tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=9
objective=cross_entropy
feature_names=anmdc_ra cc_renal_disease agegroup_rm cc_congestive_heart_failure adm_past_year count_proc flag_emergency cc_diabetes_complications pat_remoteness indstat_flag
feature_infos=-1:6:5:8:14:1:4:11:3:21:9:23:2:10:13:18:7:19:12:20:15:16:22:0:24 -1:0:1 -1:7:6:3:5:2:8:4:0:1:9 -1:0:1 [0:295] [0:48] -1:1:0 -1:0:1 -1:0:1:2:3 -1:0:1
tree_sizes=4294 4046 4023 4133 4119 4116 4160 4299 4121 4187 4101 4122 4099 4044 4102 4099 4147 4120 4125 4183 4031 4188 4138 4111 4080 4135 4113 4112 4114 4104 4187 4109 4164 4070 4189 4117 4172 4156 4112 4122 3980 3913 4116 4098 3507 3943 3707 4118 3694 3766 3823 4050 4095 4090 4062 4037 4158 4005 4183 4198 4102 4019 4016 4072 4085 4134 3967 4104 4184 4072 4195 4107 4185 4072 4204 4167 3932 4205 4131 4107 4092 3489 3805 4133 4185 4154 4106 4138 4007 4140 4249 3816 4194 3825 4061 4099 4162 3960 4090 4026 3990 3813 3703 4280 3985 4015 4216 4295 4050 4233 4184 4128 4271 4162 4159 4033 4162 4066 4069 4052

Tree=0
num_leaves=40
num_cat=15
split_feature=0 1 3 2 2 7 4 4 4 0 6 0 6 4 4 4 0 2 0 0 6 5 5 4 4 4 5 5 5 4 5 5 5 5 4 4 4 5 4
split_gain=5560.8 2098.53 742.147 414.159 394.475 95.1786 78.2458 76.2121 73.1235 52.7236 48.5122 33.6106 32.7594 28.091 17.9317 16.6604 16.2218 15.6902 10.7227 10.3666 10.2355 5.84451 5.67457 5.19483 3.60215 2.58731 1.89224 1.82961 1.54772 1.19526 1.16116 0.485042 0.322991 0.134181 0.00786308 0.0161926 0.00514239 0.00414636 0.00255079
threshold=0 1 2 3 4 5 20.500000000000004 1.5000000000000002 23.500000000000004 6 7 8 9 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 10 11 12 13 14 5.5000000000000009 14.500000000000002 1.0000000180025095e-35 16.500000000000004 102.50000000000001 14.500000000000002 15.500000000000002 2.5000000000000004 26.500000000000004 8.5000000000000018 4.5000000000000009 13.500000000000002 8.5000000000000018 40.500000000000007 99.500000000000014 27.500000000000004 1.0000000180025095e-35 33.500000000000007
decision_type=9 1 1 1 1 1 2 2 2 9 1 9 1 2 2 2 9 1 9 9 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 3 7 6 9 26 11 12 23 16 20 22 -11 21 28 -9 -13 27 -12 -2 -7 -3 -5 -16 30 -1 29 -6 -4 -17 38 -14 -30 -8 -36 -10 -38 -20
right_child=1 8 18 5 15 14 34 10 36 13 19 17 32 -15 24 25 -18 -19 31 -21 -22 -23 -24 -25 -26 -27 -28 -29 33 -31 -32 -33 -34 -35 35 -37 37 -39 -40
leaf_value=-7.2272847787387899 -7.7003333399938398 -7.3980369753670487 -7.533360955644711 -7.7524652997704031 -7.7204438530731938 -7.7606038088601723 -7.736951706840272 -7.736951706840272 -7.736951706840272 -7.8200703477213143 -7.7152290777595258 -7.7407263166668097 -7.6588195062578261 -7.7831270174275362 -7.6757776880816166 -7.5503587630057654 -7.6512709496228304 -7.779254788721615 -7.7218387275893052 -7.7636622799960238 -7.7421830025795728 -7.7166954055828629 -7.736951706840272 -7.7162277191090078 -7.736951706840272 -7.736951706840272 -7.736951706840272 -7.736951706840272 -7.658870594011268 -7.736951706840272 -7.736951706840272 -7.736951706840272 -7.736951706840272 -7.736951706840272 -7.7341720546455246 -7.736951706840272 -7.736951706840272 -7.7385911745275031 -7.736951706840272
leaf_weight=192.07473381815362 109.77044505940285 119.67549280569074 91.861393198196311 70.571448603586759 49.804291007603751 73.431734434270766 2.3920012297458011 36.520094604638871 0.58077754976693441 2374.8041972079955 34.747676631814102 216.5907843367313 30.621627117216125 411.8423539113428 28.934668903966667 45.012440202845028 135.53830664808629 264.84197501980816 16.90402764783358 63.660544576705433 70.211732778843725 9.9111520148289838 0.3113176955957887 34.597686033375794 3.192532446992117 0.36233193983207357 0.052322301780803993 0.22367784011294034 10.989863469876578 0.14563040662323956 0.16132709715748106 5.5448559312208081 0.14911856007529323 0.061914723773953351 1.134085891098948 0.36756417001015496 0.85982982593122859 4.5646848111937288 0.0078483452671197496
leaf_count=440519 251756 274473 210682 161854 114225 168414 5486 83758 1332 5446559 79693 496746 70230 944551 66361 103235 310854 607409 38769 146004 161029 22731 714 79349 7322 831 120 513 25205 334 370 12717 342 142 2601 843 1972 10469 18
internal_value=-7.73695 -7.76818 -7.7831 -7.79097 -7.34927 -7.80874 -7.25653 -7.73276 -7.44023 -7.81252 -7.69055 -7.75079 -7.42871 -7.81499 -7.72494 -7.60678 -7.66229 -7.76412 -7.55984 -7.74353 -7.71743 -7.74876 -7.39895 -7.73695 -7.68245 -7.55235 -7.22743 -7.54961 -7.68399 -7.53372 -7.55097 -7.72809 -7.65926 -7.65914 -7.73695 -7.73537 -7.73697 -7.73816 -7.72186
internal_weight=0 4210.62 4053.85 3939.17 302.413 3007.29 196.021 931.882 156.763 2891.82 270.467 661.415 150.758 2786.65 115.47 106.392 172.058 481.433 114.687 98.4082 179.982 83.3429 119.987 105.169 32.1272 45.5361 192.127 92.2307 60.8561 92.007 45.1738 22.4567 30.7707 11.0518 3.89365 1.50165 6.00529 5.42451 16.9119
internal_count=10350532 9656955 9297423 9034390 693577 6897141 449569 2137249 359532 6632313 620309 1516940 345759 6391110 264828 244008 394612 1104155 263033 225697 412785 191145 275187 241203 73683 104436 440639 211529 139572 211016 103605 51504 70572 25347 8930 3444 13773 12441 38787
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
cat_threshold=6144 1 1 896 992 1 8193 2 8660544 2 30932999 768 8652528 8398008 2
is_linear=0
shrinkage=1


Tree=1
num_leaves=40
num_cat=19
split_feature=0 1 2 3 1 7 2 4 3 0 0 4 0 2 4 4 4 2 7 5 4 0 4 5 4 4 5 0 5 0 5 6 4 4 0 4 5 5 5
split_gain=3285.72 1461.62 596.114 210.138 190.477 142.838 137.858 63.3535 56.2244 52.5217 47.5369 40.745 38.0095 27.2623 21.1654 20.4822 14.4852 14.1942 12.7143 11.6938 11.5634 7.99711 6.0525 4.74585 4.08374 3.82975 3.82371 3.63012 2.31429 2.1605 1.79011 1.64017 1.40868 1.18418 1.00532 0.884201 0.858395 0.583294 0.472465
threshold=0 1 2 3 4 5 6 2.5000000000000004 7 8 9 23.500000000000004 10 11 13.500000000000002 2.5000000000000004 102.50000000000001 12 13 1.5000000000000002 1.0000000180025095e-35 14 1.0000000180025095e-35 2.5000000000000004 24.500000000000004 16.500000000000004 14.500000000000002 15 10.500000000000002 16 7.5000000000000009 17 21.500000000000004 17.500000000000004 18 18.500000000000004 12.500000000000002 14.500000000000002 15.500000000000002
decision_type=9 1 1 1 1 1 1 2 1 9 9 2 9 1 2 2 2 1 1 2 2 9 2 2 2 2 2 9 2 9 2 1 2 2 9 2 2 2 2
left_child=4 2 3 7 6 8 14 12 9 20 24 26 17 -11 28 21 37 -2 -14 22 -4 23 -8 -7 -9 29 -3 33 -1 -17 35 -12 -24 38 -10 -21 -23 -6 -5
right_child=1 11 5 27 16 15 19 10 34 13 31 -13 18 -15 -16 25 -18 -19 -20 30 -22 36 32 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.26317346110792494 -0.0033766960401076223 0.2193627009010447 -0.029175083346094307 0.15668986422071182 0.43202179648798994 -0.0010548625382792028 0.0046401895833394421 0.093026806263012796 0.038204650145582331 -0.053414037267456353 0 -1.2089704538579358e-06 0.006139859927043868 -0.08627979923911494 0 -0.0011482030795512686 0 -0.041993975940109181 0.060506614345592492 0.11973562903336227 0.017003443403124863 -0.028443796568988683 0.060921737463394188 0.041952626027005911 0 0 0 0 0 0.076252084661208169 0 -0.023788494048731602 0 0 0 0 0 0 0
leaf_weight=214.19305192312459 195.87915414015879 201.04812017947552 98.427289889543317 85.296685857902048 55.891560532618314 24.564917696872726 55.980215518327896 104.67127282600268 19.324951593676815 792.18139567956678 32.463807486259611 5.9978212371061081 300.57040669594426 1733.2996990635002 3.4915963903185903 4.508964749140433 0.53412349734571662 240.82980478616082 26.688049560645595 68.737086678680498 59.718979875964578 42.644419481890509 40.205495031637838 20.010456715710461 3.585418432368896 3.3341588269395279 0.41639831833890539 14.842015597008865 0.18996315612457593 29.211247904517222 0.47303300650673819 30.341388187225675 0.90461058294749719 0.21264526736922462 6.9142687721469001 0.23156895858119142 0.49645276649971393 0.021364939893827706 0.084587721212300404
leaf_count=295261 448031 344804 233978 161894 83865 56817 109838 227256 36927 1961359 71492 13773 680551 4297835 6265 9745 1225 570793 59832 124817 139141 99019 68809 45524 7967 7612 955 32885 285 62306 858 71327 1850 425 13398 455 1115 49 194
internal_value=0 -0.0290051 -0.0436071 0.020742 0.247239 -0.0670274 0.196749 0.00389216 -0.0721191 -0.0736916 0.0541428 0.211998 -0.00860236 -0.0770811 0.249333 0.0298338 0.428603 -0.0270388 0.0156828 0.0820083 -0.0096966 0 0.0384412 0.0205794 0.0841064 0.0714768 0.218788 0.139925 0.262891 0.0773129 0.118178 -0.0124827 0.058874 0.143606 0.0368907 0.119221 -0.0230446 0.431889 0.156502
internal_weight=0 4077.56 3870.1 1035.47 440.854 2834.64 384.407 935.029 2709.87 2683.63 171.062 207.462 763.967 2525.48 217.875 124.771 56.447 436.709 327.258 166.532 158.146 87.7162 97.0903 44.5754 108.257 37.0544 201.465 100.436 214.383 33.7202 69.4417 62.8052 41.1101 85.5939 26.2392 68.9687 43.1409 55.9129 85.3813
internal_count=10350532 9656955 9297423 2332647 693577 6964776 608438 2137249 6682638 6632313 378042 359532 1759207 6259194 301811 282138 85139 1018824 740383 306627 373119 202475 180497 102341 235223 79663 345759 195398 295546 72051 126130 142819 70659 162513 50325 125272 100134 83914 162088
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=6144 1 896 1 1 1 960 1 16786433 8726000 5833134 96 768 1 10756834 8651506 7364611 2 9447266
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=40
num_cat=20
split_feature=0 1 2 3 7 1 7 3 0 0 2 4 2 4 0 4 0 4 0 4 4 5 4 5 6 4 5 4 5 0 4 5 5 5 2 4 0 4 2
split_gain=2287.25 1058.92 537.751 156.908 134.035 76.4091 55.9917 53.203 52.2636 39.8067 37.8953 25.1084 24.8962 20.9115 19.2492 17.7055 17.5379 13.6116 13.6074 10.316 7.70873 5.96609 5.66832 4.55858 3.65191 3.48126 2.57626 2.05559 1.96846 1.60904 1.54034 1.45752 1.43856 1.38374 1.16988 1.08651 0.989833 0.71034 0.546175
threshold=0 1 2 3 4 5 6 7 8 9 10 23.500000000000004 11 2.5000000000000004 12 1.0000000180025095e-35 13 1.0000000180025095e-35 14 11.500000000000002 102.50000000000001 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 15 1.5000000000000002 7.5000000000000009 14.500000000000002 14.500000000000002 16 21.500000000000004 11.500000000000002 7.5000000000000009 10.500000000000002 17 9.5000000000000018 18 18.500000000000004 19
decision_type=9 1 1 1 1 1 1 1 9 9 1 2 1 2 9 2 9 2 9 2 2 2 2 2 1 2 2 2 2 9 2 2 2 2 1 2 9 2 1
left_child=5 2 3 6 7 10 9 8 15 17 19 18 -11 -10 23 -4 -8 -2 28 33 -7 22 34 -6 26 -16 -20 -25 -3 35 -24 -18 37 -1 -12 -5 -9 -23 -27
right_child=1 11 4 29 14 20 16 36 13 12 21 -13 -14 -15 25 -17 31 -19 24 -21 -22 32 30 27 -26 38 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.18786803556014067 0 0.19342043824556338 -0.037324063555141444 0.12862535086574731 0 0.29371263662037134 -0.0065883790620008958 0.036765830498864296 -0.081264884537721571 0.002092028268784752 -0.0024884791350765359 -1.1889314920964771e-06 -0.036242323354275921 -0.044572640422423274 -0.023792460780712038 0.014186489541529386 0.091105264495934091 0.046523135890980657 0.065244775319877824 0 0 0.1018719527370144 0.065792929952712242 0.074225589496286659 0 0.012251877238807196 0 0 0 0 0 0 0 0 0.014185231933611679 0 0 0 0
leaf_weight=276.99420006328728 104.87816279591061 174.78183268278372 131.0629505343968 98.568010058195796 14.563286952121414 86.051519827073207 22.080648072413169 19.217590217478573 1935.7174583552405 294.86312154255575 18.445651910878951 5.9978140218590843 318.96064543406828 348.63079147500684 38.213533156522317 82.06699915509671 67.835474388237344 128.29594823895604 60.141509398818016 5.0520101641886859 0.53412349734571662 77.469062198244501 22.4663928837108 44.603946384624578 12.471012642199637 21.459893844206817 3.0525287297496098 1.030496529827359 0.25899539381498371 14.842015597008865 0.90461058294749719 0.55368544804514286 0.47303300650673819 0.18996315612457593 58.056069338374073 1.4771475621964771 7.7733961691265021 0.23156895858119142 6.8422934299742364
leaf_count=293607 236341 240786 329647 160038 32291 83914 51816 35050 5205301 664108 39277 13773 758627 901556 90626 195809 148488 276638 78976 7919 1225 124817 35905 96460 21265 45840 4138 2270 594 32885 1850 1231 858 285 103465 2475 15275 455 14651
internal_value=0 -0.0269215 -0.041088 0.0188732 -0.0647744 0.184482 0.00362993 -0.0700899 -0.0717482 -0.00494537 0.150799 0.15839 -0.0183674 -0.0761161 0.0282229 -0.0162829 0.0676429 0.0269862 0.162843 0.179526 0.291909 0.0723906 0.0354726 0.0556643 0.0503864 -0.00802248 0.0619759 0.0718512 0.184072 0.115983 0.062982 0.0817234 0.100557 0.18769 0.00887786 0.118457 0.0350835 0.101438 0.00803483
internal_weight=0 3960.24 3703.54 1052.35 2651.18 546.868 937.468 2524.47 2497.48 846.998 460.283 256.704 613.824 2284.35 126.713 213.13 90.4698 233.174 250.706 282.236 86.5856 178.046 99.8727 60.1977 75.6651 66.5157 63.194 45.6344 175.041 114.887 23.371 68.3892 78.1737 277.184 76.5017 100.045 26.991 77.7006 28.3022
internal_count=10350532 9656955 9297423 2332647 6964776 693577 2137249 6682638 6632313 1935714 608438 359532 1422735 6106857 282138 525456 201535 512979 345759 301811 85139 306627 180497 131021 104379 151117 83114 98730 241380 195398 37755 149719 126130 293892 142742 162513 50325 125272 60491
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=6144 1 896 1 1 1 1 1 17048577 8660160 960 768 9175792 16261125 8652400 2 8651506 5 9447010 104
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=40
num_cat=18
split_feature=0 1 2 3 4 7 6 0 4 0 6 3 0 4 0 4 2 0 6 4 5 4 0 5 5 2 5 4 4 4 4 5 4 4 5 5 4 5 0
split_gain=1660.33 812.235 499.406 179.792 86.8868 65.7132 55.7295 54.8001 38.6606 33.8847 33.4075 22.9714 18.0072 17.5159 14.4757 14.3713 11.3803 9.23314 8.59658 6.92894 4.7026 3.97127 3.03091 2.52517 1.99322 1.71114 1.3873 1.18571 1.11032 1.00075 0.911128 0.559613 0.540268 0.238924 0.192471 0.178631 0.169171 0.158204 0.125379
threshold=0 1 2 3 1.5000000000000002 4 5 6 1.0000000180025095e-35 7 8 9 10 27.500000000000004 11 3.5000000000000004 12 13 14 21.500000000000004 7.5000000000000009 1.0000000180025095e-35 15 2.5000000000000004 11.500000000000002 16 5.5000000000000009 17.500000000000004 1.0000000180025095e-35 3.5000000000000004 15.500000000000002 15.500000000000002 30.500000000000004 102.50000000000001 2.5000000000000004 4.5000000000000009 1.0000000180025095e-35 13.500000000000002 17
decision_type=9 1 1 1 2 1 1 9 2 9 1 1 9 2 9 2 1 9 1 2 2 2 9 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 9
left_child=8 2 3 4 9 7 12 21 16 25 -11 15 -6 18 -8 -9 23 28 20 24 -3 -4 27 -1 -10 -2 29 31 34 -19 -30 -5 -21 -34 -7 38 -13 -20 -24
right_child=1 13 5 22 6 17 14 11 19 10 -12 36 -14 -15 -16 -17 -18 26 37 32 -22 -23 35 -25 -26 -27 -28 -29 30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.0014168286760960697 0 0.142235408390918 -0.010216395381986659 0.11150238287425783 0.075680469344205178 -0.002022416423337768 0.020360433741107239 -0.083078044279334448 0.17562950595984217 -0.014535860064785988 -0.057471519883802662 0 0.011806778645531915 -0.0011841520476606237 -0.03120878853683226 -0.040742028898342011 0.10101302004048679 -0.027090439343738504 0.039099955434073186 0 0.0036233578251134001 0.022056331012058405 0.008366396854214234 0.028951443678386792 0 0.031680588313414387 0.0011120106527659692 0 0.049751727156325615 0 0 0 0.017337407715732178 0 0.0068861943681897105 0 0.016171615761835446 0 0
leaf_weight=33.888621100835735 30.029252494074171 236.18268600921147 59.076675389747834 125.0402918709442 145.52420382853597 6.740071265754521 45.559362800675444 1644.9444835880131 369.30200967547717 576.99679388367804 280.12007464459748 5.1757465177506656 112.897098448826 5.4170306524320031 112.56713644534466 209.49896504054777 222.0552926674427 24.847691672272049 47.618773108988535 3.0964067195891385 8.5942703490727563 33.073170460789697 15.360660709557122 8.7701700692705327 0.30223642769851622 65.535413928533671 3.6244012506795107 0.34315355028957029 22.746564188855704 9.0373797369829827 0.75209092255681653 0.16128304589074005 5.7899007579544559 0.68018992315046478 7.4197900469589513 5.4232147695438462 7.8712411876476835 0.16991995446733099 2.1034866436093642
leaf_count=70781 80853 265541 147056 183178 308108 15427 103869 4782975 362686 1431333 716476 9331 255594 12441 271723 565455 231601 57654 70840 4542 10366 72017 31462 14675 372 142087 7830 671 47234 18422 1680 333 7360 1560 16349 11283 14283 344 4740
internal_value=0 -0.0248584 -0.038601 0.00485759 -0.00706142 -0.0704419 0.0293952 -0.0743014 0.144095 -0.0237177 -0.0300365 -0.0777536 0.0559798 0.125849 -0.0144552 -0.0791792 0.0933207 0.0131192 0.129023 0.17289 0.139387 0.00137057 0.099461 0.00885487 0.175421 0.0246331 -0.0135808 0.104122 0.0351844 -0.0217583 0.0476459 0.111283 0.0086581 0.0151482 0 0.00334153 0.0138122 0.038796 0.00743144
internal_weight=0 3850.45 3552.47 1517.66 1369.23 2034.81 416.548 1959.64 643.885 952.682 857.117 1867.49 258.421 297.983 158.126 1854.44 264.714 75.168 292.566 379.171 244.777 92.1498 148.432 42.6588 369.604 95.5647 37.5095 125.545 37.6585 33.8851 23.4987 125.202 9.5665 6.47009 14.1599 22.8874 13.047 47.7887 17.4641
internal_count=10350532 9656955 9297423 3541710 3310043 5755713 939294 5591117 693577 2370749 2147809 5372044 563702 359532 375592 5348430 317057 164596 347091 376520 275907 219073 231667 85456 363058 222940 83906 184182 80690 76076 48914 183511 13462 8920 31776 47485 23614 71184 36202
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=6144 1 960 1 1 2 8192 8651777 2 1 264160 8388784 13 9148 2 8652528 64 2097414
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=40
num_cat=23
split_feature=0 3 2 7 1 1 5 2 0 8 4 7 6 0 2 6 1 0 2 5 4 2 4 4 6 4 2 4 4 5 4 0 4 4 0 4 7 4 5
split_gain=1226.39 643.362 394.2 121.502 99.1024 71.571 76.3837 62.9715 50.7568 48.4023 41.2277 36.8156 33.087 25.3852 21.1256 19.4222 18.0182 15.8123 15.5751 14.0582 11.9905 11.0281 10.303 10.2116 6.72616 6.64566 6.29459 5.13997 4.50485 3.03736 2.57748 2.36506 2.32623 2.13184 2.11818 2.00814 1.81535 1.63937 1.63328
threshold=0 1 2 3 4 5 1.5000000000000002 6 7 8 2.5000000000000004 9 10 11 12 13 14 15 16 2.5000000000000004 1.5000000000000002 17 1.5000000000000002 3.5000000000000004 18 10.500000000000002 19 2.5000000000000004 1.0000000180025095e-35 10.500000000000002 23.500000000000004 20 26.500000000000004 12.500000000000002 21 17.500000000000004 22 18.500000000000004 13.500000000000002
decision_type=9 1 1 1 1 1 2 1 9 1 2 1 1 9 1 1 1 9 1 2 2 1 2 2 1 2 1 2 2 2 2 9 2 2 9 2 1 2 2
left_child=5 2 3 7 8 6 9 13 19 14 16 23 38 20 33 -12 -9 32 -8 -4 -2 -11 36 -10 -15 -7 -21 -13 -14 37 -6 -30 -3 34 -1 -23 -16 -20 -5
right_child=1 17 4 12 30 25 18 10 11 21 15 27 28 24 22 -17 -18 -19 29 26 -22 35 -24 -25 -26 -27 -28 -29 31 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.042593522483796081 0.016075947301262002 0.13672309958299789 -0.028543608425932416 0.083632608198119088 0.058010384004532761 0.18180135761844352 0.011598818907496658 -0.041719155585588197 -0.081999154436332711 -0.0024186049116092273 0.039972208719653318 -0.018229620992717206 -0.021576817819616775 0.0065870198689286126 -0.031779535868007434 -0.018380997747602001 0.01906148191033126 0.021299263812181956 0.1361916560847341 0.042774048200210198 0.076833425311287257 0.11225992724845442 0.022872725391553064 -0.041287908169992373 -0.025863487139138504 0.022425413455747681 -0.0081696058984192226 0.02239039822162495 0.026001849393681855 0 0 -0.0025077028147780824 0 0 0 0 0 0 0
leaf_weight=149.21980551618617 112.09847766158055 203.53409071019269 44.144631834264146 169.78703092073556 39.591895384306554 136.7065590438433 37.929353176878067 645.61715444363654 1472.8947125019913 12.258085077570284 94.27583999291528 45.797757943713805 22.267287976283114 202.57391204126179 85.732001767348265 72.87951481930213 28.770250315370504 54.775294023798779 262.43532990373205 36.33368088566931 58.199452042230405 109.86670049288659 24.513367233594181 198.11222101096064 56.294511895248434 16.541729167976882 13.353121373162137 22.282339381898055 25.067072203091811 0.66697492616367426 2.5844418591877902 19.48273490552674 0.50648956213262764 3.0101939945016047 7.9415119787445283 1.2180248711083539 1.1968970830785099 0.35846460456377727 0.69167881738394399
leaf_count=133116 235756 251875 103775 262969 43095 89629 52661 1726118 4660087 28241 197384 106248 50471 418801 177543 177281 31380 86836 267907 86802 106144 122342 37519 557374 132912 14813 31949 43716 46152 1241 5875 44200 1152 4629 6091 2452 1898 696 1402
internal_value=0 -0.0250007 -0.0370771 0.00111511 -0.0671372 0.105829 0.0856258 -0.0113232 -0.0712606 0.0493355 -0.0268726 -0.0748505 0.0626813 0.0184607 0.0173686 0.0140831 -0.0379989 0.118406 0.123506 0.000843384 0.0445132 0.0933813 -0.0122212 -0.0781622 -0.00133807 0.172723 0.0317396 0 0 0.130905 0.0537364 0.0166694 0.130629 0.0377831 0.0414848 0.10378 -0.0290577 0.135902 0.0829989
internal_weight=0 3641.92 3383.1 1508 1875.09 849.595 696.347 1270.71 1832.92 394.957 841.543 1739.09 237.296 429.166 271.614 167.155 674.387 258.816 301.39 93.8314 170.298 123.343 111.442 1671.01 258.868 153.248 49.6868 68.0801 66.8171 263.461 42.1763 44.5498 204.041 160.172 157.161 111.085 86.9289 262.794 170.479
internal_count=10350532 9409754 9069891 3430970 5638921 940778 836336 3025776 5589951 513831 2132163 5367425 405194 893613 360796 374665 1757498 339863 322505 222526 341900 153035 216960 5217461 551713 104442 118751 149964 140823 269844 48970 90352 253027 143836 139207 124794 179441 268603 264371
cat_boundaries=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=268288 1 960 1 1 1 768 8192 1 1 2 10495184 960 2 1 8390320 515 9 2 28 8390576 264192 1
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=40
num_cat=22
split_feature=0 2 7 3 1 2 0 1 6 1 0 3 4 5 6 4 0 0 0 4 4 5 4 0 0 2 5 7 0 2 4 4 4 4 5 5 4 4 4
split_gain=954.044 530.108 183.596 141.226 70.3996 87.2901 54.5849 52.2634 49.5198 49.1487 46.8936 37.6341 34.7902 24.6061 18.076 15.2994 13.2218 12.3056 8.39677 7.56262 7.42776 15.2478 8.1107 6.8582 6.37613 5.81943 5.42175 5.24962 3.57003 3.37884 3.09547 2.44246 2.30849 2.06077 1.74174 1.55513 1.26969 1.15941 1.13556
threshold=0 1 2 3 4 5 6 7 8 9 10 11 1.5000000000000002 2.5000000000000004 12 2.5000000000000004 13 14 15 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 10.500000000000002 16 17 18 3.5000000000000004 19 20 21 16.500000000000004 21.500000000000004 102.50000000000001 8.5000000000000018 5.5000000000000009 9.5000000000000018 18.500000000000004 21.500000000000004 23.500000000000004
decision_type=9 1 1 1 1 1 9 1 1 1 9 1 2 2 1 2 9 9 9 2 2 2 2 9 9 1 2 1 9 1 2 2 2 2 2 2 2 2 2
left_child=4 3 7 9 5 20 37 10 32 12 13 15 17 29 18 -12 31 19 -14 -2 21 -1 35 -11 -16 -15 -8 -19 36 -3 -25 -4 -6 -10 38 -22 -5 -7 -9
right_child=1 2 16 28 8 6 26 34 33 23 11 -13 14 25 24 -17 -18 27 -20 -21 22 -23 -24 30 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.022082932821685917 -0.037384503155308502 0 0.068329638048578376 0.10621223395790701 0.17003102311220342 0.053713938228390545 -0.044198972583654073 0.039291202838843735 0.044018667677912182 0 -0.07747842749124112 0.017732051576808652 0.052616051589381076 0.039019439896703929 0.015626908852647378 -0.040837720894710716 0 -0.00387515680035671 0.00019329866043521753 -0.0011268055761102025 0.10123208507418785 0.080136841537452472 0.00056112051968950001 0.06869743073554789 -0.022755196936597756 -0.0070240587178939749 0.0046760365450855294 0.030465904076094865 0.016621567211124951 -0.044205219755901297 0 0 0 0 0 0 0 0 0
leaf_weight=144.34063623379916 209.42468813949381 42.151876233430812 82.244181726593524 177.95148719835561 134.70811779864016 107.87122476665536 104.32500543005881 31.7184430200723 58.107440941763343 25.962825321941637 1482.1532647566346 31.138100974290865 132.93454306008061 48.462142387521453 33.498190689773764 285.91328996635275 74.028501979919383 252.85431996412808 61.773331497621257 101.44060552687733 362.34867021464743 108.71131470974069 14.737397881777722 122.86121317875222 58.357537185162073 16.996827403985662 8.2091207784251292 22.112085987639148 47.432730437634746 74.657847136957571 1.7052373867481936 2.1077107520250129 0.36777388970949587 12.001948706252731 3.0341711796354494 1.1748909054440435 0.39119421780924213 0.85964371988666144 1.2593161759432394
leaf_count=158695 533387 122346 130673 181056 83122 171023 263479 32974 34223 28974 5016866 47280 241480 117015 69579 835676 141906 603374 128925 256921 330060 111324 23191 122264 143688 44378 17667 42849 71975 214316 3253 4496 826 10668 3486 1898 712 1648 2859
internal_value=0 -0.025085 -0.0545896 0.0261929 0.0818921 0.0650967 0.00597568 -0.0630602 0.136681 0.00916849 -0.06538 -0.0701261 -0.000308218 -0.0100498 0.0263113 -0.0725003 0.0416787 -0.0144639 0.0419158 -0.0267877 0.0828103 0.053933 0.0980397 0.056677 -0.00647976 0.0288228 -0.0357845 0.000608119 0.0930548 -0.0359999 0.0627743 0.060785 0.169429 0.0387233 0.0317413 0.100885 0.100978 0.0492137 0.036505
internal_weight=0 3424.57 2175.87 1248.7 1057.76 852.578 221.265 2017.49 205.185 1022.92 1981.47 1799.2 872.395 182.269 286.564 1768.07 158.38 585.832 194.708 310.865 631.313 253.052 378.261 150.529 91.8557 65.459 112.534 274.966 225.775 116.81 124.566 84.3519 135.076 70.1094 36.0119 363.524 178.343 108.731 32.9778
internal_count=10350532 9142708 6714271 2428437 1207824 1078985 453817 6437196 128839 2174694 6397877 5899822 2020203 498055 583672 5852542 277075 1436531 370405 790308 625168 270019 355149 154491 213267 161393 281146 646223 253743 336662 125517 135169 83948 44891 39319 331958 181768 172671 35833
cat_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=269312 896 1 1 1 992 2048 1 2 1 25174017 1 2 8389344 3211692 74232 5251087 8396984 92 1 8389296 96
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=40
num_cat=25
split_feature=0 2 0 3 1 6 7 4 0 0 4 2 1 2 7 2 6 5 8 5 4 4 2 5 0 4 1 4 4 4 3 5 2 5 7 4 2 7 2
split_gain=767.602 345.161 149.538 177.282 121.002 74.4977 64.254 58.0637 56.617 39.2376 38.2216 38.9343 28.8849 26.2646 21.5776 20.0723 17.2426 14.8794 14.654 31.6848 9.84322 8.60102 6.2276 6.01606 5.7519 5.70956 5.2388 5.13093 4.5869 4.35654 4.05698 3.97005 2.93282 2.54423 2.43266 2.40006 2.07992 1.96697 1.76299
threshold=0 1 2 3 4 5 6 1.0000000180025095e-35 7 8 3.5000000000000004 9 10 11 12 13 14 2.5000000000000004 15 1.5000000000000002 1.5000000000000002 1.5000000000000002 16 6.5000000000000009 17 2.5000000000000004 18 13.500000000000002 14.500000000000002 11.500000000000002 19 4.5000000000000009 20 10.500000000000002 21 14.500000000000002 22 23 24
decision_type=9 1 9 1 1 1 1 2 9 9 2 1 1 1 1 1 1 2 1 2 2 2 1 2 9 2 1 2 2 2 1 2 1 2 1 2 1 1 1
left_child=2 4 14 7 5 6 10 15 17 23 11 -2 28 16 18 -4 25 -3 19 20 22 36 -1 -7 -12 -9 31 -16 30 -22 34 -17 -6 35 -10 -8 -11 -18 -21
right_child=1 8 3 -5 32 9 33 13 12 21 24 -13 -14 -15 27 26 37 -19 -20 38 29 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.020713788127423211 0.015497268439256385 -0.024361066857459656 0.010465715511058219 0.099952446550465812 0.0025217383861734933 -0.059416079529083045 0.075480594361415507 0.022326191734196196 -0.081289694425737288 0.0028072152423391458 0.050306914204601566 -0.031083991793280159 0.019836715033307098 -0.020140913409188832 0.13144797905978092 -0.056170436921764391 -0.013244084212019811 0.040551434238144543 0.095400292074880169 2.8616020069224652e-05 0.048370722477524823 0.03265726926467593 -0.010544290267105079 0 -0.0016483417467692417 0.073196638446573342 0 0 -0.00035718633233694811 0 0 0 0.070258788072523892 0 -0.0084697098045574126 0 -0.018988355654443297 0.011137604029710743 0.077245307861223508
leaf_weight=72.574677305063233 252.53375176095869 37.405782732443186 55.924831031617941 179.4538926553505 30.196383015281754 359.004095831624 94.76851760406862 109.73206404547091 1069.4298148651142 35.854365389270242 87.042524234537268 427.00525266103796 14.215022205462445 81.412202107138 125.86397613721783 204.84565770745394 47.203780444775475 41.134981865528971 247.93795714562293 20.955835735687288 84.491679783212021 43.105404758884106 99.622498267592164 12.470241116650866 18.963443440006813 73.317356077750446 18.642519520071801 4.8325764186447477 15.156261719588654 10.433110043755731 2.4558208080998147 12.886171395832205 174.27053395428811 1.2766984232002858 21.338005511759548 1.1698793930700038 51.32272637434653 21.275528713187668 212.57254533379455
leaf_count=53787 520209 94260 106615 176712 28005 1051289 170897 219343 3917036 82742 179192 1240730 15303 206077 66912 640817 115118 90882 193845 21280 61836 98105 125902 36442 44508 112129 15992 4093 46090 11678 4211 35488 172018 2507 45637 2203 151202 35196 154244
internal_value=0 -0.0312101 0.0534323 0.0199809 -0.000109911 -0.0113187 0.00600796 -0.00573483 -0.0707814 -0.0409854 -0.00415549 -0.0136468 -0.0766319 0.0214509 0.0815182 -0.0367457 0.0361226 0.00795126 0.0694005 0.0485804 0.0207095 0.00508739 0.00276773 -0.0558007 0.044071 0.0515475 -0.0475696 0.128217 -0.079296 0.0423744 -0.0800846 -0.0532047 0.0662413 0.0721047 -0.0803977 0.07385 -0.0104212 -0.00153745 0.075179
internal_weight=0 2790.12 1683.98 804.694 1588.98 1384.52 882.76 625.24 1201.14 501.757 785.545 679.539 1122.59 332.941 879.285 292.299 251.529 78.5408 748.588 500.65 267.122 130.282 172.197 371.474 106.006 183.049 236.374 130.697 1108.38 94.9248 1093.22 217.732 204.467 97.2151 1090.77 95.9384 87.1771 68.4793 233.528
internal_count=10350532 7993468 2357064 1663487 3780049 3580026 2160246 1486775 4213419 1419780 1984639 1760939 4028277 687863 693577 798912 481786 185142 622572 428727 253203 332049 179689 1087731 223700 331472 692297 71005 4012974 73514 3966884 676305 200023 175607 3962673 173100 233944 150314 175524
cat_boundaries=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=269344 992 6144 1 1 2 1 8192 2687822 768 1 480 1 768 2 1 898 2630610 1 1 512 1 896 1 513
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=40
num_cat=25
split_feature=0 2 1 0 7 2 6 0 1 0 4 6 3 4 2 3 4 5 5 5 4 4 4 0 7 4 7 5 4 0 0 0 0 2 4 2 4 2 3
split_gain=631.555 272.441 137.249 124.203 95.4977 84.4403 58.7141 40.5393 31.9763 27.8244 22.8189 22.051 18.5821 17.2559 15.3968 14.5207 13.922 11.3999 10.5563 11.3935 10.5111 8.95044 8.40083 6.86055 6.52887 6.26154 5.57818 6.86895 9.12734 5.27274 5.20776 5.06738 4.71718 4.22116 3.5259 3.50605 3.10085 2.54574 2.52908
threshold=0 1 2 3 4 5 6 7 8 9 1.0000000180025095e-35 10 11 3.5000000000000004 12 13 4.5000000000000009 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 14 15 2.5000000000000004 16 1.5000000000000002 2.5000000000000004 17 18 19 20 21 1.5000000000000002 22 11.500000000000002 23 24
decision_type=9 1 1 9 1 1 1 9 1 9 2 1 1 2 1 1 2 2 2 2 2 2 2 9 1 2 1 2 2 9 9 9 9 1 2 1 2 1 1
left_child=2 6 3 18 7 10 9 17 13 26 15 -4 16 -9 -15 23 -7 -3 19 20 -1 32 -6 -5 25 -12 27 28 -2 -8 -23 -24 -11 -21 -35 -20 -13 -19 -31
right_child=1 4 11 5 22 12 29 8 -10 21 24 36 -14 14 -16 -17 -18 37 35 33 -22 30 31 -25 -26 -27 -28 -29 -30 38 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.018838019944359796 -0.0037197039334589087 -0.020972379846545902 0.1113129257567749 0.0093798161257299412 -0.0057574605720531529 -0.057130611909481266 0.0030716579002042052 -0.073580241772961838 0.02110590321308152 0.0058467008270450252 0.0082901007713411627 0.040935584875333081 0.024285758730476229 0.004477396942804546 -0.047422579305148371 0.036086623392980598 0.0034708251824801181 0.037346160887559238 0.0061204410491236963 0.024177442027733143 0.074380980697045365 0.02762856246121417 -0.0025691222419231717 -0.026489034971643122 0.071614312467349617 0.04424479989716254 0.07307332979624491 0.04575997595291497 0.041135267798596373 -0.03878627236747046 -0.0021771207997667288 0.046563084004687089 -0.022908525695944176 -0.017891324272408183 0.013924913702366901 0.076348709457243633 0 -0.0023313193381197111 0
leaf_weight=105.38396500732051 114.2991333931277 64.869732090475736 283.02199334162287 45.006017015926773 37.886462192662293 226.43438878509915 27.899645249068271 1217.866561716859 22.826291483390378 57.282322064769687 154.60279486165382 91.922001240716781 15.04821397710475 72.917728422442451 113.99303631109069 44.917099700658582 29.909082666650647 29.886209882126423 36.294086419220548 100.00023894527112 108.68635180397541 113.51539810324903 16.439453933766345 115.02081094155437 54.468034401885234 91.972012181708124 73.379344983317424 140.75762298327754 33.042306918738177 177.35768210983952 66.274766647547949 62.314145808020839 96.138842253043549 45.442018003377598 29.652464088401757 322.62135454107192 11.763311892835189 7.0950297638482871 6.9470920294115777
leaf_count=124781 225190 159955 168031 102196 75308 781071 58903 4739618 22741 125147 308996 62720 19829 205816 378551 42809 80813 64733 42318 73178 84570 208544 29485 322330 78953 153939 77808 233033 47313 476856 129063 100805 219663 43901 24229 215461 12768 17552 11555
internal_value=0 -0.0313176 0.0439836 0.0293204 -0.0551937 0.000272001 0.0122036 -0.0621948 -0.0662308 0.026473 0.0243057 0.0958866 -0.0409397 -0.0687323 -0.0299532 -2.34341e-05 -0.0493894 0 0.0572078 0.0389625 0.0539434 0.00310837 0.0247423 -0.0158347 0.0410102 0.0261304 0.0441485 0.0310293 0.00990469 -0.0302605 0.0176845 0.0397142 -0.0122666 0.0139728 -0.00190367 0.0731589 0.0360044 0.0328478 -0.0349426
internal_weight=0 2552.99 1912.17 1525.46 1646.09 777.378 906.894 1529.45 1427.6 694.69 505.987 386.707 271.392 1404.78 186.911 204.944 256.343 101.851 748.08 389.165 214.07 333.211 116.64 160.027 301.043 246.575 361.478 288.099 147.341 212.204 179.79 78.7536 153.421 175.095 75.0945 358.915 103.685 36.9812 184.305
internal_count=10350532 7607639 2742893 2499374 5794564 1890936 1813075 5588966 5346726 1265761 1009223 243519 881713 5323985 584367 467335 861884 242240 608438 350659 209351 682417 205598 424526 541888 462935 583344 505536 272503 547314 337607 130290 344810 141308 68130 257779 75488 82285 488411
cat_boundaries=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=8657952 896 1 6144 1 960 2 8193 1 598736 2 1 96 1 8650752 1 1 8336 2097420 6373387 16777222 914 515 92 1
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=40
num_cat=19
split_feature=2 0 0 7 0 4 3 6 1 5 4 3 6 0 5 6 4 6 1 5 7 2 9 4 4 0 5 4 5 5 4 4 4 4 5 5 0 5 5
split_gain=526.778 284.658 217.575 143.987 87.9245 50.5535 38.3803 38.342 35.2259 29.5846 21.6302 17.5775 13.7094 13.4945 40.4205 40.2112 19.7987 9.48691 8.50986 10.1102 8.36937 12.0325 8.21947 4.3401 4.17383 3.01465 3.00749 2.98996 1.94536 1.82965 1.33486 1.3117 1.14988 1.06252 1.01266 0.974384 0.841832 0.785324 0.747932
threshold=0 1 2 3 4 2.5000000000000004 5 6 7 4.5000000000000009 1.5000000000000002 8 9 10 1.5000000000000002 11 1.0000000180025095e-35 12 13 2.5000000000000004 14 15 16 31.500000000000004 2.5000000000000004 17 3.5000000000000004 14.500000000000002 14.500000000000002 6.5000000000000009 99.500000000000014 10.500000000000002 1.0000000180025095e-35 11.500000000000002 20.500000000000004 3.5000000000000004 18 1.0000000180025095e-35 8.5000000000000018
decision_type=1 9 9 1 9 2 1 1 1 2 2 1 1 9 2 1 2 1 1 2 1 1 1 2 2 9 2 2 2 2 2 2 2 2 2 2 9 2 2
left_child=2 18 3 4 13 6 9 10 11 -6 20 27 23 14 -1 16 -15 30 19 24 21 -4 -9 28 -2 -12 -17 34 -5 -16 -7 32 -14 -10 -3 -19 -22 -29 -20
right_child=1 8 7 12 5 17 -8 22 33 -11 25 -13 31 15 29 26 -18 35 38 -21 36 -23 -24 -25 -26 -27 -28 37 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0060584125259696749 -0.002669858678975956 -0.074874899206220508 0 0.097370696651603791 -0.027870426427238151 0.054874542281647433 0.032247554014893723 -0.053628457753734031 0.022818022610050101 0.037308671171448704 0.030821524062494179 0.013683256912723497 0 0.024551816049547998 0.13948027336999133 0.0064390466610904336 0.076763023599975611 -0.0055864805638640071 0.08822466143342142 0.051833054881397278 0.015851609754030497 -0.038234264726847142 0.007655017260469044 0 0.029894884590495992 0 0.031898509611343877 0.0029873392397254204 0 0 0 0 0.039666898818992699 0 0 0.014383521072074782 0 -0.013735563713866675 0
leaf_weight=17.872971342760138 106.58307584008435 1099.2020382233022 121.22704269160749 390.217232564406 539.48820345279819 159.10182456712937 146.81360750237945 252.31458046441549 24.52808595192619 49.365288187327678 101.36502123295213 8.6985049891518411 21.546424480096903 175.33801389540895 43.458594534400618 314.38431034580572 269.01539573178161 38.826697813725332 31.597653820499549 77.976509246305795 36.797981824842282 173.61540537991095 7.153279602265683 2.8613643084827336 20.797603169048671 58.116204602527432 48.781352263351437 3.9834806451399372 0.67302322649629687 0.3884551715455008 0.96231706708203901 6.8328598268271881 67.302855886577163 4.2220924677676512 0.5165648398688053 6.7151530885312232 11.911111506604355 15.203956490644485 0.2957770254870401
leaf_count=12532 202627 4462022 256107 337039 1531483 240872 135080 778037 21495 124841 188496 12451 28113 171015 23720 345997 226754 94772 18281 125556 55434 566922 21296 4463 29384 123441 32660 12292 1152 232 1598 10385 67523 5768 1973 13800 18373 46351 195
