 191.22 56.0085 233.574 30.893 428.67 396.229 110.283 92.5894 47.2216 37.6016 83.84
internal_count=2865145 1193188 954092 1671957 337393 582990 1334564 201836 515150 371102 1216183 730425 485758 237372 154489 135557 58179 67840 174477 124232 50245 127725 602700 118381 419979 140846 317681 133730 120494 63249 285019 50056 311281 285660 95171 77378 83718 10841 71994
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=2 9702477 7 11016298 12 618501 1 1 901 7341968 1 1 69 1796 2642210 432 512 664 1 16810000 17039370 2152 1048581 8388610 561 2 4199184 1 303125
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=30
split_feature=0 4 2 2 1 1 0 3 2 10 3 2 1 2 1 1 3 2 1 3 9 1 2 3 7 2 1 10 10 1 3 7 1 5 0 9 7 7 2
split_gain=16.3649 14.6705 17.2789 7.76574 8.64749 6.22763 5.89796 5.35593 7.72327 5.25967 6.29344 5.26214 5.07668 5.05482 3.65409 2.77714 2.34542 2.44589 2.16884 2.13528 2.014 2.01206 2.0071 1.90547 1.98742 1.50943 1.94359 1.32684 1.27201 1.24581 1.20039 1.11632 1.07099 1.53352 0.971767 0.928778 0.925276 0.823666 0.770436
threshold=4.5000000000000009 0 1 2 3 4 1.0000000180025095e-35 1.0000000180025095e-35 5 6 3.5000000000000004 7 8 9 10 11 4.5000000000000009 12 13 1.0000000180025095e-35 14 15 16 2.5000000000000004 17 18 19 20 21 22 12.500000000000002 23 24 25 63.500000000000007 26 27 28 29
decision_type=2 1 9 9 1 1 2 2 9 1 2 9 1 9 1 1 2 9 1 2 1 1 9 2 1 9 1 1 1 1 2 1 1 1 2 1 1 1 9
left_child=1 3 20 4 23 13 35 8 15 10 11 19 37 -2 -8 -5 17 -9 38 29 -3 -19 -20 24 -1 -12 -27 -6 -14 -7 -16 -25 -11 -34 -13 -4 -21 -10 -18
right_child=5 2 6 7 27 9 14 16 12 32 25 34 28 -15 30 -17 18 21 22 36 -22 -23 -24 31 -26 26 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0061796875964918209 0.040023288607620069 -0.04486216544466147 -0.017800442150538519 0 -0.031370392385602783 0 -0.0028137032062028121 -0.013925290765488952 -0.00088221934033426972 0 0 -0.016357235812159598 -0.014526043630831018 0 0.041019030546270624 0.028509871511270352 0.0048901129813012957 -0.0088730543810380865 0.029696670904448538 -0.011381359512475989 0 0.0044433425186762264 -0.001464013365157342 0.016772309838708019 -0.011208070348569226 0.034701708219743513 0 0 0 0.021459734339536584 0 -0.0002490876163536825 0.047341858753251774 0 0 0 0.0031158694898973825 0.013609780755863145 -0.0096780562562031811
leaf_weight=56.951215552275244 111.80821891364758 153.11947176225658 38.114232691761572 46.347077672391606 133.083981990334 19.095739541182411 20.690148606376169 138.77861124820265 6.3995306896686088 18.140867087582592 18.96067455339653 175.14796864235541 137.08992483752081 45.577807965761167 38.052718730643392 193.05532623533509 15.242798899264017 129.78493171741866 29.337382986253942 18.55009782788693 13.63427542978752 302.0533958434462 9.7106268665957014 54.13504838238805 118.6552617182715 48.849765544189722 29.006960450307815 18.538710224398528 36.098090534345829 60.080293037681258 1.2593043053202553 20.122768517503573 24.268792241986375 3.8370714232005438 8.4798856189881899 4.308199043836793 131.8519225417549 170.13705619020766 29.705465402767004
leaf_count=71593 48166 350880 81998 45986 206532 10829 32975 178145 7277 23064 13159 186355 150144 61863 57371 194592 7909 109110 20227 6174 22793 240790 8608 49413 146553 25285 21598 38106 50705 33596 1566 19052 19564 6958 6225 6522 82234 191589 28783
internal_value=0 -0.00310152 -0.0234927 0.000416591 -0.010841 0.0142916 0.00667745 0.00450564 0.0112714 0.00724518 0.00287148 -0.00230407 0.000202899 0.0304377 0.0243844 0.0236195 -0.00130636 -0.00412275 0.0112446 0.0066224 -0.0400454 0 0.0213328 0.000292534 -0.0042756 0.0226455 0.0260745 -0.0269852 -0.0100377 0.0175511 0.0336066 0.0121227 0.0323872 0.0364906 -0.0138911 -0.0130293 0 0.0116331 -0.00122981
internal_weight=0 1914.41 269.178 1645.23 401.487 713.656 102.425 1243.74 589.127 556.27 510.023 413.206 349.725 157.386 60.0022 239.402 654.613 570.617 83.9963 229.578 166.754 431.838 39.048 249.864 175.606 96.8174 77.8567 151.623 173.188 79.176 39.312 74.2578 46.2467 28.1059 183.628 42.4224 150.402 176.537 44.9483
internal_count=2864289 2319219 554105 1765114 531249 545070 180432 1233865 640293 435041 385455 325413 399715 110029 91912 240578 593572 528045 65527 132833 373673 349900 28835 286611 218146 60042 46883 244638 200849 44425 58937 68465 49586 26522 192580 88520 88408 198866 36692
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=2 10516932 4289072 960 7 8652166 1 3170180 41 11017516 596 26 9699338 353 1 561 10749122 6 4790657 120 1 1 520 9 192 2 1 8 8 1051656
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=30
split_feature=0 5 2 10 1 8 1 7 3 2 1 2 2 2 8 1 3 2 1 7 2 7 2 3 7 7 9 0 2 7 7 2 3 3 1 0 2 2 0
split_gain=14.73 14.7385 8.78637 7.34268 8.43443 7.73477 13.4694 7.00818 6.82846 6.32269 5.8759 9.62735 5.67376 4.74231 4.60582 3.79777 2.69784 2.26324 2.23206 2.20036 2.19132 2.08382 1.97465 1.94745 1.9026 1.88938 1.88748 1.80017 1.52206 1.51323 1.48364 1.4078 3.03683 1.34415 1.30744 1.17019 1.11837 0.980899 0.922292
threshold=1.0000000180025095e-35 0 1 2 3 4 5 6 1.5000000000000002 7 8 9 10 11 12 13 7.5000000000000009 14 15 16 17 18 19 1.0000000180025095e-35 20 21 22 19.500000000000004 23 24 25 26 1.5000000000000002 5.5000000000000009 27 2.5000000000000004 28 29 16.500000000000004
decision_type=2 1 9 1 1 1 1 1 2 9 1 9 9 9 1 1 2 9 1 1 9 1 9 2 1 1 1 2 9 1 1 9 2 2 1 2 9 9 2
left_child=1 2 15 5 37 6 8 20 17 26 11 24 21 25 22 36 23 29 -14 -13 34 -12 -9 -11 -7 -10 30 -21 -6 -2 -8 32 -17 -20 -4 -28 -1 -5 -23
right_child=3 -3 7 4 28 10 9 14 13 16 12 19 18 -15 -16 31 -18 -19 33 27 -22 38 -24 -25 -26 -27 35 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0046106444212886451 0.01499444162279602 -0.040392664356508012 0 0 0.014172240453645285 0 0.0013391382214351282 -0.0031339153048097848 0 -0.007639720122855069 -0.0033003782878761549 -0.010173711426518853 0.0045765714551588305 -0.0022827622024943948 -0.00067155689726555539 0.028669066408968803 0.0045672536148617998 -0.010232588905293716 -0.019236788996346649 0.0013534570294752232 -0.0045952789373204751 0.012485455174648554 -0.035850534965376345 -0.035211158836516508 0.055744982867207228 0.05237635368340459 0 0.027497864992634399 -0.0013630015376048987 -0.0048709766619215999 -0.013885374566635586 0.0013673569404771147 0 0 0.029516787411591638 0.026343967206822468 -0.011446954652961642 0.055023320826380596 0
leaf_weight=11.61577291213325 80.535576343336288 100.82820520807945 7.663837712651004 8.339304788343723 53.672438076551771 5.8416136525629554 109.93808662002266 67.349036138592055 5.8713574399444042 93.380144519673195 71.377532384358346 24.403551354102092 36.322021955202217 17.24549474347441 108.78743134593242 94.206442980717839 3.4707872823491916 60.027452844657091 125.61097527662059 122.86558640289877 12.397675686879664 495.64533784857485 117.39557439111013 138.17756478842057 49.610291254153708 35.974366414666292 4.124942060931061 21.4616611651727 98.806393404025584 10.411166314675937 51.714328720492631 129.49284609803362 44.711851590473088 10.087601407634791 23.298544516957918 9.5694745493528881 85.204726297190064 41.242467809046502 40.130211607844103
leaf_count=22880 61177 235543 15034 8914 72457 2299 188999 127637 5987 165728 32193 7104 19201 19671 94348 125091 6669 72918 80641 34519 17510 252662 280421 265061 17302 27648 5388 2433 147842 7868 91210 100661 39784 6778 34739 20190 89049 46545 12025
internal_value=0 -0.00933902 -0.00299738 0.00661876 0.0235867 0.00393636 -0.00439189 -0.0140931 0.013987 -0.0147751 0.00935457 0.0226177 0.00414002 0.0365848 -0.0200051 0.00695191 -0.0244027 0 -0.00969353 0.00463161 0.012725 0.00887986 -0.02924 -0.027391 0.049328 0.0450856 0 0.010427 0.00435557 0.00963607 -0.00403178 0.0130098 0.0194536 -0.015393 0.0225688 0.0189914 -0.0065431 0.0483937 0.0111401
internal_weight=0 802.952 702.124 1825.86 202.061 1623.8 620.441 336.892 210.065 410.375 1003.36 224.183 779.174 59.0912 293.532 365.232 235.028 150.974 172.021 168.731 43.3601 607.153 184.745 231.558 55.4519 41.8457 175.347 144.327 152.479 90.9467 161.652 268.411 138.918 135.699 30.9624 13.6944 96.8205 49.5818 535.776
internal_count=2864126 1182697 947154 1681429 275758 1405671 938514 569689 195269 743245 467157 63657 403500 53306 502406 377465 437458 141963 106620 44056 67283 296880 408058 430789 19601 33635 305787 36952 220299 69045 280209 265536 164875 87419 49773 25578 111929 55459 264687
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=2 30678093 1 45 1 3 12 24120851 29 10768580 5244922 11307082 1 106 8933736 34 8 2638114 4 98450 8 2 1 4540304 3 1 1313801 49 25169933 6103061
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=27
split_feature=0 8 4 2 7 1 2 1 2 2 1 1 10 10 2 0 0 1 2 2 10 3 3 3 7 1 2 2 5 0 10 2 9 0 0 2 0 0 0
split_gain=13.363 11.5954 16.5088 9.33838 5.1353 11.7464 9.37614 7.29376 6.33537 4.57215 4.27415 3.93003 3.631 2.34298 2.25301 2.24881 2.16387 2.09293 3.03664 2.50593 2.00713 2.72888 1.92449 3.18839 2.47102 2.23201 2.68019 2.01831 1.71706 1.6687 1.54041 1.53541 1.51384 1.48946 1.46864 1.33723 1.33379 1.23006 1.12206
threshold=4.5000000000000009 0 1 2 3 4 5 6 7 8 9 10 11 12 13 22.500000000000004 16.500000000000004 14 15 16 17 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 18 19 20 21 22 10.500000000000002 23 24 25 5.5000000000000009 2.5000000000000004 26 1.0000000180025095e-35 71.500000000000014 58.500000000000007
decision_type=2 1 1 9 1 1 9 1 9 9 1 1 1 1 9 2 2 1 9 9 1 2 2 2 1 1 9 9 1 2 1 9 1 2 2 9 2 2 2
left_child=1 2 3 12 5 9 -7 8 37 16 35 30 -1 34 -9 -11 33 18 -3 32 36 -22 25 31 -25 26 -21 -27 29 -8 -5 -24 -19 -2 -12 -4 -13 -6 -18
right_child=4 17 10 11 7 6 28 14 -10 15 13 20 -14 -15 -16 -17 38 19 -20 22 21 -23 23 24 -26 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.026729040914546344 0 -0.0023685651821322672 0.011881370584991788 -0.017121733865268645 0.033207504550057429 0.045779920427266307 0 0.001262243864412265 -0.010832678387654731 -0.020727341729315549 -0.053983173021261426 -0.0014700631754225597 0 -0.0011911003032014965 -0.028267530287221367 0.0043604848306528846 -0.013266597669877509 -0.01756833082899395 0.017484330119703208 0.028674332206017103 0.030489192397063193 0 -0.014493700656695217 0.021721084417741676 -0.0040951214601586431 0.016877581329524213 -0.0034358784332345969 -0.0050872286820680306 -0.0079527302762585159 0.020104546652281029 0 0.00010519506871258631 0 0.021969280702516723 0 -0.010160748081593517 0.008429352935105482 0 0.0068613656712285661
leaf_weight=167.86902452695358 22.539020446383802 69.467557127994951 18.09552767655623 85.815596038566582 62.057966806154582 146.56345631054137 75.27259996641078 15.253716494451508 32.83255403903604 84.465050747428904 91.684805852110003 230.57032389133019 74.567197728072642 25.657773168961285 55.741969121838338 14.021106761225381 27.476413104173844 68.116821387258824 220.7697897029575 63.210319961886853 45.831603490645648 44.296017873319215 96.48666175272956 49.463967638774193 23.557689609326189 17.296714501950191 11.758873070546541 109.2280837844155 17.787259869874106 69.913941670951317 59.146022435670602 81.756823288043961 35.944579332732246 88.531492940725002 10.287936245778836 10.088297971757131 195.61004892343772 2.5120301222486878 7.3739778808085239
leaf_count=331497 18694 48179 31525 142625 38530 110219 60500 14411 33869 72847 262913 301731 150877 58745 37522 8654 21554 58607 123950 31580 53303 57785 52054 40313 20796 10409 8237 53956 29144 29020 101441 77794 25924 63067 16336 21494 239535 1829 2993
internal_value=0 -0.00271352 -0.00967146 -0.00359262 0.0129382 0.0172657 0.0291767 -0.00106023 0.0132144 0 -0.0370413 0.00241763 -0.0189418 -0.042141 -0.0210517 -0.0135797 0.0104192 0.00568071 0.0121128 0.00114307 0.00682506 0.0189644 0.00488497 0 0.0134241 0.0116181 0.0215853 0 0.00668795 0.0116306 -0.00973944 -0.00799731 -0.00989096 0.0173191 -0.0507516 0 0.00267151 0.0277772 -0.00317777
internal_weight=0 1906.58 1059.52 903.706 722.343 553.944 309.537 168.398 97.4026 244.407 155.814 661.27 242.436 127.631 70.9957 98.4862 145.921 847.058 290.237 556.821 516.308 90.1276 452.759 251.265 73.0217 201.494 74.9692 126.525 162.974 145.187 144.962 178.243 104.061 111.071 101.973 28.1838 426.18 64.57 34.8504
internal_count=2864459 2321606 1769807 1378794 542853 416692 228883 126161 74228 187809 391013 896420 482374 337994 51933 81501 106308 551799 172129 379670 652354 111088 295139 190957 61109 104182 39817 64365 118664 89520 244066 129848 84531 81761 279249 53019 541266 40359 24547
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 2 8745520 5 224 11014628 228 3952448 9444634 257 336 1 1 6632075 281 9515330 2697356 1 1 578 8652386 8671488 2 1 8652290 1 8653404
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=25
split_feature=0 5 2 7 0 1 2 2 8 2 1 10 3 2 0 2 3 1 1 2 0 2 7 1 0 9 1 2 2 3 1 3 2 2 3 0 3 0 0
split_gain=11.2853 12.311 7.45599 6.2436 6.23873 18.1731 5.40531 4.70164 3.66812 3.36153 3.2465 2.92294 5.09298 5.62981 3.49192 3.11846 5.6402 2.6615 2.35781 2.08668 2.06654 1.91289 1.90555 1.80425 1.70065 1.30102 1.1906 1.09274 1.07937 2.59948 1.02682 0.886159 1.02209 0.690984 0.65244 0.782548 0.61649 0.613378 0.599082
threshold=1.0000000180025095e-35 0 1 2 16.500000000000004 3 4 5 6 7 8 9 2.5000000000000004 10 5.5000000000000009 11 1.0000000180025095e-35 12 13 14 68.500000000000014 15 16 17 90.500000000000014 18 19 20 21 1.5000000000000002 22 1.5000000000000002 23 24 1.0000000180025095e-35 8.5000000000000018 4.5000000000000009 67.500000000000014 18.500000000000004
decision_type=2 1 9 1 2 1 9 9 1 9 1 1 2 9 2 9 2 1 1 9 2 9 1 1 2 1 1 9 9 2 1 2 9 9 2 2 2 2 2
left_child=1 2 10 19 6 7 34 24 21 -7 27 12 15 14 -14 16 -8 36 -17 26 -11 -5 25 -15 38 37 -4 -1 29 -12 -23 32 -19 -33 -2 -36 -13 -9 -6
right_child=4 -3 3 8 5 9 11 22 -10 20 28 17 13 23 -16 18 -18 31 -20 -21 -22 30 -24 -25 -26 -27 -28 -29 -30 -31 -32 33 -34 -35 35 -37 -38 -39 -40
leaf_value=0.0049464463492474679 0 -0.037414449882882915 0 0 0 0.0094745635694485977 0.017131719710362057 0.026025045364285512 -0.0010008231579107056 -0.02808614284084486 0.026217121161461063 0.037152889935455388 0.0088268176377761017 0.0080888028182840403 0.038455105906703729 0.0009123679946859563 -0.0041632529447257881 0 -0.011351880039343717 -0.0045448709958687897 0 0 -0.0068702286442767872 -0.0079116608461641588 0 0 0.028279507270056653 -0.010892958997808132 0.0013808486894078635 0 -0.03504636522371412 0.0026270278929211117 0.015237145396671557 -0.010151511628248053 -0.025717378134770472 0 0 0 0.085200051528820334
leaf_weight=11.450604918358293 35.877712066554523 94.604842166361777 7.5467088612567768 32.974693177948211 5.8508431998343431 22.031002679315861 184.31206018328885 33.860291842138395 109.24781318363966 50.311320010026975 96.609734233672498 42.141475469950819 181.79034086459069 78.267658336459135 66.392606726833037 208.20717723690905 239.28485605370588 39.385305971227353 307.62548309037447 12.370007282115692 11.134707269855424 28.586634971041349 14.606786999560425 124.77315795525647 1.4782264036330151 5.4251646854827404 23.90818869868599 84.427213909024431 129.47012685334994 44.761827812904812 116.9902748911154 29.161959712015232 50.202182173394249 26.758636662139907 45.360986891442735 6.1111378555215188 1.5623539739317482 1.0731943281716656 27.577428502758266
leaf_count=22619 54149 233668 14995 65354 2042 14621 133912 16407 94348 40650 130155 45517 128109 71525 33105 222116 186802 56643 279402 17645 7262 59069 5087 114027 1136 1412 34915 89188 100776 39722 280285 52415 58323 42945 91861 8060 3389 308 10457
internal_value=0 -0.00823834 -0.00249567 -0.0128754 0.00576387 0.0226329 0.0034641 0.0461254 -0.0186058 -0.0088115 0.0065576 0.0050746 0.00306896 0.01149 0.0203906 -0.000896727 0.00485429 0.0162411 -0.00615247 0.0120985 -0.0194757 -0.0271377 0.00660497 -0.000193324 0.0675929 0.0162074 0.0217224 -0.00589414 0.0121219 0.0178307 -0.0305075 0.00343007 0.00946852 -0.0022813 -0.0160255 -0.0227095 0.0313478 0.0239091 0.0805916
internal_weight=0 792.949 698.344 331.624 1840.56 173.349 1667.22 89.8719 287.799 83.477 366.72 1579.87 1390.65 451.224 248.183 939.43 423.597 189.212 515.833 43.8249 61.446 178.552 54.9654 203.041 34.9065 40.3587 31.4549 95.8778 270.842 141.372 145.577 145.508 89.5875 55.9206 87.3498 51.4721 43.7038 34.9335 33.4283
internal_count=2864421 1182739 949071 566611 1681682 99382 1582300 36849 499056 62533 382460 1428230 1168998 346766 161214 822232 320714 259232 501518 67555 47912 404708 23214 185552 13635 18127 49910 111807 270653 169877 339354 210326 114966 95360 154070 99921 48906 16715 12499
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=2 30678093 12 30 1142788 11016260 1 3146144 106 1 820314 8390538 45 77 2638114 32912 3 153 1 49 8392717 1313801 640 8915040 8914160
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=25
split_feature=8 10 1 2 1 2 3 1 2 3 3 0 0 9 2 7 7 0 2 2 3 0 9 6 2 1 5 0 1 1 3 0 7 3 2 2 3 0 7
split_gain=10.3601 19.1407 19.1386 8.45794 7.40568 5.9857 5.43146 4.78381 10.5804 4.6808 4.42895 3.19584 4.71129 3.18892 3.18875 2.93917 2.68562 2.04659 2.60299 2.03187 1.82731 1.41901 1.28208 1.25624 1.24314 2.22038 1.20893 1.1499 1.08455 1.00924 1.44973 1.00489 0.93648 1.53832 1.32476 0.905865 1.30092 0.868542 0.806192
threshold=0 1 2 3 4 5 1.0000000180025095e-35 6 7 2.5000000000000004 7.5000000000000009 6.5000000000000009 43.500000000000007 8 9 10 11 13.500000000000002 12 13 1.5000000000000002 53.500000000000007 14 15 16 17 18 65.500000000000014 19 20 1.0000000180025095e-35 2.5000000000000004 21 1.0000000180025095e-35 22 23 1.5000000000000002 5.5000000000000009 24
decision_type=1 1 1 9 1 9 2 1 9 2 2 2 2 1 9 1 1 2 9 9 2 2 1 1 9 1 1 2 1 1 2 2 1 2 9 9 2 2 1
left_child=1 2 5 13 9 11 23 8 27 -3 22 32 16 20 -9 -10 -13 24 38 26 -4 -20 -8 -5 25 -16 -6 -2 37 -21 -31 -15 33 -1 -34 36 -17 -26 -19
right_child=7 4 3 6 19 -7 10 14 15 -11 -12 12 -14 31 17 35 -18 18 21 29 -22 -23 -24 -25 28 -27 -28 -29 -30 30 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0.012581749473799983 0.055156441628630364 0.054784962076552347 -0.014990728272147183 -0.014520961870742703 0.016441584274014376 -0.01261526702328372 -0.046305803524084227 -0.0098656429815976235 0.018007677915835227 0 0.0026949323601910317 -0.0030854990055537166 -0.0070367632805969221 0 0 0.0099716636820503263 0.042621126110049277 0.015808016614900215 -0.025453727613971567 0.0025491497608275508 0.00019332433235221707 0 0 0.0022191615230705017 0.0083366285949250472 0.016763569738923026 0 0 -0.0031577901070789153 -0.021934787993638159 0 0.025049847625472934 0.0053397886698902143 -0.0007658077685052517 -0.015116989794105716 -0.011199264135432822 -0.006431794328954063 -0.0012437241307132647 -0.0007352688103174173
leaf_weight=161.52244484646508 53.469643083866686 42.955741348370793 153.43229171961138 138.40751426106726 112.47529421703075 99.576442110083008 202.72112794478016 99.39247533629532 63.811023049289361 10.135140652695553 5.0546938687075444 4.3367686069686897 5.4794497512048101 6.640401410302732 124.08753997038002 68.434786921687191 40.232824639664614 15.215603317832574 36.590420859574806 66.243108855807805 73.780010209498869 10.933157884806858 8.5388602257735311 13.037783786305225 283.4261764511175 252.785135875165 17.835705640754895 0.823697246494702 131.16489132975403 25.06281117432809 34.255497132689925 9.978527812738319 11.219646614063093 81.629561976020341 18.873415850379391 38.652897285588551 51.771137907271623 54.887668785639107 5.3160781495098499
leaf_count=128556 21042 44159 268852 263734 159875 212629 485624 64509 20411 15463 11563 2850 4063 9887 50019 13816 13939 5890 9886 111464 136458 2715 16547 23375 219736 106266 32505 178 99973 49620 68367 21640 4524 81002 22603 20286 16848 21573 2185
internal_value=0 -0.00460314 -0.0112716 -0.0220664 0.0158606 0.00449385 -0.0313563 0.00775435 0.0188184 0.0406291 -0.0423682 0.0113981 0.0303958 -0.00455358 0.00377388 0.0043559 0.0400004 0.00592212 -0.00671721 0.0043734 -0.00944636 -0.0171175 -0.0448909 -0.0112978 0.00754351 0.0118596 0.0120851 0.0479417 0.00268282 -0.00280413 -0.0104219 0.0179599 0.00464217 0.00714881 -0.00451524 -0.00213836 0.000971396 0.00583468 0.00891318
internal_weight=0 1343.43 1034.46 611.591 308.963 422.871 367.76 1290.76 276.963 53.0909 216.315 323.294 50.049 243.831 1013.8 222.67 44.5696 914.407 68.0553 255.872 227.212 47.5236 211.26 151.445 846.351 376.873 130.311 54.2933 469.479 125.561 59.3183 16.6189 273.245 243.152 30.0931 158.859 120.206 338.314 20.5317
internal_count=2864632 2189299 1707846 1237680 481453 470166 800843 675333 92581 59622 513734 257537 20852 436837 582752 71361 16789 518243 20676 421831 405310 12601 502171 287109 497567 156285 192380 21220 341282 229451 117987 31527 236685 209558 27127 50950 30664 241309 8075
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 1 3 24382483 527 8963180 29 10490247 1 2695300 6 2 1048874 5326550 1 1 8394312 130 2 416 160 3 525316 4474432 9
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=27
split_feature=0 4 8 2 10 3 2 1 7 1 2 2 8 0 7 1 2 0 10 3 2 1 2 0 3 3 2 1 7 3 0 7 2 2 1 3 3 2 1
split_gain=9.61757 12.2642 6.19737 5.43755 5.29241 6.63378 8.43021 5.80051 5.11198 5.88444 5.96986 3.85477 3.62965 3.38299 3.36892 2.73622 2.58879 4.73463 2.4909 2.44269 3.34617 2.60475 2.4202 2.3852 2.31628 2.26767 3.9766 1.75482 1.58219 1.57951 1.30708 1.64195 1.0532 1.02276 0.859305 0.848016 0.973848 0.740334 0.730671
threshold=1.5000000000000002 0 1 2 3 2.5000000000000004 4 5 6 7 8 9 10 68.500000000000014 11 12 13 16.500000000000004 14 1.0000000180025095e-35 15 16 17 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 18 19 20 1.5000000000000002 1.0000000180025095e-35 21 22 23 24 3.5000000000000004 7.5000000000000009 25 26
decision_type=2 1 1 9 1 2 9 1 1 1 9 9 1 2 1 1 9 2 1 2 9 1 9 2 2 2 9 1 1 2 2 1 9 9 1 2 2 9 1
left_child=1 3 18 19 5 8 7 14 9 10 -2 -6 34 -12 -7 25 17 -11 29 20 38 -22 -17 -9 -18 26 -10 -21 -14 -3 31 -29 -4 -20 -5 -8 -37 -27 -1
right_child=4 2 32 12 11 6 35 23 15 16 13 -13 28 -15 -16 22 24 -19 33 27 21 -23 -24 -25 -26 37 -28 30 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0 0.014134086442274164 0 -0.01043476763926173 0 0 0.042851314213583541 0 0.019260754177628306 0.028678184247035443 0.0066865912565294387 -0.024748502833808712 0.031427729946312072 -0.0053071279906786138 0.0094741638341706933 0 0 0.010726781254525428 0.040465567754863416 0.0079843275164046199 0.0068443283186133104 -0.0094329896384895001 0.008078667391574746 -0.026071307144749159 -0.0027194421770473025 -0.0077775549379123484 0.00030368637459209845 -0.0092464865837315179 0.0042407764259761224 0.012015051679340166 -0.047400969411466001 0.00010906527960952359 -0.015455301268755725 0.0072486965479088162 -0.011860605337898964 -0.021708953846959769 -0.016636038645083201 0 -0.014112520992259861 0.028300302394017724
leaf_weight=13.766217897078603 34.421783418860286 4.2810063424294631 18.040967073451611 56.473938205690501 41.596405780568602 110.66925639424881 38.284810898509022 37.850519481471565 22.085802077926928 240.96551192087281 135.37627666044136 98.383518982533133 87.668574544251896 4.6766259523428735 33.369092096952954 30.112664758984465 93.05806559521443 38.72347452674876 12.783186957647557 107.70966703852901 75.864410225949541 228.97871037384175 105.42246187553974 106.22866279650771 118.83775012457409 8.8390652029847825 11.76239772181725 14.659464380143618 44.761864395259181 84.062840008486091 91.688612765454309 127.74681632797365 40.166849008935969 8.7846350755717157 145.12086510952213 59.82004599073116 7.1559194575602296 32.072408471081872 63.457452355331043
leaf_count=7848 34504 14057 28329 120734 48115 57348 36007 27275 13713 219443 101062 123909 76478 2042 19168 28167 78540 20168 25028 98800 89964 272378 80060 67899 92487 8669 13230 15800 39449 259503 82779 152037 69393 16815 306882 56988 7300 25726 26277
internal_value=0 -0.00497909 -0.0278444 -0.000401964 0.00694793 0.00432305 0.0146242 0.0226725 -0.000300918 0.00374302 -0.00984918 0.0240276 -0.0104994 -0.0192404 0.0353342 -0.012847 0.00950966 0.0153048 -0.0392532 0.00417577 0.00952826 0.00226202 -0.0200252 0.00345713 0 0 0.0156917 -0.00117409 0.000251583 -0.0450789 -0.00637555 -0.011953 0 0 -0.0184283 -0.006524 -0.0124866 -0.00990378 0.0242804
internal_weight=0 1226.02 168.119 1057.9 1409.71 1269.73 393.378 288.118 876.354 666.059 174.475 139.98 334.025 140.053 144.038 210.295 491.585 279.689 109.912 723.871 382.067 304.843 135.535 144.079 211.896 74.7597 33.8482 341.805 132.43 88.3438 234.095 142.406 58.2078 21.5678 201.595 105.261 66.976 40.9115 77.2237
internal_count=2864371 1702551 413125 1289426 1161820 989796 271985 171690 717811 548246 137608 172024 543543 103104 76516 169565 410638 239611 315403 745883 396467 362342 108227 95174 171027 61338 26943 349416 115927 273560 250616 167837 97722 41843 427616 100295 64288 34395 34125
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=2 1 19957710 1 15467635 122 5 160 9437464 1843471 1 5 161 2890724 1 1028 196 6885510 1838536 644 1 4 10564800 8318 644 9962144 560
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=29
split_feature=0 8 2 10 10 3 2 2 1 0 3 2 1 10 0 1 1 3 3 6 1 2 9 2 2 10 7 2 7 2 3 5 2 2 0 1 2 3 2
split_gain=8.81891 7.42521 12.8109 8.83028 4.30944 4.79011 6.89766 5.04981 3.98754 3.23555 3.18539 3.69286 3.08237 3.07684 2.39904 2.36884 2.35892 2.26276 2.05753 1.92043 1.90873 1.57625 1.53505 2.02209 1.64818 1.4259 1.33157 2.53748 1.32647 1.3168 1.29557 1.2765 1.32485 1.2118 1.09397 1.08509 1.90468 1.31559 1.16083
threshold=4.5000000000000009 0 1 2 3 2.5000000000000004 4 5 6 1.5000000000000002 1.0000000180025095e-35 7 8 9 7.5000000000000009 10 11 4.5000000000000009 1.0000000180025095e-35 12 13 14 15 16 17 18 19 20 21 22 2.5000000000000004 23 24 25 5.5000000000000009 26 27 6.5000000000000009 28
decision_type=2 1 9 1 1 2 9 9 1 2 2 9 1 1 2 1 1 2 2 1 1 9 1 9 9 1 1 9 1 9 2 1 9 9 2 1 9 2 9
left_child=1 2 3 9 5 6 -2 -7 25 19 12 20 -8 17 -13 34 -6 18 -10 -1 -12 -14 24 -24 -3 26 33 -28 29 -15 -27 32 -18 -4 -9 36 -26 38 -37
right_child=4 22 8 -5 16 7 10 15 13 -11 11 14 21 28 -16 -17 31 -19 -20 -21 -22 -23 23 -25 35 30 27 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=-0.048775418332333988 -0.015066064892442858 -0.0064075461368184421 0.012604907291697146 0 0 -0.0024687266404743746 -0.0043768472884616379 0 -0.0012641778897975861 -0.0046704568262431806 -0.0011543028496048952 0.0036092450584343165 0 0.0061126106818978204 -0.018775006829512664 0 0 0.0031206118457631688 -0.0284393451255548 0 0.021063223001786837 0.02803835274173519 -0.0012071981457641586 0.014849013261730944 0.012129841126684374 0.025933781987384819 0.0028494511128732566 -0.019692311765987305 0.010977450773373074 -0.010920832088086177 0 0 0.049508703915043632 0 0.043429211845359882 0 -0.006947561668209444 -0.0061707827535193455 0.013894915881656592
leaf_weight=112.4996256382401 138.53704983367061 154.23306417171261 108.176983532132 84.498958580996259 20.368796908907825 56.220580157809309 23.514390888914932 11.805201316456076 71.268527874181018 49.718469683579315 28.701495253000758 36.428996379501768 27.482900765739032 19.357772907562321 83.555640100348683 49.797236575614079 5.4530506284208968 16.544957772923226 97.147439160547947 7.8326225834789502 54.530465777861536 102.9408023787546 69.185811727307737 196.37223853605974 30.411794187602936 25.553300717074311 86.226729206900927 33.459903944374673 47.374414259829791 76.690084523390396 6.1299509832024333 4.3258997962839194 25.511224050598688 195.81214865719812 69.888459031579259 68.1221852342278 141.08208173148159 11.541722819660206 186.82912958067027
leaf_count=343884 166020 146612 182452 169461 23694 42771 14479 8223 119940 78625 24021 22032 21385 31307 40365 34124 3748 27940 191564 16866 34367 56377 45136 114082 24494 24211 88582 71855 73883 123450 8218 7283 17021 218428 26613 51334 66577 9581 93238
internal_value=0 -0.00218926 -0.00788011 -0.0256684 0.0104231 0.00685737 0.000739111 0.0193078 -0.00067697 -0.0380209 0.0085065 0 0.0182607 -0.00882542 -0.00995251 0.0276462 0.0329677 -0.0167415 -0.0203815 -0.0461231 0.0130795 0.0231002 0.00439478 0.0104145 0.000841354 0.00483182 0.00190993 -0.00492789 0.000274627 -0.0044949 0.0198919 0.0393683 0.049159 0.00567869 0.0365844 0.00432661 -0.000491717 0.00806563 0.0106278
internal_weight=0 1896.07 1038.29 254.55 739.062 683.403 495.692 187.711 783.742 170.051 357.155 203.217 153.938 328.383 119.985 131.491 55.659 184.961 168.416 120.332 83.232 130.424 857.778 265.558 592.22 455.359 423.676 119.687 143.422 96.0479 31.6833 35.2902 30.9643 303.989 81.6937 437.987 171.494 266.493 254.951
internal_count=2864243 2321720 1770666 608836 542523 490777 379046 111731 1161830 439375 213026 120785 92241 568084 62397 68960 51746 339444 311504 360750 58388 77762 551054 159218 391836 593746 561317 160437 228640 154757 32429 28052 20769 400880 34836 245224 91071 154153 144572
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
cat_threshold=1 8418084 1 1 12918866 5327265 527 2644352 520 1 122 195 1 864 2118144 1 3764306 76192 1 1 17368137 1 1049616 2 1910796 2916370 294 9719881 1314891
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=24
split_feature=0 1 8 4 2 10 1 2 1 0 2 10 1 2 7 2 2 3 6 3 1 0 0 0 9 2 1 1 2 7 0 0 3 3 3 3 3 0 1
split_gain=7.98087 14.4941 6.92027 13.3888 6.44585 5.99686 6.21559 4.60002 4.2994 4.71666 3.41002 3.75627 3.36868 3.33258 2.72272 3.65741 2.55226 2.54764 2.09299 2.85119 2.0802 1.7378 2.40198 1.66417 1.63009 3.31068 3.14544 2.53463 2.24511 1.84659 1.73512 1.61562 1.36626 1.32299 1.2918 1.21932 1.19555 1.18751 1.16667
threshold=16.500000000000004 0 1 2 3 4 5 6 7 30.500000000000004 8 9 10 11 12 13 14 7.5000000000000009 15 1.5000000000000002 16 22.500000000000004 73.500000000000014 90.500000000000014 17 18 19 20 21 22 8.5000000000000018 3.5000000000000004 1.0000000180025095e-35 5.5000000000000009 2.5000000000000004 3.5000000000000004 7.5000000000000009 133.50000000000003 23
decision_type=2 1 1 1 9 1 1 9 1 2 9 1 1 9 1 9 9 2 1 2 1 2 2 2 1 9 1 1 9 1 2 2 2 2 2 2 2 2 1
left_child=2 4 3 5 23 6 7 31 9 -6 -5 17 18 -8 16 -16 -14 -12 19 -7 -9 -10 -23 -2 25 26 29 -27 38 -4 -30 -1 -28 -34 37 -15 -29 -3 -26
right_child=1 34 24 10 8 12 13 20 21 -11 11 -13 14 35 15 -17 -18 -19 -20 -21 -22 22 -24 -25 28 27 32 36 30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0031345033345310243 0.065369236506891998 -0.027978827568493982 0.001669417802781106 0 -0.0023462171555899756 0.045347975551392417 0 0 0.0060641879797674022 0.053239908893809688 -0.047617937757472424 0 0.0080799317867375538 -0.024941916118703736 0.027201000195756039 -0.0041836429581546116 -0.013010973521375681 0 0 0 -0.017518513823858786 -0.024863563392477417 0.0049570061918083816 0 0.0050119346474461722 -0.0025148919832212908 -0.008201985349943694 0.011412617500713589 0.016850146763371893 -0.024842296850022091 0 0.024592524154782865 0.014604522094491978 -0.0044567300804538032 0 0 -0.0042684928874008312 0 -0.011102788315722045
leaf_weight=151.9774779336658 47.605402469082037 35.120876890578074 11.122639812107082 26.47345724661136 6.7281748556706589 31.194333349674707 122.40635974653196 223.53994733016953 20.684179856049013 5.1665404349187156 94.076833587929286 28.080344943649834 45.092862042962224 195.07283330926657 43.30249600415118 31.988180652420851 103.59648248383019 5.4950476272424558 6.97683346478152 13.727286928129613 66.675062485392118 38.62898561838665 8.0449762569623982 2.4894513356121015 40.84070061770035 186.89155724034936 34.19175777741475 414.20876074004627 272.21925942710368 71.581506542890565 33.712461816903669 54.67581193006481 73.720431984358584 8.7124834842688852 11.062556257878894 17.546404701719439 9.6748078932723711 1.9695325991924608 40.863546071108431
leaf_count=219581 16749 34279 8469 57180 3020 29635 232291 254183 10939 1771 289394 68745 80551 385827 57634 55194 151692 12695 5807 16074 119247 18473 2646 1784 24325 95876 21072 195935 139749 60594 8507 38518 57158 8736 6714 38537 8509 1704 24366
internal_value=0 0.0200862 -0.000234233 -0.00545307 0.0348303 -0.000993754 -0.00547171 0.00129968 0.00482737 0.0286367 -0.0304908 -0.034992 0.0107408 -0.0152357 0.00183329 0.0144395 -0.00466791 -0.0444374 0.0272194 0.036043 -0.00592053 -0.00568577 -0.0158825 0.0557496 0.0050187 0.00185547 -0.00781703 0.00573105 0.0103029 -0.01945 0.0138626 0.0119715 0.00137754 0.00927003 -0.0162277 -0.0220446 0.00991678 -0.0241419 -0.00158287
internal_weight=0 177.501 2459.64 1261.9 129.348 1107.77 831.894 496.868 79.2529 11.8947 154.126 127.652 275.878 335.026 223.98 75.2907 148.689 99.5719 51.8985 44.9216 290.215 67.3581 46.674 50.0949 1197.74 810.104 199.329 610.775 387.636 82.7041 305.932 206.653 116.625 82.4329 48.153 212.619 423.884 37.0904 81.7042
internal_count=2864160 98079 2766081 2112785 55382 1684771 1288184 631529 36849 4791 428014 370834 396587 656655 345071 112828 232243 302089 51516 45709 373430 32058 21119 18533 653296 456349 156029 300320 196947 69063 148256 258099 86966 65894 42697 424364 204444 35983 48691
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=62 1 2 3672132 1 195 2678028 4 361498 1 527 23069858 1 13453762 9442356 1 65 1 600736 106 82 11628566 4 328
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=26
split_feature=0 1 2 2 0 5 7 2 2 1 2 3 3 9 2 9 3 0 2 7 1 10 2 11 3 0 0 1 1 3 2 7 0 3 1 7 1 6 3
split_gain=7.67799 10.76 5.11836 4.05979 3.9284 8.0732 4.30314 5.9684 5.05532 4.29554 8.21939 6.46709 3.46059 3.2174 2.91254 4.88974 2.40051 3.88804 2.98017 1.93717 1.76545 1.54511 1.49437 1.34761 1.32121 1.23244 0.970996 0.885544 0.834636 0.826795 0.479264 0.460768 0.42949 0.42514 0.378513 0.297027 0.267657 0.261276 0.17414
threshold=30.500000000000004 0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 1.5000000000000002 1.0000000180025095e-35 9 10 11 1.0000000180025095e-35 7.5000000000000009 12 13 14 15 16 17 4.5000000000000009 7.5000000000000009 139.50000000000003 18 19 6.5000000000000009 20 21 133.50000000000003 5.5000000000000009 22 23 24 25 7.5000000000000009
decision_type=2 1 9 9 2 1 1 9 9 1 9 2 2 1 9 1 2 2 9 1 1 1 9 1 2 2 2 1 1 2 9 1 2 2 1 1 1 1 2
left_child=2 3 21 -2 5 6 8 13 27 10 -6 19 -9 -8 16 29 18 -18 -11 -12 -17 25 31 -13 26 37 -5 -4 30 -16 35 34 33 -24 -3 -7 -10 38 -1
right_child=1 22 4 24 9 28 7 12 36 14 11 23 -14 -15 15 20 17 -19 -20 -21 -22 -23 32 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.031951779103712691 -0.0015321629655340257 0.015538749733037746 0.0022222760613450992 0.078112027715072238 -0.014720632701195047 0 -0.020007867609328173 0.012029033604475195 0 -0.0017775990248568977 -0.010671153522440984 0.040628267757590951 -0.0062498226842264814 0.0041362212587692558 -0.01157130705881057 -0.0061412598825610612 0.005215649285359566 -0.012999686413137812 0.018880612949672287 0.0098394539753231189 0.012736716024859141 0 -0.022459223435703689 0 0 0 0 -0.013931006852900402 -0.032751348347906627 0.00048069859440355865 -0.0067146161619504353 0 0 0 0 0.011613891906111996 0.034123769651090118 0 0
leaf_weight=53.741196266801126 8.6993472047615779 8.4319478737597802 8.9057860681787115 23.12801811698592 50.21474143955129 1.8444124420057051 212.35192300783274 206.2212529691933 6.9082104786502896 67.654135218090232 10.320589710536296 92.466356962540885 136.1757683634678 35.248887017485686 386.6908298182716 20.667430676432559 470.5866205810853 120.67349411719624 161.13263813407684 206.44042649890253 136.23677585757468 7.7867583198676575 25.15611870246358 5.5710377737123045 1.3502194991888234 5.5745734566444289 0.45029808783146918 21.550408407965737 59.615143792450908 9.797506274233454 10.380966857672322 3.8979361317615284 0.98235332804324471 1.1216866289178131 3.7440978730883208 5.6922296323318733 43.455165576127911 7.7501358530134885 0.86174919569748354
leaf_count=139235 5413 5069 12176 7564 78766 4199 383413 208592 12269 64722 7201 60060 158520 27425 525222 13091 367377 75967 102495 159235 90393 12352 13243 4240 417 11393 206 24129 168394 14371 19831 3526 520 446 4440 12309 51051 13353 2030
internal_value=0 0.027387 0 0.0501594 0.00098109 -0.00478412 -0.000241279 -0.00393036 0.0166117 0.00367708 0.012777 0.0191739 0.00393032 -0.0148785 0.000727229 -0.00443286 0.00460244 0.000566874 0.0127755 0.00643481 0.00841128 -0.0205258 -0.00556512 0.0383873 0.0626496 -0.0265086 0.0766093 -0.00636959 -0.0302664 -0.0105572 0 0.00511488 -0.0156196 -0.0204651 0.0110693 0.00728259 0.0304969 -0.0296407 -0.0314632
internal_weight=0 76.962 2562.52 33.6279 2486.8 748.35 670.817 589.998 80.8196 1738.45 365.013 314.798 342.397 247.601 1373.44 553.393 820.047 591.26 228.787 216.761 156.904 75.7144 43.3341 98.0374 24.9285 67.9277 23.5783 30.4562 77.5328 396.488 17.9176 16.074 27.2602 26.2778 12.176 7.53664 50.3634 62.3531 54.6029
internal_count=2864655 40844 2823811 13600 2645448 1082308 877575 777950 99625 1563140 309502 230736 367112 410838 1253638 643077 610561 443344 167217 166436 103484 178363 27244 64300 8187 166011 7770 36305 204733 539593 36339 13035 14209 13689 9509 16508 63320 154618 141265
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=44 94208 600346 2 12 2624418 12878544 11 5505937 1 6555539 1 2359312 8 528 1 2168 1 616 769 2804 5 82 2 513 1
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=40
num_cat=30
split_feature=0 4 2 10 3 2 1 2 1 0 1 3 2 1 2 1 1 1 0 0 3 2 1 1 2 2 11 2 1 2 5 3 7 1 7 7 3 7 10
split_gain=6.84355 5.17613 13.0345 4.11786 4.21848 5.10755 4.21108 3.82407 5.15298 3.17939 3.12402 2.94837 4.77982 3.05178 2.90008 2.40198 2.29022 2.04365 1.83681 1.73678 1.64809 2.60376 4.00521 1.86208 1.83725 1.63733 1.50165 1.4983 1.48835 1.24366 1.55665 1.16913 1.68811 1.03514 1.81666 1.07362 1.70072 0.974031 0.776184
threshold=4.5000000000000009 0 1 2 3.5000000000000004 3 4 5 6 1.0000000180025095e-35 7 1.0000000180025095e-35 8 9 10 11 12 13 16.500000000000004 5.5000000000000009 4.5000000000000009 14 15 16 17 18 19 20 21 22 23 2.5000000000000004 24 25 26 27 1.0000000180025095e-35 28 29
decision_type=2 1 9 1 2 9 1 9 1 2 1 2 9 1 9 1 1 1 2 2 2 9 1 1 9 9 1 9 1 9 1 2 1 1 1 1 2 1 1
left_child=1 7 9 4 5 33 27 8 31 -3 14 12 15 -14 -6 -9 -11 -5 19 -8 21 22 -13 -22 -25 -12 -16 -7 -23 -19 -31 32 -1 34 -2 -35 -37 -33 -15
right_child=3 2 -4 17 10 6 18 11 -10 16 25 20 13 38 26 -17 -18 29 -20 -21 23 28 -24 24 -26 -27 -28 -29 -30 30 -32 37 -34 35 -36 36 -38 -39 -40
leaf_value=0.0059099344815567167 0.010666742455379378 -0.002944667495564286 -0.029289546472973712 0 -0.00074825510416916025 0.0017036069964483595 0.019205306750133416 0 -0.021318162455579055 -5.6361664421601482e-05 0.009976772480698344 0.013452378057235712 0.0078502387050710058 -0.012453906057309817 0.047284390553550631 0.022123124105185889 0.032578173995644534 0 0.025749245112137414 0 -0.0019833454404686287 0.00093813172301936447 -0.0090116689348356399 0.026247948597164519 -0.0017741177606535989 -0.012057340242778415 0 -0.014120124959632241 -0.012365221235411889 0.054036800773138577 0 0.01401673768221802 -0.010082343878604716 0 -0.01301672147202094 0 -0.028317668068682845 -0.00093390222118892516 0
leaf_weight=57.193994403471152 35.827424229770259 32.840658153134427 159.30195195980377 20.303301549429307 13.358283821769872 78.179692139834515 33.622261987795355 65.432263067796157 137.82358074229342 16.022164454720041 31.603179801109945 136.05732784582869 184.10286217068642 133.13439124923389 44.422689527389593 189.62994309967326 30.886484340669995 6.2499399298976641 86.714247092953883 155.23254622928653 45.591043115447974 61.867748994904105 95.05075108519668 31.22078656017402 9.8650716807023837 23.600638661009725 5.3954426234267876 55.298081772562 276.45445785900665 27.087966992374277 3.5688307001837556 56.401273222938471 116.66284062967679 14.429334117347025 16.298879446083447 35.738930534542305 61.862856782223389 20.536120679273154 37.405358707575942
leaf_count=71080 40184 76552 390167 23694 8981 36318 24902 64522 242838 30419 17866 128960 203296 148124 19152 181853 52427 5363 35814 79643 36888 53337 105932 21558 8573 21483 2581 50298 241407 17021 5668 49628 144367 16639 18902 42358 75581 19080 50703
internal_value=0 -0.00206384 -0.0149277 0.00899745 0.0055978 0.00108698 0.00738527 0 -0.0081688 0.0127028 0.0207819 0.00271696 0.00766412 0 0.0303955 0.01701 0.0260854 0.0305914 0.0141352 0.00527892 -0.00153756 -0.00394726 0.00314029 0.00866647 0.0182638 0 0.0387007 -0.00486684 -0.00929754 0.0364272 0.0428509 0 -0.00345889 -0.0115629 0 -0.0160274 -0.0195402 0.00930167 -0.00890808
internal_weight=0 1893.48 239.051 748.795 691.584 573.204 409.047 1654.43 388.618 79.7493 118.38 1265.81 609.705 354.643 63.1764 255.062 46.9086 57.21 275.569 188.855 656.107 569.43 231.108 86.6769 41.0859 55.2038 49.8181 133.478 338.322 36.9067 30.6568 250.794 173.857 164.157 52.1263 112.031 97.6018 76.9374 170.54
internal_count=2864159 2321711 549565 542448 490702 420639 226975 1772146 526993 159398 70063 1245153 648498 402123 30714 246375 82846 51746 140359 104545 596655 529636 234892 67019 30131 39349 21733 86616 294744 28052 22689 284155 215447 193664 59086 134578 117939 68708 198827
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=2 4981307 1 12935250 840 4289072 960 114 8652166 41 12933505 30 92 195 559556 398 353 10749122 10766090 1 2098948 28 1910796 2 6 833 1 4 9 1
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=40
num_cat=25
split_feature=0 1 10 8 1 0 2 2 3 1 2 7 2 2 2 3 1 2 2 0 2 3 7 2 1 2 3 0 0 3 3 9 2 1 3 6 3 6 3
split_gain=6.19321 9.46448 4.43733 8.92617 12.1441 6.16578 5.34606 3.78403 3.77557 3.13257 2.79335 2.71561 2.74626 2.70319 2.56324 2.45892 2.36727 2.77331 2.75563 2.33465 2.15022 1.74893 1.58173 1.43758 1.41251 1.29272 1.18533 0.887973 0.862097 0.85943 0.851346 0.748356 1.04072 1.03701 0.738722 0.72705 0.720227 0.633363 0.565641
threshold=30.500000000000004 0 1 2 3 7.5000000000000009 4 5 1.0000000180025095e-35 6 7 8 9 10 11 7.5000000000000009 12 13 14 13.500000000000002 15 3.5000000000000004 16 17 18 19 4.5000000000000009 28.500000000000004 139.50000000000003 4.5000000000000009 9.5000000000000018 20 21 22 1.0000000180025095e-35 23 2.5000000000000004 24 3.5000000000000004
decision_type=2 1 1 1 1 2 9 9 2 1 9 1 9 9 9 2 1 9 9 2 9 2 1 9 1 9 2 2 2 2 2 1 9 1 2 1 2 1 2
left_child=2 7 3 4 5 20 29 -2 35 14 27 12 34 -13 21 -10 18 31 38 25 -1 -4 -22 -3 -15 -19 28 -7 -9 37 -21 33 -33 -18 -11 -8 -14 -6 -5
right_child=1 23 9 16 6 10 8 26 15 11 -12 13 36 24 -16 -17 17 19 -20 30 22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.018727151806055647 -0.0016292948979494196 0.0046697927228235249 0.044292294459436284 0.0012353112731251241 -0.0085222279317348198 0.048341160721209982 -0.0110959821733068 0.070659696499029062 -0.038084325002414141 0 0 -0.0021012115573587706 -0.016797177065374039 0.03091941435017305 0 0 0.010328263547285934 0.0024355636231719949 0.014390484807052831 -0.024495905436655686 0.0058166667353128261 0 -0.0068198831778992983 -0.015596296301130949 0 -0.0071650164893683546 0 0 0 0.0061353309999615697 0 0.017026259010562105 0 -0.0019298480121697527 0.01476404032158043 0.00034967818778900345 0 0.001207614933981324 -0.0094680459606918052
leaf_weight=20.287763204367366 8.7466258908825676 16.309984936990077 37.87594264902873 104.01730349748686 200.57945893161741 22.263628309199706 127.42635794249873 25.403500006781549 178.28979367595639 23.774223714513937 23.619057324409368 33.522925801356905 86.497591241568443 39.410705546702957 16.824014128258568 4.5238797029451225 55.908791384994402 307.80238849492162 301.23792399848753 36.701109769346658 258.04295370119144 3.3571256472932864 97.135521347885515 27.239785560261225 16.499951548321405 178.15403162430448 1.3814074086840253 0.7400551340833762 0.45407831139163946 19.931538251646998 0.1769144656136622 88.816137716275989 21.445729652870796 139.17801785447227 37.070992374996422 11.847337270268325 21.222356846948969 16.42933778184306 31.775549062396749
leaf_count=47255 5397 13145 38787 55405 381467 9455 256708 8194 476775 34224 16466 63881 137104 52128 14195 11190 34675 117802 127678 7122 282664 6862 110078 14220 25426 140879 416 152 208 37794 63 46972 13339 96035 63013 22018 43168 29941 22016
internal_value=0 0.0243197 0 -0.00156691 -0.00868237 0.00355113 -0.0178954 0.0453981 -0.0260081 0.0105866 0.0296464 0.00261755 -0.00368964 0.0142896 0.0263471 -0.0361115 0.00379249 0.000139198 0.00941499 -0.00385132 -0.00081548 0.0353361 0.00126112 -0.00581373 0.0240228 -0.000806236 0.0569465 0.0388878 0.0692666 -0.0036204 -0.0217063 0.00749534 0.0138578 0.00153179 0.00803797 -0.00846066 -0.0127276 -0.00651386 -0.000678871
internal_weight=0 79.5354 2562.39 2246.33 981.117 422.089 559.028 35.9856 322.087 316.056 46.6227 257.999 168.565 89.4336 58.0571 182.814 1265.21 828.183 437.031 522.834 375.466 41.2331 355.178 43.5498 55.9107 485.956 27.239 23.0037 25.8576 236.94 36.878 305.349 110.262 195.087 60.8452 139.274 107.72 217.009 135.793
internal_count=2864317 41580 2822737 2343949 1681963 466070 1215893 14215 766691 478788 26073 418944 277509 141435 59844 487965 661986 456887 205099 265866 439997 45649 392742 27365 77554 258681 8818 9607 8402 449202 7185 191021 60311 130710 97237 278726 180272 411408 77421
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=44 1 1 3 24120467 600346 527 8931624 1 1054238 8394297 10505194 281 13654851 10041680 5335808 1 2168 416 787480 1 4213568 38 1 1
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=30
split_feature=0 4 2 10 3 2 2 2 1 1 1 0 3 2 1 3 2 1 2 1 7 1 2 1 3 3 2 2 10 0 1 2 2 11 1 1 3 7 1
split_gain=5.48285 3.89473 11.4207 3.45535 3.67474 4.47583 3.99975 3.12348 5.17692 2.88199 2.57885 2.46994 2.4422 3.12872 2.53697 2.2127 3.89559 2.85119 2.0238 2.02114 1.97405 1.62834 1.60704 4.40141 1.84502 1.81751 1.4031 1.3984 1.22483 1.20217 1.13135 1.1118 1.06283 1.01186 0.908376 0.878665 1.34437 1.01861 0.856589
threshold=4.5000000000000009 0 1 2 2.5000000000000004 3 4 5 6 7 8 1.0000000180025095e-35 1.0000000180025095e-35 9 10 1.0000000180025095e-35 11 12 13 14 15 16 17 18 4.5000000000000009 1.5000000000000002 19 20 21 7.5000000000000009 22 23 24 25 26 27 1.0000000180025095e-35 28 29
decision_type=2 1 9 1 2 9 9 9 1 1 1 2 2 9 1 2 9 1 9 1 1 1 9 1 2 2 9 9 1 2 1 9 9 1 1 1 2 1 1
left_child=1 7 9 4 5 35 34 8 -1 11 33 -3 14 21 -7 16 19 32 30 20 -9 -14 24 31 -17 -25 -11 -16 -10 -15 -5 -24 -18 -8 -6 37 -37 -2 -4
right_child=3 2 38 18 6 12 10 15 28 26 -12 -13 13 29 27 22 17 -19 -20 -21 -22 -23 23 25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0 0.0080160839105134409 0 0 0.041436783020531928 0.0041020587717010585 -0.004805506958704622 0.041901298871471301 0.01614975551747878 -0.02756258014918736 0.0066672296178338659 0.0020014665805914529 0.03600266698021809 0.021262869460498324 0 0 -0.0086342335010007112 0.016332892665923783 -0.011098944849646131 0 0.019676343844677188 -0.008670632685499757 -7.199887988753528e-05 0.0020574669963740137 0 0.0061208551353798477 0.019828372527541934 -0.014644350330266212 0.023340203043615729 0 -0.014710916696398114 0 -0.015143005301307034 0.00024520647131784731 0 -0.010764696138020684 0 -0.026091489494976385 -0.01029539337142741 -0.029713710771621195
leaf_weight=271.35114406728826 30.29573433350015 19.986115793297358 15.291717070515006 25.707110254064901 22.3730218338751 23.775057385442778 54.862107887827733 7.3325376914290246 92.778964115768758 7.8093592952245672 76.017877154779853 30.277663306533213 36.428450119827176 43.313043471731362 28.031846436933847 337.95122926632757 34.756612409706577 118.45122196168813 19.792776151094586 194.29874601746633 58.371089208849298 28.953674136348127 10.942172682902308 63.250626634719083 62.189714924134023 111.67067266219601 22.081046759696623 108.25664252218849 16.775065668902243 97.697109564174752 13.667658416728953 70.648333867284236 203.04807667437854 5.162558146606897 36.09429655544227 35.834848817321472 55.081690653794794 13.484195953409651 137.7537180930558
leaf_count=329783 34931 43493 48681 17302 17314 14228 22155 6285 157235 15472 42671 50798 28089 24167 21482 294465 66001 132439 19017 183271 58738 26471 18537 68102 45124 102018 51973 57796 32339 44004 15427 72705 206555 2237 26334 38463 71860 16027 340219
internal_value=0 -0.00173581 -0.0130354 0.00813129 0.00497561 0 0.0156108 0 -0.0074359 0.0123219 0.0231084 0.0229428 0.0059343 -5.88071e-05 0.0143422 0.00246258 0.00672109 0 0.0277126 0.0150719 0 0.012527 -0.00118024 0.00405475 -0.00525445 0.0129025 -0.0041548 0.0189031 -0.0224847 -0.00902726 0.0334321 -0.010451 0.00568957 0.0353498 -0.00267372 -0.0132012 -0.017714 0 -0.0269959
internal_weight=0 1887.02 233.2 754.83 695.662 501.152 194.51 1653.82 380.905 80.1542 136.043 50.2638 366.456 206.392 160.064 1272.91 616.258 356.256 59.1675 260.002 65.7036 65.3821 656.653 256.512 400.141 174.921 29.8904 136.288 109.554 141.01 39.3748 81.5905 237.805 60.0247 58.4673 134.696 90.9165 43.7799 153.045
internal_count=2864208 2324233 550636 539975 488229 377518 110711 1773597 519357 161736 67063 94291 216237 122731 93506 1254240 653289 404995 51746 248294 65023 54560 600951 261362 339589 170120 67445 79278 189574 68171 32729 91242 272556 24392 43648 161281 110323 50958 388900
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=2 4981307 1 12918866 5327273 4284976 964 417 98 2120064 520 8652166 47 10508002 30 4 158 8653834 593 4718611 2118144 1 316 36996 2099200 1 85 833 1 8
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=24
split_feature=0 1 10 8 1 0 2 2 3 1 2 7 2 2 2 3 1 2 0 2 2 2 2 1 3 7 3 0 3 1 7 0 3 3 6 3 0 3 7
split_gain=5.37529 8.25775 3.6938 7.22797 9.94296 5.41056 5.0792 3.57212 3.12088 2.60432 2.47027 2.36678 2.47435 2.36068 2.28842 2.22535 2.04566 2.48631 2.82272 2.32427 1.82978 1.33104 1.20478 1.17169 1.10315 0.980326 0.885931 0.811687 0.787755 0.786778 2.05321 0.779361 0.713957 0.685786 0.664848 0.654087 0.603117 0.582766 0.746946
threshold=30.500000000000004 0 1 2 3 7.5000000000000009 4 5 1.0000000180025095e-35 6 7 8 9 10 11 7.5000000000000009 12 13 13.500000000000002 14 15 16 17 18 3.5000000000000004 19 9.5000000000000018 28.500000000000004 1.5000000000000002 20 21 3.5000000000000004 4.5000000000000009 1.0000000180025095e-35 22 2.5000000000000004 139.50000000000003 3.5000000000000004 23
decision_type=2 1 1 1 1 2 9 9 2 1 9 1 9 9 9 2 1 9 2 9 9 9 9 1 2 1 2 2 2 1 1 2 2 2 1 2 2 2 1
left_child=2 7 3 4 5 20 32 -2 34 14 27 13 -13 33 24 -10 19 29 22 37 31 -3 -19 28 -4 -22 -20 -7 -14 -18 -31 -1 -6 -11 -8 -15 -9 -5 -39
right_child=1 21 9 16 6 10 8 36 15 11 -12 12 23 35 -16 -17 17 18 26 -21 25 -23 -24 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.017245752696688054 0 0.0043986802297991392 0.041736295934486675 0.0011746964901181373 -0.0053921344298428486 0.04342307689563444 -0.010490340500604144 0.06535946190595629 -0.035762188592623416 0 0 -0.0021545392535853663 0.038830287094478132 -0.015923945857117448 0 0 0.01554576721861275 -0.010732742796709625 -0.025474098754956678 0.013019255109354267 0.0047609330708951328 -0.014999936304850789 0.0011374757331961548 0 0 -0.0074002251638549156 0 0 0 0.0091509907795993984 -0.0082334512078266215 0 0.006219713325071409 0.013641908814617769 0.00017233090619060484 0 0 0.00073106635287922394 -0.014350229267271038
leaf_weight=60.612409276760445 12.721068322163772 16.454422592491028 33.456145368807483 99.16566668577434 214.08077825785767 26.101179603807399 126.36123473252155 24.717907607016972 170.76475505119379 23.95792858718778 21.081017515753047 33.562825134460581 25.442811236454872 85.289000287841191 23.707784628146328 4.5990952311258289 67.957538122325786 59.359886883394211 37.593378331454005 311.51571503914602 277.14387413818258 26.772883564903168 472.12762478477089 16.324036135250935 2.8051525688933898 32.266745423858083 0.18313162436243047 0.76919892791192879 15.363642530675859 126.49125874009042 65.558328075014288 5.9718122029444194 19.891757552126364 37.732426656089956 11.921287619767098 21.232139147425187 0.34854034463933103 5.6553196493478026 24.147543198225325
leaf_count=153555 7275 13169 30252 51873 410014 10711 258525 6819 474243 34223 15527 63988 27122 136223 24107 11459 38571 27109 7640 132338 245143 14234 253758 25052 5637 30434 65 158 25228 83109 45980 12496 38376 63381 22226 43232 123 4355 16489
internal_value=0 0.0226007 0 -0.00135658 -0.00781862 0.00312052 -0.0163007 0.0419383 -0.0242412 0.00969002 0.0273613 0.00230523 0.0131855 -0.0035263 0.0239229 -0.0337925 0.00342344 9.87672e-06 -0.00332228 0.00861849 -0.000948527 -0.0054461 -0.000327472 0.0224621 0.0336702 0.00193214 -0.0227258 0.0352436 0.0286544 0.00777559 0.00152748 -0.0127618 -0.00257619 0.00713859 -0.00792155 -0.0120129 0.0544231 -0.000801477 -0.00981817
internal_weight=0 81.0148 2560.19 2241.32 971.565 423.946 547.619 37.7875 313.646 318.874 47.9514 258.905 90.6933 168.211 59.9691 175.364 1269.76 829.271 569.264 440.484 375.995 43.2273 531.488 57.1305 36.2613 309.411 37.7765 26.8704 40.8065 260.007 192.05 66.5842 233.973 61.6904 138.283 106.521 25.0664 128.969 29.8029
internal_count=2864219 41620 2822599 2344154 1682867 468024 1214843 14217 766453 478445 26396 418449 141390 277059 59996 485702 661287 456232 288572 205055 441628 27403 280867 77402 35889 275577 7705 10869 52350 167660 129089 166051 448390 97604 280751 179455 6942 72717 20844
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=44 1 1 3 19926163 600378 527 11028776 1 8394297 1054239 2116426 281 13654339 1653072 7695106 2168 2171008 416 3 38 1 1 10
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=40
num_cat=24
split_feature=0 2 1 0 0 0 9 4 2 2 1 0 0 3 2 0 2 1 3 10 11 10 5 1 4 2 0 3 0 1 3 7 2 3 10 0 5 2 5
split_gain=4.74732 9.86127 3.938 4.71608 4.57115 3.98076 3.53753 6.16019 6.14607 3.05029 5.30029 2.91627 2.65908 2.6111 2.55851 1.71637 1.52818 2.27161 1.49212 1.44298 1.43284 2.09868 1.58475 1.28218 1.15474 1.80916 1.18727 1.1376 1.11262 1.08406 1.07522 1.01539 0.947164 0.946635 0.766831 0.726163 0.670327 0.649405 0.487487
threshold=11.500000000000002 0 1 19.500000000000004 19.500000000000004 73.500000000000014 2 3 4 5 6 1.0000000180025095e-35 12.500000000000002 4.5000000000000009 7 71.500000000000014 8 9 1.0000000180025095e-35 10 11 12 13 14 15 16 5.5000000000000009 3.5000000000000004 65.500000000000014 17 11.500000000000002 18 19 1.5000000000000002 20 9.5000000000000018 21 22 23
decision_type=2 9 1 2 2 2 1 1 9 9 1 2 2 2 9 2 9 1 2 1 1 1 1 1 1 9 2 2 2 1 2 1 9 2 1 2 1 9 1
left_child=6 12 4 32 37 -5 7 9 30 13 36 33 -2 20 18 38 -13 -18 -8 27 21 -1 -22 31 25 -25 -27 -12 -14 -15 35 -16 -4 -10 -35 -9 -11 -3 -6
right_child=1 2 3 5 15 -7 14 8 11 10 19 16 28 29 23 -17 17 -19 -20 -21 22 -23 -24 24 -26 26 -28 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0 0.0012427629270608846 -0.0047670798258326423 -0.036243040004479872 0.037569782188383888 0.0034477867958601902 0.0063668874914104808 -0.034786560709750732 0 0 -0.023780991669361651 0.019084300508448931 0.043283559985078456 0 0 0 0.012793943325946751 -0.014954575630423218 -0.014215500067339995 0 -0.020520112066839968 0.011729573373417458 0.0027016547981571193 0.009573673134150586 0.015119262406368903 -0.016526531073596546 0.00064246699715475239 0 0 0.021708146610799978 0 0.017668500661998945 0.010902767562629118 -0.021716138564199138 0 0 0.012372313649714922 -0.011373031024281291 0
leaf_weight=937.27670695773486 9.4930520329653501 13.294303664981269 10.373005916117107 52.247983021676191 30.042287104311981 11.476392114767803 14.147826279862782 103.34962663358056 1.1819449539398181 260.7927003195291 152.16110352155738 39.756325036720227 76.006267759366892 23.374609045669786 20.077463511988753 8.3317075843369803 10.518617293564601 24.627417422532744 53.774759463369264 48.893777064862661 32.795643402147107 154.20701395663491 8.9386828961505653 20.184496301953914 14.286407927560502 69.201136521092849 13.648124713508876 23.007276359050593 4.3627587352384571 54.325702139620262 2.8428463866439406 197.37914981550784 44.355751753275399 38.970138318467434 5.6397454770049071 1.1335384802223405 22.49408007121383 26.212367803076631 6.4970370327791889
leaf_count=822093 5635 13334 10461 33219 12150 6003 7914 288621 3085 407547 236825 80069 32475 19165 8963 3784 15205 38321 35095 85403 28279 186152 10721 9536 17161 38872 6085 28764 2840 41506 5172 113170 29234 106853 10847 1334 40758 13788 7709
internal_value=0 0.012436 -0.000322443 -0.011728 0.0118995 -0.0270785 -0.000405965 -0.0023116 -0.0167235 0 -0.00636349 0 0.0338152 0.00258185 0.00763253 0.028941 0.0114578 -0.000268055 -0.00565049 -0.0167729 0.000882987 0.00197103 -0.0123145 0.0112398 0 -0.00327151 -0.0106749 -0.0211346 0.0412141 0.0176654 -0.0301162 0.0154513 0.00447993 -0.0142503 -0.0182528 -0.0338513 0.00199835 -0.00556498 0.0346469
internal_weight=0 292.693 202.831 118.453 84.3777 63.7244 2348.99 1946.29 228.02 1718.27 507.349 120.694 89.8621 1210.92 402.699 44.871 74.9024 35.146 67.9226 224.062 1133.22 1091.48 41.7343 334.777 117.32 103.034 82.8493 175.168 80.369 77.7003 107.326 217.457 54.7288 45.7918 44.6099 104.483 283.287 39.5067 36.5393
internal_count=2864148 170632 129682 78917 50765 39222 2693516 2456720 549507 1907213 799297 254380 40950 1107916 236796 23643 133595 53526 43009 350992 1047245 1008245 39000 193787 71654 54493 44957 265589 35315 60671 295127 122133 39695 120785 117700 289955 448305 27122 19859
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=3674316 84 1 2 10516896 11310534 709 11366402 602 284 1 1 1 2 376 2 900 259 8 73776 1 2 50 2
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=40
num_cat=27
split_feature=0 1 2 10 8 1 2 0 1 2 2 7 2 2 2 1 0 2 2 2 3 0 7 1 9 2 6 3 3 2 5 6 7 0 0 3 3 1 3
split_gain=4.56006 7.42609 3.19236 2.97594 5.76946 8.18473 4.64842 4.48712 2.34574 2.81574 2.27979 1.86189 1.97098 1.6753 1.65181 1.63415 2.28117 2.80652 2.06057 1.9922 1.61825 1.56108 1.41371 1.36597 1.35587 1.22333 1.22069 1.06648 1.0521 0.965606 0.866128 0.837348 0.762975 0.732284 0.711816 0.662079 0.623232 0.530737 0.831613
threshold=30.500000000000004 0 1 2 3 4 5 7.5000000000000009 6 7 8 9 10 11 12 13 13.500000000000002 14 15 16 7.5000000000000009 6.5000000000000009 17 18 19 20 21 9.5000000000000018 4.5000000000000009 22 23 24 25 28.500000000000004 139.50000000000003 1.0000000180025095e-35 1.5000000000000002 26 2.5000000000000004
decision_type=2 1 9 1 1 1 9 2 1 9 9 1 9 9 9 1 2 9 9 9 2 2 1 1 1 9 1 2 2 9 1 1 1 2 2 2 2 1 2
left_child=3 2 -2 4 5 7 26 13 9 31 33 14 -13 -1 -10 19 18 -18 24 -6 35 -20 -15 36 -17 -3 29 -19 34 -7 32 -5 -21 -9 -4 -8 -14 -16 -39
right_child=1 25 28 8 15 6 20 10 11 -11 -12 12 23 22 37 16 17 27 21 30 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.017027473588519023 -0.0014710502963762664 0.0038401462499517412 0.060429368928151185 0.04573441083874516 -0.00089016152730677094 0.00019950293680766709 -0.010294038444119639 0.041467174689545735 0.0080922634747201318 -0.00085391141188214921 0 -0.0013978492810539905 0.035775368062497363 0.0052008442771785341 0 -0.012344744358539588 0.0055244342986703662 -0.030785562904762521 0.0017228224168409269 0.0098775355434786768 0 0.015369845910951273 -0.0067756709597481639 0 0.0015623677490587005 -0.014620877323169393 0.0087499491669634968 0 0 -0.0098911760157817646 0.028219870268052373 0 0 0 0 -0.033227914380861104 0 -0.015252704270560883 0
leaf_weight=17.847921601529379 8.6677583549753745 16.755090138074593 28.842550928791759 20.74748027039459 129.11288585173315 75.728435997571069 107.06490914249662 23.293846080749066 41.379013541372842 16.435068979772041 25.558109958161367 35.025400318510947 26.688090199138969 260.71747015338042 22.912231208581943 112.23535790058668 15.690448888839454 37.193288459617179 504.17982096945343 223.57591302803485 3.2973325894672589 96.695705329009797 97.071343167219311 19.627526272946852 63.393490235917852 26.478934714890784 20.5644809338919 0.21835611358983342 1.4599621892557468 193.00661460400988 21.452978977118619 5.7028053912945351 70.465009831677889 0.7305094261537296 0.45557910579373029 137.69110335644655 15.403825435394536 91.452382425079122 26.645279917429434
leaf_count=44398 5409 13235 8386 19661 72628 139788 206382 6695 62455 13840 19887 66740 27136 286263 28812 100347 3670 8646 280221 80345 8559 23193 111619 28527 39812 14388 39304 80 421 417360 25472 4562 26507 88 211 402992 25294 147974 52854
internal_value=0 0.0207361 0.0389062 4.70618e-05 -0.00116596 -0.00699206 -0.0148123 0.00281977 0.0087064 0.0241432 0.0246484 0.00239305 0.011827 -0.000862273 -0.00248924 0.00306479 0 -0.015437 0.00193136 0.00768116 -0.0243453 0.0049426 0.000842745 0.0198797 -0.00607499 -0.00545489 -0.00376309 -0.0244215 0.0489238 -0.00663337 0.0117383 0.0353544 0.00747092 0.0333356 0.0591913 -0.0265071 0.0266361 -0.00835379 -0.0108693
internal_weight=0 82.6599 39.4259 2558.8 2236.79 962.572 537.353 425.219 322.019 42.8854 49.5825 279.134 96.7448 375.637 182.389 1274.21 829.606 53.1021 776.504 444.607 248.053 600.876 357.789 61.7194 175.629 43.234 289.3 37.4116 30.7581 268.735 315.494 26.4503 294.041 24.0244 29.2981 244.756 42.0919 141.01 118.098
internal_count=2864161 42050 14427 2822111 2344256 1683335 1214385 468950 477855 38063 26670 439792 147697 442280 292095 660921 455969 12396 443573 204952 617933 303414 397882 80957 140159 27623 596452 8726 9018 557148 132324 24223 106852 6783 8597 609374 52430 229640 200828
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=44 600346 1 1 3 24382643 15 2116074 543016 1 8394297 5319424 9438740 281 3148034 2171044 1653072 1 416 1 2168 1 17826832 2 1 5 528
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=40
num_cat=23
split_feature=0 1 2 2 9 4 1 2 2 3 2 2 7 2 1 2 3 5 3 1 0 3 1 0 3 3 1 0 0 3 1 1 11 1 4 0 0 3 0
split_gain=3.91452 11.4664 4.62814 2.92001 2.16753 3.64113 5.25571 4.98451 3.99209 2.51801 3.21011 2.0849 2.20873 1.93615 2.23739 1.82226 4.15454 2.71453 1.65403 1.59521 1.58796 1.53441 1.51921 1.38955 1.34486 0.922924 1.40295 1.12179 0.868136 0.805979 0.597643 0.549168 0.523524 0.427106 0.368824 0.458415 0.273017 0.224249 0.221422
threshold=16.500000000000004 0 1 2 3 4 5 6 7 4.5000000000000009 8 9 10 11 12 13 1.0000000180025095e-35 14 3.5000000000000004 15 68.500000000000014 7.5000000000000009 16 21.500000000000004 11.500000000000002 1.0000000180025095e-35 17 11.500000000000002 3.5000000000000004 1.5000000000000002 18 19 20 21 22 4.5000000000000009 2.5000000000000004 8.5000000000000018 8.5000000000000018
decision_type=2 1 9 9 1 1 1 9 9 2 9 9 1 9 1 9 2 1 2 1 2 2 1 2 2 2 1 2 2 2 1 1 1 1 1 2 2 2 2
left_child=3 11 33 25 5 9 8 18 -7 13 19 -2 -13 22 -15 31 -17 28 -8 -11 23 -10 -5 -4 -9 36 -27 -28 -18 -19 -12 34 37 -3 -6 -36 -1 -14 -33
right_child=1 2 20 4 15 6 7 24 21 10 30 12 32 14 -16 16 17 29 -20 -21 -22 -23 -24 -25 -26 26 27 -29 -30 -31 -32 38 -34 -35 35 -37 -38 -39 -40
leaf_value=0.0034041552111595732 0 0.019095026693542468 0 0.0010165594440345851 -0.0023401189685632977 -0.010775484616253682 -0.0064046610713304796 -0.033914857134369363 0.032494576861921018 0.030513549356824123 0 -0.00054524492323917376 0.053682401488696269 -0.0044526084437346838 0.0046513497226072708 0.019161957945708356 -0.0011895247548586135 0 0.016924139967093698 0 0 0 -0.0095578550221512813 -0.029717145288616825 0 0.00091487836928487963 -0.032300045015698629 0 -0.020864670918890875 0.018129980862873939 -0.013342200444031282 0.018025153520633063 0 0 0.014442291801593574 0 -0.0065200150179631966 0 0
leaf_weight=21.247889135749574 9.6138583535648632 20.300350242730929 23.231751485276618 146.92438859057438 49.756663070176728 18.272830808989966 29.822245152055984 107.57505683046838 29.611127044438035 41.858803792049002 7.0957657908147667 6.2064277124736691 60.246573393393192 322.01795359750759 859.04295450105928 51.16497362453083 83.101424655440496 7.2403473674057777 20.446043810636183 42.576806150580524 14.597666613553882 3.0918624791956963 293.5769955113683 49.072478460126149 3.5397903753400888 5.5793761746317614 39.398962941750142 1.3926934795163095 64.191991999192396 14.005798265032352 14.177353533959833 131.59178705927479 1.1662302352779068 3.7228416386497001 7.5665435859555128 1.8431448768969856 20.253239388694055 0.16398805682547291 14.322429230713167
leaf_count=48161 7164 9393 15673 209910 28126 44572 85439 256179 59538 30884 6994 1787 19463 328779 777709 19720 43998 8650 37872 36796 8163 4705 417551 33672 5367 14117 114744 1608 19786 18866 11913 86776 526 3521 9342 1582 28981 63 6076
internal_value=0 0.0138932 -0.00586784 0 0.000702071 -0.000602094 -0.0121717 -0.020109 0.00879008 0.000833121 0.0139449 0.0359362 0.0416054 -7.77578e-05 0.00185891 0.00697906 0 -0.00769075 0.00189008 0.0211041 -0.0170517 0.0237625 -0.00561551 -0.0233825 -0.0299125 -0.0148015 -0.0227771 -0.0257602 -0.0135359 0.0111794 -0.00707757 0.012835 0.047349 0.0152803 0 0.0090832 0 0.053402 0.0159982
internal_weight=0 188.322 110.925 2452.29 2364.42 1939.63 212.359 161.383 50.9758 1727.27 105.709 77.3971 67.7832 1621.56 1181.06 424.785 219.705 168.54 50.2683 84.4356 86.9019 32.703 440.501 72.3042 111.115 87.8722 46.371 40.7917 147.293 21.2461 21.2731 205.081 61.5768 24.0232 59.1664 9.40969 41.5011 60.4106 145.914
internal_count=2864166 99425 70422 2764741 2557130 2314208 493672 384857 108815 1820536 86587 29003 21839 1733949 1106488 242922 111020 91300 123311 67680 57508 64243 627461 49345 261546 207611 130469 116352 63784 27516 18907 131902 20052 12914 39050 10924 77142 19526 92852
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=22 3145764 1142784 1 2 265 4719187 4751811 10487162 952 8 4194866 600 4719601 2 204 596 34 792 129 1 104 2
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=27
split_feature=10 8 2 3 0 2 1 1 1 0 6 2 2 1 7 2 1 2 3 1 7 2 2 3 1 1 3 3 1 2 2 0 2 0 3 2 0 3 2
split_gain=3.99136 6.5829 6.3529 4.37969 4.14087 3.83249 3.61458 3.47482 3.38195 3.71625 3.13988 2.32573 2.1669 2.06206 1.80721 2.68723 1.59087 1.55439 1.54869 3.40527 2.43988 3.21958 1.46991 4.12177 3.19013 2.18451 2.00569 3.41502 2.94118 1.45295 1.27145 1.10054 0.914244 0.789228 0.728281 0.659279 0.464051 0.458744 0.348036
threshold=0 1 2 3.5000000000000004 1.5000000000000002 3 4 5 6 30.500000000000004 7 8 9 10 11 12 13 14 4.5000000000000009 15 16 17 18 2.5000000000000004 19 20 2.5000000000000004 1.0000000180025095e-35 21 22 23 11.500000000000002 24 1.0000000180025095e-35 1.5000000000000002 25 12.500000000000002 7.5000000000000009 26
decision_type=1 1 9 2 2 9 1 1 1 2 1 9 9 1 1 9 1 9 2 1 1 9 9 2 1 1 2 2 1 9 9 2 9 2 2 9 2 2 9
left_child=1 2 4 6 -1 -5 14 11 9 31 12 -2 -8 36 29 -16 -7 -12 22 35 21 -21 23 24 -10 -25 27 -24 -28 -4 -22 34 -9 -13 38 -20 -6 -15 -3
right_child=7 8 3 5 13 16 10 32 18 -11 17 33 -14 37 15 -17 -18 -19 19 20 30 -23 26 25 -26 -27 28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.038770167751727327 -0.0018070699571936467 0 0.014307089979960681 -0.0046154779229875507 0.018240557603740746 0 0 0.010376560665494612 -0.00035181440001750912 0.049930987733215366 -0.0044772610216075922 0 -0.018642777662686055 -0.017532343145049655 0.0078696786907117566 -0.016678149646480882 0.033898028325952234 0.018041679423049004 0.0010783664867648056 -0.0032451068079832252 0.01018232309371217 0.03241869591316808 0.0024440413407910842 0.0085775309663519064 0.019408827510581924 -0.014885444030238624 -0.0089669426557387188 -0.012533300390000746 0.012110980350464463 0 -0.010688108764266986 -0.0068672819405660272 0 0.047803639081629656 0 -0.010468425649790669 0 0 0.017015480917572563
leaf_weight=69.619873499837922 6.8302336356573505 1.7239926766778806 79.110723158541077 31.285937146049037 17.359200688373679 6.936274135223357 84.718134647073384 79.519204672935302 97.17912437832274 6.4526449176482847 12.328313243313458 11.320559307336223 274.54194990754877 28.199578907308027 25.739228196362092 76.157939652577625 36.789085705870093 17.600489857853976 25.237347171481815 13.696217435077413 6.2690753789647715 73.814005626089056 225.27410797585617 12.446379889850505 160.41055345683708 84.24968941960833 52.039693078550044 286.47694353490078 152.04561249149265 217.5621239145803 29.307029841962503 15.663739403942598 200.49846473343496 26.772382905735867 22.083225014255731 41.345260678979685 2.2144975896226233 0.64340225541673035 30.685651791529381
leaf_count=259972 7794 732 60699 69876 35956 14209 160862 109772 52180 216 19398 14190 587349 57554 33332 79687 53907 35267 16485 8673 3801 45620 82336 8113 75550 54315 30275 153987 79958 238123 20136 834 331346 16710 7425 24981 5205 1317 6071
internal_value=0 -0.000387855 -0.00661521 -0.0026386 -0.02534 0.016 -0.00533437 0.010905 0.00400784 0.020684 -0.0117343 0.0293885 -0.0150058 0 0.000852767 -0.00789271 0.0275806 0.00842537 0.00212679 0.00985397 0.0180629 0.0252172 0.000272485 0.00543215 0.0123143 -0.00867944 -0.0020402 -0.00561623 0.00512867 0.00532847 0 0.00291368 0.00335871 0.0368842 0.0107158 -0.00451487 0.0124612 -0.0128513 0.0164971
internal_weight=0 2317.21 980.807 862.77 118.037 75.0113 787.759 324.941 1336.4 76.6093 389.189 44.9232 359.26 48.4167 398.57 101.897 43.7254 29.9288 1259.79 189.669 123.086 87.5102 1070.12 354.286 257.59 96.6961 715.836 511.751 204.085 296.673 35.5761 70.1566 280.018 38.0929 54.4929 66.5826 19.5737 28.843 32.4096
internal_count=2864213 2384401 1712713 1352709 360004 137992 1214717 479812 671688 15278 802876 38694 748211 100032 411841 113019 68116 54665 656410 119696 78230 54293 536714 190158 127730 62428 346556 236323 110233 298822 23937 15062 441118 30900 14228 41466 41161 58871 6803
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 1 4289284 2219 3 15 5 1 1909268 17828992 481 1 3112 640 9962512 288 9 4026884 3953484 160 34 578 2621488 10764304 5326532 1311454 9175186
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=40
num_cat=22
split_feature=0 1 10 8 4 3 2 3 2 2 1 2 2 1 2 1 2 0 2 7 7 3 3 0 5 3 0 2 0 7 3 9 3 3 0 9 0 3 3
split_gain=3.48868 6.55892 2.50498 3.9871 6.92341 3.4612 6.74426 4.13927 4.6565 4.54634 4.05195 2.54776 2.50368 1.83664 2.44776 1.35983 7.07154 2.36916 1.50143 1.46798 1.26011 1.24082 1.21824 1.18041 1.07418 0.779907 0.749558 0.713506 0.996082 1.11116 0.691484 0.689449 0.671397 0.650389 0.570231 0.510589 0.505529 0.474612 0.421319
threshold=30.500000000000004 0 1 2 3 1.5000000000000002 4 1.0000000180025095e-35 5 6 7 8 9 10 11 12 13 18.500000000000004 14 15 16 7.5000000000000009 1.0000000180025095e-35 5.5000000000000009 17 1.5000000000000002 18.500000000000004 18 4.5000000000000009 19 5.5000000000000009 20 3.5000000000000004 1.5000000000000002 1.5000000000000002 21 22.500000000000004 4.5000000000000009 4.5000000000000009
decision_type=2 1 1 1 1 2 9 2 9 9 1 9 9 1 9 1 9 2 9 1 1 2 2 2 1 2 2 9 2 1 2 1 2 2 2 1 2 2 2
left_child=2 38 3 4 5 7 10 8 -1 -9 -7 -6 20 27 33 16 19 18 31 32 24 35 -14 -8 -3 -20 -21 34 29 -29 -24 -17 -5 -15 -4 -13 -16 -36 -2
right_child=1 12 13 15 11 6 23 9 -10 -11 -12 21 22 14 36 17 -18 -19 25 26 -22 -23 30 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 37 -37 -38 -39 -40
leaf_value=0.012547276576819217 0.056705820384476559 0.027315548190051948 0 0.013285548134520656 0.0017515573364129098 -0.00033202334376762171 -0.01981390709809417 0.0016596196117428666 -0.0068541823305817281 -0.026831984492824503 0.02986429869410652 -0.036800164135755188 0 0.0029062577159472626 0.02380960894757992 -0.012937221241896685 0.031062513387429627 -0.018925027959461094 0.0065106309497321756 -0.012199699826193802 -0.0020195909392853226 0 -0.024913889849037828 0 0 0.00020354005380179876 0 0.0010069361169410271 0.0037769949144242257 -0.016165436292516468 0 0 0 -0.011469396082163248 0.014333633108209291 0 0 0 0
leaf_weight=141.94337378357886 11.22526520185056 22.461929047567537 44.48229366983287 36.86039101309143 13.068853449483866 48.218361420131259 46.052871839938234 61.049394246929296 341.50183688184188 111.52117847961199 85.08339395704752 82.333847163834434 9.4331423648400214 26.336074246821227 107.98444170482981 61.45815743591811 55.862006914627273 26.277278437744826 421.77661067739245 99.058078656904399 7.9391470639238824 6.2851232097673337 28.254604264700905 10.411043881038493 3.6965411539276856 539.09121321709972 9.8417777533759345 16.421662477514474 17.190396225967561 51.813351793884067 1.7119368596613629 23.92830997458077 6.7207257144618771 16.298114894103492 40.801642473816173 2.8040866255760184 0.96239200375566625 1.7168831192539062 0.28635065424896389
leaf_count=266903 2995 9396 82964 11707 28050 79001 108391 95055 468221 187558 103741 305590 1868 31492 134881 27560 25418 6744 193810 35749 5726 15054 15790 19684 5570 344371 1032 31530 16323 105397 603 9878 2952 25074 47912 6289 493 3289 72
internal_value=0 0.0181396 0.000178857 -0.000929665 -0.0058382 -0.00202454 0.0084492 -0.00572858 -6.23033e-05 -0.0177613 0.0196549 -0.027139 0 0.00809159 0.0147259 0.00253336 0.00931797 0.00063537 0.00192512 -0.00188934 0.011689 -0.0307627 -0.0137047 -0.0129519 0.0190896 0.00335427 -0.00856606 0 -0.0051756 -0.0114765 -0.0220833 -0.00785783 0.00732011 -0.000814242 0.00545222 -0.0357341 0.0214069 0.0116251 0.04481
internal_weight=0 85.0089 2555.16 2231.15 950.273 845.781 189.766 656.016 483.445 172.571 133.302 104.492 73.4973 324.007 151.581 1280.87 208.343 1072.53 1046.25 152.481 34.0976 91.4231 39.3997 56.4639 26.1585 960.868 108.9 172.426 85.4254 68.235 29.9665 85.3865 43.5811 42.6342 87.0008 85.1379 108.947 42.5185 11.5116
internal_count=2864133 42020 2822113 2342758 1683537 1328554 310817 1017737 735124 282613 182742 354983 38953 479355 191940 659221 76858 582363 575619 51440 20692 326933 18261 128075 14966 538181 36781 287415 153250 136927 16393 37438 14659 56566 134165 311879 135374 51201 3067
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=4 1 1 2 3968278 1053870 15255696 785 263186 3147900 368 9714197 25 1121912 2695296 6 5 2 8421076 10 1 1
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=40
num_cat=25
split_feature=0 1 2 0 7 1 2 2 7 1 2 1 2 2 2 0 0 2 1 3 3 0 3 2 0 1 11 8 2 7 0 2 0 9 3 2 1 0 0
split_gain=3.29184 6.13586 3.2109 2.27059 7.57305 7.78399 5.51865 3.67596 2.40504 6.42671 4.76075 4.60199 6.80526 5.92643 3.09216 2.81678 1.9779 1.85539 2.21071 1.68665 1.49735 1.45308 1.29154 1.06703 1.00292 0.988033 0.896357 0.891113 2.35887 0.837481 0.736927 0.714093 0.605224 0.585734 0.529132 0.497647 0.423098 0.387966 0.385062
threshold=30.500000000000004 0 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 11 12 2.5000000000000004 14.500000000000002 13 14 1.5000000000000002 2.5000000000000004 20.500000000000004 1.5000000000000002 15 19.500000000000004 16 17 18 19 20 28.500000000000004 21 75.500000000000014 22 3.5000000000000004 23 24 59.500000000000007 133.50000000000003
decision_type=2 1 9 2 1 1 9 9 1 1 9 1 9 9 9 2 2 9 1 2 2 2 2 9 2 1 1 1 9 1 2 9 2 1 2 9 1 2 2
left_child=3 2 37 4 6 7 25 19 11 10 21 12 30 15 33 36 -14 20 -19 -6 -15 26 29 -3 -17 -1 -10 35 -29 -12 -5 -21 -4 -11 -24 -7 -13 -2 -25
right_child=1 23 32 8 5 27 -8 -9 9 14 22 13 16 17 -16 24 -18 18 -20 31 -22 -23 34 38 -26 -27 -28 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0035170020174622833 -0.010187040543762245 0.0029538205829702708 0.056354946981239412 0.022824668494133688 0.011163974467311374 0 0.031165964355074995 -0.013443169119097332 0.020413901197565528 0 0 0.0076517683473477389 -0.014287296314785043 -0.0029419418673231959 -0.018924374844019324 -0.022498479172753022 0.010804337514368304 0.021686407075395001 0 0.0024808466881974366 0.0081514323402900428 -0.001821509914419902 0.0085271688508574799 -0.018689842698151327 0 -0.013516156402369956 0 0.0085659232609727118 -0.014171156729346572 -0.015917635231955631 0 -0.0093311575949764913 0 0.01275238911700698 -0.0023716236838486945 -0.027306503948003054 -0.0026978513787931334 0.0014857757805157631 0
leaf_weight=7.3302668487049232 6.6971180776308739 17.237527971665259 23.289169592768307 260.84935898184267 213.43276142475588 21.60248279055304 58.280130626286336 88.158829404930657 164.02982237748802 43.590510262860334 30.245556252753886 17.580515534686128 76.02694415082442 260.28177923357362 206.85315534307301 123.12962443293509 6.067170988462748 95.965564033311239 92.093394851352059 44.815414698150562 163.47553324304317 5.6120505619037422 41.710096964237891 25.044550797669221 8.4970976330368995 28.191535975071019 15.742596720228901 25.370196073890838 78.643057209599647 64.305993545287492 1.4376926776603784 42.681779273822031 5.8655174132145467 10.775152556627289 31.309062620508485 149.79385088358686 78.111997618263558 6.4240516923600808 0.98861443628265888
leaf_count=12412 4415 13313 5658 188865 228247 49953 81923 156737 172597 56664 23542 27991 105074 211246 182240 123416 5370 102583 90518 47418 112635 3093 33953 13551 4757 43723 15719 25425 59950 47709 441 60166 1615 6595 23886 408326 109065 2907 542
internal_value=0 0.0175522 0.033877 0.000144673 -0.00421646 -0.00841961 0.0172476 0.000311622 0.00218744 -0.00249306 0.00556085 0.00484575 0.0139599 0.000299077 -0.0136647 -0.0118982 -0.00675836 0.00574326 0.0132441 0.00632556 0.000912353 0.0156116 -0.00497874 -0.00551415 -0.0204333 -0.00602775 0.0185128 -0.0201811 -0.0061289 -0.0120394 0.0214732 -0.0022222 0.044928 0.00270734 0.00161215 -0.026038 0 -0.000371171 -0.0140571
internal_weight=0 85.5465 42.2759 2555.99 758.3 664.498 93.8019 389.089 1797.69 614.174 352.955 1183.52 344.381 839.136 261.219 227.319 82.0941 611.816 188.059 300.93 423.757 185.384 167.571 43.2707 131.627 35.5218 179.772 275.41 104.013 94.5515 262.287 87.4972 29.1547 54.3657 73.0192 171.396 95.6925 13.1212 26.0332
internal_count=2864240 42001 14595 2822239 1174280 1036222 138058 492568 1647959 565998 320499 1081961 299750 782211 245499 265229 110444 516982 193101 335831 323881 191409 129090 27406 128173 56135 188316 543654 85375 71251 189306 107584 7273 63259 57839 458279 137056 7322 14093
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=44 534842 12 897 12952016 18124378 1 185 7145960 67 581210 882760 16794131 16778802 60 2168 780 1 1 5264157 4 1049680 1 25232517 516
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=40
num_cat=26
split_feature=0 10 8 4 3 2 3 2 2 1 1 2 1 2 1 2 0 7 2 0 3 1 2 0 2 3 2 2 0 5 3 2 2 2 11 3 3 3 9
split_gain=3.22871 3.29558 4.68738 5.20914 3.15652 5.59832 4.67997 4.41887 3.8526 3.61363 2.43858 2.38717 2.21813 2.27696 1.90684 8.34909 2.47636 1.85688 1.7617 1.60084 1.19026 1.03205 0.906886 0.824437 0.790922 0.911531 1.67728 0.829247 0.759509 0.684916 0.663264 0.640214 0.625628 0.564132 0.541784 0.497226 0.487529 0.482261 0.472414
threshold=53.500000000000007 0 1 2 1.5000000000000002 3 1.0000000180025095e-35 4 5 6 7 8 9 10 11 12 18.500000000000004 13 14 94.500000000000014 7.5000000000000009 15 16 5.5000000000000009 17 2.5000000000000004 18 19 12.500000000000002 20 3.5000000000000004 21 22 23 24 13.500000000000002 3.5000000000000004 3.5000000000000004 25
decision_type=2 1 1 1 2 9 2 9 9 1 1 9 1 9 1 9 2 1 9 2 2 1 9 2 9 2 9 9 2 1 2 9 9 9 1 2 2 2 1
left_child=1 2 3 4 6 9 7 -1 -8 -6 19 -5 13 37 15 -4 18 30 28 34 38 -7 -18 24 29 27 -27 -26 -16 -14 -17 36 -20 -19 -2 -24 -25 -3 -13
right_child=10 12 14 11 5 21 8 -9 -10 -11 -12 20 23 -15 16 17 22 33 32 -21 -22 -23 35 31 25 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.011708442174817958 0.044056335084604631 0.041021446398308431 0.033988800522776162 0.0018122503866580602 -0.0010250562602495911 0.00098980838925143838 0 -0.0069999516878292275 -0.027039919672184883 0.02652514334721269 -0.0030755386972847582 -0.034927146113044663 0.013298240058370575 0 -0.013920061672055582 0.014142878887776364 0 0.00049778953873976396 0.005587430669641829 0 0 -0.017433709946786537 -0.026902101951664027 0.020869818688355912 0 0.016607091757894151 -0.0057132854178108304 -0.011429837086706364 0 0 0 0 0 -0.0088903837055744825 0 0 0 0 0
leaf_weight=145.97894040966275 16.327622519325814 28.094857135904025 57.985920880935737 13.037188472000706 48.832608522050577 7.5285940407284215 64.361731543893256 343.14516963254027 116.03536742558572 89.114133678154758 10.474130248971049 79.100792787194223 45.870385142115992 17.537302824828657 68.492250733550463 58.885643967587384 6.2848182403831743 17.652110079710837 487.27735788551217 10.923039371089542 6.1835826015230841 48.377837863305103 27.119900014804447 27.87348764376657 50.359389876990463 19.165261648828164 21.501064616037183 97.666428208656725 3.0483237702283068 8.6356937590899161 9.0602827015100029 8.3501573106477718 432.49944481765851 143.75505344950943 0.51226036198204994 0.052730572875588133 2.0390583769767536 1.3298726033681294 2.7932617614787878
leaf_count=270481 5436 22453 22174 28236 79773 19346 99072 469339 192603 106593 7620 304900 65384 13464 45902 16167 1551 8158 205981 4676 14972 108776 8956 24346 72846 42348 40735 170037 687 16181 3886 7954 309981 41304 260 20 2486 2926 6327
internal_value=0 0.000258659 -0.00101398 -0.00629863 -0.00296814 0.00687952 -0.00642105 -0.000393883 -0.0189508 0.0170484 0.0224781 -0.0252622 0.009264 0.0240386 0.002701 0.00937967 0.000239226 0 0.00169698 0.0293534 -0.0289541 -0.0124466 -0.0185704 0.002893 0 -0.0029839 0.00468667 -0.00737862 -0.00968364 0.00788317 0.00967951 0.0127064 0.00324375 -0.00647919 0.0424743 -0.0214661 0.0157866 0.0338504 -0.0338708
internal_weight=0 2605.03 2276.6 964.489 863.374 193.853 669.521 489.124 180.397 137.947 38.2371 101.115 328.423 46.962 1312.11 287.339 1024.77 229.353 991.317 27.7629 88.0776 55.9064 33.4574 281.461 243.198 188.692 40.6663 148.026 71.5406 54.5061 67.9459 38.2627 919.777 161.407 16.8399 27.1726 29.9125 29.4247 81.8941
internal_count=2864337 2846345 2365185 1700418 1345983 314488 1031495 739820 291675 186366 17992 354435 481160 38843 664767 91689 573078 69515 562551 10372 326199 128122 10527 442317 407531 325966 83083 242883 46589 81565 20053 34786 515962 49462 5696 8976 26832 25379 311227
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 1 2 3968278 1053870 15259792 785 116 263186 15 10508650 29 6312199 6 2695172 80 15732880 5588356 12400 8391170 2 12060282 13637194 262784 1 1
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=24
split_feature=0 1 2 10 8 2 0 1 0 1 1 1 2 1 2 2 0 5 7 0 3 3 5 1 7 3 2 0 1 3 3 2 0 7 3 2 0 7 0
split_gain=2.89261 5.89354 2.07817 1.96043 2.92914 5.12435 5.68686 3.23305 2.51126 2.03978 1.94398 1.2778 1.99869 1.18431 1.74311 1.72651 2.10352 1.18085 1.15578 1.13559 1.02422 1.14818 0.951576 0.884018 1.53215 0.801812 0.77651 0.719875 0.632298 0.602402 0.630546 0.573066 0.809527 1.0662 0.557893 0.445739 0.444861 0.444736 0.439581
threshold=30.500000000000004 0 1 2 3 4 1.5000000000000002 5 12.500000000000002 6 7 8 9 10 11 12 13.500000000000002 13 14 68.500000000000014 4.5000000000000009 1.0000000180025095e-35 15 16 17 9.5000000000000018 18 12.500000000000002 19 3.5000000000000004 7.5000000000000009 20 4.5000000000000009 21 5.5000000000000009 22 1.5000000000000002 23 22.500000000000004
decision_type=2 1 9 1 1 9 2 1 2 1 1 1 9 1 9 9 2 1 1 2 2 2 1 1 1 2 9 2 1 2 2 9 2 1 2 9 2 1 2
left_child=3 -2 18 4 5 6 -1 8 28 27 -10 31 -13 14 29 23 26 37 22 34 21 -9 -3 -15 -25 -18 -17 -8 -7 35 -31 36 33 -33 -4 -6 -5 -16 -14
right_child=1 2 19 11 13 7 9 20 10 -11 -12 12 38 15 17 16 25 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 30 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.036736737725995582 0.04140169805664632 0.02485094001398527 -0.023691367940902961 0 0.0056111689876035516 0.0029486149776981976 0.019876948252655076 -0.0013548116474168357 0.028010099402708745 -0.010739459427805314 -0.0013466769687674885 -0.0014508795168077732 0.020317071883615687 0.013464308066226734 0.0075161456700914737 -0.0089938356877937112 -0.023245643596474349 0.026999126600460256 -0.0022199079847920007 0 0.0012167876761876931 -0.01728562869280988 0 0.0070003960654833903 -0.00814895449244518 0 0.00043861065154124671 0 -0.0040190117693281813 -0.014775231450088459 0 0.0013456075404187995 0.0030679922567091946 -0.015179030920828738 0 -0.003648945051211579 0.010428894417317234 0 0
leaf_weight=71.159971251794559 12.679614292675979 23.476198837030097 27.210753744671823 44.186837891727919 70.56150476601033 328.52952558388461 24.21937015436561 132.12793054643043 23.576082787185442 31.694654776103562 11.648708899418123 38.097616924729664 116.13100390054751 69.921727320499485 224.65775760821998 57.466982630139682 35.663352312840289 21.159536426406703 8.0362626293062913 10.671944395871831 23.344121735888621 139.20253155727551 3.6918974078289493 129.82106546132127 65.460421493160538 0.18290040397550811 475.61381600044842 3.699940822501957 153.10266014241279 28.588338107394524 2.6402778877381925 16.233157966431463 17.51366842421703 50.746719392598607 0.84526722224836603 34.613863479418796 43.301952024499769 70.056083619070705 0.99798692757030849
leaf_count=283102 3073 9407 14411 83202 35787 438227 51351 251418 13098 67196 10454 50025 142901 38554 78861 27092 7640 24483 5782 3453 48902 307466 5572 82883 45859 65 251681 7781 203864 18973 2644 31163 16323 104390 301 18908 51480 25886 499
internal_value=0 0.0163997 0 0.000141747 -0.000830582 -0.00507696 -0.0209553 -0.00124215 0.00309198 0 0.0216362 0.00711794 0.012576 0.00209685 0.00598458 0 -0.0032766 0.00991386 0.0100083 -0.0129725 -0.00920152 -0.0114307 0.0172598 0.00592865 0.000125053 -0.0204227 -0.000622377 0.0133633 2.0659e-05 -0.00159864 -0.0102913 0 -0.00446616 -0.0103298 -0.0213779 0.000355963 0.00504702 0.00568752 0.0182555
internal_weight=0 86.6119 73.9323 2555.92 2228.71 942.305 130.774 811.532 516.857 59.614 35.2248 327.209 155.227 1286.41 452.277 834.13 568.927 315.873 35.2044 38.728 294.675 271.33 27.1681 265.203 195.281 35.8463 533.081 27.9193 481.632 136.404 31.2286 171.982 84.4935 66.9799 28.056 105.175 87.4888 294.714 117.129
internal_count=2864157 41999 38926 2822158 2342175 1682859 409430 1273429 665643 126328 23552 479983 193425 659316 205542 453774 286478 129230 20761 18165 607786 558884 14979 167296 128742 7705 278773 59132 642091 76312 21617 286558 151876 135553 14712 54695 134682 104747 143400
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=4 3147900 1 1 12677892 75 481 66 368 9452049 281 10033488 13654339 2 5 2 38 1 2171008 9 8421076 10 524624 5
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=23
split_feature=0 10 8 4 3 0 0 2 1 1 2 2 0 1 2 2 1 2 0 7 2 5 7 2 2 1 1 0 2 3 2 3 0 3 0 0 3 0 3
split_gain=2.75593 2.58168 3.45467 4.41191 2.79754 5.05361 4.13649 2.62079 2.30545 2.20974 2.14801 2.13986 2.08095 1.78236 2.12904 1.68358 1.64548 7.28102 2.0365 1.56812 1.39947 1.23661 1.11347 1.61876 1.5777 1.27456 1.01843 1.0156 0.981901 0.951313 0.865543 0.850733 0.743987 0.73565 0.700773 0.512762 0.504717 0.498824 0.471304
threshold=53.500000000000007 0 1 2 1.5000000000000002 3.5000000000000004 5.5000000000000009 3 4 5 6 7 94.500000000000014 8 9 10 11 12 18.500000000000004 13 14 15 16 17 18 19 20 2.5000000000000004 21 1.0000000180025095e-35 22 3.5000000000000004 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 4.5000000000000009 9.5000000000000018 9.5000000000000018 13.500000000000002
decision_type=2 1 1 1 2 2 2 9 1 1 9 9 2 1 9 9 1 9 2 1 9 1 1 9 9 1 1 2 9 2 9 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 11 10 -7 12 28 -1 -6 21 14 -3 -8 17 -4 20 31 32 -2 24 -24 26 29 34 36 -5 -25 -20 -19 -18 -21 -15 -26 -11 -22 -32
right_child=8 13 16 9 5 7 15 -9 -10 27 -12 -13 -14 22 -16 -17 18 19 30 33 37 -23 23 25 35 -27 -28 -29 -30 -31 38 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0027136017356354839 0.047050058805949924 0.030622141751389883 0.033207838786261781 0.011489383871780905 0.0048626016529533375 0.029891547681862481 0 -0.0022426373072141873 -0.0011961104722915108 -0.036601979135706238 -0.010325787446739173 -0.014853917833512429 0 0 0 -0.023419961530066633 0 0.014244238178195465 0 -0.008961183914141203 0.0015422949754770902 0 -0.0016811957039750644 0.035159658576269667 -0.010070964864976649 0 0 0 -0.0073927606485365317 0 -0.025572783757854711 0 -0.014101383236161081 0.0016528022701901173 0.026152191429910689 0 0 0.010456974314554803 0
leaf_weight=387.89944645982723 13.330744579667225 31.133442491060123 48.06511256560043 14.712349017594532 69.563361012729729 54.977063776837895 35.744012381561333 14.198502292347255 17.57542866084259 55.173120896401088 133.79912964301911 55.092848112950378 7.2047496103768927 4.8906913130631464 17.790065047011012 106.58984012233122 15.752054369062533 62.280257782360422 6.2617154381878208 143.04886809867457 860.61480853920511 1.1144213892112027 35.24075859907316 19.551516762643587 117.80674485021154 19.988085688339197 24.642266397291678 18.502300998556166 7.5118086245802287 24.788119947028463 26.12689413907356 9.8630009812186454 54.71804233835428 26.82754586134979 12.001482269173719 24.096453706151806 1.584891752929251 63.724659144645557 0.052999078179708614
leaf_count=586739 2657 25563 18061 30722 96145 63729 75402 25638 10924 258300 243658 130146 3099 11970 13500 123870 12485 17069 1551 41761 498393 1366 66735 17657 207387 28768 36911 40344 20710 36120 8956 4196 34053 10817 14577 22536 4043 17794 20
internal_value=0 0.000269203 -0.000850699 -0.00543436 -0.00237149 0.00687001 -0.0056817 0.0243756 0.0206769 -0.0231337 -0.000604432 -0.00374856 0.0292009 0.00820087 0.0212899 -0.0192059 0.00229776 0.00844989 6.24947e-06 0 0.00134809 0.0433586 0.00239921 0.00955894 -0.0011599 0.0168759 0.00911247 -0.0279936 0 0.0232543 -0.0172139 0.00910911 -0.00879998 -0.00551181 0.0177384 -0.00715845 -0.035455 0.0027518 -0.0202575
internal_weight=0 2604.61 2272.68 955.349 857.864 193.832 664.032 69.1756 39.2253 97.4845 521.699 124.656 21.6499 331.93 48.9235 142.334 1317.34 290.085 1027.25 242.02 994.81 14.4452 283.006 99.5685 183.438 64.3277 41.5344 75.2603 22.2242 44.3396 32.4416 72.1433 70.4701 169.876 16.8922 141.903 56.758 924.339 26.1799
internal_count=2864372 2846326 2364602 1699446 1345327 315658 1029669 89367 18046 354119 830397 226291 7122 481724 39063 199272 665156 91904 573252 73843 562725 4023 442661 149280 293381 82545 63458 302687 51432 53777 10527 21265 46538 52578 26547 229923 262343 516187 8976
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 1 2 3690266 52 257 2151914 3967174 15 10508650 13899832 29 2117893 6 2695172 2 1 8394297 8394260 416 112 8651356 15732880
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=24
split_feature=0 1 2 2 7 2 1 2 2 0 3 9 5 7 1 0 8 3 3 2 0 7 8 2 1 3 0 0 0 2 0 11 3 1 3 2 1 7 0
split_gain=2.806 8.05858 3.67188 1.96461 1.9844 1.82204 1.62905 3.19115 3.05672 3.48067 4.66738 2.79735 2.7313 2.90292 1.91399 1.62188 1.62083 1.25648 2.10987 2.41002 1.18847 0.896782 1.22203 0.855912 0.838745 0.815667 0.659424 0.652397 0.644955 0.513331 0.521583 0.45541 0.426783 1.07755 0.682113 0.438278 0.421676 0.39517 0.355985
threshold=16.500000000000004 0 1 2 3 4 5 6 7 2.5000000000000004 3.5000000000000004 8 9 10 11 68.500000000000014 12 6.5000000000000009 5.5000000000000009 13 3.5000000000000004 14 15 16 17 1.0000000180025095e-35 1.0000000180025095e-35 11.500000000000002 6.5000000000000009 18 12.500000000000002 19 1.5000000000000002 20 6.5000000000000009 21 22 23 13.500000000000002
decision_type=2 1 9 9 1 9 1 9 9 2 2 1 1 1 1 2 1 2 2 9 2 1 1 9 1 2 2 2 2 9 2 1 2 1 2 9 1 1 2
left_child=5 3 36 -2 -5 24 7 32 14 12 11 -11 13 -10 16 -4 -8 18 19 -9 -12 22 -16 -20 27 -14 -23 -1 -18 -19 -31 -6 33 35 37 -7 -3 -34 -35
right_child=1 2 15 4 31 6 8 17 9 10 20 -13 25 -15 21 -17 28 29 23 -21 -22 26 -24 -25 -26 -27 -28 -29 -30 30 -32 -33 34 38 -36 -37 -38 -39 -40
leaf_value=-0.023158961660990237 0 0.016127248600040143 -0.02253875340728537 -0.00059947452718240408 0.044788456457729643 0.0092094830871971116 0 0.0094470972541014046 0.010558042175268524 -0.010387714908914387 0 0.0088938224228174642 0 -0.0095280255554178097 0.012086926906102404 0 0.034822253893128881 0 0.027239518746417821 0 0.024411591907726529 0 -0.0033432386857615418 0 0 -0.031222813513360422 -0.013662385688737694 0 0 -0.01705931024199929 0 0 0 -0.013850051836580092 0 0 0 -0.017413842281161687 0
leaf_weight=40.240533929330923 9.9048886820237367 24.378235511147068 66.069861053387285 6.2299398486793507 65.52573294256581 43.261438660079875 18.541919056522602 472.52674569402188 42.240423592676962 210.03532587678637 15.900307756946857 67.959289143545902 5.4472938980652534 336.336212614744 77.347034509642981 14.172111707885049 18.922365251361047 9.2670789422591024 23.600138449059159 660.96908104156864 59.720842373593769 10.592163189779965 36.127390230554738 6.126625044533287 40.587663014490317 51.402014103212423 35.85993457549921 2.810101892988313 4.2465270446264176 22.995142435043821 0.33562984307354682 1.2183187913615245 17.384285971871577 38.438066016438825 4.9651565765889236 19.64396221539937 4.7646809865327695 56.743812711349165 0.64955099119106208
leaf_count=107433 7020 11468 44983 1775 19641 46297 38113 436275 46689 189155 13570 30136 9417 423529 67839 7671 10836 12646 19968 732569 33665 16785 23208 10022 96152 151881 29056 2547 1018 27430 215 519 20738 74003 5394 23897 4743 65244 639
internal_value=0 0.0116833 -0.00491711 0.029552 0.0347555 0 0.000557157 0.00284718 -0.00232156 -0.00534426 0.00123435 -0.00429289 -0.0111814 -0.00591674 0.00719189 -0.0157623 0.0198444 0.00491288 0.00572982 0.00431283 0.0198417 0 0.00505893 0.0254324 -0.011888 -0.0286322 -0.00763532 -0.018163 0.0315347 -0.00743658 -0.0116498 0.039854 -0.00785779 -0.00010723 -0.0130448 0.00484807 0.0124489 -0.0156137 -0.0102803
internal_weight=0 192.264 109.385 82.8789 72.974 2451.22 2367.59 1376.91 990.679 789.042 353.616 277.995 435.426 378.577 201.637 80.242 41.7108 1195.82 1163.22 1133.5 75.6212 159.927 113.474 29.7268 83.6383 56.8493 46.4521 43.0506 23.1689 32.5979 23.3308 66.7441 181.086 101.993 79.0933 62.9054 29.1429 74.1281 39.0876
internal_count=2864186 97820 68865 28955 21935 2766366 2560234 1475337 1084897 898042 266526 219291 631516 470218 186855 52654 49967 1239125 1198834 1168844 47235 136888 91047 29990 206132 161298 45841 109980 11854 40291 27645 20160 236212 144836 91376 70194 16211 85982 74642
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=22 3146020 952 8 1142784 397 9175680 9175681 1 2 4 528 1 4230412 9 1 2100282 344 97 1 388 8651264 104 10
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=25
split_feature=10 8 2 0 3 1 1 0 1 9 2 0 2 1 2 3 1 2 7 2 2 2 3 0 7 1 1 3 0 2 7 2 0 0 3 0 3 2 1
split_gain=2.50133 3.11455 3.88753 3.52047 3.16703 3.1039 2.68753 3.11482 2.14209 2.90902 2.94609 1.93768 1.88156 1.72397 1.66086 1.27472 2.81064 2.02329 2.07851 1.14884 1.12745 1.0955 6.21821 2.7734 1.83207 1.55635 1.42439 1.01483 0.996481 0.986814 0.958342 0.889529 0.888647 0.808502 1.22413 0.769483 0.649567 0.631016 0.559926
threshold=0 1 2 1.5000000000000002 3.5000000000000004 3 4 30.500000000000004 5 6 7 5.5000000000000009 8 9 10 4.5000000000000009 11 12 13 14 15 16 1.5000000000000002 5.5000000000000009 17 18 19 8.5000000000000018 40.500000000000007 20 21 22 11.500000000000002 3.5000000000000004 2.5000000000000004 6.5000000000000009 1.5000000000000002 23 24
decision_type=1 1 9 2 2 1 1 2 1 1 9 2 9 1 9 2 1 9 1 9 9 9 2 2 1 1 1 2 2 9 1 9 2 2 2 2 2 9 1
left_child=1 2 3 -1 8 -6 7 32 19 10 -10 31 -7 -5 38 21 37 18 -18 28 -11 22 23 -8 29 -24 -26 -14 -4 -23 -21 33 36 34 -2 -15 -3 -17 -13
right_child=11 6 4 13 5 12 15 -9 9 20 -12 14 27 35 -16 16 17 -19 -20 30 -22 24 25 -25 26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.032737299537821112 0.014996331323087433 0.014441253153563023 0.0052628556605394524 -0.012862502639564505 -0.0051899490735949991 -0.00024898110080467934 0.028731060673855387 0.042840030387167626 -0.021249268737349298 0.018399409574520059 0 0 0.037686022883503763 0.018069900144151423 0 0.00075876491217444968 0.028818968291707259 -5.2880708111732325e-05 0 0 -0.0020968367126500864 0.00060117157546354049 0.0023181185007194551 0 0.0046655487226650834 -0.015794440432761011 -0.0034405212028560048 0 -0.010347099129085789 -0.01953332639074851 -0.017392223377465151 -0.0015048261131722542 -0.0071165809800421385 -0.0011557144053246776 -0.0001607016587947481 0 0 -0.010424075795099188 0.033159225441675599
leaf_weight=60.685762267738028 113.37788709129381 33.51220315315004 351.13935914962531 15.083095766152836 25.388968583047244 11.125750505803806 76.284592566953506 8.1005163325462473 151.62924371064582 12.357836034985665 148.64113186515169 6.4159688867948717 38.095218460404794 22.509117659705229 17.273116040203604 25.442586343415314 66.878403208509553 33.969731094097369 25.817353328588069 81.981669547327328 5.9625787247932776 3.7260732973809354 34.209365701950446 23.52618609010824 308.74269560584798 61.969763601337036 522.02497886320634 2.0246847578237057 6.7709715131204566 49.162533983544563 16.889403250956093 125.40142127768195 15.768359451205468 15.501844400438129 26.073000068645342 8.870089583728257 22.393963773778523 41.301057484801277 28.268045593154966
leaf_count=258902 150923 6811 306403 33617 52310 30522 39826 216 310027 25105 330591 6168 54619 45094 14463 16500 35060 27853 15305 177600 12651 1745 26125 9360 124604 41994 274460 4548 6645 18664 40569 227147 834 15719 48283 22094 7450 24949 18462
internal_value=0 -0.000196253 -0.00459414 -0.0198147 -0.00148948 0.0141755 0.00273692 0.0172656 -0.0038991 -0.0096889 -0.0131448 0.00863615 0.0235733 0 0.0230527 0.00107894 0.00799577 0.0155051 0.0217646 6.86908e-05 0.0117337 -6.27439e-05 0.00573039 0.0214993 -0.00186426 -0.00902312 -7.55979e-06 0.0307501 0.00333092 -0.0152371 -0.00713816 0.00302765 0.00133527 0.00763541 0.0108653 0.0106701 0.00886406 -0.00466382 0.0283825
internal_weight=0 2311.99 959.155 107.148 852.007 76.6346 1352.83 79.775 775.372 318.591 300.27 332.311 51.2457 46.4623 51.9571 1273.06 193.409 126.665 92.6958 456.781 18.3204 1079.65 195.99 99.8108 883.656 96.1791 830.768 40.1199 357.91 52.8886 98.8711 280.354 71.6745 154.953 139.451 31.3792 55.9062 66.7436 34.684
internal_count=2864218 2383053 1711297 359707 1351590 141999 671756 15311 1209591 678374 640618 481165 89689 100805 39093 656445 119667 78218 50365 531217 37756 536778 117305 49186 419473 68119 399064 59167 313048 20409 218169 442072 15095 214925 199206 67188 14261 41449 24630
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 1 4289284 896 5 11 1 3670104 2217 538 11032162 288 14681331 9 527592 3148880 1856260 8 608 280 130 5 6376908 1311454 579
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=23
split_feature=0 1 2 0 7 1 2 2 7 1 2 2 1 2 2 0 0 3 3 11 2 3 1 3 2 3 0 7 3 1 5 2 0 0 3 3 2 2 0
split_gain=2.37442 5.06295 1.73734 1.36247 6.56109 5.68282 4.50403 2.92743 1.96607 5.4222 6.13567 5.94244 3.50616 4.86233 4.67001 1.97963 1.6628 1.43367 1.32481 1.30725 1.23318 2.00533 1.31763 1.18813 1.39134 1.0597 1.01444 1.00453 0.982131 0.924467 0.853174 0.745756 0.68973 0.639682 0.618625 0.54891 0.542577 0.428067 0.421757
threshold=30.500000000000004 0 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 11 12 3.5000000000000004 1.5000000000000002 2.5000000000000004 1.5000000000000002 13 14 3.5000000000000004 15 1.5000000000000002 16 1.0000000180025095e-35 20.500000000000004 17 1.5000000000000002 18 19 20 18.500000000000004 28.500000000000004 5.5000000000000009 7.5000000000000009 21 22 7.5000000000000009
decision_type=2 1 9 2 1 1 9 9 1 1 9 9 1 9 9 2 2 2 2 1 9 2 1 2 9 2 2 1 2 1 1 9 2 2 2 2 9 9 2
left_child=3 -2 27 4 6 7 29 28 12 11 23 16 13 33 20 -15 -10 -12 -13 32 22 -22 -14 24 -11 -4 -18 30 -6 -1 -3 -7 -16 -5 -27 -33 -17 -30 -20
right_child=1 2 25 8 5 31 -8 -9 9 10 17 18 14 15 19 36 26 -19 38 -21 21 -23 -24 -25 -26 34 -28 -29 37 -31 -32 35 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0038624532945744105 0.037461535565236605 0.022570012129814392 0 0.019668849428451207 0.0097396233403279821 0 0.028715008019212358 -0.010459871767808465 0 0.01890002637501156 -0.026101294271506394 -0.011351958056208852 0.0081187161163498167 -0.016297020299094554 -0.012256301519260864 0.010349719349862702 0.029975760464409619 -0.00086832866538821536 0.0069148605228077711 0.0054391838534272006 0.017111337455646108 -0.0014364343124714481 -0.0029380354012758371 -0.0017387618841797549 -0.0012444535745268796 -0.023042097269188985 0 -0.0020635949978485262 0.0019139794293276018 -0.012520674419281322 0 -0.020366018117807919 0 0 0 0 -0.00071853830696760402 -0.0078898657283545132 -0.0023432343594718143
leaf_weight=7.1725675804154889 14.078671631505131 24.449802776900469 9.4817109003051865 259.98015935378135 202.00223768327487 13.306576689123174 60.144235876921812 119.60370521774166 32.231838232295559 42.368026145557451 151.70793413676802 99.251128901098127 131.38813758942342 48.798939959873678 280.53183069943952 28.784997515118448 81.413605040197581 57.532619754725602 65.221695901294879 11.71220910004922 152.12519448474632 38.875112208363134 214.29140669372282 50.287396331936179 17.655669468891574 26.855214315641209 2.3875158247101345 7.9595673472504123 45.284106414834241 27.415858105588995 3.7157160861388574 248.48159809470235 12.682225664684664 1.4672709662409023 1.7390809353382781 4.0331627023406318 12.353336948246577 24.031932830446749 14.914345147626589
leaf_count=12265 3139 9413 1864 170096 195823 28296 82516 215690 42139 51589 123186 82247 91166 87107 328041 27794 77379 50517 59585 12358 150945 43075 147585 54269 16530 15659 1602 5652 47555 43575 5618 503801 8688 422 603 8861 16035 34586 6931
internal_value=0 0.0146145 0 0 -0.00338364 -0.00740299 0.0164307 0 0.0015953 -0.00261827 -0.0113291 0.00613714 0.00401218 0.0118622 4.89594e-06 -0.00469381 0.0209736 -0.0205377 -0.00416639 -0.00886418 0.00582959 0.0117639 0.000892799 0.0049591 0.0131633 -0.0122345 0.0281168 0.00864306 0.00615975 -0.00485183 0.0155052 -0.0176776 -0.0110898 0.0184197 -0.0202386 -0.0190592 0.0052614 -0.000422604 0.00229897
internal_weight=0 88.2798 74.2011 2559.44 751.476 656.743 94.7327 390.922 1807.96 614.972 319.552 295.42 1192.99 351.385 841.606 89.9373 116.033 209.241 179.387 304.926 536.68 191 345.68 110.311 60.0237 38.076 83.8011 36.1251 271.318 34.5884 28.1655 265.821 293.214 261.447 28.5943 252.515 41.1383 69.316 80.136
internal_count=2864202 41948 38809 2822254 1172968 1034612 138356 493654 1649286 565974 296091 269883 1083312 301454 781858 130936 121120 173703 148763 349087 432771 194020 238751 122388 68119 18126 78981 20683 277964 55840 15031 540958 336729 170518 16262 512662 43829 82141 66516
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=4 3147900 12 897 12952016 1314392 1 169 2122402 5052876 67 581202 15730613 1 1584 776 16930 5 780 2 22020229 11534376 1049680
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=23
split_feature=0 10 8 4 2 3 2 0 1 1 2 2 0 1 2 3 1 2 0 7 2 0 5 1 7 0 0 2 0 2 2 3 3 3 1 3 1 3 0
split_gain=2.26722 2.2527 2.81492 3.45755 2.27435 2.16486 3.92649 3.80277 2.78395 2.09785 1.71313 1.6387 1.47829 1.4616 1.96234 1.41832 1.32495 6.31077 1.68706 1.44208 1.20048 1.14128 1.11809 0.973469 0.812511 1.35753 0.863896 0.796814 0.725128 0.582051 0.520663 0.428473 0.421606 0.414626 0.375986 0.344705 0.471631 0.270412 0.230368
threshold=53.500000000000007 0 1 2 3 1.5000000000000002 4 5.5000000000000009 5 6 7 8 1.0000000180025095e-35 9 10 8.5000000000000018 11 12 18.500000000000004 13 14 102.50000000000001 15 16 17 10.500000000000002 4.5000000000000009 18 1.0000000180025095e-35 19 20 13.500000000000002 5.5000000000000009 3.5000000000000004 21 1.0000000180025095e-35 22 6.5000000000000009 9.5000000000000018
decision_type=2 1 1 1 9 2 9 2 1 1 9 9 2 1 9 2 1 9 2 1 9 2 1 1 1 2 2 9 2 9 9 2 2 2 1 2 1 2 2
left_child=1 2 3 5 12 7 8 10 -7 21 -1 -9 32 14 33 -6 17 19 20 -4 28 22 37 -8 25 -19 -26 -20 -18 35 -22 -29 -5 -3 -14 -15 38 -2 -37
right_child=9 13 16 4 15 6 23 11 -10 -11 -12 -13 34 29 -16 -17 18 24 27 -21 30 -23 -24 -25 26 -27 -28 31 -30 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.002404972274940592 0.043936793499524431 0.03410941563509353 0 -0.015069619915474021 -0.035732433387918948 -0.0011170214760376333 0.0014678086597110249 0 0.022238891433339642 0 -0.0094252776721288744 -0.022779416841744001 0 0.01264000798337428 0 0 0 0.018618371337891442 0 0.031703063489792377 0 0 0 -0.015660706880609894 -0.010559249839602009 -0.0035677306346658931 0 -0.023402765241958792 -0.013620498504893564 0 0.004391110915579647 0 0 0 0.01440964019679254 -0.011895095159372204 0.0055631904040051427 0 0
leaf_weight=395.02718862083384 11.455962684121912 31.074338496167911 10.268038566558971 18.273779647381165 49.350951347350929 48.907833565022884 7.3046986697409011 38.920320973425987 93.516643961647787 23.786704922065837 125.44745773409522 101.46458687339327 4.7487848221717286 41.863141081048525 17.893941893154988 2.3223108566016881 15.651049990847239 19.637809525665947 3.0881083095155191 63.356110589607852 404.66906866402132 3.8177602376963469 1.1246579223516171 46.519546254467059 93.702876235125586 8.1863084554206562 97.999441831663717 28.370341329835362 54.249867258084123 201.3504009304379 522.90575982742303 0.057727423729374006 2.582698147645714 1.3875371879403235 16.811226023904968 8.5814520686835714 31.024748081035796 0.25339120937860649 0.93967727222479958
leaf_count=601818 2004 22756 3852 67500 221696 81947 19385 83181 110162 13135 227694 112924 12988 45940 13471 6443 12548 6296 1236 23704 290095 1388 1398 108752 43882 664 13437 9270 34431 329522 225578 21 5771 2987 40796 13178 51625 61 627
internal_value=0 0.000145916 -0.000895613 -0.00505032 -0.0210308 -0.00230598 0.00567706 -0.00525444 0.0140877 0.0184937 -0.000387229 -0.0182934 0 0.00754637 0.0193531 -0.0290996 0.0019173 0.00739528 0 0.0267964 0.00108085 0.0282056 0.039296 -0.0105039 -0.00108265 0.00719415 -0.0046133 -0.0159604 -0.0083247 0.00215928 0.00240337 -0.0185862 -0.0115178 0.0282128 0.0124845 0.00776367 0 0.0430567 -0.00713094
internal_weight=0 2607.46 2273.34 951.198 94.0898 857.108 196.249 660.86 142.424 40.4385 520.475 140.385 42.4165 334.115 50.3558 51.6733 1322.14 293.151 1028.99 73.6241 997.476 16.6518 12.834 53.8242 219.526 27.8241 191.702 31.5162 69.9009 283.759 927.575 28.4281 20.8565 32.4619 21.56 82.409 40.5459 11.7094 9.52113
internal_count=2864163 2846177 2366071 1701057 355194 1345863 320246 1025617 192109 17986 829512 196105 127055 480106 39214 228139 665014 91835 573179 27556 562652 4851 3463 128137 64279 6960 57319 10527 46979 440892 515673 9291 73271 25743 53784 111370 65430 2065 13805
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 1 2 4555867 3968278 785 36 3200490 13916216 15 10508650 29 6576389 8 2695172 2 80 4 9437328 5326532 18865 656 544
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=23
split_feature=0 2 7 2 1 9 9 2 3 1 3 1 2 2 3 7 3 0 1 3 1 2 0 5 1 0 4 1 0 3 1 3 0 0 10 3 2 5 3
split_gain=2.30896 5.53492 2.52595 2.88032 2.43988 1.69845 1.53853 2.34317 2.98122 2.90238 2.23249 2.61367 2.07815 2.04122 2.8686 1.9041 1.87159 1.83993 1.74243 1.63866 1.56117 1.54451 1.34314 1.30293 1.27654 1.19626 1.05205 1.22714 1.15427 1.03892 0.963281 0.894943 1.07018 0.875697 0.682798 0.845536 0.575378 0.554678 0.547393
threshold=11.500000000000002 0 1 2 3 4 5 6 4.5000000000000009 7 1.0000000180025095e-35 8 9 10 1.0000000180025095e-35 11 7.5000000000000009 1.0000000180025095e-35 12 2.5000000000000004 13 14 65.500000000000014 15 16 12.500000000000002 17 18 8.5000000000000018 7.5000000000000009 19 4.5000000000000009 5.5000000000000009 13.500000000000002 20 1.0000000180025095e-35 21 22 4.5000000000000009
decision_type=2 9 1 9 1 1 1 9 2 1 2 1 9 9 2 1 2 2 1 2 1 9 2 1 1 2 1 1 2 2 1 2 2 2 1 2 9 1 2
left_child=6 22 4 30 33 23 7 8 10 21 15 17 -11 26 -15 24 18 -12 -10 -13 -17 31 25 -6 -1 -2 27 -8 -28 -5 -4 32 -9 -3 35 -14 -7 -16 -35
right_child=1 2 3 29 5 36 13 9 16 12 11 19 34 14 37 20 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 28 -29 -30 -31 -32 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=0 0 0.00063772420393106192 -0.0019481922229729717 -0.024289839755348028 0.024686234392280109 0.005447112400117712 -0.0026170922638210411 0.0097336490900317759 0 0 -0.0049420685443839537 -0.014151983768306568 -0.0046551511385000757 0.012753391584814448 -0.013838547638437988 -0.012160972742072472 -0.0013053139799718506 0.01466361653442607 0.027532089041094727 0 0.0026709190977405629 -0.0075984895451932421 0 0 0.019524985499923111 0.034802370558552294 0.027235286266924421 0.0093609270360801768 0 0 0.016702125985396395 -0.0047596073106409573 -0.0023362487298582146 -0.018601394002572106 -0.00010513403436966061 -0.02290479812944847 -0.0084651539310133233 0 0
leaf_weight=75.607349975965917 6.6117890204404821 6.7243647278373819 4.8533290245686658 68.237103571926127 70.938867527554976 12.079472724653895 79.967653663261444 229.34153808608244 30.940081942913821 117.60453698573474 39.371867798992753 233.69104906505345 109.37846916279159 35.423992209558492 101.7092059761344 48.600505467577023 15.564475543327715 70.904161075668526 49.24158861300748 135.36695181011964 311.65929607256476 115.69802577347218 2.7400396626180727 12.460023981147968 69.401790904979862 63.043715221210732 33.63122086486328 150.75104177074536 2.0245503496407755 0.84439506658236396 9.6412605495424923 29.787364661538959 39.251803692954127 25.015760381924341 64.044007988493831 146.20850756020445 18.730064454139214 10.486304406003908 1.5131150379165763
leaf_count=62771 3108 5780 4251 39837 37382 4459 48002 327490 28403 166842 51612 277866 219113 11655 41120 53039 18481 63280 44678 152741 277958 159114 919 16755 61981 20270 40723 82814 1343 435 4377 50599 29384 20772 106903 306221 8169 12404 1076
internal_value=0 0.00851656 0 -0.0115661 0.00682348 0.013821 -0.000286525 -0.00160276 0.00127587 -0.00546776 -0.000259662 -0.00525352 -0.0108299 0.00487255 -0.00286914 0.00394631 0.0158484 0.00556828 0.0213498 -0.00932037 0 0 0.0266012 0.0206773 0.0121646 0.0317932 0.00979746 0.00449389 0.0233041 -0.0199028 0.00810597 0.00436782 0.00690756 -0.0075378 -0.0147227 -0.0174547 0 -0.0117633 -0.0154892
internal_weight=0 303.433 231.038 83.5761 147.462 114.208 2345.66 1931.66 1080.35 851.314 984.603 479.334 437.236 413.994 147.62 505.269 95.7461 110.276 80.1817 369.058 360.26 414.079 72.3955 83.3989 145.009 69.6555 266.374 230.719 35.6558 69.0815 14.4946 298.381 268.593 33.2532 319.631 255.587 30.8095 112.196 26.5289
internal_count=2864127 167590 143293 48900 94393 66765 2696537 2458476 1092810 1365666 1001248 545499 799079 238061 65179 455749 91562 114892 73081 430607 330997 566587 24297 54137 124752 23378 172882 130816 42066 40272 8628 407473 356874 27628 632237 525334 12628 53524 21848
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=3674252 1 272384 643 1 1 10781767 390 521 16781840 5245945 6 324 24 4802856 2 645 2 643 458 1 114 2
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=26
split_feature=0 1 2 10 8 2 0 3 1 1 1 2 2 2 0 4 2 0 2 7 2 0 1 7 1 2 7 2 3 2 1 5 3 3 1 0 3 0 3
split_gain=2.15143 4.55729 1.37919 1.22348 1.69167 3.25102 2.81215 1.84044 2.24879 1.75053 1.71416 1.95513 1.22253 1.16923 0.952746 0.908495 3.15816 1.72685 2.78126 2.16359 2.59594 2.13283 1.47647 0.904944 0.790473 1.7525 1.33485 2.26959 2.24193 1.6752 0.751097 0.744378 0.725574 0.68457 0.56743 0.517878 0.496217 0.432471 0.389631
threshold=30.500000000000004 0 1 2 3 4 1.5000000000000002 3.5000000000000004 5 6 7 8 9 10 68.500000000000014 11 12 13.500000000000002 13 14 15 2.5000000000000004 16 17 18 19 20 21 1.0000000180025095e-35 22 23 24 4.5000000000000009 3.5000000000000004 25 12.500000000000002 5.5000000000000009 22.500000000000004 4.5000000000000009
decision_type=2 1 9 1 1 9 2 2 1 1 1 9 9 9 2 1 9 2 9 1 9 2 1 1 1 9 1 9 2 9 1 1 2 2 1 2 2 2 2
left_child=3 38 23 4 5 6 -1 10 -9 -8 13 -12 -10 -7 36 17 -17 19 30 20 -6 -21 -18 31 25 33 27 28 -26 -28 -19 -3 -31 37 -29 -36 -4 -5 -2
right_child=1 2 14 24 15 7 9 8 12 -11 11 -13 -14 -15 -16 16 22 18 -20 21 -22 -23 -24 -25 26 -27 29 34 -30 32 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=-0.030081986055434676 0.044306100392013097 0.020571948621145635 -0.02142320678425047 0.027709555420401235 0.0088591345800006788 0.0035968305227384728 0.012648205688456185 -0.004781079192794661 -8.104562738489239e-05 -0.010980478922527579 -0.017399962509154626 -6.8560869992389403e-05 0.024013865127721811 -0.0069582831862352564 0 0.018483007992770681 0.0073974795656530021 -0.00057995311932071989 -0.019899544114842481 0.0013936416133784662 -0.0016450565372643753 -0.014128055868520218 -0.012237463590105836 -0.002129325930072438 -0.0063226813119808493 -0.00091394740585833622 -0.0045002113231828794 0 0.017399949830308452 0.019179813517977214 0.014902694770178432 0 0 0 -0.020346631586814313 0 0 0 0
leaf_weight=57.242054963669943 14.527568630743188 25.329566864456865 25.587353565540983 40.396818261840963 469.29943782370538 353.01610396620526 19.474770795062796 25.108197342848143 7.0371320516969718 26.273637320922717 108.85398616514613 192.09270081213253 45.247949175203757 97.52977411466054 10.693663348909466 79.77492850026465 12.101961323918657 8.0723400363349338 60.016861387935933 129.46117597798002 348.2944411054923 122.91501243578386 55.587885098197148 7.9912982163514235 34.018551253771875 25.531853988286457 18.623258818173781 23.173885575524764 48.33594513614662 72.30676559501444 10.310545292333702 3.6705556692031704 4.5985233634710303 2.978068146374425 60.327690943988273 1.8480874934466545 0.84727110424137109 0.69734222727129136 0.3549047891719973
leaf_count=258482 3080 9408 14183 30971 160722 305548 43979 52103 20985 56147 240100 419683 69662 217547 3387 107571 10101 1574 9566 76768 187540 38528 64565 5540 58081 24222 30194 39526 89432 103130 1931 5576 10147 5786 86531 1364 300 108 74
internal_value=0 0.0138184 0 0 -0.000806606 -0.00407243 -0.0181822 -0.0011708 0.010541 0 -0.00313416 -0.00852323 0.0188906 0.00031932 -0.0111526 0.00135469 0.00805496 5.65348e-05 -0.0117012 0.00148643 0.00416652 -0.00560292 -0.00449745 0.00738468 0.00544715 0.012977 0.000837935 -0.00329428 0.00538004 0.009137 0.00722614 0.0140688 0.0154154 0.0211988 -0.0131034 -0.0168653 -0.0190823 0.0264473 0.0352761
internal_weight=0 89.0022 74.1197 2560.55 2227.71 931.876 102.99 828.886 77.3933 45.7484 751.493 300.947 52.2851 450.546 37.1283 1295.83 147.465 1148.37 78.3997 1069.97 817.594 252.376 67.6898 36.9914 332.837 69.6041 263.233 167.704 82.3545 95.5285 18.3829 29.0001 76.9053 44.0722 85.3497 62.1758 26.4346 41.0942 14.8825
internal_count=2864142 41548 38394 2822594 2343102 1684236 358608 1325628 142750 100126 1182878 659783 90647 523095 17870 658866 182237 476629 13071 463558 348262 115296 74666 20524 479492 61087 418405 274934 147513 143471 3505 14984 113277 36865 127421 87895 14483 31079 3154
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=4 3147900 1 1 4289284 896 481 11 524376 2209 527592 2 4483639 3408134 5 8936908 26 5 527 2116426 1 1054270 5656 164 2 80
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=24
split_feature=0 1 2 2 7 0 9 2 1 1 0 3 7 2 3 5 1 2 4 3 2 10 1 0 0 0 3 1 7 3 3 0 1 4 1 3 0 1 11
split_gain=2.06955 5.69917 2.83911 1.73515 1.62042 1.38189 1.27108 2.37897 3.01365 2.16922 1.7626 2.30203 1.76169 1.52893 3.27915 2.39173 1.49724 1.4811 1.47758 1.2272 1.17285 1.06493 1.00021 0.820681 0.774653 0.755758 1.26435 0.784201 0.738276 0.736233 0.720403 0.668143 0.731978 0.614302 0.869108 0.485264 0.484558 0.428539 0.394044
threshold=16.500000000000004 0 1 2 3 68.500000000000014 4 5 6 7 1.0000000180025095e-35 1.5000000000000002 8 9 1.0000000180025095e-35 10 11 12 13 3.5000000000000004 14 15 16 4.5000000000000009 9.5000000000000018 5.5000000000000009 2.5000000000000004 17 18 4.5000000000000009 1.5000000000000002 3.5000000000000004 19 20 21 1.0000000180025095e-35 1.5000000000000002 22 23
decision_type=2 1 9 9 1 2 1 9 1 1 2 2 1 9 2 1 1 9 1 2 9 1 1 2 2 2 2 1 1 2 2 2 1 1 1 2 2 1 1
left_child=6 3 -3 -2 -5 -4 7 9 18 17 12 22 19 33 37 31 -13 28 25 -11 -14 -19 -12 -17 -20 27 -27 -9 35 -30 -25 36 -33 34 -8 -1 -16 -15 -6
right_child=1 2 5 4 38 -7 13 8 -10 10 11 16 20 14 15 23 -18 21 24 -21 -22 -23 -24 30 -26 26 -28 -29 29 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.00021955131030312907 0.01059329702234516 -0.020454612916862038 -0.00025852229630353641 0.037597388325244618 0 -0.0026332320963891333 0.0093052450630198413 -0.012109371111902897 -0.0091955932230430391 0.0086094984091099856 0 0.013089533428709397 0.017394685130736078 -0.0080778216212563769 0 0.01990745533319558 -0.014480228931072604 -0.016112866781251716 0.0060830106293793436 -0.0032061321181386737 0 -0.0014434632960477567 0 0 -0.011937656092084171 0.006415206464467877 0 0 0.014142072455580785 0.023507578449265973 0 -0.02463370223739764 0.021408226766917851 0.0082688401074559794 -0.012042621950970542 0.0017137208021846954 0 0
leaf_weight=16.113822545317817 10.059494142100446 30.264852864362183 63.593640490929829 6.0726761221303605 70.215866923783324 14.253561613106283 50.263204490780481 153.80774042216399 341.84432787949481 211.89726600614085 95.062259250109491 56.941670235974016 76.597122404582478 36.470841406277032 47.113362266754848 13.240326976316284 137.80083092083987 135.83119390711363 46.269629290420198 19.939585350017296 16.812752773956163 45.523781277253875 237.76790840430112 3.3909539500891679 1.383985772539744 53.534375304108835 20.498805072886171 149.40274623320147 144.36397386392127 27.717467227295856 5.6174131785519421 26.033948900701944 37.87201299755543 30.916159695589158 131.47249974198348 30.150872173260723 36.723260861079325 17.622831137035973 1.2650273359031405
leaf_count=10357 6961 16256 45025 1773 19689 7372 28425 219414 588608 275021 81568 54804 90607 12740 28624 19040 124430 198884 135788 31363 34100 65259 219819 4319 1960 46894 12194 172268 111433 19723 5143 8567 11386 32863 71320 26233 16198 7426 523
internal_value=0 0.00977633 -0.00411035 0.0244141 0.0291488 -0.0140277 -0.000134065 -0.00131953 -0.00562607 0.00118739 0.00416297 0.00770005 -0.000778482 0.00443671 -0.000429885 -0.00836363 0.0157134 -0.00428032 0 -0.00596169 0.0078259 -0.0102005 0.00127297 0.00904183 -0.0124595 0.00258479 -0.00358774 0.00517956 0.000293672 0.00433415 0.0178855 -0.0137563 -0.0206218 0.0098329 0.00415704 -0.00629832 -0.00183213 0.0149729 0.0335345
internal_weight=0 195.725 108.112 87.6131 77.5536 77.8472 2456 2019.26 766.742 1252.52 852.819 527.573 325.247 436.737 224.085 169.991 194.743 399.701 424.897 231.837 93.4099 181.355 332.83 22.2487 47.6536 377.244 74.0332 303.21 218.346 172.081 9.00837 147.743 63.906 212.652 181.736 46.2647 83.8366 54.0937 71.4809
internal_count=2864377 97599 68653 28946 21985 52397 2766778 2520727 1177126 1343601 911712 480621 431091 246051 113443 93277 179234 431889 588518 306384 124707 264143 301387 28502 137748 450770 59088 391682 167746 131156 9462 64775 19953 132608 99745 36590 44822 20166 20212
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=22 3146020 66488 8 1 27559119 710 194 1 5768177 2 768 16778251 2 2098380 1 513 132 2 195 2 131 376 1
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=23
split_feature=0 1 10 8 4 2 3 0 0 2 2 2 0 2 3 2 0 1 2 7 0 0 2 2 0 5 2 3 2 1 3 1 4 2 0 3 3 1 3
split_gain=1.88668 1.88842 1.78587 2.14984 2.81026 1.9755 1.58915 3.64074 3.40237 1.98284 1.52739 1.41324 1.35466 1.33294 1.32115 1.31321 1.28254 1.06954 5.80664 1.3797 1.32523 1.23838 2.37177 1.42798 1.06591 1.04435 0.766733 0.753006 0.660815 0.810685 0.948765 0.576446 0.873982 0.574903 0.534746 0.401976 0.379901 0.355113 0.351715
threshold=53.500000000000007 0 1 2 3 4 1.5000000000000002 5.5000000000000009 3.5000000000000004 5 6 7 5.5000000000000009 8 8.5000000000000018 9 1.0000000180025095e-35 10 11 12 18.500000000000004 10.500000000000002 13 14 102.50000000000001 15 16 3.5000000000000004 17 18 1.0000000180025095e-35 19 20 21 4.5000000000000009 13.500000000000002 5.5000000000000009 22 2.5000000000000004
decision_type=2 1 1 1 1 9 2 2 2 9 9 9 2 9 2 9 2 1 9 1 2 2 9 9 2 1 9 2 9 1 2 1 1 9 2 2 2 1 2
left_child=2 24 3 4 6 16 7 15 10 -10 -8 -9 28 31 -7 -1 36 18 -5 27 21 23 -23 -19 25 -2 -22 -20 29 30 -4 -14 -33 -21 -31 -28 -6 -18 -30
right_child=1 -3 12 17 5 14 8 11 9 -11 -12 -13 13 -15 -16 -17 37 20 19 33 26 22 -24 -25 -26 -27 35 -29 38 34 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0080881581113065315 0.039934560487700319 -5.0745297344367759e-05 0.0051340381146623842 0.028008673749868453 -0.014144439081126215 -0.033428008905970225 0.0046544164204200831 0 0.02379430230812072 -0.0021396706654283021 -0.011756372537971313 -0.021620986005631573 0 0 0 0.0024437335371385737 0 -0.0083471057425525026 0.012375721650071628 0 0 0.023005776519283941 -0.003312606650161139 0.0014727121690803497 0 0 -0.022033643369277146 -0.00043860232386915894 -0.0050508128990025096 0.013175249074131482 -0.013337593781550878 0.035047584475014368 0 -0.0089456536513187312 0 0 0 0.013626638230231546 0.0022759074629357659
leaf_weight=120.86516922817464 12.58657170747756 23.863218378697638 20.385336134175304 52.249425168396556 17.753636369876407 46.604428194140382 52.568812008968962 39.164521603401226 59.493052605757839 14.140286791429387 72.147168435652929 99.35510969243478 6.504066772191436 17.381686322783935 2.2902975384349693 396.80572731827669 4.7343915972596733 138.55919979742612 63.773844148410717 38.116107013396686 3.0274925758712925 28.026565011998173 26.079138010012684 807.8358779605187 3.8859011836466371 1.1502353009709629 27.357368766708539 10.105814634545821 109.97863997523382 98.91401574012707 16.14011913118884 28.417522347052 1.105821071469111 131.70901469037926 3.9370160358230342 0.057978371158241226 2.6300334576517335 17.202561043233803 34.511692500440404
leaf_count=222957 2065 12922 19374 18319 67651 221622 68206 82963 66433 25532 162071 111092 6100 14413 6430 605720 12961 90739 17042 18498 1236 6308 9038 456936 1390 1461 9270 4164 179261 142562 25543 15806 2512 33929 4040 21 5736 42676 69144
internal_value=0 0.0166448 3.76418e-05 -0.000881696 -0.00453389 -0.0191582 -0.00203688 -0.00461335 0.00465924 0.0188311 -0.00379786 -0.0173984 0.00661522 0.0184914 -0.0268834 0 0 0.00154303 0.00643835 -0.000425765 0 0.00078047 0.012438 0 0.0259118 0.0362498 -0.0144523 0.00740192 0.00187105 0.00639684 -0.000741164 0.0234618 0.0278573 -0.00602273 0.0105296 -0.0173493 -0.0106874 0.0116678 -0.00141028
internal_weight=0 41.4859 2609.93 2272.65 945.755 91.2153 854.54 656.191 198.349 73.6333 124.716 138.52 337.276 53.4091 48.8947 517.671 42.3206 1326.9 295.954 243.705 1030.94 1000.5 54.1057 946.395 17.6227 13.7368 30.4428 73.8797 283.867 139.376 36.5255 36.0274 29.5233 169.825 102.851 27.4153 20.3837 21.937 144.49
internal_count=2864143 17838 2846305 2367550 1702050 357076 1344974 1022732 322242 91965 230277 194055 478755 38831 228052 828677 129024 665500 91952 73633 573548 563021 15346 547675 4916 3526 10527 21206 439924 191519 44917 24418 18318 52427 146602 9291 73387 55637 248405
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=36 1 1 2 4555867 3690266 3967172 13981752 11032162 30222864 29 6312197 6 3671306 2695174 2 9437328 4279756 552 579 2 328354 656
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=21
split_feature=0 2 1 3 0 1 2 0 1 2 2 3 0 0 2 1 2 3 7 2 7 3 1 2 1 0 0 0 3 7 3 0 3 5 2 0 11 3 2
split_gain=1.76551 4.66647 4.64324 3.53189 1.21824 1.19695 1.15583 1.12234 0.986783 5.08804 3.2121 2.06118 1.21268 1.6659 1.14969 1.83487 1.09056 1.58381 0.919067 1.04159 0.844191 0.795248 0.726774 0.690344 0.673112 0.58681 0.553778 0.533412 0.535589 0.487136 0.669813 0.450437 0.42682 0.415251 2.3803 3.16625 2.31216 0.935539 0.718886
threshold=16.500000000000004 0 1 1.0000000180025095e-35 90.500000000000014 2 3 58.500000000000007 4 5 6 3.5000000000000004 1.0000000180025095e-35 5.5000000000000009 7 8 9 7.5000000000000009 10 11 12 6.5000000000000009 13 14 15 18.500000000000004 9.5000000000000018 11.500000000000002 1.0000000180025095e-35 16 1.0000000180025095e-35 18.500000000000004 13.500000000000002 17 18 1.0000000180025095e-35 19 3.5000000000000004 20
decision_type=2 9 1 2 2 1 9 2 1 9 9 2 2 2 9 1 9 2 1 9 1 2 1 9 1 2 2 2 2 1 2 2 2 1 9 2 1 2 9
left_child=6 2 4 5 -2 31 22 25 9 12 33 14 29 23 20 -16 24 -18 19 26 -12 -20 27 -14 -13 -5 -11 28 -1 -8 -31 -3 -27 36 -35 -36 37 -10 -38
right_child=1 3 -4 7 -6 -7 8 -9 10 18 11 16 13 -15 15 -17 17 -19 21 -21 -22 -23 -24 -25 -26 32 -28 -29 -30 30 -32 -33 -34 34 35 -37 38 -39 -40
leaf_value=0 0.037636889801414247 0 -0.0083902972616099695 0 0 -0.00098046993553319961 0.0046270512510634687 0 0.0028401556143982818 0.014762057423558034 0.0041191821399431307 -0.0056302356262762547 0 0 0.00049463304168490593 -0.016080021381566938 -0.023663286902883642 0 -0.011635057563823487 -0.0078487051963961659 -0.0054387431084733616 0 0 0.022949249843903816 0.00985185044298942 -0.023283305792354284 0 0 -0.025800079248249119 0 -0.014851187059860122 0.025224979468914683 0 -0.0041503804557488739 -0.0017169928787257793 0.029095050126439148 0 0.012114517655552146 -0.015979578286874477
leaf_weight=17.848733486864148 66.121972831140738 2.6021042842330671 11.266405353409935 10.56193216601241 3.0832324247603529 11.278484141948864 7.7795238874823553 15.896174000648896 655.2024069774543 31.768524521314248 406.85246029300288 10.835438072812392 40.250709706291673 56.196980476335739 94.914913520988193 69.479310460432316 73.322642766364879 9.2927168263158801 390.80158911246872 17.477270470761141 58.231947086802393 14.174057701769923 40.103879225469427 64.012947240426001 12.747944620343334 53.94086963817972 3.8650177016679654 2.865052401131833 19.850380314237555 15.916416109626878 20.478365826285881 22.291597825242206 0.068196133652235313 29.88931783681619 20.868514538866293 62.913493236796057 5.1592316845490132 169.23923461238701 32.488250789610902
leaf_count=35695 19680 1359 12007 6745 1852 4013 10283 6743 641386 29580 423532 10663 16350 24090 112463 100816 92203 13928 456608 21461 59165 17034 96030 67460 13134 37069 1990 2513 71550 22639 36123 7214 42 68785 51131 104077 6202 130188 30592
internal_value=0 0.00902683 0.0230501 -0.0027247 0.0321141 0.0136975 -8.93675e-05 -0.0147844 0.000269634 -0.0027472 0.00164519 -0.00300268 0.00865295 0.0128026 -0.000132359 -0.00681867 -0.0142573 -0.0177406 -0.00872807 0 0.00199255 -0.0103766 -0.00972089 0.0188835 0 -0.0193389 0.00953423 -0.0156376 -0.020274 -0.000290945 -0.00710335 0.0193651 -0.0221555 0.00542507 0.0120129 0.0187102 0.00390617 0.00545358 -0.0129364
internal_weight=0 197.111 80.4716 116.639 69.2052 36.1722 2454.83 80.4672 2374.16 662.721 1711.44 735.677 204.635 160.461 629.479 164.394 106.199 82.6154 458.086 53.1108 465.084 404.976 80.668 104.264 23.5834 64.571 35.6335 40.5642 37.6991 44.1743 36.3948 24.8937 54.0091 975.76 113.671 83.782 862.089 824.442 37.6475
internal_count=2864395 96724 33539 63185 21532 12586 2767671 50599 2561883 703618 1858265 825904 176945 107900 695976 213279 129928 106131 526673 53031 482697 473642 205788 83810 23797 43856 31570 109758 107245 69045 58762 8573 37111 1032361 223993 155208 808368 771574 36794
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=3700804 62 116 1142784 562 15467137 4230207 262976 140 11010048 4 1350 3 344 4718593 320 12 2 4194311 1 4196361
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=23
split_feature=0 1 10 8 4 2 3 0 2 1 2 0 0 0 2 0 3 2 1 1 3 2 2 0 3 3 2 7 5 0 1 5 2 1 3 0 5 3 4
split_gain=1.60308 1.75551 1.54358 1.9138 2.50827 2.21723 1.47345 3.2604 2.89153 2.25584 1.26152 1.25142 1.20219 1.14428 1.18501 1.14038 1.08928 0.948945 6.19809 3.72229 1.78194 1.51017 1.44557 1.36264 2.06837 1.81063 1.36216 1.14361 1.08097 0.975548 0.905295 0.570812 0.552395 0.671451 0.878624 0.485559 0.59236 0.390285 0.369587
threshold=53.500000000000007 0 1 2 3 4 1.5000000000000002 5.5000000000000009 5 6 7 1.0000000180025095e-35 1.5000000000000002 5.5000000000000009 8 82.500000000000014 8.5000000000000018 9 10 11 2.5000000000000004 12 13 1.5000000000000002 3.5000000000000004 3.5000000000000004 14 15 16 7.5000000000000009 17 18 19 20 1.0000000180025095e-35 3.5000000000000004 21 5.5000000000000009 22
decision_type=2 1 1 1 1 9 2 2 9 1 9 2 2 2 9 2 2 9 1 1 2 9 9 2 2 2 9 1 1 2 1 1 9 1 2 2 1 2 1
left_child=2 15 3 4 6 11 7 12 9 -8 -9 37 -1 32 38 31 -7 19 20 27 22 -20 -19 25 -25 -21 -22 29 -29 -5 -10 -2 33 34 -4 36 -35 -6 -15
right_child=1 -3 13 17 5 16 8 10 30 -11 -12 -13 -14 14 -16 -17 -18 18 21 23 26 -23 -24 24 -26 -27 -28 28 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.0034367286240932766 0.03890900270572787 -0.00023009997993260446 0.0050972426407652248 0.011994915748626891 -0.013439986877039206 -0.0326822437399455 -0.0042284368240230108 0 0.0016075063324289937 0.017466461689898901 -0.020656985375768391 0.012339951777531853 0.0064609790683747247 0.025300521085502976 0 0 0 -0.0072138594297364821 0.02493742529780317 0.013902653702113622 0 0.00047688164236437986 0.0081339311843860503 -0.005160009344989773 0.01074949005839475 -0.0020092444908940093 -0.016091405205416433 -0.014883707511221318 0 -0.0067300622348086259 -0.01446536823737532 0 -0.0012575421922031691 0.015021150321686159 -0.012781205738263086 0 0 0 0
leaf_weight=374.47142799291396 8.6082413612457458 23.975552998614148 20.402839244648931 24.363285675572115 17.365031215649655 45.755919649303905 27.778172274716781 39.287598412156512 7.2396509478949156 118.38092565846091 97.674137854824949 21.626161683154351 143.54784388446205 40.11038792830368 12.827433636426575 9.1203906750015431 2.6763371142587848 42.85162094575935 103.82675728340837 179.34657085080107 58.882346198894083 75.081198865605984 131.73736813192954 239.16636365139857 86.9774237817619 53.551167362020351 89.676697034636163 210.05680657850462 19.395971510573872 13.767127507715484 45.309795058226882 0.63445858925115395 144.20531893055158 80.335195315463352 15.846320803670094 9.5969280086283089 14.197681295350774 2.4482669211029124 1.5574377804732638
leaf_count=595324 1233 12920 19374 10222 67020 223187 39886 82580 19566 155024 109173 55684 234793 24627 10452 2873 7256 22707 43595 105781 38030 37336 78037 92267 34771 39573 68692 70828 20699 1870 108547 801 248355 107297 24906 10929 29037 5362 3752
internal_value=0 0.0151954 0 -0.000870486 -0.00432464 -0.018252 -0.00194911 -0.00444401 0.00446708 0.0117091 -0.0166223 0 0 0.00609064 0.016955 0.0242265 -0.0265009 0.00140301 0.00471001 -0.000400236 -0.00299729 0.0180055 0.00244011 0.00385807 0 0.00929106 -0.0105717 -0.00961691 -0.0123047 0.000736301 -0.0092718 0.0366603 0.00163807 0.00580421 -0.000381063 0.00954705 0.0123428 -0.00966466 0.0210363
internal_weight=0 42.3386 2611.32 2272.24 943.561 89.8717 853.69 654.981 198.709 146.159 136.962 41.4395 518.019 339.08 54.4953 18.3631 48.4323 1328.68 502.056 826.625 323.148 178.908 174.589 559.042 326.144 232.898 148.559 267.583 229.453 38.1304 52.5494 9.2427 284.584 140.379 36.2492 104.13 94.5329 19.8133 41.6678
internal_count=2864366 17827 2846539 2367810 1703402 358509 1344893 1021870 323023 194910 191753 128066 830117 478729 38831 4907 230443 664408 288397 376011 207466 80931 100744 272392 127038 145354 106722 103619 91527 12092 128113 2034 439898 191543 44280 147263 136334 72382 28379
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=36 1 1 2 361562 3968278 17 13981752 11032178 601648 960 58 2363655 14684288 13635715 4 2 80 2 4279756 552 2 2
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=25
split_feature=0 2 1 7 0 9 2 1 3 3 1 11 5 1 2 3 5 1 0 1 5 1 1 10 3 10 7 0 7 0 7 3 2 3 3 3 1 3 2
split_gain=1.62228 3.52507 2.08147 2.22838 1.09383 1.07141 1.75698 2.90133 2.16349 2.17625 2.05504 1.51072 1.63307 1.95974 1.46691 3.38219 1.61678 0.955124 0.9331 1.96172 0.93083 0.8873 0.876104 0.867688 0.822402 1.26865 0.765356 0.745 0.637109 1.03725 1.75423 1.34992 0.610641 0.606069 0.590804 0.504278 0.427774 0.385003 0.340892
threshold=11.500000000000002 0 1 2 53.500000000000007 3 4 5 4.5000000000000009 7.5000000000000009 6 7 8 9 10 1.0000000180025095e-35 11 12 13.500000000000002 13 14 15 16 17 1.5000000000000002 18 19 115.50000000000001 20 1.0000000180025095e-35 21 1.5000000000000002 22 4.5000000000000009 7.5000000000000009 16.500000000000004 23 1.5000000000000002 24
decision_type=2 9 1 1 2 1 9 1 2 2 1 1 1 1 9 2 1 1 2 1 1 1 1 1 2 1 1 2 1 2 1 2 9 2 2 2 1 2 9
left_child=5 2 3 -2 18 6 8 28 11 10 -10 12 17 -14 36 -16 -17 -1 21 -20 -13 32 27 -21 26 34 -9 -6 -8 30 -30 -31 33 -3 -26 38 -7 -18 -11
right_child=1 4 -4 -5 22 14 7 24 9 35 -12 20 13 -15 15 16 37 -19 19 23 -22 -23 -24 -25 25 -27 -28 -29 29 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0025870930490646 0.028888999909329284 0.025112774226972376 0 -0.001635442325733232 0.022868081872949281 0 0.010581248172870268 0 0 0 0.025228352143406674 -0.020298218361568563 0.0024387713053558363 -0.017936144468004893 0.014659833040551637 -0.01364215063264354 0 0.0037598978103836091 0.0006817956436739244 -0.023765648703120687 0 -0.0044159569826410765 -0.00071086790538207748 0 -0.024309478066568795 0 -0.011964611302469549 0 0.0068729946657768133 0.0079723341596806101 -0.013279895489773326 -0.0040587731807276532 0 0 0 0 0.011861994902058165 0.010626308444162944 -0.013490926895447571
leaf_weight=261.02580529645275 84.050222197809489 10.669217487447893 33.336052152335469 11.704969392521887 14.485751740867274 59.242552751951735 13.334579659414885 136.25210605489519 36.75186742990627 3.2162202055624229 58.845895375696273 30.123768292156456 39.057527952249075 61.110901603526145 52.599173647948192 138.38122404030582 6.2861534042167504 700.85074442506084 53.53248968191474 55.741547381607234 8.0557769898550742 17.367338842668687 16.296608614502475 3.4416719519213066 96.693126910253341 20.047135829641775 41.735408572123561 2.5242138667090321 14.258170484134098 152.09061627260053 101.75715504545224 133.09561848707017 3.4158702514687311 1.1456066866085155 6.5044687665649681 1.014640610985224 147.41199714138929 14.277842863259137 13.140521678549707
leaf_count=237373 32646 5057 27077 7971 3605 38233 17164 250137 35674 5314 55964 28822 93232 154283 20074 63594 7325 643771 28668 33637 11020 10845 9183 2600 208496 39169 71023 866 26021 172669 229805 151046 3453 349 12219 1368 90650 18982 14791
internal_value=0 0.00698453 0.0174259 0.0235654 -0.00131649 -0.000354514 -0.00147231 -0.00530537 0.000658661 0.0123539 0.0183653 -0.00056696 7.87557e-05 -0.0101464 0.00388547 -0.00097429 -0.00929353 0.00172072 -0.00633151 -0.010644 -0.0150602 0.00174232 0.00824859 -0.0189834 -0.0121738 -0.019163 -0.00441112 0.0151238 0 -0.000951685 -0.00828409 0.00155375 0.0119933 0.0174662 -0.0227538 -0.00507512 0.00927022 0.00476851 -0.0116234
internal_weight=0 307.712 129.091 95.7552 178.62 2347.16 1928.96 715.768 1213.19 112.969 95.5978 1100.22 1062.04 100.168 418.199 211.544 158.945 961.877 145.314 112.716 38.1795 32.598 33.3066 59.1832 301.232 123.245 177.988 17.01 414.536 401.202 116.015 285.186 15.2307 11.8148 103.198 17.3714 206.655 20.564 16.3567
internal_count=2864176 165957 67694 40617 98263 2698219 2459361 1177749 1281612 113111 91638 1168501 1128659 247515 238858 109975 89901 881144 84609 64905 39842 19704 13654 36237 581044 259884 321160 4471 596705 579541 255826 323715 8859 5406 220715 21473 128883 26307 20105
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=3682510 94 5 1 31753303 406 324 1 2 137 5243889 2 146 340 2 169 44 1 1 5 8 4 19744 129 65
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=21
split_feature=0 1 2 7 3 9 2 1 10 1 3 0 7 2 3 3 3 2 2 1 1 3 3 3 3 3 2 0 0 0 3 1 2 3 1 1 5 0 2
split_gain=1.45452 3.9062 1.02101 1.06663 1.33086 0.756175 1.66481 2.64767 2.05852 1.7574 3.2789 5.4534 1.89541 1.60753 3.94958 1.50401 1.33677 1.91653 1.31862 1.61166 1.28277 1.13894 1.06037 0.945553 1.74822 0.90042 0.829461 1.71882 1.66887 1.15507 0.903528 1.50558 0.750983 0.750795 0.711765 0.709287 0.649684 0.551978 0.529261
threshold=30.500000000000004 0 1 2 1.0000000180025095e-35 3 4 5 6 7 1.5000000000000002 2.5000000000000004 8 9 1.0000000180025095e-35 4.5000000000000009 1.0000000180025095e-35 10 11 12 13 6.5000000000000009 1.0000000180025095e-35 5.5000000000000009 3.5000000000000004 7.5000000000000009 14 2.5000000000000004 4.5000000000000009 1.5000000000000002 1.5000000000000002 15 16 5.5000000000000009 17 18 19 15.500000000000002 20
decision_type=2 1 9 1 2 1 9 1 1 1 2 2 1 9 2 2 2 9 9 1 1 2 2 2 2 2 9 2 2 2 2 1 9 2 1 1 1 2 9
left_child=5 -2 35 -4 -5 6 9 8 21 10 16 -12 -13 34 -15 -16 17 -1 20 -20 38 -8 -22 24 -21 -24 27 29 -29 -9 32 -32 -28 -6 -11 -3 -36 -18 -7
right_child=1 2 3 4 33 18 7 26 -10 13 11 12 -14 14 15 -17 37 -19 19 23 22 -23 25 -25 -26 -27 30 28 -30 -31 31 -33 -34 -35 36 -37 -38 -39 -40
leaf_value=0.011032651451805379 0.03090081834116272 0.012954020671149039 0.0023136421426594774 0 -0.02727073822072152 0.0073751986412016555 -0.015337434956348523 0.0020532397544610541 0.00047116302351227511 0 0 0 0.033668719136178901 0.014375549318596538 -0.0086610541433910105 0.0050093833983978044 -0.011616426825669459 -0.004949036845098783 0.014439256795549544 0.0017954487367471896 0 0.00025378483429663022 -0.021978291544908175 0.01337174023212425 -0.01662769350923762 0 0.0069951927418553982 -0.015416201350831132 0.0018380005344107902 0.017907747055737333 0.00050975169519615218 -0.016577254758668235 -0.0049723740902323926 0 -0.018650869187425992 -0.0011471256852054986 0 0 -0.0024107047440578163
leaf_weight=126.78547288917616 16.550348781864159 19.96646989909641 7.8090528232132783 9.6255248028173792 27.44096858534613 67.644605999681517 287.24983826563675 270.47479920973637 85.360887448514404 67.226243349126889 85.342481256531755 12.443604224026785 71.237468881576206 130.23278362222482 231.82373626325352 63.100981336014229 80.426965053266031 76.384154309445876 124.71554162166649 133.75700176739338 13.593988234293645 10.884264860433175 41.418529084781767 15.840704175468998 35.87595466698258 1.9721800652623631 64.577710197714623 56.204801467538346 78.768834917915228 53.056764414868667 45.506406665015675 66.591992345220206 56.768589487452118 1.7523272596154118 68.07746223266804 8.5034616401826515 4.541017708459548 11.626174750534117 24.506817440895247
leaf_count=119526 3205 7323 2826 1941 19546 23961 514308 351614 127191 74283 104396 6366 28323 93120 234219 52129 78964 118352 71956 82963 4212 20320 17749 12202 23055 900 76444 59407 86315 64936 57915 115622 84331 654 83020 5677 10687 6595 17651
internal_value=0 0.0111101 -0.00083342 -0.00943221 -0.0155763 0 -0.000898378 -0.00367462 -0.00992 0.00175925 0.00620696 0.0162584 0.0306999 -0.00156819 0.00107951 -0.00462043 0 0.00413474 0.00345435 0.00711042 -0.00264198 -0.0138828 -0.0117347 0 -0.00251135 -0.018638 0 0.00255819 -0.00502525 0.00680083 -0.00428988 -0.0100171 0 -0.0243893 -0.00973562 0.00615113 -0.0149491 -0.00876716 0.00256065
internal_weight=0 91.6482 75.0978 46.6279 38.8188 2564.02 2104.69 1075.44 383.495 1029.25 464.246 169.024 83.6811 565.002 425.158 294.925 295.223 203.17 459.325 310.189 149.136 298.134 56.9847 185.474 169.633 43.3907 691.95 458.505 134.974 323.532 233.445 112.098 121.346 29.1933 139.845 28.4699 72.6185 92.0531 92.1514
internal_count=2864204 41172 37967 24967 22141 2823032 2568383 1558403 661819 1009980 462522 139085 34689 547458 379468 286348 323437 237878 254649 190176 64473 534628 22861 118220 106018 18649 896584 562272 145722 416550 334312 173537 160775 20200 167990 13000 93707 85559 41612
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=4 3145852 4 1 11305999 106 1 43 2 2621448 2098188 8745998 124 416 4278496 128 768 132 106 2 263180
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=24
split_feature=0 1 2 7 3 3 10 8 1 2 2 0 7 2 7 2 0 2 1 3 1 0 3 11 0 0 0 1 2 7 2 3 2 1 1 0 3 3 1
split_gain=1.42787 3.56168 0.880025 0.993856 1.25541 0.718849 0.697662 1.10473 2.2411 5.99233 2.5843 2.91518 1.78585 2.65814 1.40669 1.34109 1.20746 0.796297 2.30387 1.59852 1.57262 1.67198 2.13529 1.24955 1.19758 3.71749 0.901318 0.752002 1.54686 1.03705 1.96951 2.012 1.38062 0.679377 0.65973 0.631826 0.578879 0.567646 0.483746
threshold=30.500000000000004 0 1 2 1.0000000180025095e-35 5.5000000000000009 3 4 5 6 7 1.0000000180025095e-35 8 9 10 11 5.5000000000000009 12 13 2.5000000000000004 14 1.5000000000000002 3.5000000000000004 15 2.5000000000000004 7.5000000000000009 5.5000000000000009 16 17 18 19 1.0000000180025095e-35 20 21 22 9.5000000000000018 2.5000000000000004 3.5000000000000004 23
decision_type=2 1 9 1 2 2 1 1 1 9 9 2 1 9 1 9 2 9 1 2 1 2 2 1 2 2 2 1 9 1 9 2 9 1 1 2 2 2 1
left_child=6 -2 34 -4 -5 -6 7 8 9 -1 12 -12 15 -14 -11 -10 -13 20 19 26 21 23 -23 -9 -22 -26 -19 28 37 30 31 -29 -31 36 -3 -21 -34 -8 -32
right_child=1 2 3 4 5 -7 27 17 10 14 11 16 13 -15 -16 -17 -18 18 -20 35 24 22 -24 -25 25 -27 -28 29 -30 32 38 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0047572816524380614 0.029755162658167605 0.012385654077759045 0.0022229826552340403 0 -0.026332359275118445 0 0.023361536160070653 0.010565140870292514 0 0 -0.015415433747223393 0.0071547478219038969 0.0078462701610213983 -0.016176681097118558 -0.026934053064338784 0.013769468526535811 -0.0074603447699435055 0.0095063079932716735 0.013511556763523079 -0.010783260159499774 -0.013280495814075014 -0.0068765628165354635 0.0083215480036556051 -0.0057909178202038072 0.011860780301470858 -0.013424485523861711 -0.0029228259932569723 -0.0066153862553300358 -0.001268518434809969 -0.0043740338014043156 0 0.015773626681614899 0.022579898121312492 0 -0.0010032553022832869 0 0 0 -0.016318025954300392
leaf_weight=96.477151134868109 17.006848992881714 20.263798035419313 7.8510728498367826 9.6255512221687223 26.725057864139675 1.7533993808174262 42.858314433455234 237.08848663960816 100.35008521045711 13.768598505361297 156.57018231618531 124.78415804107135 42.436914594949485 50.495422856318328 113.25465375749263 177.52972219557159 48.829890612716554 119.53963187636691 137.51676801659778 118.83056080940878 113.76243720841012 256.41806824193918 96.935991386388196 11.373222828959113 87.406364630282042 84.630703371600248 29.60362236466608 34.218208847698406 25.762918563690619 18.545704363044933 23.383285880030598 49.434673154712073 45.824884443049086 21.235040778323309 8.4331018803059141 6.9963602797943159 12.111767291811701 2.9442525526101226 61.506707371911034
leaf_count=222580 3204 7389 2855 1941 18751 656 31077 146227 158573 35544 251712 215233 73509 84340 309449 246894 91003 75725 78916 93458 68101 100098 37266 9121 23511 10607 13017 55180 24160 30131 39500 90723 55612 35231 5623 2134 22986 5557 86550
internal_value=0 0.0110586 -0.000443727 -0.00871025 -0.0147888 -0.0234452 0 -0.000688109 -0.00335487 -0.011217 0 -0.00636634 0.00513665 -0.0038899 -0.0233797 0.0092088 0.00107725 0.00101556 0.00450265 -0.000194101 -0.00041676 0.00213297 -0.00159974 0.00819588 -0.00630929 0 0.00528827 0.0040081 0.0109713 0 -0.00368556 0.00427119 0.0073982 0.0132157 0.00579088 -0.0083971 0.0173598 0.0187342 -0.0127852
internal_weight=0 91.6588 74.652 45.9551 38.104 28.4785 2562.42 2224.6 924.497 223.5 700.996 330.184 370.812 92.9323 127.023 277.88 173.614 1300.1 412.487 274.97 887.615 601.816 353.354 248.462 285.8 172.037 149.143 337.826 71.5655 266.26 168.543 83.6529 97.7174 79.1717 28.6969 125.827 57.9367 45.8026 84.89
internal_count=2864144 40419 37215 24203 21348 19407 2823725 2347018 1688837 567573 1121264 557948 563316 157849 344993 405467 306236 658181 263250 184334 394931 292712 137364 155348 102219 34118 88742 476707 60794 415913 271953 145903 143960 113829 13012 95592 78598 36634 126050
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=4 3145852 4 1 1 664 9440352 2935964 9 17548 4 17420 3747376 452 465 1 527 2116426 1 5248575 5656 416 106 80
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=23
split_feature=0 1 2 9 2 2 3 2 1 2 3 2 2 0 0 3 0 0 7 7 1 1 1 0 0 2 7 2 2 3 10 3 3 0 10 1 0 7 0
split_gain=1.422 3.25224 2.39868 1.06273 0.747109 0.633088 0.706814 4.35627 1.20043 3.31393 1.93424 3.5009 3.27915 3.17889 2.79604 1.57062 1.97807 1.52193 1.80702 1.75619 1.17918 0.95219 0.696439 0.950938 0.650395 0.60896 0.593029 0.888984 0.580801 0.522879 0.480915 0.433085 0.419491 0.606136 0.32023 0.220664 0.204663 0.183472 0.212768
threshold=30.500000000000004 0 1 2 3 4 4.5000000000000009 5 6 7 1.5000000000000002 8 9 6.5000000000000009 3.5000000000000004 2.5000000000000004 2.5000000000000004 12.500000000000002 10 11 12 13 14 7.5000000000000009 1.5000000000000002 15 16 17 18 11.500000000000002 19 4.5000000000000009 2.5000000000000004 133.50000000000003 20 21 5.5000000000000009 22 36.500000000000007
decision_type=2 1 9 1 9 9 2 9 1 9 2 9 9 2 2 2 2 2 1 1 1 1 1 2 2 9 1 9 9 2 1 2 2 2 1 1 2 1 2
left_child=5 2 -2 31 35 22 8 20 9 17 11 13 36 -10 -14 28 -17 18 -7 -19 24 26 -1 30 -8 -13 27 -9 -11 -23 -24 -4 33 -6 -26 37 -12 38 -3
right_child=1 4 3 -5 32 6 7 21 10 15 12 25 14 -15 -16 16 -18 19 -20 -21 -22 29 23 -25 34 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0026292611843977418 0 0.04798834950150397 0 -0.017627339613606068 0.01350581010116788 -0.0049279771839316061 0.012535023795917361 0.02752528130813528 0 0.0041668005748929952 -0.0061930198938143222 -0.021586393539094709 -0.0055632847666932618 0 0.015317810216345771 -0.0075405350041879418 0.023284450941484763 0.00048347753891784878 -0.00072660129442988369 0.023556401819919168 -0.017257249135272219 -0.024026561044060382 0 0.01071523107497601 0 -0.0062674595930131754 -0.0025682614323229349 -0.012547857440009733 0 0 0 0 0 0 0 0 0 0.014449518262216238
leaf_weight=28.926969723950606 6.1431965355150169 2.6055305730696992 17.207155657422849 4.9763524944137378 27.838460677361585 104.13449110390138 28.876659321040279 39.767857660554 56.973585308329348 87.546214671892812 130.15601491322377 197.12196110857803 162.21131245564175 11.265359173215982 89.632961969498865 43.670551812971098 33.715453446449828 51.324216490917024 663.99280882324638 18.206469168217154 65.098519508108438 50.646614037868858 22.634308219116065 2.6811156369003575 42.140812588782865 387.45081800212392 20.727365433347586 11.293894224865651 170.17059749935106 1.504504233424085 5.5474410020251588 0.35656703074346197 7.6956146773154606 1.1807310658477934 2.567282218951731 3.9975098735885721 32.690347500145435 5.1767817964282647 14.468908058523082
leaf_count=77997 2774 1418 2378 837 14232 88830 43139 31068 67110 152487 181996 258242 226581 12325 56472 60556 28057 14252 610676 6467 71852 46336 85976 2964 33904 347384 21496 13958 245482 2072 8361 76 2682 616 4987 5203 23310 3235 6377
internal_value=0 0.0110264 0.0261797 0.0354881 -0.00152261 0 0.00026706 0.00494442 -0.000206033 0.00182842 -0.00269542 0.000300913 -0.00784961 0.0172249 -0.0142778 -0.0057417 0.00324086 0.0053223 0.00324136 0.0179255 0.0156796 -0.00643427 -0.00785014 -0.0139544 0.000228423 -0.00217578 0 0.00623924 -0.00973787 -0.013482 -0.0209661 0.0468462 -0.00935219 -0.0142058 0.00824661 0.00393484 0.0018548 0.00740634 0.0101698
internal_weight=0 91.6468 28.6833 22.5401 62.9635 2562.68 2502.89 262.624 2240.26 1172.76 1067.5 652.812 414.691 68.2389 251.844 335.103 77.386 837.658 768.127 69.5307 138.683 123.94 59.7898 30.8629 73.5848 584.573 71.7891 51.0618 257.717 52.1511 28.1817 17.5637 36.7148 29.0192 44.7081 26.2487 162.846 22.2512 17.0744
internal_count=2864165 39828 6065 3291 33763 2824337 2649039 268812 2380227 1206807 1173420 685061 488359 79435 283053 486582 88613 720225 699506 20719 153882 114930 175298 97301 82030 605626 66522 45026 397969 48408 94337 2454 17530 14848 38891 16233 205306 11030 7795
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=12 1575202 1 1050856 94208 15990899 299 2657740 12845572 2097584 12 1 356 220 39 2621496 9 3328 17039362 1 1 114 5
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=25
split_feature=0 1 0 10 8 1 2 0 2 2 3 7 0 2 0 2 1 7 0 1 2 9 0 7 2 2 1 4 3 1 7 3 1 3 2 0 0 3 1
split_gain=1.32394 1.46647 1.83413 1.10389 1.44276 2.03777 2.92803 1.95583 3.48594 2.30545 1.78705 1.39159 1.33494 0.977436 0.952767 0.83511 6.15584 1.53564 1.01073 0.852163 2.064 1.52208 1.21581 1.00538 1.99735 1.41219 0.804928 0.642553 0.559801 0.543157 0.535705 1.06647 2.63004 0.970002 0.786346 0.469606 0.436678 0.416546 0.37904
threshold=53.500000000000007 0 75.500000000000014 1 2 3 4 1.5000000000000002 5 6 1.0000000180025095e-35 7 5.5000000000000009 8 1.5000000000000002 9 10 11 2.5000000000000004 12 13 14 2.5000000000000004 15 16 17 18 19 7.5000000000000009 20 21 1.0000000180025095e-35 22 1.5000000000000002 23 2.5000000000000004 15.500000000000002 1.0000000180025095e-35 24
decision_type=2 1 2 1 1 1 9 2 9 9 2 1 2 9 2 9 1 1 2 1 9 1 2 1 9 9 1 1 2 1 1 2 1 2 9 2 2 2 1
left_child=3 2 -2 4 5 7 -7 8 -1 37 12 -11 -8 14 29 16 17 -6 -18 23 21 -21 -22 25 -25 -17 -16 35 -12 -5 -15 32 -32 38 -35 -28 -34 -9 -33
right_child=1 -3 -4 13 15 6 10 9 -10 11 28 -13 -14 30 26 19 18 -19 -20 20 22 -23 -24 24 -26 -27 27 -29 -30 -31 31 33 36 34 -36 -37 -38 -39 -40
leaf_value=0.0010542399443639469 0.034187987713621977 -0.0025471984198406628 0 0.007368365597543192 -0.00067352851354969176 0.0031818644080970093 0.0020567265962444124 0 -0.017495603992289121 0.017447791246451613 -0.024222270891943523 0 -0.015896548317143187 0.0065833658751549345 0 -0.0017614404032087899 0 0.030376923022421967 -0.013957821211210475 0 -0.014156457402332807 0.01894994495275714 -0.00072252555272853515 0.008302391237716018 -0.012888051002194015 0.0072660877191343095 0 0 0 -0.0047055267815055623 0.0097190520571917554 0.014758976740453764 -0.02188380464312991 0.0034477342310356828 -0.010201802084771228 0.029109568805677249 0 -0.0077953122918121877 0
leaf_weight=254.48809900729975 13.603919553948797 10.202891126507891 19.356212672500988 27.959181917947717 5.2688286733318819 81.091453175000424 88.546293958757815 51.118390541421832 102.95453077230832 117.03639507929984 120.38106086408879 34.471800549494219 23.449473266358837 50.964286506896315 18.25719608500367 188.66895137574465 51.277341393528332 57.280621119542047 51.05358525821066 81.616525753081078 130.33873140608193 29.578243739830214 214.99385509530839 22.750427105813287 74.464507196185878 423.65949695261952 11.296968928887507 2.944999412589822 3.1976924398877591 38.668420869697002 7.3781936547165969 20.977525276874076 56.984739927065675 23.785699591753655 34.582165940271807 34.177599450966227 2.1938893272308624 60.862735636492289 12.241527553720514
leaf_count=332931 3578 7324 6896 39438 1991 173794 195770 50331 272440 149579 356315 59351 35806 78571 20701 135889 44084 19622 28328 43078 83539 10986 46157 16229 33732 199599 8385 8931 8660 54961 5946 29772 88742 47944 58410 16903 1119 69098 19184
internal_value=0 0.0137406 0.0196433 0 -0.000729173 -0.00375379 -0.00976531 0 -0.00487973 0.00593346 -0.0151257 0.0129508 -0.0021539 0.0051342 0.0106323 0.00121688 0.00711318 0.0255935 -0.00609315 0 -0.00304754 0.00617517 -0.0071285 0.002284 -0.00476804 0.00408721 0.0177089 0.0208309 -0.0231959 0 0 -0.00267194 -0.0110103 0.00192205 -0.00272674 0.0256576 -0.018387 -0.00288704 0.0122535
internal_weight=0 43.163 32.9601 2610.96 2268.55 937.598 316.666 620.932 357.443 263.489 235.575 151.508 111.996 342.412 133.304 1330.95 164.88 62.5494 102.331 1166.07 456.527 111.195 345.333 709.543 97.2149 612.328 66.6768 48.4196 123.579 66.6276 209.108 158.144 66.5568 91.5869 58.3679 45.4746 59.1786 111.981 33.2191
internal_count=2864114 17798 10474 2846316 2367309 1704075 770345 933730 605371 328359 596551 208930 231576 479007 149319 663234 94025 21613 72412 569209 183760 54064 129696 385449 49961 335488 54920 34219 364975 94399 329688 251117 95807 155310 106354 25288 89861 119429 48956
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=116 1 1 355 26217505 19956957 7447649 9 14767300 14700677 542 8 449 1311552 1 3 786472 860448 322 2 307 10 516 1048632 410
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=40
num_cat=24
split_feature=0 1 10 8 1 2 0 2 2 3 0 0 7 1 2 2 5 3 2 1 5 1 0 2 0 2 3 9 3 2 3 7 1 0 2 0 7 0 0
split_gain=1.19813 1.44539 1.0638 1.24789 1.73718 2.74667 1.66409 3.31851 1.94522 1.41791 1.20718 1.05094 0.899086 0.891611 1.61085 0.787234 0.512982 0.511411 0.437325 0.968337 0.701042 0.617392 0.360841 3.37239 1.07815 4.119 0.646969 0.450821 0.353376 0.350413 0.335231 0.329358 0.322509 0.250205 0.663877 0.369956 0.232171 0.520125 0.196579
threshold=53.500000000000007 0 1 2 3 4 1.5000000000000002 5 6 1.0000000180025095e-35 5.5000000000000009 82.500000000000014 7 8 9 10 11 7.5000000000000009 12 13 14 15 13.500000000000002 16 10.500000000000002 17 7.5000000000000009 18 3.5000000000000004 19 6.5000000000000009 20 21 1.5000000000000002 22 4.5000000000000009 23 20.500000000000004 55.500000000000007
decision_type=2 1 1 1 1 9 2 9 9 2 2 2 1 1 9 9 1 2 9 1 1 1 2 9 2 9 2 1 2 9 2 1 1 2 9 2 1 2 2
left_child=2 11 3 4 6 36 7 29 12 10 -7 16 -8 14 28 31 38 -11 19 33 21 -20 24 32 27 -26 -25 -17 -4 -1 -10 -5 -24 34 -15 -35 37 -6 -2
right_child=1 -3 13 15 5 9 8 -9 30 17 -12 -13 -14 18 -16 22 -18 -19 20 -21 -22 -23 23 26 25 -27 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.00069312559185558988 0 -0.0001243229929170897 0.0260992656563039 0 0.010326034067118857 0.0015777525150753224 0.015819578179418963 -0.018586253964178789 -0.0050046391583087246 -0.022825993647263457 -0.015360352362225688 0 0 0.011571639800384448 -0.0012604926148118865 -0.001200246673845017 0 0 0 -0.01097516050557998 -0.0026494810609330359 0.012657368437268619 0 -0.017518178986140318 0.027503950626150658 -0.0073798366455290034 0 0.0028458300192563428 0 0.0055651222710243718 0.0033897701150202111 0.014557231312574149 0.016658712864277624 -0.0072835837797786754 -0.00071727567149107527 0.0040078795324066168 0 0 0.036016889326783971
leaf_weight=205.25858778752445 1.0710259191837401 23.906244256868376 36.503994340630015 5.49159260300803 57.895479838138272 89.105166587523854 111.42918943885161 79.131203975090102 120.10854501385256 117.66298170646769 23.112594987658667 9.3321252621681179 31.474210015148856 32.582930993325135 16.648331208358286 745.32983445748687 0.64956327351683363 3.2121610955182396 66.111016735478188 40.838588784681633 23.404074013393256 66.443430631537922 13.25299601437291 80.899571830814239 25.565048736141762 27.709455242671538 1.1378200605977316 388.74099192481663 1.5022092756262271 71.769592200609623 1.9162932117615117 27.160907962264901 17.079700982721992 26.061243360629305 17.400102948464337 15.164352516658253 17.234841340190542 5.8073743034910867 8.6068544078589166
leaf_count=162422 165 12888 23850 7141 129526 195917 135464 254508 139152 352505 35467 2876 52916 71075 12305 405698 817 8725 84512 72117 45014 84921 2609 15827 4040 6446 306 186172 3146 189122 3832 31651 3348 39172 28657 14800 38111 5830 1068
internal_value=0 0.0130768 2.04046e-06 -0.00068819 -0.00351122 -0.00909272 0 -0.00456337 0.00539977 -0.0143532 -0.00230569 0.0212866 0.0122228 0.00506224 0.0138815 0.00110663 0.0326484 -0.0218183 0.000830927 -0.00183553 0.00453334 0.00818089 0.000283482 -0.00410835 0.00103889 0.0120519 -0.0143999 0 0.0216053 0.000479505 -0.00211727 0.0113947 0.0124042 0.0020686 0.00623547 0 0.00331279 0.00602829 0.0348232
internal_weight=0 43.5658 2610.15 2267.49 935.118 314.031 621.088 356.159 264.928 233.093 112.218 19.6596 142.903 342.66 54.6545 1332.37 10.3274 120.875 288.006 132.047 155.959 132.554 1299.72 112.37 1187.35 53.2745 82.0374 1134.07 38.0062 277.028 122.025 32.6525 30.3327 91.2086 49.983 41.2256 80.9377 63.7029 9.67788
internal_count=2864118 17814 2846304 2366735 1703497 766081 937416 606052 331364 592614 231384 4926 188380 479569 39301 663238 2050 361230 440268 225821 214447 169433 624446 22090 602356 10486 16133 591870 26996 351544 142984 38792 5957 153704 99732 53972 173467 135356 1233
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=36 1 1 355 26217504 20481245 809882 9 15 10508778 4214789 2 2897963 416 2 384 3154194 8914058 1 525377 2 164 532522 5
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=22
split_feature=0 1 2 0 7 5 2 1 0 3 2 1 2 1 2 2 1 7 3 7 1 0 1 0 0 0 7 2 3 10 2 3 3 0 7 0 3 3 0
split_gain=1.18514 2.97958 0.694789 0.713586 0.637555 0.535424 0.517313 0.717617 0.889675 0.593277 3.93491 0.991187 0.932244 1.55106 2.79227 2.23059 1.23763 2.0617 1.63423 1.30652 1.06386 1.04817 0.817534 0.708605 0.615471 0.53493 0.500278 0.822804 0.484383 0.438621 0.416525 0.411334 0.344492 0.30537 0.295736 0.2754 0.559097 0.265061 0.165751
threshold=30.500000000000004 0 1 68.500000000000014 2 3 4 5 7.5000000000000009 4.5000000000000009 6 7 8 9 10 11 12 13 3.5000000000000004 14 15 6.5000000000000009 16 6.5000000000000009 6.5000000000000009 14.500000000000002 17 18 11.500000000000002 19 20 5.5000000000000009 4.5000000000000009 23.500000000000004 21 94.500000000000014 4.5000000000000009 1.5000000000000002 25.500000000000004
decision_type=2 1 9 2 1 1 9 1 2 2 9 1 9 1 9 9 1 1 2 1 1 2 1 2 2 2 1 9 2 1 9 2 2 2 1 2 2 2 2
left_child=6 30 4 31 5 35 7 -1 29 12 11 -11 13 14 24 20 17 18 -14 25 -15 -21 26 -17 -8 -18 27 -12 -24 -9 -2 -4 -32 -16 -13 36 -3 -19 -36
right_child=1 2 3 -5 -6 -7 9 8 -10 10 22 34 16 15 33 23 19 37 -20 21 -22 -23 28 -25 -26 -27 -28 -29 -30 -31 32 -33 -34 -35 38 -37 -38 -39 -40
leaf_value=0 0 0.021218215867677335 -0.018234793644464276 0 -0.0023728146820664372 0 0.015228939496985384 -0.023206045812639617 0 0 0.011754886877091151 0 -0.016332434637363506 0.0020511655067729029 -0.0083891248724554859 0.0036057183923495759 -0.019335102667252663 0 0.0018397498071594195 0.0033799300266495469 -0.013035839448468157 -0.0059923027578771496 -0.016426106867072875 0.012750383545218007 0 0 -0.0059497442781305272 -0.0025773450433048684 0 0 0.039693152008915655 0 0 0 0.02472986963385905 0 0 0.0062086985060831722 0
leaf_weight=28.523494280609157 2.7656438992416952 20.051651343223064 23.449678869175845 10.750304563378448 8.1077630405634391 3.6776945041783646 52.371823376408429 22.071705469528752 2.7540325160080092 45.635124031809028 40.317234833675684 16.903647045968683 184.86492506088507 22.664826201107644 309.68733896442427 592.53372298317572 22.025252568404543 73.568086262621364 21.023534535706858 569.00595922390494 66.797436742304853 104.66296103790955 49.8489417170058 151.17377083489191 11.474600549292516 1.6350320804631326 20.523267143478733 11.298629870652801 1.5407312188908679 5.590303801087436 14.985395150957629 0.85147966793738206 0.35560873580107077 8.2966460857132898 77.276872386020841 6.2461731250223229 1.2817184487503244 46.209665170499648 0.29890074906870623
leaf_count=77594 1070 6673 12964 3386 5324 5565 71449 86309 2931 50082 31178 21098 254372 18742 269929 584006 24533 90314 23193 730295 76699 100189 46217 54923 9019 1264 21402 14033 2109 8309 2098 296 58 3256 83153 2371 395 67400 146
internal_value=0 0.0101016 -0.000261452 -0.00867962 0.00405095 0.0103239 0 -0.00706041 -0.01341 0.000307965 0.00457452 0.0147537 -0.000114878 0.00159336 -0.00306141 0.00411267 -0.00240848 -0.00713225 -0.01267 0 -0.00744355 0.00128583 -0.00620117 0.00619455 0.0106154 -0.0136637 0 0.00558752 -0.0127572 -0.0202545 0.026978 -0.0158601 0.0315959 -0.00752482 0.0195545 0.0156979 0.0181675 0.00129789 0.0223079
internal_weight=0 92.5231 74.4165 35.0515 39.365 31.2572 2560.58 58.9395 30.416 2501.64 263.643 140.115 2238 1215 381.83 833.17 1023 325.666 205.888 697.329 89.4623 673.669 123.529 743.707 63.8464 23.6603 72.1391 51.6159 51.3897 27.662 18.1066 24.3012 15.341 317.984 94.4794 27.5795 21.3334 119.778 77.5758
internal_count=2864344 40200 36974 16646 20328 15004 2824144 175143 97549 2649001 269418 154479 2379583 1088023 353653 734370 1291560 435279 277565 856281 95441 830484 114939 638929 80468 25797 66613 45211 48326 94618 3226 13260 2156 273185 104397 9439 7068 157714 83299
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=4 7358588 5 2 94208 39 15990899 288 2658188 596 644 640 162 1 8 256 220 9 3328 1 524594 2
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=25
split_feature=0 1 2 7 3 3 1 2 3 2 2 1 1 1 8 2 1 2 7 3 3 7 2 7 0 2 2 9 7 0 1 0 2 3 0 0 0 2 0
split_gain=1.06207 2.76147 0.610459 0.900144 1.17188 0.668946 0.571813 0.487442 0.483947 5.92542 3.0591 2.99191 2.40307 2.30521 2.23041 2.14552 2.02708 1.55602 1.1913 1.11983 1.315 1.1 1.01523 0.954415 1.47726 0.950197 0.949051 0.946493 0.937494 0.883799 1.1613 1.01297 0.863466 0.860543 0.820386 0.800684 0.754395 0.733948 0.687204
threshold=30.500000000000004 0 1 2 1.0000000180025095e-35 5.5000000000000009 3 4 1.0000000180025095e-35 5 6 7 8 9 10 11 12 13 14 2.5000000000000004 8.5000000000000018 15 16 17 11.500000000000002 18 19 20 21 3.5000000000000004 22 10.500000000000002 23 5.5000000000000009 15.500000000000002 1.0000000180025095e-35 10.500000000000002 24 4.5000000000000009
decision_type=2 1 9 1 2 2 1 9 2 9 9 1 1 1 1 9 1 9 1 2 2 1 9 1 2 9 9 1 1 2 1 2 9 2 2 2 2 9 2
left_child=8 7 6 -4 -5 -6 -3 -2 9 16 12 23 22 14 33 29 21 -15 -17 37 -21 -1 -10 32 25 -25 -18 -23 -24 30 -14 -31 36 38 35 -28 -11 -16 -12
right_child=1 2 3 4 5 -7 -8 -9 10 11 13 -13 15 17 19 18 26 -19 -20 20 -22 27 28 24 -26 -27 34 -29 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0.010838785085869858 0.0022465975995116304 0 -0.024970171100480054 0 -0.0012338325667614865 0.030638800319779565 0 0.023802701128872408 -0.014570382264759438 0.013598499282887675 0.0038093130505364955 0 0.0081357358504776257 0.0011117884146684125 0.0027732930030854937 -0.012786939667102072 -0.017139151850622977 0.014520521956791869 -0.0042145081744923308 -0.019257124030502185 0 0 0.0050172841665349979 -0.01721486163432814 0 0 0.014562033933877484 0.01348357425450415 -0.0086450108910316823 -0.00093802199046990199 -0.0019803913089222287 0.002232777987185052 0.00081824593939961983 -0.019059269177605417 0 -0.0051967169208964846 0
leaf_weight=40.190486623596371 3.7046772299800068 21.070281479522237 7.8382566918153316 9.5521337686368479 25.712349328503482 1.7648823976487609 8.5432084962376411 14.926475795509761 66.476501404064038 8.732493190924286 99.829651875539639 375.08881626961374 132.2821447621227 87.435781267215134 17.29454433407227 13.374003496424848 262.90696261909943 351.6897423830269 75.690206326726184 130.03295955872454 5.4837645230290937 133.02517925593929 36.551614466225146 14.281860785113167 15.485218262751003 67.200765121218865 19.070310289356712 25.534191738042864 213.92703011783851 83.508617410778243 82.514697454213092 19.40080763118749 4.8734237675671475 9.1198639363137755 4.54700516394223 36.463641342445044 1.5731737243913801 91.347265379634337 36.545933716959553
leaf_count=50768 1564 7387 2821 1938 18620 651 5648 1670 78130 6789 217072 394646 165454 125682 10565 19985 241454 340661 123909 62198 4430 174177 50386 26374 5354 69867 34974 13791 212633 71047 149041 15771 5221 24909 1185 33445 433 38789 54725
internal_value=0 0.00950445 -0.000320449 -0.00752606 -0.0135817 -0.0220903 0.00433872 0.0256996 0 0.0016727 -0.00110506 0.00942695 0.00331352 -0.00527106 0 -0.00121358 -0.00522011 -0.00995386 -0.0125789 0.00604677 0.0113234 -0.0122548 0.00944885 -0.00246051 -0.00764669 -0.0141328 0 -0.0156164 0.0121583 0.00218419 -0.000420203 0.00890955 0.00675965 -0.00836496 -0.00845873 -0.0137352 0.0151446 0 -0.0111516
internal_weight=0 93.1123 74.4811 44.8676 37.0294 27.4772 29.6135 18.6312 2561.48 1008.97 1552.51 487.236 723.726 828.78 389.654 406.77 521.738 439.126 89.0642 244.159 135.517 198.75 316.955 112.147 96.9678 81.4826 322.988 158.559 250.479 317.706 214.797 102.909 15.1791 145.495 60.081 55.534 10.3057 108.642 136.376
internal_count=2864164 40299 37065 24030 21209 19271 13035 3234 2823865 1058478 1765387 508684 886356 879031 412688 545207 549794 466343 143894 115982 66628 238736 341149 114038 101595 96241 311058 187968 263019 401313 314495 86818 12443 296706 69604 68419 7222 49354 271797
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=4 3145852 4 106 534834 19444336 6849149 26 286 169 1 4227696 420 18560 12 2 528 4 16516 2097760 1 2 641 19458 8392960
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=20
split_feature=10 0 1 7 1 2 2 0 1 1 1 1 2 0 2 0 2 3 2 0 1 1 3 0 1 2 0 0 2 0 2 3 3 0 0 3 3 0 3
split_gain=1.04083 1.16387 2.30517 1.12592 3.73495 3.98775 2.46172 1.8595 2.12694 1.7592 1.37309 1.34682 3.92139 2.73501 3.66274 3.11874 3.08202 1.841 1.17102 1.3777 1.09907 1.09857 1.0914 0.937985 0.900255 1.05518 0.879255 0.832466 0.829727 0.768918 0.648971 1.76695 0.900492 0.521482 0.513411 1.05415 0.455605 0.448648 0.435186
threshold=0 11.500000000000002 1 2 3 4 5 51.500000000000007 6 7 8 9 10 5.5000000000000009 11 7.5000000000000009 12 1.5000000000000002 13 13.500000000000002 14 15 3.5000000000000004 7.5000000000000009 16 17 102.50000000000001 5.5000000000000009 18 6.5000000000000009 19 1.0000000180025095e-35 4.5000000000000009 38.500000000000007 3.5000000000000004 1.0000000180025095e-35 8.5000000000000018 5.5000000000000009 10.500000000000002
decision_type=1 2 1 1 1 9 9 2 1 1 1 1 9 2 9 2 9 2 9 2 1 1 2 2 1 9 2 2 9 2 9 2 2 2 2 2 2 2 2
left_child=3 24 28 7 6 9 27 11 26 33 -7 13 21 16 15 -15 17 -1 22 -20 -18 -13 -14 -16 25 -2 -9 -5 -3 -12 31 -26 -33 36 -11 -36 -6 -23 -8
right_child=1 2 -4 4 5 10 38 8 -10 34 29 12 18 14 23 -17 20 -19 19 -21 -22 37 -24 -25 30 -27 -28 -29 -30 -31 -32 32 -34 -35 35 -37 -38 -39 -40
leaf_value=0 0 0.034562774873532799 -0.0042523512298195771 0.010658886708053967 0.021594678639840076 0 -0.021977153841252331 0.033815473090728736 -0.003543433778172159 0.0045675735844449448 -0.019264100534214696 0.00087398300068654722 0.014871052822566204 0 0.0060034777563809892 0.029003215050868433 0.0071338952654280315 -0.019185044797698093 0.0012664437685746149 -0.013196194529840541 -0.00044316949618776382 -0.0069777773257055729 0 -0.0088788581039083939 -0.0067538337478679229 0.013054246439435447 0 -0.0059230705704694259 0 0 -0.0060608637382069492 0.02025497970948888 0 0 0.0021086387752365012 -0.016456197732997724 0 -0.02429807196527041 0
leaf_weight=95.366416042646961 52.880356213863706 11.205294468294595 6.9747704343462855 31.419944356835913 97.954515119206917 59.010488608560991 139.72899841909202 19.541981017726361 10.735499848553443 46.398042045099828 72.664385167379805 16.479400438292942 83.031318951356297 34.656890145641228 28.295996205706615 96.343499670430901 308.32524121830829 88.641645963201881 381.1093642075175 45.729873520875117 276.57554703859569 161.13696874378729 25.787575962618575 66.770146671413386 27.888613467031973 81.954994323707069 5.4742789899319169 12.480464316773576 5.0448504269152208 9.5584714801079809 122.72661496508226 31.519630962699011 3.2084542899974613 2.9199553823418674 9.1098495776823274 21.357121900015045 0.97376504006388032 62.029518959854613 1.113100553251569
leaf_count=149133 65167 3126 7212 54911 106600 69081 137780 5171 6827 47092 85856 14624 135301 28950 15742 55423 308181 148175 324318 19076 266124 232816 48997 32328 48349 104161 2475 11905 2750 8995 178609 61566 7825 1111 4956 12431 1263 48687 1308
internal_value=0 0.00538422 0.0199907 -0.000220833 -0.00430749 0.00164577 -0.0144104 0.000828444 0.0173815 0.0112075 -0.0086013 4.80302e-05 -0.00282225 0.00259664 0.0115899 0.0203334 0 -0.0103789 0.00159729 -0.000382785 0.00327191 -0.0125891 0.00939527 -0.00154909 0.00184616 0.0074277 0.0249575 0.00122828 0.0278 -0.0151146 -0.00156268 0.00325605 0.0158369 0.0180824 0 -0.00765169 0.0206754 -0.014705 -0.0201374
internal_weight=0 343.404 23.2249 2310.72 504.689 319.947 184.743 1806.03 35.7518 178.713 141.233 1770.28 775.304 994.975 226.067 131 768.909 184.008 535.658 426.839 584.901 239.646 108.819 95.0661 320.179 134.835 25.0163 43.9004 16.2501 82.2229 185.343 62.6167 34.7281 101.848 76.865 30.467 98.9283 223.166 140.842
internal_count=2864402 478765 13088 2385637 543289 337385 205904 1842348 14473 173453 163932 1827875 823819 1004056 132443 84373 871613 297308 527692 343394 574305 296127 184298 48070 465677 169328 7646 66816 5876 94851 296349 117740 69391 108974 64479 17387 107863 281503 139088
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=1 60 5 90 10247576 21045973 188 133 800 331 862920 11028570 14772496 13652228 328 512 647 8419863 10493634 8419380
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=21
split_feature=0 1 2 0 7 2 5 3 2 1 2 1 7 0 2 7 0 0 1 7 3 7 0 3 2 1 0 0 2 1 0 10 3 0 3 10 0 0 3
split_gain=0.96468 2.55746 0.521057 0.642635 0.520678 0.506485 0.4817 0.474175 3.38346 0.948817 0.82329 1.19177 3.18841 1.59641 1.26481 0.991124 4.48315 2.04694 0.933868 1.7669 1.42773 1.08949 0.964841 0.767988 1.31594 0.547596 0.506101 0.501463 0.464981 0.463653 0.819843 0.40805 0.382018 0.318976 0.317759 0.277345 0.268551 0.244339 0.509895
threshold=30.500000000000004 0 1 68.500000000000014 2 3 4 4.5000000000000009 5 6 7 8 9 1.0000000180025095e-35 10 11 6.5000000000000009 7.5000000000000009 12 13 3.5000000000000004 14 6.5000000000000009 7.5000000000000009 15 16 1.5000000000000002 14.500000000000002 17 18 7.5000000000000009 19 5.5000000000000009 2.5000000000000004 4.5000000000000009 20 9.5000000000000018 94.500000000000014 4.5000000000000009
decision_type=2 1 9 2 1 9 1 2 9 1 9 1 1 2 9 1 2 2 1 1 2 1 2 2 9 1 2 2 9 1 2 1 2 2 2 1 2 2 2
left_child=5 28 4 32 6 29 37 10 9 26 11 12 14 -14 -7 16 -13 -17 19 20 -12 27 -23 24 -10 -25 -9 -20 -2 -1 31 -31 -4 -11 -30 -28 -35 38 -3
right_child=1 2 3 -5 -6 7 -8 8 23 33 18 15 13 -15 -16 17 -18 -19 21 -21 -22 22 -24 25 -26 -27 35 -29 34 30 -32 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=0 0 0.019395685532167611 -0.01710828526460427 0 -0.0021923983699332541 0 0 -0.0046345376055876774 0 0.027526930767691995 -0.015102347231051 -0.0037968211086803838 0 0.011301600505648952 -0.015673992152476751 0 0.030861722049725301 -0.015732715868325593 -0.018264471867345373 0.0012266555473115961 0.0015245816269334031 0.0030263049004275178 -0.006005968235739398 -0.002826243474042805 -0.016882139854015446 0.010026981853002204 0.0094934629437460911 0 0.036840464139770566 -0.02170650854136838 0 0 0 -0.0002303447050007838 0 0 0.0087681172439033322 0 0
leaf_weight=29.578264005271194 3.6658100380009273 20.789382768372896 22.73872718738858 10.732938207176629 8.0198489932226931 54.993781293007487 3.7378014080313724 28.695559580757617 48.157525726841413 38.968411754100089 181.76019709609136 92.400021089839356 146.05442804304221 381.68059676541452 53.512681904657256 385.31531139095387 19.535026186233154 82.697554673373816 21.346149455552226 119.88887694229561 21.18130351693253 571.05500138657226 104.67958941058168 9.3783028425168578 53.633462326464723 11.773656807607042 42.939633314148523 1.6285505341511441 15.080255825130735 21.075314274652555 2.7154625866241977 5.5458274855482221 0.85259074736677476 24.055813793129349 0.35735228502017058 2.5658647639211258 4.8939848259760756 6.2839598006976294 1.2966989567357803
leaf_count=79486 1520 6532 12700 3348 5352 38560 5570 43104 18608 48666 253035 97345 218583 237025 64512 381621 10762 38326 24219 157900 23256 731558 100042 11150 72839 12061 34732 1267 1692 85643 2882 8262 292 21181 50 4983 2785 2371 395
internal_value=0 0.00902887 -0.000312001 -0.00777373 0.00302103 0 0.00897748 0.000255413 0.00406705 0.0134837 -0.000110495 0.00148412 0.00447077 0.00796008 -0.0080528 -0.00138558 0.0050285 -0.00378532 -0.00227491 -0.00640497 -0.0116079 0 0.00099212 -0.00586464 -0.010131 0.00155573 0 -0.0127207 0.0245548 -0.00703755 -0.0120611 -0.0187871 -0.0147225 0.0203116 0.0292847 0.00709446 0 0.0140755 0.0163992
internal_weight=0 93.5554 74.4519 34.3243 40.1277 2561.71 32.1078 2502.79 265.062 142.119 2237.73 1216.19 636.241 527.735 108.506 579.948 111.935 468.013 1021.54 322.83 202.942 698.709 675.735 122.943 101.791 21.152 74.2011 22.9747 19.1034 58.9149 29.3366 26.6211 23.5913 67.9182 15.4376 45.5055 28.9498 28.37 22.0861
internal_count=2864215 39822 36560 16340 20220 2824393 14868 2648120 270109 155451 2378011 1086734 558680 455608 103072 528054 108107 419947 1291277 434191 276291 857086 831600 114658 91447 23211 82819 25486 3262 176273 96787 93905 12992 72632 1742 39715 23966 9298 6927
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=4 7358588 5 94208 2 15990899 356 2658188 299 2 1036 2 162 1 8 1032 393 526642 551 1 1
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=23
split_feature=10 8 1 0 2 1 3 1 0 1 3 2 2 1 1 0 3 2 3 2 1 2 0 0 0 3 2 1 0 0 2 3 0 2 2 1 11 7 0
split_gain=0.970254 1.19466 1.4646 1.58791 1.21894 2.83644 1.84659 2.06737 1.10794 2.19898 1.08686 3.14889 2.11602 1.77381 1.23318 1.07162 0.920892 1.08426 0.850698 0.809972 0.787289 0.951858 0.701138 0.695797 0.679891 0.599102 0.583502 0.568431 0.559486 0.871166 0.542248 1.72256 1.41133 0.766776 0.494737 2.22987 0.480913 1.17379 0.648032
threshold=0 1 2 30.500000000000004 3 4 3.5000000000000004 5 11.500000000000002 6 1.0000000180025095e-35 7 8 9 10 7.5000000000000009 8.5000000000000018 11 3.5000000000000004 12 13 14 5.5000000000000009 11.500000000000002 65.500000000000014 7.5000000000000009 15 16 6.5000000000000009 1.0000000180025095e-35 17 1.0000000180025095e-35 2.5000000000000004 18 19 20 21 22 12.500000000000002
decision_type=1 1 1 2 9 1 2 1 2 1 2 9 9 1 1 2 2 9 2 9 1 9 2 2 2 2 9 1 2 2 9 2 2 9 9 1 1 1 2
left_child=1 4 3 23 5 18 10 -8 20 19 12 27 13 -6 -13 -7 17 -9 28 -10 21 -2 -14 26 -5 -20 -3 -12 29 -1 31 33 -33 -22 35 -4 -36 -38 -39
right_child=8 2 34 24 6 15 7 16 9 -11 11 14 22 -15 -16 -17 -18 -19 25 -21 30 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 32 -34 -35 36 -37 37 38 -40
leaf_value=0 0 -0.0011755767770474381 -0.0050745377192854928 0.032376446363353975 -0.0044209291730525355 -0.03235716051064038 -0.0043593027712691282 0 0.033555589621140046 -0.004112201967309599 -0.0037223804887529495 -0.00094732457048128421 -0.00092447834913694641 0.01398257303896115 -0.02161276278105994 0 0 0.025341573207351573 -0.014642884675441285 0 0.0022676906687042362 0.012243054297046693 -0.014261416990007658 -0.0074944165004255702 0 0 0.010459979281660932 0.0064558394813894089 0 0.019458695831822779 -0.0061223396743685238 0 0.025132547796714862 -0.012516237956609309 4.7292882738089197e-06 0.014446975182283044 0.0015749404881189922 -0.020596842503212497 0
leaf_weight=13.606628144582826 52.84657851641532 4.5043006947380491 57.87551902118139 9.8350298381410521 29.017738447804732 35.044585747988094 24.820974828038743 5.744797459405163 11.585551705924443 6.906326866970633 15.046012691243957 95.121432459203788 260.30362283658542 119.44352457539026 95.090287876793809 3.8334513666486592 3.7099957230529972 45.823196198101869 9.8320021902618446 5.0298483673541368 3.9967529484420083 82.833495666767703 39.52709606429562 15.902180631645022 1.7279356312938023 1.4099615580416855 52.799769054530771 114.74760427683395 7.1497097153041969 23.573045970410021 103.67666272708448 31.82210320737795 14.741116935590979 30.844378905807389 1082.2550268561463 79.517806152369303 31.765496729000006 30.331679074297426 2.5131969437061334
leaf_count=64869 65143 2227 52168 140 53786 151849 54999 18835 3126 7207 40140 166062 326554 216714 218864 9558 8685 67184 52282 2750 3794 104486 42337 834 76 4557 12093 137396 18017 61213 149675 68227 21180 53981 509803 56366 18506 17772 717
internal_value=0 -0.000280239 0.00145245 0.0118598 -0.00307171 -0.0122407 -0.00117352 0.0104146 0.00513405 0.019311 -0.00311811 -0.00729576 0 0.00861879 -0.0145417 -0.0252047 0.0181491 0.0232974 0.00044311 0.0269617 0.00167643 0.00690943 -0.00459033 0 0.0290013 -0.00786248 0.00708289 0.00291014 0.00896836 0.0131253 -0.00144759 0.00209064 0.0135933 -0.00750965 0.000190505 0.00524257 -0.000318249 -0.00721886 -0.0150458
internal_weight=0 2311.87 1369.03 84.7692 942.846 94.4494 848.396 80.099 344.283 23.5217 768.297 320.005 448.292 148.461 190.212 38.878 55.278 51.568 55.5713 16.6154 320.761 135.68 299.831 73.2063 11.563 11.242 57.3041 129.794 44.3294 37.1797 185.081 81.4044 46.5632 34.8411 1284.26 137.393 1146.87 64.6104 32.8449
internal_count=2864172 2384603 670702 15370 1713901 362345 1351556 149703 479569 13083 1201853 562462 639391 270500 384926 161407 94704 86019 200938 5876 466486 169629 368891 15154 216 56839 14320 177536 144099 126082 296857 147182 89407 57775 655332 108534 546798 36995 18489
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 1 5 4289285 484 896 60 2623632 1049770 524 585 2208 10493634 647 8419863 10236306 80 8419637 8404992 13914253 192 1 1
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=40
num_cat=22
split_feature=0 2 3 0 7 2 2 0 3 1 3 2 1 0 1 1 2 0 7 0 2 7 3 1 3 2 1 2 0 0 3 3 2 2 3 1 9 1 0
split_gain=0.886342 2.30961 3.10175 1.29935 1.0867 1.82357 0.995445 1.01715 0.844135 0.734236 0.729087 0.685507 1.25036 0.52847 1.2574 0.510766 1.89863 4.07666 1.7965 1.24952 0.880013 1.34972 1.64768 1.22895 1.00745 2.0827 2.76916 1.68517 2.22542 1.25944 0.801273 1.1637 1.15364 0.857394 0.571787 0.50239 0.881624 0.455724 0.453341
threshold=11.500000000000002 0 1.5000000000000002 70.500000000000014 1 2 3 18.500000000000004 7.5000000000000009 4 1.0000000180025095e-35 5 6 13.500000000000002 7 8 9 1.5000000000000002 10 10.500000000000002 11 12 5.5000000000000009 13 1.5000000000000002 14 15 16 5.5000000000000009 1.5000000000000002 1.5000000000000002 7.5000000000000009 17 18 7.5000000000000009 19 20 21 8.5000000000000018
decision_type=2 9 2 2 1 9 9 2 2 1 2 9 1 2 1 1 9 2 1 2 9 1 2 1 2 9 1 9 2 2 2 2 9 9 2 1 1 1 2
left_child=11 2 10 -4 6 9 7 13 -7 -6 -2 12 -1 14 -3 16 17 -13 19 -19 24 23 -23 -22 27 29 -27 -17 -29 -26 33 32 -32 -18 -24 36 -9 -15 -35
right_child=1 4 3 -5 5 8 -8 35 -10 -11 -12 15 -14 37 -16 20 30 18 -20 -21 21 22 34 -25 25 26 -28 28 -30 -31 31 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=-0.01405822202917803 0.0082975588813247857 -0.0044372141789242514 0.039883881178797098 0 -0.0014118688115451665 -0.019691434990213728 -0.0046405432480880427 0.022845418149083543 0 0.014003843426394866 -0.0074943941904549701 -0.0021677859909136686 0 0 0.016081836800201494 -0.00012705102787537704 -0.0059616489084128015 0.039721458389630933 0 0 0.013517458427327428 -0.0067539714320832573 0.013433728203195151 -0.0024937153424529836 -0.0020994518615393919 0 -0.019778418970660603 0.016327254900484086 -0.0051932949772254587 0.0097577629737204963 0.0013345986667112827 0.0068837906412030237 -0.015208590159061147 0.00629875836988451 0 0 0 -0.011922367031470392 -0.001634498424490135
leaf_weight=60.012960893236595 31.270990021323087 9.9993290298298216 19.615945682351597 1.4317731871997228 4.6099510373605881 62.484092942278949 30.113766170296003 45.917199672505376 0.77599576598731701 9.9285496160300664 24.702044932055287 50.719140316075936 183.17215086079523 16.439601414211211 12.420189343087261 210.18587972570822 41.855527969360992 38.584580604954681 9.9292135847645095 2.1835267851420204 48.890042185372295 612.42730977909923 27.25608584065958 35.837244844020461 102.55408944550436 124.08611254455627 77.028239904277143 157.18839368554472 23.728817868759506 143.23937848059359 18.202530284819659 3.6741091637268246 81.092601189000561 267.41053695024675 15.86273589414486 19.617879253346473 8.1194666251249128 15.397355753084414 10.558371280887512
leaf_count=155142 11314 3698 7895 537 3843 32250 28016 12212 400 4215 26336 117252 267055 6021 6599 127419 81717 46607 9731 1238 55805 780885 29260 43815 111253 147819 100094 181364 23897 82145 31925 5335 91991 182113 21353 10941 2064 7078 5503
internal_value=0 0.00507628 0.0165186 0.0359384 0 -0.00817414 0.00388971 0.00831169 -0.0154862 0.0061646 0 -0.000304405 -0.00497389 0 0.00612663 0.000179867 0.00286768 0.0129484 0.0285771 0.0322236 -0.000576296 -0.00313428 -0.0049717 0.00571207 0.00138151 -0.0013262 -0.00847984 0.00509485 0.0112134 0.0038914 0 -0.00701038 -0.0113227 0.0020554 0.00794446 0.0147352 0.0171102 -0.00732411 0.00473953
internal_weight=0 312.844 77.0208 21.0477 235.823 77.7986 158.025 127.911 63.2601 14.5385 55.973 2345.68 243.185 54.2565 22.4195 2102.49 524.21 101.416 50.6973 40.7681 1578.28 740.273 655.546 84.7273 838.011 446.908 201.114 391.103 180.917 245.793 422.794 102.969 99.2951 319.824 43.1188 73.6545 54.0367 31.837 277.969
internal_count=2864137 163419 46082 8432 117337 40708 76629 48613 32650 8058 37650 2700718 422197 23396 10297 2278521 573412 174828 57576 47845 1705109 931118 831498 99620 773991 441311 247913 332680 205261 193398 398584 129251 123916 269333 50613 25217 14276 13099 187616
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=3158158 1 264192 8930912 458 1667080 600 70 21 10748069 3 4196118 4 680 4195348 224 1040 4227090 4194322 94 1 354
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=40
num_cat=23
split_feature=10 8 1 0 0 2 3 0 1 2 1 3 7 3 1 0 2 3 1 0 1 2 1 0 1 2 0 2 3 0 2 1 3 1 2 2 3 0 1
split_gain=0.902176 1.18192 1.26775 1.55952 1.12681 3.49016 1.17633 1.01079 2.09507 1.01029 2.04765 1.1387 1.00093 0.967944 3.0605 1.14328 0.793992 0.664717 0.717615 0.644097 0.62798 0.850048 0.60951 0.593046 0.563989 0.541656 0.499129 0.483409 1.37982 2.09634 1.18615 0.473942 0.461956 1.51669 1.47029 0.657864 3.57725 1.85646 1.54809
threshold=0 1 2 30.500000000000004 1.0000000180025095e-35 3 6.5000000000000009 11.500000000000002 4 5 6 1.0000000180025095e-35 7 1.5000000000000002 8 2.5000000000000004 9 1.0000000180025095e-35 10 65.500000000000014 11 12 13 11.500000000000002 14 15 70.500000000000014 16 1.0000000180025095e-35 2.5000000000000004 17 18 4.5000000000000009 19 20 21 1.5000000000000002 5.5000000000000009 22
decision_type=1 1 1 2 2 9 2 2 1 9 1 2 1 2 1 2 9 2 1 2 1 9 1 2 1 9 2 9 2 2 9 1 2 1 9 9 2 2 1
left_child=1 4 3 23 5 17 9 20 16 10 26 -12 -7 15 -15 -11 -9 18 -1 -5 21 -2 -14 25 -19 -3 -6 -22 30 -30 -29 -8 35 -34 -35 36 37 -4 -38
right_child=7 2 32 19 6 12 31 8 -10 13 11 -13 22 14 -16 -17 -18 24 -20 -21 27 -23 -24 -25 -26 -27 -28 28 29 -31 -32 -33 33 34 -36 -37 38 -39 -40
leaf_value=0.011489324674843714 0 -0.0012110649745114583 0.021419813459585491 0.031019811664453958 -0.011932896852394343 0 0 0.03236379388441956 -0.0040353758537053242 0 0.017719740538253585 0 0 0.013339467363507254 -0.011531062965706176 -0.013566442960434577 0 0 0 0 -0.0066871603342937864 0.011265823126130642 -0.025850561770959696 -0.0072547420790291563 -0.012529051381516124 0.0097467706735113197 0 0.0042679613228382473 0 0.025024943224829944 -0.013697790782610684 0.017588618689984604 -0.0042007436234763025 0.017641308745929309 0 -0.0018475618845114556 0.0035391923387030435 0 -0.01446282325862506
leaf_weight=29.955883946578979 52.925874526365078 4.5201155855902471 82.654720556645771 10.167325351852922 54.003332649263029 15.370837680075056 2.0755547761073103 12.042960961378411 6.8687347306840847 113.32913039535561 61.725070804241113 98.056767102985759 2.9023094392214261 65.635133278887224 49.148093232921383 135.39262617895292 5.0225160542904659 45.610341007639363 152.16190437020487 1.72757832717616 70.288937440185691 83.90906685902155 82.703662200797226 15.78646845964249 25.160556752383854 53.389192456277669 0.65722670660761551 12.733460534538606 44.560743727983208 20.371968307037605 36.441698681330308 9.3127733526125649 66.222871445817873 67.761758049382479 67.033796522184275 883.15428668334789 33.335235283404472 23.76184554581414 60.384965210825612
leaf_count=47011 65039 2229 39834 140 119545 43384 5285 3126 7203 132982 144724 238989 6550 62860 79725 146443 2750 101913 167230 76 97317 104734 308467 834 87231 12093 974 13635 94671 27263 63217 20449 41496 41600 36249 418102 25706 9360 43787
internal_value=0 -0.000341868 0.00137804 0.0110342 -0.00311359 -0.00734386 0 0.00488338 0.018381 -0.00143239 0.00294655 0.00909949 -0.0198601 -0.00475966 0.000560453 -0.00825802 0.0259438 0 0.00311509 0.0277274 0.00153947 0.006209 -0.0235834 0 -0.00674812 0.00632841 -0.00811515 -0.00114643 0.00116973 0.0105578 -0.0065932 0.0159399 0.000183735 0.00439596 0.010079 -0.00042417 0.00388678 0.0155821 -0.00721226
internal_weight=0 2313.1 1369.9 85.5907 943.201 353.865 589.336 345.166 23.9342 577.947 214.442 159.782 100.977 363.505 114.783 248.722 17.0655 252.889 182.118 11.8949 321.232 136.835 85.606 73.6958 70.7709 57.9093 54.6606 184.397 114.108 64.9327 49.1752 11.3883 1284.31 201.018 134.796 1083.29 200.137 106.417 93.7202
internal_count=2864223 2385268 671506 15372 1713762 761786 951976 478955 13079 926242 504232 383713 358401 422010 142585 279425 5876 403385 214241 216 465876 169773 315017 15156 189144 14322 120519 296103 198786 121934 76852 25734 656134 119345 77849 536789 118687 49194 69493
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 1 5 19236061 60 9476922 526 12 106 10493634 406 647 8419863 512 809 10236306 8192704 8404994 536 288 14680307 1856260 608
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=40
num_cat=26
split_feature=0 1 0 10 8 3 2 2 1 0 3 1 7 1 1 0 2 1 2 7 0 0 2 2 2 3 7 1 0 0 1 1 2 3 11 2 1 7 0
split_gain=0.863673 1.17714 1.58915 0.839746 0.999746 0.93088 3.95975 2.42964 2.78164 1.60432 1.12002 1.34512 0.836628 1.01791 0.873673 0.79728 0.724713 0.699406 3.44438 1.3021 0.843709 1.24749 1.89428 1.10432 0.709865 0.686547 0.658481 0.634633 0.545306 0.853515 0.741861 0.646614 0.412734 0.358488 0.29063 0.288673 0.233807 0.204875 0.442717
threshold=53.500000000000007 0 71.500000000000014 1 2 1.0000000180025095e-35 3 4 5 1.0000000180025095e-35 6.5000000000000009 6 7 8 9 5.5000000000000009 10 11 12 13 18.500000000000004 10.500000000000002 14 15 16 3.5000000000000004 17 18 5.5000000000000009 3.5000000000000004 19 20 21 13.500000000000002 22 23 24 25 131.50000000000003
decision_type=2 1 2 1 1 2 9 9 1 2 2 1 1 1 1 2 9 1 9 1 2 2 9 9 9 2 1 1 2 2 1 1 9 2 1 9 1 1 2
left_child=3 2 34 4 5 7 12 8 -1 -10 11 -8 14 -14 -7 26 28 18 -6 25 21 23 -23 -19 -22 -20 -9 -17 29 31 -30 -5 -21 -26 -2 -3 -12 -4 -39
right_child=1 35 37 16 17 6 10 15 9 -11 36 -13 13 -15 -16 27 -18 20 19 32 24 22 -24 -25 33 -27 -28 -29 30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.010064046646211765 0.031441681870625973 0 0.0044630330957089199 -0.00034971158021643853 0.021992580271265119 0.0026231926815737227 -0.0021185668148057907 0 0 0.021514636744738157 -0.00087740720910738838 -0.021428709786116409 -0.0014356636380234277 0.011478779589241955 -0.013658925796802945 0 0 -0.0081533470187494135 0.012084005866764886 0 0.00017628994322781261 0.021169866684144809 -0.0021825601180817051 0.00065015606711431415 -0.019799174228328349 0 -0.010266660670055836 -0.019059892813486495 0 -0.0086220189764495206 0.021499520297923416 0.010708825043690112 -0.0078449842853653071 0 0 -0.008133461283711077 0.0069509689386925214 -0.011425335449095192 0
leaf_weight=21.145516377544482 12.833467147123882 1.2008497214847009 3.048309839272406 20.185584031045437 48.289976542931981 11.641728090024115 119.19381067466202 239.11139323779207 68.467242905820967 88.34635585162323 4.3872705022076826 138.0403705550516 35.066971384934732 118.16955133660485 13.230861849115174 13.150896815976012 223.58086556305352 124.03761756108725 66.629463417470106 38.73446821908874 2.9125742827600334 29.029418545454973 25.320615094504319 827.57742697189678 25.766226877109155 10.784005587251157 29.055452445310948 25.413677321281284 3.4585414894827409 10.468968778586712 20.792673669158834 66.50982770313567 136.02007095195586 0.059328674455172314 0.40470906569680565 8.9054293214576301 7.6839999353069288 14.925955447950406 3.4783410942036417
leaf_count=51794 2888 903 769 23687 13448 29006 263398 305922 140311 159752 11774 391950 87464 134084 20588 6379 347061 65861 18035 18497 1236 6308 9038 480094 9270 4686 41256 37711 2694 9414 8493 87764 37690 21 171 6384 21789 5100 1490
internal_value=0 0.0109091 0.0165241 0 -0.00070592 -0.00323943 -0.00637543 0 0.00814244 0.0136682 -0.0134493 -0.0155011 0.00374222 0.00728549 -0.00449512 -0.00532881 0.0043978 0.000875342 0.00485263 0 -0.00014621 0.000236864 0.012078 -0.000482261 -0.0119601 0.00751313 -0.00152556 -0.0159382 0.00947782 0.00134175 0.0195248 0.00702296 -0.00545624 -0.0153448 0.0302012 -0.00235954 0 0 -0.00451632
internal_weight=0 44.7971 34.6908 2612.26 2267.27 932.105 447.415 484.691 177.959 156.814 269.305 257.234 178.109 153.237 24.8726 306.731 344.996 1335.16 300.458 252.168 1034.7 1005.97 54.35 951.615 28.7381 77.4135 268.167 38.5646 121.416 97.1644 24.2512 86.6954 174.755 25.8256 13.2382 10.1063 12.0713 21.4526 18.4043
internal_count=2864180 17705 10418 2846475 2367362 1703178 960053 743125 351857 300063 688911 655348 271142 221548 49594 391268 479113 664184 92356 78908 571828 561301 15346 545955 10527 22721 347178 44090 132052 120865 11187 111451 56187 9291 3059 7287 33563 7359 6590
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=116 1 1 11307024 1070510 520 585 2 184 236 14767172 29 6295813 6 3671306 2695170 9437328 3 258 66 548 328354 1 8389144 537 4
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=40
num_cat=24
split_feature=0 1 0 10 8 2 0 1 3 1 0 1 2 0 2 1 2 0 1 2 1 2 2 7 3 5 3 1 3 7 3 3 3 0 1 2 2 0 1
split_gain=0.826443 1.14028 0.902619 0.716034 0.952962 0.801786 3.16886 1.44236 1.11904 1.6433 1.21435 1.95657 0.72966 0.7221 0.685989 0.664566 0.652377 0.6286 1.73933 0.659296 0.543926 1.30061 0.919089 1.87872 1.25156 0.468845 0.459192 0.364013 0.324291 0.303747 0.289489 0.277317 0.268257 0.23349 0.227164 1.91067 1.61589 0.828163 0.744654
threshold=53.500000000000007 0 82.500000000000014 1 2 3 1.5000000000000002 4 3.5000000000000004 5 5.5000000000000009 6 7 19.500000000000004 8 9 10 11.500000000000002 11 12 13 14 15 16 2.5000000000000004 17 5.5000000000000009 18 7.5000000000000009 19 1.5000000000000002 7.5000000000000009 3.5000000000000004 55.500000000000007 20 21 22 1.0000000180025095e-35 23
decision_type=2 1 2 1 1 9 2 1 2 1 2 1 9 2 9 1 9 2 1 9 1 9 9 1 2 1 2 1 2 1 2 2 2 2 1 9 9 2 1
left_child=3 2 25 4 5 6 15 31 10 -10 14 -12 -11 -9 -7 -1 29 20 19 32 21 -5 24 27 30 33 -26 -24 -25 -6 -22 -8 -19 -2 35 -18 37 -36 -37
right_child=1 -3 -4 17 16 8 7 13 9 12 11 -13 -14 -15 -16 -17 34 18 -20 -21 22 -23 23 28 26 -27 -28 -29 -30 -31 -32 -33 -34 -35 36 38 -38 -39 -40
leaf_value=0 0 -7.8874800385564511e-05 0 0.017642255278370881 0 0.0049648361779647335 -0.010817058491674024 0.018612887739070574 -0.0031738713824685234 0 0 -0.01866781248017715 0.020370588086191892 0 -0.0024076629948601566 -0.026843923118184256 0.011929859181049919 0.035816168072772381 -0.0038040065562784486 0 0.001184075946060113 -0.0015290487985750154 0.01065781527859834 -0.013141589763069745 0.019299672608753232 0 0 0 0 0.013134121827550298 -0.0076859417136668539 0 0 0.031665476168151234 -0.0017145952649986224 0.0012067111271855137 -0.0039742563315455018 0.0083037270790317329 -0.006699065242045334
leaf_weight=17.663477159318063 1.1743106481008005 23.872473214083584 9.5101695265329891 22.857470861097681 5.4948549519467633 120.98983138481162 24.938839971073325 29.854295315581115 35.355760310525511 7.1623375042927364 86.601357225845277 70.518102316309523 36.894702105553733 1.9971869225846592 462.21146092074559 36.546924915787713 104.87676883721724 11.884507469920205 6.7563049547752625 4.8845308918826076 72.719696591870161 22.907607366156299 25.943104658537777 120.67646326367685 26.146403977749291 0.6999222969607225 3.9317835462570647 9.9801902075560047 0.7723360212839897 27.995590031168831 16.566859413360362 0.56116368832590424 0.3220424242026646 9.7006305113318358 49.293503882843652 279.60943456288078 547.16675105865579 196.52040085411863 124.44087917421712
leaf_count=84951 165 12568 2864 18214 7142 304628 58410 70479 70250 23923 74273 113806 51251 4031 647239 198287 41029 2898 7085 2688 117328 20415 31481 171616 49901 841 9565 15382 2189 32774 30847 1222 158 1068 45206 121165 255617 102373 58829
internal_value=0 0.0106279 0.0180352 0 -0.000684695 -0.00316167 -0.0102753 0.00187614 -0.0013748 0.00741132 -0.00297649 -0.010063 0.0160613 0.0127246 -0.000179171 -0.0240021 0.000854527 0.00402055 0.0148568 0.0223829 0.001172 0.00831059 0 -0.00533801 0.00473096 0.0280814 0.0164824 0.00663576 -0.0115045 0.0101085 0 -0.00687635 0.0281157 0.0302782 9.2325e-05 0.00184439 -0.000706552 0.00505576 -0.000936659
internal_weight=0 44.9575 21.085 2613.04 2266.69 931.295 111.562 57.3515 819.734 79.4128 740.321 157.119 44.057 31.8515 583.201 54.2104 1335.4 346.349 23.8474 17.0911 322.502 45.7651 276.737 157.372 119.365 11.5749 30.0782 35.9233 121.449 33.4904 89.2866 25.5 12.2065 10.8749 1301.91 508.927 792.981 245.814 404.05
internal_count=2864158 17506 4938 2846652 2366885 1702750 417380 134142 1285370 145424 1139946 188079 75174 74510 951867 283238 664135 479767 12829 5744 466938 38629 428309 220668 207641 2074 59466 46863 173805 39916 148175 59632 3056 1233 624219 221023 403196 147579 179994
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=36 1 1 12677893 540 897 195 2216 2097314 644 4214789 60 10493634 519 11275200 5325886 2 2 416 2 793 10748544 1050954 265
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=40
num_cat=23
split_feature=0 1 0 10 8 2 0 1 3 1 0 1 2 0 1 2 0 0 2 2 2 2 0 2 1 7 7 0 0 0 0 3 1 1 1 3 3 5 2
split_gain=0.757228 1.08955 1.2075 0.702937 0.804499 0.847872 2.94114 1.23771 0.9486 1.50784 1.11667 1.77379 0.676602 0.660432 0.622553 2.9458 0.730517 1.0995 1.75814 1.03047 0.68058 0.615486 1.66757 0.613646 0.591295 0.552674 0.534929 1.2382 0.939744 0.436595 0.371167 1.30782 0.811931 0.741042 0.393765 0.344246 0.265453 0.248863 0.246324
threshold=53.500000000000007 0 75.500000000000014 1 2 3 1.5000000000000002 4 3.5000000000000004 5 5.5000000000000009 6 7 19.500000000000004 8 9 18.500000000000004 10.500000000000002 10 11 12 13 11.500000000000002 14 15 16 17 10.500000000000002 7.5000000000000009 55.500000000000007 3.5000000000000004 1.0000000180025095e-35 18 19 20 13.500000000000002 7.5000000000000009 21 22
decision_type=2 1 2 1 1 9 2 1 2 1 2 1 9 2 1 9 2 2 9 9 9 9 2 9 1 1 1 2 2 2 2 2 1 1 1 2 2 1 9
left_child=3 2 29 4 5 6 24 36 10 -10 23 -12 -11 -9 15 25 17 19 -19 -16 -18 22 30 -7 -1 -6 27 -17 -28 -2 31 33 -33 -5 -32 -22 -8 -24 -3
right_child=1 38 -4 21 14 8 7 13 9 12 11 -13 -14 -15 16 26 20 18 -20 -21 35 -23 37 -25 -26 -27 28 -29 -30 -31 34 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 0 0 0 0 0.004952206198320569 -0.010321762684959915 0.017277726629235927 -0.0030132453393886729 0 0 -0.017665058589204963 0.019388162034130421 0 -0.006160032376896339 0.016529545318738317 0.00018906743586949849 0.020094298149796675 -0.0021433624247412793 0.0010544546186810092 -0.019056590053305199 0 0.027906474578258806 -0.0020905711565581118 -0.02498521068927621 0.021433925987684427 -0.0086865389251662775 -0.0042190876552125065 0.002262536260898874 0.030693339944519685 0.00043375114927899771 0.0028192804745492432 -0.01140709943958977 0.016983185819905971 -0.0087415932044747312 0 0 0 -0.0071778988973953588
leaf_weight=10.884002881501146 1.4964135079644645 7.0302596449764678 16.42513978338684 15.030262667714849 8.4361141237895936 121.00911678811644 24.635512939043114 30.535530685145204 35.231189310983609 7.1071180339949933 86.531775628543983 69.177128268638626 37.513055322664513 1.9911395589297161 214.12823056382331 23.078180124532086 2.9071084159077145 29.636266754037933 25.29454978153808 737.21669111019582 25.269001255685005 195.83118460909463 11.340005968377227 460.58934710734229 42.648392857906401 60.105110020638676 129.2102665972634 8.4179798348341119 72.085999304777943 10.752415926792308 7.7706018616736401 30.965873637469485 22.062928058949183 39.448349787970074 22.394588293784185 0.05924345599487324 0.54031053498329029 1.2829176622326457 9.4599165711260884
leaf_count=53551 413 5228 5391 17975 2793 304821 56159 72537 70027 23845 74219 112382 51756 4047 138752 7274 1236 6308 9038 408479 9270 307259 2388 646025 230837 17922 55267 712 8444 2324 5875 47742 38506 42288 16070 21 1229 1677 4079
internal_value=0 0.0102709 0.0165257 0 -0.000578646 -0.00286938 -0.0100813 0.00146827 -0.00107954 0.00696705 -0.00259437 -0.00937765 0.0152686 0.0116749 0.000821792 0.00457051 -0.000128085 0.000205972 0.0112956 -0.000454375 -0.01118 0.00408001 0.00807751 0 -0.0233852 0.0183968 -0.000501273 0.00580828 -0.00353098 0.0283791 0.000667259 0.00462949 -0.00250377 0.0135475 -0.00373484 -0.0146825 -0.00641302 0.0263997 -0.0011131
internal_weight=0 45.1641 28.674 2610.37 2264.24 928.394 111.235 57.7025 817.159 79.8514 737.307 155.709 44.6202 32.5267 1335.84 301.334 1034.51 1006.28 54.9308 951.345 28.2354 346.127 150.296 581.598 53.5324 68.5412 232.792 31.4962 201.296 12.2488 137.673 107.507 53.0288 54.4786 30.1652 25.3282 25.1758 12.6229 16.4902
internal_count=2864166 17435 8128 2846731 2366951 1701435 418360 133972 1283075 145628 1137447 186601 75601 76584 665516 92412 573104 562577 15346 547231 10527 479780 172521 950846 284388 20715 71697 7986 63711 2737 168456 146511 86248 60263 21945 9291 57388 4065 9307
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=100 1 1 12677893 540 897 195 2216 29 6297861 3671306 2695430 9437328 14767812 2097314 4 8 4 403 276 132 2 8391256
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=40
num_cat=24
split_feature=0 2 3 1 7 0 1 1 0 1 1 2 0 2 1 3 3 7 2 1 2 3 1 3 1 8 2 7 0 0 1 7 0 2 2 2 0 0 0
split_gain=0.728079 1.15262 2.05569 2.12127 1.47962 1.25095 1.19062 1.17876 1.0872 2.8507 1.58376 0.804074 0.85173 0.738143 1.0845 1.63625 1.53228 1.517 1.89664 1.23456 0.957923 0.956767 2.23582 1.37512 1.00161 0.880789 0.86796 0.78583 0.762358 0.760795 0.722951 0.693316 0.690728 1.37228 1.26727 0.533238 0.528313 0.525795 0.506983
threshold=4.5000000000000009 0 2.5000000000000004 1 2 9.5000000000000018 3 4 14.500000000000002 5 6 7 7.5000000000000009 8 9 4.5000000000000009 1.0000000180025095e-35 10 11 12 13 1.5000000000000002 14 8.5000000000000018 15 16 17 18 1.0000000180025095e-35 2.5000000000000004 19 20 1.0000000180025095e-35 21 22 23 15.500000000000002 2.5000000000000004 92.500000000000014
decision_type=2 9 2 1 1 2 1 1 2 1 1 9 2 9 1 2 2 1 9 1 9 2 1 2 1 1 9 1 2 2 1 1 2 9 9 9 2 2 2
left_child=13 4 8 -4 7 -5 11 -2 9 -3 -10 -6 -13 21 26 16 17 19 -19 -16 -17 24 37 -24 28 30 -15 -27 31 -22 -26 -1 34 -34 -18 -9 -12 -23 -7
right_child=1 2 3 5 6 38 -8 35 10 -11 36 12 -14 14 15 20 32 18 -20 -21 29 22 23 -25 25 27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0027981333095488405 0.0041084894421016625 -0.0074934954429692439 0 -0.0044158609984803259 0.029047408309479036 0.0108980920579095 0 0.011377032523984691 -0.022405274289118472 0 0.013111180296291934 0 0.011743604979703512 0.003191435480510256 0 0.0010136880733838405 0.017750670633865574 -0.0025299423628108186 -0.010147712183182138 0.019841525147707414 0 -0.016747394541297918 0.0024594061976024053 0.0057957601443129093 0.016989935241442485 0.0011347423160491181 0 0 0 -0.0069767214131124834 -0.015743829723248427 0.003991130656077666 -0.0085888439568138492 -0.017303893563544104 -0.019430790883813887 -0.017148810166076903 0.010610686227871029 0
leaf_weight=6.3126164275454357 17.274153959733667 28.142145330290077 16.147450452073826 29.355724756314885 104.08097565385833 22.951974802184854 307.31275821904273 1.8101250864128815 30.215992273464508 67.595311161901918 1.3539410456578505 51.923988006841682 74.466051291979966 80.755530131889827 65.482196394503262 40.684474417364981 15.428380499846751 60.899892713612644 35.877655828335264 99.979227440329851 39.221486454525802 65.439564291518764 164.35930235051001 6.1073284210870034 50.632501981775931 37.71426683581376 533.13931603424135 13.311393829164443 81.931419708747853 12.998404491052495 45.980852358272386 38.286288556364525 96.42795192480844 143.37807825799609 106.16755098211888 21.906112198543273 15.783094639948102 24.144859867403284 0.78748763525800214
leaf_count=9036 7531 28698 15039 21065 95382 7606 177691 1018 15684 61370 1300 27785 32950 162795 70538 31446 33721 47333 43050 105672 48366 93694 332246 11157 71305 24293 518154 9430 91817 13040 124859 68254 102578 144606 176941 9452 12705 14225 289
internal_value=0 0.00290412 -0.00227087 0.00785811 0.00526462 0.016119 0.00706452 -0.00647182 -0.0095492 -0.01456 0 0 0.00560707 -0.000602224 0.000487166 -0.00185163 -0.00411287 0.000736539 0.00949772 -0.00381497 0.00803471 -0.00367218 -0.00775601 -0.0136184 0 0.00539396 0.0036221 0.0134118 -0.005231 0.0137808 0 -0.0129299 -0.0081849 -0.00270752 -0.0143347 -0.01545 -0.0108683 0.00244296 0.0271486
internal_weight=0 791.107 212.333 69.2426 578.774 53.0952 537.784 40.9904 143.09 95.7375 47.353 230.471 126.39 1864.66 1330.44 716.545 623.641 262.239 96.7775 165.461 92.9044 534.22 260.051 170.467 274.169 147.639 613.895 51.0257 126.53 52.2199 96.6134 44.5989 361.402 239.806 121.596 23.7162 17.137 89.5844 23.7395
internal_count=2864121 515565 163756 43999 351809 28960 333808 18001 119757 90068 29689 156117 60735 2348556 1498240 817291 724439 266593 90383 176210 92852 850316 451322 343403 398994 229887 680949 33723 169107 61406 196164 77290 457846 247184 210662 10470 14005 107919 7895
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=10510188 645 8 418 165 904 102 2660 9007904 269 1 4195522 578 2100236 130 401 1 2061 5 518 12 2359322 1050628 520
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=40
num_cat=25
split_feature=10 1 2 7 1 2 2 1 1 0 1 0 1 0 2 0 2 2 0 2 1 0 1 0 0 0 3 3 0 2 2 0 11 3 2 1 5 1 2
split_gain=0.692433 0.778447 1.16798 0.763996 2.94314 3.12128 2.45634 1.44881 1.3516 1.32214 1.84166 1.18403 0.887621 3.7766 2.634 1.94268 2.19539 1.70869 1.5899 1.45204 0.940988 0.871977 0.788987 0.756235 0.685738 0.618068 0.598428 0.568838 0.432048 0.424966 0.403211 0.380121 0.373135 0.372907 0.358726 0.892334 0.520407 0.712228 0.653685
threshold=0 1 2 3 4 5 6 7 8 51.500000000000007 9 4.5000000000000009 10 13.500000000000002 11 3.5000000000000004 12 13 28.500000000000004 14 15 9.5000000000000018 16 2.5000000000000004 102.50000000000001 71.500000000000014 4.5000000000000009 10.500000000000002 6.5000000000000009 17 18 133.50000000000003 19 1.5000000000000002 20 21 22 23 24
decision_type=1 1 9 1 1 9 9 1 1 2 1 2 1 2 9 2 9 9 2 9 1 2 1 2 2 2 2 2 2 9 9 2 1 2 9 1 1 1 9
left_child=3 2 -2 9 6 7 11 33 -7 12 24 30 13 14 22 17 18 23 -17 -15 -19 -16 -1 -14 32 26 -9 31 -10 -13 -5 -8 -11 -6 35 -3 37 -36 -39
right_child=1 34 -4 4 5 8 27 25 28 10 -12 29 15 19 21 16 -18 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 36 -37 -38 38 -40
leaf_value=-0.0014678806377857935 0.019277242421432771 0.0017065266873657369 0 0.01258956437519668 -0.0092118528330391095 0.00076220449118870239 -0.023441437471252421 0.01838644036539246 -0.017025304782331545 0.030843787061526295 -0.0035911734747492785 0 -0.014070028175982092 0.00092409847906420057 -0.0076095019572022127 0.017342589129821308 0 0.0050278800258551923 -0.0029396417516799282 -0.025516819559782012 -0.0020561959260554218 0.0043866509872970572 0.0092497743549749024 0 0 0 0 0 0 -0.012330988392425076 0 0 0 0.00026563522895641065 0 -0.010877166149893579 -0.0018364265250012961 0.015740401446651474 0
leaf_weight=26.944607405523129 36.143492984570912 86.759589487897756 21.520947091412381 30.125617327226792 16.203798199814628 61.122455133656331 107.84400734848168 124.8505511802714 73.511688545015204 20.484708842428518 10.759306159990954 4.7469302758399863 100.24241366891511 6.5305735781876137 307.67385678572009 176.92721521274143 208.56124305282719 297.32069614979446 8.9406426897767215 48.138944029517006 322.64798622977105 19.576432664864114 230.42445525792209 17.025601650624594 5.4414663478382854 1.7784037320816413 13.488179236999711 0.81576069451693811 10.302238097880034 19.237951926479585 17.397504989154186 0.20088862920238071 0.53297133113665651 18.826005367765902 70.122047362732701 38.505981985028484 23.979957617790205 54.116170935347327 15.839063213148618
leaf_count=30148 23653 145939 15624 46885 12560 73852 105873 121167 88447 4906 6731 3187 211334 5338 290191 132206 120536 308869 4099 23633 364523 8905 311105 19346 2462 698 14287 839 9950 17559 29475 133 250 16655 90030 67574 46028 69312 19798
internal_value=0 0.00436695 0.0123578 -0.000171083 -0.00357059 0.00158096 -0.0127015 0.0102345 -0.00720596 0.000665325 0.0144544 0 0 -0.00273077 0 0.00180343 0.00730579 -0.000896432 0.0140533 -0.0225114 0.000985399 -0.00558762 0.00707235 -0.010416 0.0218764 0.014516 0.0165959 -0.0203761 -0.0138088 -0.00938774 0.0095583 -0.022829 0.0294663 -0.00150144 0.000423205 -0.0020428 0.00380763 0.00691512 0.0117788
internal_weight=0 346.987 57.6644 2308.63 500.452 320.083 180.369 175.147 144.936 1808.17 37.2185 71.508 1770.95 639.289 584.619 1131.67 394.429 737.237 185.868 54.6695 619.969 327.25 257.369 117.268 26.4591 140.117 138.339 108.861 83.8139 23.9849 47.5231 108.045 21.0177 35.0298 289.323 125.266 164.057 140.077 69.9552
internal_count=2864107 477958 39277 2386149 541567 337616 203951 165367 172249 1844582 14349 97106 1830233 669320 640349 1160913 256841 904072 136305 28971 673392 299096 341253 230680 7618 136152 135454 106845 98397 20746 76360 106006 5156 29215 438681 213513 225168 179140 89110
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 15 10508394 5 90 1858968 21570293 768 800 188 676 15755543 8929518 9527696 1069328 328 512 8832 524501 1 2635819 416 2 384 8668496
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=40
num_cat=21
split_feature=0 1 2 2 7 3 3 1 9 2 1 3 2 1 2 2 0 1 0 1 7 1 0 0 3 3 2 1 3 2 1 3 0 3 0 2 0 0 3
split_gain=0.615228 2.0282 0.537746 0.431296 0.784736 1.02943 0.600081 0.452993 0.421345 1.15133 1.36526 0.988472 0.908107 1.12652 1.99611 1.4581 1.42826 1.10287 0.970149 1.99112 0.935397 2.82402 1.44007 0.833213 0.758199 1.63186 1.1644 0.751742 0.78351 0.680172 0.537803 1.23717 2.97139 0.831554 1.85705 1.79232 0.779982 0.403137 0.402667
threshold=30.500000000000004 0 1 2 3 1.0000000180025095e-35 5.5000000000000009 4 5 6 7 1.0000000180025095e-35 8 9 10 11 14.500000000000002 12 2.5000000000000004 13 14 15 4.5000000000000009 1.5000000000000002 5.5000000000000009 3.5000000000000004 16 17 7.5000000000000009 18 19 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 20 1.0000000180025095e-35 8.5000000000000018 2.5000000000000004
decision_type=2 1 9 9 1 2 2 1 1 9 1 2 9 1 9 9 2 1 2 1 1 1 2 2 2 2 9 1 2 9 1 2 2 2 2 9 2 2 2
left_child=8 2 -2 7 -5 -6 -7 -3 12 11 -11 -10 20 14 38 18 17 -17 23 -20 21 -1 -23 -15 25 26 -12 -13 -29 -26 31 36 -33 35 -35 -32 -22 -24 -14
right_child=1 3 -4 4 5 6 -8 -9 9 10 24 27 13 15 -16 16 -18 -19 19 -21 30 22 37 -25 29 -27 -28 28 -30 -31 33 32 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0052604252096243691 0 0.0090287052862154347 0.02563315498916436 0.0018552163820587204 0 -0.023490407907377598 0 -0.0013687221071413114 0.0048578720773027502 0.012742328394748762 0.011129723002570801 0 -0.0010519519973394861 0.0019672558908032842 -0.012553941891960397 0 0.008177181279903703 -0.01102510362822073 0.010107411951490571 -0.0093721815811026038 0.0087710133725654536 -0.023373053429246379 0.0077777542468075757 0.015625098213552704 0.015736836489565496 -0.016234833803711567 -0.0032246102464256266 -0.020018605309776633 0 0 0.01196317493498867 -0.0020796716496432779 0.021651056235168855 0.0023457207299701476 -0.01310785503157169 -0.0051974151442682444 -0.0027629820251740683 -0.0056187556466669661 0.0073574648573160074
leaf_weight=93.652629046813672 3.7828936682199128 22.030829347524559 16.722391210365462 8.0140299151826184 9.6680443762015766 24.640120013573327 1.8175443806394458 8.6035883219883562 37.442583546260721 127.15578925030786 46.27810048659012 70.671160945508745 103.24878403530056 278.57025774133399 211.23982578043251 103.14809981242433 25.325458487175638 219.43035080393383 33.479538097210025 109.79258641268098 52.658136811856821 52.058650423194194 13.509195966369591 56.421442477207165 12.683542297556412 35.567824153338734 87.935261666250881 39.688184784929035 2.0438043893518616 3.8906644490634816 109.62188489002438 49.585141217758064 89.228353149796021 148.51989408502413 86.866640468091646 46.401478913910978 158.74215108075441 14.324791605584322 42.588021063910674
leaf_count=102431 1513 7386 1732 2743 1932 17319 660 5483 11385 72092 25994 34755 152989 374355 394776 124276 8795 274236 37065 121749 65463 62245 7632 69445 8913 22952 57130 17280 903 3500 105189 74509 50472 187951 70890 93256 117755 6996 67983
internal_value=0 0.00714067 0.0209758 -0.000649705 -0.00675189 -0.0125737 -0.020682 0.00273993 0 0.00259423 0.00608892 -0.00301625 -0.000647791 -0.00253459 -0.0069512 -4.64813e-05 -0.00499208 -0.00762625 0.00307987 -0.00208456 0.00148838 -0.00386587 -0.015252 0.00618474 0 -0.00258669 0.00150846 -0.00842854 -0.0146885 0.0115798 0.00325884 0.00594396 0.012534 0 -0.00306388 0.00559547 0 0 0.000505242
internal_weight=0 95.2794 20.5053 74.7742 44.1397 36.1257 26.4577 30.6344 2561.77 463.357 313.511 149.846 2098.41 1183.24 357.077 826.168 347.904 322.578 478.264 143.272 915.169 173.545 79.8926 334.992 186.355 169.781 134.213 112.403 41.732 16.5742 741.624 350.214 138.813 391.41 235.387 156.023 211.4 27.834 145.837
internal_count=2864130 38768 3245 35523 22654 19911 17979 12869 2825362 254904 190581 64323 2570458 1625669 615748 1009921 407307 398512 602614 158814 944789 179304 76873 443800 118489 106076 83124 52938 18183 12413 765485 308199 124981 457286 258841 198445 183218 14628 220972
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=4 526642 3145852 4 106 1 8745998 124 10781711 104 18354960 4278496 640 18 2 905 525200 417 2099440 110 8651778
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=40
num_cat=27
split_feature=10 8 9 2 2 1 7 1 2 1 0 1 2 0 0 3 0 2 3 3 2 1 1 3 1 7 2 2 2 2 3 0 1 7 2 0 2 1 3
split_gain=0.648889 0.691465 0.963517 2.30683 1.13403 3.24437 3.09713 1.07978 1.69066 0.922756 1.42814 0.683648 1.09843 0.739091 0.630803 0.583173 0.495561 0.497204 0.459935 0.435246 0.395558 1.28215 0.937693 0.338667 1.30403 1.25823 2.19925 1.24616 0.548105 0.466137 2.81779 1.78097 1.44786 0.847936 0.816577 0.80743 0.323177 0.375072 0.46911
threshold=0 1 2 3 4 5 6 7 8 9 30.500000000000004 10 11 1.0000000180025095e-35 65.500000000000014 1.5000000000000002 11.500000000000002 12 6.5000000000000009 1.5000000000000002 13 14 15 4.5000000000000009 16 17 18 19 20 21 1.5000000000000002 1.5000000000000002 22 23 24 5.5000000000000009 25 26 1.0000000180025095e-35
decision_type=1 1 1 9 9 1 1 1 9 1 2 1 9 2 2 2 2 9 2 2 9 1 1 2 1 1 9 9 9 9 2 2 1 1 9 2 9 1 2
left_child=1 2 4 -4 7 -6 15 20 -9 10 16 12 -2 -14 -12 -7 17 19 -10 -3 21 -1 -22 29 28 26 -26 -27 -25 30 31 -11 -32 34 -31 -35 -13 -38 -39
right_child=11 9 3 -5 5 6 -8 8 18 23 14 36 13 -15 -16 -17 -18 -19 -20 -21 22 -23 -24 24 25 27 -28 -29 -30 33 32 -33 -34 35 -36 -37 37 38 -40
leaf_value=0.014055787572387554 -0.0018277823989078597 0.014011248958911149 0.020366929158545793 -0.007751751958938409 -0.022554152909714405 0.014203195294950519 -0.015189091570229254 0.0018756532313116759 -0.014749570532710124 0.023525145964760411 0.028204393473637603 0.0043976559213004035 0 0.023143953149010348 0 0 -0.0074174008877588606 -0.0015664202375739367 0 0 0.0024655150247329615 0 -0.010926426625055439 0.0008341803040822892 -0.0046175356842812132 0.0085963175894025311 0.020127528695748933 -0.011447252809616573 -0.0094099100603773425 0.00077728319428059783 0.0035148986213444909 0 -0.013818896381121935 -0.0025803251711293417 -0.015536344472567482 0.0038299334199927665 0.0015445230922853039 -0.011116109856438728 0
leaf_weight=48.536725704036144 6.836239384545479 33.711083762173082 19.800468952358642 9.8613603198464279 67.122540799771741 65.413766198904341 40.169932100789993 83.66829194130878 122.36113553959422 47.626917185261846 10.83940466493368 116.0081877275079 13.348897642208611 38.023493401327869 1.8143724830588315 37.20075690019803 15.854239018575752 3.6694207393011231 2.5559264248004174 21.414442040637368 66.357257608957298 333.60147666292323 38.579215781057428 22.42280403499899 14.440165357736985 7.8553391485766042 85.366562432827777 28.770402834765264 43.688181392062688 3.6498169471160509 33.351465459658357 61.333146179182222 59.636760371293349 588.07540125206287 44.991036898281891 244.58159430035448 75.146542504524405 40.83650807342201 57.299446129763965
leaf_count=118238 7696 5952 39463 21896 213333 143760 115425 190308 283353 23747 140 155853 14660 16939 76 125010 834 1904 6101 6474 182899 181451 93251 14498 8801 4604 45519 19108 27070 1741 25893 25581 44380 339961 18613 57487 118264 65106 98870
internal_value=0 -0.000164941 -0.00232945 0.00890752 -0.00329201 -0.00920306 0 -0.000652452 -0.00631971 0.0011138 0.00928002 0.00422312 0.0117277 0.0168253 0.0247742 0.00935289 0 0.00523431 -0.0127515 0.0087588 0.00150075 0.00328653 -0.00204479 6.13919e-05 0.00370108 0.00904645 0.0141048 -0.000989909 -0.0041035 -0.000430514 0.00310174 0.0134536 -0.00665956 -0.00166041 -0.0111294 -0.000278696 0.000432648 -0.00114216 -0.00522275
internal_weight=0 2308.32 935.229 29.6618 905.567 209.907 142.784 695.66 208.585 1373.09 87.303 347.499 58.2086 51.3724 12.6538 102.615 74.6492 58.7949 124.917 55.1255 487.075 382.138 104.936 1285.79 202.543 136.432 99.8067 36.6257 66.111 1083.25 201.948 108.96 92.9882 881.298 48.6409 832.657 289.291 173.282 98.136
internal_count=2864259 2386871 1714488 61359 1653129 597528 384195 1055601 479762 672383 15380 477388 39295 31599 216 268770 15164 14330 289454 12426 575839 299689 276150 657003 119600 78032 54320 23712 41568 537403 119601 49328 70273 417802 20354 397448 438093 282240 163976
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=1 1 1 3149136 25988330 538 9 539 264330 5 15 1909268 2117485 8946784 24 513 288 9 3961348 10764432 1311390 1856260 608 8 130 5326548 800
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=40
num_cat=25
split_feature=10 0 1 8 0 2 2 3 1 1 0 9 7 0 1 9 1 0 2 0 1 2 3 1 1 0 2 7 3 3 1 2 0 2 1 0 11 7 0
split_gain=0.550259 0.689341 0.946524 0.59041 0.837144 2.8959 0.996468 2.23058 4.08655 2.08875 1.12506 1.56608 0.871982 0.856365 2.23932 0.880922 0.815896 1.39846 0.638121 0.60571 0.590607 0.576249 0.524218 0.624959 0.515178 0.431502 0.460397 0.419936 0.733303 0.391792 0.368854 0.829059 0.332964 0.311173 2.67255 0.778561 0.494535 1.02161 0.625287
threshold=0 15.500000000000002 1 2 1.0000000180025095e-35 3 4 1.5000000000000002 5 6 12.500000000000002 7 8 2.5000000000000004 9 10 11 30.500000000000004 12 65.500000000000014 13 14 1.0000000180025095e-35 15 16 11.500000000000002 17 18 1.0000000180025095e-35 1.5000000000000002 19 20 9.5000000000000018 21 22 2.5000000000000004 23 24 12.500000000000002
decision_type=1 2 1 1 2 9 9 2 1 1 2 1 1 2 1 1 1 2 9 2 1 9 2 1 1 2 9 1 2 2 1 9 2 9 1 2 1 1 2
left_child=3 30 -3 4 5 22 9 13 18 10 11 -6 -7 14 -8 -15 17 25 -9 -19 -14 -10 23 -1 -24 26 29 -11 -29 -5 31 32 -2 34 -18 -36 -35 -38 -39
right_child=1 2 -4 16 6 12 7 8 21 27 -12 -13 20 15 -16 -17 33 19 -20 -21 -22 -23 24 -25 -26 -27 -28 28 -30 -31 -32 -33 -34 36 35 -37 37 38 -40
leaf_value=0.011191557779629772 0.021347161098796308 0.020172845966393346 -0.00048739459527885652 0.013168560379835395 0.027790809172567217 0 0.0074868059590290541 0.020003157843359529 0 0.00092255675261249375 0 0 0 -0.014602129977180656 -0.013519748034735003 0 -0.0074229170065606533 0.027294232515736469 0 0 -0.023059575850302952 -0.013887840617096399 0 0 -0.011072608821838088 -0.007178977437609345 -0.0015491429198765212 0 -0.01586221027167322 0 0 -0.00029595679897029633 0 5.7747613784476587e-05 0.023665462694719266 0 0.0008119744168582707 -0.019975405937366113 0
leaf_weight=30.143116518753232 12.819504489540121 13.142725543060804 3.1949730091582778 34.176571720017826 45.898080820705218 15.308378011672175 84.490928811068443 80.461362908274168 19.134436575095606 79.866680177183298 9.6414769346301892 2.7154364112066096 2.8959438602432783 140.9173443655236 44.335992208114476 4.019439630515989 49.571804347273428 11.069309280719606 6.0243991807219563 1.8143724830588315 80.852691500728724 37.681080713118718 44.030982751338342 150.27820452697779 24.093734250032867 15.744707810576072 3.6618034658604222 11.725460443143676 18.725818965314829 21.414514631760539 304.71885719043348 13.111085300130073 1.6418604778009456 1101.4370079422224 33.035630559985293 37.154492206434952 32.304306995793013 29.866421366998111 2.5075208737398489
leaf_count=47699 8231 4190 3330 5952 115510 45077 93375 82718 38393 188458 18443 6506 6556 167509 73601 6349 46602 140 23133 76 317782 62610 96739 161655 87053 834 1902 28955 46612 6474 452951 8672 326 522020 32615 17765 18744 17960 729
internal_value=0 0.00390915 0.0162068 -0.000112619 -0.0021276 -0.00580665 0 -0.00239447 0.00584197 0.0059339 0.0170252 0.023376 -0.017315 -0.00792343 0 -0.0125685 0.00105873 0.00872214 0.0174494 0.0239209 -0.0208199 -0.00924102 0 0.00347153 -0.00525167 0 0.0046831 -0.000899151 -0.00774638 0.00821854 0.00118449 0.00788091 0.0155753 5.33982e-05 0.0043536 0.0150687 -0.000269245 -0.00728866 -0.0144912
internal_weight=0 348.629 16.3377 2307 933.241 347.603 585.638 417.065 143.301 168.573 58.255 48.6135 99.057 273.764 128.827 144.937 1373.76 87.8813 86.4858 12.8837 83.7486 56.8155 248.546 180.421 68.1247 74.9976 59.2529 110.318 30.4513 55.5911 332.291 27.5725 14.4614 1285.88 119.762 70.1901 1166.12 64.6782 32.3739
internal_count=2864246 477700 7520 2386546 1714733 762561 952172 547688 206854 404484 140459 122016 369415 340834 166976 173858 671813 15378 105851 216 324338 101003 393146 209354 183792 15162 14328 264025 75567 12426 470180 17229 8557 656435 96982 50380 559453 37433 18689
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 316 1 19203293 9472802 362 145 1 12 101 1 5 2884700 512 270408 406 809 2117485 9 7 11012586 13914245 194 1 1
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=40
num_cat=25
split_feature=0 1 0 10 8 3 2 2 1 0 3 1 5 11 11 2 2 2 1 1 7 0 0 7 7 1 1 1 2 0 2 0 7 3 3 0 3 1 0
split_gain=0.536653 0.936025 1.2647 0.462558 0.511335 0.77596 2.91113 1.94715 2.29593 1.29299 1.10673 0.716471 0.699712 3.10075 2.59662 1.64951 1.43059 0.808872 2.28219 1.97302 0.7992 0.684868 0.632796 0.630233 0.628966 0.983578 0.976126 0.60917 0.605678 0.540938 0.453583 1.58197 0.349635 0.926656 0.687171 0.408868 0.324968 0.306262 0.286345
threshold=53.500000000000007 0 71.500000000000014 1 2 1.0000000180025095e-35 3 4 5 1.0000000180025095e-35 6.5000000000000009 6 7 8 9 10 11 12 13 14 15 5.5000000000000009 12.500000000000002 16 17 18 19 20 21 5.5000000000000009 22 11.500000000000002 23 1.0000000180025095e-35 1.5000000000000002 7.5000000000000009 9.5000000000000018 24 3.5000000000000004
decision_type=2 1 2 1 1 2 9 9 1 2 2 1 1 1 1 9 9 9 1 1 1 2 2 1 1 1 1 1 9 2 9 2 1 2 2 2 2 1 2
left_child=3 2 -2 4 5 7 24 8 -1 -10 11 -8 13 17 16 -15 20 18 -6 -19 -14 23 -17 -9 25 -7 -26 -23 36 -18 31 38 35 -34 -35 -32 -16 -33 -5
right_child=1 -3 -4 30 12 6 10 21 9 -11 -12 -13 14 15 28 22 29 19 -20 -21 -22 27 -24 -25 26 -27 -28 -29 -30 -31 32 37 33 34 -36 -37 -38 -39 -40
leaf_value=-0.0086874800957163021 0.025869329556872184 -0.0020701325582920746 0 0.0036450244604930605 -0.00068467271370484522 0.0048625058840590834 -0.0021700763115589951 0.00057099682047520659 0 0.019840016458673154 0.0016293483490604924 -0.017866745178927206 0.015288292397382101 0.0022290487122044516 0.035204117613411127 -0.027571181842044063 -0.017241400245828702 0.010954451503168561 0.013083794840875304 -0.002589589856601052 0 0 0 -0.0096231422894948251 -0.0018593596391377277 -0.013098313545443786 0.011044529950845556 -0.017209563901522364 0 0 0.0094821250387062666 0 -0.010648215210639377 0.010555194851643083 -0.001916399214133165 0 0 0.023318378170154912 -0.0041080191399192004
leaf_weight=20.22458162658404 14.524389035359489 9.9588454240874835 21.591398892298457 108.80764607683523 225.26165301247966 6.7250091371424787 123.36792461572441 237.07512084491464 68.297053005138878 89.99362705508247 12.306789198970362 140.0629719707249 14.631264908799494 8.8875259213673399 12.141565347759748 45.710362873796839 26.767456213288824 83.79194105816714 151.28744342646678 699.22054224097519 48.618705913002486 12.956861230792128 3.156839187082368 28.565137471072376 30.29657610646791 15.18971187292482 113.22580869375452 23.95936299895402 6.5766620812646606 11.010378305945776 43.949085092644964 1.6239781929325543 60.570396270632045 31.476345442642923 55.599059277286869 4.5215161514352067 0.40045833666226904 11.790619060353491 30.395579505144269
leaf_count=51737 3085 7002 7315 145802 124131 16222 281612 306507 140671 160904 34689 412760 19582 5142 9099 25125 49301 24028 73483 257498 63275 6203 547 41276 71313 24435 118139 36659 4892 8898 68789 1042 88445 45039 99815 4112 565 3023 21943
internal_value=0 0.00869423 0.0139896 2.0973e-05 -0.000399625 -0.00225522 -0.00517179 0 0.00786322 0.0128167 -0.0110938 -0.0131945 0.000681918 0 0.00713001 -0.0182439 0 0.00122982 0.00485212 -0.000313732 0.0064642 -0.00417139 -0.0226176 -0.00068192 0.00372819 -0.00316066 0.00687437 -0.0138581 0.0261542 -0.0113341 0.00335423 0.00675798 0 -0.00255567 0.00157892 0.00506624 0.0274727 0.0240439 0
internal_weight=0 46.0746 36.1158 2608.44 2259.71 922.247 441.175 481.072 178.515 158.291 275.738 263.431 1337.46 1217.32 120.146 57.7547 101.028 1159.56 376.549 783.012 63.25 302.556 48.8672 265.64 165.437 21.9147 143.522 36.9162 19.1187 37.7778 348.734 152.618 196.116 147.646 87.0754 48.4706 12.542 13.4146 139.203
internal_count=2864105 17402 10400 2846703 2368693 1703127 959170 743957 353312 301575 729061 694372 665566 509954 155612 30814 141056 479140 197614 281526 82857 390645 25672 347783 230109 40657 189452 42862 14556 58199 478010 171810 306200 233299 144854 72901 9664 4065 167745
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=116 1 1 2918416 1070510 520 585 2 1 1 8390785 10513948 13652318 912 17 10 3 2 108 184 258 2366884 14767812 10 66
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=40
num_cat=13
split_feature=2 1 0 3 3 0 0 0 0 0 1 7 3 3 2 0 2 0 7 2 0 3 3 0 0 0 2 0 2 3 2 3 11 0 0 3 2 3 3
split_gain=0.486851 1.86353 2.07454 1.2666 1.57822 1.6571 1.20416 1.06581 1.6044 0.90999 0.769417 2.46477 1.66633 1.59733 1.4745 1.88402 1.42509 1.51734 1.23247 4.36519 3.02139 1.36571 0.710526 0.645002 0.642967 0.636342 0.62718 0.888837 0.609813 1.01945 0.591902 0.602478 0.563285 0.789964 0.550178 0.534829 0.486566 0.433952 0.404149
threshold=0 1 30.500000000000004 1.0000000180025095e-35 3.5000000000000004 4.5000000000000009 20.500000000000004 6.5000000000000009 3.5000000000000004 1.5000000000000002 2 3 7.5000000000000009 1.5000000000000002 4 8.5000000000000018 5 14.500000000000002 6 7 36.500000000000007 1.0000000180025095e-35 4.5000000000000009 99.500000000000014 13.500000000000002 28.500000000000004 8 5.5000000000000009 9 2.5000000000000004 10 8.5000000000000018 11 8.5000000000000018 1.5000000000000002 2.5000000000000004 12 6.5000000000000009 3.5000000000000004
decision_type=9 1 2 2 2 2 2 2 2 2 1 1 2 2 9 2 9 2 1 9 2 2 2 2 2 2 9 2 9 2 9 2 1 2 2 2 9 2 2
left_child=1 2 6 -3 5 9 7 8 -1 -5 11 13 16 26 15 38 17 -12 28 21 -21 -20 -10 -4 37 -19 27 -2 29 -18 -15 -32 33 34 -16 -30 -14 -9 -13
right_child=10 3 23 4 -6 -7 -8 24 22 -11 12 14 36 30 32 -17 18 25 19 20 -22 -23 -24 -25 -26 -27 -28 -29 35 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0049547943558341592 0.015468084269421138 0.0036727438960370584 0.026424420132028465 -0.0085234741095654987 0.0018017612190178217 -0.022417453081381433 -0.011167130933997016 0.017420475035770763 -0.013209595080549117 0.0057442184038409344 -0.011111872951121432 0.0069733913115225064 0 0 -0.0042906211856862291 -0.015396949855141936 0.0020444221857493063 0.012883894924012321 0.020711035325719024 -0.028709386854265342 0.0061037307142635683 0 0 0 0 -0.00045572069635855389 -0.0071570424008760977 -0.0017624801293604977 0.002470314833432196 0.013492986136286855 0.025492167769115753 0 0 0 -0.017858293947695898 -0.0066160363293404321 0.02015378479422409 0 0
leaf_weight=279.68627940557781 16.7412962237504 127.3542942611748 32.964306690832018 61.679216673946939 73.703153520065825 59.63979777538043 14.682212536950827 76.349942814780661 60.52969272788323 44.559447994724906 168.938388759394 147.41238261680701 2.0183082766016014 12.296123728032397 160.01918329778982 30.128665651180199 414.16983104892097 19.50700224564935 22.988456374558154 59.586939141219773 4.8236337024718514 33.081150882782822 8.2508414624317066 1.9882455944316451 27.721602761259419 5.986219144833739 42.839026321424171 6.6082920476619611 156.14942181055085 112.54334274164648 35.284490585174353 1.0965220454236249 16.128985905845184 40.786498635396129 140.1532038660298 66.233373414004745 15.737373296757143 2.1024234853684893 53.009559354897647
leaf_count=262429 16478 78174 6055 74058 55354 35304 5021 27040 37391 33396 186489 180793 3043 16051 305967 28024 490585 4389 33371 64474 1870 42382 3721 603 7927 1814 43508 4062 261839 138183 42163 1449 19858 29977 142337 88032 22709 742 67369
internal_value=0 0.00228626 0.00621217 -0.00245214 -0.00695814 -0.0120617 0.00304441 0.00478523 0.000813408 -0.000390048 -0.000477339 -0.00307304 0.00099036 0.00767117 -0.00600624 0 0 -0.00677867 0.00195562 -0.00545725 -0.0197244 0.00919803 -0.00938023 0.0240327 0.0125668 0.00579248 0 0.00565871 0.00374425 0.00552556 0.018079 0.0203512 -0.0097507 -0.0109356 -0.0125811 0 0.0192918 0.0160492 0.00446111
internal_weight=0 871.211 504.276 366.936 239.582 165.878 469.323 454.641 348.467 106.239 1784.27 702.504 1081.76 114.866 587.638 230.551 1064.01 194.432 869.576 120.48 64.4106 56.0696 68.7805 34.9526 106.174 25.4932 66.1886 23.3496 749.096 526.713 48.6771 36.381 357.088 340.959 300.172 222.383 17.7557 78.4524 200.422
internal_count=2864431 627215 350929 276286 198112 142758 344271 339250 303541 107454 2237216 898036 1339180 123711 774325 276186 1313428 192692 1120736 142097 66344 75753 41112 6658 35709 6203 64048 20540 978639 628768 59663 43612 498139 478281 448304 349871 25752 27782 248162
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13
cat_threshold=15766661 173 680 12 17369346 598272 3 16938 278848 632 25090 1 262152
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=40
num_cat=23
split_feature=10 0 1 8 9 2 2 1 7 0 1 0 0 1 2 2 3 0 2 1 1 2 0 2 1 0 0 2 0 7 0 3 7 0 1 3 3 3 2
split_gain=0.472267 0.600286 0.907228 0.473834 0.808697 2.15736 1.07702 2.81031 2.69364 0.738296 0.615313 1.30001 0.571822 0.551074 1.92209 1.21157 0.4734 0.358172 0.412068 0.337948 0.326064 0.795609 0.32246 0.284516 2.40378 0.745032 0.414674 1.13325 0.548702 0.5243 0.40421 0.387456 0.383568 0.368385 1.13234 0.408791 0.256302 0.217003 0.211894
threshold=0 15.500000000000002 1 2 3 4 5 6 7 28.500000000000004 8 30.500000000000004 65.500000000000014 9 10 11 1.5000000000000002 11.500000000000002 12 13 14 15 9.5000000000000018 16 17 2.5000000000000004 21.500000000000004 18 133.50000000000003 19 7.5000000000000009 1.0000000180025095e-35 20 11.500000000000002 21 6.5000000000000009 1.5000000000000002 5.5000000000000009 22
decision_type=1 2 1 1 1 9 9 1 1 2 1 2 2 1 9 9 2 2 9 1 1 9 2 9 1 2 2 9 2 1 2 2 1 2 1 2 2 2 9
left_child=3 20 -3 4 6 19 9 -8 16 13 11 17 -13 14 -1 -15 -9 18 36 -6 21 22 -2 24 25 -12 33 29 -29 -28 -27 -26 -33 35 -35 -25 -5 -11 -22
right_child=1 2 -4 10 5 -7 7 8 -10 37 23 12 -14 15 -16 -17 -18 -19 -20 -21 38 -23 -24 26 31 30 27 28 -30 -31 -32 32 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0090996542359254411 0.020547625806430714 0.019191193157530193 -0.00050199484260304351 0.011960631055081467 0 -0.007527682536824655 -0.021110292491824289 0.012985411284887435 -0.014294973714868068 -0.014202291613541111 0.026277442693729187 0.02542840380332155 0 -0.0062919436510465556 -0.009338212785519549 0.0027917165981913177 0 -0.0070115975132179452 -0.00098238952481956884 0.022970695851167847 0.0019996990270719816 -0.00037940649555537304 0 4.4362373418602294e-05 0 -0.004533544908145914 0.0088891993726391769 -0.018376048377901473 0 -0.0029496601396833029 0.0083689574971624828 0 -0.010567366121461919 -0.0024671668418692169 0.013353467156187574 -0.0072084576082529876 0 0 -0.0026526759983651008
leaf_weight=179.78862175237009 13.102163076837313 13.570330246817319 3.2011954805493614 30.47237147374836 1.6872940279718005 9.7405410945066269 65.164122362290072 66.44074359545084 39.333838553391615 17.534100051911086 20.657982548364089 11.533157160505651 1.8414116768399242 234.89320474135002 27.278115092889493 233.01142563774556 37.102923263086268 15.669870773155706 10.340236456046105 18.537354531006716 153.97150013216014 13.155184241943063 1.6534900011029083 971.7053382127051 13.67295959414332 16.040848468197513 25.662381918955361 37.865364867873723 1.5141233302274475 6.3338900041417245 14.201042403437894 1.6162030067498563 53.841392603862914 31.386221899010707 41.478198150114622 49.596069275037735 19.136921645069378 0.19022349987062526 150.8972309491437
leaf_count=212573 8258 4189 3332 5467 2062 21544 212423 147505 114579 15325 19603 140 76 294500 71135 458045 125566 834 2874 37789 251148 8668 326 491287 7173 8997 5720 7557 439 2229 4018 1908 55912 5673 9383 37094 5983 102 202830
internal_value=0 0.00365258 0.015103 -5.16911e-05 -0.00187683 0.0083544 -0.00279784 -0.00852019 0 -0.000260255 0.000984193 0.00762833 0.0220753 0.000147951 0.00433787 -0.00131411 0.00864377 0 0.00385461 0.019517 0.00104733 0.00733984 0.0149505 7.4198e-05 0.00417693 0.0164175 -0.000224032 -0.00643791 -0.0138533 0.00204201 0 -0.00480081 -0.00881705 7.34481e-05 0.00594856 -0.000218136 0.00776899 -0.0124672 0
internal_weight=0 349.551 16.7715 2305.27 930.703 29.9652 900.737 208.042 142.878 692.696 1374.57 88.994 13.3746 674.971 207.067 467.905 103.544 75.6194 59.9495 20.2246 332.78 27.9108 14.7557 1285.57 120.03 50.8999 1165.54 71.3758 39.3795 31.9963 30.2419 69.1306 55.4576 1094.17 72.8644 1021.3 49.6093 17.7243 304.869
internal_count=2864266 478751 7521 2385515 1713148 61395 1651753 600073 387650 1051680 672367 15374 216 1036253 283708 752545 273071 15158 14324 39851 471230 17252 8584 656993 97611 32618 559382 15945 7996 7949 13015 64993 57820 543437 15056 528381 11450 15427 453978
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 316 1 1 3149136 25988330 538 9 5 538 525410 524384 20077 3 7 11012586 13914245 568 2099242 5 8 48 14763324
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=40
num_cat=26
split_feature=10 0 2 1 8 9 2 0 2 1 2 1 0 1 1 2 0 2 2 1 3 11 2 7 2 3 1 2 1 1 0 1 3 1 0 0 0 0 0
split_gain=0.449811 0.548115 0.97315 0.843291 0.456387 0.735373 2.00196 0.957878 1.29333 2.56768 0.546436 1.35785 0.521924 1.58035 0.764551 0.401781 0.390188 1.06672 0.924413 0.64786 0.474313 0.370469 1.21383 0.641462 1.21768 3.54911 1.43948 1.02171 0.938015 0.580191 0.649156 0.348086 0.336659 0.320166 0.707617 0.315506 0.285666 0.241492 0.225315
threshold=0 5.5000000000000009 1 2 3 4 5 28.500000000000004 6 7 8 9 18.500000000000004 10 11 12 3.5000000000000004 13 14 15 5.5000000000000009 16 17 18 19 1.5000000000000002 20 21 22 23 3.5000000000000004 24 5.5000000000000009 25 1.0000000180025095e-35 8.5000000000000018 9.5000000000000018 63.500000000000007 1.5000000000000002
decision_type=1 2 9 1 1 1 9 2 9 1 9 1 2 1 1 9 2 9 9 1 2 1 9 1 9 2 1 9 1 1 2 1 2 1 2 2 2 2 2
left_child=4 16 3 -3 5 7 31 8 9 -1 11 -6 14 -14 -10 -9 18 -18 33 -20 -21 23 29 24 25 -12 -26 28 -25 30 -23 -7 -17 34 -2 -24 -29 -13 -11
right_child=1 2 -4 -5 10 6 -8 15 12 38 21 37 13 -15 -16 32 17 -19 19 20 -22 22 35 27 26 -27 -28 36 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.02397751275862002 0 0 -0.00034676900632725168 0.020968668597954713 -0.00048452954306494922 0 -0.007262485292212302 0 -0.0054221301086952957 -0.0028629535244276121 -0.0015985897608361132 0.018771071178295046 0.018538123878600512 -0.0048257198303380735 0.0012225666004933432 -0.022291987459998202 0.0043426035513531086 -0.013736575195204876 0 0.011761487960084274 0 0.018052174541510143 -0.017855920325481927 -0.0037444195980190034 0.0089602271106843257 0.026658233708676007 -0.0049659264350840311 -0.0015737658084814046 0.003564678751086521 -0.002191184112151971 0 0.02206891176051122 0 0 -0.015819011725053369 0 -0.014866591624720094 0 0.0044568069661376549
leaf_weight=32.343872889010527 11.883275247950225 11.944086968593181 18.163595680656726 30.916406697171624 57.366129338472092 1.7000977909192425 9.5983701664590644 1.0568803302012382 195.24006399447171 52.354901577438795 54.96265677890915 43.92176430010295 17.576793066873506 8.3023240506881866 522.34568493457391 21.171499748757931 7.9113851860893192 22.55781438556733 37.664032070693793 132.71667675023491 2.9793162208516142 13.185015760638636 31.955710587339127 197.37853105076647 74.406430524803 48.775282988644904 171.25402266423043 139.39488437715045 490.17231978169002 9.0542129147506802 8.5130032150191237 18.969178134324469 0.23352297933888522 53.262776637442585 19.876451327058021 6.4862770377076222 27.332017482040101 0.59938248022808593 49.449985615076002
leaf_count=158036 28032 8457 14462 16127 55233 2083 21269 1894 272254 189630 24740 30873 10591 7725 877667 16832 11292 21957 55766 184863 6863 11484 16114 78719 34857 31770 73372 95821 199493 6919 4044 38346 168 91326 39387 1249 7283 151 116965
internal_value=0 0.00356212 0.0106262 0.0155371 -4.93105e-05 -0.00184319 0.00780947 -0.00273177 -0.00150949 -0.00928121 0.000964545 0.00690599 0 0.00956121 -0.000385236 -0.0165972 0.000269471 -0.00580907 0.0025563 0.00677539 0.00976535 5.71883e-05 -0.0055172 0.000747647 0.0042122 0.0115779 0 -0.000467271 0.000963574 0.00308931 0.0101472 0.0186398 -0.017343 -0.00326666 -0.00805135 -0.0135877 -0.00686374 0.0157008 0
internal_weight=0 349.876 61.0241 42.8605 2305.1 930.343 30.2676 900.076 877.614 134.149 1374.76 101.887 743.465 25.8791 717.586 22.4619 288.852 30.4692 258.383 173.36 135.696 1272.87 69.1942 1203.68 349.398 103.738 245.66 854.278 687.551 30.7522 21.698 20.6693 21.405 85.0225 31.7597 38.442 166.727 44.5211 101.805
internal_count=2864114 478532 39046 24584 2385582 1713460 61698 1651762 1632868 464631 672122 86257 1168237 18316 1149921 18894 439486 33249 406237 247492 191726 585865 39810 546055 164739 56510 108229 381316 278212 22447 15528 40429 17000 158745 67419 17363 103104 31024 306595
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 11032162 83 1 1 3149136 4289301 538 13635725 225 114 322 8667136 264352 9187491 52 1 264480 6 2648144 593 2099042 562 936 3 329
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=40
num_cat=28
split_feature=0 1 0 10 0 2 2 1 1 3 1 2 7 9 7 1 2 2 0 0 2 3 2 1 1 2 0 2 1 1 0 7 0 0 1 2 2 2 11
split_gain=0.452611 0.856043 1.15931 0.334681 0.457143 1.73755 0.659191 1.24787 1.18001 1.04617 0.508598 0.559895 1.01722 0.409343 1.24596 2.47256 1.38831 1.38057 1.46113 1.41803 1.08815 1.85587 0.962922 2.63898 1.23144 1.64428 1.03331 1.00175 0.873473 0.714078 0.754258 0.59458 0.561031 0.432261 0.40898 0.341767 0.272309 0.270232 0.245012
threshold=53.500000000000007 0 71.500000000000014 1 2.5000000000000004 2 3 4 5 1.5000000000000002 6 7 8 9 10 11 12 13 4.5000000000000009 2.5000000000000004 14 1.0000000180025095e-35 15 16 17 18 1.0000000180025095e-35 19 20 21 17.500000000000004 22 1.0000000180025095e-35 1.0000000180025095e-35 23 24 25 26 27
decision_type=2 1 2 1 2 9 9 1 1 2 1 9 1 1 1 1 9 9 2 2 9 2 9 1 1 9 2 9 1 1 2 1 2 2 1 9 9 9 1
left_child=3 2 38 13 6 34 7 37 -8 -9 35 12 -12 14 22 16 -16 18 -17 -19 -15 29 23 26 27 -26 -1 -24 31 30 -22 -23 -25 -31 -6 -7 -3 -5 -2
right_child=1 36 -4 4 5 10 8 9 -10 -11 11 -13 -14 20 15 17 -18 19 -20 -21 21 28 24 32 25 -27 -28 -29 -30 33 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0015724175808794047 0.025545237822295043 0 0 -0.0065002737186374481 0 0 0.00015121043553963727 0.019192915192933143 -0.015490238856108977 0 0.015143716996642362 -0.0034909786366215697 -0.002464193147993577 0.0065344388889504073 0 0 -0.021442330335043197 0 0.018157265385613918 -0.017068344496495604 0.018546139663214861 0.0086314814357185046 0.0044787357328931552 0 0 -0.010976086849442729 -0.013826241306261935 -0.0051806433743849072 -0.012203540165211128 0.003792098908622016 0 -0.0039382978698141082 0.013229709312041846 -0.0093211507822286346 0.019526190098170821 -0.011735799906626709 -0.0078127093706127203 0 0
leaf_weight=19.210736969685968 14.554361837901522 1.1911737357586387 21.654473377362592 39.093543994720676 1.8410373204096686 3.0298008975514676 66.789954695828783 42.95122771266324 26.240721518974169 23.409183798081358 30.2547121122916 8.6798844497970986 7.1408496700023525 233.48865062882032 17.132603734669829 97.050164611664513 84.414222322029673 89.398009860537059 34.722356890706578 45.869391693973739 38.947375649222522 18.842089415586088 411.55072739902425 56.938618726155255 420.99618219096556 195.44356304839948 56.896146534836589 81.169845446438558 102.86143379795976 4.6668221932486658 2.9454017461393951 60.702727542055072 172.62553114456023 14.013902491453335 44.348148443197715 25.673316543892728 8.7370950870681536 31.365903314843308 0.43204940737632469
leaf_count=30383 2918 873 7302 48863 1453 3247 123433 61999 50303 42901 23254 7518 4991 141485 17663 115014 121672 138884 18042 57623 13028 11117 383200 156701 329720 314647 70582 121105 52936 2008 595 33444 232754 5607 39640 27772 6122 43181 172
internal_value=0 0.00784369 0.0130589 0 0.0027823 0.00705749 0 0.00398166 -0.00533664 0.0118233 -0.000844645 0.00206578 0.00836939 -0.00041733 -0.00121875 -0.00608989 -0.0168648 0 0.006073 -0.00652868 0.00188453 -0.00188225 0 0.00480125 -0.00120218 -0.00422908 -0.00709749 0.00205481 -0.00768395 0.00882686 0.013167 0 0.0103267 0 0.0169673 -0.00836585 -0.00200807 -0.00229493 0.0243275
internal_weight=0 46.5692 36.6409 2610.7 350.818 120.968 229.851 136.82 93.0307 66.3604 74.7786 46.0754 37.3956 2259.89 1783.42 368.587 101.547 267.04 131.773 135.267 476.468 242.98 1414.83 305.671 1109.16 616.44 76.1069 492.721 182.406 60.5735 41.8928 79.5448 229.564 18.6807 46.1892 28.7031 9.92827 70.4594 14.9864
internal_count=2864152 17387 10392 2846765 478555 107875 370680 196944 173736 104900 66782 35763 28245 2368210 2107990 468898 139335 329563 133056 196507 260220 118735 1639092 490420 1148672 644367 100965 504305 97497 21238 13623 44561 389455 7615 41093 31019 6995 92044 3090
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=116 1 14701736 1396564 170 930 387 2386 3 1 5 74 17301524 2375048 5768181 11587591 832 833 21497136 265960 196 376 10 513 786944 8389144 3648 1
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=40
num_cat=22
split_feature=0 1 0 9 2 3 1 2 1 10 3 3 1 7 1 2 1 1 1 3 3 3 1 3 3 2 7 7 3 0 3 0 0 0 2 2 7 11 0
split_gain=0.430438 1.02355 1.13463 0.301985 1.00237 1.22819 1.01575 0.758894 1.04908 1.1867 0.931978 1.37862 1.05829 0.609486 1.14478 0.760019 2.1916 2.11073 0.568557 0.534127 1.64239 0.980537 0.492655 0.420821 0.403131 0.436678 0.347518 0.343351 0.380328 0.552018 0.476241 0.326163 0.314767 0.292012 0.281198 0.279154 0.272859 0.205109 0.201502
threshold=55.500000000000007 0 75.500000000000014 1 2 1.0000000180025095e-35 3 4 5 6 4.5000000000000009 7.5000000000000009 7 8 9 10 11 12 13 5.5000000000000009 3.5000000000000004 2.5000000000000004 14 8.5000000000000018 16.500000000000004 15 16 17 4.5000000000000009 5.5000000000000009 11.500000000000002 19.500000000000004 22.500000000000004 1.0000000180025095e-35 18 19 20 21 1.0000000180025095e-35
decision_type=2 1 2 1 9 2 1 9 1 1 2 2 1 1 1 9 1 1 1 2 2 2 1 2 2 9 1 1 2 2 2 2 2 2 9 9 1 1 2
left_child=3 2 37 7 5 22 -6 10 27 23 13 12 -12 15 -15 17 -17 -1 -7 20 21 -8 34 26 25 -13 -10 -9 29 -29 -30 -16 -14 -21 -5 -3 -35 -2 -24
right_child=1 35 -4 4 6 18 19 8 9 -11 11 24 32 14 31 16 -18 -19 -20 33 -22 -23 38 -25 -26 -27 -28 28 30 -31 -32 -33 -34 36 -36 -37 -38 -39 -40
leaf_value=0.0041433428605993864 0.026922877158109787 0 0 0.013102145240277278 0.011368201533721214 0 -0.0010934219689719775 0.0076464319298729646 0 0.0008080214726468364 0 0 0.021210605690392948 0.00040566680142600694 -0.012523720348086548 0.015390786827182746 -0.00049481681538330496 -0.0063987350156330738 -0.011134155258729593 0 -0.016029097096275684 0.013235487817469895 7.9555729615414059e-05 0 0 -0.0128962352964629 -0.011886640334651255 0.0024561496960676188 -0.010686997687535012 -0.0049608730205633741 0 0 0 0.014177132236438501 0 -0.0077597818170287913 0 0 -0.0070318168789667073
leaf_weight=368.42948451247139 11.70893289986998 3.1783367898751749 16.707767865373171 28.749490040907403 126.5898702566119 30.968450396991102 102.18460007698741 14.784624317137059 32.702718455715512 73.090824866347248 34.255434831087769 2.6769382260099519 60.491466856825355 143.85546687903479 103.27218474331676 90.600657037193741 164.73215755269121 305.97085662451173 94.364070156298112 3.0882597299496437 34.221697392124042 29.110621346451808 2.9588420540967482 4.2120634559541932 1.142719519077217 15.061518015172629 227.48616778488758 331.52348784656169 47.054321620298651 105.68455606035423 1.3919617235151225 6.7367593001690684 0.67521013409714115 10.776819814054758 2.5759568035573492 11.921056305582168 2.5048018252855409 0.33879993422306043 10.747256948714492
leaf_count=279356 2202 2230 5331 8064 72401 14959 64325 18582 49795 110896 31166 4505 54058 152059 117555 107799 304362 261313 41448 3278 23224 18987 1033 7868 1529 17107 421007 497449 72480 73030 2292 2460 188 7090 1367 6348 1931 133 3016
internal_value=0 0.00774046 0.0144651 0 0.00219137 -0.00259958 0.00562998 -0.00051586 -0.00287393 -0.00687176 0.000826553 0.00842416 0.0136204 0 -0.00407337 0.00112116 0.00544722 -0.000310068 -0.00840429 0 -0.00200285 0.00209445 0.00611211 -0.0101132 -0.0039414 -0.0100176 -0.0108749 0 -0.000662005 0 -0.00717469 -0.0104767 0.0182921 0.00991334 0.0104101 -0.00223029 0.0131436 0.0258886 0
internal_weight=0 43.8549 28.7555 2614.67 478.841 170.364 308.477 2135.83 837.931 337.492 1297.9 114.303 95.4221 1183.6 253.864 929.733 255.333 674.4 125.333 181.887 165.517 131.295 45.0315 264.401 18.8812 17.7385 260.189 500.439 485.654 437.208 48.4463 110.009 61.1667 16.3699 31.3254 15.0994 13.2816 12.0477 13.7061
internal_count=2864223 16244 7666 2847979 261123 69887 191236 2586856 1253399 589566 1333457 108553 85412 1224904 272074 952830 412161 540669 56407 118835 106536 83312 13480 478670 23141 21612 470802 663833 645251 570479 74772 120015 54246 12299 9431 8578 9021 2335 4049
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=100 1 10843146 120 10785871 406 1 324 5 417 1091 46 601 128 880 64 4 8 10486794 8389208 5 1
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=40
num_cat=24
split_feature=0 1 0 2 10 8 0 0 2 2 1 1 1 1 2 7 7 2 3 3 0 2 2 1 1 1 0 0 2 0 7 0 3 0 1 3 1 11 3
split_gain=0.383431 0.958871 1.07011 0.269755 0.256286 0.476977 0.833026 0.918409 2.4967 1.13691 1.76554 1.44918 0.903972 0.459365 2.24428 0.835262 0.535105 0.448106 0.445453 0.403451 0.366132 1.53533 0.619662 0.603745 0.595903 0.568485 0.373343 0.363395 2.20823 0.923677 0.319414 0.349712 0.304107 0.287798 0.276363 0.240424 0.238545 0.196411 0.133437
threshold=55.500000000000007 0 75.500000000000014 1 2 3 28.500000000000004 1.0000000180025095e-35 4 5 6 7 8 9 10 11 12 13 1.0000000180025095e-35 3.5000000000000004 2.5000000000000004 14 15 16 17 18 5.5000000000000009 13.500000000000002 19 10.500000000000002 20 28.500000000000004 5.5000000000000009 41.500000000000007 21 5.5000000000000009 22 23 6.5000000000000009
decision_type=2 1 2 9 1 1 2 2 9 9 1 1 1 1 9 1 1 9 2 2 2 9 9 1 1 1 2 2 9 2 1 2 2 2 1 2 1 1 2
left_child=4 2 37 -3 5 6 7 8 18 11 -11 -9 -10 14 16 -16 19 30 -1 -7 22 25 23 -6 -24 -22 34 29 -29 -19 -15 -32 33 -27 -23 -8 -28 38 -2
right_child=1 3 -4 -5 20 13 35 9 12 10 -12 -13 -14 17 15 -17 -18 27 -20 -21 21 26 24 -25 -26 32 36 28 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0030408530294969514 0.02664475079325318 0 0 -0.0075947418461336756 0.010697639385412516 0.008257606119953154 -0.016914380376715863 0.013739546404615484 0 0.0035539352509314395 -0.0083852234354914231 -0.0010297370281671617 -0.021645678905208819 0 0 0.017833065792656078 -0.0063702724077359541 8.7175816683174908e-05 -0.0048180381454101112 -0.0012238316323706854 0 0 3.2568180355787695e-05 0 -0.0090149881060449123 0.022856614791912602 0.0064680698241780764 0.010126179744572897 -0.014731385315642696 0.012729440807509118 -0.01239366042063266 0 0 0 -0.010212396119766258 0 -0.00052425575105857888 0 0
leaf_weight=188.08429366865676 11.765414325709571 3.1886196350096725 16.716011289317976 11.83008665316447 43.971679950023827 37.16554513387382 19.107536982555761 98.891414385449025 21.924470427915367 220.43977610612455 175.64928355103257 62.034229820881592 59.542566164716845 19.094495113473386 10.409599511127453 78.835580395199941 98.935827136825537 939.85338762571337 75.023212747932121 6.4014543468219918 8.7183790223207307 8.3928731445921567 57.915637648897246 57.072713680601737 70.960013447722304 44.732181422616122 17.244698821756174 12.565159235004101 47.709380319924094 36.196168580907397 50.368091455718968 2.2827270847046739 0.64139142460771736 0.56842247380700328 24.564335732720792 0.26794728550885238 17.211440563129145 0.33785576812806439 0.22253529215231616
leaf_count=221283 2149 2240 5334 6338 67737 10658 16173 246821 90007 299533 232726 148289 256044 7464 4239 28912 32428 535675 193376 2648 11209 8768 88158 70652 143279 37971 10671 4573 12434 8862 17630 138 1273 146 26385 272 11507 132 65
internal_value=0 0.00738102 0.0139234 -0.00208394 0 -0.00032878 -0.00213235 -0.0010407 -0.00504589 0.00105714 -0.00133615 0.00748156 -0.0168541 0.000711499 0.00441088 0.0144967 -0.00205466 0 0 0.00251388 0.0024619 0.006269 0 0.0048509 -0.00412797 0.0149273 -0.0014865 0.000434248 -0.00509331 0.00121981 -0.00618743 -0.00922971 0.0184544 0.0219149 -0.00794094 -0.0153574 0.000624755 0.0249522 0.0259692
internal_weight=0 44.0605 29.0418 15.0187 2612.78 2260.78 920.965 901.589 344.575 557.015 396.089 160.926 81.467 1339.82 231.748 89.2452 142.503 1108.07 263.108 43.567 351.994 122.074 229.92 101.044 128.876 54.6604 67.4133 1036.32 60.2745 976.05 71.7453 52.6508 45.942 45.3006 32.9572 19.3755 34.4561 12.3258 11.9879
internal_count=2864199 16258 7680 8578 2847941 2370185 1704524 1688079 760710 927369 532259 395110 346051 665661 78885 33151 45734 586776 414659 13306 477756 107930 369826 138389 231437 50599 57331 561544 17007 544537 25232 17768 39390 38117 35153 16445 22178 2346 2214
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=100 8389208 1 1 19727581 9472802 110 241 580 25 1054328 8 6 2711552 14703784 1402692 849 646 769 1053074 6 76 818 1
is_linear=0
shrinkage=0.1