internal_value=0 -0.048907 0.0243855 0.039633 0.0257306 0.0035822 -0.00863177 -0.0209153 -0.0692677 -0.0203778 -0.0036186 -0.0727281 0.08679 0.0478888 0.0945445 0.0396749 0.0596491 0.0442441 0.044925 0.0286827 -0.0178585 -0.0243085 -0.0502843 0.0961959 0.00542589 0.0234443 0.0127949 -0.0740008 0.097055 0.13822 0.0540901 0.0319736 0.0345175 0.0173894 -0.0747979 0 0.0117566 -0.00446012 0.0873244
internal_weight=0 1393.61 3062.45 2299.95 1810.51 941.273 735.667 762.501 1156.35 588.853 503.033 1127.6 489.434 869.239 61.72 807.519 444.353 205.606 237.251 205.357 343.552 294.842 259.468 393.752 127.381 159.481 363.166 1118.91 390.89 43.847 160.064 95.6821 88.8493 28.7502 1099.72 45.5419 48.7091 19.1874 31.8934
internal_count=10350532 4938395 5412137 3404031 2955356 2142446 1791404 2008106 4562352 1656324 1208773 4535089 448675 812910 36484 776426 397769 351042 376043 357567 896836 823029 799333 342654 232011 311937 378657 4522638 338191 23952 242470 106021 95636 27263 4463995 108572 73807 58643 18476
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=992 10240 8658672 1 8657920 1 2 1 1 2 4096 2 2 1 1 768 1 2695436 1573126
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=40
num_cat=25
split_feature=2 0 0 7 0 6 6 1 4 5 4 5 3 6 0 5 5 0 3 0 5 1 7 4 2 0 1 4 4 4 8 0 9 2 2 5 4 4 0
split_gain=442.124 258.1 174.734 88.6653 56.4572 44.0207 43.4976 33.1163 28.9931 20.5578 20.398 17.8232 16.8571 13.3405 11.1364 31.7019 15.3058 9.60675 8.3027 7.67765 10.6631 7.1428 7.01085 5.56899 5.50196 3.84663 3.27554 3.19215 3.05368 2.81264 2.64082 2.50304 2.11117 2.03969 1.67207 1.59914 1.4978 1.45965 1.41695
threshold=0 1 2 3 4 5 6 7 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 8 9 10 1.5000000000000002 1.0000000180025095e-35 11 12 13 2.5000000000000004 14 15 16.500000000000004 16 17 18 1.0000000180025095e-35 18.500000000000004 14.500000000000002 19 20 21 22 23 14.500000000000002 4.5000000000000009 2.5000000000000004 24
decision_type=1 9 9 1 9 1 1 1 2 2 2 2 1 1 9 2 2 9 1 9 2 1 1 2 1 9 1 2 2 2 1 9 1 1 1 2 2 2 9
left_child=2 19 3 4 14 8 10 12 9 -6 17 18 29 28 15 -1 27 -4 -7 34 -21 25 32 -18 -19 33 -17 -16 35 38 -26 -31 -8 -12 -2 -5 -27 -24 -3
right_child=1 7 6 13 5 11 22 -9 -10 -11 21 -13 -14 -15 16 26 23 24 -20 20 -22 -23 37 -25 30 36 -28 -29 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0058460519830604955 0 -0.021643002893791161 -0.031880158090272989 0.085938290776937487 -0.012255160127191841 -0.051935584771894742 -0.051847744938503998 0.016269410540927419 0.056647774227180953 0.028749954723802082 0.019623344679375748 0.018157876690694814 0.013332350736645274 0.025320560833948926 0.024674007238077392 0.12180031830725009 0.026498878014771372 0.017320428138403707 0.0061218792962473133 -0.022542357935055272 0.031802669050177083 0.037013738190260374 -0.012062127044643035 -0.011329745089860181 0.0079789841413046899 -0.015691626737697494 0 0.073552875129657233 0 0.012230404464496121 -0.01945689606816392 -0.01868329304004587 0 0 0.057540227407852897 0 0.003595421615389584 0.01190967727993035 -0.075207193142959233
leaf_weight=17.765344952844316 15.813410794857191 81.196582776028663 155.14811645721784 372.99638255054015 255.89430733850168 148.82194621172675 223.21356371721777 29.314895222050836 123.77976945409318 179.6041474337253 123.78620851566666 30.923113446508069 8.8181716375984234 95.168120244838065 89.41871353238821 48.853122571774293 616.65134003350977 71.614643822947983 11.450727176328654 35.824664235144155 45.853286497993395 88.15501992177451 30.255711794859963 13.971069614257429 10.005031920096371 67.228789025451988 1.4707735426491115 116.80997407858376 4.7608215765212654 3.6591394594288431 82.864564159477595 15.332937143859455 5.2890066747786468 109.55807433807058 147.15028233663179 0.6519714894820926 18.256898382911459 11.099530335137386 939.2635163658415
leaf_count=12532 23673 240384 443114 283619 644712 481357 738587 27263 176182 356626 247386 83083 12451 101082 91976 23452 574362 121250 11653 94260 90882 72859 79523 23541 27414 173183 500 86547 6194 11632 229237 47011 17278 237745 167228 1114 42562 23467 4223611
internal_value=0 -0.0462283 0.0219005 0.0379101 0.026027 0.00456243 -0.0121578 -0.0670982 0.0190635 0.0047743 0.000520402 -0.0331255 -0.0707179 0.07558 0.0422881 0.0830571 0.0349913 -0.0171029 -0.0458997 0.0411556 0.00516522 0.0152716 -0.0443375 0.0247302 0 0.00573374 0.118978 0.0594544 0.084697 -0.0720654 -0.0127311 -0.00407887 -0.0505126 0.0122639 0.053143 0.0856379 -0.00838481 0 -0.0728926
internal_weight=0 1322.23 3125.47 2128.99 1655.41 750.474 996.475 1077.59 559.278 435.498 726.617 191.196 1048.27 473.577 904.94 68.0892 836.851 319.632 160.273 244.642 81.678 406.985 269.858 630.622 164.484 318.83 50.3239 206.229 378.409 1039.45 92.8696 18.9921 228.503 233.344 162.964 373.648 85.4857 41.3552 1020.46
internal_count=10350532 4938395 5412137 2958532 2566523 1753613 2453605 4562352 1177520 1001338 1594750 576093 4535089 392009 812910 36484 776426 821015 493010 376043 185142 773735 858855 597903 377901 700876 23952 178523 290927 4522638 256651 58643 755865 485131 190901 284733 215745 102990 4463995
cat_boundaries=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=992 10240 8658656 1 8657920 2 2 1 1 2 4096 7348492 1 2048 1 1 768 2171161 1 12 336 1 800 1 22090753
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=40
num_cat=27
split_feature=2 0 0 7 0 6 1 6 5 5 4 3 4 3 0 5 1 1 5 9 7 2 8 0 8 3 4 0 7 0 4 4 1 4 4 0 2 4 6
split_gain=372.488 229.88 141.614 72.5496 53.8756 35.7499 31.2185 30.8477 23.3891 18.0297 16.5018 16.1115 14.2288 9.59695 9.19169 25.1539 12.62 7.85003 7.80474 7.41331 7.21171 10.3855 6.0273 5.86641 5.10749 4.45186 3.37795 3.11747 2.89607 5.96261 4.94905 3.44657 2.58676 2.51399 3.13769 2.19903 1.99588 1.78296 1.48531
threshold=0 1 2 3 4 5 6 7 1.5000000000000002 3.5000000000000004 1.5000000000000002 8 2.5000000000000004 9 10 1.5000000000000002 11 12 2.5000000000000004 13 14 15 16 17 18 19 20.500000000000004 20 21 22 4.5000000000000009 14.500000000000002 23 1.0000000180025095e-35 15.500000000000002 24 25 18.500000000000004 26
decision_type=1 9 9 1 9 1 1 1 2 2 2 1 2 1 9 2 1 1 2 1 1 1 1 9 1 1 2 9 1 9 2 2 1 2 2 9 1 2 1
left_child=2 17 3 4 14 8 11 10 12 13 20 28 -6 -7 15 -1 22 18 23 -9 21 -4 -16 36 -5 33 -18 -10 29 -3 -30 -31 -17 38 -35 -12 -2 -27 -26
right_child=1 6 7 24 5 9 -8 19 27 -11 35 -13 -14 -15 16 32 26 -19 -20 -21 -22 -23 -24 -25 25 37 -28 -29 30 31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.0056449573098350178 -0.0036731396744921884 -0.015053819644522208 0.00011026738127056211 0 -0.013176410326283805 -0.05021131763086463 0.015439590087596525 -0.049374347325717369 0.039473344948551287 0.018944753364596698 0 0.012913581188243747 0.026130711964273298 0.0088295857870530556 0.013575945227912013 0.10536276012627031 0.063459730535378261 0.073621885903974935 0.041736423637228778 0.0076936746785637895 0.011409390970616502 -0.035332425879783268 0.03642055735480932 -0.018777361683493851 0.026389462486198001 0.090946212304658214 0 0.008881367687763958 -0.028965583848238597 -0.075675377239692129 0.016997450596083 0 0 0.058686010899982516 0 0.026397012872439604 0.021036235237859253 0 0
leaf_weight=17.66387690306874 11.898506156139774 70.623203606315656 120.75995794957271 23.711650142096914 307.270280900324 156.68729160627117 29.740293972514337 228.62141669477569 215.1157816692139 33.881484015786555 58.156199551478494 8.9619748772238363 95.204297310585389 13.17445214287727 478.86460002907552 55.150782561220694 116.63382577203447 36.767013336153468 85.65968691278249 7.1399386637785929 48.953670877235709 164.03941374961869 265.37299004546367 35.086047331918962 102.78834387040115 137.97017412260175 3.5959269414015571 123.39254611436627 24.889402031374633 853.15802069484198 6.7502095206000368 13.956987409968859 1.4707735426491115 275.31572201199015 8.3025706785556377 106.30804403970251 84.701196553942282 0.67715136517654073 19.621968059451319
leaf_count=12522 12837 63291 54749 16074 180140 81404 25481 115908 176649 21776 38748 11389 105602 13406 339517 23452 48683 18470 123234 4365 55763 78856 178306 11964 91274 82145 3475 105937 12586 523476 7195 5734 500 212883 9885 126531 113712 906 13226
internal_value=0 -0.0437486 0.0196106 0.0310979 0.0209217 0.00321582 -0.0649134 -0.0179992 0.0138124 -0.0307277 -0.00274028 -0.068684 -0.00201708 -0.0434931 0.0373603 0.0731077 0.0308594 0.0366031 0.0224379 -0.0458438 -0.0156443 -0.0218917 0.0238505 0.0026143 0.062098 0.0635134 0.060876 0.0320791 -0.0701036 -0.0713982 -0.0107925 -0.0740032 0.103025 0.0495983 0.0570335 0.0202773 0.0156121 0.0901792 0.0225675
internal_weight=0 1262.19 3185.85 2451.87 1883.48 944.726 1008.08 733.979 740.983 203.743 498.217 978.34 402.475 169.862 938.753 74.2854 864.467 254.112 217.345 235.761 333.753 284.799 744.238 131.686 568.388 544.676 120.23 338.508 969.378 937.738 31.6396 867.115 56.6216 406.029 283.618 164.464 96.5997 138.647 122.41
internal_count=3122051 929369 2192682 1717762 1291369 684914 649152 474920 568328 116586 354647 623671 285742 94810 606455 36474 569981 280217 261747 120273 189368 133605 517823 138513 426393 410319 52158 282586 612282 592501 19781 529210 23952 327268 222768 165279 126549 83051 104500
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=992 10240 8658672 1 8657920 2 1 2 1 1 4096 1 1 1 1 768 1 2048 8 1 224 1 17896449 1 22020099 1 2
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=40
num_cat=25
split_feature=0 2 0 2 4 7 1 0 3 1 1 6 0 0 5 4 4 2 2 3 6 7 5 5 5 4 4 3 8 4 2 4 5 4 3 8 6 4 7
split_gain=317.662 120.223 101.277 91.515 48.3742 35.5931 33.1407 29.5074 30.5824 24.6593 17.9322 14.3058 50.81 18.2002 15.978 15.314 13.7295 13.2834 12.5784 12.1594 11.8396 8.86831 8.27035 6.50101 5.60686 5.34224 3.89586 3.77624 3.29641 3.07979 2.428 2.03255 1.82159 1.60685 1.58148 1.56592 1.55682 1.21213 1.14573
threshold=0 1 2 3 1.5000000000000002 4 5 6 7 8 9 10 11 12 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 13 14 15 16 17 3.5000000000000004 3.5000000000000004 4.5000000000000009 1.5000000000000002 14.500000000000002 18 19 9.5000000000000018 20 21.500000000000004 1.5000000000000002 43.500000000000007 21 22 23 6.5000000000000009 24
decision_type=9 1 9 1 2 1 1 9 1 1 1 1 9 9 2 2 2 1 1 1 1 1 2 2 2 2 2 1 1 2 1 2 2 2 1 1 1 2 1
left_child=3 5 10 20 6 7 19 8 18 21 16 13 14 32 -13 -15 22 36 -2 24 25 34 35 -20 -4 38 -14 29 -7 -19 -24 -18 -9 -30 -5 -3 -6 -23 -1
right_child=1 2 4 9 17 28 -8 11 -10 -11 -12 12 26 15 -16 -17 31 27 23 -21 -22 37 30 -25 -26 -27 -28 -29 33 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0075948616552304745 0.008765095322881231 -0.009784742281713138 -0.063360953592596081 -0.070298557860853428 0.038193576356420948 0 0.034280580483374561 -0.020643544848658685 0.034904203317381276 0.013649711162651608 0.064400362038448525 -0.015752154115445158 0.070129966260879736 0.021372039455920689 0.03437216395950031 0.0623176278765094 0.05277077862479989 -0.027658025226541306 -0.031848604500530189 0.0075934309083627808 -0.029651703652056324 -0.014710006582920643 0 0.0034531468636215612 0 0.019795930614137029 0 0.014390281030276307 0.056467229266189502 0.001492226266091149 0.034769789995385846 0 0.0032621354986533424 0 0 0.0036431556314932682 0 0.0055209862025459517 0.0061005460651433231
leaf_weight=188.50775673496537 155.74284320525476 174.87495526944986 395.53484289880726 669.82945067435503 59.692021424154518 13.913959062309004 19.1300716016558 29.192640053515788 184.05039197468432 23.652601557027083 75.714658015756868 275.74990443603019 114.49542557756649 217.76225045317551 48.821403929585358 339.27585230069235 53.743203533638734 94.361829333516653 201.70389438560233 12.743871746410148 107.83747424147441 35.640278210339602 21.06279461082886 41.509083813463803 19.55762268640683 115.17975842521992 2.1017485419288269 4.9636244049179359 505.58392291070777 21.226032332138857 46.046980945742689 1.5739239258109581 18.395642032061005 1.8933945592725638 2.8824119504424734 80.530706103716511 26.627179403061746 5.0617412782739839 35.946704552043229
leaf_count=84485 122057 180411 251940 413060 42279 9197 14160 28193 150153 24257 31305 151404 78005 144894 24217 240255 43544 59545 124120 16057 55798 26964 12288 26826 13386 131506 1847 5524 348129 12418 69338 1937 16636 2619 1769 80731 18205 5383 41489
internal_value=0 0.0176658 -0.00873201 -0.0419712 -0.0333049 0.0313093 -0.051387 0.0230975 0.00377917 -0.0629612 0.0259128 0.032842 0.016589 0.0434011 -0.00495639 0.0479158 0.0139301 0.00465099 -0.0112292 -0.057868 -0.00445231 -0.0671999 0.00317555 -0.024125 -0.0609281 0.0043739 0.0633675 -0.0140766 0.0543339 -0.02104 0.0286564 0.0499515 -0.00872346 0.0550771 -0.0699936 -0.004777 0.0289878 -0.00667581 -0.00376187
internal_weight=0 3257.58 1107.38 1184.54 653.837 2150.19 446.966 1628.8 583.006 737.066 453.547 1045.79 441.168 604.626 324.571 557.038 377.833 206.871 398.956 427.836 447.472 713.414 322.515 243.213 415.092 339.634 116.597 120.551 521.391 115.588 67.1098 55.3171 47.5883 507.477 672.712 255.406 86.3192 40.702 224.454
internal_count=3106331 2321620 853068 784711 433514 1468552 295543 1108607 423156 471433 419554 685451 255473 429978 175621 385149 388249 137971 273003 281383 313278 447176 342768 150946 265326 257480 79852 77487 359945 71963 81626 45481 44829 350748 414829 261142 60484 32347 125974
cat_boundaries=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=7979279 960 14336 896 1 1 16785968 1 1 1 2 3264 8392704 32 768 1 2 1 1 8 34 1 1 2 1
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=40
num_cat=24
split_feature=2 0 0 4 0 3 6 0 0 6 1 5 1 4 8 0 3 7 5 5 5 0 0 5 7 4 9 5 6 2 2 5 1 5 3 4 5 4 5
split_gain=274.8 127.981 113.934 54.0647 45.2311 42.4741 32.6747 47.061 45.5782 30.8889 23.8327 25.9852 20.8594 17.009 15.2842 12.9317 10.1591 8.98869 8.52513 7.23669 7.1814 5.90387 5.85315 5.76816 5.62599 4.9998 4.63644 3.96239 2.19787 1.99183 1.89033 1.8512 1.6373 1.56093 1.42477 1.11077 0.939639 0.862373 0.790647
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 9 4.5000000000000009 10 1.0000000180025095e-35 11 12 13 14 3.5000000000000004 1.0000000180025095e-35 4.5000000000000009 15 16 1.5000000000000002 17 14.500000000000002 18 9.5000000000000018 19 20 21 1.0000000180025095e-35 22 6.5000000000000009 23 13.500000000000002 7.5000000000000009 10.500000000000002 2.5000000000000004
decision_type=1 9 9 2 9 1 1 9 9 1 1 2 1 2 1 9 1 1 2 2 2 9 9 2 1 2 1 2 1 1 1 2 1 2 1 2 2 2 2
left_child=1 15 9 4 -4 10 8 25 14 13 11 -6 16 21 -5 -1 35 23 38 -7 24 30 34 -10 -9 31 32 -16 -12 33 -2 -8 -11 -24 -15 -3 -19 -14 -17
right_child=2 12 3 6 5 19 7 20 17 26 28 -13 37 22 27 18 -18 36 -20 -21 -22 -23 29 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.037533266992341746 0.0097055598241741498 -0.073693425401996401 0.030325258497241183 0.039751010387512359 -0.038457125245325803 -0.0018572948177960483 0 -0.016031629432568313 0 -0.053580041184562499 0.028717097987976975 0.027039923431629115 0.020849010386156518 -0.012876411375891489 0.093809549141431775 -0.030402209020499168 0.0080394700468801698 0.038990314555795255 0.023565846740431756 0.047193404157776175 0.023751587993677686 -0.032306881060828567 0.029156551735733262 0.021347830859735423 0.010502777426383671 0 0 0 -0.00050944649458672193 0 -0.01233301193960392 0.06552225002483357 0 0 0.0068121685985070499 -0.0024010053751742136 0 0 0
leaf_weight=114.04683517036028 53.861587766499724 638.58614714360738 391.43273294376559 363.7475394840294 440.96706492619705 21.935542289749719 7.1386945713020387 317.21038336961647 215.64387255562178 202.54591920794337 60.046652057615574 42.402938776911469 11.362051113857886 87.023997030570172 212.26597622936242 46.122235890754382 3.3188283766503437 196.39986209804192 22.59284334158292 93.555770678038243 40.252120459830621 165.24654105417721 122.46746776349028 207.98086987745774 66.72115904421662 4.6451494647772043 7.2322835853265124 1.4478065316798154 8.1875775473308732 63.469665283118957 26.15095626936818 120.95181517922902 10.101058915781321 6.8339032247313289 9.3144613781478238 13.029134801487087 6.8887096480466417 2.2348045418038955 15.809490345069205
leaf_count=108403 32997 444582 255338 217834 272396 18222 5882 186133 184619 103401 39611 40466 9499 52970 122681 31386 4087 138816 36537 71748 26881 89253 118805 180069 52086 3493 4487 1222 9800 50008 16952 99736 16714 7212 11774 5683 5479 1829 27380
internal_value=0 -0.0476705 0.0138819 0.023123 0.00480467 -0.0106821 0.0338289 0.0121475 0.0430728 -0.0197136 -0.0228469 -0.0308827 -0.0679818 -0.00542816 0.0630505 0.0193869 -0.0716943 0.0208973 -0.00687999 0.0373531 -0.00491596 -0.0237439 0.00994097 0.0105796 -0.0102686 0.0562219 -0.0491997 0.0890052 0.0230716 0.0189512 0 0.0631047 -0.0518058 0.0251715 -0.00688751 -0.0728765 0.0378824 0.014649 -0.0260641
internal_weight=0 867.102 3574.07 2819.82 1058.53 667.096 1761.29 556.919 1204.37 754.248 551.604 483.37 668.531 534.369 577.461 198.571 654.934 626.913 84.5246 115.491 424.184 245.259 289.109 423.625 383.932 132.736 219.879 213.714 68.2342 192.771 80.0125 128.091 212.647 129.301 96.3385 651.615 203.289 13.5969 61.9317
internal_count=3106471 669386 2437085 1932512 707581 452243 1224931 374211 850720 504573 362273 312862 465680 379971 341737 203706 454352 508983 95303 89970 265100 139202 240769 364688 238219 109111 124602 123903 49411 176025 49949 105618 120115 126017 64744 450265 144295 11328 58766
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=15 16857089 24723727 268288 1 2 8401040 3264 2 1 1 1 2048 1 1 524290 20987907 1 1 2 416 896 1 1
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=40
num_cat=27
split_feature=2 0 0 4 0 1 5 2 6 0 0 6 1 4 0 8 3 7 2 5 7 5 2 7 9 4 0 5 2 6 1 1 4 5 5 2 5 8 4
split_gain=234.109 116.183 93.8052 47.4811 38.7445 35.0102 27.3453 27.1522 23.6682 38.381 34.441 22.9761 19.731 11.378 10.611 10.2068 9.81326 8.96058 8.91152 7.65766 7.50099 5.79 5.43979 4.65397 4.54965 3.97499 3.46105 3.30457 3.15203 2.57987 1.9965 1.40326 1.29711 1.25342 1.14222 1.12336 1.06719 0.887657 0.858451
threshold=0 1 2 1.0000000180025095e-35 3 4 3.5000000000000004 5 6 7 8 9 10 1.5000000000000002 11 12 13 14 15 3.5000000000000004 16 4.5000000000000009 17 18 19 14.500000000000002 20 9.5000000000000018 21 22 23 24 2.5000000000000004 1.0000000180025095e-35 7.5000000000000009 25 8.5000000000000018 26 20.500000000000004
decision_type=1 9 9 2 9 1 2 1 1 9 9 1 1 2 9 1 1 1 1 2 1 2 1 1 1 2 9 2 1 1 1 1 2 2 2 1 2 1 2
left_child=1 14 11 4 -4 6 7 -6 10 25 15 13 16 17 -1 27 -3 18 -2 -16 26 23 -8 -11 30 33 -12 -5 -15 35 -13 -20 -17 -10 38 -7 -22 -19 -30
right_child=2 12 3 8 5 29 22 -9 9 21 20 24 -14 28 19 32 -18 37 31 -21 36 -23 -24 -25 -26 -27 -28 -29 34 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.033611546491084013 0 -0.070970204397355477 0.026763348449202987 0.078217896625185121 0.0077505658346259422 0 0.032385503362595346 -0.043555116986087862 0 -0.014645288274126221 0.012281689729255153 -0.051614254703988449 0.013870236535747097 -0.0053294246791406744 -0.024872342010946794 0.023125259432029501 0.0079394223675426194 0.017374248746011425 -0.041317558173440287 0.022056075148545636 0.033895818747059374 0.020846069771546408 -0.0021444389046205927 0.0092594856653354981 9.5233780702137528e-05 0 -0.0068245208535867331 0 0.024554148281285292 0 0 0 0.046914153230034145 0.057708515609296324 0 0.040477930101171525 0 0 0
leaf_weight=118.56047921607387 96.939322624064516 606.9112745438033 403.5193607572146 232.86237982445164 118.62673849746352 15.342011595028453 56.659480726288166 358.38878576630668 7.0881101118575307 315.1014392417419 346.26271575840656 186.91157751834544 13.894451337808276 34.979592545583728 60.474986922243261 255.46030266626622 3.349673230201005 34.099120726663386 143.75619693301269 23.242843624029774 193.06870454392629 41.938516690395772 58.069567969127093 67.819265346857719 6.9624274524685452 4.4482015367248087 77.98545974722947 1.5298130123410363 110.44046801138029 9.7468073448981141 9.4024442321388033 6.5915079112164667 189.57101999415318 128.41845846977958 3.2320076436735681 83.757830399204977 3.9355112171615465 9.8763943826779705 2.5034739819529923
leaf_count=118051 43815 449005 256125 136864 69158 9845 40481 212641 5840 186366 288883 100332 11334 22953 51728 162088 4089 34649 78627 36595 138244 27788 55745 52672 4312 3389 69176 1331 113063 11224 15592 6696 112684 105722 3763 50364 3351 9706 2035
internal_value=0 -0.0452137 0.0125906 0.020142 0.00331964 -0.0105392 -0.0207519 -0.031207 0.0298363 0.0111614 0.0372859 -0.0208504 -0.0658402 -0.0064858 0.0175561 0.0526945 -0.0697168 -0.0178636 -0.0253814 -0.00627231 0.0172487 -0.00440718 0.0181032 -0.00931984 -0.0468671 0.0499441 0.00801052 0.0743729 0.0131098 0.0345499 -0.0496501 -0.037505 0.0354664 0.0557845 0.0196862 0.0385182 0.0328937 0.0135046 0.0230715
internal_weight=0 826.434 3615.3 2969.6 1104.11 700.591 591.745 477.016 1865.49 564.814 1300.68 645.695 624.155 442.418 202.278 679.424 610.261 291.263 247.287 83.7178 621.252 424.859 114.729 382.921 203.276 139.955 424.248 234.392 151.156 108.847 196.314 150.348 445.031 135.507 116.176 99.0998 197.004 43.9755 112.944
internal_count=3106326 670802 2435524 1999981 705583 449458 378025 281799 1294398 381777 912621 435543 464428 315307 206374 412967 453094 173493 129138 88323 499654 266826 96226 239038 120236 114951 358059 138195 141814 71433 115924 85323 274772 111562 118861 60209 141595 44355 115098
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
cat_threshold=15 16857089 22626575 268288 1 768 2 8401040 265408 2 1 2048 6 1 1 768 1 704 1 1 2105392 80 2 1 1 512 5
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=40
num_cat=24
split_feature=0 2 1 2 4 0 0 1 5 4 3 2 2 7 7 0 5 5 6 5 0 6 2 2 0 4 4 4 0 2 4 5 3 4 8 7 4 4 5
split_gain=198.888 74.6565 66.2093 72.7996 51.3996 47.052 25.0211 21.3477 18.1345 13.0419 12.8064 11.6197 11.3231 9.7567 9.03914 8.05575 13.8858 6.7931 6.48499 5.43371 5.11838 4.32504 8.88176 6.96189 4.19273 4.68067 4.0315 2.67713 2.5121 2.389 2.01174 1.73432 1.61143 1.54483 1.30844 1.09276 0.947613 0.942154 0.893095
threshold=0 1 2 3 2.5000000000000004 4 5 6 4.5000000000000009 2.5000000000000004 7 8 9 10 11 12 1.5000000000000002 3.5000000000000004 13 4.5000000000000009 14 15 16 17 18 21.500000000000004 7.5000000000000009 1.5000000000000002 19 20 1.5000000000000002 1.0000000180025095e-35 21 34.500000000000007 22 23 12.500000000000002 6.5000000000000009 2.5000000000000004
decision_type=9 1 1 1 2 9 9 1 2 2 1 1 1 1 1 9 2 2 1 2 9 1 1 1 9 2 2 2 9 1 2 2 1 2 1 1 2 2 2
left_child=1 18 3 6 5 17 13 14 9 11 19 -8 -6 15 32 16 -2 34 27 -7 35 22 -22 -23 25 -14 -26 -1 -11 -19 -20 -17 -3 -24 -5 -4 -25 -16 -12
right_child=2 7 20 4 12 10 8 -9 -10 28 38 -13 24 -15 37 31 -18 29 30 -21 21 23 33 36 26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.001818029359485448 -0.006290387760727531 -0.065000895743042672 0.012256835465190546 -0.010943205418434382 -0.0156682508339335 -0.056185145083633384 0.0083802787641896175 0.012966334202916666 0.039810910414713269 0.027078155753381152 0 -0.018169085167440577 0.061311547762245434 0.057436387933662104 -0.011388338559275388 0.026359747821457599 0.073089183739626279 0.031226100059069402 -0.029920642542446432 0 0 -0.0021859613103125332 0.052779012538543224 0.041249884672432582 -0.0051884419920288916 0 0.028292154765711161 0.014391154573535542 0.00059155877660424646 0 0 0.010964972153618666 0 0 0.0010312322798139895 -0.0070112640858964199 0 0.0069966694776673333 0.019118169637662576
leaf_weight=219.41935590171488 14.792792435153386 558.30228471539158 23.408153237774968 177.66057701487443 24.021170823398279 376.08171752354247 231.10278806375572 23.976364890113473 102.97399588374537 122.01561592626967 8.4666828922345321 365.4867729870748 72.23440475553798 118.47977140260627 33.181637710833456 183.39140621482511 57.708346166182309 40.750959921686444 61.301204803341534 23.464643688930664 56.468213552143425 79.443431906751357 465.93426885682857 51.336035201558843 54.35506771809014 3.8449065308668642 25.334589482023148 122.03064277919475 90.160957221087301 30.601441257167608 33.391460168219055 451.40496517563588 2.598022197111276 6.7051888200221574 83.637237780436408 29.076523249095771 5.1523361047147764 4.5784409577900069 7.7718807621276929
leaf_count=123188 9037 412555 13281 171981 16639 274214 179730 23975 96078 121701 10680 240260 53697 78132 21342 106756 18154 56536 35762 16386 27055 48690 198643 30701 34299 2815 14827 136242 101116 25288 18949 274209 1480 6832 73683 14256 3777 3592 8949
internal_value=0 -0.0355078 0.0133812 0.00584118 -0.0161911 -0.0279855 0.0178468 -0.0568604 0.00552934 0 -0.0486813 -0.00765319 0.027686 0.0302161 -0.061524 0.0235079 0.0518107 0.000277305 -0.0021789 -0.0534587 0.0398128 0.0418708 0.0472941 0.0167424 0.0363252 0.0515465 0.00691675 0.00386174 0.0196719 0.0232628 -0.02223 0.0166028 -0.0646473 0.0511149 -0.0067093 0 0.0346072 -0.00262101 0.0102678
internal_weight=0 1058.78 3383.27 2665.74 928.225 748.435 1737.52 622.637 911.74 808.766 415.785 596.59 179.79 825.777 598.66 707.298 72.5011 332.65 436.143 399.546 717.524 665.039 529.108 135.932 155.769 76.0793 79.6897 341.45 212.177 71.3524 94.6927 634.796 560.9 472.639 261.298 52.4847 56.4884 37.7601 16.2386
internal_count=3105487 777085 2328402 1985167 759994 637717 1225173 462944 738885 642807 310229 419990 122277 486288 438969 408156 27191 327488 314141 290600 343235 315698 232530 83168 105638 56512 49126 259430 222817 81824 54711 380965 414035 205475 245664 27537 34478 24934 19629
cat_boundaries=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=7979278 896 1 960 14336 269440 1 1 768 3 1 1 4096 2 262273 2 513 212 278016 96 25 1 1 1
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=40
num_cat=26
split_feature=2 0 0 4 0 3 6 1 6 0 0 1 5 3 4 0 7 2 5 8 5 7 5 0 2 4 5 8 0 5 2 5 4 2 5 1 5 6 8
split_gain=171.801 98.1244 64.0262 31.5364 26.6674 28.4403 19.3269 17.5876 15.6016 29.0126 24.419 14.1405 13.2608 9.09775 8.39081 8.29294 7.16811 7.44421 6.66139 6.18218 4.86334 4.80879 4.66623 3.74425 3.5906 3.33784 2.81698 5.18151 2.68086 2.57345 2.18984 1.95788 1.5313 1.47587 1.35483 1.15603 0.999165 0.963854 0.901875
threshold=0 1 2 1.0000000180025095e-35 3 4 5 6 7 8 9 10 4.5000000000000009 11 1.5000000000000002 12 13 14 2.5000000000000004 15 4.5000000000000009 16 1.0000000180025095e-35 17 18 14.500000000000002 1.5000000000000002 19 20 9.5000000000000018 21 2.5000000000000004 10.500000000000002 22 8.5000000000000018 23 7.5000000000000009 24 25
decision_type=1 9 9 2 9 1 1 1 1 9 9 1 2 1 2 9 1 1 2 1 2 1 2 9 1 2 2 1 9 2 1 2 2 1 2 1 2 1 1
left_child=1 15 6 4 24 11 14 13 10 25 19 12 -6 32 16 33 17 -2 -17 29 23 -8 -7 -11 -4 38 27 -12 -26 -5 -16 -21 -3 -1 -28 -19 -32 -13 -10
right_child=2 7 3 8 5 22 21 -9 9 20 26 37 -14 -15 30 18 -18 35 -20 31 -22 -23 -24 -25 28 -27 34 -29 -30 -31 36 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.068610353268039187 0.026877008629184296 0.061744298950555235 -0.034964692111685791 -0.0022235310141030733 -0.049001246389828668 0.012358718958344698 0 -0.024843671201889732 -0.004760745453037174 0.016360042020698462 0.013236737085402253 0.0076019827673569273 -0.0036186469043002854 -0.027531424286398577 0.012427467126920366 -0.037364464164931589 0.014822712283527212 0.019352296827830268 0.018019739254782462 0 0.035283986607507534 -0.0018220805212052903 0.011077028126469192 0 0.020927371508988553 0.01856547607529099 -0.010296023160655485 0 0.020083646427642786 0.041628489227260923 -0.0053288076449876272 0.033537211792536763 0 0 0 0 0.046076970116573523
leaf_weight=17.112066010304261 96.076815197011456 514.518025457568 277.22940261219628 259.55219743712223 375.75078141267295 21.107983482652344 154.25064952031244 14.483374795352573 2.6671974119963124 75.714366111758864 188.69674849594594 64.438715563213918 40.631549520330736 3.4541574132745145 33.649546245913371 43.1099184302293 44.683433935919311 132.79773163095524 39.652105806104373 318.79957438458223 43.656572110514389 32.058693395141745 97.02788394712843 306.78313392019481 195.5180600733438 4.6463143539149305 326.87387291864434 114.2469832435745 31.329208857932827 1.6047838235972438 116.49588853998284 156.83716399491823 19.640337190503487 106.66598558676196 8.4596629665466008 6.6189544051303519 3.2999783765990278 7.7990706342970944 143.32933180744294
leaf_count=16738 42524 437587 183594 144697 216410 17241 98529 11369 2122 55508 149963 39381 34862 4100 22667 29599 43175 78807 51156 189438 28474 20334 69215 181109 113118 3411 247137 90726 18817 1348 116105 88945 10679 103184 7062 6693 3768 9152 116830
internal_value=0 -0.0405621 0.0105407 0.0165208 0.00270104 -0.0108529 -0.0177595 -0.0616792 0.0241578 0.00895839 0.0299926 -0.0219575 -0.0290155 -0.0658368 -0.00471178 0.0155173 -0.0149267 -0.0220648 -0.00554233 0.0422832 -0.0046752 -0.042696 0.027464 -0.00922827 0.0191161 0.0415189 0.0132636 0.00442988 0.00590013 0.0588313 0.0116952 0.0287563 -0.0672224 0.0293448 0.0197669 -0.0336948 0.0169713 0.0123676 0.046479
internal_weight=0 758.636 3682.63 3062.7 1110.83 606.756 619.932 552.096 1951.87 576.797 1375.07 488.62 416.382 537.613 433.622 206.54 280.177 235.494 82.762 736.794 426.154 186.309 118.136 382.498 504.077 150.643 638.277 302.944 226.847 261.157 153.445 475.637 534.158 123.778 335.334 139.417 119.796 72.2378 145.997
internal_count=3105574 664412 2441162 2008560 701790 386261 432602 463735 1306770 387454 919316 299805 251272 452366 313739 200677 171199 128024 80755 424428 265091 118863 86456 236617 315529 122363 494888 240689 131935 146045 142540 278383 448266 119922 254199 85500 119873 48533 118952
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
cat_threshold=15 16857089 22626575 276992 1 2 1 2 8401040 273600 1 1 2048 1 768 6 1 1088 400 1 268288 80 1 1 2 8
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=40
num_cat=23
split_feature=2 0 0 3 0 6 6 0 5 1 8 2 4 4 3 7 4 0 0 5 0 5 2 7 5 8 4 7 1 5 5 2 4 4 4 4 8 5 5
split_gain=144.285 87.8032 52.6047 27.8138 40.6356 17.797 17.5682 40.7364 16.8619 16.7438 15.1635 11.6645 11.4694 10.2854 7.38081 7.36829 8.5519 7.35549 7.01094 6.22374 6.16229 6.06199 4.72567 4.31641 3.54787 2.84879 1.9475 1.87947 1.76594 1.58235 1.54057 1.49424 1.127 1.03834 0.837786 0.759406 0.754368 2.00756 1.49214
threshold=0 1 2 3 4 5 6 7 3.5000000000000004 8 9 10 1.0000000180025095e-35 2.5000000000000004 11 12 4.5000000000000009 13 14 2.5000000000000004 15 1.5000000000000002 16 17 1.5000000000000002 18 10.500000000000002 19 20 6.5000000000000009 2.5000000000000004 21 4.5000000000000009 4.5000000000000009 26.500000000000004 10.500000000000002 22 3.5000000000000004 1.5000000000000002
decision_type=1 9 9 1 9 1 1 9 2 1 1 1 2 2 1 1 2 9 9 2 9 2 1 1 2 1 2 1 1 2 2 1 2 2 2 2 1 2 2
left_child=1 17 5 4 11 15 10 24 -9 14 18 36 -12 27 26 16 22 31 -6 -19 34 -22 30 -7 -8 -15 -3 -13 -24 32 -2 -1 -17 -23 -5 -11 37 -4 -38
right_child=2 9 3 20 6 23 7 8 -10 35 12 13 -14 25 -16 29 -18 19 -20 -21 21 33 28 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 38 -39 -40
leaf_value=0 0.0015067908951898056 -0.066746268340948864 0.022847866424631491 0.044836128114730638 0 -0.047001860131915103 0 -0.011877246777972788 0.02509580926614078 0.018214976677439227 -3.6498357091098433e-05 -0.030388845826029184 0.024504556367109465 0.018765606693884423 0.0045990125669001071 0.026061718209773106 0.021609463755126016 -0.026162078436323212 0.04716679296215507 0.01411329507098507 -0.011811546219120599 0.026096078443730443 -0.036434646318090867 0 0.067923981509922876 -0.0044672422725799054 -0.0036159493085055616 -0.0053126188050548473 0 -0.00032417087017875396 -0.012601450734268015 0.030346311736290987 0 0 0 0 -0.0060196844968792504 -0.0017100749538362416 0.0095747120314220169
leaf_weight=17.460638394404668 116.73069446225418 475.00508226330567 57.874177620338742 347.8375893770135 47.315487718224176 147.30568930320442 8.8167852897313406 543.42435932524677 124.93056576992967 12.281519276031757 271.7005175496306 277.28304985910654 460.73778385104379 38.274844015424605 3.4585433918982735 62.767946614359971 35.768506070555304 47.171506854094332 339.28689456118445 40.084648286370793 44.766770396206994 86.46672759403009 98.970561399881262 32.078440917801345 77.039572155801579 98.078622005064972 18.758439017256023 83.954265970533015 4.2298120379564343 8.1173502345336583 92.370178155950271 110.24863850692054 10.996008609305134 13.445651083602568 0.76552304328651999 2.3407082067569709 81.657767390861409 14.751051232684402 90.388214186416008
leaf_count=16831 73936 432931 43203 201219 37004 96777 5332 352258 86529 9461 178445 158270 279783 34328 4087 63298 25829 33242 189677 53663 35327 60585 66951 20330 26480 88722 10286 74829 3887 8665 58498 105022 12010 9261 871 1870 59320 13354 73246
internal_value=0 -0.0380952 0.00949038 0.0148077 0.0103393 -0.0164171 0.0181013 0.00556572 -0.00370237 -0.059607 0.0260806 -0.00892231 0.0151654 -0.0174693 -0.0639761 -0.00395148 -0.0109032 0.0132647 0.0420845 -0.00573522 0.0362587 0.00979741 -0.0170709 -0.0407992 0.0579017 0.0033185 -0.0652652 -0.026182 -0.0315812 0.0179179 -0.00409854 0.0263067 0.0223299 0.0230347 0.0433968 0.0120081 0.0074182 0.0144835 0.000851409
internal_weight=0 726.81 3718.13 3108.8 2615.51 609.335 1873.25 754.211 668.355 511.844 1119.04 742.262 732.438 497.591 497.222 429.951 348.07 214.965 386.602 87.2562 493.282 144.679 312.301 179.384 85.8564 136.353 493.764 361.237 103.2 81.8813 209.101 127.709 73.764 99.9124 348.603 14.6222 244.671 72.6252 172.046
internal_count=3105617 667393 2438224 2008043 1700780 430181 1155508 470599 438787 458635 684909 545272 458228 356149 447304 313074 229101 208758 226681 86905 307263 105173 203272 117107 31812 123050 443217 233099 70838 83973 132434 121853 75308 69846 202090 11331 189123 56557 132566
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=15 17905665 22626575 1 2097712 2 2 4096 1 6 768 1 1 2048 8401024 11936 896 1 10 1 1 1 6
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=40
num_cat=28
split_feature=0 2 4 2 1 0 1 6 0 0 3 2 5 0 7 5 0 7 5 2 2 3 4 0 4 4 7 2 8 5 0 4 6 3 5 4 3 8 0
split_gain=126.362 55.0658 43.6588 38.7454 40.0208 24.3502 16.4059 12.7888 28.3533 26.4051 14.1498 11.7119 8.81753 10.015 8.09307 7.46563 7.47186 6.47403 5.90937 5.68784 5.64254 5.43601 5.15553 4.57189 3.98056 3.68348 3.41476 3.03733 2.25727 2.23375 2.1636 2.13833 2.09134 1.82676 1.68344 1.60173 1.548 1.28817 1.22138
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 2.5000000000000004 11 12 4.5000000000000009 13 14 1.5000000000000002 15 16 17 2.5000000000000004 18 5.5000000000000009 1.5000000000000002 19 20 21 2.5000000000000004 22 102.50000000000001 23 24 3.5000000000000004 13.500000000000002 25 26 27
decision_type=9 1 2 1 1 9 1 1 9 9 1 1 2 9 1 2 9 1 2 1 1 1 2 9 2 2 1 1 1 2 9 2 1 1 2 2 1 1 9
left_child=1 25 3 12 5 29 14 9 18 11 19 -4 13 21 33 16 34 -7 -9 -11 30 27 -13 -14 -21 32 -18 -2 -25 37 -15 -24 -1 -3 -10 -20 -27 -5 -17
right_child=2 6 7 4 -6 17 -8 8 15 10 -12 22 23 20 -16 38 26 -19 35 24 -22 -23 31 28 -26 36 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0014302326222397398 0.0049942286249050902 -0.063269438575513023 -0.0023188463415487011 -0.016731963689696511 0.054067169917771885 -0.057317343486746587 0.0096713944484692737 0.00068248911411052115 -0.035988380708175748 -0.023170889352668346 0.027350562037609674 0.026688191131323619 0 0.0034354967680568348 -0.0009391305382858659 0.02422959511201575 -0.0067977236551509963 0 0.053550365099393253 -0.00012360262151113639 0.019740951495070311 0.0080638058640077528 0.052328603869149809 0 0.020880912677580406 0.00050884241661976746 0.014699349352718711 -0.024939554110539393 0.032506787627458927 0.0059068658767867455 -0.017472944120867955 0 -0.023179783742941062 0 0 0 0.025911666312689537 0 0
leaf_weight=180.92095571666141 14.279098651313689 416.32028785724833 63.245584002987016 84.823255077688373 27.723111086466815 251.04396741689561 21.041288431966677 42.472698931145715 88.677022590476554 53.691970676038181 242.91462051263079 397.04241848368838 66.466365563130239 70.086920845642453 33.582986596709816 46.066065137449186 320.33212228206685 16.823895011446439 102.72450364539691 416.13491101097316 225.23479101495468 49.5078399538761 322.62064847245347 49.623689350177301 76.649783795437543 120.15995574113913 59.689512470707996 171.69963981102046 174.09370804450009 78.520263681130018 37.478113876059069 1.6315334853134107 53.294383793123416 2.2630613645305848 5.5167818195477585 1.9907513142679807 13.671957206766818 39.533093290025136 8.8138602933031489
leaf_count=104637 8042 364423 37976 90899 13613 219378 20735 43216 64905 44466 152335 219604 46283 36279 22740 28120 198590 11396 77113 337600 111859 33460 168271 26656 68155 112952 38285 103616 96071 78593 20897 1900 31560 1307 4259 1655 16337 38805 8478
internal_value=0 -0.0326299 0.00955252 -0.00436013 -0.0255825 -0.0343414 -0.0540345 0.0180626 0.00562811 0.0230132 0.00863916 0.0357125 0.00826754 0.000322493 -0.0591591 -0.00541681 -0.0102853 -0.0519439 0.0393066 0 0.0114282 -0.0136757 0.039388 0.0216601 0.00351324 -0.00177526 -0.00181677 -0.0218013 0.0272576 -0.00372382 -0.0045781 0.0516266 -0.00958465 -0.0627862 -0.0307238 0.0520228 0.00920468 -0.0119557 0.0212458