Tree=91
num_leaves=40
num_cat=22
split_feature=0 1 2 2 0 0 2 1 0 0 9 1 3 0 0 2 11 1 1 2 3 1 3 3 3 2 3 2 1 1 3 2 7 3 2 2 3 0 1
split_gain=0.362129 3.17757 1.87211 0.907657 0.918801 1.31355 0.617781 1.05278 1.29548 0.550735 0.376957 0.828806 0.366466 0.346379 1.04201 3.52946 1.75477 1.35267 1.35012 2.6365 1.93833 0.872656 0.669788 0.48176 0.450316 1.70494 0.757519 2.32639 0.514394 0.416417 0.401105 2.49428 0.731806 0.365676 1.80197 0.75567 0.364324 0.269596 0.243632
threshold=18.500000000000004 0 1 2 21.500000000000004 68.500000000000014 3 4 1.0000000180025095e-35 90.500000000000014 5 6 10.500000000000002 4.5000000000000009 7.5000000000000009 7 8 9 10 11 1.5000000000000002 12 3.5000000000000004 1.5000000000000002 6.5000000000000009 13 5.5000000000000009 14 15 16 3.5000000000000004 17 18 1.0000000180025095e-35 19 20 40.500000000000007 1.0000000180025095e-35 21
decision_type=2 1 9 9 2 2 9 1 2 2 1 1 2 2 2 9 1 1 1 9 2 1 2 2 2 9 2 9 1 1 2 9 1 2 9 9 2 2 1
left_child=6 2 -2 -3 -5 -6 7 8 -1 -4 38 37 -10 24 15 16 17 -15 33 20 -20 23 -23 -17 26 -26 30 -28 -29 -21 32 -32 -8 35 -35 -16 -27 -12 -9
right_child=1 3 9 4 5 -7 13 10 12 -11 11 -13 -14 14 18 21 -18 -19 19 29 -22 22 -24 -25 25 36 27 28 -30 -31 31 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0 0.0019305092712016672 0.031543350299071196 0 -0.022991375432526644 0 0.0038637484214920875 -0.0079283033213325034 -0.020548840480329449 0 0 -0.0014176132987495206 0 0 0.008212940900325599 0.0099083000513679447 -0.0017914824690706457 0.024853663935574099 0 -0.012152791549124643 0.024804606025429578 -0.01540299682695632 0 -0.0010225384685503501 0.0061377981126152859 -0.019156146174790264 -0.0080968521264233075 0.024816807924051592 0 0 0.0070391383542356377 -0.011714144966835285 -0.00095433958332284154 0.0044981938155595445 -0.018490304291795902 -0.008226613787385954 0 0.017171261682642096 0
leaf_weight=17.42368733751573 46.7549964646023 27.241356068538153 36.001244021419552 10.538963106242589 40.915819951762387 14.992882021775584 402.0879756595823 18.630661139926815 51.689789789401402 1.6331341051554762 2.6181348572645247 22.818964201833296 0.092079462832770242 38.503536487223755 15.343871451492303 21.809139390745258 9.6767491520731692 90.929632274361211 55.225366095226491 31.558900106596411 42.394701846977114 50.153285303342273 12.280605144420404 24.481708317114681 14.630648582267893 40.425513300160674 8.9530941898774454 20.045190250020823 16.328702399536269 30.901803731161635 68.143091921856467 130.84679500540005 933.36059185252725 11.6354971195542 55.191990191120567 16.497916248379628 0.014198832650435089 22.005332107975846 203.40116451802351
leaf_count=38208 10702 11909 11420 6977 28543 7531 481758 35998 64490 1113 2876 15951 122 21068 10312 22198 6113 54153 28320 24806 15572 54295 11186 21894 19556 56082 16216 19610 16346 30527 52672 189917 1127236 10395 33273 8740 23 13825 282195
internal_value=0 0.00424681 0.0157824 -0.00583067 -0.0113606 -0.016836 0 -0.00383148 -0.0121938 0.0259833 0 0.00570497 -0.0194157 0.000532567 0.00275921 0.00718525 0.0162233 0.0205531 -0.00074723 0.00361029 0.0130204 -0.00409784 -0.0104173 0.00182674 -1.12903e-05 -0.00723156 0.000184123 0.0100533 0.0190333 -0.00751035 -0.000102842 -0.00410538 0.000350947 -0.00892853 -0.0126809 0 -0.0155458 0.0128569 -0.00222622
internal_weight=0 178.078 84.3894 93.689 66.4477 55.9087 2480.1 338.68 69.2056 37.6344 269.474 47.4424 51.7819 2141.42 506.585 247.835 139.11 129.433 258.75 160.081 97.6201 108.725 62.4339 46.2908 1634.84 55.0704 1579.77 45.327 36.3739 62.4607 1534.44 198.99 1335.45 98.6693 66.8275 31.8418 40.4397 24.6235 222.032
internal_count=2864128 78195 23235 54960 43051 36074 2785933 453665 102820 12533 350845 32652 64612 2332268 352852 190907 81334 75221 161945 99225 43892 109573 65481 44092 1979416 75661 1903755 52172 35956 55333 1851583 242589 1608994 62720 43668 19052 56105 16701 318193
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=22 2099128 3145892 1669120 785 1 96 8390560 1 74 816 2098202 848 262865 4457221 205 72 4228128 6 8650824 2097826 64
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=40
num_cat=23
split_feature=0 2 1 7 0 3 9 5 2 3 1 3 1 2 3 0 2 3 2 2 3 3 1 1 3 1 7 2 2 1 1 10 0 1 1 0 0 0 0
split_gain=0.364764 1.67379 1.92423 0.465876 0.250848 0.279472 0.245671 0.889701 1.21089 1.45054 0.967144 0.748588 0.73688 0.996356 0.615562 0.609788 0.60857 0.813872 0.53485 0.489899 1.0137 1.23236 0.794744 0.583487 0.572399 1.35953 1.74833 1.74761 0.824375 1.79123 1.36004 0.547271 0.487232 1.78953 0.51186 0.442539 0.37042 1.12472 0.498647
threshold=30.500000000000004 0 1 2 141.50000000000003 4.5000000000000009 3 4 5 1.5000000000000002 6 1.5000000000000002 7 8 7.5000000000000009 21.500000000000004 9 1.5000000000000002 10 11 4.5000000000000009 7.5000000000000009 12 13 1.0000000180025095e-35 14 15 16 17 18 19 20 1.0000000180025095e-35 21 22 16.500000000000004 5.5000000000000009 1.5000000000000002 18.500000000000004
decision_type=2 9 1 1 2 2 1 1 9 2 1 2 1 9 2 2 9 2 9 9 2 2 1 1 2 1 1 9 9 1 1 1 2 1 1 2 2 2 2
left_child=6 3 -3 -2 5 -5 19 8 9 32 -11 -9 13 15 -12 -10 17 -14 -13 20 24 22 -22 36 28 27 -27 -26 30 -30 -1 -25 34 -34 -8 -20 37 -21 -38
right_child=1 2 -4 4 -6 -7 7 11 12 10 14 18 16 -15 -16 -17 -18 -19 35 23 21 -23 -24 31 25 26 -28 -29 29 -31 -32 -33 33 -35 -36 -37 38 -39 -40
leaf_value=0.011058710217194623 0 0.021630377009458895 -0.0022092796534914556 -0.016019035122221453 0 0 0 0 0.025905434656006143 0 -0.020566584024376555 0 -0.0015068623757616053 0 0 0 -0.005973551454087447 0.010005640226681954 0.023650862932387443 -0.0021319863237914609 0 -0.0030425657305992535 0.017631297266813836 -0.006729624495523702 0.013045941922260855 0 -0.014900891040844164 -0.0025137414275838484 0.0029440083494258092 -0.010771466988170253 -0.00072152816127091907 0 0.010006684760215335 -0.011763807221454016 0.013983522759412377 0 -0.0079418503368841181 0.0084808022384066234 0.001239299066362917
leaf_weight=151.18309152948859 5.9702888827014249 43.96179085955373 20.135115491473698 23.311553652034497 1.109672108941594 2.2149256067641536 3.4696637646702584 17.348421553193475 22.340875395137122 24.755994517996442 65.186012189136818 3.1056556130497484 47.029929306838312 37.76273011178273 3.7786888290720517 1.0926318974525191 55.547790582160815 78.004930603048706 27.390520705761453 156.83767453774635 38.256484127843578 18.430094503022701 57.489300712346449 338.33175913457035 66.949621702660806 240.14325011255642 112.30878975714222 135.68357544667742 232.31049528473159 97.487214656612196 113.19455505444057 100.03294816024572 23.490302698701271 43.540933416908956 11.718015931932312 0.87324866253766131 81.654349094766076 136.44945008182549 18.518147777795093
leaf_count=137962 2208 9580 10066 13726 956 1041 1678 18327 9339 12034 25745 5258 26748 20240 1668 209 27265 45194 33583 320284 37218 22842 48041 578346 105963 283905 139093 121580 226729 107190 78172 163851 7263 15377 4932 898 58604 134262 6762
internal_value=0 0.00545159 0.0132883 -0.00540634 -0.0103367 -0.0140015 0 0.0019517 0 -0.00553818 -0.0131226 0.0117067 0.00441226 0.0113587 -0.0168606 0.0196333 0 0.00402694 0.017256 -0.000515933 0.000543194 0.00852703 0.0133344 -0.00241392 -0.000187721 -0.00264205 -0.00636882 0.00269392 0.00164128 -0.00102557 0.00559734 -0.00478963 0.0011373 -0.000488832 0.010513 0.0186023 0 0.00220637 -0.00404551
internal_weight=0 96.7033 64.0969 32.6064 26.6362 25.5265 2561.7 466.436 417.718 175.94 93.7207 48.7178 241.779 61.1962 68.9647 23.4335 180.583 125.035 31.3694 2095.26 1263.44 114.176 95.7458 831.824 1149.26 555.085 352.452 202.633 594.175 329.798 264.378 438.365 82.2189 67.0312 15.1877 28.2638 393.46 293.287 100.172
internal_count=2864139 37577 19646 17931 15723 14767 2826562 255758 197692 68697 39447 58066 128995 29788 27413 9548 99207 71942 39739 2570804 1308695 108101 85259 1262109 1200594 650541 422998 227543 550053 333919 216134 742197 29250 22640 6610 34481 519912 454546 65366
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=534818 172 4 1 2 8477706 260 570 1311429 6816052 13185029 10781775 325 150 777 9 32844 8651782 59 961 1 96 96
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=40
num_cat=23
split_feature=0 1 0 2 2 1 3 0 1 2 3 3 2 1 1 2 9 7 0 2 3 10 7 1 2 1 0 0 7 2 0 3 3 11 7 7 3 3 0
split_gain=0.330526 0.880153 1.02025 0.260023 0.248267 1.4742 1.08523 0.907115 0.788042 1.62795 1.34973 0.814094 3.00743 1.95686 1.83182 2.14897 1.49937 1.08315 1.09883 0.885776 0.657385 1.00092 0.651807 0.512983 0.420233 0.411932 0.32982 0.324492 0.317321 0.310793 0.301454 0.424259 0.189341 0.189175 0.166223 0.128018 0.126534 0.125783 0.143239
threshold=55.500000000000007 0 75.500000000000014 1 2 3 1.5000000000000002 1.0000000180025095e-35 4 5 1.0000000180025095e-35 2.5000000000000004 6 7 8 9 10 11 1.0000000180025095e-35 12 5.5000000000000009 13 14 15 16 17 7.5000000000000009 13.500000000000002 18 19 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 20 21 22 6.5000000000000009 6.5000000000000009 150.50000000000003
decision_type=2 1 2 9 9 1 2 2 1 9 2 2 9 1 1 9 1 1 2 9 2 1 1 1 9 1 2 2 1 9 2 2 2 1 1 1 2 2 2
left_child=4 2 33 -3 5 6 7 -1 9 -6 -11 14 20 24 17 23 -17 29 -19 -15 21 -13 27 -16 -14 -22 28 30 -8 -10 31 -7 -32 36 -28 -9 -2 38 -5
right_child=1 3 -4 37 8 22 26 35 11 10 -12 12 13 19 15 16 -18 18 -20 -21 25 -23 -24 -25 -26 -27 34 -29 -30 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.021057419054601498 0.025515750819663341 0 0 -0.012342039494617804 0.0041569808104297409 0.0064840617810379975 6.582472010821626e-05 -0.0018182898384639318 0 0 -0.019797448616083888 -0.011992510933796656 0.0010615098054798766 0 -0.0004475396203467675 -0.0086014757248843859 0.0013209359717665044 0 0.010424807729452524 0.015142651623047452 -0.0019677255929855045 0.0020278557377353293 -0.006572462637930542 0.0071507521791064821 -0.0083311528119320057 0.00811954539148909 0.0063270307572082189 -0.0043919855260375644 -0.0067274883375700173 -0.01100520260938017 0 -0.0055930552188102785 0.013466286492206393 0 0 0.0031891172141840438 0 0 0
leaf_weight=25.319130907708313 12.074625395558542 3.2146612240758259 16.794390285926056 10.951606052985875 47.224537491380033 24.440457349715871 0.9699384433843079 6.8044580587666132 7.183470875810599 30.171431294642389 60.719664784799534 114.94734233969848 4.5129190527604806 37.09277691882744 41.293168683989279 481.51432773647139 138.15809710323083 174.97417614730875 260.25803748304679 253.52444388616641 15.046881823625879 18.005082559269795 394.93134747464319 170.56251326215352 38.053695200709626 20.982110613587793 19.08557653594471 5.5373582129250272 88.240357811442664 11.644499657006238 6.3775152339076184 32.455324301039582 11.392714837718811 0.34181570299551722 1.8096546988235811 70.657552296826907 0.2215310755127583 0.38866060640430156 0.40219480810628816
leaf_count=30628 2146 2231 5365 5629 58124 36713 1100 4877 2869 22390 62371 172290 7360 40655 53480 560304 69135 165188 181234 202259 23381 30794 677316 179579 21338 30080 2953 4617 79447 11501 6802 52317 8990 133 948 46830 65 221 461
internal_value=0 0.00678515 0.0131531 -0.00197438 0 -0.00155403 0.0041987 0.0107897 0.000607072 -0.00544835 -0.0124762 0.00134803 0.00464471 0.00998397 0 -0.00276337 -0.00587815 0.00485864 0.00650726 0.0130933 -0.0045655 -0.008229 -0.00483983 0.00464273 -0.00367008 0.00131503 -0.000505889 0.000544131 -0.00469791 -0.00666341 0.00498238 0 0.0108395 0.0238413 0.00371667 0 0.0248541 -0.00743738 -0.0107799
internal_weight=0 44.3895 29.4324 14.9571 2613.89 688.021 212.887 102.781 1925.87 138.116 90.8911 1787.75 502.165 333.184 1285.59 831.528 619.672 454.06 435.232 290.617 168.981 132.952 475.135 211.856 42.5666 36.029 110.106 80.2034 89.2103 18.828 74.666 56.8958 17.7702 12.638 20.8952 77.462 12.2962 11.7425 11.3538
internal_count=2864121 16251 7709 8542 2847870 953538 166783 82335 1894332 142885 84761 1751447 528157 271612 1223290 862498 629439 360792 346422 242914 256545 203084 786755 233059 28698 53461 84448 109439 80547 14370 104822 89030 15792 2344 3901 51707 2211 6311 6090
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=100 8389208 26042890 770 514 2097348 2097604 13 13 4196736 1 8 2048 1 12 64 34817 328 8 3076 1 1 4
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=40
num_cat=24
split_feature=0 2 1 10 8 0 0 2 2 3 3 1 5 11 11 2 2 7 2 1 1 2 0 0 2 0 0 1 1 3 7 0 1 1 0 3 3 3 1
split_gain=0.294584 0.854318 0.421096 0.26144 0.448445 0.795922 0.765107 2.08632 1.10997 1.96201 1.55464 0.904508 0.597053 2.63685 2.4189 1.54549 1.36539 0.765777 0.702457 1.47189 1.20967 0.554814 0.551998 0.490188 0.332286 0.563024 0.959587 0.742087 0.426058 0.347148 0.330893 0.590209 1.21646 0.848431 0.503658 0.324056 0.306608 0.242842 0.240955
threshold=55.500000000000007 0 1 2 3 28.500000000000004 1.0000000180025095e-35 4 5 1.5000000000000002 1.0000000180025095e-35 6 7 8 9 10 11 12 13 14 15 16 12.500000000000002 5.5000000000000009 17 11.500000000000002 3.5000000000000004 18 19 1.5000000000000002 20 2.5000000000000004 21 22 6.5000000000000009 9.5000000000000018 1.0000000180025095e-35 2.5000000000000004 23
decision_type=2 9 1 1 1 2 2 9 9 2 2 1 1 1 1 9 9 1 9 1 1 9 2 2 9 2 2 1 1 2 1 2 1 1 2 2 2 2 1
left_child=3 2 -2 4 5 6 7 36 10 -10 -8 -9 13 18 16 37 17 -14 19 -6 -20 35 -17 -18 25 26 27 -5 -28 -27 31 33 -33 -26 -34 -16 -1 -15 -32
right_child=1 -3 -4 24 12 -7 8 11 9 -11 -12 -13 14 15 21 22 23 -19 20 -21 -22 -23 -24 -25 30 29 28 -29 -30 -31 38 32 34 -35 -36 -37 -38 -39 -40
leaf_value=0.0024849556822928221 0.01750728399411524 -0.0013778344861405858 0 -0.00087205677825437236 0.0093855917115001995 -0.015016618115418282 0.016598498116195966 0 -0.0069827734692001113 0.006259766184221892 0 -0.020373246019421948 0.014764271337060614 0 0.032778813506618779 -0.026106250807312981 -0.016882138761195934 0 0 -0.002560115218939851 0.0092654464748031969 0 0 0 0 0.01946843990947238 0 0.010815097845709394 -0.012143364309188241 0 0.0071786301737546757 -0.0074014006887386796 0.018195364246247105 -0.013123606574314993 0 0 -0.0040537968318590913 0.0088410329342852503 0
leaf_weight=189.26238476916478 18.391185693239095 19.682538310851669 6.4741664373723351 27.55714716570219 78.242819305509329 19.173225123915472 66.892701841756207 21.657323988381904 256.8461540010976 138.81355440204061 95.422211920802511 57.952087460037546 14.880085094977403 3.9948160335479752 14.413609407827604 44.222268779878505 26.522146583811264 48.694843455254158 243.4614418061974 638.35835841373773 202.66775540509843 4.7512447868357439 3.2290637361002146 11.148283900052773 42.43963315091969 10.053251134391756 3.6563860880996799 65.499296652342309 20.260409229187648 1.778361191289149 46.7211344474199 13.97381958841288 18.207699621780193 50.902485224112752 15.387885699165052 0.43403007059532761 74.186978183731298 4.9024681585142389 35.383238031958172
leaf_count=222027 4050 10070 2155 35828 20931 16083 159726 90038 327685 201179 240605 254769 19644 2126 10352 25123 49000 62989 127526 231399 99425 3619 557 8936 65734 2102 1301 84942 14931 679 63579 15896 23286 105404 10363 597 193084 3016 53378
internal_value=0 0.00649666 0.0133591 0 -0.000308624 -0.00206203 -0.000989154 -0.00466129 0.000880988 -0.00148338 0.00723746 -0.0155626 0.00069534 0 0.00663112 -0.0169115 0 0.00612804 0.00118432 -0.00043206 0.00419534 0.0249283 -0.0213633 -0.0112123 0.00250518 0.00582067 0 0.00635539 -0.00926226 0.0167308 0 -0.00279982 0.00172749 -0.00762529 0.0113252 0.0257509 0 0.00220806 0.00393508
internal_weight=0 44.5479 24.8654 2611.95 2260.13 920.207 901.033 343.059 557.975 395.66 162.315 79.6094 1339.92 1219.08 120.844 56.3486 101.245 63.5749 1162.73 716.601 446.129 19.5989 47.4513 37.6704 351.821 128.805 116.973 93.0564 23.9168 11.8316 223.016 140.912 47.5694 93.3421 33.5956 14.8476 263.449 8.89728 82.1044
internal_count=2864134 16275 6205 2847859 2370436 1705196 1689113 759918 929195 528864 400331 344807 665240 510103 155137 30822 140569 82633 479281 252330 226951 14568 25680 57936 477423 139783 137002 120770 16232 2781 337640 220683 49545 171138 33649 10949 415111 5142 116957
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=12322504 228 1 1 19727581 9476898 580 2 1 1 8390785 10513948 10 2960545 17 400 2366886 6379076 564 516 1 643 646 398
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=40
num_cat=18
split_feature=2 1 3 2 0 1 3 1 5 2 0 8 5 1 3 0 3 2 0 7 2 3 1 0 3 0 3 7 3 7 0 0 3 0 0 1 3 7 0
split_gain=0.278495 1.18941 1.22069 1.37526 1.14796 1.16564 0.983902 0.842606 1.43356 1.28983 0.77759 0.726156 0.831316 1.10141 1.28001 0.884373 0.707785 0.705195 0.671 0.664267 0.556917 0.797281 0.857396 1.22525 0.556843 0.578991 0.548152 1.43075 2.31149 0.945749 1.28248 0.531574 0.621356 0.524795 0.5084 0.503192 0.496628 1.68568 1.11414
threshold=0 1 4.5000000000000009 2 33.500000000000007 3 3.5000000000000004 4 5 6 4.5000000000000009 7 8 9 1.5000000000000002 1.0000000180025095e-35 8.5000000000000018 10 1.0000000180025095e-35 11 12 1.0000000180025095e-35 13 15.500000000000002 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 14 2.5000000000000004 15 11.500000000000002 1.5000000000000002 2.5000000000000004 99.500000000000014 81.500000000000014 16 2.5000000000000004 17 5.5000000000000009
decision_type=9 1 2 9 2 1 2 1 1 9 2 1 1 1 2 2 2 9 2 1 9 2 1 2 2 2 2 1 2 1 2 2 2 2 2 1 2 1 2
left_child=4 2 3 31 7 19 34 8 9 -1 -10 24 13 17 -15 -14 20 -13 -11 -6 26 22 -22 -24 -9 -26 29 28 -28 -3 -31 -2 -33 -21 -5 -27 38 -38 -23
right_child=1 16 -4 6 5 -7 -8 11 10 18 -12 12 15 14 -16 -17 -18 -19 -20 33 21 36 23 -25 25 35 27 -29 -30 30 -32 32 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0093196059769377077 0.010336766042675985 0 -0.018631818679004097 -0.011359387389521573 0 -0.00063510428671912126 0.0037551452439543564 0.0023674894601179389 -0.019008698216805234 0.0020626835677003065 0 0 0 -0.0057742098862780082 0.0061356862143005092 0.022713099837875214 0.013789943719202316 0.019051751010629652 -0.0055588472251954339 0.027973051852346373 0 0.0093071562655913116 -0.017342258152239158 0.0011790685642334995 0 0 -0.008900522695833489 -0.0099850115744769402 0.01172694551325274 0.017260087332643864 -0.0016629868301365055 -0.0059893430294213528 0.0084247758908123655 0 0 -0.013482547283346153 0.0090095824927567975 -0.0086221868221963444 -0.0033810191881113783
leaf_weight=72.775264389452786 53.34779254080604 160.17491384410459 36.275960016977479 172.78988307908367 4.7826912430900848 15.203198681425418 14.304360823636669 275.11305914684635 40.355454799060681 95.19753626480815 18.101804823723796 3.5363202462322079 3.7827021458506378 161.55467106227297 140.35756877737003 23.753239137382479 12.167957684046995 22.061260025016967 272.85564893318224 29.855283075055922 49.466484573840717 125.27796372936064 77.347615943810524 7.3282339758297885 89.891107333349282 20.452232367912075 42.378487087597023 67.647986456493527 123.7104675486753 80.771188705246459 7.6058164041605769 53.874196385433606 15.152880707464645 2.5831544561078763 2.7600495424121609 40.757949911221658 29.667295036717405 132.73395448396695 58.999937476255582
leaf_count=67830 98921 223033 59626 335554 1666 7292 25942 256420 109996 90476 26945 1455 7257 36803 43945 28091 16949 6864 157176 4307 57450 151037 86433 2207 183371 31895 62027 91744 138755 106521 8612 56069 14462 901 720 47846 41136 139654 38660
internal_value=0 -0.000611004 -0.00543265 -0.00168241 0.00133874 0.0129339 -0.0070278 0.000360147 -0.00245439 0 -0.0141238 0.0025517 0.0057374 0.00242435 0 0.0181179 0.000962628 0.0141399 -0.00275769 0.0181443 9.65067e-05 -0.00190493 -0.00776607 -0.0121727 0 -0.00461568 0.00265747 0 0.00416494 0.0057601 0.012069 0.00455488 0 0.0222455 -0.0101277 -0.0102849 0 -0.00291927 0.00394014
internal_weight=0 1323.78 348.505 312.229 1332.97 52.4243 189.854 1280.55 499.286 440.828 58.4573 781.26 355.046 327.51 301.912 27.5359 975.278 25.5976 368.053 37.2211 963.11 480.821 134.142 84.6758 426.214 151.101 482.289 233.737 166.089 248.552 88.377 122.375 69.0271 32.4384 175.55 61.2102 346.679 162.401 184.278
internal_count=2866048 1755512 591294 531668 1110536 14166 362216 1096370 452423 315482 136941 643947 124415 89067 80748 35348 1164218 8319 247652 6874 1147269 516577 146090 88640 519532 263112 630692 292526 200782 338166 115133 169452 70531 5208 336274 79741 370487 180790 189697
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=16028869 553 2320 172 198 2 6291461 1 2 513 2097152 2 16938 132 9 1 24 10
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=40
num_cat=22
split_feature=10 0 1 7 2 1 2 1 0 1 3 1 3 7 1 2 2 0 3 1 3 1 2 2 0 2 0 0 0 2 3 0 0 2 3 2 3 3 2
split_gain=0.264742 0.472405 0.819556 0.404001 1.30177 1.22251 0.785507 0.976104 1.57268 0.795431 0.559207 0.440649 0.416421 0.325174 1.93656 5.07069 4.00076 1.81542 1.46408 1.31745 1.2011 0.779223 1.73468 1.72106 1.2826 1.58695 1.1157 1.45715 0.978487 0.958754 0.888689 0.771641 0.70271 0.70258 0.662424 0.59551 0.570453 0.62182 2.23439
threshold=0 15.500000000000002 1 2 3 4 5 6 1.0000000180025095e-35 7 2.5000000000000004 8 4.5000000000000009 9 10 11 12 5.5000000000000009 1.5000000000000002 13 3.5000000000000004 14 15 16 2.5000000000000004 17 1.0000000180025095e-35 12.500000000000002 2.5000000000000004 18 7.5000000000000009 81.500000000000014 41.500000000000007 19 1.5000000000000002 20 7.5000000000000009 1.0000000180025095e-35 21
decision_type=1 2 1 1 9 1 9 1 2 1 2 1 2 1 1 9 9 2 2 1 2 1 9 9 2 9 2 2 2 9 2 2 2 9 2 9 2 2 9
left_child=13 3 -3 6 11 -6 7 8 -2 -8 -11 -5 -10 21 15 32 17 20 -18 -17 33 22 26 28 29 -26 34 30 -23 -24 -28 -27 -15 -16 -1 -19 37 38 -25
right_child=1 2 -4 4 5 -7 9 -9 12 10 -12 -13 -14 14 16 19 18 35 -20 -21 -22 23 24 36 25 31 27 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0014392394817461141 -0.00022830289865027745 0.016978915416915607 -0.00059426594290533971 0 0 0.016769417935286936 0.0017830039012618826 -0.0016685796463938004 0.026378835092970589 -0.013258083439773145 0 -0.011340862844055192 0 0.017329236647730065 0 0.0012435355903520854 -0.02536837809232478 0.00054304958133831005 -0.00059850969678670526 -0.014665622198167201 0 -0.011362387271327044 0.0026675740813606984 0.013342227097566235 0 -0.019440717310858485 0.014878311671936094 -0.0050262010550208396 0 -0.007027178835631304 0 0 0 0.021284224483750485 -0.010604705398060001 -0.012617979122743584 0.017599891411223211 0.00051116854041902105 -0.0013546559457949092
leaf_weight=53.765053580915264 9.0778967982769263 14.552750102680873 3.239901905020818 8.5205503190518339 40.332022894777765 60.12178425793536 27.747107736024191 40.287467243775609 18.22307596697647 89.788344414671883 26.123919229212333 14.110426012033715 0.72520798693585575 131.37556737964496 4.2876094377315894 34.010863162511669 86.122984997709864 3.7519431714026723 65.318782500817179 89.684986057964124 13.354614226987904 90.611532301916668 224.58012329518897 171.94491745258165 74.762960024425411 112.25274964554774 143.88510184438564 15.222329969197743 93.103890396516363 116.50944078611064 3.9218204031058113 4.2870753450406474 5.4732773768191683 44.879276088067854 31.499078092943819 14.882908544124804 15.873683405836344 524.52047822895838 133.01504301939713
leaf_count=118803 16180 4190 3328 11056 59972 73179 30812 55898 16681 135851 51985 17222 1055 127198 6659 45679 76856 2466 71370 105168 19533 173325 240201 159960 21514 89985 183293 15888 91507 66005 5214 2193 1730 65606 58882 15088 16261 474130 132224
internal_value=0 0.0027447 0.0125658 0.000411606 0.00475235 0.0102638 -0.00128893 0.00421512 0.0130909 -0.0058877 -0.00963442 -0.00585263 0.0245043 0 -0.00227323 0.0027265 -0.00855248 0.00554252 -0.0172528 -0.00922367 0.014486 0.000518191 -0.00160071 0.00240603 -0.00497753 -0.0110937 0.00428528 0.00915426 -0.00497086 -0.000253396 0.0129035 -0.0165941 0.0148676 0.0199238 -0.00200949 -0.00758205 0.0045002 0.00334725 0.00684691
internal_weight=0 352.85 17.7927 335.058 123.085 100.454 211.973 68.3136 28.0262 143.659 115.912 22.631 18.9483 2302.9 493.143 260.545 232.598 81.1564 151.442 123.696 62.5215 1809.76 780.686 1029.07 532.392 191.303 248.293 163.029 183.715 341.09 147.807 116.54 136.849 49.1669 85.2641 18.6349 845.354 829.48 304.96
internal_count=2864147 477409 7518 469891 161429 133151 308462 89814 33916 218648 187836 28278 17736 2386738 537353 279775 257578 109352 148226 150847 91798 1849385 801978 1047407 419898 113692 382080 204395 264832 306206 188507 92178 128928 72265 177685 17554 782575 766314 292184
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 316 1 9442320 624 11539484 107 533 656 5 677 10247560 17048279 544 673 13930778 9773456 1536 2099428 270336 270848 17966
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=40
num_cat=18
split_feature=2 1 3 2 1 2 5 3 0 3 0 7 3 3 2 11 0 0 3 3 3 1 2 0 7 1 7 0 3 3 10 2 3 0 7 3 0 1 0
split_gain=0.266428 1.00469 1.1246 1.13774 0.972071 1.35216 0.876787 0.870408 0.850512 0.825656 0.922215 0.757692 0.955026 0.674604 0.656507 0.476051 0.469343 0.461465 0.592148 0.397936 0.651851 1.0724 0.623358 0.563858 0.406942 0.429213 0.385258 0.37654 0.998721 0.571527 0.375655 0.369021 0.65471 0.901078 0.500653 0.997325 0.966494 0.658535 0.649297
threshold=0 1 4.5000000000000009 2 3 4 5 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 6 1.0000000180025095e-35 8.5000000000000018 7 8 81.500000000000014 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 9 10 12.500000000000002 11 12 13 1.5000000000000002 2.5000000000000004 2.5000000000000004 14 15 1.0000000180025095e-35 1.5000000000000002 16 2.5000000000000004 5.5000000000000009 17 2.5000000000000004
decision_type=9 1 2 9 1 9 1 2 2 2 2 1 2 2 9 1 2 2 2 2 2 1 9 2 1 1 1 2 2 2 1 9 2 2 1 2 2 1 2
left_child=4 2 3 17 6 19 14 16 -7 -8 -11 -10 -13 31 27 -15 30 -2 -19 23 21 -21 -22 24 -6 -26 -12 28 -1 -29 -5 34 33 -33 35 36 -3 -36 -39
right_child=1 13 -4 7 5 8 9 -9 11 10 26 12 -14 15 -16 -17 -18 18 -20 20 22 -23 -24 -25 25 -27 -28 29 -30 -31 -32 32 -34 -35 37 -37 -38 38 -40
leaf_value=0.013348001196615614 0.0094876596593494716 0.020183745414236166 -0.017739693290790063 -0.012375322420041921 0.0054946156693046668 0 6.3289560113632176e-05 0.0034469088800417333 0 -0.020198960858396335 0.0075428639008890824 0 0.02106540607864996 0.017479080464870823 -0.0030692024314220648 0 0 -0.0058986180147895979 0.0081488674672704764 0.0010091547237163832 0.013194201675290722 -0.009856333000365267 0 0.011396965181283678 0.00059741663672912572 -0.0062777532276995871 -0.0046747652400176724 -0.0048267141436100615 -0.00024240208829835391 0.0064846167692436292 0 -0.013935693884216211 1.1259501781732074e-05 0 0.0056257040831824033 0 0 -0.0062900208720868753 0.0014241069830772972
leaf_weight=69.390803772268555 53.993277559689886 38.185512980562635 35.560130608639156 142.0932460772201 76.240675814791757 51.620291019717115 5.9700836987285575 14.436206302827484 10.614149251756317 37.649956472214399 5.558863781276159 62.08031306634075 90.063814343280683 9.9944792241367377 252.4436503010038 2.3667753424597313 2.7661612044466883 53.795293178744032 15.267253805475773 101.94333077427291 7.6854633460570767 124.90111494243047 21.553703739409688 36.932937759411288 122.61843296219013 82.251340875118331 17.68048466171604 75.384670572413597 33.027069456380559 47.52887820370961 28.98361688296427 57.068916172116587 346.47974675772821 75.674231269185839 120.76716584661335 22.841549774226223 11.699831469319177 165.1159475550121 126.4043392829044
leaf_count=30159 99397 47249 58497 296322 43047 113426 8244 26292 8034 109912 9014 59540 82846 13939 256253 3179 726 55949 14461 71952 9553 100278 7974 6833 49751 71198 27083 17217 16941 9373 38193 86454 370191 59814 141881 26237 10829 285039 120865
internal_value=0 -0.000588172 -0.00503713 -0.00142331 0.00131584 0.00360783 -0.00150911 -0.00638396 0.00978846 -0.0102229 -0.0142201 0.0132567 0.014688 0.000833046 0 0.0132691 -0.00937237 0.00411822 0 0.000324257 -0.00185988 -0.00460231 0.00590817 0.0029629 0 -0.00151228 0 0.0037895 0.00763787 0 -0.0106015 0 -0.00159761 -0.00696652 0.0021224 0.00811172 0.0150577 0 -0.0021252
internal_weight=0 1323.49 346.895 311.335 1333.14 788.506 544.634 188.279 214.379 66.8594 60.8893 162.758 152.144 976.598 477.775 12.3613 173.843 123.056 69.0625 574.127 256.084 226.844 29.2392 318.043 281.11 204.87 23.2393 225.331 102.418 122.914 171.077 964.237 479.223 132.743 485.014 72.7269 49.8853 412.287 291.52
internal_count=2864142 1755514 589837 531340 1108628 624432 484196 361533 263846 154253 146009 150420 142386 1165677 329943 17118 335241 169807 70410 360586 189757 172230 17527 170829 163996 120949 36097 73690 47100 26590 334515 1148559 516459 146268 632100 84315 58078 547785 405904
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=16028869 553 2320 450 5276736 2 8 4195333 1 521 5242944 6 1 10 1 16938 12 258
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=40
num_cat=23
split_feature=10 0 1 7 1 2 2 0 3 2 1 2 0 1 1 0 2 2 2 0 0 1 0 2 3 2 0 2 2 2 0 0 3 0 2 0 0 1 2
split_gain=0.251232 0.405729 0.786508 0.290981 1.68182 4.25396 3.4766 2.51631 1.11208 0.790109 0.743382 0.718559 0.714774 1.3268 0.709476 3.45147 2.35673 1.89769 1.46202 0.997851 0.760849 0.650783 0.649115 0.628623 0.610416 0.572553 0.526113 2.21868 0.794988 0.509996 0.500584 0.410999 0.408533 0.348773 0.299779 0.275422 0.273769 0.233128 0.761751
threshold=0 15.500000000000002 1 2 3 4 5 5.5000000000000009 3.5000000000000004 6 7 8 51.500000000000007 9 10 13.500000000000002 11 12 13 2.5000000000000004 4.5000000000000009 14 41.500000000000007 15 1.5000000000000002 16 12.500000000000002 17 18 19 11.500000000000002 133.50000000000003 12.500000000000002 6.5000000000000009 20 141.50000000000003 15.500000000000002 21 22
decision_type=1 2 1 1 1 9 9 2 2 9 1 9 2 1 1 2 9 9 9 2 2 1 2 9 2 9 2 9 9 9 2 2 2 2 9 2 2 1 9
left_child=3 37 -3 12 5 22 7 8 11 -9 23 -6 14 25 17 18 36 26 21 -19 -20 -16 -5 30 31 -14 28 -28 -1 -12 -7 -8 -11 -31 -10 -15 -17 38 -2
right_child=1 2 -4 4 6 10 24 9 34 32 29 -13 13 35 15 16 -18 19 20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 33 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.01369003768162577 0.016308844905315482 -0.00058498841904428228 0.016986801903369816 0 0.015974760996046233 -0.024436756097920884 0.00051209595893129207 0.0030018409541817206 -0.021812257623949005 0 0.020226330090387434 0 -0.0092218529533262365 -5.5614924325984844e-06 0 -0.023037069024626357 -0.013006631045344925 -0.0050294422914923349 0 0.0024536329410564587 0.006955582800790997 0 -0.004469509395617746 -0.0019783766111181656 0.02200718435713692 -0.0032916629195722893 0.021050560370670091 0.0067389040449757562 -0.01672608182151511 0 0 0 0 -0.0072355235744219195 0 0.010936281339464525 0 -0.00096327515520743695
leaf_weight=295.13913619123377 15.356909094538421 14.859721767774316 3.2359639494825414 119.01516089091183 4.3830317308238591 13.955896705334451 76.807070817703789 3.76539365183271 4.6504873392259451 17.240168263393578 13.241653000794031 53.917945198321831 7.5447170953993918 9.5909447190788306 98.818444946693489 1.4947409940359628 71.960210893725161 72.218563323516719 437.30207936624902 65.60905279515282 109.69421292060724 298.76003268084423 5.3735823374736347 19.621166507578891 60.568805562728812 21.085232700541386 24.66709606180666 47.530306142500194 240.83556177677383 77.943544180212484 1.6922689954517398 0.16376648901495983 0.018387438045464388 10.514364798291352 9.5759891078087076 0.92104510978970289 6.9000826291448902 306.16174492846039 13.465130923243125
leaf_count=294693 8598 4189 3328 95670 6928 18277 70828 2481 5060 16305 31873 72577 2729 5407 134902 1503 36552 126224 421348 64943 64275 455837 1683 27852 68500 4794 8827 15808 205487 94325 1391 101 31 10375 14829 925 4340 451696 8671
internal_value=0 0.00268014 0.011839 0 -0.00214687 0.00244317 -0.00803924 0.0039406 0.0140071 -0.0119521 -0.00755968 0.0188083 0.000496316 0.0104883 0 -0.00157531 -0.0183552 0.00237994 4.92429e-05 -0.00623034 -0.00290889 0.00469745 0.014442 0 -0.0169294 0.0172335 0.00505817 0.0130111 0.00291331 -0.0113186 0.00956876 -0.0236182 -0.0162815 -0.0138473 0 -0.00311904 0.00524116 0.000430981 0.00590416
internal_weight=0 353.079 18.0957 2302.52 492.449 261.358 231.091 93.5514 72.5275 21.0239 136.969 58.301 1810.07 39.1419 1770.93 1024.93 80.355 746 944.575 137.828 546.996 397.578 124.389 35.2693 137.54 28.6299 608.172 72.1974 535.975 101.7 15.6482 76.9708 17.2586 88.4579 14.2265 10.512 8.39482 334.984 28.822
internal_count=2864162 476482 7517 2387680 539086 281446 257640 118211 99394 18817 184093 79505 1848594 13855 1834739 1118757 42395 715982 1076362 191167 485623 590739 97353 47520 139429 7523 524815 24635 500180 136573 19668 70929 16336 104700 19889 6332 5843 468965 17269
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=1 316 5 677 10231168 17638103 270848 544 335872 188 330 1069316 2641519 14991670 544 592 1073458 19968 2621538 16392 524433 7 11012586
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=40
num_cat=22
split_feature=2 0 1 0 0 1 0 1 3 2 8 3 7 0 7 0 2 11 5 1 0 0 7 2 9 5 1 0 0 0 2 3 2 7 3 0 1 3 5
split_gain=0.249785 0.783093 0.931997 0.542448 1.54359 1.44165 0.769664 0.471677 0.836454 0.692748 0.846061 0.735426 0.652986 0.469222 1.05945 0.796844 0.431561 0.429726 5.93355 0.987076 1.49114 1.45764 1.49655 2.55717 1.82672 1.67933 0.986108 0.959013 0.937971 0.90207 0.657297 1.20598 0.997671 0.649509 0.596323 1.13676 0.545762 0.405976 0.40142
threshold=0 33.500000000000007 1 13.500000000000002 11.500000000000002 2 30.500000000000004 3 4.5000000000000009 4 5 1.0000000180025095e-35 6 16.500000000000004 7 25.500000000000004 8 9 10 11 12.500000000000002 14.500000000000002 12 13 14 15 16 71.500000000000014 81.500000000000014 2.5000000000000004 17 3.5000000000000004 18 19 1.0000000180025095e-35 7.5000000000000009 20 7.5000000000000009 21
decision_type=9 2 1 2 2 1 2 1 2 9 1 2 1 2 1 2 9 1 1 1 2 2 1 9 1 1 1 2 2 2 9 2 9 1 2 2 1 2 1
left_child=1 3 -3 4 7 13 -7 9 16 11 -11 -1 -10 -5 15 -15 -9 19 -19 21 30 22 23 25 29 -2 33 38 -22 -24 34 -32 -33 37 35 -21 -36 -20 -23
right_child=17 2 -4 5 -6 6 -8 8 12 10 -12 -13 -14 14 -16 -17 -18 18 26 20 28 27 24 -25 -26 -27 -28 -29 -30 -31 31 32 -34 -35 36 -37 -38 -39 -40
leaf_value=0.00063195499763813378 0.02959828757288431 0.015347709835225889 -0.00086874609296702827 -0.00078611695038044741 0.016613753291071117 -0.019087017063885832 0 0.00040139123970798438 0.011045546206826913 0 0.0091965500020758997 -0.012709101889584188 -0.00068772474725469369 0.02328187283068307 -0.0027204857286628609 0 -0.0045319446400534681 -0.024566453442822694 0.035742855809256548 -0.01429749483206986 -0.019869237422585236 0.020887165841600573 -0.010859079530121494 -0.0047148938344553975 0.0099129289300476063 0 0 0 0 0 0.0044676678757523637 6.3131968212298546e-05 -0.012916329877097815 0 0.0025969866541108288 0.0032636551296740864 -0.007872288347695133 0 0
leaf_weight=21.629069453061675 39.359833600445199 41.512381485896185 11.321018260117851 11.142553266661706 33.002983769431012 44.636570134432986 3.8536761300929347 118.89748310510549 46.20510300100068 310.76559887325493 174.24905820010463 28.348480608510727 17.321839603100671 19.128570638626119 7.1861749923555172 7.0300941685272837 441.97801012253331 48.065123983120429 11.243280184313329 81.895816332837057 40.930724958947394 48.878734260302735 150.37411798638823 23.972242993717373 50.836219746473944 2.7243833720203829 6.7666862049518413 6.2636914951144709 6.9089902813575454 122.71516267190964 383.97069351759001 67.810611413267907 48.341800513237104 3.1246488720425996 131.34343597724182 5.8182471650507059 29.417825769818592 0.49417112965602505 6.3709526340317089
leaf_count=32632 41835 8663 5303 3978 13376 20843 1105 162697 34279 336607 73288 29423 15093 4576 1855 1786 422240 56033 12596 133690 37936 17730 307251 31740 31974 6097 9818 3339 3882 112982 498867 72713 66816 3896 157935 6170 73728 707 9200
internal_value=0 0.00130102 0.010943 0.000445983 0.00127668 -0.00548047 -0.0139788 0.000179835 -0.00136628 0.00247247 0.00405814 -0.0045448 0.0065517 0.00311299 0.00939858 0.0154737 -0.00308105 -0.0005329 -0.00685569 0 -0.00211992 0.00352633 0.000126746 0.0111139 -0.00226823 0.021689 0.0180967 0.0150792 -0.0154676 -0.00635717 -0.000345742 0.00132421 -0.00570805 0.0220892 -0.00445248 -0.0100492 0 0.0275368 0.0188834
internal_weight=0 1338.21 52.8334 1285.38 1192.4 92.9776 48.4902 1159.39 624.402 534.992 485.015 49.9776 63.5269 44.4874 33.3448 26.1587 560.875 1317.63 69.6939 1247.93 796.438 451.495 389.982 66.0565 323.926 42.0842 21.6288 61.5134 47.8397 273.089 748.598 500.123 116.152 14.8621 248.475 87.7141 160.761 11.7375 55.2497
internal_count=2864679 1167744 13966 1153778 1119635 34143 21948 1106259 634309 471950 409895 62055 49372 12195 8217 6362 584937 1696935 83050 1613885 1051737 562148 531879 79672 452207 47932 27017 30269 41818 420233 1009919 638396 139529 17199 371523 139860 231663 13303 26930
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=15766733 236 26 801 6291457 1 9 3 14680068 1 2 86 12 541218 1 2 928 549408 18 5 416 2
is_linear=0
shrinkage=0.1