internal_weight=0 841.255 3607.15 1356.94 498.468 470.744 473.208 2250.21 676.283 1573.93 789.391 784.54 858.47 568.286 452.166 529.095 474.215 267.868 147.188 546.477 332.8 235.487 721.295 290.184 492.785 368.047 380.022 185.979 223.717 202.877 107.565 324.252 234.215 418.583 94.1938 104.715 133.832 124.356 54.8799
internal_count=3105466 674691 2430775 935847 452684 439071 409205 1494928 464621 1030307 602556 427751 483163 314153 388470 342637 306039 230774 121984 450221 169035 145118 389775 169010 405755 265486 236875 111658 122727 208297 57176 170171 136197 365730 69164 78768 129289 129704 36598
cat_boundaries=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=5816591 896 960 1 16857088 1 2 8400896 68800 1 513 2425056 1 66624 1 15 64 1 2163856 1 512 2 8390656 2 1 1 1 2160
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=40
num_cat=25
split_feature=2 0 0 4 1 0 5 2 1 2 0 2 8 3 9 5 2 4 4 1 0 6 0 5 0 5 4 1 0 7 5 7 0 4 5 4 4 5 0
split_gain=106.277 73.3068 35.5898 19.2434 22.637 26.0636 23.379 19.2717 16.7697 13.8782 7.95999 7.66475 7.40169 7.21551 7.02903 6.47556 5.52078 4.67219 4.37271 4.34865 3.62468 3.29123 2.99718 2.7972 2.48229 2.32377 2.24394 1.72429 1.70342 1.53879 1.3462 1.26881 1.31741 1.24372 1.15036 1.08016 1.07597 1.01007 0.92111
threshold=0 1 2 2.5000000000000004 3 4 4.5000000000000009 5 6 7 8 9 10 11 12 3.5000000000000004 13 1.5000000000000002 19.500000000000004 14 15 16 17 2.5000000000000004 18 1.5000000000000002 10.500000000000002 19 20 21 1.5000000000000002 22 23 1.5000000000000002 1.5000000000000002 30.500000000000004 7.5000000000000009 7.5000000000000009 24
decision_type=1 9 9 2 1 9 2 1 1 1 9 1 1 1 1 2 1 2 2 1 9 1 9 2 9 2 2 1 9 1 2 1 9 2 2 2 2 2 9
left_child=1 10 9 4 5 11 7 -7 13 17 27 38 18 26 19 33 -6 23 -5 29 -14 -22 -8 28 -18 -13 -3 30 -2 35 -1 32 -25 -12 -19 -11 -31 -36 -4
right_child=2 8 3 12 16 6 22 -9 -10 14 15 25 20 -15 -16 -17 24 34 -20 -21 21 -23 -24 31 -26 -27 -28 -29 -30 36 -32 -33 -34 -35 37 -37 -38 -39 -40
leaf_value=0 0.0089648858190892276 -0.065065239701498398 0.0046564103409561658 0.046162113763172953 -0.0011669000525971686 -0.0019056248248667702 -0.0024748167442101895 -0.032983927341796442 0.014848347188553795 -0.048040713933645035 -0.027289922188061051 0.0095159703076556149 0 0.0048496630087121878 0.0079001771482105059 0.01773501825922745 0 0 -0.00021880292479142327 0 0.024737389940407854 0.0046148264465894866 0.0308774396451943 -0.028143127784586892 0.030750515761856591 0.024664994426245139 -0.00025492470186670328 0.042351891468941527 -0.010731626532725023 -0.012830021512793966 0.018601312973299658 0 0 0 0.021021140580858248 0 0.008192577888241492 0 -0.0075514309072074503
leaf_weight=62.928588527080137 77.434670669943443 404.95323769908282 31.61711368476972 199.59396952905809 54.969621634634677 492.78973969184153 15.357469248177948 338.84265597107878 12.650223355274646 148.93571998349216 63.488551802918664 335.60683272407914 109.86203845174168 3.3786053780931971 14.479153222899184 27.741769428132102 24.841994485293981 57.663867693816428 8.076729321270248 14.777878358901942 411.76055769523373 168.57859675743384 102.05122285876132 58.779534097426222 405.73654986772453 367.20317103626439 15.111601622775195 27.546542455791496 26.080537713307422 23.906098347273659 41.623348930210341 28.781649142329115 39.017652861657552 19.947696104587521 69.941819212617702 1.1372131627285842 2.348692684841807 3.2578136462252578 140.42355152867094
leaf_count=77570 42201 419473 22447 128207 27100 353866 15256 239954 9644 114059 49394 206147 95993 3989 10913 38436 11259 54637 6905 14937 248787 116096 90715 30902 177743 195770 9092 9944 13082 15323 34288 28198 19803 12715 65923 653 1627 3584 89551
internal_value=0 -0.0340134 0.00787872 0.0120185 0.00687811 0.00144847 -0.00966779 -0.0160289 -0.0571666 -0.01431 0.00864329 0.013715 0.0243966 -0.0620804 -0.0328379 -0.00808936 0.0254208 -0.000785862 0.041548 -0.0394196 0.0164978 0.019577 0.0267907 -0.00968904 0.0287231 0.0182767 -0.0635727 0.0230762 0.00032683 -0.0433124 0.00917244 -0.0182892 -0.0225635 -0.022453 0.0118421 -0.0472583 -0.00225043 0.0181677 -0.00343791
internal_weight=0 679.37 3773.85 3207.31 2309.44 1823.89 949.041 831.632 436.094 566.542 243.276 874.851 897.872 423.443 205.585 111.178 485.548 360.958 207.671 191.106 690.201 580.339 117.409 230.094 430.579 702.81 420.065 132.098 103.515 176.328 104.552 126.579 97.7972 83.4362 130.864 150.073 26.2548 73.1996 172.041
internal_count=3106183 664545 2441638 2025796 1429808 1213706 699791 593820 442198 415842 222347 513915 595988 432554 157512 100545 216102 258330 135112 146599 460876 364883 105971 134186 189002 401917 428565 121802 55283 131662 111858 78903 50705 62109 124144 114712 16950 69507 111998
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=15 17906693 21053711 1 3422208 896 1 896 2048 544 2 1 1 512 1 3146256 2 525824 270336 1 258 1 1 260 1314816
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=40
num_cat=27
split_feature=0 2 4 2 1 0 1 6 0 0 3 2 7 5 0 3 5 0 2 8 5 1 0 5 2 4 7 5 5 6 4 0 5 5 3 7 4 8 0
split_gain=92.9027 48.626 30.9221 28.3163 33.0193 19.1551 14.5385 9.232 23.2302 18.614 11.7257 9.05845 7.83258 6.43716 6.32581 7.71997 6.13839 6.21423 5.91613 5.26234 5.01823 5.18497 4.65804 3.97112 3.18403 2.88454 2.63211 2.06689 1.97772 1.80678 1.7906 1.72357 1.60963 1.49317 1.47244 1.46815 1.45812 1.21073 1.18186
threshold=0 1 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 11 4.5000000000000009 12 13 4.5000000000000009 14 15 16 4.5000000000000009 17 18 1.5000000000000002 19 1.5000000000000002 20 1.0000000180025095e-35 3.5000000000000004 21 30.500000000000004 22 9.5000000000000018 3.5000000000000004 23 24 13.500000000000002 25 26
decision_type=9 1 2 1 1 9 1 1 9 9 1 1 1 2 9 1 2 9 1 1 2 1 9 2 1 2 1 2 2 1 2 9 2 2 1 1 2 1 9
left_child=1 25 3 14 5 28 12 9 23 11 18 -4 30 35 37 20 17 33 22 32 21 -16 -11 -9 -19 29 -20 -17 -5 -1 -3 -22 -13 -10 -27 -7 -25 -2 -18
right_child=2 6 7 4 -6 13 -8 8 16 10 -12 19 -14 -15 15 27 38 24 26 -21 31 -23 -24 36 -26 34 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00060519061253062672 -0.0024125285788450163 -0.061517718230922572 -0.0031182706430238857 -0.0040883696925662618 0.047714239748576949 -0.050298193905314363 0.0084476781774445436 0.00067156453999516093 -0.034356006282531187 0.01928633088278418 0.024079061799099188 0.049282885296453555 -0.00014961378305419515 0 -0.021326135538019528 -0.0003998857457790461 0.02113626461625747 0.019235871939444371 -0.019005572160965642 0.021378043284202102 0.019713554771921063 0.0063999127714409361 -0.000906115258619797 0.045770837488448297 -0.0058284764457157264 0.00015961351768408751 0.0013446582425656179 0.022567201751949435 0.019703358446213626 -0.020852015096464494 0 -0.0045445115471598047 0 0 0.024653846081607592 0 0 0.015922742080856474 -0.00041491196306449242
leaf_weight=179.17105405702023 6.0987088149413466 357.06451046605071 61.002062349652988 125.22696068615187 30.197263732785359 267.66833022138599 20.695143602148164 42.48009369999636 85.728942825531703 137.61188649354153 258.93376514205011 260.16546041818947 33.080581462621922 28.765109518615645 231.73949410940986 20.17129625211237 49.082408310001483 15.336565674908343 157.54417957786063 463.20143061102863 35.155460871726973 55.437069230247289 248.36426575192309 109.78631258785026 367.12080433385563 120.6821763546759 51.812760607863311 97.950612379063386 14.259733985294586 50.845953567390097 2.2161976160132317 7.1357035841938332 1.318982176540884 5.6694093518453874 14.111874360241925 13.965691202931337 2.137066156952641 419.87556360461167 8.1943580502993409
leaf_count=103322 2972 354887 35802 139454 13694 248973 20197 43234 62087 113347 155829 119725 19927 31345 120407 15295 30010 12302 140493 244659 31454 35794 197789 79568 223824 112090 36117 60960 11682 30439 1273 5413 971 4359 16272 7730 1686 212308 7755
internal_value=0 -0.0293629 0.00785003 -0.00392186 -0.0225684 -0.0310693 -0.0514598 0.0148257 0.00425445 0.0189093 0.00745535 0.0298061 -0.0569239 -0.0432283 0.00657968 -0.00123117 -0.00575834 -0.0102245 0 0.0329881 -0.00964685 -0.0149289 0.00672383 0.0341197 -0.0023871 -0.000990119 -0.01265 0.0173332 0 -0.00812404 -0.0609663 0.0133816 0.0469942 -0.0292485 0.00856571 -0.0486767 0.0442796 0.0148319 0.0179071
internal_weight=0 777.867 3679.14 1353.65 480.083 449.886 413.056 2325.49 685.536 1639.95 854.267 785.688 392.361 310.399 873.564 447.59 531.132 473.856 595.333 724.686 329.468 287.177 385.976 154.403 382.457 364.811 209.357 118.122 139.487 230.017 359.281 42.2912 261.484 91.3984 134.794 281.634 111.923 425.974 57.2768
internal_count=3105445 658407 2447038 937481 452878 439184 396284 1509557 464825 1044732 643575 401157 376087 288048 484603 269323 340337 302572 487746 365355 193068 156201 311136 124488 236126 262123 176610 76255 151136 133761 356160 36867 120696 66446 128362 256703 81254 215280 37765
cat_boundaries=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=4768014 896 960 1 6144 1 2 8400896 68672 1 513 1 8665601 1 1115200 880 6 1 11796609 513 1 2 240 1 1 8 264304
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=40
num_cat=29
split_feature=0 2 5 4 2 0 1 6 0 0 6 0 7 2 8 0 1 2 0 8 5 5 3 4 5 2 7 2 3 7 4 2 4 0 2 5 2 5 2
split_gain=78.897 45.1889 25.8431 28.4588 26.1035 26.0156 16.5696 11.454 21.0005 14.6267 10.0364 9.65302 8.7333 8.69183 5.88031 5.75824 5.71367 5.20323 4.56171 4.53072 4.52809 4.22716 3.92238 3.88041 3.82724 3.72809 3.34451 3.47277 3.24404 2.43482 2.2726 1.69246 1.62343 1.40571 1.22728 1.13862 0.978404 0.86539 0.816224
threshold=0 1 4.5000000000000009 1.0000000180025095e-35 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 1.0000000180025095e-35 3.5000000000000004 18 1.5000000000000002 1.5000000000000002 19 20 21 22 23 14.500000000000002 24 1.5000000000000002 25 26 6.5000000000000009 27 1.0000000180025095e-35 28
decision_type=9 1 2 2 1 9 1 1 9 9 1 9 1 1 1 9 1 1 9 1 2 2 1 2 2 1 1 1 1 1 2 1 2 9 1 2 1 2 1
left_child=1 10 3 4 15 19 22 9 30 13 23 -4 17 -5 -15 -2 -3 -11 25 24 -21 -20 -7 26 -6 -10 27 -1 31 38 34 -17 -13 -14 -9 -34 -25 -30 -12
right_child=2 16 11 7 5 6 -8 8 18 12 29 32 33 14 -16 28 -18 -19 21 20 -22 -23 -24 36 -26 -27 -28 -29 37 -31 -32 -33 35 -35 -36 -37 -38 -39 -40
leaf_value=0 0.017405200983298147 -0.064560519827156146 0.03795353706405246 -0.0056567716704365124 -0.018173669764900084 -0.044825638680182134 0.01786631961804587 0 0.0085029282283645407 0.0057447861774542804 0 -0.0085484275416569111 0 0.041303138425708902 0.017012536123758092 0.0055157388102242029 0 -0.013461247252246995 -0.034027331797668162 0.039019551440207537 0 0.0031987454409086974 0 0.017861887740521224 0.0067907319678314195 -0.010322686605366062 0.010464117232437351 -0.022884692130804865 0 0 0 -0.011983222225512317 0.018478090281202019 0.021760822824550004 0.033831770906731305 0 0 0.015378063476742837 -0.036996292337566634
leaf_weight=95.35560888654436 257.62190164063941 237.9848090037849 303.14084900342277 62.671647217946884 89.627850152814062 352.28926971164765 26.801204738323577 7.2864815920474948 119.25830754035269 246.28626014971815 24.407676525966963 56.317719338403549 22.082701887760777 265.83752349176211 463.24077340487565 24.427681275847135 5.1107918555499046 223.25269487484911 100.29922066202562 29.67002378340112 56.189468848955585 15.533068672069929 14.742395114095414 72.799731679013348 80.339549988071667 237.20529440877726 44.198882780852728 98.7180879937805 18.043895825394429 29.751910748484079 5.6833846279769196 189.35323932435131 32.420321109631914 187.19058058725204 130.1734280398814 12.870915997133123 65.123119981770287 70.426701446762308 85.364433844471932
leaf_count=42545 116011 274754 197471 40634 90809 303666 16006 7689 74270 188622 12969 45805 11375 125651 257202 13797 4605 182527 75664 24589 35891 16689 16618 73534 48397 142309 42745 62760 13052 17863 3623 109571 26022 115449 95900 10185 61862 41712 64907
internal_value=0 -0.0274273 0.00718094 0.00403205 -0.00790599 -0.0210599 -0.0361824 0.0111099 0 0.0158235 -0.0082712 0.0302474 0.00393913 0.0247823 0.027947 0.00737563 -0.0600958 -0.00320106 -0.0107271 0.00295081 0.0182562 -0.0255922 -0.0428478 0 -0.00535698 -0.00304528 -0.00685319 -0.0130089 -0.00133155 -0.0286428 0.0287192 -0.00858568 0 0.0197705 0.0330128 0.0114823 0.012492 0.011288 -0.0341942
internal_weight=0 758.815 3700.28 3295.53 1209.53 649.66 393.833 2086 615.439 1470.56 515.719 404.75 678.812 791.75 729.078 559.873 243.096 469.539 472.296 255.827 85.8595 115.832 367.032 376.195 169.967 356.464 238.273 194.074 302.252 139.524 143.143 213.781 101.609 209.273 137.46 45.2912 137.923 88.4706 109.772
internal_count=3105750 658544 2447206 2167723 830119 535976 336290 1337604 416144 921460 379185 279483 497973 423487 382853 294143 279359 371149 308932 199686 60480 92353 320284 283446 139206 216579 148050 105305 178132 95739 107212 123368 82012 126824 103589 36207 135396 54764 77876
cat_boundaries=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=4768015 992 896 16848896 1 2 8393344 3214400 2 276704 1 513 6 8404480 1 816 19138608 1 1 801 1 768 1 1 512 262144 7 672 768
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=40
num_cat=29
split_feature=0 2 1 4 2 0 0 0 6 6 5 2 3 7 0 6 1 2 2 5 5 0 0 4 7 2 4 9 5 2 2 7 0 5 7 9 4 5 0
split_gain=66.7426 40.0643 22.3673 26.2784 32.286 20.2621 10.8432 10.3087 10.6307 9.11603 9.05394 10.1911 8.12294 6.55695 8.8147 10.3745 5.53078 4.46724 4.31123 4.12259 3.7252 3.68842 3.45812 3.24701 3.23091 3.21616 3.17196 2.70572 2.44799 2.39205 2.29028 2.18263 1.98599 6.88994 3.46222 1.42747 1.31371 1.26617 1.06632
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 8 3.5000000000000004 9 10 11 12 13 14 15 16 3.5000000000000004 3.5000000000000004 17 18 1.5000000000000002 19 20 1.0000000180025095e-35 21 2.5000000000000004 22 23 24 25 1.5000000000000002 26 27 3.5000000000000004 1.5000000000000002 28
decision_type=9 1 1 2 1 9 9 9 1 1 2 1 1 1 9 1 1 1 1 2 2 9 9 2 1 1 2 1 2 1 1 1 9 2 1 1 2 2 9
left_child=1 9 3 4 6 19 32 29 17 23 11 -8 26 14 15 -4 -3 -9 -15 35 36 -12 -20 24 25 -1 -7 38 -16 37 -21 -11 33 -2 -34 -6 -10 -5 -24
right_child=2 16 13 7 5 12 10 8 20 31 21 -13 -14 18 28 -17 -18 -19 22 30 -22 -23 27 -25 -26 -27 -28 -29 -30 -31 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0076556664985229774 -0.062267283205487259 0.049500018134386065 -0.00021007220289752013 -0.010490172398658112 -0.048773656067586754 0.0060635273253886492 0.0081673024654493331 0.0036095947869895979 -0.032759184425281127 0 -0.018846393239837795 0.0083705310840409674 -0.011412960091497544 0.012941626217423896 0.00074246128331885083 1.2485275777511472e-05 0.040181536355465799 -0.0067765312273496319 0.023010555280948419 0.022412649076472051 0.025551882427785479 0 0.011435218481018984 0.010698865164572031 -0.022170911965727572 -0.017016965738349248 0 -0.011964136020628569 -0.013002194986561889 -0.0014107604414347816 0 0.005660441326144087 0.042360133990801761 0.028340086470087789 0.0064623898706049525 -0.011584257396279451 0.018358121050655898 0.021421267479003438
leaf_weight=95.474476164818043 14.37080345279537 221.70754072354612 208.98075282789068 29.108587602851912 255.71587812676444 217.85792052603938 233.23686868336517 127.10189964392339 44.249757161436719 106.79098200085718 88.552405150781851 357.77573660865892 17.046541119692847 37.765296099882107 53.144054737291299 70.093240383255761 4.9902106973459004 267.84934732965485 36.071864041441586 46.13577218860155 36.116216457216069 88.178515476203756 34.915923077380285 139.51360794974607 44.041164034279063 94.878314377085189 130.23697847681615 53.210579619859345 43.734714509337209 88.663762271113228 32.986316769849509 29.806977739848662 521.68450490209216 69.541738738538697 68.803930696565658 16.010765681763587 94.29168178664986 24.058844916697126 318.11445595219266
leaf_count=42584 8276 273613 79988 19595 227017 220458 174124 81956 27590 77902 67749 237672 19208 15790 33545 36906 4518 196031 18203 56678 23897 78109 16633 136123 42490 61907 106635 20335 25293 97004 27300 17842 278445 17162 30318 13772 61438 20319 110966
internal_value=0 -0.025666 0.00650787 0.00209672 -0.00332345 -0.0201625 0.00517529 0.0184125 0.024023 -0.00776564 -0.00263608 -0.00892069 -0.0355971 0.0204581 0.0305398 0.0382478 -0.0576409 0.0330265 0.010643 -0.00133249 0.00151484 0.0150465 0.0137178 0 -0.00624271 -0.0124468 -0.0399785 0.0166542 0 -0.00381073 0.0144706 -0.0273888 0.0141374 0.0288664 0.00986995 -0.00795379 -0.00517271 0.00729871 0.0200295
internal_weight=0 737.203 3725.61 2869.57 2158.13 715.99 1442.14 711.44 569.609 510.506 767.744 591.013 365.141 856.031 375.953 279.074 226.698 394.951 480.078 350.849 174.658 176.731 442.313 373.908 234.394 190.353 348.095 406.241 96.8788 141.831 79.1221 136.598 674.401 83.9125 590.488 271.727 138.541 53.1674 353.03
internal_count=3105391 656979 2448412 2090753 1562923 671068 891855 527830 390912 378848 557654 411796 346301 357659 175732 116894 278131 277987 181927 324767 112925 145858 166137 283104 146981 104491 327093 147934 58838 136918 83978 95744 334201 25438 308763 240789 89028 39914 127599
cat_boundaries=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=4768014 992 1 960 17840128 2365441 28311569 2 2 768 1 1 10816592 2 1 771 524 1115680 2359424 1 768 1 608 25 1 4096 1 1 1056785
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=40
num_cat=22
split_feature=0 2 2 3 0 5 2 6 0 8 0 1 4 0 7 5 4 5 5 7 5 1 2 7 5 7 6 4 4 4 4 4 9 0 4 4 4 1 4
split_gain=56.9757 36.4343 20.9484 16.3064 25.2865 12.5875 10.1791 10.081 30.3967 17.775 7.65718 6.82984 6.45034 6.21022 5.61547 5.26711 4.67371 3.41818 2.93497 2.19845 3.95103 2.12864 3.86988 2.02314 1.97549 1.85902 1.71372 1.62804 1.21676 1.09685 1.06653 1.59288 0.897504 0.893049 0.863933 0.843385 0.771888 0.763722 0.733444
threshold=0 1 2 3 4 4.5000000000000009 5 6 7 8 9 10 5.5000000000000009 11 12 3.5000000000000004 4.5000000000000009 1.5000000000000002 4.5000000000000009 13 5.5000000000000009 14 15 16 2.5000000000000004 17 18 1.5000000000000002 32.500000000000007 6.5000000000000009 1.0000000180025095e-35 5.5000000000000009 19 20 4.5000000000000009 18.500000000000004 27.500000000000004 21 1.0000000180025095e-35
decision_type=9 1 1 1 9 2 1 1 9 1 9 1 2 9 1 2 2 2 2 1 2 1 1 1 2 1 1 2 2 2 2 2 1 9 2 2 2 1 2
left_child=1 14 15 4 6 7 19 9 -9 -6 -7 25 18 23 16 32 21 -15 -8 20 -4 22 -1 27 -21 28 -18 38 -3 -27 -16 -32 37 34 -19 -25 -14 -2 -5
right_child=2 11 3 13 5 10 12 8 -10 -11 -12 -13 36 17 30 -17 26 33 -20 24 -22 -23 -24 35 -26 29 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00087244368602998497 -0.048801539300296536 -0.05667357990646215 -0.0088524054337012891 0.010311417647525243 0.027363820723132117 -0.0059147673181153548 -0.031862634316173387 -0.037858666064102924 0.0076965471954394821 0.0027921573569335513 0.037951721077137783 0 0.010812726458925413 -0.011878835276370382 0 0.0047142328270866731 0.022941626948050124 0.018408837937702795 0 0.019104836724551776 0.019844339802240651 0.0019538440776690189 -0.027390265515537533 0.041937255457722374 -0.00034114095436690764 -0.01388302434526463 -0.00094190389503365246 0.026679470401531048 0 0.0074023874305120226 0.02588934913035908 0 0 -0.0013583919435298853 0 0 -0.0044324014805135056 0 0
leaf_weight=132.44505570165347 65.670656507812964 258.44056138490851 301.11658943090879 78.657533708785195 453.72315265231009 30.111195153156586 260.40483673450217 144.99439530991367 653.39341522899485 852.40091902209679 180.04561459535034 15.399700675799975 42.160288608574774 52.743656810722314 29.409808814612916 7.2396100802943684 24.484114435035735 100.74270063848235 38.948572798806708 64.787169813003857 22.552988708135672 29.800768054323271 132.10442238792893 154.22503288497683 53.199518637586152 19.923080886190295 16.433890659740428 97.707095788326114 1.2836389215663064 2.5866395263001314 49.399924684752477 8.4495389793592022 6.5452333022694793 4.6020015380927353 16.147601476171985 0.8376345502329049 4.5281848334707311 1.5861542830243696 54.788726951635908
leaf_count=72788 70860 315597 216563 51962 247884 23174 209963 110315 406192 546873 113866 14573 29522 38459 25531 7333 28177 62234 26013 47776 23593 27038 96639 56891 40066 11594 10267 54278 793 1636 48131 7892 7259 4250 9812 712 4214 785 34038
internal_value=0 -0.0239993 0.0059886 0.00733686 0.00429135 0.0095858 -0.0106673 0.00685635 -0.00165008 0.0122009 0.0317976 -0.0487773 -0.0225973 0.0227368 -0.00318785 -0.034757 -0.00969527 0.00301278 -0.0283911 0 -0.00449091 -0.0146372 -0.0175333 0.0292798 0.0100179 -0.0535727 0.0127784 0.017375 -0.0561753 -0.00289212 0.0150684 0.0206027 -0.0451109 0.012729 0.0145894 0.0412941 0.0042667 -0.0475838 0.00508039
internal_weight=0 720.161 3743.86 3662.82 3102.37 2314.67 787.698 2104.51 798.388 1306.12 210.157 297.634 346.042 560.452 422.528 81.0417 335.268 174.236 299.353 441.656 323.67 294.35 264.549 386.216 117.987 282.234 40.918 231.153 259.724 22.5097 87.2593 57.8495 73.802 121.492 116.89 155.063 46.6885 67.2568 133.446
internal_count=3105543 660656 2444887 2358650 2046014 1448304 597710 1311264 516507 794757 137040 344193 269712 312636 316463 86237 234909 114755 235976 327998 240156 196465 169427 197881 87842 329620 38444 140278 316390 13230 81554 56023 78904 76296 72046 57603 33736 71645 86000
cat_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=4768014 928 1 1 17892017 896 2 2098240 6 2098176 1 15008 1 1 1 768 1 1 2 1 8651856 1
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=40
num_cat=21
split_feature=0 2 0 3 0 2 4 5 9 4 0 5 0 0 7 5 7 5 5 5 3 5 7 4 3 2 1 5 4 4 0 4 2 2 4 4 1 4 4
split_gain=49.4831 26.3101 26.0744 16.7801 24.2165 15.01 8.07416 8.0027 7.48814 6.82159 8.53974 6.51082 5.72676 5.05167 3.01017 3.34398 2.9019 2.68769 2.35096 1.7565 1.83965 1.57709 1.55113 2.83575 1.42346 1.48415 1.06451 1.00134 0.960239 0.851944 0.845307 0.831238 0.819752 0.754885 0.743378 0.655468 0.528032 0.582744 0.434098
threshold=0 1 2 3 4 5 3.5000000000000004 4.5000000000000009 6 2.5000000000000004 7 1.0000000180025095e-35 8 9 10 5.5000000000000009 11 1.5000000000000002 3.5000000000000004 7.5000000000000009 12 2.5000000000000004 13 1.5000000000000002 14 15 16 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 17 18.500000000000004 18 19 4.5000000000000009 7.5000000000000009 20 2.5000000000000004 14.500000000000002
decision_type=9 1 9 1 9 1 2 2 1 2 9 2 9 9 1 2 1 2 2 2 1 2 1 2 1 1 1 2 2 2 9 2 1 1 2 2 1 2 2
left_child=6 2 21 4 5 14 24 9 16 10 -6 -11 -9 22 15 -3 -7 33 -16 20 -4 36 23 29 25 -1 -27 -25 -10 -5 34 -24 38 -15 -19 -35 37 -2 -8
right_child=1 3 19 13 7 8 32 12 28 11 -12 -13 -14 17 18 -17 -18 30 -20 -21 -22 -23 31 27 -26 26 -28 -29 -30 -31 -32 -33 -34 35 -36 -37 -38 -39 -40
leaf_value=0 -0.0077816413355929221 -0.0067852492953413184 -0.045452536053802658 0.0090792903039853441 -0.0077261512106458433 -0.033315745821463447 0.016489575068031458 -0.0051181138387992771 0 0.032267966168188118 0.0077955627532427857 0.007175367685414759 0.031095090832026717 0 0.018708096066623037 0.015743284465934898 -0.00464925112665668 0.016831947795654289 -0.0012965733296356819 0 0 0.029036544560574591 0.03744303986575525 0 0 -0.054749491356085749 0 0.030808039487785321 0.016765421592977805 -0.0025292837284396331 -0.0015682858688201155 0 -0.005870862910134245 -0.0219084848744809 0 0 0.011220823570930908 0.0053770394370307268 0
leaf_weight=27.945524724113056 49.120877308698255 448.18629187112674 199.08822309832613 85.379656740406062 491.75956354844675 284.79913319709158 14.634259694386857 31.629663500614697 24.768575337002403 147.39034044115397 980.93120471426664 428.141467627167 195.33866918103013 27.131309146527201 104.65447831861093 41.688052864439669 81.076908795541385 102.50137871294282 53.006355970050208 2.5597550884849616 1.228247909399214 24.995994002965745 171.12216938452912 23.344536364777014 4.6105546186154234 173.25616126050591 6.8636683365912168 85.290916248806752 17.088454482829547 59.140174783795374 4.6969563163584089 0.94312047911807795 12.051778389257381 23.735938741127033 16.118707326531876 1.5364882922731329 11.326823097420855 9.8451151064946298 1.3708902660873707
leaf_count=17482 52567 306673 227486 57276 396394 239137 12699 23802 19955 85398 502541 252158 119538 20031 84239 34043 65270 62137 46708 2984 1298 21605 66455 14216 3364 205220 6330 49698 12264 37797 4414 792 11924 17411 9784 1148 3919 8176 1166
internal_value=0 0.00350149 -0.0231617 0.00581213 0.00286126 -0.00931073 -0.039821 0.00868736 -0.0234364 0.00633312 0.00236261 0.0153772 0.0258836 0.0208691 0 -0.00349317 -0.0285549 0.00276487 0.0112517 -0.0415506 -0.0444414 0.0144814 0.0263761 0.0160143 -0.0472743 -0.0483521 -0.0509505 0.0267784 0.00711066 0.00299166 0.0113827 0.0368008 0 -0.0102996 0.0133354 -0.0157979 0.000620976 -0.00114023 0.0106928
internal_weight=0 4229.57 298.165 3931.4 3330.46 1055.27 240.733 2275.19 407.733 2048.22 1472.69 575.532 226.968 600.941 647.535 489.874 365.876 175.721 157.661 202.876 200.316 95.2888 425.221 253.155 212.676 208.065 180.12 108.635 41.857 144.52 123.317 172.065 28.0569 52.4037 118.62 25.2724 70.2928 58.966 16.0051
internal_count=3105499 2847314 318035 2529279 2188120 808289 258185 1379831 336626 1236491 898935 337556 143340 341159 471663 340716 304407 114925 130947 231768 228784 86267 226234 158987 232396 229032 211550 63914 32219 95073 76335 67247 25789 38590 71921 18559 64662 60743 13865
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=4243468 7 16848897 1 17892146 896 1 9183424 2622465 15266 1 1 1 1 1 256 1 8651856 234 344 1
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=40
num_cat=25
split_feature=0 2 0 3 0 2 4 1 2 5 4 2 0 0 0 0 7 5 5 5 5 5 3 2 1 3 1 4 9 1 4 0 4 5 7 5 2 2 4
split_gain=43.4169 22.4628 15.7957 14.3257 22.7104 13.5084 7.08236 6.82553 9.25315 6.67433 6.58305 6.38822 5.80244 4.41319 3.85255 3.70893 3.50618 4.06236 3.34413 2.44786 2.261 2.09128 1.35798 1.12551 1.68929 1.00213 1.18717 0.901078 0.889413 0.957831 0.845577 0.792625 0.755821 3.40139 2.21807 1.06842 0.696907 0.69337 0.679479
threshold=0 1 2 3 4 5 3.5000000000000004 6 7 1.0000000180025095e-35 2.5000000000000004 8 9 10 11 12 13 6.5000000000000009 2.5000000000000004 2.5000000000000004 1.5000000000000002 3.5000000000000004 14 15 16 17 18 1.5000000000000002 19 20 4.5000000000000009 21 3.5000000000000004 4.5000000000000009 22 1.0000000180025095e-35 23 24 18.500000000000004
decision_type=9 1 9 1 9 1 2 1 1 2 2 1 9 9 9 9 1 2 2 2 2 2 1 1 1 1 1 2 1 1 2 9 2 2 1 2 1 1 2
left_child=6 2 18 4 5 16 22 11 30 -10 21 14 -12 32 -6 -13 17 -3 27 -18 36 -7 23 -1 -25 26 -4 28 29 -2 -9 -22 34 38 -5 -36 -15 -8 -34
right_child=1 3 25 13 7 10 37 8 9 -11 12 15 -14 20 -16 -17 19 -19 -20 -21 31 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 35 -37 -38 -39 -40
leaf_value=-0.0019791494786907571 -0.021658986514003969 -0.0063538552433451863 -0.049525902849237941 0.0072071964052281973 -0.0015809980856886362 -0.034313244167544124 0.0095419724089625957 0.0014299225254436462 0.055101238797990587 0.016149565903298361 0.019157197760448191 -0.01144906651664266 -0.015141749469304544 0 0.01378418794385778 0.0028078148726929167 0.020273664823265449 0.02068692022241659 0.023451533577895253 0 0.012115788223800723 -0.0074336324178204821 0 -0.053566425300536569 0 0 0 0.001667280258054387 0 0 -0.012546148452163904 -0.0017741891294460771 0.04545180359817011 0 0 0.030527871293729442 -0.01514078820352128 -0.005849963631405504 0
leaf_weight=33.438852760300506 35.07363432503189 584.73668837791774 120.54579846521665 211.20999754418153 161.07805728759558 228.67940795731556 16.593284134927671 121.35995906998869 60.747965534450486 258.43091105483472 43.060013677524694 211.73240315752628 80.125650814341498 27.184743973077275 753.85185385677323 584.46874145978654 92.939616470132023 27.986787354544504 29.914361436880426 88.345465363439871 120.33958492713282 90.943448587146122 4.5533053824619847 159.47248516471882 5.9652682362357146 1.2453408737201233 3.6768859902513205 20.13018870857195 3.3642360802477915 1.7302437244798046 22.49162992235506 4.7906129749026141 72.97438811394386 15.012742404069284 19.897916208719835 114.49946102424292 24.768822340061888 12.04026457318105 1.4323319912655268
leaf_count=21298 35319 438892 150658 134609 151303 195511 14108 41530 19779 90685 34087 191655 59523 20050 375675 409328 72704 24579 29542 75909 71944 81800 3357 199418 5500 1334 2793 13510 3185 608 7726 4472 32667 6902 7636 44007 18559 11999 1224
internal_value=0 0.00327504 -0.0253434 0.00511752 0.00242637 -0.00811637 -0.0379025 0.00858664 0.0193015 0.0277253 -0.0213395 0.00528162 0 0.0189124 0.010812 -0.00099104 0 -0.00374404 0.00436957 0.0111042 0.00211726 -0.0288173 -0.0451847 -0.0462775 -0.0493896 -0.0444121 -0.048139 -0.0059371 -0.013107 -0.0177082 -0.000773095 0.0100765 0.0239655 0.0379428 0.0174468 0.027462 -0.00980494 0 0.0444122
internal_weight=0 4238.77 215.681 4023.09 3410.98 1236.82 232.063 2174.16 463.03 319.179 442.809 1711.13 123.186 612.111 914.93 796.201 794.009 612.723 90.2127 181.285 177.084 319.623 203.43 198.877 165.438 125.468 124.223 60.2983 40.1681 36.8039 143.852 125.13 435.027 89.4195 345.607 134.397 51.9536 28.6335 74.4067
internal_count=3105385 2849705 236949 2612756 2270686 983005 255680 1287681 159720 110464 370921 1127961 93610 342070 526978 600983 612084 463471 82164 148613 115025 277311 229573 226216 204918 154785 153451 52622 39112 35927 49256 76416 227045 40793 186252 51643 38609 26107 33891
cat_boundaries=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=4243468 5 79872 1 17376178 912 1 640 704 533376 15266 11796480 2097217 1 1 768 1 1 1 1 1 8651856 1 344 234
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=40
num_cat=25
split_feature=2 0 0 4 1 2 0 2 0 8 4 1 2 5 2 5 0 4 2 2 4 7 4 0 0 5 5 6 8 5 5 2 3 1 0 4 3 4 4
split_gain=37.6973 22.3454 19.2506 14.883 15.2164 15.5657 16.1114 6.71388 5.45376 5.42725 5.20112 4.58208 3.52043 3.25054 2.95994 2.93814 2.84917 3.52921 5.46107 3.90176 2.568 2.47374 2.26423 2.24642 1.93284 1.39746 2.08964 1.42602 1.25496 1.19389 1.8491 1.17232 1.1449 1.13381 1.05436 0.777689 0.747374 0.725164 0.628484
threshold=0 1 2 2.5000000000000004 3 4 5 6 7 8 1.0000000180025095e-35 9 10 2.5000000000000004 11 2.5000000000000004 12 5.5000000000000009 13 14 24.500000000000004 15 1.5000000000000002 16 17 1.5000000000000002 2.5000000000000004 18 19 1.5000000000000002 3.5000000000000004 20 21 22 23 1.5000000000000002 24 9.5000000000000018 6.5000000000000009
decision_type=1 9 9 2 1 1 9 1 9 1 2 1 1 2 1 2 9 2 1 1 2 1 2 9 9 2 2 1 1 2 2 1 1 1 9 2 1 2 2
left_child=1 15 7 4 5 8 10 25 13 20 -7 21 34 -4 -8 35 29 19 -19 -18 24 -9 -10 -14 -5 36 27 -27 -25 37 -31 -26 33 -3 -6 -1 38 -11 -2
right_child=2 32 3 9 12 6 14 11 22 16 -12 -13 23 -15 -16 -17 17 18 -20 -21 -22 -23 -24 28 31 26 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.012068671224733974 -0.017418333609997418 -0.056593786266621982 -0.008950296590232101 0 0.0040134614294471717 -0.03497821082770497 0.0051976629141100355 -0.041156184956714713 0.013918738822332674 -0.0092333455525381233 -0.0083813095264750441 0.0037105219997898946 -0.0018691492879340341 0.0065029710293439281 -0.008576718575506603 0.022152674283602458 0 0.015710906792812583 -0.011453955591079885 0.025566650301288626 -0.00064152631599307438 0 0 0.029468300469578386 0 0.026379071367526791 -0.0029844911396704928 0 0.011502959667297318 0.014629621768729279 -0.0028962759140927601 0.034633824128135704 0 0 -0.011870272017967629 0.0014113226350485253 0 0.0018634550814760405 0
leaf_weight=39.340610803032178 64.413126784202177 163.48387166930479 295.97067872076877 22.113989115459844 29.132772673910949 249.80959876762063 362.41001901794516 129.71935924864374 530.90216523571871 105.37226629460929 180.57531861862662 11.449793728475923 27.185703149822075 187.67842474463396 214.59413011409197 30.550096112157917 103.88827019542805 107.57650507066865 103.15099698990525 245.39256668216694 7.232694409962277 19.659509635821451 137.25997902365634 156.5131567181088 13.147054707878851 19.839980309916427 108.06472741090693 5.5140281089989029 333.02902784355683 87.657936767180217 61.548315567401005 215.83349243621342 1.3256648244569067 4.1436250357073723 33.673840272298548 20.256570176046807 5.4762627194286315 24.954636017733719 11.973498522129374
leaf_count=29207 40305 229251 218047 16731 13101 235386 236405 162683 285947 87785 145855 11122 11577 146974 178094 29602 57413 63856 59641 134305 5690 10361 82352 61925 7985 14396 77162 3522 139508 66952 44177 124571 1374 3160 17968 13541 5684 20306 11376
internal_value=0 -0.0335078 0.00320017 0.00542615 0.0013229 -0.00246503 -0.0114037 -0.0171243 0.00524218 0.0151367 -0.0251967 -0.030804 0.0153547 -0.00229539 0 0.00442134 0.00962758 0.0135986 0.00157404 0.0197224 0.0278366 -0.0370174 0.0109433 0.0178835 0.0306953 -0.00250423 0.00214876 0.0192073 0.0196053 2.69409e-05 0.00645146 0.0325038 -0.0521534 -0.0554827 -0.00288957 -0.00520017 -0.0115358 -0.00528628 -0.0144975
internal_weight=0 259.1 4212.71 3836.6 2738.73 2159.2 1007.39 376.11 1151.81 1097.87 430.385 160.829 579.535 483.649 577.004 90.1473 839.541 560.008 210.728 349.281 258.327 149.379 668.162 516.728 251.095 215.282 133.419 25.354 489.542 279.533 149.206 228.981 168.953 167.627 62.8066 59.5972 81.8629 130.327 76.3866
internal_count=3105297 306135 2799162 2462551 1773139 1529060 795740 336611 733320 689412 381241 184166 244079 365021 414499 72350 534435 315215 123497 191718 154977 173044 368299 213010 149287 152445 95080 17918 201433 219220 111129 132556 233785 232411 31069 42748 57365 108091 51681
cat_boundaries=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=5 79872 4276239 1 896 8914800 896 26739168 2 1 512 82 28311600 312 272 1 270336 2883712 2 6 514 1 1 8915216 1
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=40
num_cat=22
split_feature=0 2 3 0 2 5 6 0 8 4 0 9 0 5 5 4 7 5 7 5 4 2 5 5 5 4 2 9 2 1 4 0 4 4 2 4 5 0 7
split_gain=33.536 16.5492 12.7449 19.938 14.8838 7.37249 8.20285 24.8417 17.0432 7.04329 6.7375 4.82344 4.57944 4.41266 2.88102 2.13828 3.00655 2.04729 1.81712 1.72421 1.37197 1.09004 2.46773 1.58466 1.29613 1.2076 1.07571 0.779507 0.722664 0.713428 0.672795 0.644281 0.622177 0.47523 0.439065 0.623452 0.384545 0.360763 0.335414
threshold=0 1 2 3 4 4.5000000000000009 5 6 7 1.5000000000000002 8 9 10 3.5000000000000004 1.5000000000000002 5.5000000000000009 11 1.5000000000000002 12 5.5000000000000009 22.500000000000004 13 3.5000000000000004 1.5000000000000002 9.5000000000000018 1.0000000180025095e-35 14 15 16 17 1.5000000000000002 18 4.5000000000000009 9.5000000000000018 19 7.5000000000000009 1.0000000180025095e-35 20 21
decision_type=9 1 1 9 1 2 1 9 1 2 9 1 9 2 2 2 1 2 1 2 2 1 2 2 2 2 1 1 1 1 2 9 2 2 1 2 2 9 1
left_child=9 13 3 4 15 6 8 -8 -5 18 -7 19 21 27 26 16 -3 34 -1 -6 -17 22 -4 25 -25 -23 -11 29 33 -2 -24 32 -19 -16 35 -14 -13 -15 -28
right_child=1 2 12 5 11 10 7 -9 -10 14 -12 36 17 37 28 20 -18 31 -20 -21 -22 23 30 24 -26 -27 38 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.049400410682341994 -0.047262169030487258 -0.0061407038295037027 0.017096290855555248 0.022874883825988249 -0.02903597251679111 -0.0064978786965361416 -0.035349850070776477 0.0050919512030584944 0.00015912403736682477 0 0.029015610813966749 0.0092864077554827493 -0.02083376133971623 0.009161452465975101 0.022396675593697173 0.020798644410210104 0.0091270425601907759 0.013374846528869231 0 0 -0.0008751062678344617 -0.0025144826727391497 -0.0092223258335525273 0.038811809779415965 0 0.014574707903529945 -0.027369377578599943 0 0 0 0.0038940358169308972 -0.0015073812159212413 0 0 0 0 -0.00054631794255844454 -0.00066202648066868153 0
leaf_weight=135.96838777758967 62.882774815654557 440.64528710719605 164.34036137920339 503.34579727352684 355.91195002190943 42.300788302549336 151.73386073243455 670.49318645961466 923.62623079759214 8.0648156686147541 195.21920451500046 15.742343397963849 23.009025986772034 4.8831474458784214 19.014799571654297 46.949269844961236 139.34296589778387 106.52753841929371 19.769065228436375 34.778105033576139 5.3064170055440618 20.22227505443152 39.292593875783496 132.53902903388371 4.7857985285809255 54.524240605474915 22.310771898803068 6.6095588025491443 8.5748308810507314 1.6063375482335676 31.512817368085962 4.6693154971580944 16.536398084252141 1.0157478598994192 27.34101173595991 1.5173696666024614 28.295980135444552 3.2859822767786664 2.7232853720197481
leaf_count=178259 81488 301876 81682 274445 330580 33349 121855 409370 585435 6607 115119 13546 17331 4805 17992 47645 115661 62292 12145 29452 4403 14174 20158 66494 2996 28279 27714 8396 9904 799 14830 4421 9830 843 20123 1129 23609 4313 2105
internal_value=0 0.00276301 0.00384072 0.00137999 -0.00972666 0.00633731 0.00426568 -0.00335587 0.00884184 -0.0343742 0.0223918 -0.0231547 0.0166931 -0.0337852 -0.000792514 0 -0.00171232 0.000486412 -0.045638 -0.027063 0.0154341 0.0216691 0.0106234 0.0290971 0.0372265 0.00769126 -0.0176085 -0.0436408 0.0125995 -0.046046 -0.000987107 0.00825305 0.0102359 0.016594 -0.0109319 -0.0148211 0.00125521 0.00216244 -0.0215926
internal_weight=0 4259.78 4180.51 3553.69 1066.97 2486.72 2249.2 822.227 1426.97 217.442 237.52 434.728 626.818 79.2678 61.7043 632.244 579.988 179.601 155.737 390.69 52.2557 447.217 235.146 212.071 137.325 74.7465 33.0989 71.0987 28.6054 64.4891 70.8054 127.733 123.064 20.0305 51.8674 24.5264 44.0383 8.16913 25.0341
internal_count=3105454 2849885 2750084 2406345 866772 1539573 1391105 531225 859880 255569 148468 397187 343739 99801 65165 469585 417537 115126 190404 360032 52048 228613 116670 111943 69490 42453 36426 90683 28739 82287 34988 76543 72122 18835 38583 18460 37155 9118 29819
cat_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=4243468 1 1 18416050 896 2 2098752 6 2098689 1 1063842 1 1 770 610 1 457 1 8651856 672 7232 1
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=40
num_cat=28
split_feature=0 2 4 1 2 0 0 0 4 2 3 7 6 0 5 0 2 5 0 8 8 5 4 4 5 8 7 3 9 2 2 9 1 2 2 5 4 0 5
split_gain=29.332 14.288 12.4605 14.2242 18.0321 10.2471 8.56814 6.86472 6.21201 5.86875 5.68384 5.42365 5.31787 4.38594 4.07487 3.37107 5.06181 3.76774 3.05515 2.9971 2.7977 2.66561 2.65512 2.0898 1.97995 1.86688 1.59018 1.45842 1.89485 1.18361 1.09446 0.804163 0.668262 0.631949 0.61662 0.559562 0.442059 0.3549 0.286295
threshold=0 1 2.5000000000000004 2 3 4 5 6 1.5000000000000002 7 8 9 10 11 3.5000000000000004 12 13 1.5000000000000002 14 15 16 1.5000000000000002 14.500000000000002 5.5000000000000009 6.5000000000000009 17 18 19 20 21 22 23 24 25 26 1.5000000000000002 9.5000000000000018 27 6.5000000000000009
decision_type=9 1 2 1 1 9 9 9 2 1 1 1 1 9 2 9 1 2 9 1 1 2 2 2 2 1 1 1 1 1 1 1 1 1 1 2 2 9 2
left_child=8 14 3 4 7 20 27 19 26 -5 -7 -9 15 22 31 17 -17 -8 24 -3 -6 30 -14 -15 -11 -20 -1 28 29 -4 -10 32 -2 -29 36 -30 -23 -16 -35
right_child=1 2 6 9 5 10 12 11 21 18 -12 -13 13 23 37 16 -18 -19 25 -21 -22 34 -24 -25 -26 -27 -28 33 35 -31 -32 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=-0.047289520238636674 -0.045375807744155117 0.020175045978625804 0.0012372381395352803 0.03340411545770252 -0.009218558787660867 -0.032266250105415943 -0.0060633955168294213 -0.0037977018469821711 7.9351538557172877e-05 0.025096219779944806 0.0066975796435690682 0.012703119284297223 0.023418893069589608 0.0010993770451935747 0.0090283621848271135 0.0039030257883430073 0.029993349513564273 0.017205457190838089 0.010154425289905549 0 0.0071440110868336631 0.020890450575627717 -0.0059399866280933911 -0.01638252221488264 -0.0011077189505295617 -0.0022387232540656324 0 -0.001764589193948675 0.013692120457452285 -0.018029375837195542 -0.021315125288979071 0 0 0.015052328001190364 0 0 0 -0.00075776043045427911 0
leaf_weight=129.32558566476655 59.677975547434471 221.81391974864528 8.3939385018893518 88.710081176075619 231.83189604233485 324.25343192459695 101.84791657325695 1174.126789314505 7.9585893758267048 98.525382800202351 17.782714827102609 205.67383263492957 90.627620718849357 107.27273290435551 4.937850540933141 153.94683302775957 392.97673625924654 99.505036293616286 137.44091617001686 72.823161764797987 116.66922483942471 19.625156490321391 8.2691804084752203 76.308646763514844 7.4001996805309309 289.42851307656383 19.71419305857853 13.927808288601227 7.8163987051375425 119.71775321042514 24.805104640894569 6.4427483261533771 1.6101806224323798 21.252366299740974 8.3720992867238255 4.6544349300675094 1.0230454887496296 3.3277307277312485 0.9547281248960634
leaf_count=178064 79874 138977 8968 36528 210009 358153 78028 704395 6597 54957 18863 146683 76583 57105 4817 78220 207344 59889 51891 44693 97625 18063 5957 48137 4832 119683 12132 9499 5830 109447 29320 8230 800 15753 9757 3771 836 4357 705
internal_value=0 0.00251696 0.0035074 0 -0.00354476 -0.016696 0.0119534 0.0019875 -0.0326419 0.0131201 -0.0282968 -0.000900916 0.0153902 0.00226242 -0.0319166 0.01988 0.0239271 0.00467675 0.00689319 0.0149014 -0.00279704 -0.000878732 0.0165421 -0.00577279 0.019764 0.0016371 -0.0436032 -0.00640071 -0.011536 -0.0159364 -0.0171679 -0.0416971 -0.0441525 0.0042443 0.0118073 0.00593099 0.0154059 0.00190467 0.0108646
internal_weight=0 4269.95 4193.95 2986.48 2364.97 690.537 1207.47 1674.44 210.824 621.505 342.036 1379.8 1030.75 282.478 75.9965 748.277 546.924 201.353 532.795 294.637 348.501 61.784 98.8968 183.581 105.926 426.869 149.04 176.717 140.583 128.112 32.7637 67.7309 61.2882 36.1349 29.0203 12.4708 20.6482 8.26558 22.2071
internal_count=3105372 2850603 2752525 1987289 1719398 684650 765236 1034748 254769 267891 377016 851078 611263 187782 98078 423481 285564 137917 231363 183670 307634 64573 82540 105242 59789 171574 190196 153973 128016 118415 35917 88904 80674 25957 28656 9601 18899 9174 16458
cat_boundaries=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=4243468 1 1 960 18102272 19922963 2363395 62 1 1 2 8663456 8392736 768 8918336 5 1 6 1 1 1 512 610 1 1 272 457 7232
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=40
num_cat=24
split_feature=2 0 4 0 0 5 0 3 2 0 6 5 0 4 2 2 0 5 0 4 3 5 8 2 8 3 4 1 9 9 5 8 2 5 4 5 5 4 5
split_gain=26.2224 20.1577 12.0735 20.3954 9.34858 8.79358 7.61594 8.2439 7.52872 6.04485 7.94212 4.70585 3.89802 3.96959 3.69102 3.22328 3.20675 2.45954 2.42189 2.15329 2.1229 2.0723 2.04146 1.57845 1.47587 1.21527 0.890706 1.44725 1.57328 0.770252 0.700706 0.648954 0.556435 0.371477 0.354123 0.32314 0.213025 0.349849 0.182953
threshold=0 1 1.0000000180025095e-35 2 3 4.5000000000000009 4 5 6 7 8 2.5000000000000004 9 5.5000000000000009 10 11 12 3.5000000000000004 13 1.5000000000000002 14 1.0000000180025095e-35 15 16 17 18 1.5000000000000002 19 20 21 3.5000000000000004 22 23 5.5000000000000009 52.500000000000007 13.500000000000002 1.0000000180025095e-35 1.5000000000000002 5.5000000000000009
decision_type=1 9 2 9 9 2 9 1 1 9 1 2 9 2 1 1 9 2 9 2 1 2 1 1 1 1 2 1 1 1 2 1 1 2 2 2 2 2 2
left_child=1 11 3 24 20 6 7 8 -5 32 12 26 14 -14 -11 30 19 -18 38 -12 29 -9 -17 -20 -2 -3 27 28 31 33 -8 -1 -6 34 -4 -25 37 -34 -7
right_child=2 25 4 5 9 18 15 21 -10 10 16 -13 13 -15 -16 22 17 -19 23 -21 -22 -23 -24 35 -26 -27 -28 -29 -30 -31 -32 -33 36 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.032740543209305951 -0.056112396093799012 -0.024479880221777557 0.003708978365075727 0 -0.0060365151828065365 0.01433402257392194 -0.0054946560867459816 -0.024443496262653831 -0.0048812703154789165 -0.0046719636516847646 0.023632113520085891 -8.8826141833761674e-05 0.017847758717301401 0.015254403733915201 0.0078136554939987612 -0.013123883440009518 0.0024844410493153599 0 0.013008153292231534 0.003460258210537628 0.016639014165858241 -0.007967831580120122 0.035723619702478601 -0.0057685416069696597 0 0 0.0023440803124679236 0 0 0 -0.027674839070340292 0.0096451165139337797 0 0 0 0.024591349298785731 0 0.001635104327031314
leaf_weight=12.049977266055064 194.78343227680307 124.90699623515684 106.32994666585728 101.65719052884378 35.574305159345386 16.815208633197471 263.3443839283791 21.813552585546859 299.96323608105013 63.90148510504514 70.663002758519724 35.484835476956505 621.61255386629637 114.95160669968755 877.18244655760645 83.200167003582465 312.41792876416002 89.811191660817713 21.729177944536787 124.77425051472528 11.551262607157694 89.875727540638763 173.72017319621227 86.281762957878527 92.608129532760358 1.2562757345149282 27.095982815968455 2.2376093202037728 4.0677441582301972 5.8568541394197373 31.383805738063529 33.262126169225667 19.236650984617881 10.400072050673769 0.3050988065515402 1.2357029326667532 248.95762548577477 33.721213860560965 16.234096560801845
leaf_count=12839 178300 198631 95945 61178 35560 15807 126730 16799 239140 36035 60720 35292 421760 85677 414693 52724 186887 44642 14615 106032 11791 53872 135718 52965 82784 1274 20110 824 4583 5976 14361 29900 12584 9058 216 985 182281 31796 14616
internal_value=0 -0.0290634 0.00248678 -0.00456587 0.00644864 0.00119508 -0.00187761 -0.0104364 -0.0173404 0.00790109 0.00564067 0.00110051 0.00920159 0.00287057 0.0134381 0.00577821 -0.00374906 -0.00881034 0.0223247 0.00527968 -0.0157677 0.00995076 -0.0014827 0.0271595 -0.0267322 -0.0518644 -0.00991458 -0.015494 -0.0206621 -0.0208929 0.0124247 -0.0256687 0.0201333 -0.0225008 -0.0239167 0.0323901 0.0218169 0.00361132 0
internal_weight=0 240.362 4241.89 1494.65 2747.25 1207.25 1064.96 513.31 401.62 2612.8 2275.31 114.198 1677.65 736.564 941.084 551.649 597.666 402.229 142.296 195.437 134.443 111.689 256.92 109.247 287.392 126.163 78.7134 51.6175 49.3798 122.892 294.728 45.3121 337.49 117.035 106.635 87.5175 301.915 52.9579 33.0493
internal_count=3105700 303453 2802247 1060594 1741653 799510 700522 370989 300318 1618667 1356446 103548 958165 507437 450728 329533 398281 231529 98988 166752 122986 70671 188442 68565 261084 199905 68256 48146 47322 111195 141091 42739 262221 105219 96161 53950 226661 44380 30423
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=5 21051457 7423372 4210691 8659056 1 768 1061256 2 2690116 512 898 25166388 8921091 1 6 546 1 1 1 1 1 6 18
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=40
num_cat=24
split_feature=0 2 3 0 2 4 5 0 9 6 0 8 0 0 5 4 2 6 5 7 2 4 2 5 5 5 4 2 4 4 2 0 4 1 6 4 2 4 7
split_gain=23.2401 11.0646 9.00992 15.34 7.52917 5.44563 5.20882 7.1006 4.52707 4.49355 20.3773 13.5024 4.09226 3.9691 2.37193 1.96499 2.4766 1.84575 1.5758 1.28882 0.967922 0.85746 0.798365 2.07345 1.07542 1.05918 1.00733 0.766797 0.6326 0.629651 0.591352 0.519174 0.545449 0.488327 0.414764 0.412528 0.391051 0.602191 0.30822
threshold=0 1 2 3 4 1.5000000000000002 4.5000000000000009 5 6 7 8 9 10 11 1.5000000000000002 2.5000000000000004 12 13 1.5000000000000002 14 15 1.5000000000000002 16 3.5000000000000004 1.5000000000000002 9.5000000000000018 1.0000000180025095e-35 17 22.500000000000004 1.5000000000000002 18 19 4.5000000000000009 20 21 9.5000000000000018 22 7.5000000000000009 23
decision_type=9 1 1 9 1 2 2 9 1 1 9 1 9 9 2 2 1 1 2 1 1 2 1 2 2 2 2 1 2 2 1 9 2 1 1 2 1 2 1
left_child=5 13 3 4 15 19 9 21 17 11 -11 -5 22 34 20 16 -3 -6 36 -1 -7 -8 23 -4 26 -26 -24 -9 -17 -25 35 32 -20 -15 -2 -16 37 -14 -22
right_child=1 2 12 6 8 14 7 27 -10 10 -12 -13 18 33 30 28 -18 -19 31 -21 38 -23 24 29 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.044012285078734191 -0.0025477802038220507 0.0004965765967094196 0.01459481688584807 0.017425037884980201 -0.015123638885804895 0 -0.014314347653927795 0.0023471864784918388 0.003495045494785277 0.021673475290495542 -0.011815365224149596 -0.00083753263595634595 -0.020625040691647639 -0.046395489484734105 0.020287223736548766 0.0096339043619389809 -0.014326505998321769 -0.041681295515239879 0.011029387318096561 0 -0.025595065403609452 0 -0.0027224853237432754 -0.0093462195865797338 0.032467721292604577 0 0.01258053598402948 0.028766204830744775 -0.0016262138326148671 0.0028866521939717059 0 -0.001742829650860523 0 0 0.0095111248017788908 0 0 0 0
leaf_weight=120.00352349056993 11.037464301116415 195.68707917322172 168.56114074704237 587.16158340434049 203.17173015282606 8.1487497503258037 38.816288896960032 59.486584820842836 30.851041698952031 204.50360399266356 649.56322792412539 1060.1954676943496 22.870043730246838 46.478437956764537 19.87358683249477 117.65436632107594 147.81773776920454 79.708573759875435 109.40058496588608 19.597219289571512 21.064090164421941 29.481083957303781 20.32889699190855 39.386412236257456 140.285846107814 4.8826299502979955 56.011803664441686 163.13716173681314 4.559873376201721 32.111647020559758 8.3385166720472643 4.7762467271531923 16.93038649612572 0.60752496036002313 12.90769911420648 0.98438949388218944 27.540588163014036 1.5607950733974565 2.707127510046127
leaf_count=177918 8975 124999 81979 327550 194159 6682 32825 33311 27448 127005 434313 689891 17380 75099 18275 106228 97330 88597 62294 12115 26694 24908 14152 20117 66738 2998 28389 98020 3662 14840 9896 4505 9824 484 11964 812 20079 1127 2116
internal_value=0 0.00209591 0.00295447 0.000861983 -0.0110976 -0.029813 0.00441283 0.0166396 -0.0222952 0.00270941 -0.00288236 0.005787 0.0135936 -0.0288707 -0.000152935 -0.00179437 -0.00608757 -0.0268448 0 -0.0404631 -0.0160389 -0.00680541 0.0181697 0.0086723 0.0244144 0.0310532 0.00606593 0.0242819 0.00700517 -0.00166709 0.0114735 0.00597722 0.0080623 -0.0402945 5.54544e-05 0.0150072 -0.0110462 -0.0146946 -0.0200389
internal_weight=0 4287.47 4216.44 3571.8 779.45 200.717 2792.35 290.921 313.731 2501.42 854.067 1647.36 644.647 71.0311 61.1165 465.719 343.505 282.88 183.079 139.601 31.92 68.2974 461.568 240.059 221.509 145.168 76.3407 222.624 122.214 71.4981 29.1965 131.107 126.331 47.086 23.9452 20.858 51.9714 24.4308 23.7712
internal_count=3105698 2851190 2754668 2410246 642423 254508 1767823 189064 310204 1578759 561318 1017441 344422 96522 64475 332219 222329 282756 115209 190033 35492 57733 229213 116936 112277 69736 42541 131331 109890 34957 28983 76623 72118 75583 20939 19087 38586 18507 28810
cat_boundaries=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=4243468 1 1 18415906 896 2098705 1 2 8392704 6 1063842 71680 768 2 1 610 770 770 457 8651856 1 2 672 1
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=40
num_cat=23
split_feature=2 0 4 0 5 0 0 3 5 8 4 4 5 2 1 2 1 2 5 0 0 8 4 5 7 5 2 3 4 5 0 4 4 4 4 1 9 2 2
split_gain=20.3858 17.6847 9.4251 16.2132 7.50191 8.95728 7.41212 5.37028 4.99451 8.25747 5.54428 5.19892 4.64841 4.40704 4.1247 3.71254 4.98499 3.00601 2.9754 3.13872 2.56502 1.49403 1.48385 2.44991 2.08012 1.27977 1.2189 1.16858 0.963683 0.977434 2.05197 0.918837 1.8861 4.17038 0.860273 1.41536 1.47424 0.802285 0.746606
threshold=0 1 1.0000000180025095e-35 2 2.5000000000000004 3 4 5 1.0000000180025095e-35 6 9.5000000000000018 2.5000000000000004 2.5000000000000004 7 8 9 10 11 6.5000000000000009 12 13 14 2.5000000000000004 4.5000000000000009 15 1.0000000180025095e-35 16 17 7.5000000000000009 1.0000000180025095e-35 18 99.500000000000014 7.5000000000000009 5.5000000000000009 1.5000000000000002 19 20 21 22
decision_type=1 9 2 9 2 9 9 1 2 1 2 2 2 1 1 1 1 1 2 9 9 1 2 2 1 2 1 1 2 2 9 2 2 2 2 1 1 1 1
left_child=1 12 3 21 5 14 13 8 9 -8 11 -10 34 28 17 -7 -17 -5 19 -6 -11 -2 24 25 38 -24 -21 -3 29 -4 -31 32 33 -15 35 36 -1 -12 -9
right_child=2 27 6 4 18 15 7 22 10 20 37 -13 -14 31 -16 16 -18 -19 -20 26 -22 -23 23 -25 -26 -27 -28 -29 -30 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.025476852699208415 -0.030203193256298441 -0.054386690730525059 0.0011634535878413752 -0.003327586830169333 -0.0022257633815475292 0.011070231662841764 0.033546989508233892 -0.010389325827285452 -0.0072721854798637135 0.0065100950726546501 0 0.0064923749964834318 0.022488450645425428 0.015771029962688837 0.0019295287143673075 -0.012380712623588648 0.020576152606520317 -0.031320067473915365 0.031556204351664861 0 -0.0097994284128918377 -0.0044828103265098489 0 0 0.013738054183569418 0.026875715647757776 0.016894229634089784 0 0.0085868428984024643 0.0030605521035402825 -0.019673424250443307 0 0.034112644332372682 -0.0083637595308409304 0 0.0019129153861489998 0 -0.02482104760243951 0.0006297809208514445
leaf_weight=46.460728436046338 186.2570826509982 108.0934644594854 29.29102070175577 109.92108689555607 182.75861845960753 261.12212401157012 60.204177931773302 41.372297301626531 627.44144776435132 221.2867740009533 9.2363787805952597 428.14892734811292 37.726679527062515 579.9444793656221 54.25240173417842 187.6920008649613 24.66022740106564 137.56613996371743 41.399865441955626 39.570545311275055 111.79267245998199 90.823529116525606 31.566280498751439 30.70398455898976 89.285430627525784 121.02865646011196 172.65896311144752 1.2510933498851944 14.195483948118634 25.961541193843004 54.556877991410147 2.5137338333879589 67.621670490552788 45.230374103994109 29.544027979711245 2.3737310550059183 4.3035409980293471 92.817364518588874 87.022384100419004
leaf_count=45286 175272 192821 25706 76578 129782 130803 31259 27289 371497 98772 6053 251237 36305 434755 28046 161716 8249 120015 28312 23746 93003 82261 15107 13252 31315 52738 95212 1248 10309 24307 48139 2162 51807 34056 21731 905 4814 66356 53183
internal_value=0 -0.0262737 0.00205175 -0.00419424 0.00083926 -0.00476232 0.00553046 0.00187417 -0.000666294 0.00844604 -0.00414975 -0.00138778 0.000300923 0.0133349 -0.0172579 0.00343349 -0.00503457 -0.0229209 0.0111176 0.0061931 0 -0.0243476 0.0118023 0.0183461 0.00352609 0.022964 0.01359 -0.0497888 -0.00188956 -0.00707675 -0.012291 0.0164132 0.0170454 0.013264 -0.0104258 -0.0158366 -0.0207834 -0.0236409 -0.00293827
internal_weight=0 229.753 4259.9 1488.68 1211.6 775.214 2771.22 1951.91 1550.93 393.284 1157.64 1055.59 120.409 819.315 301.74 473.474 212.352 247.487 436.388 394.988 333.079 277.081 400.979 183.299 217.68 152.595 212.23 109.345 124.005 109.809 80.5184 695.31 692.797 625.175 82.682 53.138 50.7643 102.054 128.395
internal_count=3105404 303110 2802294 1059992 802459 525407 1742302 1111061 918177 223034 695143 622734 109041 631241 224639 300768 169965 196593 277052 248740 191775 257533 192884 81097 111787 67845 118958 194069 108461 98152 72446 522780 520618 468811 72736 51005 50100 72409 80472
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
cat_threshold=5 21052481 7423372 8659040 3225036 1 12 530 1 898 1 832 8243 788496 1 1 544 1 2105472 1 1 520 192
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=40
num_cat=34
split_feature=0 2 4 1 2 0 0 2 0 4 3 6 7 0 0 2 8 2 0 0 0 8 5 0 2 8 2 7 0 4 0 3 9 2 1 0 4 6 8
split_gain=19.1189 8.83167 6.96522 10.0292 12.1746 8.54909 5.71734 5.52469 5.27459 4.94702 4.9312 4.45617 4.21295 3.56452 2.84579 2.74741 2.63758 2.53332 3.82957 2.44962 2.39181 2.27361 2.16353 2.42938 2.03014 1.96682 1.65774 1.71592 1.45901 1.40987 1.31434 1.10718 0.918979 0.559028 0.463368 0.391075 0.387457 0.361993 0.290928
threshold=0 1 2.5000000000000004 2 3 4 5 6 7 3.5000000000000004 8 9 10 11 12 13 14 15 16 17 18 19 3.5000000000000004 20 21 22 23 24 25 16.500000000000004 26 27 28 29 30 31 14.500000000000002 32 33
decision_type=9 1 2 1 1 9 9 1 9 2 1 1 1 9 9 1 1 1 9 9 9 1 2 9 1 1 1 1 9 2 9 1 1 1 1 9 2 1 1
left_child=9 13 3 4 8 21 15 35 16 26 -7 17 -10 37 25 28 -3 20 -19 38 -8 -6 23 -13 -16 -9 -1 -28 29 -4 -24 -21 -30 36 -15 -5 -11 -2 -17
right_child=1 2 6 7 5 10 11 14 12 33 -12 22 -14 34 24 19 -18 18 -20 31 -22 -23 30 -25 -26 -27 27 -29 32 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0019243298429890855 0.017541660179420181 0.020040280607185185 0 -0.0080962059849414899 -0.0302285330193897 -0.0055271504625586223 0.0083297037547655686 -0.0037009165590872538 0.014797168814316955 0.005786440915967311 -0.018659514198818811 0.010693215378360339 -0.043576236468142265 -0.0028716382866416554 0.0063369111258280448 -0.00075209482770326392 0.00066569741935618891 0.024349459136671324 -0.029231999351295168 0.011731066759386774 0.0061714066283999466 -0.0030238387077874511 0.001058982016673938 0.017544508074075236 -0.0057781367862726326 -0.044567758463876936 0 -0.0081378614299233813 -0.0018457308949132994 0.017908890999454159 0 0.008172350391866208 -0.003590319976987319 0 0.033312719266107918 0 0.008970979943727992 -0.00176948811266748
leaf_weight=32.84402010771737 10.776750468416139 227.64321607595775 49.932618657679996 13.062635410460642 245.92373417653289 276.65444205656968 92.95827496482525 113.6756302753347 1172.8840301593882 15.291687337441546 18.193232810706832 43.580065823603945 209.9286520073947 42.65821456239064 26.875078525568824 30.497951475394075 73.7119130394276 125.67994930093118 402.05265467108256 56.149490681680618 131.59731446107617 127.51568388310261 5.3671115281176753 149.70170183444861 172.35322468390223 229.73486896511167 112.49409986163664 20.26759869401576 82.037339023474487 4.6366513477405524 51.492318471631734 3.4893979964544988 7.8946665611292692 10.820823111949723 0.58891657216008653 79.047398261260241 1.390287201385944 13.119965078542009 5.8043206604779689
leaf_count=22699 8974 145362 48472 6858 230790 324521 35975 37163 705604 12989 18798 35267 144295 75276 17880 28509 44616 85346 195290 55830 80509 109438 5281 85638 91660 84482 193231 13053 61478 3109 28521 2772 5343 11716 482 29630 1203 11982 5195
internal_value=0 0.00186175 0.00262094 0 -0.00304254 -0.0140789 0.00882151 0.0108487 0.00140544 -0.0275216 -0.0259546 0.0120822 -0.00111481 -0.0262897 0.00507192 -0.00380184 0.0126243 0.0159176 0.0196819 -0.0147276 0.00369729 -0.002373 0 -0.00474142 0.0135168 0 -0.0345805 -0.0380774 0.00344651 0.0130903 0.0138309 -0.0237636 -0.00232472 0.000845828 -0.0375405 0.0299492 0.00936983 0.000130843 0.000860906
internal_weight=0 4297.22 4230.08 2987.2 2352.45 668.287 1242.87 634.749 1684.17 193.109 294.848 1002.43 1382.81 67.1438 542.639 240.442 301.355 752.288 527.733 95.9412 224.556 373.439 250.141 193.282 199.228 343.41 165.606 132.762 144.501 54.5693 56.8594 59.6389 89.932 27.5028 43.2471 92.11 16.682 23.8967 36.3023
internal_count=3105237 2850346 2753632 1991097 1723424 683547 762535 267673 1039877 254891 343319 551827 849899 96714 231185 210708 189978 397120 280636 92306 116484 340228 154707 120905 109540 121645 228983 206284 118402 51581 33802 58602 66821 25908 75758 36488 14192 20956 33704
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
cat_threshold=4243468 1 1 960 20199424 28311571 62 2363395 1 2 1 71680 1386531 864 5 768 8352 1048592 6400 1 599104 512 6 768 1 10485760 1664 1 1 234 1 10822657 2 3
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=40
num_cat=22
split_feature=0 2 3 0 2 4 0 5 5 8 0 0 4 5 6 6 4 4 2 2 5 1 4 9 2 5 5 5 3 0 5 1 2 2 0 4 4 4 5
split_gain=16.3063 7.89574 6.12124 11.227 5.75169 4.27582 3.82772 3.36162 3.25932 20.2209 8.50391 8.00834 7.93757 6.76474 3.51714 3.19484 4.90392 2.05329 1.88842 1.85589 1.51841 1.29229 0.960641 0.914713 0.736208 1.66109 1.42931 0.668872 0.638902 0.609881 0.601608 0.538887 0.510947 0.467825 0.531156 0.44495 0.442904 0.393711 0.329192
threshold=0 1 2 3 4 3.5000000000000004 5 3.5000000000000004 1.0000000180025095e-35 6 7 8 3.5000000000000004 2.5000000000000004 9 10 5.5000000000000009 2.5000000000000004 11 12 1.5000000000000002 13 1.0000000180025095e-35 14 15 1.5000000000000002 3.5000000000000004 19.500000000000004 16 17 8.5000000000000018 18 19 20 21 5.5000000000000009 2.5000000000000004 14.500000000000002 5.5000000000000009
decision_type=9 1 1 9 1 2 9 2 2 1 9 9 2 2 1 1 2 2 1 1 2 1 2 1 1 2 2 2 1 9 2 1 1 1 9 2 2 2 2
left_child=5 7 3 4 17 18 20 23 9 12 14 -11 -5 -12 -10 16 -6 19 22 -3 -4 28 38 31 25 -8 35 -17 -20 -19 -27 -2 37 -22 -35 -26 -28 -7 -1
right_child=1 2 6 8 15 32 24 -9 10 11 13 -13 -14 -15 -16 27 -18 29 21 -21 33 -23 -24 -25 26 30 36 -29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=-0.015955169054101003 -0.038949634495546524 0.0069220241480005135 -0.012259097851659942 -0.010489059403962046 -0.015797596593780824 0.014251855599727081 0.0020404093508254815 0.0028465045185701119 -0.0031082026604296962 0 -0.0063564385597273928 0.036722264102154907 0.020467348145931322 0.0058434335000052268 0.023092224821042132 -0.035149068059139511 0.014511838197017308 0 -0.046259031298519993 -0.0086765976713254946 0.0087206385090903664 0 0.00095909444596478644 0 0.0066623292275227097 0.03138407038943563 -0.0054967703427981325 0 0 0.010168515085245666 0 0 -0.0037983487110444139 0.0039358304023881891 -0.0076344057912184175 0.026286053582044607 0.0052840062157551411 0 0
leaf_weight=30.67282507905475 50.242126088698569 45.079763658592128 51.963361598085612 371.55764443132648 205.03376494360418 15.507682075207414 59.016785679094028 7.9146245799056478 32.890741983894259 72.053934886142088 1008.0574322728426 220.61780759922112 71.147528651767061 766.63599133540265 205.95043544998043 91.780498149084451 33.72371246797411 29.631450810440583 89.075126198524231 322.20591843515285 59.226867616234813 3.2851370567223048 35.357904387507006 5.7898462183075017 193.5637005098688 108.25873311498435 64.000985876569757 0.04549470910569553 0.39506423845887084 104.21133220483898 5.1710500943008801 1.5997183227445919 10.930712784669597 46.498052789131179 28.142736535228323 17.463776058692019 26.905607283348218 1.4912036602618162 0.97510716135729936
leaf_count=25919 78473 29237 38293 270786 203521 13098 31887 9178 20698 52721 651716 111229 43937 443293 125961 101782 26520 21370 168546 214138 36551 3479 28729 8237 95732 48739 32603 49 222 94170 2924 800 11842 24489 15533 7109 11539 1244 998
internal_value=0 0.00164445 0.00236039 0.000609364 -0.00920651 -0.0257965 0.0110173 -0.025174 0.00377409 0.00942768 0.00147288 0.0281282 -0.00381546 -0.00090553 0.0177633 -0.0188169 -0.00925824 -0.00139003 -0.0325649 -0.00567297 -8.52977e-05 -0.0405005 -0.00469972 -0.0349753 0.015404 0.0226053 0.00825036 -0.0343525 -0.0455998 0.0073339 0.0301248 -0.0377038 0.000102413 0.00418346 0 0.0126006 0 0.00876132 -0.0140407
internal_weight=0 4306.38 4240.84 3580.62 831.712 187.691 660.212 65.5463 2748.91 735.377 2013.53 292.672 442.705 1774.69 238.841 330.583 238.757 501.128 159.761 367.286 185.831 92.7553 67.0058 57.6317 474.381 172.447 301.934 91.826 89.4702 133.843 113.43 51.8418 27.9296 133.868 74.6408 211.027 90.9066 16.9989 31.6479
internal_count=3107292 2853215 2756527 2411128 690787 254077 345399 96688 1720341 478673 1241668 163950 314723 1095009 146659 331872 230041 358915 227893 243375 114866 172247 55646 87510 230533 83550 146983 101831 168768 115540 51663 79273 26184 76573 40022 102841 44142 14342 26917
cat_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=4243468 1 1 17367458 896 10814545 1 12288 12864 2 2 898 512 1 1 188 1 524290 1 234 248 1040
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=40
num_cat=26
split_feature=0 2 3 0 2 6 4 4 0 0 1 2 8 5 0 0 5 5 0 5 7 4 2 5 2 8 4 5 0 2 4 4 2 1 2 0 4 6 2
split_gain=14.5302 6.83909 5.24677 9.44285 5.06148 3.8572 4.91627 3.77308 3.38019 3.27286 3.06678 7.07215 6.87528 5.82357 8.71142 7.95771 2.08861 1.78645 1.72465 1.33865 1.13379 1.05319 0.879402 0.754147 1.01468 1.20291 0.993755 0.651043 0.63823 0.637422 0.550655 0.523664 0.484024 0.425574 0.41995 0.482791 0.411207 0.405745 0.264858
threshold=0 1 2 3 4 5 1.0000000180025095e-35 1.5000000000000002 6 7 8 9 10 2.5000000000000004 11 12 1.5000000000000002 5.5000000000000009 13 1.5000000000000002 14 3.5000000000000004 15 3.5000000000000004 16 17 5.5000000000000009 19.500000000000004 18 19 18.500000000000004 1.5000000000000002 20 21 22 23 9.5000000000000018 24 25
decision_type=9 1 1 9 1 1 2 2 9 9 1 1 1 2 9 9 2 2 9 2 1 2 1 2 1 1 2 2 9 1 2 2 1 1 1 9 2 1 1
left_child=7 8 3 4 17 6 -6 20 37 19 13 21 -13 14 -5 -15 22 18 -3 38 29 -12 -9 26 31 -26 -11 -7 -19 -1 -28 -25 36 -10 -21 -36 -18 -2 -4
right_child=1 2 9 10 5 27 -8 16 33 23 11 12 -14 15 -16 -17 32 28 -20 34 -22 -23 -24 24 25 -27 30 -29 -30 -31 -32 -33 -34 -35 35 -37 -38 -39 -40
leaf_value=0 -0.0015711471536484221 0.0044249317812282488 0 -0.012595954644196989 -0.022105433024339045 -0.034517854587809316 0.0026532029355152333 0 -0.040896810693305113 0.011731050569316488 0 0.023982185796441707 -0.0061566410483343314 0 0.003253848728954083 0.02084720723961388 0.019190159689981317 0.015147769697956632 -0.0076072877550498567 0.0082095465810602918 0 -0.01236396011802649 -0.018895075569465243 -0.0088172381969462942 0.015546618611667951 -0.0027402264850401813 0.036272647802367483 0 0 -0.039557434071649265 0 0.0018972706393950681 0 0 0.003711179074214423 -0.0073152533511915531 0 0.0096677543388211488 -0.012637918355642761
leaf_weight=18.879960640348145 10.630701147383661 113.14937686370104 6.6956017724005505 472.28856520441332 102.19282039591781 90.608596149737423 146.22786083279061 8.2518760605089465 39.365120623162511 298.59025540854782 160.99477570084855 300.20363063481636 66.230516311712563 411.54093363320862 997.20919436231634 277.41478206683678 20.332148977053297 37.26063670773874 327.7021622855973 59.693608844594564 18.772779578750487 57.597586433810648 22.871930392648213 38.985697617696133 66.270780617720447 9.3210011773044226 32.288421444129199 0.055317111720795675 20.701006850722479 85.726889790963469 1.5073104507755477 32.711187507491559 8.0494787214775005 0.59280217869672824 46.684674921794794 27.909074668365065 1.0495965813170176 12.846171772078378 44.622289271152113
leaf_count=10602 8622 90071 5896 408972 118907 102788 122225 6735 74961 147749 59591 104180 20593 238839 616833 235560 18377 32854 220165 36643 12355 21138 28675 20055 30362 4293 12516 59 15913 167031 1293 14862 9927 483 24490 15528 830 11904 32344
internal_value=0 0.00155553 0.00221909 0.000586572 -0.00836527 -0.017208 -0.00773869 -0.0245516 -0.0236456 0.0102033 0.00350719 0.00985611 0.0177269 0.0015538 -0.00185251 0.00901065 0 -0.000966114 -0.00386436 0 -0.0341643 -0.00326009 -0.0149453 0.014222 0.0041047 0.0105284 0.0175589 -0.0337191 0.0113571 -0.037606 0.0346165 -0.00169462 0.0110322 -0.0349705 0.00391612 0 0.0140249 0.000793824 -0.0115601
internal_weight=0 4310.09 4246.66 3581.38 837.898 339.085 248.421 183.935 63.4348 665.28 2743.48 585.027 366.434 2158.45 1469.5 688.956 60.555 498.813 440.852 185.605 123.38 218.592 31.1238 479.675 147.289 75.5918 332.386 90.6639 57.9616 104.607 33.7957 71.6969 29.4312 39.9579 134.287 74.5937 21.3817 23.4769 51.3179
internal_count=3105221 2850689 2754719 2408688 702982 343979 241132 254532 95970 346031 1705706 205502 124773 1500204 1025805 474399 64544 359003 310236 114901 189988 80729 35410 231130 69572 34655 161558 102847 48767 177633 13809 34917 29134 75444 76661 40018 19207 20526 38240
cat_boundaries=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=4243468 1 1 18416034 896 2 71680 10814545 1 656 3 8396880 2100753 590080 1 610 768 3 162 768 457 1 248 1040 2 88
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=40
num_cat=26
split_feature=0 2 4 1 2 0 2 8 4 0 4 0 7 0 0 0 8 2 0 4 4 8 2 5 4 4 2 1 8 5 4 5 3 0 2 1 6 4 5
split_gain=12.9308 6.13053 5.1013 7.55574 9.82165 5.47297 4.78541 4.61452 4.19973 3.85115 3.63282 3.3698 3.31998 3.26163 3.07507 2.57429 2.3677 2.05679 3.28599 3.26792 1.80193 1.74752 1.66625 1.64624 1.40146 2.94109 1.35431 1.17203 1.0598 0.895463 0.808817 0.642248 0.567196 0.442731 0.434573 0.420404 0.357283 0.345259 0.294566
threshold=0 1 2.5000000000000004 2 3 4 5 6 1.0000000180025095e-35 7 3.5000000000000004 8 9 10 11 12 13 14 15 4.5000000000000009 24.500000000000004 16 17 5.5000000000000009 5.5000000000000009 17.500000000000004 18 19 20 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 21 22 23 24 25 14.500000000000002 5.5000000000000009
decision_type=9 1 2 1 1 9 1 1 2 9 2 9 1 9 9 9 1 1 9 2 2 1 1 2 2 2 1 1 1 2 2 2 1 9 1 1 1 2 2
left_child=10 13 3 4 9 21 33 11 -7 16 22 29 -11 36 24 23 -3 18 -16 -19 26 -6 30 -8 31 -26 -13 32 -17 -4 38 -9 -24 -5 37 -15 -2 -12 -1
right_child=1 2 7 6 5 8 15 14 -10 12 34 20 -14 35 17 28 -18 19 -20 -21 -22 -23 27 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.014591030110971652 -0.00086227144505358639 0.015250307263110927 -0.013961973550829791 0 -0.008178283229780467 -0.032903807415862171 0.020379785356014118 -0.014577933769520664 -0.0039549070238309447 -0.0033937465484266296 0.013192650778504386 0 0.0092976966488194125 -0.039782197978769154 -0.0080182972145914511 0.0060196881112352957 -0.001597644769307637 0.021491833864345507 0.011033333816513264 0.00053396113516318263 -0.00020193989101090142 0.0040482077809656522 -0.043222788655375731 -0.00070652274899245823 0.010948156398887078 -0.016522844966053527 0.025398774342458089 0 -0.0034286228367403082 0.0026578952496066526 0.00094217454663778543 -0.00060503591620202513 0 0.02959702777375163 -0.0034266079066127414 0 0.0091561543357533796 0 0
leaf_weight=29.70417418494981 10.340298041599453 232.93372226653446 18.79463601129828 13.256706070154904 246.17857410857687 166.69349587894249 98.561030532291625 86.946928099103388 114.69012819116324 1169.0498039763479 15.933289627908382 20.415676507327589 212.97798531322042 38.081526518199098 159.37277039996115 144.29446539835772 74.681343831922277 166.34029426931374 124.63412989968492 172.48348664539662 7.0676950238412237 130.92607404261798 82.709137177247612 13.277598173764998 108.67430040946783 20.299085201695561 235.33882146213728 3.270258685341104 293.44305139168864 19.65239905587805 35.368723378429422 120.71374721088796 0.43105780280893569 82.437395775254117 10.734743986511605 0.57809784065466274 13.046748847933486 1.4215285899699655 0.98672893979528353
leaf_count=25848 8507 147893 14590 6854 226623 227103 51883 72238 114331 706873 13337 11987 145536 75428 58807 51875 45916 87455 89658 97110 5249 110218 168951 8033 84585 17193 126325 3474 119338 14809 29147 86187 247 29598 11775 479 11966 1224 1014
internal_value=0 0.00141117 0.00203866 -0.000123385 -0.00286937 -0.0128745 0.00910849 0.00730384 -0.0228518 0.00108055 -0.0233969 0.0175537 -0.00106196 -0.0226069 0.00313846 0.00382582 0.0105838 0.00731056 0 0.0122163 0.0215963 -0.00323301 -0.0298697 0.0150783 -0.00374073 0.00243528 0.0239623 -0.0375133 0 -0.00317792 -0.00384931 -0.00881943 -0.0425554 0.026494 0 -0.0338969 0.000936444 0.00808596 -0.0126847
internal_weight=0 4316.18 4254.14 2993.4 2348.13 658.488 645.27 1260.73 281.384 1689.64 180.56 301.269 1382.03 62.0467 959.465 549.576 307.615 622.831 284.007 338.824 262.822 377.105 152.47 111.839 336.634 128.973 255.754 86.4105 437.738 38.447 66.0596 207.661 83.1402 95.6941 28.0896 38.6596 23.387 17.3548 30.6909
internal_count=3109664 2854647 2758267 1992074 1724493 678275 267581 766193 341434 1046218 255017 172960 852409 96380 593233 231129 193809 333030 148465 184565 143561 336841 228681 59916 260203 101778 138312 172672 171213 29399 56009 158425 169198 36452 26336 75907 20473 14561 26862
cat_boundaries=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=4243468 1 1 960 20199424 62 2 2363395 2891907 1 71680 28311603 8918336 5 336 2560 1 898 522 1 6 1 10822657 234 1 2
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=40
num_cat=25
split_feature=2 0 4 0 0 5 0 1 5 5 8 5 7 1 4 4 0 2 0 0 5 1 2 8 6 2 5 3 4 1 9 8 2 5 0 8 5 4 5
split_gain=11.5071 14.0533 4.96892 10.5867 5.83033 5.68506 4.46485 5.02646 5.35489 3.75155 5.34066 5.16311 4.45041 4.85417 4.22118 3.56728 3.30892 3.12315 3.06477 2.94615 2.84124 2.60876 2.27815 1.69445 2.11387 1.61747 1.11204 1.01161 0.722024 1.03669 1.15124 0.844046 0.705014 0.613914 0.610377 0.604028 0.526774 0.424225 0.40656
threshold=0 1 1.0000000180025095e-35 2 3 6.5000000000000009 4 5 2.5000000000000004 1.0000000180025095e-35 6 1.5000000000000002 7 8 3.5000000000000004 2.5000000000000004 9 10 11 12 2.5000000000000004 13 14 15 16 17 3.5000000000000004 18 1.5000000000000002 19 20 21 22 8.5000000000000018 23 24 1.5000000000000002 6.5000000000000009 17.500000000000004
decision_type=1 9 2 9 9 2 9 1 2 2 1 2 1 1 2 2 9 1 9 9 2 1 1 1 1 1 2 1 2 1 1 1 1 2 9 1 2 2 2
left_child=1 20 3 23 32 6 7 8 -5 10 14 12 13 -11 19 22 -14 37 -16 -6 28 -17 -13 -2 -25 36 -9 -3 29 30 31 -1 35 -34 -19 -4 -8 -12 -7
right_child=2 27 4 5 9 38 25 26 -10 11 17 15 16 -15 18 21 -18 34 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.025768538936312802 -0.048182187297636112 0.0062111298158753891 -0.020983921068160744 0 0.028935953883715639 -0.0056853505570462421 0.013474934468555378 9.2913886669417412e-06 -0.018600836132873295 -0.01076570164796533 0.0025737211241027048 0.01586014298858518 0.0051690969167361937 0 0.013831752870708622 -0.0088517754502397319 0.02374251034340491 0.02807240056017505 -0.01988412431394064 0.019013562095942502 0 -0.0081119468947975139 0.0053339357908474922 -0.018538331471632002 0.0083520142015488952 -0.0011506871921294903 0 0 0.0013172386369004613 0 -0.024055757317771792 0.017124306025468015 0 0 -0.0070841407876021077 0.0020196182921148535 0 0
leaf_weight=12.395995167931686 172.74560938812647 91.561774963513017 46.586136753554456 255.85932141243393 167.21388573339937 42.84531784200226 119.29148740672099 84.391760054044425 162.85407926464541 336.82025235658512 20.381414984265579 441.58502720137039 81.416392364480998 74.342049183032941 61.937971340346849 341.9256266765442 48.750083307968453 212.38956141789822 34.141631711405353 71.015309378257371 38.019925525935832 212.26935635023983 280.42231687899039 62.053511318616074 25.234326870253426 392.96226559286151 27.591303424153011 1.2293214908568177 28.175525456361356 2.5629402802442192 4.3581757934371117 32.406907311877148 350.27979420281554 6.2902907877432872 12.045027072657829 13.799852855634525 126.52074710325542 2.4766859915980595 0.62681389547651534
leaf_count=14153 173792 190319 44122 212409 87404 30414 83546 42691 132462 252098 14483 251102 32084 31218 33780 227156 27594 105009 27438 63620 35448 76869 175059 56354 26924 216382 12093 1221 21193 914 4737 34323 271531 5770 9497 12949 65089 1527 482
internal_value=0 -0.0206756 0.00135324 -0.003199 0.00385311 0.000723949 -0.000698692 -0.00739711 -0.0126955 0.00169209 0.00850162 -0.000418051 -0.008478 -0.0135637 0 0.00288727 0.00524508 0.0184327 0.0148438 -0.00733505 0.0018781 0.00878327 -0.00140927 -0.0200481 -0.00183006 0.00454266 0.0082767 -0.0435284 -0.00633954 -0.0119329 -0.0166509 -0.0211497 0.01431 0.0160939 0.0222592 0 -0.000814039 -0.00462214 0.0278354