Tree=100
num_leaves=40
num_cat=25
split_feature=3 2 2 1 1 7 2 7 5 0 3 8 1 1 0 2 1 11 8 2 11 1 7 7 2 3 3 0 0 2 3 7 2 3 0 0 2 0 0
split_gain=0.268695 3.24363 2.23878 1.65466 1.53047 1.7478 1.72941 1.58985 1.55977 1.71504 1.41394 2.18365 3.39504 1.89138 1.63615 1.26374 1.04766 1.15935 2.0435 0.977866 0.850876 0.78191 1.3957 1.26323 1.24334 2.14566 1.00359 0.910176 1.54853 0.862049 0.863011 0.769517 0.751941 0.706328 0.703146 0.650316 0.879028 0.620921 0.610488
threshold=1.0000000180025095e-35 0 1 2 3 4 5 6 7 5.5000000000000009 2.5000000000000004 8 9 10 38.500000000000007 11 12 13 14 15 16 17 18 19 20 1.5000000000000002 7.5000000000000009 5.5000000000000009 2.5000000000000004 21 4.5000000000000009 22 23 2.5000000000000004 75.500000000000014 9.5000000000000018 24 5.5000000000000009 8.5000000000000018
decision_type=2 9 9 1 1 1 9 1 1 2 2 1 1 1 2 9 1 1 1 9 1 1 1 1 9 2 2 2 2 9 2 1 9 2 2 2 9 2 2
left_child=1 3 10 -1 5 -3 -7 19 9 -9 11 13 15 -2 20 -13 -12 18 -18 -6 -14 23 35 32 27 -26 -27 28 -24 33 37 -17 -4 -25 -5 36 -23 -31 -21
right_child=2 4 21 34 7 6 -8 8 -10 -11 16 12 14 -15 -16 31 17 -19 -20 38 -22 22 24 29 25 26 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.00017187224171814365 0.0042376632636729914 0.015427986674290316 0.013021305006153828 0.0097039523763042829 0.0044520830375796138 -0.019673514275035182 -0.022316536127209963 0.0037407947003488952 0 -0.0031278796437319749 0.0062322908629427326 0.024772322820694581 -0.015423986235775958 -0.0015770825813831157 0 0.022130049359956067 -0.0016427560980843683 0.0028205239052506003 -0.012267875879674553 0 0 -0.00031817326443124203 0.012884826402248147 0.0032025791186401061 -0.021840668442812277 0 -0.0051092329217884399 0.013181274339442418 -0.014635215637237901 0 -0.014566795532118549 0 -0.00075141843911533948 0 0 -0.020981022218865601 0 0.00026316118287055462
leaf_weight=188.29399856559576 111.61799849779345 300.82717749486983 40.459615056002804 292.69838284683465 38.312497248851287 7.8536252697194868 35.778258510508749 115.2740660188756 4.6974218933719376 33.79705581277085 23.960946653991414 17.377875299061998 82.266928267068579 92.332740960870069 3.2592165077076052 13.239808263504528 100.97455380222164 24.825736854065326 189.75934433360817 29.229804350914492 3.3480575255671274 17.491490015099771 184.31738741439221 21.35507142021379 29.056095845424352 69.661915346456226 5.0432935622011419 154.48384276971046 83.669042299403372 86.898105775064323 32.889968265728385 63.9751695694722 14.460598349709469 19.346177574967442 3.4641643377108258 17.366525122793973 74.878987916169535 24.073191367118852 2.9051689703046568
leaf_count=201425 130309 314333 35982 245904 37414 8949 37116 153203 7310 24115 32667 10906 48583 207362 730 11099 197874 28948 125208 41933 2254 37264 217229 33227 40423 159398 8876 80239 56754 85362 23891 45822 21113 28604 496 11509 87035 20439 2990
internal_value=0 0.00157359 -0.000379154 0.00745552 -0.00313089 0.000433166 -0.0116914 -0.00897837 -0.0140075 -0.0175573 0.00341541 -2.10198e-05 0.00658774 -0.00733077 0.0177677 -0.00433557 0.00792427 0.00964183 0.0119049 0.000380056 0.0228539 -0.00386513 -0.00565885 0 -0.00230465 -0.0103818 -0.0189259 0 0.0037925 -0.00314834 -0.00724254 -0.0105885 0.0104706 0.00402251 0.0117314 -0.0148276 -0.0184776 -0.0115571 -0.0057942
internal_weight=0 1053.13 1602.39 484.457 568.675 344.459 43.6319 224.216 153.769 149.071 726.938 387.418 183.467 203.951 88.8742 94.5929 339.521 315.56 290.734 70.4475 85.615 875.451 635.969 239.483 526.232 103.761 74.7052 422.47 267.986 184.563 143.861 77.215 54.9202 40.7012 296.163 109.737 92.3705 110.971 32.135
internal_count=2864295 1075188 1789107 447825 627363 360398 46065 266965 184628 177318 841762 457065 119394 337671 51567 67827 384697 352030 323082 82337 50837 947345 698727 248618 562919 208697 168274 354222 273983 191523 129692 56921 57095 61831 246400 135808 124299 105801 44923
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=13979014 7901813 75 79 3 544 6 2 1 353 267 1052736 513 1 1 2621520 1 129 2 10 8391818 264 2 8654080 24578
is_linear=0
shrinkage=0.1