internal_weight=0 210.711 4289.07 1472.98 2816.09 1212.94 1169.47 530.696 418.713 2399.13 581.601 1817.53 541.329 411.162 334.309 1276.2 130.166 247.293 96.0796 238.229 117.919 554.195 722.007 260.033 87.2878 638.775 111.983 92.7911 79.8995 51.724 49.1611 44.8029 416.956 356.57 224.435 60.386 245.812 22.8581 43.4721
internal_count=3105256 302308 2802948 1052638 1750310 795568 764672 399655 344871 1415938 342758 1073180 342994 283316 212242 730186 59678 130516 61218 151024 110768 304025 426161 257070 83278 365017 54784 191540 75320 54127 53213 48476 334372 277301 114506 57071 148635 16010 30896
cat_boundaries=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=5 17119297 7423372 3158408 17047665 1 1 1 1 8718928 520 8407078 29429280 1 400 1 2 104 1 1 1 6 528 8392306 5
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=40
num_cat=23
split_feature=0 3 0 2 9 5 5 5 8 4 0 0 6 6 0 0 5 2 0 1 5 4 8 2 5 0 2 2 4 4 5 8 2 5 4 5 4 3 4
split_gain=10.2153 5.2748 9.49356 8.18342 7.63838 4.25192 3.78347 3.9869 9.84457 6.09715 5.88085 4.43145 4.3089 4.23857 3.89862 3.37655 4.1616 3.15058 2.88069 2.3795 1.84888 1.68127 1.43131 1.34402 1.13508 1.1068 0.885089 0.867453 0.858389 0.806324 2.61671 0.89021 1.57149 0.644195 0.533358 0.528785 0.45515 0.432158 0.413706
threshold=0 1 2 3 4 5.5000000000000009 4.5000000000000009 1.0000000180025095e-35 5 3.5000000000000004 6 7 8 9 10 11 2.5000000000000004 12 13 14 6.5000000000000009 1.0000000180025095e-35 15 16 1.5000000000000002 17 18 19 5.5000000000000009 3.5000000000000004 4.5000000000000009 20 21 1.0000000180025095e-35 18.500000000000004 3.5000000000000004 25.500000000000004 22 1.5000000000000002
decision_type=9 1 9 1 1 2 2 2 1 2 9 9 1 1 9 9 2 1 9 1 2 2 1 1 2 9 1 1 2 2 2 1 1 2 2 2 2 1 2
left_child=17 2 3 15 5 22 7 8 9 -4 13 -10 -12 -9 -8 16 36 -1 24 23 28 -6 -5 -16 -3 -18 -21 -23 -17 31 34 32 35 -34 -31 -20 -2 -19 -26
right_child=1 18 6 4 21 -7 14 10 11 -11 12 -13 -14 -15 19 20 25 37 29 26 -22 27 -24 -25 38 -27 -28 -29 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0 0.017281623604112353 -0.011056308640719463 -0.0084112722934439697 -0.030609901691730713 -0.0030101308934902403 0.0020015545991320361 0.026967827085763604 -0.0091389016989327828 0.027225562027717372 0.019785065560657473 0.0011728156481720358 0 -0.0095485478475445095 0.023413810977364082 -0.015658659827266309 -0.0098955960826031929 0.0017522411046940606 -0.037905975701786894 0.0057774871845005958 0 0.010185475836795998 0.022790970053278792 -0.0070420802187931442 0.0007131210362134663 0.0075005684701826975 -0.010890566170376398 0.02084071441851661 0 0 0.028839748424008955 -0.00026907104205363012 -0.00062664376881424607 0 0.021991173642849655 0 -0.0020269504743146908 0 0 0
leaf_weight=36.858095695777592 166.00455914905615 50.857755434000865 329.71994960778102 249.51933804725923 12.267065564738003 36.64269863498339 91.40128704457311 20.569962833134923 215.64269132530899 65.041134870647511 794.1609643075135 63.530209654822102 609.15569034152577 125.13705731817754 38.14333808349329 399.17251967349148 89.646053939504782 76.276534884058492 154.89480496599572 33.315130132250488 20.805623240215937 27.571958514567086 120.22975933668931 58.145367143260955 70.333098152535968 69.926925419567851 21.975872412964236 6.3961878926056661 44.283992877746641 89.268758968421025 17.067878243164159 41.382563228486106 18.588812096044421 98.449978244141676 1.697468235855921 67.803602087282343 1.2401882862905029 0.52312181371962552 65.383163275138941
leaf_count=37510 130889 37845 241675 267600 14384 35594 66558 11936 102266 37493 438426 48597 421986 44920 20248 278509 83826 166283 78120 8195 19179 22360 121870 29040 41102 57343 6031 6888 36203 33686 7129 20302 11289 47258 1442 34078 1191 382 35639
internal_value=0 0.00104168 -0.00038326 -0.00744146 -0.0176284 -0.0225878 0.00312035 0.0015926 0.00789034 -0.0019443 -0.00105522 0.0209905 -0.00335091 0.0154555 0.0144015 -0.000683954 0.00625162 -0.0251761 0.008988 0.000457957 -0.00626981 0.01145 -0.0257424 -0.00675936 -0.000415603 -0.00353423 0.0145545 0.0203245 -0.00840437 0.0127321 0.0221467 0.00822205 0.00982586 0.0182201 0.0278562 0.00216973 0.0165439 -0.0340828 0.00301614
internal_weight=0 4385.37 3709.65 1243.71 452.627 406.392 2465.94 2222.96 673.934 394.761 1549.02 279.173 1403.32 145.707 242.981 791.08 326.818 113.658 675.728 151.58 464.262 46.2352 369.749 96.2887 186.574 159.573 55.291 33.9681 443.457 489.154 108.034 381.12 339.737 117.039 90.9662 222.698 167.245 76.7997 135.716
internal_count=3105272 2901097 2553207 1075836 468696 425064 1477371 1347299 430031 279168 917268 150863 860412 56856 130072 607140 273249 204175 347890 63514 333891 43632 389470 49288 114586 141169 14226 29248 314712 233304 42257 191047 170745 58547 35128 112198 132080 166665 76741
cat_boundaries=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=4243464 1 18359094 912 1 1 4096 10750976 2 2 266432 532752 898 10814545 1 1 804 8208 224 100 3 833 1
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=40
num_cat=24
split_feature=2 0 3 0 5 0 8 0 5 2 4 5 2 5 4 0 2 0 4 2 2 4 8 0 2 1 8 8 5 5 0 5 5 4 4 2 4 8 9
split_gain=9.12858 12.7837 3.86416 8.68013 3.4762 9.47564 7.32335 6.40793 6.44638 6.55479 5.2379 3.02276 2.66652 2.59786 2.50663 2.33745 2.33532 2.16145 2.07023 1.84391 1.78148 1.72928 1.72702 1.5426 1.37448 1.20198 1.4864 1.02828 0.978458 0.962196 0.764983 0.734674 0.900635 1.10217 1.08797 1.1042 0.818063 0.728813 0.654739
threshold=0 1 2 3 1.0000000180025095e-35 4 5 6 2.5000000000000004 7 3.5000000000000004 5.5000000000000009 8 2.5000000000000004 5.5000000000000009 9 10 11 16.500000000000004 12 13 1.5000000000000002 14 15 16 17 18 19 1.5000000000000002 4.5000000000000009 20 3.5000000000000004 6.5000000000000009 3.5000000000000004 2.5000000000000004 21 5.5000000000000009 22 23
decision_type=1 9 1 9 2 9 1 9 2 1 2 2 1 2 2 9 1 9 2 1 1 2 1 9 1 1 1 1 2 2 9 2 2 2 2 1 2 1 1
left_child=1 13 3 11 5 24 10 16 9 -9 -7 14 -10 21 20 28 23 -8 27 -13 -2 25 -22 -6 30 26 -1 -16 -4 -18 -5 36 34 -34 35 -33 -17 -15 -28
right_child=2 -3 15 4 7 6 17 8 12 -11 -12 19 -14 37 18 31 29 -19 -20 -21 22 -23 -24 -25 -26 -27 38 -29 -30 -31 -32 32 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0020698985584623243 0.00067020680735023735 -0.04412151022705036 -0.01035770689763321 0.009698005963595208 0.0024628439496696621 -0.0032037884809991805 0 -0.022916552399696914 0 0.0050554418146541574 0.022234533435004263 0.015362000222819572 0.022125921950594554 0 0.016974716556261635 0.0092466892852769763 -0.0097501281941175973 0.02680876786764097 -0.014021391673745108 -0.0073333471333604204 0 0.0040937359482575916 -0.018586811962336077 -0.0069861959572046738 -0.025557898092479284 0.00033404455996928809 -0.028309810804811226 0 0.0026968331362435412 0 -0.007164601352189548 0.0033390707309313831 0.01966191837765438 0 0.0076138592843028432 -0.012685923736275565 0.028925337758873199 0.022525519645614094 0
leaf_weight=5.0646750319683633 36.461970204094541 70.945286223111907 50.229706357698888 11.95233021472086 610.20017817612097 333.10986822111227 46.590201254533895 66.345139219083649 110.95400764613441 343.06811648602888 71.311868551099906 40.583826556627173 236.43331667711755 28.091205596705549 37.768586748403322 308.75882420141716 539.2722678636419 244.83005179255997 14.188988096604588 13.94769203654141 47.420161266192736 32.403956110494619 430.13607554423652 195.25587463109332 48.606545110378647 2.881485254096332 46.696998002153123 18.931107027077815 136.22951968171401 98.754255056424881 13.839130414358806 15.119713909109121 24.265565315727148 4.974099045211914 39.558658928319346 67.441129411919974 36.596412609447725 13.852429539096191 4.3881217853995613
leaf_count=6180 23432 167698 37691 8618 283819 239650 34029 66176 85655 238101 42972 34872 185660 28192 31733 150604 312293 119656 11859 15988 41489 25111 387610 170858 35069 1130 56930 16150 76675 56721 9865 8435 12275 2305 15474 32131 14036 13598 5252
internal_value=0 -0.0186023 0.00125409 0 0.00223327 0.0078904 0.0119057 4.89155e-05 0.00740877 -0.000456257 0.001776 -0.0102789 0.0169688 0.000288813 -0.0127274 0.00798501 -0.00370359 0.0231471 0.00104797 0.0064155 -0.0151317 -0.00700416 -0.016584 0 -0.0187634 -0.0157924 -0.0199304 0.0118261 -0.000365198 -0.008041 0 0.0113233 0.00230858 0.0129645 -0.000324294 -0.00780859 0.0142764 0.0166884 -0.0231682
internal_weight=0 204.324 4293.14 3609.96 2970.52 770.24 695.842 2200.28 756.801 409.413 404.422 639.438 347.387 133.379 584.907 683.174 1443.48 291.42 70.8887 54.5315 514.018 91.4352 477.556 805.456 74.398 59.0313 56.1498 56.6997 186.459 638.027 25.7915 496.714 151.359 29.2397 122.12 82.5608 345.355 41.9436 51.0851
internal_count=3105992 304091 2801901 2452275 1889142 489859 436307 1399283 575592 304277 282622 563133 271315 136393 512273 349626 823691 153685 59742 50860 452531 94603 429099 454677 53552 69492 68362 47883 114366 369014 18483 235260 70620 14580 56040 40566 164640 41790 62182
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
cat_threshold=5 21315169 1 4210734 16790144 1 3476752 26 290 15025233 394 65600 448 512 4 68624 160 1 4 9 512 120 1 1
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=40
num_cat=24
split_feature=0 2 4 1 2 0 2 0 4 2 1 5 0 0 2 5 4 8 2 0 6 5 2 4 5 5 5 5 0 4 9 4 2 4 1 2 0 2 4
split_gain=7.92268 4.43798 3.41589 6.12748 6.83531 6.27837 4.96072 4.72693 3.09406 3.06333 3.06328 6.86199 2.81084 2.77173 2.69925 2.69482 2.69401 2.57165 2.43348 2.20976 2.22569 2.10423 4.39564 1.65073 1.57729 1.21575 1.01157 0.906694 1.09263 0.851707 0.851207 0.82658 0.766817 0.454876 0.429237 0.355626 0.256443 0.15988 0.11618
threshold=0 1 2.5000000000000004 2 3 4 5 6 1.0000000180025095e-35 7 8 1.5000000000000002 9 10 11 3.5000000000000004 1.5000000000000002 12 13 14 15 1.0000000180025095e-35 16 3.5000000000000004 1.5000000000000002 1.5000000000000002 2.5000000000000004 1.5000000000000002 17 21.500000000000004 18 11.500000000000002 19 1.0000000180025095e-35 20 21 22 23 13.500000000000002
decision_type=9 1 2 1 1 9 1 9 2 1 1 2 9 9 1 2 2 1 1 9 1 2 1 2 2 2 2 2 9 2 1 2 1 2 1 1 9 1 2
left_child=9 15 3 4 12 8 13 10 -6 33 11 32 18 26 -7 30 -14 27 -3 20 -8 23 -23 -19 35 -15 -5 31 -29 -13 34 -9 -4 -1 -2 -12 -17 -26 -35
right_child=1 2 7 6 5 14 19 17 -10 -11 24 29 16 25 -16 36 -18 21 -20 -21 -22 22 -24 -25 37 -27 -28 28 -30 -31 -32 -33 -34 38 -36 -37 -38 -39 -40
leaf_value=-0.0061880388885369383 -0.033501177728603712 0.0014713212623144243 0.0079813608218482733 0.017918481538671018 -0.025609561211917455 0.0030720201038693215 0.032009304204482482 0.0062635275660447264 -0.0049627888894160149 -0.032365382888305046 0.014318841608584695 0.0395315998249018 0.0077676165668163523 -0.010761560825849005 -0.0088660407424456002 0.0080345419883024165 -0.0042012484419444666 -0.0019093603872767436 -0.013095750927821566 0 0 0.013208116170239504 -0.0072854107003725958 0.01339035761712766 0 0 0 -0.00023962455824403858 0.018486246073619709 0 0 -0.007553419512327058 -0.0060794295885495588 0.008485287504428193 0 0 0 -0.012709836378074855 0
leaf_weight=16.897778116777772 43.669826038410974 193.38929057284258 30.36363894391252 79.258718598168343 232.05429775801531 390.01903329473862 113.53833982930519 122.0712538556254 183.52108511493861 66.444857627415331 11.584206909174098 95.300713734650344 751.9420708007674 116.25146590283839 277.89637822522855 5.3500262716115685 190.88712838657375 60.58069641997281 155.4840066004399 31.397773273696657 45.264995523873949 82.641237997660937 534.50102759792935 133.74293432298873 10.337531690835021 199.33121213922277 71.20220515539404 10.097598147272945 112.45031535952876 1.7511898337397713 5.457994557436904 18.64948615670437 46.19862679317157 24.371545539797811 1.6078405830776308 5.6174723758595091 2.4714366391999638 24.081503751629498 0.7188114442396899
leaf_count=18827 79374 127564 24085 44322 277282 263445 36173 64198 161357 159499 5704 70804 445496 39872 239669 4784 131509 36013 108675 17647 20574 52718 307299 79169 5144 71968 39678 6269 55681 1425 8451 13879 40083 25093 804 3221 4550 12373 773
internal_value=0 0.000933217 0.00146226 -0.000291881 -0.00276028 -0.0085165 0.00793511 0.00570368 -0.0177155 -0.0225415 0.0178726 0.0241423 0.00197432 0.00106166 -0.00169152 -0.0198668 0.00493048 0.0022833 -0.00492865 0.0200181 0.0244179 -0.000288903 -0.00350096 0.00766582 0 -0.00361454 0.0111441 0.0101931 0.0164291 0.0383949 -0.0294195 0.00166958 0 0 -0.0322698 0.0121952 0.00309839 -0.0116565 0.00706907
internal_weight=0 4389.96 4331.41 3031.44 2375.19 1083.49 656.245 1299.97 415.575 108.433 225.235 173.614 1291.7 466.044 667.915 58.5571 942.829 1074.73 348.873 190.201 158.803 811.466 617.142 194.324 51.6207 315.583 150.461 263.269 122.548 97.0519 50.7357 140.721 76.5623 41.9881 45.2777 17.2017 7.82146 34.419 25.0904
internal_count=3105451 2901259 2803296 2025231 1754997 941753 270234 778065 438639 204192 162839 136397 813244 195840 503114 97963 577005 615226 236239 74394 56747 475199 360017 115182 26442 111840 84000 140027 61950 72229 88629 78077 64168 44693 80178 8925 9334 17517 25866
cat_boundaries=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=4243464 1 1 896 8980340 896 865156 930 1 1638821 11011024 82 2 768 1580390 2 526 3146753 1 112 1 424 7232 270
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=40
num_cat=28
split_feature=0 5 0 0 4 2 4 8 3 5 8 0 6 2 6 0 2 9 2 7 5 2 4 9 0 2 2 0 8 2 5 5 4 4 0 5 0 2 0
split_gain=7.09674 4.04345 7.75072 4.38339 8.00497 7.92486 5.21485 4.74088 6.11166 2.84687 6.18545 5.3054 5.50018 5.08963 4.21193 11.6208 5.35073 2.70783 2.63935 2.57016 3.14035 2.1119 2.1086 1.82851 1.76477 1.54739 1.49868 0.972827 0.908565 0.846801 0.789026 0.750676 0.420787 0.37601 0.364192 0.345803 0.335535 0.316705 0.301574
threshold=0 6.5000000000000009 1 2 5.5000000000000009 3 17.500000000000004 4 5 1.0000000180025095e-35 6 7 8 9 10 11 12 13 14 15 1.0000000180025095e-35 16 3.5000000000000004 17 18 19 20 21 22 23 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 24 12.500000000000002 25 26 27
decision_type=9 2 9 9 2 1 2 1 1 2 1 9 1 1 1 9 1 1 1 1 2 1 2 1 9 1 1 9 1 1 2 2 2 2 9 2 9 1 9
left_child=18 3 17 4 5 19 25 29 -9 10 22 12 37 36 16 -16 -13 -3 33 21 -21 -2 26 -14 -24 34 -5 -15 -4 -7 -27 -8 35 -1 -6 -30 -12 -11 -33
right_child=1 2 28 9 6 7 31 8 -10 11 13 14 23 27 15 -17 -18 -19 -20 20 -22 -23 24 -25 -26 30 -28 -29 32 -31 -32 38 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.0059550248742864008 0 0.033444025597063207 0.0024317170302569084 0.0083416337846336838 0 0.0077704279327516284 0 -0.027323972135612908 0.0042647816131737232 0 0.0044157133519046347 0.012538105209061894 0.027070663472203618 0.029738992374521156 0.00014992305210784847 -0.028305994736682473 -0.002202205327241788 -0.0012136460689901579 -0.030828400020269348 -0.010221779403439234 0.011958458783516633 -0.0101450829867775 0 -5.9723248430124763e-05 0.021285164879252957 0.0088214308310460027 -0.006581878985368674 0 -0.018554604076648114 -0.004682465336780072 -0.0074194421984276129 0 0 0.006149137719558051 0.032578228185114404 0 -0.0044970791694444075 -0.013198925849771696 -0.018195634234330089
leaf_weight=16.781647949057515 439.55004173507041 103.94464053260162 7.8283872281972435 32.874008515675087 32.153563146290253 35.142395320592186 4.9613970173813895 309.66204129510879 46.643180753686465 5.4151494902907871 10.74474115281191 326.98084951789497 133.98738777262042 165.3075098062327 504.22018113848753 151.02048259800358 656.30632116029301 5.4139510010136283 64.080311323799833 44.526714152132627 237.4951326980372 274.69700228964211 40.703352750570048 4.0058403909788458 34.168810434101033 37.037233085779008 307.33217321070697 43.009724796378578 44.841492086638027 139.28673864469965 18.568135398410959 0.28731470002094284 9.368250936502589 25.567421815016132 67.024233389667643 3.3155393103079396 76.988154152037168 18.697047764435414 18.664440927270338
leaf_count=18757 294433 64692 6526 25818 27060 40621 4697 341273 33155 2168 9123 171784 44832 69457 308058 136072 330122 3006 158852 27941 140274 199958 15255 2080 26151 28669 214370 31875 38046 131633 13193 250 7356 25889 44624 2822 37744 10940 15595
internal_value=0 0.000881481 0.014627 0.000144217 -0.00364431 -0.00620991 0.0144083 -0.0156109 -0.0218368 0.00285075 0.00811309 0.000525277 0.0159283 0.0181447 -0.00116626 -0.00733382 0.00273154 0.0276962 -0.0214815 -0.000443107 0.00684899 -0.00389147 0 0.0246273 0.0123345 0.0216452 -0.00372282 0.0257716 -0.00799544 0 0 -0.0128485 -0.0129059 0 0.027078 -0.0168945 -1.58985e-05 -0.0114212 -0.0183075
internal_weight=0 4392.17 174.712 4217.46 1705.7 1527 178.696 530.734 356.305 2511.76 711.128 1800.63 162.105 296.05 1638.53 655.241 983.287 109.359 106.429 996.269 282.022 714.247 415.078 137.993 74.8722 154.783 340.206 208.317 65.3537 174.429 55.6054 23.9132 57.5253 42.3491 99.1778 48.157 87.7329 24.1122 18.9518
internal_count=3105171 2901673 122448 2779225 1343376 1209288 134088 546682 374428 1435849 429793 1006056 60020 148199 946036 444130 501906 67698 203498 662606 168215 494391 281594 46912 41406 113546 240188 101332 54750 172254 41862 20542 48224 44646 71684 40868 46867 13108 15845
cat_boundaries=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=4243464 272608 17572278 896 6 1 1 4097 2 777 2 8390656 142 1 930 1 768 1 8394752 376 514 10489344 12 20 8210 3146752 65 8192
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=39
num_cat=21
split_feature=0 2 4 0 5 0 4 4 2 0 6 0 3 0 4 2 4 5 2 4 5 4 8 2 5 0 2 2 1 5 6 0 5 4 5 5 5 2
split_gain=6.52918 5.07265 3.29122 7.20807 4.63758 4.4368 3.85354 3.37816 4.62017 2.92683 2.72424 2.6313 4.06836 2.36384 2.32779 2.26267 1.7505 2.90821 2.24983 1.6707 1.58 1.47778 1.35952 1.50408 1.34687 1.17811 1.14407 0.602712 0.375313 0.365461 0.30071 0.241962 0.179369 0.171137 0.113691 0.0289937 0.0225793 0.011556
threshold=0 1 1.0000000180025095e-35 2 4.5000000000000009 3 7.5000000000000009 5.5000000000000009 4 5 6 7 8 9 17.500000000000004 10 5.5000000000000009 2.5000000000000004 11 99.500000000000014 2.5000000000000004 70.500000000000014 12 13 6.5000000000000009 14 15 16 17 5.5000000000000009 18 19 1.5000000000000002 8.5000000000000018 1.5000000000000002 7.5000000000000009 5.5000000000000009 20
decision_type=9 1 2 9 2 9 2 2 1 9 1 9 1 9 2 1 2 2 1 2 2 2 1 1 2 9 1 1 1 2 1 9 2 2 2 2 2 1
left_child=10 9 3 22 11 14 7 8 -7 30 -1 12 -5 -9 16 33 18 -18 -4 -17 21 -16 24 29 -3 37 -13 -27 -11 -24 36 -22 -25 -8 -32 -36 -2 -6
right_child=1 2 5 4 25 6 15 13 -10 28 -12 26 -14 -15 20 19 17 -19 -20 -21 31 -23 23 32 -26 27 -28 -29 -30 -31 34 -33 -34 -35 35 -37 -38 -39
leaf_value=-0.037771612844054413 -0.0024056543707729676 -0.022672053841279113 -0.0057009285539950921 -0.011247065241095649 0 0.013753685239810048 0.0036661904684931706 0.0070775534995959682 -0.00070315096145442393 -0.037253044719072724 0 0.0073211583402269902 0.007523967854972201 -0.019119193737826504 -0.028081788079733161 0.036992531654297632 0.014483754237071881 -0.004151353389658499 0.0022385890445106487 0 0.0074941064945014254 0 0.0092955446759984978 0 0 0 -0.00075025184907724619 0.022481589830441989 0 0 0 0 -0.015657893079226593 -0.0047963760503016775 0.010360071991413618 0 0 -0.0014392165630526066
leaf_weight=39.095911408669053 9.9541669074242218 188.44307399317404 470.82136933123547 395.37387805292383 18.213944886039826 468.29193394343019 5.683550674395522 12.284511178979299 327.1556995705032 38.52547538262661 6.0547492694495295 295.7486843244551 114.86520767072216 51.403974409215152 35.28738561202772 69.946174492339196 194.89097003248753 83.434309240517905 1136.6163079837424 1.9871300163795229 3.7158852841821499 4.6867702511954112 53.233419333766506 16.549663033318211 13.322703241181442 9.4146392164402641 239.69382251009665 96.155859501639497 0.59969425498274986 6.1113988103170405 1.5462882235297009 2.9127485461067399 32.821904110864125 23.542089672599104 11.672094757464944 0.13524485001107756 0.18609353859210465 15.789952678926054
leaf_count=102582 7305 186536 245029 305986 15366 337997 4079 8776 270028 94839 15571 144650 69363 38307 24914 52378 112849 40499 619256 1900 2349 4061 44917 16385 12543 6304 179934 55677 526 5459 1217 2855 34657 17384 10159 98 120 12784
internal_value=0 0.000737056 0.00130393 -0.00235611 0.00111643 0.00330834 0.008725 0.00568552 0.00779301 -0.0210897 -0.0271915 -0.00106539 -0.00616868 -0.0115011 0.000325282 0.0257121 0.00115263 0.00806408 0 0.031254 -0.0165345 -0.0229037 -0.0150157 -0.00119091 -0.0197944 0.0165941 0.00338562 0.0200425 -0.0317576 0.00565885 0.0007658 0.000984908 -0.0116288 0 0.0083819 0.0100024 -0.000367767 0
internal_weight=0 4451.02 4388.4 1495.74 1185.26 2892.66 960.295 859.136 795.448 62.6191 45.1507 1045.68 510.239 63.6885 1932.37 101.159 1885.76 278.325 1607.44 71.9333 46.6028 39.9742 310.482 108.716 201.766 139.574 535.443 105.57 39.1252 59.3448 23.4939 6.62863 49.3716 29.2256 13.3536 11.8073 10.1403 34.0039
internal_count=3105639 2987486 2873222 1090561 790064 1782661 730849 655108 608025 114264 118153 699933 375349 47083 1051812 75741 1017633 153348 864285 54278 34179 28975 300497 101418 199079 90131 324584 61981 95365 50376 18899 5204 51042 21463 11474 10257 7425 28150
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=4243456 1 3220877 25954355 230 71680 2 266352 1 644 134 100 1 402 8912914 898 516 1 2 2064 784
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=39
num_cat=23
split_feature=0 2 6 0 2 0 0 8 5 0 5 5 7 4 0 5 5 6 7 5 2 2 4 9 4 4 5 1 8 1 2 2 0 5 4 0 5 5
split_gain=5.9169 4.41548 2.93782 19.0473 6.99888 6.11552 5.60316 4.60214 6.63083 4.9559 4.30423 4.17466 3.70367 3.64716 3.4314 3.14914 2.81565 2.61743 2.08344 2.1089 1.91455 1.74989 1.53736 1.35131 1.1676 0.512319 0.52025 0.437603 0.416796 0.354041 0.345663 0.254742 0.238461 0.0985483 0.0543719 0.0287705 0.0274561 0.00120568
threshold=0 1 2 3 4 5 6 7 2.5000000000000004 8 6.5000000000000009 2.5000000000000004 9 10.500000000000002 10 1.5000000000000002 3.5000000000000004 11 12 4.5000000000000009 13 14 8.5000000000000018 15 4.5000000000000009 1.0000000180025095e-35 5.5000000000000009 16 17 18 19 20 21 8.5000000000000018 19.500000000000004 22 17.500000000000004 13.500000000000002
decision_type=9 1 1 9 1 9 9 1 2 9 2 2 1 2 9 2 2 1 1 2 1 1 2 1 2 2 2 1 1 1 1 1 9 2 2 9 2 2
left_child=17 16 6 4 22 15 12 9 14 20 18 -7 29 -11 -9 -6 23 -1 19 -5 -8 -10 28 27 -20 37 -27 -2 -4 30 -3 36 33 -18 -24 -25 -12 -14
right_child=1 2 3 10 5 11 7 8 21 13 31 -13 25 -15 -16 -17 32 -19 24 -21 -22 -23 34 35 -26 26 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39
leaf_value=-0.036701486750221883 -0.03467041001492701 0 0 -0.032673306073777712 -0.0061000998990448311 -0.012683377658123439 0.011475570602656721 0 0.010547758667828689 -0.0037198403016746049 0.013158517044507025 0.0033653293164214032 -0.00058531653046399012 0.01962496404649328 0.016898618332480509 0.022800933034414023 0.011247423697933672 0 -0.010988490738160094 0 -0.0015704296050906581 -0.0050945913495368013 -0.0039203465083341568 0.0025900484829495126 0.0083188200936220227 0.016893963327812244 0 0 0.022344873784637492 0 -0.025268677470152559 0 0 0 0 0 0 0
leaf_weight=37.928043415722641 44.989061916450737 12.622877767236785 2.7392322237137705 222.43009522755165 16.833165227188147 316.46443109543907 424.19759255398094 168.94561720251659 43.12549630052672 1345.192985480182 8.879337568636398 243.35958039296384 5.1924205138930146 37.647113550890936 625.59519696271309 117.74799022456864 5.9500696407885698 6.052537350482452 42.99818109915941 23.267862782129669 94.032302136460203 320.50700418216002 5.3774076052359296 2.8876250473731488 14.305368560366331 15.302644832816442 2.5644904602668239 1.6316359674092371 185.29728948639968 8.2123117594746855 85.669763963851437 5.6143315600056658 2.3402545345306844 0.44264269416453306 1.4889504627208223 2.8726189139415501 0.098992499028100478 0.1531696852762251
leaf_count=103122 90774 10849 2224 224758 11008 216585 314681 127663 27431 821388 8500 158926 2877 24098 325153 37058 6709 15503 33429 23649 90015 177665 3622 4696 13377 7726 1344 839 130119 3566 68360 5418 4521 1077 1211 5304 105 136
internal_value=0 0.000602553 0.00113244 -0.0029009 0.00449886 -0.000124304 0.00276843 0.00377551 0.0086571 0.000529872 -0.0225646 -0.00529221 -0.0146699 -0.00245138 0.0137441 0.0159416 -0.019915 -0.0261769 -0.0261527 -0.0300159 0.00862807 -0.00167631 0.0194639 -0.0296147 -0.00152997 0.00699534 0.0127055 -0.0334563 0.0222891 -0.0231639 -0.0244644 0.00762324 0.00325305 0.00776116 0 0 0.0102431 0
internal_weight=0 4456.98 4395.86 1206.9 889.308 694.405 3188.96 3059.24 1158.17 1901.07 317.594 559.824 129.718 1382.84 794.541 134.581 61.1139 43.9806 303.002 245.698 518.23 363.633 194.903 52.3809 57.3035 23.2127 17.8671 46.6207 188.037 106.505 98.2926 14.5927 8.73297 6.39271 6.86636 5.76024 8.97833 5.34559
internal_count=3105486 2986861 2872941 869989 560753 423577 2002952 1908094 657912 1250182 309236 375511 94858 845486 452816 48066 113920 118625 295213 248407 404696 205096 137176 101613 46806 12083 9070 91613 132343 82775 79209 14023 12307 7786 4833 10000 8605 3013
cat_boundaries=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=4243456 1 2 25442353 776 4112 25178113 1 853190 1 786626 2 1 488 44 1 1 8 1 528 372 7240 329800
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=40
num_cat=21
split_feature=0 2 0 3 0 6 7 5 5 6 5 0 8 0 5 2 0 4 5 1 2 7 4 4 5 5 1 4 4 6 4 4 8 0 4 2 5 5 5
split_gain=5.29858 3.9273 2.84245 2.78246 4.66932 3.33761 4.01617 2.65677 3.25236 2.46268 2.30003 8.9515 5.45173 4.58344 8.3399 3.19336 2.15657 1.88891 1.49261 1.47058 1.34477 4.72638 1.88084 1.39712 0.977415 0.967987 0.349597 0.337654 0.308033 0.305317 0.278995 0.269102 0.581256 0.459024 0.252239 0.381552 0.125415 0.0302573 0.00873207
threshold=0 1 2 3 4 5 6 1.5000000000000002 2.5000000000000004 7 1.0000000180025095e-35 8 9 10 2.5000000000000004 11 12 4.5000000000000009 3.5000000000000004 13 14 15 11.500000000000002 5.5000000000000009 1.5000000000000002 5.5000000000000009 16 1.0000000180025095e-35 1.0000000180025095e-35 17 3.5000000000000004 1.5000000000000002 18 19 7.5000000000000009 20 1.5000000000000002 7.5000000000000009 5.5000000000000009
decision_type=9 1 9 1 9 1 1 2 2 1 2 9 1 9 2 1 9 2 2 1 1 1 2 2 2 2 1 2 2 1 2 2 1 9 2 1 2 2 2
left_child=9 2 29 4 5 7 18 17 -9 -1 11 19 -13 15 -15 -12 24 -3 -7 -6 23 30 -23 27 34 -25 -4 -18 -8 38 -22 32 -26 -33 35 -5 -31 -38 -2
right_child=1 3 26 16 10 6 28 8 -10 -11 13 12 -14 14 -16 -17 20 -19 -20 -21 21 22 -24 25 31 -27 -28 -29 -30 36 -32 33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.035387835984567101 -0.0014853000299231251 -0.013385955673657267 -0.035101453047125301 0 -0.031827396993067608 -0.034237661491762016 -0.0017791933251160884 0.020412097466248794 -0.0019928688018872468 0 0.009287125788736637 0.00085430311360287857 0.018328202589606032 -0.0032741469083745187 0.016010983036275666 -0.0050764510278953059 0.0048254269590330022 0.0036023057230467228 0 0 -0.0025349702220291634 0.032880432803839142 0 0.022446477391695783 -0.0020122725385695798 0 0 -0.0013963068414657458 0.0070286364827393533 0 0.006346712055335252 0.0025090396446574396 0.0092446402962988779 -0.0082543170430376105 0 -0.015731740602901594 0.010735985670433938 0 0
leaf_weight=36.547264063912735 9.5811670283728727 211.16138307288202 36.254033412220451 19.290132815134712 41.827468903655245 76.420558933001303 9.702773443568729 57.159030293532851 168.81538647820707 6.1025493093220566 125.43690020062422 441.17087942800572 329.30520669763064 423.16743252344895 388.31830575426284 1328.1712062266597 95.701694842864526 41.389870510334731 29.139566139761882 2.9684404460713258 74.491510484484024 92.36076175281778 2.5712088763248167 27.082468611304652 5.9114322019158863 2.1727032650378524 0.59834209037944575 200.60489341063658 30.712975880451268 1.5832746403757489 22.592819254467031 40.880993188358843 62.404886091302615 19.897913725057151 3.1357192751602261 25.222231881867629 11.530626382038459 0.13589784095529545 0.18081611179513934
leaf_count=103349 7043 183782 95067 13499 29782 80702 7116 43198 129308 15708 114675 317473 176085 319580 298645 728815 50434 35937 30070 1425 47096 29633 1186 9879 3416 959 526 92829 25365 1233 10494 22157 35586 10754 2191 19985 10057 98 116
internal_value=0 0.000554373 -0.0189123 0.00105488 0 -0.00766057 -0.0199024 -0.00253305 0.00423044 -0.0249881 0.00157062 0.00602879 0.00922886 0 0.00577103 -0.00342059 0.00672681 -0.00945318 -0.0284629 -0.0245743 0.00983188 0.0165254 0.0301384 0.00368716 -0.00142872 0.0179447 -0.0297391 0 0.000796562 0.00153717 0 0.00165201 0.00563803 0 -0.0112365 -0.0128617 0.0086421 0.0103742 0
internal_weight=0 4459.05 59.8642 4399.19 3704.87 624.502 145.976 478.526 225.974 42.6498 3080.37 815.272 770.476 2265.09 811.486 1453.61 694.321 252.551 105.56 44.7959 517.578 192.016 94.932 325.562 176.743 29.2552 36.8524 296.307 40.4157 23.0118 97.0843 129.095 68.3163 60.7789 47.6481 44.5124 13.2498 11.6665 9.76198
internal_count=3105253 2986196 114140 2872056 2521958 535478 143253 392225 172506 119057 1986480 524765 493558 1461715 618225 843490 350098 219719 110772 31207 242510 88409 30819 154101 107588 10838 95593 143263 32481 18547 57590 71913 39002 32911 35675 33484 11388 10155 7159
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=4243456 1 71680 1 17301550 2 1 2 12416 1 3215120 14 2425937 1 832 1 1 2 4 1040 284
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=40
num_cat=21
split_feature=0 2 0 4 0 0 5 1 0 6 2 2 0 5 0 6 5 0 2 9 2 5 2 4 1 6 4 4 2 5 4 5 5 5 5 5 5 5 4
split_gain=4.7787 3.43334 2.67258 2.63546 5.91624 4.05035 3.11037 2.67351 5.71177 2.45919 3.80074 2.97373 4.56604 2.70484 2.38369 2.36714 1.97878 1.93537 1.82652 1.16298 0.856594 0.617621 0.563323 0.407016 0.334988 0.291696 0.204259 0.390656 0.188823 0.1134 0.113222 0.103681 0.140657 0.0445201 0.097822 0.0293215 0.0110048 0.00636146 0.00049196
threshold=0 1 2 1.0000000180025095e-35 3 4 4.5000000000000009 5 6 7 8 9 10 3.5000000000000004 11 12 2.5000000000000004 13 14 15 16 6.5000000000000009 17 21.500000000000004 18 19 7.5000000000000009 2.5000000000000004 20 1.5000000000000002 37.500000000000007 2.5000000000000004 7.5000000000000009 1.5000000000000002 1.0000000180025095e-35 7.5000000000000009 6.5000000000000009 5.5000000000000009 6.5000000000000009
decision_type=9 1 9 2 9 9 2 1 9 1 1 1 9 2 9 1 2 9 1 1 1 2 1 2 1 1 2 2 1 2 2 2 2 2 2 2 2 2 2
left_child=15 2 25 4 18 20 7 8 -6 11 16 19 -13 -12 -9 -1 -11 22 31 -7 21 23 -8 -5 -4 37 27 -22 -19 -27 -28 -3 -33 34 -20 -31 -35 -2 -23
right_child=1 3 24 5 6 9 17 14 -10 10 13 12 -14 -15 -16 -17 -18 28 33 -21 26 38 -24 -25 -26 29 30 -29 -30 35 -32 32 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.03426692309316328 -0.0012691408244033299 0.0045140450298723342 -0.03377457020540027 0.018215130080515604 -0.013887890543874071 -0.00073657475064075164 0 -0.0019100666112325674 0.0019153133610912067 0.018680969132458952 -0.012150222279499091 -0.0043763413197992467 0.012397351902074459 0.0029322504432558846 0.015554307787426195 0 -0.0014929743908334938 0 -0.0067822310332127395 0.013435136793648148 0.0029237876363426034 -0.00035013335658031533 0.020555187439846048 0 0 0 0.0093700025065879319 -0.0069462346823954135 -0.0057344832375914312 0.010423644698196689 0 -0.0049819736471726278 0 -0.023754432382465662 0 0 0 0 0
leaf_weight=35.41272198763545 9.4945677133655391 20.704711033144122 34.926799867444061 218.33725839110775 315.14966976046344 1199.7538526054705 9.4402220776537433 95.150404887914192 554.64076448123524 68.501039679438691 384.92334127320646 174.14961777673307 542.22883806501341 112.59242163945601 117.26568296528421 6.0748945561972496 40.982021275005536 20.350374186295085 49.369941999550065 30.73393092097831 81.563684479569929 10.129376899159976 98.321104803471826 1.9569027354009438 0.59567660558968683 1.5399669783655561 9.3092539691424427 31.198807403845422 20.448052804000326 11.647894501889819 0.63927110610529858 26.816757605978641 1.3137777745723713 127.32634902627615 24.88774637014285 0.13589784095529545 13.544497479630079 0.18254822754534039 0.72813580805086608
leaf_count=103728 7034 19852 94706 155128 269427 661463 6300 24633 370678 49515 285680 122356 291347 66357 60855 15655 25806 16810 51086 14813 66467 8688 56738 1808 525 1213 7005 23977 16104 10153 537 30752 1317 129716 23302 98 12998 117 632
internal_value=0 0.000510026 -0.0178088 0.000979232 -0.0022941 0.0027736 0.000557097 -0.00117365 -0.00388241 0.00115731 -0.00406464 0.00298 0.00790729 -0.0080431 0.00778831 -0.023918 0.00959387 0.0129552 -0.0148236 0 0.0123043 0.0160085 0.0182541 0.01769 -0.0285017 0.00155451 0.00126271 0 -0.00103912 0.00845614 0.00761905 0 -0.000249595 -0.0185013 -0.00506314 0.0100639 -0.0227794 0 0
internal_weight=0 4460.98 58.5234 4402.46 1494.73 2907.73 1230.77 1082.21 869.79 2553.87 606.999 1946.87 716.378 497.516 212.416 41.4876 109.483 148.56 263.964 1230.49 353.863 231.152 107.761 220.294 35.5225 23.0009 122.711 112.762 40.7984 13.3238 9.94853 48.8352 28.1305 215.129 74.2577 11.7838 140.871 9.67712 10.8575
internal_count=3105376 2985993 113846 2872147 1090568 1781579 821545 725593 640105 1517337 427358 1089979 413703 352037 85488 119383 75321 95952 269023 676276 264242 166256 63038 156936 95231 18615 97986 90444 32914 11464 7542 51921 32069 217102 74388 10251 142714 7151 9320
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=4243456 1 71680 3219852 1061132 1 525424 2 768 896 8454192 8656896 2 268896 528 1 424 516 1 2 784
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=35
num_cat=24
split_feature=0 2 5 5 0 4 0 3 0 2 6 6 0 4 2 1 2 8 9 8 0 4 1 0 4 5 0 8 0 0 5 5 4 0
split_gain=4.24729 3.03982 2.47483 2.34774 6.63044 2.92843 5.19264 4.85041 4.09638 2.78048 2.21461 1.99357 4.86011 3.66591 1.95165 6.41025 1.93072 1.34043 1.30373 1.20164 0.905389 0.875886 0.380783 0.369599 0.253523 0.255617 0.223806 0.127685 0.255634 0.222654 0.11578 0.087758 0.0352503 0.0341467
threshold=0 1 3.5000000000000004 6.5000000000000009 2 1.0000000180025095e-35 3 4 5 6 7 8 9 6.5000000000000009 10 11 12 13 14 15 16 20.500000000000004 17 18 21.500000000000004 20.500000000000004 19 20 21 22 11.500000000000002 8.5000000000000018 8.5000000000000018 23
decision_type=9 1 2 2 9 2 9 1 9 1 1 1 9 2 1 1 1 1 1 1 9 2 1 9 2 2 9 1 9 9 2 2 2 9
left_child=10 2 18 5 19 6 7 9 16 -3 -1 13 -13 -10 17 -16 32 -8 22 24 30 -18 -2 -9 25 -5 31 28 -22 -29 -6 -4 -7 -20
right_child=1 3 26 4 20 8 14 23 11 -11 -12 12 -14 -15 15 -17 21 -19 33 -21 27 -23 -24 -25 -26 -27 -28 29 -30 -31 -32 -33 -34 -35
leaf_value=-0.032980570487734957 -0.031718485560905875 0.0051553721454640176 0.011023165800712019 0.036062656947965371 -0.01702473766123799 -0.0057311314805851927 0.0079477514673126724 0.0064803959790280035 8.1921057721301416e-05 -0.019779291265938765 0 -0.020934184687649425 0 0.013048745823848049 -0.0097479404097790268 0.019944340291300832 0.013970383178931206 -0.0009120462264891482 0.0028249107396799162 0 0 0 0 -0.0012454947709615934 0 0 0 0.0071319009695654245 -0.0073849456215605118 0 0 0 0 0
leaf_weight=34.157434331424156 41.748142548429314 19.900063241031603 6.0223734437422536 67.663543104834389 21.777627771603878 31.491030187535216 370.65857041165873 96.914469526178436 1521.4653828146475 321.34448207723108 6.1401663144097247 97.820259459615045 506.67173487175023 234.79648118880868 365.05724402853957 55.698491368908435 400.15398223306693 193.69749083580973 2.7896608797527733 9.0607289453037065 8.0329420223133621 5.8336961957975282 1.6393536676187057 5.5617605331353834 0.3036779576796097 0.30205219832714547 2.170208341063697 29.981783099476161 8.5798017466295295 30.393675855913898 3.967909894505282 0.40042850797181007 0.69509011140325938 2.69994106265949
leaf_count=103358 90609 11475 6718 48502 15054 28091 214770 54219 808142 321935 15804 89779 346954 131300 312625 19760 298418 102386 4661 6593 2797 5090 839 3653 362 293 4438 26292 7302 13057 3106 997 639 5393
internal_value=0 0.000412487 -0.0169208 0.000856069 0.0112176 0.000270387 -0.00328958 -0.0117998 0.00220938 -0.0176119 -0.0227903 0.000352572 -0.00431199 0.00217345 0.000593959 -0.00399733 0.0106734 0.00455141 -0.0264872 0.0277324 -0.00418569 0.0128383 -0.0305238 0.00400459 0.0319701 0.0356429 0.0036267 0 -0.00116346 0.00345792 -0.0133646 0.00769057 -0.00446057 0
internal_weight=0 4465.29 57.4701 4407.82 180.064 4227.76 1428.83 443.721 2798.93 341.245 40.2976 2360.75 604.492 1756.26 985.112 420.756 438.174 564.356 48.8771 77.33 102.734 405.988 43.3875 102.476 68.2693 67.9656 8.59301 76.9882 16.6127 60.3755 25.7455 6.4228 32.1861 5.4896
internal_count=3105411 2986249 113655 2872594 123358 2749236 1040823 391282 1708413 333410 119162 1376175 436733 939442 649541 332385 332238 317156 101502 55750 67608 303508 91448 57872 49157 48795 12153 49448 10099 39349 18160 7715 28730 10054