Tree=101
num_leaves=40
num_cat=21
split_feature=10 2 0 0 1 3 1 7 1 2 2 3 3 0 1 0 0 0 1 3 2 0 1 1 0 2 2 2 0 3 2 2 0 2 1 1 3 0 0
split_gain=0.285722 0.421696 0.722017 0.906002 0.689239 0.41831 0.404069 0.244556 1.41272 1.51998 1.46033 1.44306 1.24176 1.16064 1.12895 1.0361 1.00237 1.38007 0.858175 0.775502 0.686549 0.6041 1.20944 0.566681 2.96217 2.194 1.46664 1.19879 1.0769 0.733856 2.69449 2.15169 0.598124 0.534719 0.492558 0.458403 0.427185 0.427985 0.399753
threshold=0 1 11.500000000000002 3.5000000000000004 2 1.5000000000000002 3 4 5 6 7 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 8 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 9 5.5000000000000009 10 51.500000000000007 11 12 13.500000000000002 13 14 15 2.5000000000000004 1.5000000000000002 16 17 4.5000000000000009 18 19 20 10.500000000000002 6.5000000000000009 14.500000000000002
decision_type=1 9 2 2 1 2 1 1 1 9 9 2 2 2 1 2 2 2 1 2 9 2 1 1 2 9 9 9 2 2 9 9 2 9 1 1 2 2 2
left_child=7 2 3 4 -2 -4 -5 21 9 15 11 12 14 -14 -10 -9 35 18 -18 -13 -19 23 33 26 27 -26 28 34 -1 30 -28 -31 -29 -23 -25 -12 37 -11 -39
right_child=1 -3 5 6 -6 -7 -8 8 10 36 16 19 13 -15 -16 -17 17 20 -20 -21 -22 22 -24 24 25 -27 29 32 -30 31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.015085745965170861 -0.00056587826692384318 0 0.021580042986864167 0 0.0105635929840882 0 -0.011676602588147289 0.0092962741470970101 0.014309500602038339 -0.021111244292345063 0 0.022039501055671401 0.0012047187273129568 -0.016044018628329063 -0.0021856100885383526 -0.0082681307678130669 0 0 0.018846919874722159 0 -0.01164676840223366 0 -0.0030153643911950655 0 0.0050548227227415338 -0.021866430234032522 0.017227757843432088 -0.0045965691698955594 0 -0.0099436471504567234 0 0.0056822296224955122 0.0018490716275637881 0.020641345561350985 0.0061328739845374815 -0.01482017135485411 0 0.0036976842892304422 -0.0087237044642120131
leaf_weight=47.675965325368452 27.349217735943967 223.08871412864391 10.96986222725536 3.6877299496700289 65.737521165676299 1.8336974298144912 19.942814342837668 47.705381359610328 47.278402152318449 66.125841448301799 1.8015390507825941 40.340994784016402 22.330395627974212 36.350466942625644 20.055543809496157 23.32912532989576 13.361654249078127 36.75751862256584 13.837251304930762 9.914314480040046 34.639180023415975 7.5278116507688537 10.458604501443913 98.306744699195406 8.4767410397034819 70.339833051271853 115.05087116749564 435.18761906735108 47.460659535980085 91.945817317635374 223.97732725592505 222.34625915759898 110.50810340648604 21.694729387323608 301.36505233235039 44.466653020870581 0.79145082832837843 19.042575582541758 13.716812173457582
leaf_count=80360 35897 337550 2133 1301 84523 685 14878 76954 42851 87691 2293 34765 28141 23378 14166 20056 15275 37289 19670 10273 38051 2748 6344 133649 5809 36209 143250 421336 49484 134023 153382 156362 64390 4817 457461 69894 832 9803 6751
internal_value=0 0.00280341 0.00652792 5.52483e-05 0.00632771 0.0186553 -0.00877766 -5.33072e-05 -0.0020413 -0.00867189 0.00122284 0.00726914 0 -0.00791022 0.00840048 0 -0.00449245 0 0.0135756 0.0181412 -0.00566941 0.000356973 0.00949214 0 -0.00150551 -0.0171637 0.00203175 0 -0.00688037 0.00408432 0.00718929 0 -0.00269501 0.0160869 0.00419406 -0.013533 -0.015097 -0.0172973 0
internal_weight=0 352.61 129.521 116.717 93.0867 12.8036 23.6305 2304.17 491.845 170.711 321.134 176.27 126.015 58.6809 67.3339 71.0345 144.864 98.5956 27.1989 50.2553 71.3967 1812.32 39.6811 1772.64 1024.18 78.8166 748.457 945.368 95.1366 653.32 339.028 314.292 545.696 29.2225 399.672 46.2682 99.6767 98.8852 32.7594
internal_count=2864724 476967 139417 136599 120420 2818 16179 2387757 538133 202087 336046 153574 108536 51519 57017 97010 182472 110285 34945 45038 75340 1849624 13909 1835715 1118854 42018 716861 1076836 129844 587017 296632 290385 485726 7565 591110 72187 105077 104245 16554
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 6379076 564 516 5 90 21570293 1842584 161 129 2097218 188 330 1069316 13971600 14991670 19244 17192 1073458 544 512
is_linear=0
shrinkage=0.1


Tree=102
num_leaves=40
num_cat=19
split_feature=2 1 3 2 2 0 3 0 1 0 1 2 7 7 0 3 0 3 3 0 7 3 1 0 2 3 2 1 3 2 1 2 0 0 3 0 3 7 2
split_gain=0.282414 0.698076 1.14327 1.74827 1.67769 1.90075 1.04451 1.93393 1.31352 1.25766 0.94432 0.823577 0.760401 0.68444 1.01539 0.683417 0.632338 0.594214 1.68151 0.713401 0.519009 1.68037 0.992705 1.40087 1.98133 1.33393 2.13817 1.13892 0.996128 1.97455 0.989662 0.924922 0.667191 0.862927 0.582617 0.500209 0.394556 0.931358 1.13403
threshold=0 1 1.0000000180025095e-35 2 3 3.5000000000000004 1.5000000000000002 6.5000000000000009 4 9.5000000000000018 5 6 7 8 17.500000000000004 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 10.500000000000002 9 1.5000000000000002 10 1.0000000180025095e-35 11 2.5000000000000004 12 13 1.0000000180025095e-35 14 15 16 3.5000000000000004 17.500000000000004 11.500000000000002 2.5000000000000004 2.5000000000000004 17 18
decision_type=9 1 2 9 9 2 2 2 1 2 1 9 1 1 2 2 2 2 2 2 1 2 1 2 9 2 9 1 2 9 1 9 2 2 2 2 2 1 9
left_child=1 2 4 13 -1 10 7 16 -8 -10 -6 12 -3 14 35 -15 -5 -14 19 -19 21 30 23 -22 -25 28 27 -27 29 -24 -2 -30 -28 -34 -29 -4 37 -13 -39
right_child=20 11 3 6 5 -7 8 -9 9 -11 -12 36 17 15 -16 -17 -18 18 -20 -21 22 -23 25 24 -26 26 32 34 31 -31 -32 -33 33 -35 -36 -37 -38 38 -40
leaf_value=0.014417178564889308 0 0.0016698625211549042 0 0 0.013807595921049473 -0.016542562901351546 0.00078754260264675348 -0.013181422699604454 -0.020070261069036126 0 -0.0017584081762638431 0.0061840788964306207 -0.018461545665807346 -0.011343968320314361 -0.0034095502286364426 0.0027316268051768371 0.01816614480441564 0.015102692370900579 -0.010893276933041507 0 -0.00052230733837754372 0.0061986939162570892 -0.0066199701284391085 0 0.013429275912215691 -0.0026629391329758764 0 0.013557828084950985 0.00027867547530686075 0.0072984903425844785 -0.019808948007864684 -0.009754125290124975 -0.02007410760327508 0 0 0.018155257549910736 0.0036328365159205272 -0.012053764451852585 0
leaf_weight=96.144637688776129 11.266090289595013 8.1820249848606181 61.077713113141726 10.207600509607799 26.759809057504754 27.400086852663662 26.417033318337417 14.885002991912186 102.45791117147928 8.3151274680567422 20.034820219545509 31.404069740310661 59.458411830670229 19.583246183181473 6.1954494356614296 39.035671879672009 24.131516825644212 25.576618576640616 67.514928357839381 2.7036199389985986 215.87206183278613 19.831565391796175 151.44085262766021 171.84368670124968 228.7724882081493 18.463724856712361 49.175979057661607 206.94463647978046 63.627603313090731 173.18231186322373 30.901103323034476 225.15258660229301 19.953770732070556 2.7117638752679332 3.9689513754419741 51.138991248335515 115.47811745392391 99.667331856173405 120.65729319377715
leaf_count=106813 6532 9078 82629 19853 46418 29238 38973 19710 161065 5531 28989 30631 96807 20707 5028 42338 26198 35547 90009 3132 262082 18067 193134 80342 199017 15775 89195 169691 98132 102817 24120 234860 16326 1087 4444 44306 138941 147332 119308
internal_value=0 -0.000882716 0.00124965 -0.00130253 0.00763456 -0.00116746 -0.00783352 0 -0.0122236 -0.0158912 0.00672217 -0.00349067 -0.00867592 0.00442861 0.00842761 -0.000749259 0.0133929 -0.010988 -0.00154146 0.009752 0.00112979 -0.00518104 0.00170168 0.00469854 0.00815797 -0.000116277 0.00470346 0.00950018 -0.0030601 0 -0.0157599 -0.00708154 -0.00627009 -0.0147774 0.0120154 0.0123646 0 -0.00268141 -0.00575051
internal_weight=0 1064.43 533.785 363.445 170.339 74.1947 186.414 49.2241 137.19 110.773 46.7946 530.642 163.436 177.031 118.412 58.6189 34.3391 155.254 95.7952 28.2802 1593.11 61.9988 1531.11 616.488 400.616 914.622 301.219 229.377 613.403 324.623 42.1672 288.78 71.8415 22.6655 210.914 112.217 367.207 251.729 220.325
internal_count=2864202 1348581 677796 466338 211458 104645 271330 65761 205569 166596 75407 670785 234573 195008 131963 63045 46051 225495 128688 38679 1515621 48719 1466902 541441 279359 925461 296518 189910 628943 295951 30652 332992 106608 17413 174135 126935 436212 297271 266640
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=17656594 868 2576 262914 32 548 270864 8 1 8 29 5243912 5248096 514 4320 288 72 4 2050
is_linear=0
shrinkage=0.1