cat_boundaries=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=4243456 1 270432 3219884 1 3150605 512 2 2 590914 898 1 512 9 1 3 11015681 1 288 7240 2 2050 412 329800
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=39
num_cat=25
split_feature=0 2 0 6 3 0 6 7 8 4 0 5 0 1 2 2 8 0 4 5 5 5 2 8 4 4 1 5 4 2 0 8 4 4 2 5 8 0
split_gain=3.78799 2.62643 2.54282 2.12883 2.05838 3.48902 6.17512 4.8939 1.95112 3.32372 1.82941 1.63892 6.11684 3.33975 4.51634 4.29909 2.52804 1.46456 1.44711 1.30231 1.0239 0.885433 0.620927 0.681077 0.625737 0.604009 0.416781 0.258034 0.233462 0.34879 0.225552 0.256513 0.184845 0.309734 0.156266 0.0631462 0.022835 0.0327118
threshold=0 1 2 3 4 5 6 7 8 4.5000000000000009 9 2.5000000000000004 10 11 12 13 14 15 13.500000000000002 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 16 17 1.5000000000000002 1.0000000180025095e-35 18 2.5000000000000004 7.5000000000000009 19 20 21 18.500000000000004 5.5000000000000009 22 7.5000000000000009 23 24
decision_type=9 1 9 1 1 9 1 1 1 2 9 2 9 1 1 1 1 9 2 2 2 2 1 1 2 2 1 2 2 1 9 1 2 2 1 2 1 9
left_child=3 2 27 -1 5 6 8 20 9 -3 21 13 18 15 -15 -7 -14 -10 -13 32 -8 28 24 -24 -21 -9 -4 36 29 -6 31 -23 33 -12 -32 -29 -2 -38
right_child=1 4 26 -5 10 11 7 25 17 -11 19 12 16 14 -16 -17 -18 -19 -20 22 -22 30 23 -25 -26 -27 -28 35 -30 -31 34 -33 -34 -35 -36 -37 37 -39
leaf_value=-0.031837303095341496 0 -0.007947451082397269 -0.033791863858457769 0 0 0.0029508189937325216 0 -0.003401512052039805 0.012792847193945828 0.011672588836398155 0.0079194773985643858 -0.0027861579717029707 0 -0.0064807623838558873 0.01455778240488971 -0.0076377097159891459 0.019231047278912741 0 0.016915640445677539 -0.011191153194741397 -0.027528402503682287 0 0.0097014868866736551 -0.002300344820265466 0 0.0092927172395801238 0 0.0090057881026650594 0 -0.015293292194610831 0 0.00600559733652767 0 0.023199697590570681 -0.0056773325883798078 0 0 -0.0032918263717134294
leaf_weight=33.081507210117707 1.5487317738043203 445.48777752563183 27.392623463852942 6.0929803127983169 19.359179246646818 696.77731974322523 8.1799410552703176 12.438835805500274 110.64535841836914 67.545285707354196 323.05211538416916 546.43431366492587 85.757903813770099 104.9444639866706 266.2427035565488 716.78826716720505 264.00557341143576 171.44978760574304 7.6190283409669055 40.824282089073677 164.50733829534147 9.5047590691247024 73.716820033383556 10.11852096050279 35.229906036111061 40.428417900431668 0.44531684205867605 10.355114377656715 3.1891626877477384 24.885728766210377 6.912879396462813 98.463116974511649 1.6751031007734116 39.668814722273964 15.103191581438297 0.35459849963081147 0.29422860711929388 15.829532353454859
leaf_count=103386 1963 383275 81163 15728 13504 428117 8708 9315 99315 57930 155013 258022 62668 36164 87483 541555 198943 134311 4598 20801 178841 5024 31710 4540 15663 34140 399 9963 2194 19778 4711 51737 1374 13475 10377 265 374 19064
internal_value=0 0.000369395 -0.0158411 -0.0216949 0.000783912 -9.07521e-05 -0.00503022 -0.0186361 -0.000330776 -0.00423177 0.00564232 0.00172109 0.0051223 0 0.00802335 -0.00229019 0.0147602 0.00548713 -0.00112732 0.00851701 -0.0260137 -0.00173638 0 0.00555522 -0.00453582 0.00253556 -0.0277719 0.000873858 -0.0109904 -0.0125468 0.00108458 0.0039122 0.0117762 0.0119991 -0.001699 0.00805521 0 -0.0020171
internal_weight=0 4467.18 56.2201 39.1745 4410.96 3709.25 1020.68 225.555 795.128 513.033 701.704 2688.57 903.817 1784.75 371.187 1413.57 349.763 282.095 554.053 524.286 172.687 177.418 159.89 83.8353 76.0542 52.8673 27.8379 28.3822 47.4341 44.2449 129.984 107.968 364.396 362.721 22.0161 10.7097 17.6725 16.1238
internal_count=3105591 2986477 113191 119114 2873286 2523385 905835 231004 674831 441205 349901 1617550 524231 1093319 123647 969672 261611 233626 262620 242576 187549 107325 72714 36250 36464 43455 81562 31629 35476 33282 71849 56761 169862 168488 15088 10228 21401 19438
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=4243456 1 17373377 2 1 18416558 2 1 1 2425937 2100241 1 640 896 2 1114892 768 3 1 284 263184 4 160 4 65536
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=36
num_cat=23
split_feature=0 2 0 6 5 0 4 0 0 2 1 2 5 4 2 6 4 2 0 8 2 2 0 0 9 5 1 4 5 5 2 4 5 4 0
split_gain=3.35051 2.33745 2.68692 2.03106 1.87657 5.4587 2.19041 4.36405 3.41635 3.62526 3.24957 2.84607 2.47105 2.13736 1.98913 1.93976 3.5841 3.02764 1.37544 1.35024 4.73815 3.16406 1.21512 1.08433 0.834177 0.670007 0.409337 0.388611 0.321745 0.280459 0.227746 0.22466 0.0424141 0.0388222 0.00161543
threshold=0 1 2 3 6.5000000000000009 4 1.0000000180025095e-35 5 6 7 8 9 3.5000000000000004 20.500000000000004 10 11 6.5000000000000009 12 13 14 15 16 17 18 19 8.5000000000000018 20 30.500000000000004 13.500000000000002 1.5000000000000002 21 21.500000000000004 7.5000000000000009 3.5000000000000004 22
decision_type=9 1 9 1 2 9 2 9 9 1 1 1 2 2 1 1 2 1 9 1 1 1 9 9 1 2 1 2 2 2 1 2 2 2 9
left_child=3 2 29 -1 6 24 7 10 9 22 11 -3 -12 -11 18 16 -10 -17 28 21 -21 -9 -8 33 30 -20 -4 -25 -7 34 -6 -32 -31 -16 -2
right_child=1 4 26 -5 5 14 8 19 15 13 12 -13 -14 -15 23 17 -18 -19 25 20 -22 -23 -24 27 -26 -27 -28 -29 -30 32 31 -33 -34 -35 -36
leaf_value=-0.030604299406899987 0 -0.0018976232526893727 -0.033361667240429903 0 0 0.018251349233743715 0.0015191418478362343 0.0085073826034779993 -0.00012945851812549413 0.012356337522533876 0.014341923464061152 -0.018073605783890161 -0.010598441376724943 -0.0088430980196840987 0.0030874534148658782 0.017128583834328061 0.012936264912000534 -0.0075667285929901743 -0.013099339644254216 -0.0076298926236593101 0.015989111787505672 -0.0067532599093068349 -0.014466183852159668 -0.024160789915870302 0 0.0011800088013031466 0 0 0 0.0086929376557683315 0.03322470416046109 0 0 0 -0.00056125572299985322
leaf_weight=31.960883646552247 0.27440683482564054 258.3738132221697 27.02218755429567 6.0549906497508337 3.3681647691410035 35.030729538470041 33.853683862485923 170.74659207982768 1409.8019799979011 584.04026211030578 74.796272702922579 296.62233780922543 24.7430065581284 13.870911427307872 10.72668948228238 11.209579037706135 208.51809494916233 493.59660644191172 16.002102596190529 89.688393867858395 182.11349269124912 325.12556609927924 52.303706768485426 38.42790803987009 2.9791478542902032 7.5474685514054718 0.44787024235120299 0.19759273793897492 0.84490572311915357 15.988074529144797 64.494700445589842 0.29177640401758154 0.24164590501459393 2.5172507530078283 11.282239868382021
leaf_count=103066 350 146400 82427 15562 2374 20033 33134 107313 734590 432639 42282 346756 13624 10934 7956 7036 112169 333410 11587 49196 111024 223630 46629 22994 2141 5844 411 177 780 15724 46415 330 183 1646 14538
internal_value=0 0.000370022 -0.0149896 -0.0205318 0.000762737 0.00997519 0.000229272 -0.00284972 0.00190856 0.00783938 -0.00867831 -0.0118807 0.00480773 0.0108155 -0.00301101 0 0.00157684 -0.00534854 0.00547161 0.00196738 0.00725425 -0.000695849 -0.00731696 -0.0141458 0.0258658 -0.0040644 -0.027378 -0.020007 0.0145278 0.00176052 0.0302885 0.0296828 0.00812389 0 0
internal_weight=0 4467.09 55.2564 38.0159 4411.83 182.428 4229.4 1422.21 2807.19 684.069 654.535 554.996 99.5393 597.911 111.295 2123.13 1618.32 504.806 59.4252 767.674 271.802 495.872 86.1574 51.8694 71.1338 23.5496 27.4701 38.6255 35.8756 27.7864 68.1546 64.7865 16.2297 13.2439 11.5566
internal_count=3105304 2986676 113633 118628 2873043 122277 2750766 1040225 1710541 523336 549062 493156 55906 443573 71017 1187205 846759 340446 38244 491163 160220 330943 79763 32773 51260 17431 82838 23171 20813 30795 49119 46745 15907 9602 14888
cat_boundaries=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=4243456 1 16848960 2 8288 3224044 11605773 532 1 896 844 2 512 3352 1 288 288 1049345 266374 1 1 514 65536
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=40
num_cat=22
split_feature=0 4 5 0 0 2 3 4 5 4 9 7 2 5 5 2 5 0 2 8 0 2 5 0 4 8 1 0 2 7 4 4 4 5 5 4 2 2 4
split_gain=2.99277 2.2642 2.08297 4.08614 2.19473 5.71069 2.726 2.36034 2.12448 2.47464 1.87627 1.68197 2.45856 2.24846 1.47519 5.24721 1.94995 4.92048 3.17249 3.07814 3.9742 2.34112 1.16067 1.1085 1.06687 0.995174 0.923677 0.905346 0.879575 0.574268 0.528893 0.52304 0.51877 0.437225 0.391361 0.367778 0.367614 0.321215 0.298802
threshold=0 1.0000000180025095e-35 6.5000000000000009 1 2 3 4 5.5000000000000009 2.5000000000000004 11.500000000000002 5 6 7 1.0000000180025095e-35 4.5000000000000009 8 1.0000000180025095e-35 9 10 11 12 13 1.5000000000000002 14 9.5000000000000018 15 16 17 18 19 1.5000000000000002 7.5000000000000009 9.5000000000000018 9.5000000000000018 7.5000000000000009 1.0000000180025095e-35 20 21 30.500000000000004
decision_type=9 2 2 9 9 1 1 2 2 2 1 1 1 2 2 1 2 9 1 1 9 1 2 9 2 1 1 9 1 1 2 2 2 2 2 2 1 1 2
left_child=1 33 4 10 5 7 25 11 9 -9 -4 12 -2 -13 16 31 17 26 -19 20 -18 -21 23 -3 -25 -7 -6 -17 -5 -10 36 -16 34 37 -32 -8 -24 -1 -30
right_child=2 22 3 28 14 6 35 8 29 -11 -12 13 -14 -15 15 27 19 18 -20 21 -22 -23 30 24 -26 -27 -28 -29 38 -31 32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.00093879548008677564 0.00053408722450634801 0.023719578473412082 0.00039406841959769759 -0.021975223706751829 0 0.0092064742011256275 0.027913974419961237 0.0023560930641759832 0 -0.001719540049446122 -0.0092695911845919569 -0.0093238543146924226 0.0087696562475590746 -0.012737042893186432 0 0.010534699620802961 -0.0018683030508770604 0.01181542419427708 -0.017144345280582191 -0.0017503923090582388 0 0.0047194634593559744 -0.026326605307931756 0 -0.020211652974480833 0 0.021222448067421126 -0.017529576377287182 -0.010895111688279859 0.018231513365820906 0 0 0 0 -0.00016267533470505714 -0.0068685736552722317 -0.024863257227811644 0
leaf_weight=4.6934781020681839 412.27798807753425 19.670883959410276 114.43751484868699 31.68091089137306 45.567229427855636 39.194617668730643 14.845050215721129 56.699632685347751 20.771428233158076 27.105023725889623 5.5955108711787025 50.3470848838042 382.06982109803721 253.55578399501974 59.163386273081414 4.7267955596253159 293.12785701020766 187.76345203365054 506.12148488211096 150.13321229476423 1147.9139939031957 95.019793253333773 6.7894176259578671 17.501939097768631 1.9884472233970871 230.56471896397125 7.4116497255745335 132.86500505114964 29.378209875838369 17.086960454587825 25.812306934487431 1.8019559136591841 1.6842057497124177 1.2528946768434241 1.0516270823136427 38.02684995191521 15.831678934348021 58.476537430991812 0.11910180081031185
leaf_count=8509 273197 21844 67425 24822 41225 39762 11185 40203 16262 22354 3062 31126 321848 145938 29638 4410 188961 115015 291543 75173 653839 54323 4847 32220 1952 272612 3319 61798 24513 9292 28199 742 1581 1745 1193 23214 26968 129213 154
internal_value=0 -0.0122187 0.000441275 0.0101332 0 -0.00299769 -0.0140335 3.573e-05 0.0119596 0.0193949 0.019151 -0.00130186 -0.00389486 0.00431833 0.00170058 0.00953451 0.000838033 0.00505012 0.00780385 -0.000908482 0.000763035 -0.0104829 0 -0.0103757 -0.0176409 -0.0183174 -0.0161743 0.0191209 -0.00617273 -0.00137633 0.00715993 -0.00907777 0.0127046 -0.023757 0.0160442 0.00122838 0 -0.024878 -0.0137098
internal_weight=0 154.753 4355.37 181.211 4174.16 1542.54 322.631 1219.91 121.663 83.8047 120.033 1098.25 794.348 303.903 2631.62 198.557 2433.06 746.864 693.885 1686.19 1441.04 245.153 90.3305 39.1613 19.4904 269.759 52.9789 137.592 61.1782 37.8584 51.1692 60.9653 28.5481 64.4229 26.8639 52.8719 22.6211 63.17 29.4973
internal_count=3105226 258271 2846955 119976 2726979 1206993 346773 860220 88111 62557 70487 772109 595045 177064 1519986 96588 1423398 451102 406558 972296 842800 129496 118804 56016 34172 312374 44544 66208 49489 25554 62788 30380 30973 139467 29392 34399 31815 137722 24667
cat_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=4243469 272608 17047858 944 1 1 1 768 768 8392832 265 3 8392832 368 8 12 1 3145728 833 1 288 514
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=36
num_cat=25
split_feature=0 2 0 6 3 0 6 7 2 4 2 0 0 1 2 2 0 8 5 8 0 4 0 2 2 5 4 4 4 1 2 5 4 8 5
split_gain=2.71912 1.92893 2.37513 1.85295 1.48911 2.78254 4.48063 4.44726 1.72664 1.72094 4.3354 1.77941 1.53508 1.51522 4.71751 1.92611 1.4639 1.36421 2.11707 1.2812 2.14782 1.24156 1.22568 1.04734 0.903179 0.837395 0.727006 0.425605 0.42133 0.381172 0.348633 0.248678 0.176162 0.156985 0.0430162
threshold=0 1 2 3 4 5 6 7 8 13.500000000000002 9 10 11 12 13 14 15 16 1.5000000000000002 17 18 7.5000000000000009 19 20 21 12.500000000000002 17.500000000000004 11.500000000000002 1.0000000180025095e-35 22 23 2.5000000000000004 16.500000000000004 24 7.5000000000000009
decision_type=9 1 9 1 1 9 1 1 1 2 1 9 9 1 1 1 9 1 2 1 9 2 9 1 1 2 2 2 2 1 1 2 2 1 2
left_child=3 2 31 -1 5 6 17 25 19 13 11 -11 -12 15 -15 -7 26 18 -3 20 27 -19 23 -21 -24 -8 33 -6 -9 -4 -22 -2 -18 -10 -33
right_child=1 4 29 -5 8 9 7 28 16 10 12 -13 -14 14 -16 -17 32 21 -20 22 30 -23 24 -25 -26 -27 -28 -29 -30 -31 -32 34 -34 -35 -36
leaf_value=-0.028695987759790448 0 -0.011469248933151242 -0.031608975903836205 0 0.017886972608951009 0.0028968597827359515 -0.029326631144776679 -0.0022434976536804588 0 0.036301871478305638 0.0062209982610094486 0 -0.015226528179967495 0.013907554706164416 -0.0024354638539763654 -0.0029011854353176766 -0.0074031690646314003 0.0083481773785352622 0.0017451141357867194 -0.0022323073033978626 0 -0.0077421308923154497 0.00094809928822816832 0.013917372760964539 -0.0068892878521380823 0 0 0 0.0081583734698043326 0 -0.0086326704777252763 0.0087245878567587809 0 0.027316096739074754 0
leaf_weight=30.302842142535155 17.303274008932934 193.51917718757613 25.561031281387841 6.0686142114100212 107.93176437093643 877.76620582531905 111.46133547553472 9.8910346390475734 4.9603894960600883 26.721032347282744 11.766663983522447 12.222007456904974 28.359890128806001 271.48078262826311 334.71917380671948 1414.8528664776713 5.6258988136542021 186.75093389036556 181.15517764703327 13.167841568472795 26.554671690100804 17.671455310221063 194.20146885729628 60.834911603480577 226.70141031173989 0.63648253955761802 1.1906086065573607 1.1209459117962968 33.774405024276348 0.45506004116032528 21.241158307529986 10.459017111403224 0.18917883571702976 44.72761871048715 0.24543852609349492
leaf_count=102600 20734 173493 81744 15878 43281 594274 122127 7552 2327 15354 9100 8758 20257 88454 119124 1029017 3633 149945 142952 10468 15965 14872 88481 38279 104501 754 937 514 28214 414 13046 9767 167 28093 181
internal_value=0 0.000187242 -0.0138755 -0.0188205 0.000549195 -0.00018675 -0.00559608 -0.0192797 0.00467064 0.00110581 0.0135698 0.0278542 -0.00522727 0.000531669 0.00490305 -0.00054342 0.0177314 -0.000746533 -0.00457011 0.00207372 0.00896717 0.00466568 -5.73306e-05 0.00863725 -0.00285383 -0.0282359 0.023077 0.0157978 0.00177559 -0.0257784 -0.00329778 0.00142865 -0.00180489 0.0278147 0.00806793
internal_weight=0 4475.22 54.0238 36.3715 4421.2 3712.75 734.86 155.763 708.448 2977.89 79.0696 38.943 40.1266 2898.82 606.2 2292.62 56.6937 579.097 374.674 651.754 156.849 204.422 494.906 74.0028 420.903 112.098 50.8786 109.053 43.6654 26.0161 47.7958 28.0077 5.81508 49.688 10.7045
internal_count=3105257 2986779 112840 118478 2873939 2524247 639909 158647 349692 1884338 53469 24112 29357 1830869 207578 1623291 35157 481262 316445 314535 72806 164817 241729 48747 192982 122881 31357 43795 35766 82158 29011 30682 3800 30420 9948
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
cat_threshold=4243456 1 16848960 2 1 18350638 2 1 960 604 10576 2105792 1 302 656 1059578 1 2 8657188 538510 512 640 1 768 8
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=37
num_cat=24
split_feature=0 2 0 6 5 0 2 4 0 3 0 8 2 0 4 2 1 0 0 5 2 8 2 8 5 5 4 1 5 5 4 0 5 4 8 0
split_gain=2.46297 1.84998 2.09319 1.81117 1.24841 4.16171 1.70619 1.69037 3.64863 4.41967 2.83025 2.69602 1.94476 1.26513 1.11586 1.04685 4.74706 1.34952 1.04205 0.844157 0.816417 0.992535 0.782207 1.74834 1.1584 0.667041 0.376759 0.371313 0.298971 0.226203 0.165956 0.130569 0.0432793 0.0392693 0.0198601 0.0303185
threshold=0 1 2 3 6.5000000000000009 4 5 1.0000000180025095e-35 6 7 8 9 10 11 21.500000000000004 12 13 14 15 1.0000000180025095e-35 16 17 18 19 1.5000000000000002 8.5000000000000018 30.500000000000004 20 13.500000000000002 2.5000000000000004 21.500000000000004 21 7.5000000000000009 3.5000000000000004 22 23
decision_type=9 1 9 1 2 9 1 2 9 1 9 1 1 9 2 1 1 9 9 2 1 1 1 1 2 2 2 1 2 2 2 9 2 2 1 9
left_child=3 2 29 -1 7 20 13 8 9 11 12 -3 31 28 -14 17 -17 -10 33 -11 -6 30 23 -12 -24 -15 -20 -4 -7 34 -22 -9 -31 -8 -2 -36
right_child=1 4 27 -5 5 6 18 10 15 19 22 -13 14 25 -16 16 -18 -19 26 -21 21 -23 24 -25 -26 -27 -28 -29 -30 32 -32 -33 -34 -35 35 -37
leaf_value=-0.02787069051726216 0 0 -0.030607790750018089 4.1714720727797471e-05 0 0.016973500618482681 0.0031054725440761151 0 0 -0.0042303442983152749 0.0096102957804075906 -0.021362424546807025 0.010269294185455621 -0.013171394687082227 -0.0042037615065262509 -0.0078990536851132557 0.017231696384692276 0.0097711512153228035 -0.023356515998365468 0.0093613820537219086 0.034867694286257987 0 -0.0033792399882449629 -0.0055726550375000189 0.001307864281446601 0.00098204717686704141 0 0 0 0.0081977922915002482 0 -0.0094660000277656878 0 0 0 -0.0031268229563662341
leaf_weight=29.612989935054429 1.5437872703187168 73.884560734026309 24.759498769959464 5.984609541057579 18.531046498770593 35.73446091286678 10.719111077400155 13.392990636493776 423.27119652160764 18.000337996345479 188.67031135843717 214.22000350980306 566.6532493946288 16.04016615787987 11.747803029778877 374.51202146935248 58.519073249946814 172.01062465463474 37.711484911182197 84.120677811908536 50.008786079313722 6.2090352196828453 952.71428344201559 57.289850087501691 1002.8465380402558 7.6207959776220369 0.19281399186001991 0.44731146242702635 0.85136484616668795 10.655771503043066 0.20364983286708493 22.927083225979004 0.26495710405288342 2.4990867794840588 0.31228268181439489 15.7344501349071
leaf_count=103285 1935 71578 81620 15690 13168 20045 7900 12641 227712 12767 128334 221616 411513 11566 9628 333004 20377 105722 22231 44032 33931 4502 555628 34700 543131 6046 179 405 771 9796 238 18476 203 1633 398 18842
internal_value=0 0.000195204 -0.0135948 -0.0179894 0.000550398 0.00798583 -0.00306385 0.000100327 -0.00260483 -0.0103601 0.00158141 -0.0167318 0.00735527 0.004599 0.00913923 0.000359427 -0.00289606 0.00323307 -0.0134413 0.00427842 0.0216723 0.0264193 -6.50351e-06 0.00473991 -0.00083686 -0.00423286 -0.0192648 -0.0248571 0.0134555 0.000682765 0.030698 -0.00702382 0.00749615 0 0 -0.00188242
internal_weight=0 4474.82 53.7181 35.5976 4421.1 186.322 111.369 4234.78 1418.54 390.226 2816.24 288.105 614.721 60.2468 578.401 1028.31 433.031 595.282 51.1225 102.121 74.9525 56.4215 2201.52 245.96 1955.56 23.661 37.9043 25.2068 36.5858 28.5112 50.2124 36.3201 10.9207 13.2182 17.5905 16.0467
internal_count=3105243 2986268 113199 118975 2873069 122210 70371 2750859 1036808 349993 1714051 293194 452258 38428 421141 686815 353381 333434 31943 56799 51839 38671 1261793 163034 1098759 17612 22410 82025 20816 31174 34169 31117 9999 9533 21175 19240
cat_boundaries=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=4243456 1 16849088 2 8288 844 1122732 1 3225357 10 512 3352 898 1 19138641 266374 578 3 522 5 1 264 4 65536
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=37
num_cat=24
split_feature=0 6 2 0 3 0 6 9 5 0 1 0 0 2 2 8 4 2 5 0 0 8 0 4 0 8 1 2 5 5 4 5 5 5 4 5
split_gain=2.17476 1.7331 1.60002 2.1221 1.06482 2.49056 4.76945 2.2747 1.56357 4.65172 2.29856 4.04932 3.80299 1.54646 1.45926 1.4588 3.66928 1.38216 1.34688 1.33916 1.05347 0.889003 1.14841 0.657337 0.578858 0.538558 0.359875 0.257749 0.229032 0.18512 0.172655 0.16613 0.0979917 0.0591859 0.0514017 0.0403291
threshold=0 1 2 3 4 5 6 7 2.5000000000000004 8 9 10 11 12 13 14 4.5000000000000009 15 2.5000000000000004 16 17 18 19 17.500000000000004 20 21 22 23 2.5000000000000004 8.5000000000000018 16.500000000000004 7.5000000000000009 1.5000000000000002 5.5000000000000009 3.5000000000000004 7.5000000000000009
decision_type=9 1 1 9 1 9 1 1 2 9 1 9 9 1 1 1 2 1 2 9 9 1 9 2 9 1 1 1 2 2 2 2 2 2 2 2
left_child=1 -1 3 28 5 6 15 14 10 17 12 -12 -7 19 -8 18 -17 -10 -4 23 31 22 -22 29 -23 -11 -5 -9 -2 -6 -21 34 -3 -34 -15 -30
right_child=2 32 4 26 13 8 7 27 9 25 11 -13 -14 20 -16 16 -18 -19 -20 30 21 24 -24 -25 -26 -27 -28 -29 35 -31 -32 -33 33 -35 -36 -37
leaf_value=-0.02682029920964514 0 0 0.010510813024207619 -0.029885494098134621 0.026458503681145974 -0.010224581798871181 0 0.0088920983211296552 0.0094855336978285805 0.00067557776204952126 -0.01159475034306176 0.01086481023638964 0.00072985609162513746 -0.00041300699070970497 -0.023521020705764197 -0.0077511835246601261 0.012768288920720034 -0.003334559537260326 -0.0020139997322086425 -0.0073057254004881764 0.014019833941675103 -0.0008809420571738529 -0.0019430387058722643 0 0.0070260988835153726 0.01463672734835925 0 0 0.0083390982875466008 0 0 0 0.0068315745794633679 0 -0.010551831791026728 0
leaf_weight=28.757447796722772 17.266135999867405 1.7734038754424535 159.0119767277065 24.195459934093378 48.958662297809497 388.60681298363488 39.906422848900547 4.9967841767029313 53.97758690178307 96.883281663787784 57.066932775080204 325.75419742567465 1049.7380142007787 99.357369701669086 148.23515855822552 426.06185953555541 71.025577874868759 499.44016561027092 82.185861151672725 5.5885255949688135 111.36344043974532 325.13961594016291 17.067168390727602 1.1785911158076476 72.912676480016671 302.30126095180458 0.45036346669076266 4.0431204530468658 10.602638787495376 2.0792961742845355 0.18626627355115477 3.6004837234504512 3.6976975146026234 0.47136427968507622 25.843964654020965 0.24138006329303685
leaf_count=103047 20862 4676 136715 82219 29318 352609 27966 5296 35181 72105 22238 104598 644469 64758 175536 369716 61102 226793 66072 3633 43905 131525 9799 935 46853 217944 413 4550 10234 1256 166 2102 9843 1077 15856 177
internal_value=0 -0.0170037 0.000184671 -0.0126985 0.000518027 -9.40692e-05 -0.00451931 -0.0172728 0.00133511 0.00457487 -0.000236927 0.00617309 -0.00223856 0.00398701 -0.0202607 -0.000239974 -0.00362156 -0.00102351 0.00519466 0.0161644 0.00155257 0.00385338 0.0101597 0.0212828 0.000391891 0.0123015 -0.0242049 0.0050112 0.00127569 0.0256758 -0.00171832 -0.00475941 0.000159035 0.00535771 -0.00607393 0.00769777
internal_weight=0 34.6999 4475.27 52.756 4422.51 3709.24 935.467 197.181 2773.77 952.602 1821.17 382.821 1438.34 713.276 188.142 738.285 497.087 553.418 241.198 57.9913 655.285 526.483 128.431 52.2165 398.052 399.185 24.6458 9.0399 28.1102 51.038 5.77479 128.802 5.94247 4.16906 125.201 10.844
internal_count=3105544 118643 2986901 113905 2872996 2522890 846953 213348 1675937 552023 1123914 126836 997078 350106 203502 633605 430818 261974 202787 35308 314798 232082 53704 31509 178378 290049 82632 9846 31273 30574 3799 82716 15596 10920 80614 10411
cat_boundaries=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=4243456 2 1 16848960 1 18416430 2 1 2100241 1 267264 8396992 62 768 6 22 1059578 3211353 2 8657188 8652832 2 1 716
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=40
num_cat=26
split_feature=2 0 5 0 2 5 4 2 7 1 8 3 2 8 2 2 0 0 4 5 8 4 5 4 4 0 8 9 2 2 0 4 5 5 0 4 0 8 0
split_gain=1.93897 8.73926 1.89542 0.860897 2.62101 2.22012 1.35402 1.59144 1.34078 2.2046 1.31486 2.18193 2.05495 1.26915 1.21849 1.21347 5.92191 3.43639 2.73139 1.71763 1.6572 1.4976 1.12518 0.883083 0.8093 0.757435 0.623422 0.61576 0.996636 0.986619 0.501615 0.490951 0.478915 0.409621 0.483318 0.325681 0.473807 0.310044 0.303203
threshold=0 1 1.5000000000000002 2 3 8.5000000000000018 5.5000000000000009 4 5 6 7 8 9 10 11 12 13 14 5.5000000000000009 2.5000000000000004 15 20.500000000000004 1.5000000000000002 9.5000000000000018 3.5000000000000004 16 17 18 19 20 21 1.0000000180025095e-35 7.5000000000000009 1.0000000180025095e-35 22 4.5000000000000009 23 24 25
decision_type=1 9 2 9 1 2 2 1 1 1 1 1 1 1 1 1 9 9 2 2 1 2 2 2 2 9 1 1 1 1 9 2 2 2 9 2 9 1 9
left_child=1 2 26 4 8 15 10 23 9 13 22 12 -12 -2 -13 16 -5 27 19 -18 21 -19 24 32 -6 -7 -1 28 -17 -29 -20 -4 -8 -9 -35 36 -28 38 -10
right_child=3 -3 31 5 6 25 7 33 37 -11 11 14 -14 -15 -16 17 18 20 30 -21 -22 -23 -24 -25 -26 -27 35 29 -30 -31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0.0037401757192140443 0 -0.03336631560988295 0 0.012039254640023981 0.020037614152524291 0.023037445995259601 0.025278861442897368 0.0048027417495773665 0.011635095674883571 0.0040551004739743336 0 0.0092920987747059647 -0.010151923983470017 -0.024678053744976676 -0.0010456971532264009 -0.00044554760565016405 -0.019767484005840393 0.0097714084096357789 0.012730894069327743 0 -0.0035148244210642028 -0.0085773422422480549 0 0 0 0 0 -0.0041116891251949221 -0.005794298350675825 0.010256340563401139 0 0.020324970955584047 0 0.00091000130878409315 -0.0092086548606826035 0 -0.014149918056788639 -0.0023999139141294198 0
leaf_weight=6.262469489047362 10.354797333893657 53.040435783488647 28.849749251414323 375.27647088595768 38.276458483043825 22.52980514819501 39.381954712385777 15.776315495837478 8.3621417551330506 7.4680193624226368 298.63290181428601 145.40861186722759 403.76582476839394 90.089757201771135 176.86449404025916 940.58578827190649 107.01348011454684 514.53265537855623 22.96441783492628 51.015124542434933 89.321880682226038 8.278502818226114 68.155828435206786 21.823274115100503 5.7159419723320744 7.0427094209590022 8.0576021662527619 27.670859049656428 705.15736761674634 57.737624178960687 6.4582342243666089 33.948226449945651 0.86933334724744682 3.60181010987435 52.42281377845211 11.034473615378372 38.008840344278724 5.0744402884156452 3.7749143824912617
leaf_count=6163 17086 169360 33604 269018 28389 13159 25714 13240 5528 5461 215411 75835 343292 170193 93108 442658 113571 316345 17430 47841 53966 6089 47784 16576 4100 5449 10131 11185 374063 24682 4071 27862 618 2670 36658 7372 45593 3395 2655
internal_value=0 -0.00927698 0.00463937 0.000349508 -0.00157059 0.00137214 0 0.00848308 -0.0134287 -0.0180845 -0.00122372 -0.0026288 -0.00586412 -0.0225844 0.00339527 0.000867746 0.004878 -3.87673e-05 -0.00773578 -0.0139063 0.00603861 0.00833765 0.00703889 0.0164755 0.016159 0.0207346 -0.00366172 -0.00244495 -0.00301631 0.00367554 0.00934457 0.015224 0.0237264 0 -0.00594495 -0.00839231 -0.0119601 0 0.00738158
internal_weight=0 179.202 126.161 4331.4 1395.82 2935.58 1270.7 133.876 125.124 107.913 1136.82 1024.67 702.399 100.445 322.273 2906.01 562.728 2343.28 187.451 158.029 612.133 522.811 112.148 62.0746 43.9924 29.5725 63.3634 1731.15 1645.74 85.4085 29.4227 62.798 40.2513 71.8009 56.0246 57.1009 46.0664 17.2115 12.1371
internal_count=3107325 300085 130725 2807240 1107713 1699527 903395 95476 204318 192740 807919 727646 558703 187279 168943 1680919 451931 1228988 182913 161412 376400 322434 80273 42908 32489 18608 69259 852588 816721 35867 21501 61466 26332 52568 39328 63096 55724 11578 8183
cat_boundaries=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=5 17120865 23413031 26 800 1 1 4 1 768 4 224 538 1583128 1058904 3 15040 4 1 192 64 1600 4 16852000 3 292
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=40
num_cat=25
split_feature=2 0 8 4 1 3 3 0 5 5 0 0 8 5 8 0 0 4 2 4 5 0 1 5 2 2 4 2 6 5 8 2 4 4 8 7 4 8 4
split_gain=1.75646 7.88789 1.84755 1.33006 1.12604 0.728635 0.68652 2.06438 1.86199 1.78387 6.01155 3.84392 4.96272 4.8167 2.75696 4.01569 2.92645 1.793 3.86822 1.24541 1.24516 1.23838 1.15577 1.09888 3.41334 1.48969 1.08962 0.882846 0.878166 0.786635 0.74485 0.722689 1.02432 0.712804 2.85779 0.71094 0.784835 0.704149 1.62264
threshold=0 1 2 1.5000000000000002 3 4 5 6 1.5000000000000002 1.0000000180025095e-35 7 8 9 3.5000000000000004 10 11 12 5.5000000000000009 13 2.5000000000000004 1.5000000000000002 14 15 3.5000000000000004 16 17 7.5000000000000009 18 19 6.5000000000000009 20 21 1.5000000000000002 5.5000000000000009 22 23 15.500000000000002 24 1.5000000000000002
decision_type=1 9 1 2 1 1 1 9 2 2 9 9 1 2 1 9 9 2 1 2 2 9 1 2 1 1 2 1 1 2 1 1 2 2 1 1 2 1 2
left_child=1 2 -1 4 -4 -3 7 8 33 10 22 17 20 -14 15 -12 -16 19 -19 -11 -13 31 -9 24 26 29 -10 37 -26 -25 -29 -8 -33 34 -2 -35 -37 38 -23
right_child=6 5 3 -5 -6 -7 21 9 23 11 14 12 13 -15 16 -17 -18 18 -20 -21 -22 27 -24 25 28 -27 -28 30 -30 -31 -32 32 -34 35 -36 36 -38 -39 -40
leaf_value=0.016758266662403657 0.00020516350812293683 -0.036218008470302376 -0.016423402256722296 0.0070156012700022434 0.0023368359682561361 0 0.0026108594017173825 -0.024624106631007447 0.02184397953498482 -0.0036028605219139615 0.029390739243192878 0 -0.012343249868138471 0.012869881264214948 0.013629816560740284 -0.0041526125285551233 -4.0341986985569078e-05 0.0076144582355058112 -0.019290311459390811 0.0033064599806130767 0.014309533162634967 0 0 -0.018602348500035153 0 0.00078073628349373389 0 0.02009096340093286 -0.013504059592504728 0 0 0 -0.018606264599289997 -0.0062470794434959266 -0.018979975794690674 0.017307983340357876 0 0 0.016349411233258358
leaf_weight=37.900504514524073 86.679011858948797 54.656902946369883 51.331775138198282 29.760235713780276 3.2121957211638792 1.18164182815235 10.652568460442126 48.229717434496706 75.005341039546693 982.25982532139824 87.248645941297582 98.362693244380353 211.40686251026636 73.540625797562825 174.56737851204525 24.658028815370926 435.96845708419278 36.101944069261663 137.94040615151607 283.75908350223472 355.14111374375352 74.361713759659324 5.0056953102466641 58.396495258930372 67.77651703995798 104.79039599873431 2.4124937648884943 37.34877571137622 38.197303369815927 11.618779843411174 15.455508099752477 35.921253848879132 33.787049645558 39.310226698267797 161.07066972948633 10.901954609580569 2.6946893240092313 433.18431738007348 75.463903582422063
leaf_count=37017 74136 175851 62447 22409 1060 1059 6086 43182 72989 582300 36762 85765 152271 59535 139394 19645 244833 18914 73337 144306 258776 36969 3258 46477 51650 98744 1983 22509 39260 9502 8460 21264 18244 40651 149216 6964 2533 205899 29685
internal_value=0 -0.0087956 0.00472612 -0.00192173 -0.011333 -0.0311401 0.000399165 -8.97359e-05 -0.00505444 0.000970348 0.00502519 -0.000381829 0.0051633 -0.00414587 0.0079701 0.0208775 0.00400487 -0.00348813 -0.0125124 -0.00178207 0.0114823 0.00317747 -0.0185344 0 0.00490778 -0.00534403 0.017478 0.0049203 -0.00482928 -0.0137029 0.0151182 -0.0054358 -0.00990357 -0.01054 -0.0125664 0 0.0100513 0.00260376 0.0077271
internal_weight=0 178.043 122.205 84.3042 54.544 55.8385 4329.22 3613.04 658.854 2954.19 775.678 2178.51 738.451 284.947 722.443 111.907 610.536 1440.06 174.042 1266.02 453.504 716.175 53.2354 358.197 183.392 174.806 77.4178 635.814 105.974 70.0153 52.8043 80.3609 69.7083 300.657 247.75 52.9069 13.5966 583.01 149.826
internal_count=3105342 299843 122933 85916 63507 176910 2805499 2456383 594105 1862278 487074 1375204 556347 211806 440634 56407 384227 818857 92251 726606 344541 349116 46440 320605 165882 154723 74972 303522 90910 55979 30969 45594 39508 273500 223352 50148 9497 272553 66654
cat_boundaries=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=5 17120832 6 1 1 1 20988454 12424 3476752 1 12 3410960 1639744 264 6636609 1 778 784 960 2 5 80 6 1 10
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=40
num_cat=27
split_feature=0 6 5 0 9 1 0 1 7 2 7 0 2 0 0 2 2 0 2 5 0 0 2 2 4 0 5 0 2 8 4 2 4 5 4 4 4 5 5
split_gain=1.76001 1.44772 1.23862 2.77221 1.54946 7.04043 6.20718 2.68154 8.15532 8.43292 7.99702 8.9294 5.08296 15.1678 5.00818 4.12396 4.08467 3.8601 2.93159 2.67587 2.21485 1.81794 1.51821 1.48405 1.46172 1.33644 0.968396 0.84731 0.844701 1.01574 0.729787 0.626154 0.618128 0.565941 0.50648 0.434736 0.338091 0.34304 0.333049
threshold=0 1 6.5000000000000009 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 2.5000000000000004 18 19 20 21 2.5000000000000004 22 4.5000000000000009 23 24 25 1.0000000180025095e-35 26 2.5000000000000004 8.5000000000000018 4.5000000000000009 41.500000000000007 30.500000000000004 20.500000000000004 13.500000000000002
decision_type=9 1 2 9 1 1 9 1 1 1 1 9 1 9 9 1 1 9 1 2 9 9 1 1 2 9 2 9 1 1 2 1 2 2 2 2 2 2 2
left_child=1 -1 4 28 7 6 32 10 9 17 12 15 14 -14 -2 -12 24 -9 -13 -11 -18 -7 26 27 -10 38 -23 -5 -4 -30 31 -8 -6 -27 -24 -32 37 -29 -25
right_child=2 -3 3 23 5 21 30 8 16 19 11 18 13 -15 -16 -17 20 -19 -20 -21 -22 22 34 25 -26 33 -28 36 29 -31 35 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.024126357890637266 -0.0048862804786747654 0 0 0 -0.01347837775547427 0.0076873204033752838 -0.0037911822127941301 0.014668173852221864 0.010734733602422124 0.033922264703258931 0 0.0064705049221642982 7.3615431395489513e-05 -0.021317433330872784 0.0069874637623373427 0.02870661483464982 0.00064905524926305806 -0.0091851929784645178 -0.013924028622520372 0.0033059332031975495 -0.016090090022449641 -0.026375051487571896 0.0086148953294149979 0.017701282365878625 -0.0028225082751792978 -0.012361056524026373 0 -0.022302857427184759 0.027099371801788386 0 0.038543355953538971 0.010188378177313521 0 3.5981284332935722e-05 -0.0054404223500528941 0 0 0 0
leaf_weight=29.305993994761593 825.55021828941608 6.1449067166722662 18.971821662707953 13.448360399430383 23.139425996410864 7.3443849206669256 11.958799257408826 62.800226777850185 143.764843305049 146.54759446566459 62.307368706038687 75.403708681798889 763.90218140804427 515.06773000224712 562.48638220233261 172.56444193291827 71.032351477944758 155.37119557056576 115.48813548234466 70.422331656882307 222.21846621343866 55.212254193902481 20.554391203506384 37.023194390741992 78.717180300154723 15.614638005936287 4.6082268420723258 35.512065632763552 52.759101675677812 6.3940909391967571 73.128428273168538 13.534287558162761 15.710880296508547 6.9768814108683719 14.355263318691867 0.47720035217935119 0.19117387753794801 0.23413202696246926 0.9068801699904715
leaf_count=104515 514955 15944 13513 9529 23953 4424 10147 36949 49145 60106 38796 50662 527122 562507 458209 105730 26195 62541 83198 29238 77755 18033 6749 21768 26115 11130 1429 20963 34601 4531 52080 17125 12733 5487 5430 499 176 215 1001
internal_value=0 -0.0151804 0.000217211 0.00759196 -8.70033e-05 0.00716327 0.0207602 -0.000640594 0.0038187 0.0136179 -0.00213119 0.00995624 -0.00426136 -0.00869879 0 0.0216683 -0.00419361 0 -0.0048434 0.0257652 -0.011544 -0.00948259 -0.0142237 -0.00145209 0.00479448 0.0053032 -0.0211436 -0.0117554 0.0183955 0.0229264 0.030738 0.000872943 -0.00620102 -0.00419409 0 0.037905 -0.0171678 -0.0210587 0.0140588
internal_weight=0 35.4509 4471.7 188.032 4283.67 240.024 137.949 4043.64 950.874 435.141 3092.77 425.764 2667.01 1278.97 1388.04 234.872 515.733 218.171 190.892 216.97 293.251 102.075 94.7301 109.907 222.482 60.5216 59.8205 49.3857 78.125 59.1532 99.0987 25.4931 38.8503 22.5915 34.9097 73.6056 35.9374 35.7462 37.9301
internal_count=3105198 120459 2984739 122914 2861825 152602 116537 2709223 368044 188834 2341179 278386 2062793 1089629 973164 144526 179210 99490 133860 89344 103950 36065 31641 70269 75260 39386 19462 30883 52645 39132 79851 27272 36686 16617 12179 52579 21354 21178 22769
cat_boundaries=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=4243457 2 8288 1 1 25956800 1 1 784 1 8719258 848 17047108 1907524 266 306 11010388 652 593952 1061510 108 178 3352 266374 579 3 624
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=40
num_cat=25
split_feature=0 6 2 5 9 4 0 2 5 5 1 0 2 6 5 5 8 5 4 7 9 4 0 0 4 2 1 1 2 2 0 4 1 5 0 2 5 5 2
split_gain=1.58906 1.39676 1.16543 1.80084 1.11553 1.0112 7.98841 2.778 2.29141 2.93096 1.88744 1.59959 3.62703 7.54615 3.94485 2.26424 2.17162 3.59163 3.46105 1.51308 1.29588 1.99514 1.33 1.28977 1.14429 0.82502 1.58759 1.0937 0.800516 0.445705 0.401479 0.397972 0.256516 0.232695 0.173847 0.112703 0.0739042 0.0683193 0.104431
threshold=0 1 2 3.5000000000000004 3 6.5000000000000009 4 5 1.5000000000000002 1.0000000180025095e-35 6 7 8 9 1.0000000180025095e-35 7.5000000000000009 10 1.5000000000000002 3.5000000000000004 11 12 1.5000000000000002 13 14 99.500000000000014 15 16 17 18 19 20 11.500000000000002 21 2.5000000000000004 22 23 8.5000000000000018 1.5000000000000002 24
decision_type=9 1 1 2 1 2 9 1 2 2 1 9 1 1 2 2 1 2 2 1 1 2 9 9 2 1 1 1 1 1 9 2 1 2 9 1 2 2 1
left_child=1 35 3 4 32 11 10 23 9 -9 24 12 25 14 -14 -15 17 18 -13 -10 22 -22 -18 33 28 26 -4 -27 -7 31 -19 -12 -2 -8 36 -1 -5 -3 -39
right_child=2 37 5 34 -6 6 7 8 19 -11 29 16 13 15 -16 -17 20 30 -20 -21 21 -23 -24 -25 -26 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 38 -40
leaf_value=0 -0.02551891875313856 0 0.013716607015082753 0.010443895635635398 0 0 0.0067175355278060169 0.010338952010790055 0.024777124264244811 -0.016809659714508356 0.013300098063759248 0.027168260772667641 -0.012776360246396791 -0.029767832204529738 0.0055907874574677337 7.1539318044358611e-05 0.0046217796099441112 -0.0047091355337257855 -0.0038467342215025568 0 -0.00032488027443783248 0.021218388024540256 -0.0015075280237991928 -0.019175379488205028 0 -0.0024247040050100459 -0.0023593650877482986 0.0044567986799516936 0.03138107911331655 -0.0059785949556292687 0.0038107348603099028 0 0 -0.0021325312114991971 0 -0.022048764404642696 0 0.006318834858672003 0