Tree=103
num_leaves=40
num_cat=26
split_feature=10 2 0 0 1 3 1 8 9 2 0 2 1 7 5 11 11 2 2 2 1 2 0 1 3 2 1 2 1 5 2 0 3 1 3 3 3 3 3
split_gain=0.251408 0.361204 0.708619 0.789274 0.648916 0.402252 0.390761 0.211809 0.568604 1.85189 0.943137 0.948562 2.18196 0.598527 0.554997 2.38697 1.93068 1.45502 1.34812 0.679945 1.07006 1.98695 1.03659 0.80965 0.762972 0.654017 0.6527 0.398042 0.361655 0.995557 0.551229 0.327025 0.319799 0.319116 0.28686 0.28443 0.244861 0.234948 0.228963
threshold=0 1 11.500000000000002 3.5000000000000004 2 1.5000000000000002 3 4 5 6 28.500000000000004 7 8 9 10 11 12 13 14 15 16 17 2.5000000000000004 18 1.0000000180025095e-35 19 20 21 22 23 24 26.500000000000004 5.5000000000000009 25 9.5000000000000018 3.5000000000000004 5.5000000000000009 8.5000000000000018 2.5000000000000004
decision_type=1 9 2 2 1 2 1 1 1 9 2 9 1 1 1 1 1 9 9 9 1 9 2 1 2 9 1 9 1 1 9 2 2 1 2 2 2 2 2
left_child=7 2 3 4 -2 -4 -5 8 10 33 11 12 -1 -14 15 19 18 38 26 23 21 -21 -22 24 -9 34 31 -12 30 -30 -13 -16 -29 -10 -18 -25 -20 -19 -17
right_child=1 -3 5 6 -6 -7 -8 14 9 -11 27 28 13 -15 16 17 25 37 36 20 22 -23 -24 35 -26 -27 -28 32 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.021623914965531593 -0.00070872555401624326 0 0.020699529254015581 0 0.0099536440612414869 0 -0.011369452642121256 0 0 -0.0070925230718579847 0 0.0037329037555261972 0.0054766195940142148 -0.0061620744354422587 0.015743612627929695 0 0.0310535327366421 -0.024478138423150525 -0.013510279117300242 0.0048421121752426771 0.0048110478678251144 -0.015034740339687222 -0.0019797164945770276 0.0030359180726649525 0.018822587377794821 0 0 -0.021512510124911982 0.0056068290936041772 -0.0064306858728396315 -0.0035245414932721791 0 0 0.02088379307698169 0 -0.0033396961606249904 0 0 0.0085070643891519068
leaf_weight=30.1716573382364 27.445885363122215 223.080811904656 11.25922035879921 3.7021497966197785 66.322182424992207 1.8453518407768559 19.736111821577655 25.20151563239051 1.6333617358905013 9.5075150562988728 1.0464886469126211 76.625825318857096 71.864279656545477 29.265256131255228 37.350619353106595 3.9915298754640371 13.471949635102643 43.848338156676618 38.167977987308404 32.775898286927259 380.07439790331409 87.125562925080885 402.4899175682076 171.25369320085156 42.191941900644451 6.7664424314571106 20.771318439787137 20.644406565101242 287.68308202537628 40.531365359524898 336.50931329726518 1.9545431617007114 0.24365232865966291 19.545129924379584 0.40855584645760323 58.778535804740386 5.3572037367848671 2.8430782679060931 5.0093885246606078
leaf_count=157242 35983 337811 2133 1301 85495 685 14866 9196 2089 21567 1849 208373 212558 94032 46665 2142 9213 23515 55655 11804 211689 23098 97966 77112 21215 4958 28069 15682 429533 134356 398352 1740 162 39364 567 31554 9072 2404 3039
internal_value=0 0.00259002 0.00602574 0 0.00574052 0.0177991 -0.00844836 -9.79389e-05 -0.0013469 0.00706214 -0.0021796 -0.000992195 -0.00777324 0 0.000537622 0 0.0062147 -0.0162793 0 0.000971111 -0.000150913 -0.00787304 0.000992847 0.00485023 0.0123108 0.0223345 0.00684119 -0.0157818 0.000174007 0.00279085 -0.00130572 0.0121622 -0.0166678 0.0176485 0.0242956 5.36839e-05 -0.0102629 -0.0206775 0.00199082
internal_weight=0 353.392 130.311 117.206 93.7681 13.1046 23.4383 2305.1 925.271 30.686 894.585 872.651 131.301 101.13 1379.83 1255.58 124.249 55.6923 103.602 1199.89 902.466 119.901 782.564 297.426 67.3935 20.6469 60.0765 21.9345 741.35 328.214 413.135 39.3052 20.8881 21.1785 13.8805 230.032 43.5252 46.6914 9.00092
internal_count=2864106 478274 140463 137645 121478 2818 16167 2385832 1715159 63020 1652139 1634446 463832 306590 670673 514734 155939 31100 141201 483634 344557 34902 309655 139077 30411 14738 76474 17693 1170614 563889 606725 48405 15844 41453 9780 108666 64727 25919 5181
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 6379076 564 516 1 1 3149136 4289301 538 9 2 1 1 8390785 2125340 13652558 522 2359568 551 2366884 218 8667136 325 2 297096 3
is_linear=0
shrinkage=0.1


Tree=104
num_leaves=40
num_cat=25
split_feature=2 0 1 1 0 3 3 7 3 2 7 3 2 3 2 1 0 1 2 5 1 2 5 2 0 11 3 1 1 7 1 2 0 7 2 0 0 2 3
split_gain=0.239732 0.578296 1.70392 0.658354 1.96789 1.89604 1.11158 1.08288 0.941813 0.860811 0.606283 1.79796 2.3165 1.62992 2.40087 1.83003 1.72625 1.35411 2.17291 1.16646 1.07527 0.595772 0.595765 0.552086 0.542117 0.508449 1.10243 0.883169 0.714245 0.677991 0.710791 0.530656 0.517992 0.456467 0.443536 0.435661 0.379294 0.368778 0.550912
threshold=0 30.500000000000004 1 2 8.5000000000000018 1.5000000000000002 4.5000000000000009 3 3.5000000000000004 4 5 3.5000000000000004 6 3.5000000000000004 7 8 9.5000000000000018 9 10 11 12 13 14 15 24.500000000000004 16 1.0000000180025095e-35 17 18 19 20 21 30.500000000000004 22 23 18.500000000000004 4.5000000000000009 24 7.5000000000000009
decision_type=9 2 1 1 2 2 2 1 2 9 1 2 9 2 9 1 2 1 9 1 1 9 1 9 2 1 2 1 1 1 1 9 2 1 9 2 2 9 2
left_child=25 3 -3 4 5 7 -6 22 9 -7 11 20 -13 17 15 -15 -16 19 -19 -12 24 -10 -2 -4 -5 28 -27 -28 31 30 32 33 -30 -1 -22 -35 -9 -31 -39
right_child=1 2 23 10 6 8 -8 36 21 -11 13 12 -14 14 16 -17 -18 18 -20 -21 34 -23 -24 -25 -26 26 27 -29 29 37 -32 -33 -34 35 -36 -37 -38 38 -40
leaf_value=0 0.013426557412817151 0.016252467226464638 0.0010050035431657918 0.017360966534170665 -0.020680492080447792 0 0 -0.0082386317167686927 0.0074164335082460833 -0.017207671958110782 0 0.0085850069428867887 -0.016973240011078746 0.0082728532492679554 0.021817520296918427 -0.015031890282841541 -0.0012135051114492198 0.0048221210458847105 -0.0094779692660818537 0.016696790480346089 0.0041305886466162702 -0.0056875614378517911 0 -0.010980669962532996 0 0.0024115560093217487 0 -0.019556001225308501 0.019929151067379448 0 -0.00014424793367950805 0 0 0.012438179614955561 -0.0040305715361489431 0 0.0010538400911266062 -0.005746024694572604 0.0041530821522832231
leaf_weight=6.5788602725151577 123.00235407501532 47.668119105263031 9.1335485582676466 107.60605050577033 50.930429151514545 17.78306612985034 5.4473074034031006 30.953734222835919 31.549180232970684 51.587958889263973 292.10263398126699 15.210567303231072 40.485368536294118 11.636203712772838 87.07327805118075 34.070946867741441 9.3147304116282594 91.976054150109121 332.86389817781856 18.835746080792887 168.8231044636741 22.51529497672891 7.8851422310253829 15.945688503139538 2.3890031868213546 8.0672724787218595 10.530658735660836 27.03628066163219 15.827642660326093 290.40678534521248 15.046983972755696 77.95732900965595 1.2951923791988509 105.8899318450749 32.893657836324564 6.4498427943617562 7.5465420791733768 420.86522341449017 6.4741097116420852
leaf_count=5961 124443 12869 2776 111624 24363 28983 1839 36447 28177 69520 245488 18396 37508 13894 64144 45543 2505 103592 345536 43030 151980 29349 15329 6045 785 9868 10912 33054 12966 405192 15676 132535 619 145323 47925 4891 5920 459061 10084
internal_value=0 0.000947743 0.00836889 0.000282018 -0.00309149 0 -0.0164931 0.00703468 -0.00769836 -0.0136487 0.001526 0.00472076 -0.00690948 0 0.00883402 -0.0045066 0.0161784 -0.00193558 -0.00558813 0.00232339 0.00823907 0 0.010915 -0.00407106 0.014978 -0.000938418 -0.00890859 -0.015771 0 -0.00172304 0.00658713 0.00450026 0.0137131 0.00805663 0.00111188 0.0101105 -0.00207142 -0.00281948 -0.00457741
internal_weight=0 1667.23 72.7474 1594.48 349.201 292.823 56.3777 169.388 123.436 69.371 1245.28 367.408 55.6959 877.873 142.095 45.7072 96.388 735.778 424.84 310.938 311.712 54.0645 130.887 25.0792 109.995 992.426 45.6342 37.5669 946.792 749.916 32.1698 196.876 17.1228 118.919 201.717 112.34 38.5003 717.746 427.339
internal_count=2864152 1618010 21690 1596320 364370 338168 26202 182139 156029 98503 1231950 368218 55904 863732 126086 59437 66649 737646 449128 288518 312314 57526 139772 8821 112409 1246142 53834 43966 1192308 903598 29261 288710 13585 156175 199905 150214 42367 874337 469145
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=17394450 228 580 5 160 6 2359368 2359373 26 257 10747909 2 56 8393925 2 10485828 1 128 68 8 418 2832 8 4195564 16795650
is_linear=0
shrinkage=0.1


Tree=105
num_leaves=40
num_cat=22
split_feature=10 2 0 0 1 3 1 7 9 1 2 2 1 2 2 0 3 0 0 0 1 1 0 2 2 0 2 2 1 1 1 3 2 0 3 0 3 3 0
split_gain=0.244118 0.302443 0.707835 0.686791 0.593842 0.384735 0.379743 0.189471 1.29441 1.6809 2.51468 2.04466 1.53964 1.76133 1.13979 1.00811 0.854243 0.800071 0.664619 0.50864 1.10267 0.530982 2.4676 2.94932 2.43178 1.40793 2.83799 1.5649 1.06968 0.955747 0.88924 0.62926 0.509564 0.483652 0.480463 0.419609 0.32767 0.318444 0.26507
threshold=0 1 11.500000000000002 3.5000000000000004 2 1.5000000000000002 3 4 5 6 7 8 9 10 11 71.500000000000014 3.5000000000000004 2.5000000000000004 3.5000000000000004 51.500000000000007 12 13 7.5000000000000009 14 15 5.5000000000000009 16 17 18 19 20 2.5000000000000004 21 1.0000000180025095e-35 4.5000000000000009 7.5000000000000009 7.5000000000000009 10.500000000000002 141.50000000000003
decision_type=1 9 2 2 1 2 1 1 1 1 9 9 1 9 9 2 2 2 2 2 1 1 2 9 9 2 9 9 1 1 1 2 9 2 2 2 2 2 2
left_child=7 2 3 4 -2 -4 -5 19 12 11 18 15 13 17 -14 16 -10 36 -11 21 32 25 24 -24 28 27 35 33 -23 -29 -26 -28 -21 -1 -15 -27 -9 -12 -22
right_child=1 -3 5 6 -6 -7 -8 8 9 10 37 -13 14 34 -16 -17 -18 -19 -20 20 38 22 23 -25 30 26 31 29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.00070139970729971566 0 0.020097312188277643 0 0.0093276266555023437 0 -0.011049532787765244 0.013401523233069052 0.030323825656674297 0.018963021545107969 -0.020578181444906134 -0.0030175052251749362 0.0010797315897955937 -0.014346395343727884 -0.013670080521114875 0 0 0 0 0 -0.0089779786464522591 -0.003533148152885906 0.0025332925490932925 -0.02006329217054019 0.0014827936132308349 0 -0.0061842034217062438 0.0050158280143768746 0.0088706267240119194 -0.0020120282362285041 -0.0081951208222682346 0.0047077858929538636 0.019433625869911486 -0.012712095530097792 0 0.022963453014123607 0 0 0
leaf_weight=48.390592634650602 27.440682038504747 222.72080234531313 11.459422299958531 3.6997061130241491 66.929251816021861 1.8367370249470685 19.522551001049582 87.115715585527141 39.67285197682213 8.6534204234048939 35.296704910972039 20.78142944638239 24.233672639224096 39.992121031565148 167.368137762267 2.7011738131259326 12.688142285202046 39.856478274712572 5.6432356994046122 7.5330053129146108 9.4860198726091731 30.441822777043853 56.270107002619625 100.99347119592858 66.246167053868703 27.937645873920701 92.697477031288145 347.57928941222599 288.31397851238034 282.60452744503345 226.00205801354605 45.157823490328155 22.236522846331358 93.55394633825199 5.4630670911574262 68.521910425384704 1.1997163415217063 0.22370992337528051 0.91767072139191519
leaf_count=113073 35922 337492 2134 1301 85603 685 14824 102934 20101 6041 18735 13668 30692 66989 224319 1081 6994 29755 2975 2710 5423 32068 20445 74514 77083 27211 37518 358296 396496 280472 227435 12174 4912 126880 8919 53207 1943 164 925
internal_value=0 0.00252969 0.00566247 0 0.00522709 0.01726 -0.00807433 -0.000127482 -0.00186642 0.00503275 -0.00444542 0.0127989 -0.00524826 0.000426543 -0.0106449 0.0206821 0.0259645 0.0073869 0.0104396 0.000211923 0.00858354 0 -0.00203376 -0.0122016 0.000532121 0.00137091 0.00776548 -0.000396387 0.00658796 0.00148458 -0.00518401 -0.000590138 0.0150345 -0.00886476 -0.00996016 0.0180089 0.0122509 -0.0167651 -0.00290882
internal_weight=0 353.609 130.888 117.592 94.3699 13.2962 23.2223 2305.77 490.89 125.661 49.8171 75.8436 365.229 173.627 191.602 55.0622 52.361 128.172 14.2967 1814.88 40.1732 1774.71 768.268 157.264 611.004 1006.44 234.315 772.128 318.756 630.184 292.248 137.855 29.7695 141.945 45.4552 96.4596 88.3154 35.5204 10.4037
internal_count=2864113 477961 140469 137650 121525 2819 16125 2386152 535310 69759 27915 41844 465551 210540 255011 28176 27095 134632 9016 1850842 13970 1836872 828041 94959 733082 1008831 130110 878721 428564 638768 304518 49692 7622 239953 75908 80418 104877 18899 6348
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 6379076 564 516 5 1 228 8389211 3935648 817 2372856 526340 188 331 5313557 15747874 10504282 14772240 512 328 528 1073458
is_linear=0
shrinkage=0.1


Tree=106
num_leaves=40
num_cat=26
split_feature=0 2 3 7 3 0 1 9 1 0 1 0 2 0 1 2 2 7 3 2 7 7 2 1 3 3 1 3 1 0 1 7 7 2 0 5 1 2 7
split_gain=0.22403 1.52528 2.5764 2.05655 0.706859 0.654179 0.742633 0.718635 0.666158 0.636521 0.635724 0.590512 0.583099 0.72955 1.93379 1.95927 1.72156 1.4205 1.35723 0.943596 0.890259 0.886945 0.950161 0.78763 0.666349 0.631132 0.605489 0.603218 0.560317 0.552678 1.43976 4.99263 1.43161 1.64275 0.768246 0.743554 2.77367 1.15392 1.08598
threshold=11.500000000000002 0 1.5000000000000002 1 7.5000000000000009 18.500000000000004 2 3 4 115.50000000000001 5 56.500000000000007 6 3.5000000000000004 7 8 9 10 1.5000000000000002 11 12 13 14 15 3.5000000000000004 1.0000000180025095e-35 16 4.5000000000000009 17 4.5000000000000009 18 19 20 21 6.5000000000000009 22 23 24 25
decision_type=2 9 2 1 2 2 1 1 1 2 1 2 9 2 1 9 9 1 2 9 1 1 9 1 2 2 1 2 1 2 1 1 1 9 2 1 1 9 1
left_child=12 2 10 5 -5 8 7 -7 -3 -4 11 -2 29 14 15 20 18 19 -16 23 -14 22 -17 -15 -18 -25 -23 -20 -21 35 32 -32 34 -34 -31 -1 37 38 -37
right_child=1 3 9 4 -6 6 -8 -9 -10 -11 -12 -13 13 17 16 21 24 -19 27 28 -22 26 -24 25 -26 -27 -28 -29 -30 30 31 -33 33 -35 -36 36 -38 -39 -40
leaf_value=0.00089332379237013013 0.010453536269920363 0.0054134620017879855 0.028845488252811413 -0.017337454852709915 0 0.017703332004563359 0 0 -0.0076154256050215141 0 -0.0080226128284255419 -0.0013045170181378884 0 0 0.0075445792586805492 -0.0020262603370286422 -0.017041601921529103 -0.010287068596239478 -0.011587694052702102 0.0017453536558317433 0.018435752109502476 0 0.015243881393469464 0 0 0.026391017355973753 -0.0084072675697959825 0 -0.010615685342191835 0 0.021827285503270909 -0.011962432009120101 0.0041441939490846208 -0.013719285059545661 0.015667842527548607 -0.00061722730469950784 -0.018253308859037316 -0.0034716871160904179 0.01940324501397335
leaf_weight=1069.4284557358578 46.348879486205988 18.690051893987402 30.456930416745312 62.091788032776094 0.87249671845347521 51.908848936247523 22.477859931648709 10.266009727420167 45.404073887024424 0.99921162806276598 24.187548398971558 5.4042304733738993 15.134468471787841 8.5331097115558787 103.78627682592196 5.9209886454154912 96.424495377443236 194.87614559951908 59.289182435120892 7.1597508666745853 77.260156033511521 82.051530945613194 27.644460286650428 7.4037027550075498 18.280572289047996 12.678012453849076 95.114692683111571 29.006896675160533 15.897858755255585 26.471136228297837 93.324866113005555 24.571985361006227 32.889088042451476 85.583825836591132 30.343244486561161 8.2932241583330324 56.60879396713608 27.324692157671961 28.659346447766438
leaf_count=1010378 30959 13200 12091 31399 432 14282 13113 2709 18701 509 16888 2514 21214 7251 175846 8845 150877 157774 92663 6469 101852 131418 40189 6379 26771 8311 172094 36185 16632 19663 69962 18198 28714 49915 18382 19459 171120 77228 63529
internal_value=0 0.00255807 0.010721 -0.00153825 -0.0134444 0.00369332 0.00898168 0.0127752 -0.000347227 0.0267387 0 0.0049255 -8.10937e-05 -0.00221225 0 0.00505214 -0.00552344 -0.00651338 0 0.00343528 0.0147011 0 0.00867413 0.0120383 -0.0134796 0.0180231 -0.00391841 -0.0070963 -0.00334747 0.000978678 0.00465253 0.0116385 -0.000158204 -0.00707284 0.00812683 0 -0.00659275 0.00449452 0.0130263
internal_weight=0 319.108 107.397 211.711 62.9643 148.747 84.6527 62.1749 64.0941 31.4561 75.9407 51.7531 2339.96 856.462 609.914 303.126 306.787 246.549 192.082 51.6724 92.3946 210.732 33.5654 28.6148 114.705 20.0817 177.166 88.2961 23.0576 1483.5 293.184 117.897 175.287 118.473 56.8144 1190.31 120.886 64.2773 36.9526
internal_count=2864115 156797 62961 93836 31831 62005 30104 16991 31901 12600 50361 33473 2707318 1160770 957954 475612 482342 202816 304694 45042 123066 352546 49034 21941 177648 14690 303512 128848 23101 1546548 204834 88160 116674 78629 38045 1341714 331336 160216 82988
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=3160206 1 94 1 417 120 12879221 302 3147776 16859786 10 2621954 2 12 74240 649 260 144 232 5 6 8388880 2 393 33844 2
is_linear=0
shrinkage=0.1


Tree=107
num_leaves=40
num_cat=24
split_feature=10 0 2 1 2 2 0 1 2 3 3 1 3 2 0 8 9 2 0 2 1 0 7 2 1 0 0 2 1 2 7 3 1 2 3 0 0 0 7
split_gain=0.222496 0.302407 1.20565 0.453711 1.38404 0.979557 1.10518 0.430734 0.546838 0.417209 0.413079 0.388322 0.358039 0.332295 0.231961 0.179513 0.505722 1.70697 0.903237 0.838235 2.05791 0.683873 0.531137 0.469483 1.32827 0.421529 0.885865 0.384031 0.3555 0.6776 0.552986 0.309903 0.259635 0.48756 1.19613 0.549051 1.7338 0.42213 0.354262
threshold=0 2.5000000000000004 1 2 3 4 1.5000000000000002 5 6 1.0000000180025095e-35 6.5000000000000009 7 1.5000000000000002 8 1.5000000000000002 9 10 11 28.500000000000004 12 13 23.500000000000004 14 15 16 2.5000000000000004 8.5000000000000018 17 18 19 20 5.5000000000000009 21 22 3.5000000000000004 19.500000000000004 4.5000000000000009 21.500000000000004 23
decision_type=1 2 9 1 9 9 2 1 9 2 2 1 2 9 2 1 1 9 2 9 1 2 1 9 1 2 2 9 1 9 1 2 1 9 2 2 2 2 1
left_child=15 3 11 5 14 6 9 13 -9 -2 -11 -3 -7 -4 -5 16 18 -18 19 20 -1 -19 -22 24 -17 -26 -27 -20 30 -30 -21 -29 33 35 -35 36 -25 -36 -34
right_child=1 2 7 4 -6 12 -8 8 -10 10 -12 -13 -14 -15 -16 23 17 21 27 28 22 -23 -24 32 25 26 -28 31 29 -31 -32 -33 38 34 37 -37 -38 -39 -40
leaf_value=-0.020860823288737704 0 0 0 0 -0.014625203929516613 0 -0.00056800238686292295 0.0082287632358697214 -0.0034301879813775056 0.021768551262899206 0 0.017283228814676865 -0.0092937976036414696 -0.011053447339078849 0.0082131783010144302 -0.0028146250911239815 0.019640360911076651 -0.0128172161428045 0 0 0.0052845341378110573 0.0019293511429209751 -0.0056282460601496075 -0.0013983536335270648 0.017718732326265894 -0.0058672873696790561 0.011875120398357988 -0.021072678246409102 -0.0058757979596518392 0.0046847609341286308 -0.0087093730516693123 0 0.0038612640998880524 0 -0.016702775168794769 -0.0088403764016892691 0.014563669263552945 0 -0.00014536597283294357
leaf_weight=29.495135371609649 29.54572388716042 11.05219169431075 2.9800651976984227 46.253225682354241 34.932499986025505 30.875614003889496 16.238161147906794 38.392876395810163 8.6482399238739145 36.492121195784421 0.89159854692115814 38.253201661733328 21.800602420276846 25.169667294365357 12.493478568023418 55.603950800265011 8.4746601576916856 18.160366109666946 1.0808940214919855 369.91725444721487 72.068243647307099 4.3253980790177584 28.873514282282486 170.10258716456883 44.69541558156925 30.457664754765574 18.060310447472148 20.367177810068831 16.307030561471038 312.00244100021973 43.178046315275424 0.25136248496710223 235.51128157773928 160.96144690093934 53.894656933363876 14.608221686954492 59.362072722055018 1.7793315461021837 535.81459709121555
leaf_count=157462 39807 7801 3249 80728 68564 40981 21078 28185 7501 64910 2678 33331 37785 27537 14157 51542 18081 38058 1896 534885 213549 7093 93390 71942 41378 16414 4359 15673 40213 525669 71050 165 107695 93712 40061 2356 11739 459 228293
internal_value=0 0.00241696 0.00583901 0 -0.00430588 0.00342156 0.00952774 -0.000357662 0.00204735 0.0154728 0.0201568 0.0139219 -0.00293332 -0.0076215 0.00223093 -0.000113999 -0.00126702 0.0065781 -0.00206853 -0.000903286 -0.00730554 -0.00401781 0 0.000455855 0.00513946 0.0115567 0 -0.0153919 0.000167025 0.00276452 -0.00129704 -0.0162913 -2.1442e-05 -0.00201194 -0.00520063 9.60036e-05 0.00278121 -0.0149639 0.00083828
internal_weight=0 354.019 124.496 229.523 93.6792 135.844 83.1676 75.1908 47.0411 66.9294 37.3837 49.3054 52.6762 28.1497 58.7467 2305.35 924.502 30.9604 893.541 871.842 130.437 22.4858 100.942 1380.85 148.817 93.2134 48.518 21.6994 741.405 328.309 413.095 20.6185 1232.03 460.708 216.635 244.073 229.465 55.674 771.326
internal_count=2865426 478292 107604 370688 163449 207239 128473 66472 35686 107395 67588 41132 78766 30786 94885 2387134 1717184 63232 1653952 1636218 464401 45151 306939 669950 113693 62151 20773 17734 1171817 565882 605935 15838 556257 220269 134232 86037 83681 40520 335988
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 14701736 899 8683344 3998830 387 2386 545 786944 1 1 3146064 4289301 538 9 13914253 193 8667136 325 262152 3 802 1602 6
is_linear=0
shrinkage=0.1


Tree=108
num_leaves=40
num_cat=25
split_feature=0 2 3 7 3 0 0 1 9 1 1 0 2 2 0 1 2 2 7 3 2 7 1 7 2 3 3 3 1 1 0 1 7 7 2 0 2 0 2
split_gain=0.187938 1.29871 2.31641 1.80199 0.667946 0.587583 0.576792 0.654013 0.664369 0.621127 0.55355 0.537976 0.468635 0.467547 0.621572 1.71902 1.61643 1.40706 1.23849 1.19832 0.835885 0.829997 0.758602 0.731645 0.882989 0.617446 0.577649 0.567783 0.53612 0.51302 0.444468 1.17018 4.42059 1.2109 1.48639 0.69159 0.672341 0.616975 0.595007
threshold=11.500000000000002 0 1.5000000000000002 1 7.5000000000000009 115.50000000000001 18.500000000000004 2 3 4 5 56.500000000000007 6 7 3.5000000000000004 8 9 10 11 1.5000000000000002 12 13 14 15 16 3.5000000000000004 1.0000000180025095e-35 4.5000000000000009 17 18 4.5000000000000009 19 20 21 22 6.5000000000000009 23 6.5000000000000009 24
decision_type=2 9 2 1 2 2 2 1 1 1 1 2 9 9 2 1 9 9 1 2 9 1 1 1 9 2 2 2 1 1 2 1 1 1 9 2 9 2 9
left_child=13 2 10 6 -5 -4 9 8 -8 12 11 -2 -3 30 15 16 21 19 20 -17 22 -15 -16 24 -18 -19 -24 -21 -22 -25 -1 33 36 35 -35 -32 -33 -36 -37
right_child=1 3 5 4 -6 -7 7 -9 -10 -11 -12 -13 -14 14 18 17 23 25 -20 27 28 -23 26 29 -26 -27 -28 -29 -30 -31 31 32 -34 34 37 38 -38 -39 -40
leaf_value=0 0.0097329291505301365 0.011460611687592564 0.026905122016737639 -0.016507889156752106 0 0 0.01660755674608309 0 0 -0.0073802372127904237 -0.0076954079767967967 -0.0013100330712706037 0 0 0 0.0068335441939151968 -0.0019674295448359868 -0.015926988090612645 -0.0096161430589451324 -0.011303543913356464 0.0017013059418429578 0.017020616310565083 0 0.00076576980165855976 0.01436507698557302 0 0.025050166474129588 0 -0.010329951317038552 -0.0069549845247305446 0 0.022854547445514493 -0.011602860751854353 0.0038416918571646413 0 0.017357283679537247 0 -0.019380499663307942 0
leaf_weight=1191.3899240046521 46.835670575143013 10.145805976215341 31.336607026292768 61.205099338665605 0.8765074984257798 0.99874034235835907 52.607019471164676 22.350242380605778 10.292263893177731 45.196315420122119 23.970844844341627 5.4061914700578191 8.6721672786516155 15.204934466619306 8.5768603394244547 104.67475587156878 5.8934820327267516 94.752942904433439 193.15332528282306 59.004371975173854 7.1800642450543819 78.674572424661164 7.4013453102525153 54.196497718439787 28.162760748533401 18.183280681056203 13.132740980348897 29.09871221940557 15.720552935767047 122.00839911398725 26.556500383245293 84.061829250596929 24.311908535411931 33.100765158393187 36.987315283084172 22.04177967351643 11.347034260950748 47.607506532454863 8.9326159039483191
leaf_count=1344398 31301 5865 12159 31340 435 506 14248 13081 2729 18632 16878 2516 7326 21440 7254 177296 8771 147509 156895 93189 6465 102469 6355 58531 40323 26740 8478 36217 16084 243835 19705 54943 17814 28862 24888 11578 15842 24920 6990
internal_value=0 0.00229516 0.00982063 -0.00141548 -0.0126729 0.0248601 0.00337038 0.00834796 0.0119 -0.000257478 0 0.00435218 0.00517805 -0.000140647 -0.00205308 0 0.00474132 -0.00522932 -0.00603775 0 0.00305027 0.0134258 0.0112281 0 0.00795167 -0.0124764 0.0171347 -0.00694366 -0.00310526 -0.00349036 0.000788828 0.00407679 0.0103467 -0.000129382 -0.00660728 0.0073217 0.0199307 -0.0130244 0.0144557
internal_weight=0 319.893 108.548 211.345 62.0816 32.3353 149.264 85.2495 62.8993 64.0143 76.2127 52.2419 18.818 2341.36 855.02 609.855 304.141 305.714 245.165 192.778 52.0116 93.8795 29.1109 210.261 34.0562 112.936 20.5341 88.1031 22.9006 176.205 1486.34 294.947 119.721 175.226 117.696 57.5309 95.4089 84.5948 30.9744
internal_count=2864807 157016 63360 93656 31775 12665 61881 30058 16977 31823 50695 33817 13191 2707791 1157851 956320 475369 480951 201531 306702 44636 123909 22087 351460 49094 174249 14833 129406 22549 302366 1549940 205542 88599 116943 78670 38273 70785 49808 18568
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=3160206 1 94 1 417 120 8390400 12879221 302 3147776 16859786 10 2621954 2 649 12 74240 144 256 232 5 6 8388880 8389988 8389716
is_linear=0
shrinkage=0.1


Tree=109
num_leaves=40
num_cat=26
split_feature=10 0 2 2 1 1 3 1 2 1 0 2 2 2 3 2 3 3 8 9 2 2 1 7 1 2 0 3 2 2 1 0 0 0 1 3 1 2 3
split_gain=0.187208 0.264463 1.08409 0.440004 1.07516 1.00367 0.830746 0.372172 0.501811 0.361089 0.34714 0.687307 0.324974 0.321348 0.265028 0.260448 0.191986 0.183519 0.164701 0.504263 1.75801 0.859399 2.04132 1.04626 0.548237 1.23097 1.08211 0.604569 0.603266 0.405446 1.20601 0.359985 0.346775 0.788414 0.324216 0.323675 0.265868 0.458958 2.02129
threshold=0 2.5000000000000004 1 2 3 4 1.5000000000000002 5 6 7 1.5000000000000002 8 9 10 5.5000000000000009 11 6.5000000000000009 1.0000000180025095e-35 12 13 14 15 16 17 18 19 5.5000000000000009 6.5000000000000009 20 21 22 1.0000000180025095e-35 2.5000000000000004 8.5000000000000018 23 1.5000000000000002 24 25 1.0000000180025095e-35
decision_type=1 2 9 9 1 1 2 1 9 1 2 9 9 9 2 9 2 2 1 1 9 9 1 1 1 9 2 2 9 9 1 2 2 2 1 2 1 9 2
left_child=18 3 9 4 15 10 -6 13 17 -3 11 14 -12 -4 -5 -2 -14 -9 19 21 34 24 23 35 25 26 -1 28 -26 30 -20 -29 -32 -34 -21 -23 37 38 -31
right_child=1 2 7 5 6 -7 -8 8 -10 -11 12 -13 16 -15 -16 -17 -18 -19 29 20 -22 22 -24 -25 27 -27 -28 31 -30 36 32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.018687388645249655 -0.0064469221352272156 0 0 0.013587420621558547 0.017091504594513373 -0.01398886760211491 0 0 -0.0033804108216145545 0.015368602687678246 0 -0.0023319032524184154 -0.012869082568669411 -0.01061584064223035 0 0 0 0.012177403303931191 -0.0027133109069393583 0 -0.006981034235087673 0.012638257241288345 -0.014973528074510562 -0.0066150543817945764 0.0027282115158881841 -0.0043318164273012088 0 0 -0.0040505916325506187 -0.0095234511951296438 0.016522524165098283 0.013991254231558987 -0.005492039882855254 0.011203553505182338 0.020237436077795139 0 0.00082645608518075442 -0.0037063349728729206 0.014922873857448796
leaf_weight=50.876544961449326 39.047084661273402 1.8117099119990598 2.9711014440399595 43.045857403012633 44.256083906089771 25.084693022552528 23.24985822342569 19.739509866078151 8.6232129727868578 48.181682542184717 4.1775040266074939 7.0936025711707762 10.159437284266456 24.851326083691678 1.9119563501881192 31.491934187331935 0.20156042050803158 18.991219829564216 55.504993622867914 1.6419101336068689 9.4483841681867506 43.655483659003949 108.13229244457216 27.456916542098043 89.44615958983195 20.6228135054007 16.102629647648428 2.3986273909395077 503.59496779135588 22.970961946237367 45.460041395941516 5.9528826373571064 30.219228195244796 18.341270412056474 19.864259299843983 25.11898313293932 771.35779968051065 394.93443389679305 42.985351751340204
leaf_count=127602 50043 1453 3249 85559 61943 49626 43195 9447 7511 39775 4084 12306 16278 27489 4837 43358 544 18761 51624 2081 21355 98168 321391 86777 234082 55344 31683 5528 584956 9140 41669 11865 16414 4359 40101 93501 336010 187568 23448
internal_value=0 0.00218192 0.00537143 0 0.00326172 -0.00436241 0.0106262 -0.000347996 0.00167735 0.0130406 0.000338138 0.00598891 -0.00348814 -0.00717468 0.0106078 -0.00236703 -0.00867694 0.00775922 -0.000150466 -0.00125038 0.00658872 -0.00205214 -0.00714715 0.00125933 0 0.00577769 0.0121505 -0.00138075 -0.00248575 0.000383735 0.00474091 0.00946824 0.0108764 0 0.0170196 0.00843756 -4.46267e-05 -0.002051 0.00268681
internal_weight=0 354.889 125.17 229.72 138.045 91.6746 67.5059 75.1764 47.3539 49.9934 66.5899 52.0514 14.5385 27.8224 44.9578 70.539 10.361 38.7307 2306.09 924.313 30.9546 893.358 204.364 96.2314 688.995 87.602 66.9792 601.393 593.041 1381.77 149.526 8.35151 94.0205 48.5605 21.5062 68.7745 1232.25 460.891 65.9563
internal_count=2864124 479458 107685 371773 198539 173234 105138 66457 35719 41228 123608 102702 20906 30738 90396 93401 16822 28208 2384666 1714434 63537 1650897 599837 278446 1051060 214629 159285 836431 819038 670232 114066 17393 62442 20773 42182 191669 556166 220156 32588
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 14701736 1396564 170 930 387 2386 513 2629674 2101376 786944 3648 1 1 3149136 25988330 228 9 536 525410 296968 13914253 193 3 802 576
is_linear=0
shrinkage=0.1


Tree=110
num_leaves=40
num_cat=23
split_feature=0 2 7 3 0 3 0 1 9 3 1 2 0 1 2 2 7 7 3 2 1 3 3 1 3 0 0 1 0 2 1 1 1 3 3 1 1 2 7
split_gain=0.148438 1.07682 1.46377 1.11649 0.672523 0.636979 0.542061 0.478643 0.54781 0.416298 0.48195 0.384526 0.481008 1.50432 1.4623 1.24139 1.1937 1.08424 1.02084 0.771851 0.726461 0.545097 0.542285 0.509242 0.500625 0.44408 0.603972 1.05327 0.630024 1.44384 1.34994 0.814376 0.656255 0.736521 0.596012 0.427419 0.378834 0.381811 0.323972
threshold=11.500000000000002 0 1 1.5000000000000002 18.500000000000004 7.5000000000000009 70.500000000000014 2 3 1.0000000180025095e-35 4 5 3.5000000000000004 6 7 8 9 10 1.5000000000000002 11 12 3.5000000000000004 1.0000000180025095e-35 13 4.5000000000000009 9.5000000000000018 7.5000000000000009 14 4.5000000000000009 15 16 17 18 6.5000000000000009 2.5000000000000004 19 20 21 22
decision_type=2 9 1 2 2 2 2 1 1 2 1 9 2 1 9 9 1 1 2 9 1 2 2 1 2 2 2 1 2 9 1 1 1 2 2 1 1 9 1
left_child=11 3 4 9 -3 -4 -5 8 -6 -2 -11 25 13 14 16 18 -13 19 -15 20 -14 -17 -22 -21 -20 26 28 -28 32 31 -31 -30 34 -34 -1 -19 -27 -38 -16
right_child=1 2 5 6 7 -7 -8 -9 -10 10 -12 12 17 15 38 21 -18 35 24 23 22 -23 -24 -25 -26 36 27 -29 29 30 -32 -33 33 -35 -36 -37 37 -39 -40
leaf_value=-0.0064223288568574528 0.0061155336587394226 -0.0014895737210589681 -0.015659540705007875 0.021625099313044769 0.015461327464251169 0 0 0 0 0 -0.010304349614016019 -0.0013358421130095013 0 0.0062403527705745176 0.0031954911025474774 -0.015071924113384386 0.014507233074067472 0 -0.010609585425762715 0.001606527726730614 0 0 0.02417168575064535 -0.010037399747725131 0 0 0.0023917986466096357 -0.013503609092208647 0 0.0053574885414284157 -0.013289275038982366 0.015218602083195169 0.0024018564396860241 -0.0084612355461305376 0.00028070997488878816 -0.010225047667814209 0 0.013944156773176078 -0.0039529518977191981
leaf_weight=234.38832594601263 40.66356349857233 62.168844766471011 57.954262869709055 32.314612789690727 52.504865421855357 0.83968738230760109 3.0060793465236193 21.613941441857605 10.090280474832978 19.840626968238212 19.707166844644235 21.785283090266603 8.5598897447343898 105.42479740453564 26.83271698839053 93.501033986565744 123.01688086447393 9.7714945444022288 58.314592180788168 7.2239963013125816 7.3964673091977664 18.258362270393263 13.435389594538718 15.54013521866 29.204041068845981 8.0434186580532678 19.427254464026191 44.095278627657535 39.782052300215582 24.490412410959834 32.572960660778335 89.691575928416569 819.66971772939451 28.937841923539963 108.36217485057568 181.42149105600402 5.7196005811711093 32.512338172891759 133.72912529359019
leaf_count=273879 14542 30882 29488 12586 13959 419 1427 12421 2633 18757 20399 27019 7230 177604 42826 144828 136473 12384 92726 6498 6364 26800 8547 15913 36725 5271 12907 29378 21891 25592 38940 51468 897763 39296 133417 144001 4564 16418 269982
internal_value=0 0.0020325 -0.0013825 0.00869117 0.00280475 -0.0117587 0.0190562 0.00840595 0.0111943 0 -0.00467526 -0.000129491 -0.00187441 0 0.00436991 -0.0049506 0.0107271 -0.00540464 0 0.00288615 0.0107734 -0.0117954 0.0165563 -0.00289356 -0.00648005 0.000698828 9.45365e-05 -0.00741481 0.000804431 0.00577087 -0.00328585 0.0110256 0 0.0013978 -0.00355101 -0.00883819 0.00823977 0.0107061 -0.000863472
internal_weight=0 320.704 205.172 115.532 146.378 58.794 35.3207 84.2091 62.5951 80.2114 39.5478 2341.11 853.416 610.067 305.364 304.703 144.802 243.349 192.943 52.1559 29.3917 111.759 20.8319 22.7641 87.5186 1487.69 1441.42 63.5225 1377.9 186.537 57.0634 129.474 1191.36 848.608 342.751 191.193 46.2754 38.2319 160.562
internal_count=2864217 157513 89802 67711 59895 29907 14013 29013 16592 53698 39156 2706704 1155920 954983 476300 478683 163492 200937 307055 44552 22141 171628 14911 22411 129451 1550784 1524531 42285 1482246 137891 64532 73359 1344355 937059 407296 156385 26253 20982 312808
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=3160718 1 94 1 88 12879221 302 3672064 16859786 2 10 2621954 649 144 23 8652064 848 586 278 513 272 4456481 12
is_linear=0
shrinkage=0.1


Tree=111
num_leaves=40
num_cat=22
split_feature=10 0 1 2 7 2 1 1 2 2 3 3 0 1 3 3 1 0 8 7 2 1 2 1 3 2 0 0 1 1 0 3 3 3 0 2 1 0 0
split_gain=0.136048 0.261113 0.676835 0.256354 0.248862 1.08133 1.03831 0.66863 1.99179 1.69408 0.895606 0.624218 0.575364 0.442753 0.303907 0.233882 0.221105 0.206773 0.150767 0.482864 2.46522 0.985355 0.764996 0.661725 0.925954 0.762235 0.696304 0.608862 1.02892 0.598518 0.96268 0.39606 0.368673 0.361995 2.24632 0.358915 1.09381 0.276272 0.706876
threshold=0 15.500000000000002 1 2 3 4 5 6 7 8 1.5000000000000002 2.5000000000000004 8.5000000000000018 9 1.5000000000000002 8.5000000000000018 10 14.500000000000002 11 12 13 14 15 16 3.5000000000000004 17 28.500000000000004 2.5000000000000004 18 19 1.5000000000000002 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 20 21 2.5000000000000004 8.5000000000000018
decision_type=1 2 1 9 1 9 1 1 9 9 2 2 2 1 2 2 1 2 1 1 9 1 9 1 2 9 2 2 1 1 2 2 2 2 2 9 1 2 2
left_child=18 4 3 -3 7 13 -7 9 10 11 12 -2 -9 -6 -8 -11 -10 -18 19 20 27 -22 23 26 -25 -26 31 28 32 30 -24 -21 -1 -31 -35 36 -20 -38 -39
right_child=1 2 -4 -5 5 6 14 8 16 15 -12 -13 -14 -15 -16 -17 17 -19 35 22 21 -23 29 24 25 -27 -28 -29 -30 33 -32 -33 -34 34 -36 -37 37 38 -40
leaf_value=0.018238537715442992 0 0 -0.00075595522622999231 0.017187238251229673 0 0 0.019612689013964686 0.022153669812819812 0 -0.015368475695242604 0 0.01383899363714129 0 -0.011299802585498373 0 0 -0.013558609112004223 0 -0.0025226987059789241 0.0093268561388209666 0 -0.021596133173733677 -0.0038572893705578863 -0.0040170663855354349 0 0.015648865204459392 -0.0027999033801427236 -0.0018811751011897034 -0.0018970840603439783 -0.00090578616393103347 0.013431182172277949 0 0 -0.019393003116203747 0.0046427920742519386 -7.6760226312362751e-06 0.015482150985845409 -0.0051062204657039405 0.010645443723716626
leaf_weight=41.812341861732421 29.259095622124732 3.3083741663867841 3.3074825756775708 12.710142586132863 8.4895810111047449 40.492584997758968 41.834068533571553 37.085996563066146 2.5013490966812242 80.952653834683588 17.17653594177682 11.279337551648494 3.0405917650787151 14.084450133610519 20.039273420799873 0.23872360421228123 30.097597189043885 0.20908695514663023 55.318693285160407 206.58015672139663 22.72439170614598 50.481942296615671 22.00484051487183 205.11849720892133 9.930026211179209 13.607275964597649 12.95889066159725 17.857008571663755 14.022344065760988 177.61244746542616 22.010495652681129 16.430310964275122 3.7407594359465284 64.247338110488272 22.531231886758178 1231.7152358584135 46.137979153965716 29.976010682497872 18.576674493087921
leaf_count=49395 49552 1585 3333 2605 10976 59576 38589 48578 833 112258 28793 23319 1499 17083 36791 696 42812 102 51577 272835 67523 120018 87209 394108 14768 32597 7294 28603 39461 228790 54461 28978 12873 235646 39399 556335 42688 16414 4359
internal_value=0 0.00185628 0.00893916 0.013811 0 0.00356833 0.00877683 -0.00124194 0.00287238 -0.00609967 0.01296 0.00425331 0.019684 -0.00576854 0.0147549 -0.013442 -0.00806666 -0.0104673 -0.000124174 -0.00118429 -0.00568726 -0.0161397 0 0.00243493 -0.000378121 0.0101406 0.00590758 0.00377161 0.00929871 -0.00365646 0.00235629 0.00810477 0.0144404 -0.00582113 -0.0109939 0.000382105 0.00446919 0.0103173 0
internal_weight=0 356.107 19.326 16.0185 336.781 124.94 102.366 211.841 90.1112 121.73 57.3031 40.5384 40.1266 22.574 61.8733 81.1914 32.808 30.3067 2305.39 923.67 150.639 73.2063 773.032 464.625 228.656 23.5373 235.969 77.4325 59.5754 308.406 44.0153 223.01 45.5531 264.391 86.7786 1381.72 150.009 94.6907 48.5527
internal_count=2864311 478980 7523 4190 471457 163015 134956 308442 122617 185825 78870 72871 50077 28059 75380 112954 43747 42914 2385331 1713958 317873 187541 1396085 750580 441473 47365 309107 130332 101729 645505 141670 301813 62268 503835 275045 671373 115038 63461 20773
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22
cat_threshold=1 316 1851688 1 9442320 624 408 11803480 1049647 656 1 1 2 1480 100 12356658 710 2624512 55 352 13914253 193
is_linear=0
shrinkage=0.1


Tree=112
num_leaves=40
num_cat=24
split_feature=10 0 2 1 0 2 1 1 3 3 2 0 3 0 8 9 2 0 3 2 7 1 2 1 7 0 3 1 2 1 7 3 2 1 3 2 2 3 3
split_gain=0.130243 0.238698 0.958547 0.564218 0.469376 0.425061 0.813179 0.760507 0.758619 0.342705 0.258715 0.206973 0.160775 0.160455 0.127558 0.425864 1.61511 0.911275 0.835163 0.811923 0.836606 1.82959 1.22851 0.793898 0.693952 0.677342 0.441941 0.380583 0.309625 1.04318 0.281719 0.805655 0.620603 0.584934 1.39615 2.62952 1.27574 0.745973 0.852656
threshold=0 2.5000000000000004 1 2 6.5000000000000009 3 4 5 1.5000000000000002 5.5000000000000009 6 1.5000000000000002 7.5000000000000009 41.500000000000007 7 8 9 20.500000000000004 1.0000000180025095e-35 10 11 12 13 14 15 23.500000000000004 4.5000000000000009 16 17 18 19 2.5000000000000004 20 21 1.5000000000000002 22 23 6.5000000000000009 1.0000000180025095e-35
decision_type=1 2 9 1 2 9 1 1 2 2 9 2 2 2 1 1 9 2 2 9 1 1 9 1 1 2 2 1 9 1 1 2 9 1 2 9 9 2 2
left_child=14 5 3 -3 12 7 10 11 -8 13 -7 -2 -4 -5 15 17 -17 19 27 23 21 -21 -22 -1 -25 -18 -20 -19 29 -16 31 32 -30 34 36 -36 -32 38 -35
right_child=1 2 4 9 -6 6 8 -9 -10 -11 -12 -13 -14 -15 28 16 25 18 26 20 22 -23 -24 24 -26 -27 -28 -29 30 -31 33 -33 -34 37 35 -37 -38 -39 -40
leaf_value=-0.00069949441029473877 0.0044724750162649027 0 -0.010347134122717889 0.017534907336298786 0.0016331504700612084 -0.0060860668377356285 0.015494959516234814 -0.012777050296900501 0 0 0 -0.0030910228528641705 0 0 -0.0023877307198594102 0.018858989116736721 -0.012779774203429637 0.007848873862261416 -0.021024349185503343 -0.0113067150459858 0 0.0027896016086988748 -0.015168884264384517 0.01130486536169447 0 0.0018502334274253856 0 -0.0044222959488169344 0 0.010300708616372174 -0.0030682246022751408 0.0016783518081067543 -0.014612167685521297 -0.0054595279632713625 0.0089569849423381722 -0.0097187667709656162 0.010849082737168003 -0.01188268600809067 0.0019058636500249495
leaf_weight=122.79682327740738 52.284244254784426 12.035315109693327 30.186514433487904 58.251163593900856 22.990663614618825 38.744224079331616 45.280530674106558 24.180986581690377 23.469987756951014 0.97425649015349236 32.001064745389158 14.356083786478846 0.17521979489538253 1.3139930158649793 55.187335375354451 8.7929833000416675 18.139692196200492 6.1910044825199293 26.132925515950777 78.359490694590022 69.205205698934151 366.66193443755037 75.377935421276561 108.14657862529566 28.594370840237389 4.3520491821109308 0.95313471947156259 9.1003155441576364 5.348483222478535 85.668244616434094 34.171987420122605 17.13691035406373 40.545008077693637 193.97756661000312 79.967182920401683 143.46422552797594 215.13429863557394 32.307740521137021 479.47737632643839
leaf_count=198506 102422 14543 31423 45701 13254 49500 62441 47690 43728 1719 44394 20671 476 381 51545 18907 37880 3386 25056 252034 122374 535028 187138 249851 69751 7103 700 5390 2285 59509 22683 8374 16109 71323 47413 58722 50338 23771 260698
internal_value=0 0.00181788 0.00484709 0.0107443 -0.00164694 0 0.0029833 -0.00450336 0.00935812 0.0140705 -0.00164532 0 -0.00895082 0.0168833 -0.00011729 -0.00109839 0.00601343 -0.00186115 -0.0128982 -0.000547743 -0.00283006 0 -0.00854893 0.0033394 0.00800127 -0.00402701 -0.0189004 0 0.000334652 0.004242 0 -0.00518514 -0.0120345 0.000196713 0.00298768 -0.00161188 0.00802129 -0.00133045 0
internal_weight=0 356.244 125.927 72.5747 53.3524 230.317 139.496 90.8213 68.7505 60.5394 70.7453 66.6403 30.3617 59.5652 2305.19 922.804 31.2847 891.52 42.3774 849.142 589.605 445.021 144.583 259.538 136.741 22.4917 27.0861 15.2913 1382.39 140.856 1241.53 63.0304 45.8935 1178.5 472.738 223.431 249.306 705.763 673.455
internal_count=2864217 478343 107497 62344 45153 370846 200063 170783 106169 47801 93894 123093 31899 46082 2385874 1713104 63890 1649214 34532 1614682 1096574 787062 309512 518108 319602 44983 25756 8776 672770 111054 561716 26768 18394 534948 179156 106135 73021 355792 332021
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 14703786 769 15208618 170 930 3648 1 1 3146064 8424610 9 568 16777292 321 5 98 13897869 193 8 514 93 2631728 598064
is_linear=0
shrinkage=0.1