leaf_weight=0.69684870957280509 35.776956907149724 1.632527096371631 102.68601730144292 6.2102726919474662 5.0444969955206025 5.05185100818926 17.758404700609393 33.346502536558546 31.640066892650793 57.603709259114112 9.6937572773313132 104.98166207046597 155.61361608530569 130.83641702604291 272.74655432967847 6.9679264968508496 415.01631051918594 85.605048938421533 18.789705932780635 26.987540208152495 42.13154474991461 44.106874623917975 1535.4791655380213 87.105762501902063 1.6481231290381391 717.39814278585982 51.81601126131136 299.49500219302718 91.61646118095814 15.26834989723284 44.658245941413043 4.5997400623164131 1.6936361028347153 7.7865730624762355 1.6956406294775641 27.988726123703604 0.35522054496686895 3.2659065755033225 1.1992619277443735
leaf_count=565 90638 4510 77032 6621 10001 4356 12106 18147 17150 38338 4135 52712 161440 157750 225266 5995 279926 36411 7773 12553 28318 19451 837033 47656 1336 546627 27178 132643 73786 8498 30236 3176 839 4383 4445 104213 987 8985 2235
internal_value=0 -0.014423 0.000272167 -0.0107954 -0.0200374 0.000562355 0.00523774 -0.00428812 0.00317057 -0.00427988 0.022614 1.67937e-06 -0.00218318 -0.00851911 -0.000826587 -0.0267282 0.00179664 0.00989902 0.020677 0.0160077 0.000470402 0.0107451 0 -0.0143927 0.0293008 0.000811661 0.00682239 -4.13726e-05 0.0309846 0 0 0.00676065 -0.0244305 0 0.00452276 -0.023324 0.00735807 0 0.00445227
internal_weight=0 34.7833 4469.21 50.7762 42.5151 4418.44 390.107 262.229 149.578 90.9502 127.878 4028.33 1737.56 566.165 428.36 137.804 2290.77 254.035 123.771 58.6276 2036.73 86.2384 1950.5 112.651 98.3164 1171.4 154.502 1016.89 96.6683 29.5618 130.263 14.2935 37.4706 25.545 8.26113 28.6856 6.56549 6.0977 4.46517
internal_count=3105450 120508 2984942 113531 101478 2871411 245620 150333 86188 56485 95287 2625791 1333931 550451 386706 163745 1291860 127132 60485 29703 1164728 47769 1116959 64145 79478 783480 104210 679270 78142 15809 66647 7311 91477 16489 12053 104778 7608 15730 11220
cat_boundaries=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=4243457 2 1 1 795604 162 1 17629684 896 2 4 1 1 8392706 65576 512 1 1 514 840 11537408 1 7240 64 12
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=40
num_cat=26
split_feature=0 6 5 0 0 2 4 8 4 7 0 2 0 5 2 8 5 4 2 2 8 0 0 2 4 5 4 9 5 0 0 8 4 3 1 8 4 2 5
split_gain=1.40989 1.31085 1.03675 2.62151 1.32546 3.47773 2.2229 2.12107 1.93892 1.89775 3.255 1.99162 1.84769 1.46161 2.52104 2.9601 2.21593 3.134 2.07949 2.01857 1.99553 1.81886 1.43884 1.40394 1.37093 1.33131 1.26232 1.15876 0.889166 1.38488 0.635566 0.46878 0.501021 0.399831 0.265001 0.236426 0.193855 0.152908 0.23754
threshold=0 1 6.5000000000000009 2 3 4 5.5000000000000009 5 17.500000000000004 6 7 8 9 1.0000000180025095e-35 10 11 1.5000000000000002 10.500000000000002 12 13 14 15 16 17 15.500000000000002 2.5000000000000004 3.5000000000000004 18 1.0000000180025095e-35 19 20 21 4.5000000000000009 22 23 24 1.0000000180025095e-35 25 12.500000000000002
decision_type=9 1 2 9 9 1 2 1 2 1 9 1 9 2 1 1 2 2 1 1 1 9 9 1 2 2 2 1 2 9 9 1 2 1 1 1 2 1 2
left_child=1 -1 4 27 5 6 9 28 25 11 -11 -2 36 14 21 26 17 19 30 -15 -20 -6 -17 -19 -14 -8 -16 35 33 -30 -18 -5 37 -7 -23 -4 -9 -33 -39
right_child=2 -3 3 31 13 7 8 12 -10 10 -12 -13 24 16 15 22 18 23 20 -21 -22 34 -24 -25 -26 -27 -28 -29 29 -31 -32 32 -34 -35 -36 -37 -38 38 -40
leaf_value=-0.02243641129273781 0 0 0 0 0.0058868296531465383 -0.01179191064621541 0.021021875911167373 0 -0.0061499126003029545 0.014447693107041715 -0.0028515851629026517 -0.0092903821664690484 -0.025758009304998355 -0.010367963014028501 -0.002183513278554369 0 0 0.0008393164852722641 0.0062473248341369777 0.0020120037824146375 -0.001648486277915955 -0.012612652634263961 0.019758764532360532 -0.025940650684912421 0 0 0.011372619854981652 -0.00057047058754304851 0.01690616455808586 -0.0011405489755125966 -0.015069589963344111 0 0 0 0 0.016943252903836303 -0.004741396670679689 -0.018259444156839062 0
leaf_weight=28.014121867130598 525.62322585791117 6.145283421574276 1.4209704895620234 5.104172512103105 65.699665748903499 24.401961418410792 85.569416505306435 45.706496416707523 14.741598280626929 140.67158398381434 200.33732822076126 353.2689545120229 128.85733130484005 144.86292439313547 241.5119062374506 55.78238346370199 10.727992636180716 5.604302178369835 786.12500914271732 354.19804322334676 423.23536255711952 102.4569728897477 187.26698728858173 50.356626557128038 2.5498656726558684 39.978909996396396 57.85650656632788 6.1884244311513603 26.703293487043993 43.910887547241146 50.503295444650576 4.038545583422092 5.4230781509540966 3.1074947614106376 28.319178283330984 129.87328102102038 83.273091242197552 34.796018809400266 2.5458760642650295
leaf_count=104447 395537 15870 850 4350 63521 30752 61243 60115 13348 102895 96106 289574 176905 94027 171663 40474 8775 2928 425690 213341 212509 56945 71215 33814 1990 25969 31273 3448 25282 47168 25880 3804 4256 2149 5732 75484 74950 29029 2540
internal_value=0 -0.013703 0.000196343 0.00692339 -7.71838e-05 -0.00226079 0 -0.0104859 0.0108541 -0.00131664 0.0043798 -0.00392854 -0.0148404 0.0012836 0.00495899 0.00843321 -9.15033e-05 -0.00534879 0.00204473 -0.00155658 0.00327963 -0.00337758 0.0159172 -0.0233319 -0.0224435 0.0155804 0.000313255 0.0136076 0 0.00727524 -0.0112423 -0.00648679 -0.0101979 -0.00787473 -0.0100772 0.0169613 -0.00183976 -0.0145988 -0.0147128
internal_weight=0 34.1594 4472.6 189.39 4283.21 1718.7 1360.19 358.51 140.29 1219.9 341.009 878.892 260.387 2564.51 738.894 542.418 1825.61 555.022 1270.59 499.061 1209.36 196.476 243.049 55.9609 131.407 125.548 299.368 137.483 98.1236 70.6142 61.2313 51.9077 46.8035 27.5095 130.776 131.294 128.98 41.3804 37.3419
internal_count=3105848 120317 2985531 123761 2861770 1403983 984672 419311 100560 884112 199001 685111 313960 1457787 440823 314625 1016964 344110 672854 307368 638199 126198 111689 36742 178895 87212 202936 79782 105351 72450 34655 43979 39629 32901 62677 76334 135065 35373 31569
cat_boundaries=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=4243457 2 272628 17047998 944 10 1 410 784 17039398 265 1 512 85 9 3212352 70208 520 1 8336 524352 4 1 1 8 520
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=40
num_cat=24
split_feature=0 6 4 0 5 0 2 0 4 4 4 8 6 2 0 2 2 5 2 0 5 5 0 2 0 2 4 5 4 2 5 4 9 8 5 2 5 1 2
split_gain=1.21735 1.21904 0.889264 3.50415 3.22235 2.99213 3.54638 2.6143 3.58106 3.41298 3.47628 2.42628 2.44226 2.40054 2.43877 2.33666 1.94641 1.84971 1.54773 1.29369 1.84222 1.27145 1.60531 1.83858 1.39246 1.36205 1.21537 1.18966 1.08418 0.978146 0.936326 0.878711 0.761254 0.735457 0.694838 0.675368 0.628733 0.572813 0.562238
threshold=0 1 1.0000000180025095e-35 2 2.5000000000000004 3 4 5 20.500000000000004 7.5000000000000009 5.5000000000000009 6 7 8 9 10 11 4.5000000000000009 12 13 3.5000000000000004 3.5000000000000004 14 15 16 17 99.500000000000014 7.5000000000000009 1.5000000000000002 18 1.5000000000000002 5.5000000000000009 19 20 1.0000000180025095e-35 21 1.0000000180025095e-35 22 23
decision_type=9 1 2 9 2 9 1 9 2 2 2 1 1 1 9 1 1 2 1 9 2 2 9 1 9 1 2 2 2 1 2 2 1 1 2 1 2 1 1
left_child=1 -1 3 11 5 6 37 9 21 10 16 15 18 14 -6 -2 28 36 -13 -15 -21 24 23 -23 31 -26 32 -16 -4 -7 -12 -9 -11 -31 -18 -14 -10 -5 -24
right_child=2 -3 7 4 13 29 -8 8 17 26 30 12 35 19 27 -17 34 -19 -20 20 -22 22 38 -25 25 -27 -28 -29 -30 33 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.021385756588226092 0 0 0.0059875703745775775 -0.0034744936814580206 0.0079988789663903541 0.0097743174067870565 -0.020241832288544478 -0.012179190610374658 0 0.029975483211917137 -0.023054389879130038 0.016446926932444591 0 -0.00052042905736882181 -0.016545970474012819 -0.02049436140232952 0 0.0014746358335024246 -0.0015192872244890194 0.0012765724659054034 0.022967682075938179 -0.0046104426437953896 0 0.013401914096415 0.010005996199108087 0.0012071144516452048 0 0.0021207354017441465 -0.0053300530234399414 0.0051524711500489911 0 0.00040589993555430366 0 -0.0043860589457144763 0.014298832619003899 -0.017287798493157147 -0.030032839415125231 0.0062863837236501133 -0.009176632011317588
leaf_weight=27.238912385597359 66.491348344861763 6.1769211533392072 124.50204502395354 173.88708145106648 87.653183614296722 98.264594601598219 129.11037380707785 83.79861538618934 6.8670641205098937 57.656145446955634 25.85167913454643 57.000069443085522 6.6039074625878129 25.316323468752671 77.585798978849198 173.70569353260362 62.569914626954414 2.51688311563339 39.168348904237064 98.154346899085795 133.22942160221282 59.482665442264988 115.37551771200378 66.605956471699756 190.56954071732616 1441.9805038184022 2.0654985640430814 4.2605957865016526 156.65458501681132 90.998407323400897 17.281979311999748 25.757049954132526 7.276587885193293 161.52454125963777 204.97943260230204 27.696062115894165 37.114920112333493 52.664381316048093 282.77678851811652
leaf_count=104013 40868 15899 86936 123746 56644 57551 144409 72484 5523 41828 20730 43943 7814 22449 38364 214479 53032 2254 39901 56065 92749 42039 52956 47357 132561 787117 1816 2143 116707 47859 11768 26188 5346 109186 158824 32946 27412 24331 138025
internal_value=0 -0.0128288 0.000141918 -0.00174033 0.000872296 -0.00294567 -0.00912862 0.0012024 -0.000293622 0.00658247 0.00306818 -0.00971927 0 0.00765506 -0.000412275 -0.0151161 0.00592188 -0.0216395 0.00931353 0.0130725 0.0155227 0.000289395 -0.00373142 0.00403438 0.00171133 0.00262832 0.0246619 -0.011551 0 0.00292361 -0.0166697 -0.00711002 0.0273764 0 0.0113699 -0.0144782 -0.0270789 0 -0.00693405
internal_weight=0 33.4158 4475 1503.31 1132.65 706.449 355.662 2971.68 2312.85 658.838 591.84 370.665 130.468 426.2 169.5 240.197 548.706 46.4989 96.1684 256.7 231.384 2266.35 524.241 126.089 1742.11 1632.55 66.9982 81.8464 281.157 350.788 43.1337 109.556 64.9327 252.523 267.549 34.3 43.982 226.551 398.152
internal_count=3106262 119912 2986350 1155447 775496 507082 292486 1830903 1333916 496987 447997 379951 124604 268414 97151 255347 415499 35189 83844 171263 148814 1298727 280377 89396 1018350 919678 48990 40507 203643 214596 32498 98672 47174 157045 211856 40760 32935 148077 190981
cat_boundaries=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=4243457 2 11535772 275040 928 1126732 1 2 800 786978 256 848 738 851970 8914064 326 130 30 578 1 6 258 1 131
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=40
num_cat=24
split_feature=0 6 2 0 4 0 2 5 5 2 7 4 0 5 2 6 2 0 0 2 4 1 0 4 8 4 2 5 8 1 5 2 5 2 5 5 4 8 5
split_gain=1.08273 1.17848 0.860434 1.58067 0.807547 6.21043 2.64163 1.96507 2.27861 1.63835 1.38135 1.1781 1.12236 3.44858 4.57909 4.90645 1.50852 2.16494 2.03118 1.33371 1.13189 1.08205 0.93664 0.794216 1.23245 0.772528 0.747362 0.614106 0.539717 0.296729 0.192802 0.170584 0.0724167 0.0946749 0.0658707 0.0378729 0.00431027 0.0424002 0.0181938
threshold=0 1 2 3 6.5000000000000009 4 5 1.5000000000000002 1.0000000180025095e-35 6 7 99.500000000000014 8 6.5000000000000009 9 10 11 12 13 14 3.5000000000000004 15 16 1.5000000000000002 17 7.5000000000000009 18 8.5000000000000018 19 20 1.5000000000000002 21 1.5000000000000002 22 5.5000000000000009 7.5000000000000009 8.5000000000000018 23 3.5000000000000004
decision_type=9 1 1 9 2 9 1 2 2 1 1 2 9 2 1 1 1 9 9 1 2 1 9 2 1 2 1 2 1 1 2 1 2 1 2 2 2 1 2
left_child=1 31 3 30 12 9 22 8 -8 36 -9 25 13 14 26 -16 17 19 21 -14 -20 -18 -7 24 -15 -11 -4 -25 -19 -5 -2 -1 -3 34 -34 -32 38 -38 -6
right_child=2 32 4 29 5 6 7 10 -10 11 -12 -13 16 23 15 -17 18 28 20 -21 -22 -23 -24 27 -26 -27 -28 -29 -30 -31 35 -33 33 -35 -36 -37 37 -39 -40
leaf_value=0 0 0 0.0060693154416428937 -0.025240780113987622 0.0021035006597526079 0 0.0088174292041592172 0.023440572407809265 -0.014985304190236649 0 0 0 0.014517425681580792 0.021142679474055043 -0.0029334466829288534 -0.025260502005714464 -0.00063909391563545892 0 -0.010811236536252208 -0.0004119485728137323 0.0021659907473526615 0.007728599652665276 -0.017945306857896484 0.0072909724458473423 0 0.032803215719649108 -0.00079679215485956739 -0.0084184876949735376 0.0096583358779098634 0 0.0072291869535326958 -0.019963266593369958 0.0092702185519771187 0 0 0 0 -0.0031036302866717311 0
leaf_weight=1.7412895250599829 11.233074389747346 1.6939389063918486 144.58173962830915 20.828675990111151 11.118497143615967 25.334845187579049 34.227874423493631 32.303546973009361 55.731384223880013 20.124744638254924 27.002120519930031 1.8379441050929006 22.840010389551026 56.505552817583521 338.45299854900441 143.85854272278448 461.22790358700877 12.731115005553875 249.91102908618632 869.67456471619153 30.630913043380133 169.66470825619763 85.210272086158511 25.874344515890698 16.557758462819038 75.351719072263222 1022.035770328519 14.741499986688721 452.35858324170476 0.45176777191227557 16.614179225260163 24.968191674037374 2.9456998503737855 1.1111683553899636 0.36399156533298072 0.26375634345458721 12.950444526824869 8.4924781990121101 3.0332458074553861
leaf_count=3396 14788 4638 98162 81402 7767 16493 18310 17201 37441 14962 12628 1843 24033 40772 281061 157282 316515 7873 197897 374837 21892 43867 47123 16391 12398 55852 747092 10263 275539 412 15680 100929 8239 2181 821 184 9713 5876 1968
internal_value=0 -0.0121205 0.00016899 -0.00941347 0.000426547 0.00458579 -0.00384844 0.00333935 -0.00348774 0.019619 0.0151212 0.0251743 0 -0.00187823 -0.00327502 -0.011052 0.00145146 0.00358981 -0.00143538 0.000254726 -0.00809522 0.001385 -0.0138551 0.0126171 0.0172913 0.0290155 0 0 0.00886893 -0.020042 0.00127296 -0.0206516 0 0.00458679 0.00621133 0.00662481 0 -0.000915355 0
internal_weight=0 32.8243 4473.76 49.3915 4424.37 392.719 259.81 149.265 89.9593 132.909 59.3057 97.3144 4031.65 1762.61 1648.93 482.312 2269.04 1357.6 911.435 892.515 280.542 630.893 110.545 113.679 73.0633 95.4765 1166.62 40.6158 465.09 21.2804 28.111 26.7095 6.1148 4.42086 3.30969 16.8779 35.5947 21.4429 14.1517
internal_count=3105721 120204 2985517 112466 2873051 247177 149196 85580 55751 97981 29829 72657 2625874 1363421 1283597 438343 1262453 682282 580171 398870 219789 360382 63616 79824 53170 70814 845254 26654 283412 81814 30652 104325 15879 11241 9060 15864 25324 15589 9735
cat_boundaries=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=4243457 2 1 71744 861140 162 130 1 17637748 908 2 226 8390664 10487816 2 1 40 5 512 8 1 66 12 1
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=40
num_cat=27
split_feature=2 0 5 8 3 0 2 0 0 5 8 8 5 5 6 5 5 2 2 5 0 0 8 5 2 8 4 2 2 1 4 8 2 0 5 2 0 8 4
split_gain=0.993572 6.29464 1.62582 0.531616 0.450836 1.46375 1.15548 2.92176 2.2874 1.4723 1.77389 1.21801 1.12812 1.10814 0.986149 1.07727 2.92833 1.95856 1.15773 0.957749 6.45174 3.11539 3.52716 4.62864 2.72995 1.62023 1.45118 3.16537 1.18073 1.14841 0.957824 0.916751 0.822033 1.29682 0.626684 0.54615 0.539699 0.481478 0.388539
threshold=0 1 1.5000000000000002 2 3 4 5 6 7 1.5000000000000002 8 9 4.5000000000000009 8.5000000000000018 10 1.5000000000000002 3.5000000000000004 11 12 1.0000000180025095e-35 13 14 15 3.5000000000000004 16 17 5.5000000000000009 18 19 20 2.5000000000000004 21 22 23 3.5000000000000004 24 25 26 17.500000000000004
decision_type=1 9 2 1 1 9 1 9 9 2 1 1 2 2 1 2 2 1 1 2 9 9 1 2 1 1 2 1 1 1 2 1 1 9 2 1 9 1 2
left_child=1 2 3 -1 5 14 8 13 -6 10 35 -10 31 -8 15 32 18 -18 -17 20 29 26 28 -24 36 -26 30 -28 -23 -7 -21 -11 37 -34 -16 -9 -22 -2 -13
right_child=4 -3 -4 -5 6 19 7 9 11 12 -12 38 -14 -15 34 16 17 -19 -20 21 24 22 23 -25 25 -27 27 -29 -30 -31 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=0.003240844153306457 0.0048546969447019316 -0.028392932276666928 0.014137687170413381 -0.0077317055863470874 0.0028022124676705153 -0.03011114447471272 0.02767806784317773 0.011293733908124439 1.8828275675726797e-05 0 -0.015445431075137196 -0.021914654320353277 -0.0014559754294561748 0 -0.016840421530452648 0 0.0029650498649079534 -0.01561620858877473 0.015724526892790341 -0.0031578638712123014 0 -3.6367486338958796e-05 -0.011160101824781598 0.012756308665904791 -0.0011419175468894956 0.0080557224831463176 0.006482441305130481 -0.017608746791939921 0.011488703161607322 0 0.0028554057115217205 0.013993059055389901 0.0011676924922283574 -0.016771291703466817 0 -6.0083792525212422e-05 0.022437896728350615 -0.0043182010294970444 0
leaf_weight=6.4854981170283281 54.373057596640137 46.579244550415751 63.676201714588387 56.404855692551791 295.72146274347324 35.77717418843531 51.366948229901027 12.970661146624479 17.952192826312967 34.124036620603874 57.964795596664771 58.22315278975293 62.12477899750229 1.8636175639694545 67.377094687966746 27.915377046170761 59.978372556101021 66.581548854897846 99.905635214125141 977.60381872834841 28.30789695715066 57.004282789239369 219.44803054387012 83.392019227972924 345.75487600162523 282.94455385647598 36.90782819717424 134.33991763860104 431.92613477690975 3.4407324393396257 285.12360048305709 104.42861724860268 19.291438527063292 81.293082238695206 25.802700252443174 23.951481801457703 89.725251848834887 98.929001072508981 0.10280139016685907
leaf_count=6125 41826 168704 59508 63564 133373 27498 29951 7250 10368 14488 32817 35983 25111 1159 74439 22273 56029 53265 87998 581478 28021 63208 160034 68341 226477 134046 18971 73413 310534 1783 144613 47021 15324 95934 25145 11460 73602 74360 80
internal_value=0 -0.00670243 0.00438049 -0.00317279 0.000287148 -9.59519e-05 0.00253803 0.00644904 -0.000732573 0.000423152 -0.00735637 -0.0132663 0.00589875 0.0221533 -0.00450625 -0.00179995 0.00189156 -0.00682141 0.0120762 0.000734331 0.00369323 -0.000209482 0.00454559 -0.00302591 0.00653232 0.00278309 -0.00308922 -0.0112864 0.00967668 -0.0230465 -0.00153325 0.0106485 -0.00636444 -0.0118435 -0.013165 0.00382717 0.018845 0 -0.0187506
internal_weight=0 173.146 126.567 62.8904 4333.94 3613.14 720.795 348.795 372 295.564 94.8869 76.2781 200.677 53.2306 601.447 508.268 254.381 126.56 127.821 3011.7 785.95 2225.75 791.77 302.84 746.733 628.699 1433.98 171.248 488.93 39.2179 1262.73 138.553 253.887 100.585 93.1798 36.9221 118.033 153.302 58.326
internal_count=3105574 297901 129197 69689 2807673 2458612 349061 169257 179804 138147 51527 46431 86620 31110 546593 447009 219565 109294 110271 1912019 491427 1420592 602117 228375 462146 360523 818475 92384 373742 29281 726091 61509 227444 111258 99584 18710 101623 116186 36063
cat_boundaries=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=5 17120864 4 1 20988450 768 9708430 539702 6 2 2 200 96 12420 3476752 1 530 1 264 18 1 2 864 512 96 9240640 6
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=40
num_cat=27
split_feature=2 0 4 0 2 0 2 0 2 8 5 4 0 2 5 2 4 2 2 0 0 5 4 5 0 6 0 0 5 0 2 1 5 4 0 0 2 4 2
split_gain=0.870544 1.52425 0.881738 5.35275 2.21209 1.71283 1.40803 1.19538 3.56717 1.18462 2.73052 2.70604 2.91088 1.15313 1.41701 1.15266 1.1441 3.49897 1.27119 1.70554 1.21 1.18969 1.09585 0.923895 0.77497 0.700196 1.89529 1.61046 0.594702 1.19081 0.774803 2.06098 1.65321 0.582054 0.574644 0.545012 0.65778 0.488405 0.443549
threshold=0 1 6.5000000000000009 2 3 4 5 6 7 8 1.5000000000000002 2.5000000000000004 9 10 1.5000000000000002 11 2.5000000000000004 12 13 14 15 1.0000000180025095e-35 99.500000000000014 7.5000000000000009 16 17 18 19 6.5000000000000009 20 21 22 1.5000000000000002 7.5000000000000009 23 24 25 7.5000000000000009 26
decision_type=1 9 2 9 1 9 1 9 1 1 2 2 9 1 2 1 2 1 1 9 9 2 2 2 9 1 9 9 2 9 1 1 2 2 9 9 1 2 1
left_child=1 -1 7 6 24 13 -4 8 28 10 11 12 -9 37 -15 -7 18 34 20 -20 -11 -19 33 25 -5 26 -10 -27 30 -30 32 -32 -2 -8 -18 36 -12 -6 -37
right_child=2 -3 3 4 5 15 22 9 23 16 35 -13 -14 14 -16 -17 17 21 19 -21 -22 -23 -24 -25 -26 27 -28 -29 29 -31 31 -33 -34 -35 -36 38 -38 -39 -40
leaf_value=0.00081673488612461298 0.016236067135603407 -0.020151212723607644 0 0 0.0036446629279167845 0.002027051100665376 0 -0.0045431494630236054 -0.015562069522666734 -0.0013832772037347194 0 -0.0010090209314954786 0.027734319440332007 0 0.025239851763844495 -0.01849011236765628 0 -0.0086406623317433831 -0.00065714433638772109 -0.015206907364813275 0.0051143103221692361 0.0027613833212633415 0 0.0004926675580116908 -0.016443853244229641 0.002732653947099286 0 -0.022797601003302258 0.014610533269885824 -0.0012481917339715537 -0.0045102584573546789 0.0047086007585771779 -0.00054185036085390369 0.0303990860394317 0.021055504546631645 0.0091534489569078652 -0.010964421465503631 -0.0088360592538536988 -0.00027367662359262517
leaf_weight=28.418622055989545 54.25178288060124 21.364292806203593 35.520059224494617 25.517575304867933 11.444087443698661 7.0375914544420084 20.107524825973087 11.318623659346484 93.778675036915956 822.58146079964354 35.122229203174356 33.487892778182868 86.586670195327315 56.079676087596454 35.384336354385596 13.97017384125502 10.358861874890861 96.549307531357044 347.84979646504871 95.547726802869875 371.10140768412384 291.11583752188017 1.8513476838124905 18.737074984343053 82.975568221358117 4.7761677400121698 208.07407137227347 84.317471857120836 42.808113164908718 38.925166384666227 742.1546253426859 301.55753270088462 91.50891587069782 77.289520016915048 82.03991607077478 26.798943671143206 56.362602258566767 25.846357457048725 18.128481472260319
leaf_count=31058 38428 86525 25344 16399 4290 6610 14915 8716 181073 398874 16255 14260 41452 30399 17238 16509 8492 42884 251207 97084 244466 142815 1843 15296 46069 13575 180610 112356 27877 25869 590287 133315 59890 56155 39587 15645 24908 12297 14685
internal_value=0 -0.00980905 0.000122021 0.00451159 -0.00334366 0.00306749 0.018343 -0.000258691 -0.00232908 0.0010922 0.00691741 0.0161939 0.0232801 0.00879775 0.0138979 -0.00987689 0.000101672 0.00436445 -0.00102384 -0.00541197 0.000493896 0 0.0234315 -0.0100072 -0.0126562 -0.0114601 -0.00636521 -0.0202511 0.000146422 0.00726155 -0.000261889 -0.0014962 0.00539446 0.0270659 0.0183755 -0.00110791 -0.0059315 -0.000548735 0.00347982
internal_weight=0 49.7829 4458.86 393.024 258.255 149.762 134.768 4065.84 1680.89 2384.95 267.805 131.393 97.9053 128.754 91.464 21.0078 2117.14 480.064 1637.08 443.398 1193.68 387.665 99.2484 409.683 108.493 390.946 301.853 89.0936 1271.21 81.7333 1189.47 1043.71 145.761 97.397 92.3988 136.412 91.4848 37.2904 44.9274
internal_count=3105557 117583 2987974 248068 149811 87343 98257 2739906 1378576 1361330 135921 64428 50168 64224 47637 23119 1225409 233778 991631 348291 643340 185699 72913 502910 62468 487614 361683 125931 875666 53746 821920 723602 98318 71070 48079 71493 41163 16587 30330
cat_boundaries=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 16848960 861140 162 9440288 130 21840245 928 4 8401024 768 768 50 458 1063042 3156608 40 2 606480 16384 52 512 1 2105472 11537536 106 212
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=40
num_cat=31
split_feature=5 0 2 0 8 4 6 4 2 1 2 0 7 2 0 0 2 6 0 8 0 0 4 6 7 0 5 9 2 8 2 4 4 2 0 2 0 3 4
split_gain=0.802259 5.92827 5.39143 4.8178 3.69725 4.17079 3.37859 3.08187 2.82056 2.76871 2.51484 3.30631 2.99745 2.30157 2.98656 2.95515 1.6801 1.85966 3.35009 2.44215 1.83224 1.53887 1.41594 1.33745 2.45604 1.29658 1.20688 1.19329 1.15626 1.15019 2.31239 2.20419 2.175 1.94229 1.81209 1.07203 1.00649 0.755074 0.656322
threshold=1.5000000000000002 0 1 2 3 4.5000000000000009 4 1.5000000000000002 5 6 7 8 9 10 11 12 13 14 15 16 17 18 4.5000000000000009 19 20 21 2.5000000000000004 22 23 24 25 2.5000000000000004 5.5000000000000009 26 27 28 29 30 20.500000000000004
decision_type=2 9 1 9 1 2 1 2 1 1 1 9 1 1 9 9 1 1 9 1 9 9 2 1 1 9 2 1 1 1 1 2 2 1 9 1 9 1 2
left_child=1 4 16 7 5 6 8 28 -1 -4 12 35 22 15 29 27 -3 19 -19 21 -21 -18 36 25 -25 -13 -17 -5 -2 30 32 33 -15 -31 -32 38 -6 -33 -12
right_child=3 2 9 13 10 -7 -8 -9 -10 -11 11 23 -14 14 -16 26 17 18 -20 20 -22 -23 -24 24 -26 -27 -28 -29 -30 31 34 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.00041503714661901992 0 0.0080883385307716927 -0.0348082334977282 0.019381260122646467 0 -0.0067103078757622964 -0.0024455679777236087 0 0.032541089162116475 0 0.017403159305328604 0.0032342267367988214 -0.0094068588110742899 0.0074814985696630525 0.0083437191308174743 -0.013722189916994724 0.0084679828042974973 0.016838618019508433 -0.010736233365329306 0.0011912917955790763 -0.01691448797704212 -0.0095306634373313794 0 -0.016012993435563495 0.00763943075076641 -0.0046208523374819078 0.003710596209165128 0 -0.021462534602465479 0.00066982838678728875 0.0066243594621271306 0 -0.0094145091680727516 -0.012989380535869358 -0.0078331843408382656 0 0.026245683681303058 0.011263349957374552 0
leaf_weight=19.189819042585441 44.391304677119479 47.832432603288908 86.554170197261556 190.06949761333635 9.0931686669864558 34.189895959745627 19.16434723213024 133.45278904237421 97.043121595495904 8.0242262815008853 103.65009603163344 257.07301658927827 10.806332988257052 540.89651147725817 428.77018741299617 33.731405317459576 89.865439738510759 53.257573882219731 36.140415863425005 35.08846269492642 244.86001756117184 28.497898618421459 10.899465559632516 163.79919911362231 18.266330199083313 529.42774732371436 41.329924644174753 21.284927503409563 125.43157931500173 102.80922629901761 61.229180920410727 119.57691287618945 47.117744258444873 256.8863642760698 311.76539609651081 30.795466310395568 67.633398639129155 48.005501085484866 1.8233057364122931
leaf_count=13403 28329 31734 169107 200039 9357 17427 11291 113160 47369 5643 81244 211240 5430 279525 264966 47434 60452 51851 27988 25525 173438 21387 7316 116276 9454 260128 45342 16788 155310 60361 49954 58790 22652 133619 163740 39807 51468 15789 1501
internal_value=0 -0.00157339 -0.00937062 0.00108645 0.0019682 0.0142375 0.0224594 -0.0097806 0.0282766 -0.027945 0 -0.00169675 0.0125641 0.00285873 0.00132422 0.0107897 -0.0038549 -0.00611903 0.00379292 -0.00929683 -0.0138423 0.000927411 0.0206004 -0.00407015 -0.0114803 -0.00167843 -0.00269298 0.0164381 -0.017986 -0.000667229 0.0011591 -0.00437173 0.0051673 -0.00888055 -0.00432176 0.0105664 0.0245027 0.00344526 0.0147347
internal_weight=0 2002.98 630.121 2506.75 1372.85 169.587 135.397 303.276 116.233 94.5784 1203.27 1104.84 98.4324 2203.47 1917.06 286.416 535.542 487.71 89.398 398.312 279.948 118.363 87.626 968.566 182.066 786.501 75.0613 211.354 169.823 1488.29 961.009 527.278 588.014 359.696 372.995 136.269 76.7266 167.582 105.473
internal_count=3105634 1449836 567125 1655798 882711 89490 72063 296799 60772 174750 793221 719650 73571 1358999 1049396 309603 392375 360641 79839 280802 198963 81839 68141 597098 125730 471368 92776 216827 183639 784430 515871 268559 302177 193980 213694 122552 60825 74579 82745
cat_boundaries=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=20778824 992 7963913 4 2 41 1 514 1639168 1 29 273008 288820 512 2 8388768 10 8194 8244 2 1 2098240 1 256 1 386 578 576 432 17367560 1
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=40
num_cat=30
split_feature=0 6 4 2 0 0 9 0 4 2 1 7 0 2 0 7 2 0 0 2 0 0 5 2 2 5 5 2 5 4 8 8 8 2 9 2 5 4 0
split_gain=0.780403 1.03827 0.705663 4.34881 5.30221 1.49112 1.30581 5.83969 2.75075 2.40346 1.72029 4.84537 6.72161 3.68952 4.94322 3.65845 7.95288 5.03387 3.64436 3.59063 3.06279 2.27008 1.9741 1.76088 1.26704 2.10004 1.22497 0.992445 0.94136 0.802482 0.77079 0.520576 0.474762 0.446104 0.44049 0.237533 0.161023 0.147192 0.113064
threshold=0 1 6.5000000000000009 2 3 4 5 6 2.5000000000000004 7 8 9 10 11 12 13 14 15 16 17 18 19 1.5000000000000002 20 21 1.0000000180025095e-35 6.5000000000000009 22 1.5000000000000002 116.50000000000001 23 24 25 26 27 28 12.500000000000002 14.500000000000002 29
decision_type=9 1 2 1 9 9 1 9 2 1 1 1 9 1 9 1 1 9 9 1 9 9 2 1 1 2 2 1 2 2 1 1 1 1 1 1 2 2 9
left_child=1 35 6 5 29 37 10 9 -9 -8 11 13 19 14 -2 16 21 22 -18 -13 -15 -12 -17 -19 28 32 -11 -14 38 36 -27 -10 -26 -33 -30 -1 -5 -4 -6
right_child=2 -3 3 4 24 -7 7 8 31 26 15 12 27 20 -16 17 18 23 -20 -21 -22 -23 -24 -25 25 30 -28 -29 34 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0035369214708685539 0 0.0053597865185979303 0.025826414506815987 0.0010138291643809136 -0.016784460692659216 0 -0.021985670170336435 -0.00087554911289968872 0.030995940258364253 0.0087721567507962669 0.024260290659604944 -0.012457200364824476 -0.0046267410969550293 -0.02705399998581853 -0.0014262951216377825 0 -0.00096671625900877933 0.028595773017898913 0 0.0030278608928921147 -0.0093670454789782712 0.015977967995861386 -0.017603125182194389 0.011013569933387991 0 0 0 0.023203073362538181 0 -0.016500326654102417 0 0 0.015072190299605784 0 -0.018474969347165148 0 0 -0.0048263027592507154
leaf_weight=1.5779511092332539 367.01028045486601 6.0786942785671298 25.944922678711013 127.22618107677408 12.428849761316087 69.159679221193073 36.00805237867462 49.380796863348223 7.4012927221338032 80.492793301964412 55.506272890488617 168.09620504168561 80.943912425515009 1279.8851198733719 113.50438646721159 57.073624758224469 42.720287145406473 188.26650356751634 156.20516955069616 87.563211490545655 786.6994965911399 160.17995757417521 121.42213295967667 132.81213973672129 22.997718662212719 21.228368560128729 2.645999507396481 85.98873192287283 8.938520894982501 1.4228707820875559 80.684929264360107 5.8847474245703779 12.52762638783315 14.724849641803308 1.8137671302247316 23.782278191547451 0.27708445634925638 5.0846481401822521 6.226018568471777
leaf_count=3310 351421 15836 16547 91064 5109 44197 18909 40891 4698 49869 30229 99050 57348 862863 204895 23949 22808 53343 55523 56405 568321 68009 52517 41676 12702 10763 1948 58637 4366 1486 44394 3729 5675 9908 704 100791 230 4479 6921
internal_value=0 -0.0104161 0.000108522 0.00402534 0.0102926 -0.0102814 -0.000224919 0.00704213 -0.00980992 0.0191453 -0.000720469 -0.00194784 0.00740888 -0.0036848 -0.0113205 0.00288405 0.00965012 -0.00239339 0.0222992 0.0168197 -0.00156824 -0.00288361 0.00913164 -0.00986683 -0.000649979 -0.00612025 0.0264702 -0.0063775 0.00938698 0.0230303 -0.0138078 0.00506176 0.00664567 0.0104792 0.0201577 -0.0187175 0.0256048 0.001279 0
internal_weight=0 31.4389 4476.38 395.961 295.772 100.189 4080.42 196.539 77.3917 119.147 3883.88 2969.69 422.592 2547.1 480.515 914.186 414.612 499.574 198.925 255.659 2066.58 215.686 178.496 321.079 166.846 137.439 83.1388 166.933 29.4072 128.926 101.913 28.0109 35.5253 20.6096 10.7523 25.3602 127.503 31.0296 18.6549
internal_count=3105520 119937 2985583 248637 183414 65223 2736946 129952 59226 70726 2606994 2258940 271440 1987500 556316 348054 176569 171485 78331 155455 1431184 98238 76466 95019 90634 73534 51817 115985 17100 92780 55157 18335 18377 13637 5070 104101 91294 21026 12030
cat_boundaries=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=4243457 2 131 8660820 856244 1 3222812 72 1 1 854994 45 25509184 1 784 594722 9516064 224 10029908 11010140 354 524 338 2 8 5 139 1 66 1050624
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=40
num_cat=32
split_feature=0 6 4 2 0 0 2 5 9 0 4 1 2 1 7 0 2 0 7 2 0 0 2 0 0 5 2 5 2 8 4 8 2 2 8 9 2 5 2
split_gain=0.707458 1.019 0.569869 3.79768 4.08756 1.35748 1.09403 1.87759 1.08712 5.05991 2.53295 1.7416 1.82256 1.46223 3.84613 5.8126 3.2827 4.22594 3.1247 6.49287 4.23815 3.05562 2.98714 2.43822 2.00113 1.68721 1.5161 0.939713 0.902502 0.722649 0.708701 0.611655 0.542305 0.499779 0.439159 0.430532 0.3795 0.353901 0.22061
threshold=0 1 6.5000000000000009 2 3 4 5 1.0000000180025095e-35 6 7 2.5000000000000004 8 9 10 11 12 13 14 15 16 17 18 19 20 21 1.5000000000000002 22 1.5000000000000002 23 24 116.50000000000001 25 26 27 28 29 30 8.5000000000000018 31
decision_type=9 1 2 1 9 9 1 2 1 9 2 1 1 1 1 9 1 9 1 1 9 9 1 9 9 2 1 2 1 1 2 1 1 1 1 1 1 2 1
left_child=1 38 8 5 30 -4 27 34 13 11 32 12 -10 14 16 22 17 -2 19 24 25 -21 -16 -18 -15 -20 -22 -6 -17 -9 -5 -12 -11 -33 -8 -29 -13 -14 -1
right_child=2 -3 3 4 6 -7 7 29 9 10 31 36 37 18 15 28 23 -19 20 21 26 -23 -24 -25 -26 -27 -28 35 -30 -31 -32 33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 -0.0037053875584722147 0 0.0010221017542023892 0.022743848858324773 0 -0.016050538091811811 0.010575958127643812 0 0 0 -0.0017187622180865969 0.0069597313886294813 0.034970712050499501 0.0073768794321606608 0.021798737620851657 0.0022288874027995981 -0.0042096397914177016 -0.026359918912547787 -0.0013648081720177415 0 -0.00084151927627920263 0.025749172263605891 0 0.0025777031660420627 -0.0091858753496408853 0.014472572557486725 -0.016469855554712011 0.022830851224540219 -0.00987098640888503 -0.015556404944371677 0 0 -0.022500832273377291 0.015843616933233943 0 0 -0.003778785843163106 0 -0.01803401513285521
leaf_weight=1.6324955965610568 378.10776269316193 6.0193215978106336 31.209576025852584 131.1670446874632 18.755559061741227 68.211594673746731 23.245765931947972 21.173659792068065 16.280203165522835 11.93152218993964 7.8076523111813003 17.874220659083221 54.381194333986059 66.976922259607818 172.28478409035597 28.44075035872811 1255.3529498876487 98.482459330749407 57.019814484054223 42.661136277776677 187.98016081680544 160.61470345436828 87.706400351715274 807.88132503141969 147.69467268255539 123.40257986428333 130.49261363135884 9.0555099869525275 138.37985717966512 79.344644864831935 1.4354755814420048 5.9988388201745693 38.647106264899776 15.222767648025188 12.435319952666758 1.8108727784128849 29.450336885114666 0.43521840109315135 23.439130613718593
leaf_count=3371 369362 15673 21022 93738 12093 43895 12813 10789 13935 11564 4999 4897 38479 39457 100525 20903 836987 186043 23955 22795 53311 55628 56425 592101 58769 52609 41644 4309 95200 43965 1496 3881 33926 10220 5647 700 7613 387 100478
internal_value=0 -0.00997768 4.17913e-05 0.00356738 0.0094271 -0.00978381 -0.000153155 -0.00545653 -0.00025232 0.00633626 -0.00897204 0.0177879 0.0264858 -0.000710945 -0.00184794 0.00641274 -0.00341153 -0.010646 0.00259319 0.00882651 -0.00226599 0.0200957 0.015126 -0.00141087 -0.00249334 0.00817233 -0.00920527 0.00904765 -0.00632547 -0.0128809 0.0204046 0.00494086 -0.0206604 0.0110063 0.00639072 0.0198192 0 0.0306624 -0.0182916
internal_weight=0 31.0909 4479.35 397.845 298.424 99.4212 165.821 136.199 4081.51 198.029 79.6079 118.421 71.0966 3883.48 2966.64 426.812 2539.82 476.59 916.843 417.947 498.895 203.276 259.991 2063.23 214.672 180.422 318.473 29.6219 166.821 100.518 132.603 29.0293 50.5786 21.2216 35.6811 10.8664 47.3246 54.8164 25.0716
internal_count=3105604 119522 2986082 250467 185550 64917 90316 73214 2735615 129901 64590 65311 52801 2605714 2257546 273053 1984493 555405 348168 176649 171519 78423 156950 1429088 98226 76564 94955 17102 116103 54754 95234 19100 45490 14101 18460 5009 12510 38866 103849
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
cat_threshold=21020673 2 131 8660820 856244 524 1 3222804 1 24 1 1 854994 45 8732480 1 784 594722 9516064 224 1903444 11010396 354 556 2 8 641 139 5 1 914 66
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=40
num_cat=24
split_feature=2 0 4 0 2 5 1 8 5 0 5 2 5 2 4 4 9 0 4 2 6 4 0 5 2 0 0 0 4 5 8 2 5 2 5 3 8 1 4
split_gain=0.634168 1.37691 0.55995 3.47087 2.48465 1.5194 1.28606 1.18501 1.0609 0.990165 0.952891 2.01154 0.834129 1.04262 0.845532 0.808874 0.765642 2.2207 2.50171 2.01796 1.06329 0.988586 1.92277 1.61263 0.84992 3.24061 1.46684 0.763519 0.743701 1.04332 0.568116 0.520847 0.504035 0.447612 0.548511 0.42006 0.299759 0.281563 0.263838
threshold=0 1 6.5000000000000009 2 3 1.0000000180025095e-35 4 5 2.5000000000000004 6 1.0000000180025095e-35 7 1.0000000180025095e-35 8 12.500000000000002 7.5000000000000009 9 10 2.5000000000000004 11 12 4.5000000000000009 13 6.5000000000000009 14 15 16 17 20.500000000000004 4.5000000000000009 18 19 3.5000000000000004 20 4.5000000000000009 21 22 23 5.5000000000000009
decision_type=1 9 2 9 1 2 1 1 2 9 2 1 2 1 2 2 1 9 2 1 1 2 9 2 1 9 9 9 2 2 1 1 2 1 2 1 1 1 2
left_child=1 -1 9 6 27 31 8 -7 12 10 11 -2 14 -14 -4 -10 21 19 -19 -18 -21 24 32 -24 25 -11 -26 28 29 -5 -20 -6 -23 34 38 -35 -33 -3 -12
right_child=2 37 3 4 5 7 -8 -9 15 16 33 -13 13 -15 -16 -17 17 18 30 20 -22 22 23 -25 26 -27 -28 -29 -30 -31 -32 36 -34 35 -36 -37 -38 -39 -40
leaf_value=0.0010517080340171363 0.0018573464217965881 -0.023629700003694125 0 0.028817328740684923 -0.0027718404977878416 0 0 -0.015241803125520148 0 0.0085832538951018892 0.01361250195729828 -0.02334759947074665 0.0067942801107348204 -0.010562789221369516 0.022741983761846215 0.038244436018845467 -0.00099870681061412642 -0.017743719478239585 0 0.026246375318455986 0 0.015914769493839524 -0.012634235133089889 0.007086334520480817 -0.0017945239450216075 -0.0091791876625629733 0.0026415558985506873 0 0 0 0.013121937461348491 0.011690394009587183 0 -0.0067090604693441722 0 0.00052188832416176381 0 0 0