Tree=113
num_leaves=40
num_cat=18
split_feature=0 2 1 7 11 8 2 1 7 7 0 1 2 3 0 2 0 0 0 3 3 2 3 7 7 0 3 3 3 2 0 3 0 0 2 0 3 3 2
split_gain=0.119594 0.599668 0.679359 0.380716 0.409999 0.225179 0.150615 0.972872 1.60582 1.11443 0.776432 0.619622 1.49817 1.55307 1.08348 0.753347 0.71676 0.9163 0.513713 0.573867 0.480621 0.725795 0.659654 2.72054 0.771787 0.525049 0.44917 0.422028 0.638878 0.411846 0.400987 0.330107 0.326864 1.07929 1.57866 0.790945 1.86243 0.614944 0.324301
threshold=55.500000000000007 0 1 2 3 4 5 6 7 8 13.500000000000002 9 10 1.5000000000000002 19.500000000000004 11 1.0000000180025095e-35 3.5000000000000004 3.5000000000000004 8.5000000000000018 1.5000000000000002 12 2.5000000000000004 13 14 4.5000000000000009 6.5000000000000009 2.5000000000000004 5.5000000000000009 15 6.5000000000000009 3.5000000000000004 6.5000000000000009 13.500000000000002 16 3.5000000000000004 3.5000000000000004 5.5000000000000009 17
decision_type=2 9 1 1 1 1 9 1 1 1 2 1 9 2 2 9 2 2 2 2 2 9 2 1 1 2 2 2 2 9 2 2 2 2 9 2 2 2 9
left_child=6 5 3 -3 -5 -2 11 9 10 -8 29 12 13 16 18 27 -1 -18 31 -20 21 30 24 -24 -22 -23 -10 -13 -29 -9 -11 -14 35 34 -34 37 -37 -17 -35
right_child=1 2 -4 4 -6 -7 7 8 26 20 -12 15 14 -15 -16 32 17 -19 19 -21 22 25 23 -25 -26 -27 -28 28 -30 -31 -32 -33 33 38 -36 36 -38 -39 -40
leaf_value=0.0053166428332902501 0 0 0 0.023294321449489667 0 -0.0081482498860731278 0.014976334828221327 0 -0.0084734239656523436 0.013101665660188134 -0.0020979407450016519 0 0 0.016544046861172113 0.0057279142768328203 0.0048900245102452737 -0.016680391846745763 0 -0.015462673962899992 0 0 -0.0040222605747872999 0.0073452086962662632 -0.013903730825476114 -0.01339622056459277 0.0054439065949685415 0 -0.013061976954724101 0 0.014199022993016803 0 -0.0082932808305808837 0.015817839349881721 0.0035456179893374358 -0.0037132141509722189 -0.011336542147146458 0.0087345897076166728 -0.003979277029422656 -0.0051758328158071918
leaf_weight=20.309341854990635 2.0020741488406184 2.6813271317369072 7.6750186432182081 23.682942036888562 0.81768356576504331 9.1058745066547981 13.89851574847853 9.5654232528941048 356.11614122915762 54.788739834348235 4.7074162474891628 296.85630421499809 184.34795639184631 43.721072989454115 20.749077574000694 482.57459426061996 23.968388622539351 22.610258540866198 102.74103693994402 1.1252907621237671 22.200396946907858 134.40428579018771 144.19012351107813 49.326167887211341 53.991472688338035 57.41580147613422 13.735395922009046 37.760004945110268 9.4495205069415515 38.762673680856096 7.2421393210315719 47.289173193614261 111.53570260517881 30.12287786359957 14.997306093842779 97.964512838720111 30.538698769028997 31.367122111263598 48.149974456173368
leaf_count=22603 4270 719 3030 5376 366 2480 13696 12762 651443 59078 3630 265074 183251 72881 7396 516010 28941 21114 59093 678 29102 176051 132456 57405 57142 43824 21032 59761 12723 64020 8489 52051 42471 12122 15344 69672 19351 40330 16946
internal_value=0 0.00394673 0.00960276 0.0148227 0.0181078 -0.00232881 -6.9134e-05 -0.00112826 -0.00466807 0.00126787 0.0063093 0.00038014 -0.00233456 0.00542887 -0.00580674 0.00172892 -0.00105284 -0.00874244 -0.00791134 -0.0139361 0 0.00281733 -0.00291872 0 -0.00928236 0 -0.0074363 -0.00155363 -0.00818462 0.0122536 0.00965488 -0.002775 0.00341002 0.00717669 0.0120917 0.00154721 -0.00392354 0.00360757 0
internal_weight=0 45.9649 34.857 27.182 24.5006 11.1079 2618.52 960.345 422.887 537.458 53.0355 1658.18 466.862 110.609 356.253 1191.32 66.888 46.5786 335.503 103.866 523.559 253.851 269.708 193.516 76.1919 191.82 369.852 344.066 47.2095 48.3281 62.0309 231.637 847.251 204.806 126.533 642.445 128.503 513.942 78.2729
internal_count=2864183 16241 9491 6461 5742 6750 2847942 1330130 752887 577243 80412 1517812 448008 145539 302469 1069804 72658 50055 295073 59771 563547 287442 276105 189861 86244 219875 672475 337558 72484 76782 67567 235302 732246 86883 57815 645363 89023 556340 29068
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=18710 228 8 1 1 6331861 914 4 8 786 4194501 192 8733184 1 6 8462848 2104336 2101524
is_linear=0
shrinkage=0.1


Tree=114
num_leaves=40
num_cat=26
split_feature=10 0 1 2 1 2 2 7 1 7 2 0 1 2 2 7 3 0 7 3 2 3 7 2 2 1 1 2 0 0 2 2 0 0 0 2 1 3 0
split_gain=0.105356 0.226108 0.642909 0.258408 0.195844 1.13215 0.464859 0.77091 0.370582 0.241125 0.325201 0.206053 0.198442 0.440499 0.340374 0.415056 0.188149 0.175373 0.167348 0.146525 2.95642 0.779119 0.759971 0.824292 0.606752 1.47155 0.837132 0.806284 0.776812 1.27334 0.917241 0.680326 0.806685 0.563669 0.542821 0.504284 0.596276 0.495982 0.447592
threshold=0 15.500000000000002 1 2 3 4 5 6 7 8 9 11.500000000000002 10 11 12 13 8.5000000000000018 8.5000000000000018 14 5.5000000000000009 15 7.5000000000000009 16 17 18 19 20 21 4.5000000000000009 14.500000000000002 22 23 3.5000000000000004 19.500000000000004 21.500000000000004 24 25 14.500000000000002 8.5000000000000018
decision_type=1 2 1 9 1 9 9 1 1 1 9 2 1 9 9 1 2 2 1 2 9 2 1 9 9 1 1 9 2 2 9 9 2 2 2 9 1 2 2
left_child=19 4 3 -3 5 -2 12 8 17 -7 -11 16 14 -14 15 -6 -9 -8 -5 24 33 34 23 37 25 27 28 -1 35 30 -30 -28 -33 -21 -22 -26 -37 -23 -34
right_child=1 2 -4 18 6 9 7 11 -10 10 -12 -13 13 -15 -16 -17 -18 -19 -20 20 21 22 -24 -25 26 -27 31 -29 29 -31 -32 32 38 -35 -36 36 -38 -39 -40
leaf_value=0.0025674499745547657 0.010671764561127194 0 -0.00082523950815227673 0.019480350018984741 -0.00097908791637332598 0 0.012493582996228573 -0.012351412494592621 -0.000701791835605802 0 -0.010108963629225014 0 0 0.0093752093742557989 -0.007024520707280448 0.0092635967566493012 0 0 0 0.019128209184778949 -0.015374946413362681 0.023636045214191784 -0.0068531156374367179 -4.9232805206727567e-05 0.0072484935360203817 0.0028376282580411007 -0.011399506269911297 -0.010020428974553545 0 0.003900401194018817 -0.013985536427234914 -0.0046203154213814582 0.0066534944336841305 0 0 0.0043798860429879911 -0.0073013311329826721 0 -0.00062689500415794518
leaf_weight=12.608558150157476 65.616645745918504 3.3243751874251757 3.3373854804958709 10.866249690807305 3.4225175340106944 15.721917822098476 12.656656034421754 83.967246355925454 9.3326289311371529 11.15661952678056 31.161469671933446 4.284179295616922 24.496825441994588 40.422920755008818 20.212755611137254 13.986308419232957 0.22987668150744767 0.71434900678286872 2.1787989348522432 59.674290757842755 53.57915475070331 11.232530139845037 8.2926855955884111 8.990887277992444 167.58268766725996 889.01976470261252 100.64810525770372 125.53880416025459 50.766996035061311 79.756518980313558 74.093930474526132 406.57121055214338 98.233703493853682 2.3159587754780651 2.1907438373309551 46.170699985877945 40.843363611430505 1.0066030795496761 67.289968716686417
leaf_count=17060 87224 1585 3333 2094 7067 16317 17925 113434 10363 7657 40365 1647 48465 60033 32870 25485 657 543 511 62896 54286 15049 10244 6948 248251 815235 126526 103409 51373 27747 53169 435127 95449 846 676 97226 105207 1335 58520
internal_value=0 0.00159256 0.00807708 0.0130789 0 0.00313484 -0.00117474 -0.0055265 0.00201884 -0.00320357 -0.00655005 -0.00982331 0.00166591 0.00479256 0 0.0027451 -0.0116522 0.00864158 0.0164224 -0.000175316 0.00232886 -0.00692932 0 0.00933142 -0.000512752 0.00104249 -0.00216304 -0.00686903 0.000587349 -0.00297762 -0.00921276 -0.00438896 -0.00200114 0.0155021 -0.0129253 0.00453911 0 0.0167264 0.0025174
internal_weight=0 357.09 19.7068 16.3694 337.383 123.657 213.726 111.185 22.7036 58.04 42.3181 88.4813 102.541 64.9197 37.6216 17.4088 84.1971 13.371 13.045 2306.41 147.283 85.2926 29.5227 21.23 2159.12 1027.17 1131.96 138.147 459.214 204.617 124.861 672.743 572.095 61.9902 55.7699 254.597 87.0141 12.2391 165.524
internal_count=2864154 477575 7523 4190 470052 151563 318489 144569 28831 64339 48022 115738 173920 108498 65422 32552 114091 18468 2605 2386579 152280 88538 33576 23332 2234299 935704 1298595 120469 582973 132289 104542 715622 589096 63742 54962 450684 202433 16384 153969
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 316 1851688 135 7930094 8420149 2 328 10 263168 264 2084 18468 2 3 11536595 9 541472 4495148 522 558 516 10567698 11075584 9963586 36
is_linear=0
shrinkage=0.1


Tree=115
num_leaves=40
num_cat=17
split_feature=3 2 2 1 1 0 11 0 1 0 0 3 2 1 1 1 0 7 0 0 3 0 0 3 3 7 2 0 3 0 0 0 0 0 2 0 2 1 7
split_gain=0.0971668 2.49605 1.47371 1.22916 1.20674 1.10201 1.03294 0.64728 0.629119 1.96926 2.93925 0.624443 1.44342 1.27223 1.12558 0.928499 1.23352 0.591364 1.32014 0.840879 3.20629 1.35499 1.23875 0.570575 0.558475 1.28215 0.996295 0.555607 0.552863 0.549243 0.737477 0.686196 0.533153 1.05523 1.23539 0.497802 0.484438 0.74048 0.456144
threshold=1.0000000180025095e-35 0 1 2 3 4.5000000000000009 4 13.500000000000002 5 4.5000000000000009 12.500000000000002 2.5000000000000004 6 7 8 9 4.5000000000000009 10 36.500000000000007 5.5000000000000009 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 2.5000000000000004 1.5000000000000002 11 12 56.500000000000007 5.5000000000000009 75.500000000000014 10.500000000000002 5.5000000000000009 1.0000000180025095e-35 14.500000000000002 13 15.500000000000002 14 15 16
decision_type=2 9 9 1 1 2 1 2 1 2 2 2 9 1 1 1 2 1 2 2 2 2 2 2 2 1 9 2 2 2 2 2 2 2 9 2 9 1 1
left_child=1 3 8 -1 5 -3 11 -7 9 38 -11 13 15 36 -14 -13 -17 19 -19 20 22 -22 -10 35 26 -26 -15 -9 -8 30 31 -5 -6 34 -34 -21 37 -4 -2
right_child=2 4 6 29 32 7 28 27 17 10 -12 12 14 24 -16 16 -18 18 -20 23 21 -23 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.00070574475108802989 0 -0.012906940416339597 0.0092032742487949942 0.007641867599712214 0.0042660598803428247 0.007787070850942145 -0.012626765516704167 -0.013137222685086089 0 0.021798957611919259 -0.0061521139890475017 0.0034357748883948012 -0.0012908156932451929 0 0.01222731952525538 -0.020401862441916233 0.00049416674968952681 -0.01381220726840195 0.0041598616795401671 -0.016666038045803019 -0.011838030995670467 0.0063569405063954552 0.01722584430330093 0 0.012993928802960311 -0.0056917969502019118 0.015098041308386646 0 0 0 0.022095885539813398 -0.0012011112018510111 0 0.0075451766407093031 -0.01436716605141249 0 -0.0085752469373347757 -0.0045985130901742815 -0.0071197110131831403
leaf_weight=122.37387021159975 47.129722106066765 153.50546016040244 23.141063322123955 289.58414206989255 161.60622557286297 38.477015372074675 32.815166017830052 15.63811815720692 36.60447453625784 57.529503243262297 25.142556228835019 24.72994850979012 29.414770886178303 59.620535279096657 245.3141751007679 26.502625660679769 5.804199904887354 153.80769139521635 8.2176799180015205 42.91025534531218 129.58499700668472 10.381564349998369 84.982266504803192 48.925198566765175 12.161488618996371 83.915249843310448 63.699050801780686 5.1412882014847119 8.7040220003909763 3.6151460534165372 38.42264972619887 37.473442865797551 105.30871374073467 25.160357436499908 64.693631380636361 30.863286401465302 96.585848411767074 57.262144379774327 156.60384172042541
leaf_count=115818 56190 211646 20675 289028 199218 34995 40684 7426 64064 36809 18926 41746 36135 46987 250516 53016 4937 170177 3063 33347 164256 7091 82173 19390 16046 106490 78440 904 11102 497 13483 24294 93527 7738 71899 21658 141639 76247 191901
internal_value=0 0.000804617 -0.00040318 0.0059898 -0.00329033 -0.00861888 0.00247382 0 -0.00339311 0 0.0112611 0.00378477 0.00687284 0.000194814 0.00984665 -0.00322216 -0.0115489 -0.00529783 -0.0102948 -0.00171169 0.000625996 -0.00783959 0.0119732 -0.00791558 0.0054761 0 0.00944431 -0.00675994 -0.00792016 0.00879499 0.00979325 0.00577267 0 -0.00286209 -0.00680308 -0.0121317 -0.00478095 0 -0.00480857
internal_weight=0 1061 1602.35 491.469 569.531 212.762 769.67 59.2564 832.683 286.406 82.6721 728.151 331.766 396.385 274.729 57.0368 32.3068 546.277 162.025 384.252 261.553 139.967 121.587 122.699 219.396 96.0767 123.32 20.7794 41.5192 369.095 365.48 327.058 356.769 195.163 170.002 73.7735 176.989 80.4032 203.734
internal_count=2864178 1070473 1793705 443120 627353 254971 924660 43325 869045 303826 55735 872874 386350 486524 286651 99699 57953 565219 173240 391979 317584 171347 146237 74395 247963 122536 125427 8330 51786 327302 326805 313322 372382 173164 165426 55005 238561 96922 248091
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=13979014 8744322 74 420 1 137 33293 368 517 308 9 12 5771328 16814688 2097728 256 10
is_linear=0
shrinkage=0.1


Tree=116
num_leaves=40
num_cat=21
split_feature=10 2 0 1 0 1 3 3 2 0 2 0 2 1 1 2 0 0 2 2 0 1 7 2 0 0 0 3 0 0 0 2 3 2 2 3 1 2 1
split_gain=0.106477 0.226305 0.910938 0.680449 0.312003 0.303231 0.224552 0.110596 2.51276 0.669637 0.547299 0.511766 0.497124 1.17891 0.751576 0.733447 0.682952 1.07258 0.866483 0.585314 0.643031 0.447994 0.418824 0.41715 0.503733 0.402536 0.389526 0.334847 0.326055 1.2644 1.17392 0.95953 0.784461 0.439765 0.397843 0.274562 0.237881 0.215165 0.0899185
threshold=0 1 11.500000000000002 2 3.5000000000000004 3 1.5000000000000002 5.5000000000000009 4 5.5000000000000009 5 19.500000000000004 6 7 8 9 4.5000000000000009 14.500000000000002 10 11 3.5000000000000004 12 13 14 2.5000000000000004 1.0000000180025095e-35 8.5000000000000018 1.0000000180025095e-35 4.5000000000000009 2.5000000000000004 7.5000000000000009 15 1.0000000180025095e-35 16 17 2.5000000000000004 18 19 20
decision_type=1 9 2 1 2 1 2 2 9 2 9 2 9 1 1 9 2 2 9 9 2 1 1 9 2 2 2 2 2 2 2 9 2 9 9 2 1 9 1
left_child=7 2 3 4 -2 -4 -7 12 11 10 -10 36 13 15 16 35 23 18 -18 -16 27 -19 37 25 -25 -14 -22 -21 29 34 33 -31 -32 -30 -15 -1 -9 -11 -3
right_child=1 38 5 -5 -6 6 -8 8 9 22 -12 -13 14 28 19 -17 17 21 -20 20 26 -23 -24 24 -26 -27 -28 -29 30 31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0089507069927909372 0.0092782275278517345 0.001118284306441096 0 -0.0049714495878813948 0 0.022455592362203285 0 0 0 0.010940652709673024 -0.014872957429019094 0 0 0 -0.010684091582217009 -0.0092718506657720433 0 0.0094718695634507521 -0.013233873809511104 0 0.0060179572606417287 0 -0.0038070800263418042 0.0032025593920284945 -0.0082575023033603749 0.010712317760916634 -0.00074386871567328156 -0.0070849312310686564 0.013453852011595772 0.0017937151357337014 0.0073241191277701638 -0.010787792366048522 -0.0052660910655222539 0 0.0048064781159277686 0 0.01908152725105601 0 -0.0022305246922974622
leaf_weight=9.4366317390049499 55.942117525293725 89.435928532737307 1.5904296284570589 78.769383067628951 8.5941295311786217 12.266448159236463 2.2479889283422372 17.889255066838814 22.721240767717973 13.920734232349785 40.904958453600557 2.3264848777325815 45.127220418044089 102.80674285740133 99.530387403221539 124.19319964226634 50.573497667071933 24.281803213918465 73.127477290312527 214.32363112421081 98.998441693300265 55.940332529746229 5.705019548346173 92.016320840939443 25.522620283045399 92.547601174210286 67.402993532683467 190.39347914314021 98.669549652709975 36.528198153871926 50.4049249679083 98.444571431846271 97.34422878190162 6.8946611838910021 400.64849377495557 3.1939031185829654 43.019023532182473 1.4707973298645818 108.19739997145371
leaf_count=12276 71732 130591 817 96342 7844 2043 701 18440 31879 4678 48243 847 87168 141091 125815 103312 50996 3876 52926 183360 95800 23936 2646 217768 36467 109691 58637 250881 51294 27909 20284 53352 48300 10558 462909 4625 45119 1281 167807
internal_value=0 0.00160186 0.00404093 0 0.00608373 0.0164904 0.0169 -0.000175094 0.00193986 -0.00649906 -0.0115193 0.0141018 -0.000481771 0.000904594 -0.00198404 -0.00616178 0.000595601 -0.00270309 -0.0085164 -0.00410637 -0.00184487 0.00341732 0 0.00431116 0 0.00730162 0.00205626 -0.00421259 0.00252878 0.000692094 0.00562469 -0.00640252 0 0.0123577 0.00340958 0.00252376 0.0175026 0.00797824 0
internal_weight=0 357.044 159.41 143.306 64.5362 16.1049 14.5144 2306.31 147.958 84.7228 63.6262 63.2348 2158.35 1028.57 1129.79 136.824 459.137 203.923 123.701 670.649 571.119 80.2221 21.0966 255.214 117.539 137.675 166.401 404.717 891.741 638.428 253.313 134.973 147.749 105.564 503.455 12.6305 60.9083 15.3915 197.633
internal_count=2864241 477877 179479 175918 79576 3561 2744 2386364 153133 88727 80122 64406 2233231 935910 1297321 120213 582828 131734 103922 714493 588678 27812 8605 451094 254235 196859 154437 434241 815697 685261 130436 81261 68584 61852 604000 16901 63559 5959 298398
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
cat_threshold=1 6379212 387 66 11536595 344096 4495148 522 558 516 10567698 11075584 2 9 9963584 4195080 263968 768 288 526116 628
is_linear=0
shrinkage=0.1


Tree=117
num_leaves=40
num_cat=23
split_feature=2 7 0 1 2 1 2 0 1 2 9 3 1 0 1 0 1 0 1 2 2 0 3 0 0 0 0 1 7 2 2 2 1 1 3 3 2 3 0
split_gain=0.0970216 0.585167 1.81248 4.14766 1.56899 1.55973 1.22038 1.16094 1.78021 1.24804 1.03055 0.929027 0.704995 0.506854 0.896676 0.675832 1.27087 0.901941 1.67089 0.456019 0.392555 0.381081 0.347591 0.334655 0.331881 0.558442 0.693984 0.324628 1.19084 1.46148 1.18987 0.854491 0.663779 0.522121 0.322288 0.300524 0.27633 0.249851 0.239644
threshold=0 1 1.0000000180025095e-35 2 3 4 5 1.0000000180025095e-35 6 7 8 3.5000000000000004 9 30.500000000000004 10 13.500000000000002 11 9.5000000000000018 12 13 14 113.50000000000001 6.5000000000000009 42.500000000000007 28.500000000000004 14.500000000000002 6.5000000000000009 15 16 17 18 19 20 21 1.0000000180025095e-35 6.5000000000000009 22 4.5000000000000009 115.50000000000001
decision_type=9 1 2 1 9 1 9 2 1 9 1 2 1 2 1 2 1 2 1 9 9 2 2 2 2 2 2 1 1 9 9 9 1 1 2 2 9 2 2
left_child=1 2 5 6 -5 -1 38 8 9 -3 -10 -7 22 15 -15 17 19 27 36 -17 -20 35 -9 -16 25 26 -14 28 29 -2 -30 32 -29 -33 -26 -6 -19 -36 -4
right_child=13 7 3 4 21 11 -8 12 10 -11 -12 -13 24 14 23 16 -18 18 20 -21 -22 -23 -24 -25 34 -27 -28 31 30 -31 -32 33 -34 -35 37 -37 -38 -39 -40
leaf_value=-0.002520317782632914 0.0080305033446408467 0.011320154195197867 0.022742127214398902 0 -0.027242101894608867 0.029356959185112053 0 -0.0067838601077231334 -0.016531733292855923 -0.0053729748505102152 0 0 0.0031700217408187864 0.013764555769662429 0.0018594155146450142 0.0081163978484649745 -0.015301759509862616 0 0.019092144048832048 -0.0023194575604726189 0 0 0 -0.0080676357043762918 0 0.012055408176398053 -0.0050223519121183179 -0.0024844144520492256 0.0018990377555693685 -0.0016972819062578194 -0.015145222924135275 0 0.0084936338754745874 -0.0060921966210619391 -0.012622935263443333 0 -0.0077211172091756174 0 0
leaf_weight=7.1837248080701102 305.73606030259543 42.602994680359188 40.732280359843571 29.714563968431321 45.437000962701859 29.497590990418757 24.440521475218702 156.27825322064382 132.83285476230594 39.228266100829387 20.058103102564928 5.8918620962904233 420.73755869166234 36.887884212861536 8.1704111359140388 24.250675371455145 39.606611971757957 3.4741651406002347 49.262511029308371 29.187976365923532 9.1107158476806926 0.29535299942653992 6.2556531220689058 19.617714090287336 5.7423354451893855 37.361258286764496 87.107294635556173 17.40158750610135 24.640174405412836 187.92994739766436 37.704338836385432 321.96501142786292 97.01771545273732 282.4975484407023 11.002228744371676 1.6563187687170273 22.42929811307113 1.9581558562349517 0.48033138933533237
leaf_count=15113 336634 59639 33802 31411 40218 44355 23257 208830 304656 129818 17924 12381 445202 7405 3207 8099 18294 2730 19563 11794 8583 119 8978 6902 1975 20944 64788 29100 13637 126983 46434 303165 129577 308337 8350 1959 8848 919 200
internal_value=0 -0.000601256 0.00361584 -0.000713579 -0.0147489 0.0170591 0.012341 -0.00182602 -0.00752281 0.00171867 -0.0129651 0.0219785 0 0.000589638 0.00769999 0 -0.00696586 0.000753049 0.00926389 0.000652893 0.0161642 -0.0223216 -0.00489106 -0.000432568 0.00191075 0.00287334 0.0010053 0 0.00173735 0.00391551 -0.00736821 -0.00138099 0.0046702 -0.00321071 -0.00408281 -0.0262146 -0.00351237 -0.00969109 0.0192125
internal_weight=0 1146.49 185.33 142.756 77.1032 42.5732 65.6531 961.165 234.722 81.8313 152.891 35.3895 726.443 1516.89 64.676 1452.21 93.0453 1359.17 84.2767 53.4387 58.3732 47.3887 162.534 27.7881 563.909 545.206 507.845 1274.89 556.011 493.666 62.3445 718.882 114.419 604.463 18.7027 47.0933 25.9035 12.9604 41.2126
internal_count=2864130 1474838 202815 130966 73707 71849 57259 1272023 512037 189457 322580 56736 759986 1389292 17514 1371778 38187 1333591 39724 19893 28146 42296 217808 10109 542178 530934 509990 1293867 523688 463617 60071 770179 158677 611502 11244 42177 11578 9269 34002
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=17656610 12 55 802848 33 264962 780 264706 1 553 204 90 276 3145796 2102360 785 3 12615896 1049733 7340037 64 192 8388748
is_linear=0
shrinkage=0.1


Tree=118
num_leaves=40
num_cat=26
split_feature=10 1 2 2 0 2 0 0 2 0 3 8 9 2 0 1 2 0 3 1 7 0 1 3 1 2 2 1 0 1 2 7 2 1 7 3 1 1 0
split_gain=0.104874 0.244062 2.19645 0.963181 0.769383 0.954502 0.645049 0.514225 0.502718 0.269757 0.23023 0.114653 0.436159 1.57018 0.858885 0.839083 0.701319 0.600068 0.817488 0.590787 0.522133 1.26515 1.04146 0.322561 0.320282 0.31626 0.286833 0.215494 0.185219 0.126894 4.55606 0.804325 0.447085 0.646463 0.801595 0.590571 1.43803 0.809562 0.315033
threshold=0 1 2 3 1.0000000180025095e-35 4 1.5000000000000002 11.500000000000002 5 5.5000000000000009 4.5000000000000009 6 7 8 20.500000000000004 9 10 1.5000000000000002 2.5000000000000004 11 12 1.0000000180025095e-35 13 1.0000000180025095e-35 14 15 16 17 56.500000000000007 18 19 20 21 22 23 2.5000000000000004 24 25 4.5000000000000009
decision_type=1 1 9 9 2 9 2 2 9 2 2 1 1 9 2 1 9 2 2 1 1 2 1 2 1 9 9 1 2 1 9 1 9 1 1 2 1 1 2
left_child=11 2 -2 -3 8 6 -6 -4 -5 -7 -8 12 14 24 16 23 17 19 -19 -1 21 -18 -22 -16 -14 -17 27 28 -13 30 31 -28 33 34 -31 37 -37 -34 -32
right_child=1 3 7 4 5 9 10 -9 -10 -11 -12 26 13 -15 15 25 20 18 -20 -21 22 -23 -24 -25 -26 -27 29 -29 -30 32 38 -33 35 -35 -36 36 -38 -39 -40
leaf_value=0.004985312902785523 0.013921066802825399 -0.0059721432020877017 -0.012161233177608676 0.016024808236366667 0 -0.01099554812684829 0.016130599964019419 0 0 0 0 0.013020390297494286 0 -0.0064822362901074326 0.0092890051443550864 0 -0.0073064248102280129 0.010859332446468521 -0.00055092147327302277 -0.0044429940787581185 0.0033592097513436277 0.0033735522043973187 -0.011716428742293866 -0.0023562763452093104 0.019173865074673883 -0.021189876851718432 0.02601793063734676 0 0 -0.0018325515705084683 -0.019656952705804896 0 0.00096033388423780598 0 0.011429799758295462 0.0056080620209451263 -0.0065607739005728279 -0.0060245495267948436 0
leaf_weight=59.054410206903412 72.918903253237659 116.23733628503396 33.654202718884335 26.348519885570568 11.145806775224626 39.613921126612695 23.356619141093692 6.6559315728954962 14.405287307657998 11.11225656972965 1.6254523730895005 20.325047976672071 1.6325364939257252 9.1848035165094206 4.5932076090539367 4.6780880814185366 148.90956546020425 108.7085506495132 29.262273824810109 134.56940345238036 12.24207145866967 243.8818629380512 112.7066136608928 13.356668173379147 20.397408795390223 19.499932943130265 28.93504204096098 10.246339332137724 0.70546342391753469 10.873685952232336 19.745215179646042 3.4002389723173101 149.62713984232687 300.96352079267672 88.35652816912625 233.62192656380648 100.42146265486372 412.76734258036595 3.4571613810840054
leaf_count=155892 69936 202792 30620 44394 16437 48954 22707 1904 29236 8863 2298 20705 2081 20962 1605 4394 298675 207384 55544 287320 41360 349630 219819 7471 41036 20664 11219 20137 174 4092 14919 1072 58854 168534 23713 119572 47006 180794 1385
internal_value=0 0.0015906 0.0047243 0 0.00492133 0 0.0076511 -0.00682418 0.013029 -0.00748912 0.0145131 -0.000172397 -0.00109172 0.00613382 -0.00186176 -0.0126229 -0.000574387 0.00240003 0.00698713 0 -0.00304249 -0.00019232 -0.0079642 0 0.0160295 -0.0176016 0.00023865 0.00643207 0.00956617 0 0.00342198 0.0214501 -0.00033522 0.00200896 0.00771284 -0.0017432 0.000860379 -0.00379074 -0.0146303
internal_weight=0 357.074 113.229 243.845 127.608 86.8541 36.1279 40.3101 40.7538 50.7262 24.9821 2306.12 922.677 31.2147 891.463 42.1279 849.335 331.595 137.971 193.624 517.74 392.791 124.949 17.9499 22.0299 24.178 1383.45 31.2769 21.0305 1352.17 55.5377 32.3353 1296.63 400.194 99.2302 896.438 334.043 562.394 23.2024
internal_count=2864154 478141 102460 375681 172889 99259 41442 32524 73630 57817 25005 2386013 1713837 64079 1649758 34134 1615624 706140 262928 443212 909484 648305 261179 9076 43117 25058 672176 41016 20879 631160 28595 12291 602565 196339 27805 406226 166578 239648 16304
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=1 47 10517352 10500904 4523152 1589318 1 1 3149136 66 8686762 684 9 520 3 9785348 5246981 124 513 8652496 3 2115850 30 8 432 68
is_linear=0
shrinkage=0.1


Tree=119
num_leaves=40
num_cat=24
split_feature=10 1 2 7 2 0 2 0 2 0 0 3 3 3 8 9 2 0 1 0 2 0 3 1 7 0 0 2 3 0 7 2 2 7 1 2 2 1 2
split_gain=0.0882643 0.195098 1.91926 1.00885 0.854103 0.681841 0.834219 0.593963 0.463021 0.383654 0.249103 0.216794 0.205357 0.191851 0.104511 0.378506 1.51286 0.794357 0.796627 0.638568 0.575746 0.478812 0.741282 0.568763 0.424653 1.11904 1.04658 0.327507 0.315254 0.276547 1.12138 1.29745 0.935518 0.686625 3.90831 2.31434 1.88546 0.961384 2.31503
threshold=0 1 2 3 4 1.0000000180025095e-35 5 1.5000000000000002 6 11.500000000000002 5.5000000000000009 4.5000000000000009 3.5000000000000004 4.5000000000000009 7 8 9 20.500000000000004 10 23.500000000000004 11 1.5000000000000002 2.5000000000000004 12 13 1.0000000180025095e-35 1.0000000180025095e-35 14 1.0000000180025095e-35 1.0000000180025095e-35 15 16 17 18 19 20 21 22 23
decision_type=1 1 9 1 9 2 9 2 9 2 2 2 2 2 1 1 9 2 1 2 9 2 2 1 1 2 2 9 2 2 1 9 9 1 1 9 9 1 9
left_child=14 2 3 13 -3 8 7 -7 -6 12 -8 -9 -4 -2 15 17 -17 20 28 -18 21 23 -23 -1 25 -22 -26 -20 -19 30 31 -16 -32 37 35 -35 -36 38 -31
right_child=1 4 9 -5 5 6 10 11 -10 -11 -12 -13 -14 -15 29 16 19 18 27 -21 24 22 -24 -25 26 -27 -28 -29 -30 33 32 -33 -34 34 36 -37 -38 -39 -40
leaf_value=-0.0075028918492868251 0.020983141286514836 -0.0055972132306995135 -0.011765920173401464 0 0.015151202063303794 0 -0.010414494842603629 0.015299182396018698 0 0 0 0 0 0 0.020485950586003596 0.018104722645785453 -0.012460443491580301 0.0091753883089231263 0 0.0015356117011610872 -0.0068896250970630971 0.0099717979946900501 -0.00073661224716581103 0.0020940173559345194 0 0.0031622890201060505 -0.013805297862040275 -0.020674389755843792 -0.0023403101763950314 0.0024987288421823278 -0.0069561628871755267 -0.00070276011845267277 0.0040403817541115701 -0.007078647039938931 0.0018644651497553009 0.018509842569378699 -0.019438212474394784 0.0026489598657279409 -0.015645306601638438
leaf_weight=46.476647640409283 54.044794184665079 115.61797788493277 35.632718257955275 12.800175507043603 26.851325153795187 11.130343879354767 39.163391084235627 23.740332083558318 14.383309487020595 6.8762165825464754 11.111159072446751 1.627870473981601 3.2324465945566763 1.3270136470382556 28.810326546961733 9.1041635780056804 17.964359312332824 4.6260945786052643 4.6410563026438467 4.4574880001600823 148.11116913539445 109.82349689949478 29.373189339210512 146.90521619432548 50.604696220650112 244.43109425466901 73.090855365317111 19.118808123050261 13.352486399387997 117.12899149247096 89.917378169178846 13.350798347746602 147.97958980920521 13.669245902230612 23.748538159736199 49.961255846093991 111.68587258458138 716.12905286370369 70.966052062474773
leaf_count=128302 51368 202520 30496 11287 44584 16424 48709 22714 29133 1954 8856 2299 4994 2761 16766 19611 37665 1599 4316 7128 298808 208511 55610 314359 123103 349902 136877 20692 7464 28508 87540 10350 94713 5619 13920 14769 43238 318673 38003
internal_value=0 0.00146675 0.00425356 0.0133739 0 0.00467104 0 0.00712792 0.0122652 -0.00573814 -0.00702532 0.0137123 -0.0101054 0.0181469 -0.000144705 -0.00103036 0.00559557 -0.00176552 -0.0121432 -0.0039208 -0.000516743 0.00212872 0.00620909 0 -0.00278161 -0.00013707 -0.00725706 -0.0170543 0 0.00024271 0.00299278 0.0130494 0 -0.000251394 -0.00520521 0.00950746 -0.0144193 0.000698436 -0.00457474
internal_weight=0 357.539 113.913 68.172 243.626 128.008 86.7731 36.4985 41.2346 45.7414 50.2746 25.3682 38.8652 55.3718 2305.43 922.081 31.526 890.555 41.7384 22.4218 848.816 332.579 139.197 193.382 516.238 392.542 123.696 23.7599 17.9786 1383.35 280.058 42.1611 237.897 1103.29 199.065 63.6305 135.434 904.224 188.095
internal_count=2864145 478099 102860 65416 375239 172719 99002 41437 73717 37444 57565 25013 35490 54129 2386046 1713947 64404 1649543 34071 44793 1615472 706782 264121 442661 908690 648710 259980 25008 9063 672099 209369 27116 182253 462730 77546 20388 57158 385184 66511
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=1 47 10500968 3 10500905 4523152 1589318 1 1 3146064 66 8686762 338 9 9785344 12 2366511 2892010 3 40 14688425 524456 40 10767616
is_linear=0
shrinkage=0.1


Tree=120
num_leaves=40
num_cat=25
split_feature=10 0 2 7 1 1 2 2 3 3 1 3 0 3 0 3 2 2 3 8 9 2 0 2 1 7 2 1 2 2 1 3 2 1 7 0 0 0 7
split_gain=0.0847341 0.153088 0.823801 0.680758 0.474858 0.374238 0.980243 0.793115 0.77244 0.451524 0.274595 0.226325 0.158973 0.160898 0.141938 0.112622 0.40076 0.314485 0.169941 0.104747 0.380931 1.43891 0.729078 0.514969 1.62219 0.546603 0.381448 0.323211 1.01982 0.930199 0.312757 0.285267 0.269251 0.718762 0.642868 0.417408 0.399496 0.352351 0.179848
threshold=0 2.5000000000000004 1 2 3 4 5 6 1.0000000180025095e-35 1.0000000180025095e-35 7 7.5000000000000009 41.500000000000007 6.5000000000000009 19.500000000000004 1.0000000180025095e-35 8 9 8.5000000000000018 10 11 12 28.500000000000004 13 14 15 16 17 18 19 20 5.5000000000000009 21 22 23 1.0000000180025095e-35 1.0000000180025095e-35 20.500000000000004 24
decision_type=1 2 9 1 1 1 9 9 2 2 1 2 2 2 2 2 9 9 2 1 1 9 2 9 1 1 9 1 9 9 1 2 9 1 1 2 2 2 1
left_child=19 5 10 4 -4 7 -7 9 -9 -2 -3 -10 13 -6 -12 17 -17 -8 -18 20 22 30 23 24 25 -1 -24 29 -29 -25 -22 -28 33 35 36 -21 -35 -37 -34
right_child=1 2 3 -5 12 6 15 8 11 -11 14 -13 -14 -15 -16 16 18 -19 -20 32 21 -23 26 27 -26 -27 31 28 -30 -31 -32 -33 38 34 -36 37 -38 -39 -40
leaf_value=0.007195855851822381 0 0 0 0 0.019359992083214952 -0.012998868517424128 0.0080257747791943855 0 0.014773964434419702 -0.010461909456900516 -0.0096635101607232717 0 0 0 0 0.004420133757141646 -0.010673567943918712 0 0 0.0039806711587915024 0 -0.0062178863160381971 0 0.0069684756844388823 -0.017748481800962498 -0.0041702621459840175 -0.019677073687130855 -0.0098540420573751102 0.00035295350701052041 -0.0025038074940258006 0.018259755212418377 0 0.0014427751684235671 0 0 -0.010326432992784846 0.019508065972403402 0 -0.00099301969230088517
leaf_weight=46.750726074222257 13.341447672151842 21.135162878752453 10.494964874553263 13.673069437980301 51.878931937462767 32.38499445108755 27.546650976553792 43.19376853320864 57.080939781342749 22.4748981569428 25.285030601735347 0.73888084935606357 1.2672027865628468 0.3846391952392868 3.2814503569679792 10.750504305178763 17.006974946620183 5.655239646730478 0.13404368469491501 8.4609331885440024 1.6173178347671617 9.0462760122900381 1.0332397331949321 183.8017182673766 30.512530604289168 19.478517427869519 19.50174627813977 73.081546139046623 409.65951579244575 106.64728230740093 20.863488002156377 0.25762980279978265 379.43739671204821 10.184017992520237 12.294055229111107 36.791383109259186 33.405486843694234 4.1211262455908573 899.00812712291372
leaf_count=126436 19179 17083 13766 10529 40939 64944 35293 53377 96590 37440 22984 2242 304 778 757 20927 30927 9287 405 10833 2045 20512 1741 232625 148737 57705 15290 184798 617841 264623 41894 162 181469 12261 11119 28818 24438 1152 401888
internal_value=0 0.00141946 0.00383263 0.00928592 0.0131172 0 -0.00416286 0.00284303 0.00770883 -0.00375009 -0.00211461 0.013808 0.0162016 0.0188015 -0.00682876 0.00084349 0 0.00436833 -0.00726518 -0.000168287 -0.00104884 0.00559381 -0.00178439 -0.000709506 -0.00640101 0.000717361 -0.0138686 0 -0.00125416 0.00270051 0.0151908 -0.0150768 0.000216204 0.00435743 0.0102731 -0.000582648 0.0145623 -0.0071239 -2.0706e-05
internal_weight=0 357.709 127.4 77.6988 64.0257 230.308 93.4784 136.83 101.014 35.8163 49.7016 57.8198 53.5308 52.2636 28.5665 61.0934 27.8915 33.2019 17.141 2305.95 922.252 31.5271 890.724 869.932 96.7418 66.2292 20.7926 773.19 482.741 290.449 22.4808 19.7594 1383.7 105.257 55.8836 49.3734 43.5895 40.9125 1278.45
internal_count=2864138 477751 107140 66316 55787 370611 161783 208828 152209 56619 40824 98832 42021 41717 23741 96839 52259 44580 31332 2386387 1714409 64451 1649958 1632765 332878 184141 17193 1299887 802639 497248 43939 15452 671978 88621 47818 40803 36699 29970 583357
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=1 1909076 3 577 899 6815918 12614288 612 275984 9455952 1 1 3149136 4289045 357 1 8667136 170 11010304 11013504 3 13635725 113 5 6
is_linear=0
shrinkage=0.1


Tree=121
num_leaves=40
num_cat=20
split_feature=0 1 0 2 0 3 0 2 0 1 0 0 2 3 1 2 0 0 3 2 7 1 1 2 0 1 0 0 0 7 1 3 11 3 2 1 3 11 2
split_gain=0.0809797 0.406582 0.688176 0.172065 0.308147 0.215892 0.154082 1.78608 1.10181 0.775202 0.724384 0.52767 0.895577 0.469161 0.35045 3.18466 0.992684 1.45316 0.915484 0.784173 1.2867 1.22524 1.13057 0.731718 0.586378 1.52431 0.535627 0.471249 0.34787 0.14711 0.138772 0.108554 0.0923564 0.0908472 0.085234 0.0820346 0.0754573 0.0741161 0.0574715
threshold=53.500000000000007 0 67.500000000000014 1 141.50000000000003 3.5000000000000004 20.500000000000004 2 23.500000000000004 3 28.500000000000004 18.500000000000004 4 4.5000000000000009 5 6 5.5000000000000009 2.5000000000000004 7.5000000000000009 7 8 9 10 11 9.5000000000000018 12 8.5000000000000018 16.500000000000004 21.500000000000004 13 14 3.5000000000000004 15 6.5000000000000009 16 17 5.5000000000000009 18 19
decision_type=2 1 2 9 2 2 2 9 2 1 2 2 9 2 1 9 2 2 2 9 1 1 1 9 2 1 2 2 2 1 1 2 1 2 9 1 2 1 9
left_child=6 2 33 -3 5 -5 11 8 31 10 -9 14 35 -10 15 18 17 -17 27 20 21 -16 -22 -18 26 -26 -21 -1 -11 38 -14 -8 -32 37 -31 -13 -12 -2 -4
right_child=1 3 29 4 -6 -7 7 9 13 28 36 12 30 -15 19 16 23 -19 -20 24 22 -23 -24 -25 25 -27 -28 -29 -30 34 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.018114917812271664 0.018238955070379644 0 0.0048035448642886752 -0.013912524147257792 0 0 -0.0058331355989840305 0.0089951786927706476 0.020340113703599998 0 -0.0093373781325746703 0 0 0 0.012859331844225164 0 0.0054212392361904747 0.019042277415296498 0 0.0011327103809214945 0.00016744910556109642 -0.003829148335148227 -0.0091661440554863909 -0.0080710292313384887 -0.0040437821442994284 0.013074790416777494 -0.0083842984046298419 0 -0.020253523709258595 0 0.022818349411591145 0 0 0 -0.0065446386626956815 -0.004613730373270908 0 0 0
leaf_weight=117.17298940227556 12.554203550302192 5.3072093535447493 1.9522762439446522 8.2800082132162078 1.3964919711434038 2.276742137502878 4.906068341573703 21.553364345643786 21.389421738989771 3.3928322072897563 13.895102703245353 0.60902502437238581 1.191330060682958 1.1037200613936864 52.018897822508734 100.24661806216136 6.4611672575992998 43.70308350428968 2.3238057462149291 1524.303396892109 130.19885520921162 23.382644235614862 264.19534270347231 63.992564757398213 30.544880934074172 93.696401568951842 26.578551167953265 2.870520322569063 43.569447387984837 3.0567715453798883 15.201539064626559 0.56086221327132069 0.1832764150894971 0.23756047264032609 13.120501322744536 4.9554894155007787 0.58357292544678863 0.18786333304887826 0.87248043157160315
leaf_count=132961 1731 1973 315 5585 1340 1065 2373 8793 8585 1717 6991 286 1072 327 64816 148195 5766 31670 2742 1644930 174161 32542 421925 30388 19806 58546 18513 1108 20278 792 4964 243 131 44 3930 2994 186 107 227
internal_value=0 0.00318317 0.00820272 -0.000667199 -0.00580635 -0.0113781 -5.09606e-05 -0.00331318 0.00842293 -0.0108902 0 1.27191e-05 0.0100463 0.0177664 -7.62811e-05 -0.0029763 0.00341564 0.00837253 -0.0141059 0.000288244 -0.00298001 0.00555105 -0.0056626 -0.00286152 0.00142788 0.00753874 0.000623832 -0.017043 -0.016484 0 0.0157933 -0.00169715 0.0182908 0.0170583 -0.00456295 -0.0015297 -0.00831131 0.017716 0.00265316
internal_weight=0 49.2421 31.9817 17.2605 11.9532 10.5568 2614.78 110.954 27.9601 82.9943 36.032 2503.83 22.1407 22.4931 2481.69 336.771 214.403 143.95 122.367 2144.92 469.796 75.4015 394.394 70.4537 1675.12 124.241 1550.88 120.044 46.9623 19.002 16.5761 5.46693 15.3848 12.9796 16.1773 5.56451 14.4787 12.7421 2.82476
internal_count=2864118 17109 7146 9963 7990 6650 2847009 49493 11528 37965 15970 2797516 9447 8912 2788069 352830 216019 179865 136811 2435239 693444 97358 596086 36154 1741795 78352 1663443 134069 21995 5264 6167 2616 5095 1882 4722 3280 7177 1838 542
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=52 8390154 2119700 82 10765080 18 1326364 2715808 12 232 260 16416 132 4 64 1 32 2 1 2362562
is_linear=0
shrinkage=0.1


Tree=122
num_leaves=40
num_cat=17
split_feature=2 0 1 0 2 2 7 0 3 7 11 1 0 1 0 1 3 3 3 3 3 0 3 1 2 7 2 7 2 2 3 0 0 3 0 0 0 3 0
split_gain=0.0892232 0.389418 1.2359 0.960786 0.566649 0.453871 0.426403 0.625026 0.365055 0.272094 0.548081 0.509626 0.454559 2.32148 1.05632 0.902918 0.655652 0.623636 0.445113 0.253752 0.237805 0.19123 0.191161 0.17786 1.78096 1.14276 1.93193 1.07818 2.77777 1.7781 1.60577 1.4395 0.901556 0.860746 0.686372 0.619903 0.157555 0.132144 0.110818
threshold=0 30.500000000000004 1 22.500000000000004 2 3 4 69.500000000000014 13.500000000000002 5 6 7 7.5000000000000009 8 28.500000000000004 9 1.0000000180025095e-35 1.0000000180025095e-35 5.5000000000000009 6.5000000000000009 7.5000000000000009 31.500000000000004 4.5000000000000009 10 11 12 13 14 15 16 3.5000000000000004 2.5000000000000004 6.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 150.50000000000003 11.500000000000002 115.50000000000001
decision_type=9 2 1 2 9 9 1 2 2 1 1 1 2 1 2 1 2 2 2 2 2 2 2 1 9 1 9 1 9 9 2 2 2 2 2 2 2 2 2
left_child=9 3 5 23 -5 -3 -7 19 -6 12 11 -11 15 14 -14 16 -1 -15 -18 -8 -19 -4 38 24 35 33 -27 28 32 31 -30 -29 -25 -26 -31 37 -23 -2 -13
right_child=1 2 21 4 8 6 7 -9 -10 10 -12 22 13 17 -16 -17 18 20 -20 -21 -22 36 -24 27 25 26 -28 29 30 34 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0027988859778844358 -0.012624762825823855 0 0 0 -0.019768111555984957 0 0.025151458080818652 0 0 -0.00021985588723510155 -0.0073532960230021085 0.0099880464135202671 0.018266057097005829 0 0 -0.0081919526033060013 0.013297280590551795 -0.019274626723890811 0 0 0 -0.010808598530514897 0 -0.01974592388892419 0.0016284556320884252 0.0063265042596541048 -0.016741411967282089 0 0.014729288933137944 -0.0039496037874986664 -0.0013909375688007132 -0.022540995875827505 0 0.013355273379248585 0.0013846820160297124 0 0 0 0
leaf_weight=28.608540001543588 68.350396866808296 8.5659862983593484 0.74866835336433624 5.4126631355902646 24.539172192875419 6.363969810801791 33.578518981128582 16.32514325453667 0.036411597655386596 44.017568039103935 8.8390914316223625 94.3218405640946 50.285695283870155 9.6260341120068933 6.6346918162307693 203.29108666074535 31.75066201386835 20.629020541629874 3.6991338007901495 0.45499472777009842 0.39356073839007777 14.666761885731827 10.577767453309205 21.041521496081263 225.15035954494851 27.595364479126147 24.803313330514356 67.245560825323082 174.23731341029634 298.51985895229154 36.776757161940623 40.893708689312916 5.7680793184117638 145.16921667911811 876.99147463453846 25.98673991758551 0.21432708807697132 0.49467431408265738 0.53899133689992496
leaf_count=48737 158175 3492 262 979 13486 1713 7673 4485 17 44074 10166 114500 21541 4985 4694 230103 52928 19540 5488 183 151 7427 12416 24314 167152 17255 26189 152802 167283 502800 39854 46627 4559 154188 770864 21584 290 882 291
internal_value=0 0.000357488 0.00613542 0 -0.0124247 0.0119816 0.0148188 0.0175886 -0.0152038 -0.0010521 0.0011257 0.00450704 -0.0027987 0.000860747 0.0122525 -0.00506628 0.00179296 -0.01113 0.00994061 0.0242585 -0.0179454 -0.00505111 0.00775096 0.0004097 0.00195267 0.00518172 -0.00386647 0 0.00550349 -0.00133723 0.0104193 -0.0116674 -0.0117706 0.00744525 0 -0.00748315 -0.00900904 -0.0120507 0.00951079
internal_weight=0 2149.93 80.9184 2069.01 29.9882 65.2886 56.7226 50.3587 24.5756 513.214 158.295 149.456 354.918 87.569 56.9204 267.349 64.0583 30.6486 35.4498 34.0335 21.0226 15.6298 105.439 2039.02 517.55 422.718 52.3987 1521.47 237.824 1283.65 211.014 108.139 26.8096 370.32 1175.51 94.8318 14.8811 68.8451 94.8608
internal_count=2864149 2294535 25525 2269010 14482 17546 14054 12341 13503 569614 181447 171281 388167 50911 26235 337256 107153 24676 58416 7856 19691 7979 127207 2254528 545425 364784 43444 1709103 236010 1473093 207137 199429 28873 321340 1273664 180641 7717 159057 114791
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=17377282 236 2097156 320 4 1 1 771 339 556 529 3150092 3 8406561 12 13632001 282752
is_linear=0
shrinkage=0.1


Tree=123
num_leaves=40
num_cat=19
split_feature=2 1 7 3 3 11 7 0 1 2 0 0 3 7 2 1 1 0 3 1 2 2 3 2 2 1 0 0 3 3 3 3 3 1 0 2 0 0 3
split_gain=0.0811903 0.595481 0.582218 0.66531 0.373787 0.349371 2.07248 2.16671 1.22181 1.19824 0.679016 0.454285 0.344714 0.338849 1.25582 1.11946 0.959906 0.876964 0.914574 0.806368 3.03912 1.75012 1.52745 1.2662 1.2501 0.776316 0.640396 0.54639 1.04616 0.868955 0.545437 0.645525 0.52135 0.34902 0.257768 0.238241 0.221064 0.209323 0.197992
threshold=0 1 2 1.5000000000000002 1.0000000180025095e-35 3 4 1.0000000180025095e-35 5 6 13.500000000000002 12.500000000000002 10.500000000000002 7 8 9 10 12.500000000000002 1.0000000180025095e-35 11 12 13 2.5000000000000004 14 15 16 1.5000000000000002 4.5000000000000009 1.5000000000000002 1.5000000000000002 3.5000000000000004 1.0000000180025095e-35 7.5000000000000009 17 1.0000000180025095e-35 18 161.50000000000003 1.0000000180025095e-35 2.5000000000000004
decision_type=9 1 1 2 2 1 1 2 1 9 2 2 2 1 9 1 1 2 2 1 9 9 2 9 9 1 2 2 2 2 2 2 2 1 2 9 2 2 2
left_child=1 38 -3 4 -4 13 7 -7 35 -8 12 34 -10 14 16 26 -2 18 -17 20 22 30 23 -15 -24 -19 33 28 -23 -29 31 -21 36 -16 -11 -9 -22 -6 -1
right_child=5 2 3 -5 37 6 9 8 10 11 -12 -13 -14 19 15 17 -18 25 -20 21 32 27 24 -25 -26 -27 -28 29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0025558990043976263 0 0.0058586249648332469 0.018902884740015852 0 -0.011783060207677219 0.0018665413861526392 0.0010045521623686391 0.027838993950110941 0 0 0 0 -0.010074291722169665 0.0065936910198566533 0.01313464726265965 -0.011966284011537322 0.0043762996173126786 0.0017669925182492781 0.0011541991203452909 -0.012446047923727072 0 0.016766794107152958 0.0015167818788737047 0 -0.0099403559777696496 -0.0088651038806789664 -0.0035966830117343633 -0.010609134787000814 0.0088405664601427722 0 0.010311304509281995 0 -0.0016865030259338863 -0.026222553054406628 -0.0068806881415075516 0 -0.010002029881391783 -0.006981121318894579
leaf_weight=35.430486779325292 17.514981926171458 11.951332111544616 26.60785093238519 27.924730145346985 1.813856076219962 8.5306351903382147 3.189352271027019 5.5196885103796376 29.393114308495573 7.4146005532311383 2.0580898229381992 3.3556123205780741 0.55614826215605617 92.157225113325694 39.667735302322399 187.71065819727301 65.511361316064722 20.565143110565259 230.70012664885326 253.77970326547438 267.37004702729882 194.43444420649212 57.507502801625378 206.29234861394525 91.217385798856412 28.562293394614244 62.952677568915533 87.579143129878503 150.82104820371751 62.342435151149402 66.189758628064737 213.10548361298061 4.0044167829983044 23.030825619676762 40.346645120869653 9.3510931427081214 0.10728122906584658 8.8654497819297813 20.501535950355901
leaf_count=52625 37815 20469 31857 49924 4671 14827 4176 4012 28722 11742 1351 1447 689 139912 44828 177324 80004 6644 288016 256457 342766 202373 59788 164415 79930 18546 48716 51915 179056 27211 62953 229971 4739 30497 39344 9425 122 11494 43341
internal_value=0 0.00205519 0.00733265 0.0109909 0 -0.000177198 -0.0050583 0.00463188 0.0155562 -0.0153611 0.0206892 -0.020076 0.0266518 0 0.00193115 0.0039462 -0.00662928 0.00631228 0.00807342 -0.000633663 -0.00321416 0.000941863 0.00138481 -0.0020028 0.00913394 -0.00147209 -0.00244509 -0.00286457 -0.00513388 0.000519474 0.00495432 0.00630784 -0.0109576 0.00128376 -0.0242674 0 -0.0121415 -0.00664252 -0.00211998
internal_weight=0 133.095 77.1632 65.2119 37.2872 2532.84 109.715 55.4088 46.8781 54.3062 32.0074 51.1169 29.9493 2423.12 676.216 593.189 83.0263 467.538 418.411 1746.91 718.656 1028.25 447.174 298.45 148.725 49.1274 125.651 495.177 345.255 149.922 533.075 466.885 271.482 62.6986 47.7612 14.8708 267.477 10.6793 55.932
internal_count=2864114 214381 118415 97946 48022 2649733 115735 59026 44199 56709 30762 52533 29411 2533998 732390 614571 117819 490530 465340 1801608 791672 1009936 444045 304327 139718 25190 124041 460555 381429 79126 549381 486428 347627 75325 51086 13437 342888 16165 95966
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=5279877 202 2 1 1 594 262152 6 8651272 770 517 184 27280674 9185880 34 34 20 256 2100800
is_linear=0
shrinkage=0.1


Tree=124
num_leaves=40
num_cat=20
split_feature=2 1 0 3 2 2 1 0 1 2 2 0 11 3 1 2 2 1 1 0 0 2 2 2 0 0 0 2 0 3 1 0 1 0 0 3 0 0 3
split_gain=0.084107 0.375099 0.165467 0.126782 1.61495 1.05844 0.928874 1.60227 0.790385 0.536662 0.528215 1.25068 0.504515 0.527905 1.89718 1.12812 1.11145 0.840785 0.495487 1.20315 1.92774 1.16888 0.691171 0.505405 0.456408 0.864622 1.51952 0.453449 0.396919 0.366553 0.449969 0.358386 0.330354 1.0278 0.324467 0.310644 0.278442 0.211217 2.35087
threshold=0 1 10.500000000000002 1.0000000180025095e-35 2 3 4 7.5000000000000009 5 6 7 1.0000000180025095e-35 8 2.5000000000000004 9 10 11 12 13 4.5000000000000009 12.500000000000002 14 15 16 75.500000000000014 10.500000000000002 5.5000000000000009 17 13.500000000000002 5.5000000000000009 18 47.500000000000007 19 2.5000000000000004 1.5000000000000002 6.5000000000000009 2.5000000000000004 7.5000000000000009 1.5000000000000002
decision_type=9 1 2 2 9 9 1 2 1 9 9 2 1 2 1 9 9 1 1 2 2 9 9 9 2 2 2 9 2 2 1 2 1 2 2 2 2 2 2
left_child=1 -1 -3 4 8 18 7 9 -2 -6 32 -12 13 17 16 -16 -15 31 19 21 22 34 -21 -20 25 26 -10 -19 -9 30 -14 -7 33 -8 -5 -22 -34 38 -25
right_child=3 2 -4 5 6 12 10 28 24 -11 11 -13 29 14 15 -17 -18 27 23 20 35 -23 -24 37 -26 -27 -28 -29 -30 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.011263328684248848 0 0.0043073960924360352 0 0.0093998732661373027 0 0.01133547142071336 0.0081607275771219349 -0.014592360013602354 0.0040308198752227161 -0.011410184783253953 0 0.0028881269485654584 -0.00023751657036476736 0.013089612661890375 -0.014274495464857595 0.0021939227828474384 0 0 -0.0087771480957181056 -0.013093973930063302 0.019694618677554617 0.0078429448447884086 0 0.022289682061160387 -0.008367665692893619 -0.0050004313040345654 0 0 -0.012700125244332856 0 0.0021504742106613949 0.015847589652243112 -0.0029941155340183229 0 -0.0058595172318297315 -0.011229874337549899 -0.0085391546770710557
leaf_weight=102.23859066858859 189.87555999179131 25.184214385186355 6.4797393472836111 100.17156841819815 29.277919839958486 91.479944222188351 43.058068386171726 12.177230885965402 223.51043569631474 114.39021737676376 43.037167347640207 77.104976732862269 10.934565417781414 18.6953491117456 36.965930401223886 201.90854483516159 28.737900405310938 44.075353413321864 132.03357968934688 12.594764084613415 24.532136859372262 45.096909834377584 48.235963463404914 87.539951392811417 3.2618848278943906 31.686352009055554 28.617198334119166 199.55107403677357 12.847601589761323 8.4836685938935243 18.382697044824454 1.8140731323946955 146.88512093084137 37.941063927944924 62.530792197110713 0.6676698691007904 27.273017840765533 100.14930011577962 235.95148119060923
leaf_count=43484 161414 57717 4154 118110 32971 120721 74996 10681 234464 149824 98819 84504 15368 20748 37776 226877 45948 52685 198597 14091 18623 95258 26149 84324 390 9855 17287 268983 6839 10793 22147 468 94864 35078 45084 363 19605 56319 247767
internal_value=0 -0.00214526 -0.0080119 0.000125883 0.00105022 -0.000311593 -0.00225737 -0.00768226 0.00526551 -0.0125856 0 -0.00391957 0.00238325 0.00346284 0.00643844 0.0102132 -0.00585223 0 -0.00275518 0 0.00887065 -0.00349288 0.0173408 -0.00444775 0.00829762 0.00941102 0.00453107 -0.00251529 0.00513391 -0.00429635 -0.00910461 0.00704381 0.00309203 0.00717228 0 -0.00445311 0 -0.00606224 -0.00296794
internal_weight=0 133.903 31.664 2531.48 1020.94 1510.53 543.992 168.693 476.951 143.668 375.299 120.142 661.029 623.228 286.308 238.874 47.4332 336.92 849.504 293.83 86.0305 207.799 60.8307 555.674 287.076 283.814 252.128 243.626 25.0248 37.8009 29.3173 93.294 255.157 80.9991 162.702 25.1998 174.158 423.641 323.491
internal_count=2864145 105355 61871 2758790 1031591 1727199 608181 200315 423410 182795 407866 183323 822514 774206 331349 264653 66696 442857 904685 317678 59226 258452 40240 587007 261996 261606 251751 321668 17520 48308 37515 121189 224543 110074 163194 18986 114469 388410 332091
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=598016 138 12864902 8670598 416 202 2097160 4704 1 525 2097161 2097169 525 137 263430 262150 18564 520 597 30
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
an110mdc_ra=1186
adm_past_year=1050
agegroup_rm=907
count_proc=797
pat_remoteness=311
cc_diabetes=147
flag_emergency=134
cc_diabetes_complications=104
cc_renal_disease=82
drg11_type_m=70
flag_admtransfer=64
indstat_flag=23

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

end of parameters

pandas_categorical:[[0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 99], [0, 1], [0, 1], [0, 1], [0, 1, 2, 3], [0, 1], [0, 1], [0, 1], [0, 1]]