leaf_weight=28.258927277063776 20.844891971442848 19.756568801729372 16.801496872416468 21.961954417449313 13.436399272177368 39.497625372503535 28.882964796270244 138.93938316727872 6.0304451820557032 97.085777456333744 24.560918208839215 33.028078371811716 26.463626668090001 25.948996706094476 7.4707972673495524 17.725273062576889 34.626241388992639 42.869871013645025 6.7325679964706069 64.059308136031177 16.216978835327609 14.829626571925475 213.10651792136196 9.1950543850252853 1100.980799348341 299.63466613601486 1900.5270188624309 5.7067338089691466 5.9595409883768289 1.7159164760378178 19.196298453869534 26.188872497237753 5.4802415533922604 128.4825454282618 6.9150953371499773 24.653485324030044 14.153739676170515 0.43656453676522033 0.98380070787970808
leaf_count=30931 17405 86383 12719 10052 7328 22642 14585 83996 4662 81213 63682 63743 20239 20482 6318 13411 17193 35867 4378 30317 11061 10326 120243 4886 817325 255967 1046987 8731 3284 703 12724 14997 2935 110028 18649 11189 6585 408 925
internal_value=0 -0.00845265 7.43004e-05 0.00356707 -0.00236632 -0.00729118 0.0150629 -0.0119409 0.0202881 -0.000216977 -0.00599175 -0.0154045 0.00492071 0 0.0141877 0.0338834 0.000125811 0.00598376 -0.0045098 0.0133594 0.0203193 -0.000134175 -0.00597958 -0.00950706 0.000244314 -0.00375739 0.000913525 0.0127016 0.0176325 0.0246886 0.00898144 0.00243667 0.00934531 -0.000382598 0.00486144 -0.00380429 0.00811847 -0.0185975 0.0115982
internal_weight=0 48.4521 4460.89 396.884 267.56 232.216 129.324 178.437 100.441 4064.01 239.469 53.873 76.6849 52.4126 24.2723 23.7557 3824.54 183.701 68.7987 114.903 80.2763 3640.84 242.611 222.302 3398.23 396.72 3001.51 35.3441 29.6374 23.6779 25.9289 53.779 20.3099 185.596 32.4598 153.136 40.3426 20.1931 25.5447
internal_count=3105499 117722 2987777 250734 158318 135548 92416 106638 77831 2737043 285621 81148 59758 40721 19037 18073 2451422 111540 52969 58571 41378 2339882 138390 125129 2201492 337180 1864312 22770 14039 10755 17102 28910 13261 204473 83256 121217 21582 86791 64607
cat_boundaries=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 71744 860628 524 1 2 21839876 832 712 1 3157264 72 2 4744 36 5792 1049568 9440800 8 130 44 1 5 1
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=40
num_cat=28
split_feature=0 6 4 2 5 7 5 0 1 0 4 0 0 0 4 0 2 5 0 0 5 2 0 2 1 1 8 5 2 2 0 0 0 0 0 5 4 4 6
split_gain=0.64023 0.962552 0.50001 3.18482 3.77445 5.71071 4.8646 2.81605 1.65803 1.33365 1.28137 1.24536 0.987668 0.812997 0.766024 0.744461 2.78787 1.71307 1.63945 1.3589 1.97538 1.35827 1.69864 1.05107 1.68456 1.18134 0.942675 0.858157 3.19634 2.8368 1.89525 1.67974 1.04601 0.845795 0.620301 0.51431 0.484836 0.275058 0.27091
threshold=0 1 6.5000000000000009 2 1.5000000000000002 3 1.0000000180025095e-35 4 5 6 51.500000000000007 7 8 9 19.500000000000004 10 11 6.5000000000000009 12 13 3.5000000000000004 14 15 16 17 18 19 1.0000000180025095e-35 20 21 22 23 24 25 26 8.5000000000000018 102.50000000000001 102.50000000000001 27
decision_type=9 1 2 1 2 1 2 9 1 9 2 9 9 9 2 9 1 2 9 9 2 1 9 1 1 1 1 2 1 1 9 9 9 9 9 2 2 2 1
left_child=1 -1 15 11 6 12 9 14 34 -5 -9 -4 -6 -10 -8 16 19 23 35 20 38 22 -17 25 -25 -18 -21 28 32 31 -31 -29 -23 -30 -7 -19 -14 -11 -2
right_child=2 -3 3 4 5 8 7 10 13 37 -12 -13 36 -15 -16 21 17 18 -20 26 -22 27 -24 24 -26 -27 -28 29 33 30 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.017668570085451009 0 0 0.0011183395340814749 -0.0023472745055469579 0 0.014615528394259792 0.014911472847521132 -0.024443662237701873 0 0.021819930386066725 0 -0.015010136176902087 0.042226416268730534 -0.016965053892060572 -0.00055761934081082908 0.02219424348524594 0.011651809591147894 0.0253101737327894 0 0 0.016531678509216913 0.0031425385858746438 -0.002487270526904724 -0.0041764027590949415 0.0034589653865941712 -0.001911441301650693 -0.016359458887796271 0 -0.0027137544376204538 0.0077283069131502515 -0.00091418893063076312 -0.019438656582731924 -0.010420220671174457 0.0094245800687104281 0 0 0 0 -0.013176103616068083
leaf_weight=24.654979137825649 50.062078381244646 6.0623983402401818 31.142106866303948 6.0749937061336823 11.986757590857449 14.069286716869099 17.849465345148932 79.656092476958293 5.9986308559891768 65.892989904183196 5.8630159428867037 66.894678452154039 54.985517953558883 27.309472929511685 4.1886197247076771 29.524963784155261 103.34737759837299 34.580482202407438 47.842874301324628 32.617438646671872 21.466397071453684 24.92918019775243 11.269994676826171 999.20157173817643 335.45064977876609 50.426118348783348 182.17665061162916 115.82500261632958 12.400745286198799 276.50917377281803 1086.9928916306126 82.802251668108511 133.69418925096033 411.18700645309946 5.7326760976575342 18.917635559642804 0.47901462519075622 0.57851598493289103 18.369146828081284
leaf_count=104042 45378 15790 21050 5198 8257 10080 13327 54286 2748 38061 4613 42834 32357 10635 2817 27518 78008 22585 33710 32492 17512 24877 14796 906947 152977 26645 209024 58421 8474 143133 528895 80572 70160 218437 4249 13473 452 669 19831
internal_value=0 -0.00950204 6.4421e-05 0.00336113 0.00870611 0.0206731 0 -0.0128894 -0.000332328 0.0158594 -0.0196582 -0.00887403 0.0353017 -0.0133261 0.00635806 -0.000206797 -0.00169748 0 0.0110228 -0.00985572 0 0.000958978 0.0138069 -0.00087872 -0.00198907 0.00567677 -0.0137356 0.000328852 0.00360032 -0.000744808 0.000795008 -0.0109025 -0.0065747 0.00821861 0.0103617 0.0186018 0.0370891 0.0191082 -0.00760192
internal_weight=0 30.7174 4478.3 398.702 300.665 120.561 180.104 107.557 53.1101 72.5465 85.5191 98.0368 67.4513 33.3081 22.0381 4079.59 1894.46 1589.77 101.341 304.692 89.8976 2185.14 40.795 1488.43 1334.65 153.773 214.794 2144.34 582.211 1562.13 1363.5 198.627 158.623 423.588 19.802 53.4981 55.4645 66.4715 68.4312
internal_count=3105330 119832 2985498 251633 187749 68778 118971 75043 27712 43928 58899 63884 41066 13383 16144 2733865 1558582 1234345 69768 324237 82721 1175283 42314 1164577 1059924 104653 241516 1132969 321948 811021 672028 138993 95037 226911 14329 36058 32809 38730 65209
cat_boundaries=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=21020673 2 131 1 8397460 1 10489988 856244 3215512 2098240 795132 67 8252 192 2 3149312 512 1 1 12 265 532 8392704 2048 3212288 69632 8654244 2
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=40
num_cat=21
split_feature=2 5 9 3 2 0 0 4 2 0 0 4 4 2 4 5 5 2 2 2 5 0 4 5 0 8 0 4 4 8 4 4 0 5 5 4 8 4 6
split_gain=0.559108 1.29444 0.925124 0.475381 1.35993 1.22971 1.21466 1.65679 3.35145 2.02224 1.2656 1.13753 1.39264 3.08647 1.77807 1.01124 1.71114 2.16301 1.5456 1.38789 0.994492 0.858446 0.842883 0.731451 1.08015 1.25254 0.811598 0.666772 0.57516 0.540164 1.02046 0.639783 0.509398 0.779312 0.496443 0.481145 0.448614 0.447259 0.381535
threshold=0 3.5000000000000004 1 2 3 4 5 13.500000000000002 6 7 8 10.500000000000002 7.5000000000000009 9 5.5000000000000009 1.5000000000000002 2.5000000000000004 10 11 12 5.5000000000000009 13 14.500000000000002 3.5000000000000004 14 15 16 12.500000000000002 17.500000000000004 17 5.5000000000000009 3.5000000000000004 18 1.0000000180025095e-35 7.5000000000000009 1.5000000000000002 19 5.5000000000000009 20
decision_type=1 2 1 1 1 9 9 2 1 9 9 2 2 1 2 2 2 1 1 1 2 9 2 2 9 1 9 2 2 1 2 2 9 2 2 2 1 2 1
left_child=1 2 -1 6 21 28 15 11 9 22 36 12 14 -14 -8 19 17 38 35 29 -20 -5 -9 26 34 -26 -23 -19 -6 31 -31 -2 -13 -34 -25 -18 -10 -28 -17
right_child=3 -3 -4 4 5 -7 7 8 10 -11 -12 32 13 -15 -16 16 18 27 20 -21 -22 23 -24 24 25 -27 37 -29 -30 30 -32 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.020821833309073487 0.0076976506694758032 0.0036468377669506844 0 -0.0054594515146156432 0.022547260182877907 -0.0018834273022963082 0.00047563087993429134 0 0.010888298567602754 0 -0.014486934447411013 0 -0.0043922393020754099 0.021657886479852329 -0.010346528548521937 0 0 0.023561113430552734 -0.014596147544130307 -0.019644601865845088 0 -0.0024178911667447262 0.041934064448076264 0.011923049159189111 0.0023718222495239224 -0.012415526457288509 0.0036503571727375382 0 0 -0.010134864799341135 0.0034116231105818604 -0.0044127161199290074 0 -0.02101888034441142 0 0.010255327062453704 0 0.017201405436062002 -0.0097683066359567014
leaf_weight=34.39569955416664 66.520502653955191 8.5834092087043228 4.968415221092072 130.04245785018429 52.277068831434008 6.8679669697303316 2752.4566300679908 3.3567191652255159 10.490729304932756 13.733696500828954 21.938029835262569 6.8532215721497778 43.54765212192433 52.773415781353833 130.21971450913406 34.56505275973177 46.092945941712969 46.855660121251276 117.4233538615299 49.589648565761308 40.52721191495948 46.980841198557755 25.619044008446508 34.251567614352098 38.981035310949665 90.954987774137408 284.58546533781919 1.3309792806394387 1.1956038799253281 129.03543365266523 26.063630710850703 23.328541469090851 9.7843241220689361 29.429062115013949 4.3037545026745638 30.736055608984316 6.8249435992911467 33.863858091179281 15.432851265984935
leaf_count=94203 47828 12786 10388 81947 29814 4339 1796896 1839 7868 10090 15982 6071 24950 28992 75147 24572 52509 60728 107442 115915 36032 22519 15588 18544 14858 35683 127697 1120 925 96988 24050 19924 5205 17195 2213 26096 5004 10715 15402
internal_value=0 -0.00792754 -0.016405 0.00011922 0.00245446 0.0134249 -0.000269637 0.000470983 0.012419 0.0244394 -0.00417522 0 0.000335002 0.0106262 -1.17746e-05 -0.00419063 0 0.00915642 -0.0049027 -0.00823581 -0.0101464 0.000290278 0.033285 0.00249631 -0.00153107 -0.00669985 0.00515031 0.0190237 0.0185652 -0.00215084 -0.00574341 0.00159922 -0.0120459 -0.0142705 0.00680594 0.00351244 0.00464777 0.00710532 -0.00226592
internal_weight=0 47.9475 39.3641 4458.83 724.305 60.3406 3734.53 3107.03 81.9632 42.7095 39.2537 3025.06 2979 96.3211 2882.68 627.502 332.964 98.1845 234.78 294.538 157.951 663.964 28.9758 533.922 168.491 129.936 365.43 48.1866 53.4727 244.948 155.099 89.849 46.0666 39.2134 38.5553 76.829 17.3157 318.449 49.9979
internal_count=3106064 117377 104591 2988687 349254 35078 2639433 2010827 56371 27517 28854 1954456 1925985 53942 1872043 628606 323901 101822 222079 304705 143474 314176 17427 232229 71298 50541 160931 61848 30739 188790 121038 67752 28471 22400 20757 78605 12872 138412 39974
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 1 1 960 1059450 21512738 604 10580 2106816 704 224 136 992 3211353 267910 6 4457988 6 8396812 9 2
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=40
num_cat=28
split_feature=0 6 4 0 2 5 1 2 8 4 9 0 4 1 0 2 8 1 4 0 2 0 4 4 7 8 8 0 2 5 6 2 0 4 4 5 2 2 8
split_gain=0.576153 0.901097 0.412577 2.93608 2.4318 1.18786 1.17694 1.08365 0.980719 0.830599 0.783699 3.87031 1.69128 1.30001 1.08943 4.63032 1.43705 1.77069 0.98692 1.14058 0.862471 1.70687 0.7648 0.67543 2.33387 2.1125 2.08692 1.12193 1.42421 1.36554 0.578683 0.559425 0.723407 0.701924 0.551414 0.380106 0.370655 0.357556 0.307381
threshold=0 1 6.5000000000000009 2 3 1.0000000180025095e-35 4 5 6 18.500000000000004 7 8 4.5000000000000009 9 10 11 12 13 3.5000000000000004 14 15 16 99.500000000000014 1.5000000000000002 17 18 19 20 21 3.5000000000000004 22 23 24 3.5000000000000004 7.5000000000000009 5.5000000000000009 25 26 27
decision_type=9 1 2 9 1 2 1 1 1 2 1 9 2 1 9 1 1 1 2 9 1 9 2 2 1 1 1 9 1 2 1 1 9 2 2 2 1 1 1
left_child=1 -1 10 6 9 37 7 -4 -7 30 14 12 -12 20 15 18 -17 -18 19 -2 -13 -22 -9 24 26 -26 -16 29 -29 -25 35 33 -33 -15 -10 -5 -14 38 -6
right_child=2 -3 3 4 5 8 -8 22 34 -11 11 13 36 31 23 16 17 -19 -20 -21 21 -23 -24 27 25 -27 -28 28 -30 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.016987583587825015 0.0055310719719782681 0 0 0.025330297989361247 0.010104449840380043 0 0 0.023829005622861485 0 0 -0.019330184074976674 0 0.0099487845470812453 0.01573365400468987 -0.0030385221444256755 0 -0.023880604807559189 0 -0.0081271705878291182 -0.0041368498018243471 0 0.029926880507679061 0 -0.00025258970173794022 0.011956950694315641 -0.0024928382529050791 0.0043444302595571282 0.0038263642279195392 -0.0034298920227839192 -0.019204184450823274 0 0.0025511489347416973 -0.011596747024596319 0 -0.017581840816380475 0 0 -0.0025374118811458614 0
leaf_weight=24.206680076767952 375.6373179713155 6.1161339607388099 9.7796583815797913 19.421534540510041 27.136863996915054 39.914445099057048 29.113995616557077 91.060216737401788 26.373141135802143 7.767777449800632 45.520716256258311 20.821959176719247 4.5564646939164959 15.724119110265748 991.70857113658712 23.123433180357097 139.39633765467443 26.827271574991755 64.592602114804322 105.89202873887552 20.629944319029164 50.730271819984409 1.4842922658426676 149.23207778952928 294.09426618537691 89.903777032130165 562.59806997479973 469.02598102984484 537.12574029105053 46.615696184453554 7.5210973320354269 4.8413212127052248 28.805021301202942 5.4720512326457529 111.66232014146226 0.69027462753001501 2.8063580132729831 13.309147087653399 14.514079492451854
leaf_count=104341 297425 15886 8600 9466 16039 23032 14716 70964 13349 4496 34473 18898 2701 4666 755898 23200 176062 14864 50454 75477 21490 35134 1245 111027 136762 39374 363129 244871 285992 26854 6099 2183 7250 1506 71232 337 1833 7502 6592
internal_value=0 -0.00899421 0.000126894 0.00310629 -0.0022824 -0.00716082 0.0136412 0.0185732 -0.0112502 0.0126069 -0.000112513 0.00545751 -0.0107413 0.0136475 -0.000516331 -0.00389737 -0.01591 -0.0190795 0.00055725 0.00272787 0.0201892 0.0229056 0.0206433 0.000221872 0.00144998 0.00814236 -0.00013692 -0.0015003 0 -0.00770249 0.019592 0 -0.00520756 0.00766676 -0.014245 0.0235995 0.00433947 0.001003 0.00637448
internal_weight=0 30.3228 4475.43 399.749 268.311 232.91 131.438 102.324 177.95 35.4007 4075.68 199.908 52.8835 147.025 3875.77 735.469 189.347 166.224 546.122 481.529 92.1822 71.3602 92.5445 3140.3 1938.3 383.998 1554.31 1202 1006.15 195.848 27.6329 54.8425 33.6463 21.1962 138.035 20.1118 7.36282 54.9601 41.6509
internal_count=3105419 120227 2985192 253669 158144 137746 95525 80809 107613 20398 2731523 130134 39007 91127 2601389 637482 214126 190926 423356 372902 75522 56624 72209 1963907 1295163 176136 1119027 668744 530863 137881 15902 15605 9433 6172 84581 9803 4534 30133 22631
cat_boundaries=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=21020673 2 860628 524 1 519 2 1 9179298 1 1123604 920 12 1 74000 24 592 1 5 1 262208 186 2 914 1049860 864 368 5
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=40
num_cat=23
split_feature=0 2 1 4 0 1 4 5 0 8 1 1 2 4 4 5 4 4 9 5 5 4 3 2 0 8 5 4 0 5 2 0 2 5 8 2 0 5 8
split_gain=0.4896 2.22337 1.90797 1.17798 2.7458 2.12551 1.42313 1.13044 1.8207 1.12681 2.48011 1.31168 1.6991 1.35153 1.30226 1.27536 1.23996 1.14353 1.04406 0.959959 0.850865 0.839727 0.550372 1.57625 1.63251 1.54862 1.16248 1.02562 2.97923 2.20138 1.76319 1.25942 2.88118 0.736978 0.495347 0.484238 0.460189 0.455039 0.436481
threshold=0 1 2 13.500000000000002 3 4 99.500000000000014 7.5000000000000009 5 6 7 8 9 1.5000000000000002 3.5000000000000004 3.5000000000000004 7.5000000000000009 1.0000000180025095e-35 10 2.5000000000000004 1.0000000180025095e-35 19.500000000000004 11 12 13 14 1.0000000180025095e-35 1.0000000180025095e-35 15 3.5000000000000004 16 17 18 5.5000000000000009 19 20 21 3.5000000000000004 22
decision_type=9 1 1 2 9 1 2 2 9 1 1 1 1 2 2 2 2 2 1 2 2 2 1 1 9 1 2 2 9 2 1 9 1 2 1 1 9 2 1
left_child=1 2 -1 7 5 6 35 22 -9 10 15 12 17 19 20 16 -3 36 -14 -13 -15 -6 27 24 37 -26 38 28 30 -30 -2 33 -33 -29 -28 -5 -11 -24 -25
right_child=3 9 -4 4 21 -7 -8 8 -10 11 -12 13 18 14 -16 -17 -18 -19 -20 -21 -22 -23 23 26 25 -27 34 31 29 -31 -32 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.022984583342164178 0 0.028652730151847574 0.0039428349472345669 0 0 0 0 0.019172557944245942 -0.00037194326217090306 0.010843696213046768 -0.0071727229744797455 0.0046887734460920186 -0.013808323816412355 0 0 0 0 -0.0041813031814938277 0.0014006377012063618 -0.011283429007638778 0.025975775303630516 -0.016283854860704886 0.0047781793495052897 0.0026443454523487234 0.0018971825662972988 -0.019555489130858673 0.012999320142025437 -0.001791782521856223 -0.0022404683774134323 0.01143484594702078 -0.016429110503526578 0.018370219021049381 0.00016331288183311755 0.0068443887083995437 0 0.033820851294173705 0 -0.0028353932354653324 -0.0075171106710507285
leaf_weight=60.886411549270633 111.48294622939284 39.938738856159034 2.7069770246744147 2.0658117049024454 14.186998404416956 31.172169116965961 1.858802270318846 39.609057145848055 58.263121844975103 70.023912486336485 18.438014728890266 35.847167179745156 178.73918699896967 5.1502266403404056 25.37862314999802 11.638644166494485 4.7051381935307282 147.30694396304898 8.4566203919093805 35.303915451164357 27.903276364144403 14.185821851249782 165.12508507224265 13.533011634543072 15.904853110783733 49.38059245137265 166.55022005102364 1382.4354934721705 645.83484136961306 112.41291143978015 186.05135938203239 79.016255498139799 472.10443817168925 66.20993627232383 64.617198646592442 30.96500991437642 22.805472917643783 56.266675666673109 33.419198545045219
leaf_count=223417 91415 37163 2215 1633 10204 16023 1453 20812 40664 48005 10716 23129 177930 3307 14767 9887 4499 133437 8546 23051 16012 12199 64906 6431 8825 29480 70159 750818 434745 61509 209406 56013 343958 34792 25595 24123 13797 21915 18755
internal_value=0 -0.0024206 -0.0160245 0.000390695 0.00997019 0.018676 0.0309355 0 0.0093043 0 0.00890051 -0.00191105 -0.00493734 0.00512127 0.0140829 0.0193377 0.0245583 0 -0.0111291 -0.00126652 0.0220156 -0.00643783 -0.000253452 0.00240814 -0.00200221 -0.0127446 0.00750168 -0.000861286 -0.00336647 0 -0.0111679 0.000343739 0.00434765 -0.00105618 0.0107087 0.0347996 0.00823779 0.00148338 -0.00143388
internal_weight=0 695.229 63.5934 3812.65 94.4346 66.0618 34.8896 3718.22 97.8722 631.636 74.7205 556.915 427.332 129.583 58.4321 56.2825 44.6439 240.136 187.196 71.1511 33.0535 28.3728 3620.35 564.797 286.677 65.2854 278.12 3055.55 1055.78 758.248 297.534 1999.77 551.121 1448.65 231.167 33.0308 92.8294 221.392 46.9522
internal_count=3105711 749878 225632 2355833 65635 43232 27209 2290198 61476 524246 62265 461981 381715 80266 34086 51549 41662 195239 186476 46180 19319 22403 2228722 246066 125126 38305 120940 1982656 797075 496254 300821 1185581 399971 785610 95754 25756 61802 86821 25186
cat_boundaries=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=23642139 13 1 11716 1 10436 12 1 1 832 1 1 768 15396 2 1058212 784 10976 40 5 3 19 2
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=40
num_cat=27
split_feature=5 0 0 2 0 0 4 8 4 2 1 0 8 4 2 0 5 0 4 7 0 0 5 4 5 7 4 7 4 2 6 0 2 2 8 5 0 2 7
split_gain=0.416606 5.09652 3.71567 3.47751 3.49326 2.63848 2.4274 2.33789 2.84801 2.12074 2.00097 3.32734 3.00496 3.91163 3.93195 3.58262 1.99209 1.8449 1.79946 2.38364 1.7296 1.68578 1.62307 1.62029 1.616 3.12242 1.67473 1.51461 1.74376 1.1629 1.07679 0.940076 1.35253 0.849165 0.847145 0.797681 0.771242 0.769885 0.616969
threshold=1.5000000000000002 0 1 2 3 4 1.5000000000000002 5 1.5000000000000002 6 7 8 9 2.5000000000000004 10 11 3.5000000000000004 12 1.5000000000000002 13 14 15 8.5000000000000018 7.5000000000000009 1.0000000180025095e-35 16 10.500000000000002 17 2.5000000000000004 18 19 20 21 22 23 3.5000000000000004 24 25 26
decision_type=2 9 9 1 9 9 2 1 2 1 1 9 1 2 1 9 2 9 2 1 9 9 2 2 2 1 2 1 2 1 1 9 1 1 1 2 9 1 1
left_child=1 29 6 5 24 -3 33 8 36 17 12 22 31 15 -15 -14 23 -4 19 -9 -10 -20 -12 -13 25 30 37 28 -19 -1 -5 32 -11 -2 -18 -33 -6 -26 -35
right_child=2 3 9 4 7 -7 -8 18 20 10 11 16 13 14 -16 -17 34 27 21 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31 -32 35 -34 38 -36 -37 -38 -39 -40
leaf_value=0 0 0.01994200561526243 -0.0032556610681832195 0.023589184879013247 0.010598550599332724 -0.0025195677191390954 0 -0.013909892703728763 0.0027364772382773087 0 -0.013928700986942537 0.013186852688333806 -0.016174794174403536 0.019306670174351375 -0.0084455196777679913 0.0012489770027810211 0.0026248190903604019 0.0063383477555512633 0.0042551332055608395 0.0015441046309558957 -0.010786644523626876 -0.0073689160388418443 0.0063588584546051836 -0.0064239731268931656 0.010299348775584789 -0.0024194938300921517 -0.016933999799061118 -4.4438913001947405e-05 0.036723730290265072 -0.022157282068466257 0 0.0064017824119787965 0.015761829049069514 -0.02454160716389725 -0.0087115238546246008 0 0 -0.0010298419913314391 0
leaf_weight=26.881745260950993 44.585557607177179 113.21159279998756 23.038328405677021 113.96265239981949 224.26196734455152 42.031694052740932 133.87050307394748 378.33444641065216 104.87044080158375 72.272029932952137 246.07878093066392 165.70867745828582 195.76416919069379 93.904286950884853 38.537843036814593 175.9485923487955 43.675911354308482 102.49832880141366 216.40471877255186 81.029941878514364 165.34521966664761 188.60301412669651 6.6308627339312798 11.641725635854526 66.011412931336963 44.709219076787122 15.731736996007383 9.9888315810094337 29.925628841217986 98.653609850312932 4.8368655671074512 395.15750050588395 197.12172412961809 85.263110963020154 104.2753768809489 300.52119279725594 65.447947161006596 41.80130336518414 35.552372174701304
leaf_count=20817 27891 75948 32720 111335 112944 40076 113890 331808 75549 40988 56339 74662 138624 55422 21923 101686 19444 146893 104103 36778 63553 150474 1489 5756 52341 27330 11898 5117 20330 134722 5434 260653 129386 128982 47816 200899 56566 37156 25836
internal_value=0 -0.0010483 0.00087448 0.000284856 -0.000973853 0.0130538 -0.00871544 -0.00318932 0.00138659 0.00243256 0.00126784 -0.00334934 0.00332353 -0.00242903 0.00998481 -0.00807473 0.00267191 0.0123314 -0.00641546 -0.0106433 -0.0050582 -0.000674747 -0.0113166 0.00970954 0.00814716 0.014115 0 0.0166586 0.0205666 -0.0178989 0.021587 0.00657116 0.0119141 -0.0161282 -0.00414284 0.00355909 0.00829003 0.00513455 -0.0192058
internal_weight=0 1992.13 2511.96 1866.59 1711.35 155.243 299.272 1424.3 559.926 2212.69 2047.24 578.011 1469.23 504.155 132.442 371.713 325.302 165.451 864.372 459.364 270.216 405.008 252.71 177.35 287.053 163.509 123.544 142.413 132.424 125.535 118.8 965.072 269.394 165.401 147.951 695.679 289.71 107.813 120.815
internal_count=3105578 1448832 1656746 1293293 1177269 116024 296599 931775 308612 1360147 1155087 205506 949581 317655 77345 240310 147678 205060 623163 368586 139102 254577 57828 80418 245494 144099 101395 172340 167223 155539 116769 631926 170374 182709 67260 461552 169510 89497 154818
cat_boundaries=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=20486 7963913 514 3737344 3148088 6 13 1 272512 9 240 8655460 4242 1 8396896 272520 1 1 576 2 266432 66 256 6 264232 360 1
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=40
num_cat=27
split_feature=5 0 0 2 0 0 4 2 6 0 1 0 8 4 2 0 4 5 8 4 0 5 7 7 4 2 4 5 2 2 7 2 8 0 2 7 5 2 4
split_gain=0.429863 4.57984 3.28902 2.86626 2.82293 2.5139 2.09433 2.00638 1.96534 1.67821 1.66255 2.71262 2.5281 3.24602 3.38574 3.11079 1.64367 1.87932 1.63742 2.60035 1.6669 1.47751 1.46724 1.39643 1.34793 1.09857 1.05412 1.00905 0.951409 0.812819 0.963299 0.74929 1.13558 0.707064 1.02354 0.667154 0.644458 0.564083 0.532982
threshold=1.5000000000000002 0 1 2 3 4 1.5000000000000002 5 6 7 8 9 10 2.5000000000000004 11 12 7.5000000000000009 3.5000000000000004 13 1.5000000000000002 14 8.5000000000000018 15 16 2.5000000000000004 17 9.5000000000000018 1.0000000180025095e-35 18 19 20 21 22 23 24 25 3.5000000000000004 26 3.5000000000000004
decision_type=2 9 9 1 9 9 2 1 1 9 1 9 1 2 1 9 2 2 1 2 9 2 1 1 2 1 2 2 1 1 1 1 1 9 1 1 2 1 2
left_child=1 26 6 5 8 22 28 9 31 -4 12 21 33 15 -15 -14 17 -13 19 27 -21 37 38 24 -11 -10 -1 -6 -2 -20 -31 -5 -33 34 -9 -30 -35 -12 -3
right_child=2 3 7 4 18 -7 -8 10 25 23 11 16 13 14 -16 -17 -18 -19 29 20 -22 -23 -24 -25 -26 -27 -28 -29 35 30 -32 32 -34 36 -36 -37 -38 -39 -40
leaf_value=-0.028725030339575387 0 0.023161906668408738 -0.0028637143079184523 0 0.010767181900098304 -0.0061934020428006439 0 0 0.0030823661795952493 0.0062906635017007306 -0.0001793176877079804 0.011942671543889819 -0.015066285519327524 0.017593817288890968 -0.0079609944866203073 0.0011296670612332405 -0.01309817085854339 -0.0014804406816392229 0 0.0021006178741371242 -0.011050893425952482 0.0062362739997734512 0 0 0.034361538281052366 -0.014793635519449325 0 0 -0.023701494913772634 -0.0092539551886785601 0 -0.0022956895462852133 0.014140873943927443 0.0058333846735023039 0.014062642272738266 0 0 -0.015928814743998432 0
leaf_weight=48.482406012853971 43.935049142339267 104.64386115037632 22.784111057102564 42.51324392719107 195.19719661861018 25.008772750330536 134.20328422689272 71.978268143328023 12.380260583187917 102.55673009756538 82.778284571017139 167.8723762089503 192.70093677021214 95.846570402529323 38.126155000645667 176.20243282633601 20.565997092286125 138.09633748763008 160.59968657988429 103.81360187639802 173.83974791086803 6.6726540095987721 16.252721615950577 9.876252682770426 30.975375932521274 24.540520062306314 2.3947848441021042 105.0004064892928 83.995230931821425 572.95313280974551 157.19273495397647 10.136400533985579 217.37265395990107 397.43336601180636 200.63989724843123 35.189894652037765 300.14413672883529 159.95436815504218 20.883119384008751
leaf_count=73369 27686 82048 31567 37036 115517 21992 114206 40943 9443 146505 19222 74865 136962 56046 21834 101835 10371 62578 136399 75341 73473 1489 7513 5059 20705 22497 2460 63968 129227 452604 71699 7591 181797 260747 131614 25751 200681 37100 13613
internal_value=0 -0.00110098 0.000852133 0 -0.00133636 0.0110873 -0.00818785 0.00231843 0.0065561 0.0119246 0.00118226 -0.00301417 0.00305785 -0.00219867 0.00895331 -0.00742461 0.00232433 0.00540011 -0.00331488 0.000386367 -0.00572405 -0.0102913 0.016478 0.016022 0.0197458 -0.00737191 -0.0230423 0.00696474 -0.0151369 -0.00595171 -0.0073368 0.0102257 0.0120533 0.00602831 0.0107547 -0.0183776 0.00329141 -0.0128589 0.0207405
internal_weight=0 1993.21 2512.53 1942.33 1775.54 166.788 297.323 2215.2 306.943 166.192 2049.01 575.94 1473.07 502.876 133.973 368.903 326.535 305.969 1468.6 577.851 277.653 249.405 141.78 143.408 133.532 36.9208 50.8772 300.198 163.12 890.746 730.146 270.022 227.509 970.196 272.618 119.185 697.578 242.733 125.527
internal_count=3105353 1448360 1656993 1372531 1247365 125166 296870 1360123 258364 203836 1156287 205625 950662 316677 77880 238797 147814 137443 989001 328299 148814 57811 103174 172269 167210 31940 75829 179485 182664 660702 524303 226424 189388 633985 172557 154978 461428 56322 95661
cat_boundaries=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=20484 7963913 514 3745536 11798904 13 2 4242 1 272512 9 240 8655460 6 8388704 1 1 320 256 40 1 65 8 266432 66 1 274
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=40
num_cat=28
split_feature=0 2 4 2 6 9 2 5 0 2 2 8 0 0 4 5 1 0 4 8 0 2 0 2 2 3 5 0 8 0 2 0 4 4 4 0 2 4 5
split_gain=0.388372 2.33275 1.15767 1.30159 1.10333 1.19251 0.942956 0.870475 1.16326 1.11433 0.953826 1.13574 0.865012 0.780554 0.74988 0.745302 0.696239 0.584118 0.555181 1.4931 2.17246 1.17699 1.05015 2.23718 1.86678 1.89557 1.80307 2.01809 1.20824 0.992911 1.13721 0.968185 2.08019 0.951527 0.864302 4.11874 0.926688 0.759034 0.683433
threshold=0 1 2.5000000000000004 2 3 4 5 6.5000000000000009 6 7 8 9 10 11 1.0000000180025095e-35 1.5000000000000002 12 13 2.5000000000000004 14 15 16 17 18 19 20 4.5000000000000009 21 22 23 24 25 9.5000000000000018 19.500000000000004 7.5000000000000009 26 27 1.0000000180025095e-35 2.5000000000000004
decision_type=9 1 2 1 1 1 1 2 9 1 1 1 9 9 2 2 1 9 2 1 9 1 9 1 1 1 2 9 1 9 1 9 2 2 2 9 1 2 2
left_child=1 2 6 -4 5 16 12 18 10 17 11 -9 14 -11 -1 -6 -3 -10 22 20 33 -21 24 29 28 -26 37 -28 -2 30 -24 38 -33 -20 36 -36 -22 -25 -23
right_child=7 4 3 -5 15 -7 -8 8 9 13 -12 -13 -14 -15 -16 -17 -18 -19 19 21 34 31 23 26 25 -27 27 -29 -30 -31 -32 32 -34 -35 35 -37 -38 -39 -40
leaf_value=0 0.0073985861853303444 -0.018712162737839527 0.0032407266868639466 -0.013707604435678972 -0.0052652268591809014 0 0 0.024337974137601637 0 0.012599184813942408 0 -6.4796608649317898e-05 -0.0013213658215951844 -0.00087346646676552178 0.020915466820139138 0.012155946559374081 0 -0.014517894477904454 0.026699090437522666 -0.0054360951256558487 0.0026903604878678513 0.00057539283041028089 0.0026325354325648781 -0.00067571379243740865 -0.011218311644109106 0.0013451354989641384 0.025290856928080193 0 -0.0024028630552093899 -0.0089957353532041009 -0.0064472765729296309 0.0091823449881453661 -0.0073708529901440863 0 0.02530887122165712 -0.0098933182088764421 -0.0085398498250445626 0.0043969911354343871 -0.008134478091381861
leaf_weight=57.089210516933235 146.96835870187351 129.84302818825927 39.388766078816843 37.580468808620935 6.9430151004053213 18.249924825151538 72.403197647145134 40.357974092417862 13.922843895648837 33.610136515442719 38.46070934497402 5.0206315569812423 5.6009560851125562 20.49510865737102 61.734606279649597 13.685055473419196 30.570384845719673 28.911788332712604 47.273434190137777 273.36214719133568 122.15831228673778 180.4982121802459 310.72031881376097 466.3398046215043 368.47241137362107 106.89138162657036 35.760671155047021 44.337395725829992 303.86240956931579 203.75826730096742 176.49250842875335 300.62505627470819 54.065456110431114 1.6644513147766691 28.54662554137758 20.996274103934411 74.503885890735546 500.08290371877956 86.237754820293048
leaf_count=40517 110308 213911 30174 32387 10673 22442 55839 26298 9358 19343 24079 3505 11816 14686 50448 21588 15534 15947 35961 165184 50825 133704 144261 295302 367845 57569 26191 15891 226804 195329 116148 137917 32152 1170 12725 14802 35546 262681 48663
internal_value=0 -0.00264021 0.00251893 -0.00473188 -0.0102181 -0.0133306 0.00703881 0.000274553 0.00653901 0 0.0129116 0.0193589 0.0112115 0.00610579 0.0138751 0.000721336 -0.0160426 -0.00960063 0 0.00170075 0.00741891 -0.000119387 -0.000866636 0.000447011 -0.00354898 -0.00773444 0.00346045 0.0160263 0.000523698 -0.00364623 -0.000327199 0.00195315 0.00536187 0.0213249 0.00101256 0.010452 -0.00106582 0.00170147 -0.00170966
internal_weight=0 473.089 273.797 76.9692 199.291 178.663 196.828 4034.4 180.779 96.9399 83.8393 45.3786 124.425 54.1052 118.824 20.6281 160.413 42.8346 3853.62 1189.93 295.143 894.789 2663.69 1737.49 926.195 475.364 1046.52 80.0981 450.831 690.971 487.213 621.426 354.691 48.9379 246.205 49.5429 196.662 966.423 266.736
internal_count=3105523 505329 221181 62561 284148 251887 158620 2600194 113216 59334 53882 29803 102781 34029 90965 32261 229445 25305 2486978 668649 151029 517620 1818329 1055803 762526 425414 600065 42082 337112 455738 260409 352436 170069 37131 113898 27527 86371 557983 182367
cat_boundaries=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=24690705 850 592 2 1 274 8288 176 188 3 3145744 3336 1 266374 2 8393476 593 336804 308 804 1 8392770 6 7176 272 8392930 10304 406
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=40
num_cat=26
split_feature=2 0 4 0 4 5 2 0 5 0 8 8 2 4 4 0 5 2 0 8 5 2 2 0 0 4 0 2 0 5 6 0 0 4 4 4 0 2 9
split_gain=0.369132 1.12184 0.387116 2.19835 1.98047 1.59314 1.58398 2.27475 1.91176 1.05297 1.6402 1.14673 0.900016 0.879312 0.723686 0.528116 3.18123 2.94857 2.28831 1.62272 1.46906 3.97152 1.88032 1.97409 1.66029 1.5012 1.42799 1.74833 1.25923 1.2283 1.58513 4.08807 2.37268 0.92983 0.833983 0.673252 0.754202 0.523787 0.503874
threshold=0 1 6.5000000000000009 2 20.500000000000004 4.5000000000000009 3 4 4.5000000000000009 5 6 7 8 70.500000000000014 99.500000000000014 9 1.0000000180025095e-35 10 11 12 1.0000000180025095e-35 13 14 15 16 2.5000000000000004 17 18 19 6.5000000000000009 20 21 22 2.5000000000000004 5.5000000000000009 1.5000000000000002 23 24 25
decision_type=1 9 2 9 2 2 1 9 2 9 1 1 1 2 2 9 2 1 9 1 2 1 1 9 9 2 9 1 9 2 1 9 9 2 2 2 9 1 1
left_child=1 -1 15 12 6 13 7 8 -5 11 -11 -8 -4 -6 38 16 17 -2 -19 -20 22 24 25 -24 -22 28 33 -28 -17 30 32 -32 -18 -23 -26 36 -31 -27 -14
right_child=2 -3 3 4 5 -7 9 -9 -10 10 -12 -13 14 -15 -16 20 29 18 19 -21 21 26 23 -25 34 37 27 -29 -30 35 31 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0012251494392448176 0.0014326184098370145 -0.016125746497062717 0 0.030792482756793717 -0.026555395309995289 0.0024427645393119992 0.011531507711817574 -0.0051639197808447442 0 0.0041228884259975427 -0.014642805334647138 -0.0042304721865903021 0.022350661218520598 0 0 0.012217218210084204 0.010066978583127788 0 0 -0.024368897068792042 0 -0.0023024780192851656 -0.0032298871604407838 0.013208453630795595 -0.022432363607393643 0 0.014257718562141038 0 -0.00030967637180641795 0.01618870390086424 0.0088291893589563051 -0.013099980627109129 -0.00093517386534857315 0.0038604006860107499 0 0 0 -0.015037323467946432 0
leaf_weight=28.141576829231781 130.38008847314632 18.41939648773041 34.127226779077318 37.195083932936541 32.579834758900688 2.2095093942480153 50.482595115463482 11.661364225976284 2.9893725166330105 25.185884796868777 80.330245073622791 29.901574328046991 72.899848824337823 5.9337760919006532 1.7172836244571943 62.433842472812103 218.66798539603042 83.947456095658708 28.545405922945065 144.96235550340134 116.57255448150681 852.10679022244221 48.833188156982942 270.2335392887835 106.55417064304129 38.582746777683496 127.76829213578458 250.97783050919679 192.08436339067157 64.035219017037889 78.478987100988888 218.80770768412549 646.20477335737996 293.42595177289331 2.3218316261772989 39.494331736830645 5.8030510647804467 37.527537957532331 11.907506628660483
leaf_count=30894 90769 86467 24358 16849 24946 1850 36402 13853 1279 8862 36238 21695 51223 5025 1668 52845 168592 72197 27780 163094 58409 476243 48815 170885 119656 15747 86320 143504 83942 42822 74132 215623 443335 128366 2134 23891 7269 19403 8919
internal_value=0 -0.00645294 0.000138986 0.00302406 -0.00132027 -0.0166467 0.00170625 0.0130912 0.0220635 -0.00197226 -0.0081999 0.0037188 0.0125623 -0.0227106 0.0168764 -9.11159e-05 -0.00150624 -0.00914938 -0.0146813 -0.0204428 0.000773562 -0.000596287 0.00477901 0.00977753 -0.0119995 0 0.00116604 0.00622451 0.00309149 0.000740181 -6.87981e-05 -0.00624621 0.00185756 -0.000406971 -0.01945 0.00965573 0.0140552 -0.0107633 0.0200961
internal_weight=0 46.561 4457.87 399.121 278.469 40.7231 237.746 51.8458 40.1845 185.9 105.516 80.3842 120.652 38.5136 86.5246 4058.75 1659.33 387.835 257.455 173.508 2399.42 1749.73 649.695 319.067 225.449 330.628 1524.28 378.746 254.518 1271.49 1162.16 297.287 864.873 1145.53 108.876 109.333 69.8383 76.1103 84.8074
internal_count=3106301 117361 2988940 253167 166999 31821 135178 31981 18128 103197 45100 58097 86168 29971 61810 2735773 1329504 353840 263071 190874 1406269 1014632 391637 219700 180199 171937 834433 229824 136787 975664 901682 289755 611927 604609 121790 73982 50091 35150 60142
cat_boundaries=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 71744 270676 540 1576480 8454314 2 9 134 21848308 768 64 12 532 392 8393472 2048 3149058 288 10486528 2 16432 598212 270452 128 1
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=40
num_cat=28
split_feature=5 0 0 2 0 0 2 0 0 4 8 5 2 2 9 5 4 4 2 4 1 8 2 2 1 4 0 2 2 4 0 0 7 2 4 2 0 0 5
split_gain=0.358928 3.96373 2.67182 2.13469 2.18925 2.15968 1.86047 2.2531 2.21777 1.75924 1.69206 1.89919 3.30823 2.44015 1.22597 1.08122 1.00161 1.80796 1.43395 1.00056 0.960392 1.96132 1.83081 1.4001 0.908458 0.883059 0.833907 0.784576 0.70185 0.690892 2.07983 1.14897 0.665798 0.659546 0.608882 0.499744 0.754579 0.490498 0.437577
threshold=1.5000000000000002 0 1 2 3 4 5 6 7 7.5000000000000009 8 1.0000000180025095e-35 9 10 11 2.5000000000000004 1.0000000180025095e-35 4.5000000000000009 12 9.5000000000000018 13 14 15 16 17 1.5000000000000002 18 19 20 1.5000000000000002 21 22 23 24 8.5000000000000018 25 26 27 2.5000000000000004
decision_type=2 9 9 1 9 9 1 9 9 2 1 2 1 1 1 2 2 2 1 2 1 1 1 1 1 2 9 1 1 2 9 9 1 1 2 1 9 9 2
left_child=1 19 9 5 16 32 7 14 20 24 11 12 -6 -13 -4 -9 18 28 -5 -1 21 25 -23 38 35 -8 -25 -11 -18 30 -12 -31 34 -19 -3 -2 -37 -17 -22
right_child=2 3 6 4 10 -7 8 15 -10 27 29 13 -14 -15 -16 37 17 33 -20 -21 23 22 -24 26 -26 -27 -28 -29 -30 31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=-0.027209778402406151 -0.00061512553170494689 0.020268769753435601 0.016980400859922175 0.006145854327997741 0.015676441693211859 -0.003315035417687118 0.0068065611588760929 -0.012971969042948339 0.0067757148299399557 0.014827873489766587 0.0020178881999333657 0.0023877546896432849 -0.0017182232531525662 -0.014846370562427397 0 0.0089405140172277905 0 0.0042512262870548134 -0.011242738670569906 0 0.0047774862528357186 0.0030436396696332229 -0.0099633776755911844 0.00029246885078549099 0 0 -0.012996252097629991 -0.00087466350913875885 0.016071366910060812 0.0025703275730531486 -0.011783298034944444 -0.0066967685315115384 0 -0.0081919216877638108 0 0 -0.019973125007781659 -0.001608253956368494 -0.002512769678356242
leaf_weight=46.852920556519166 80.691976789941691 106.18858767220445 194.55999011847962 60.760367685274105 141.98807790641149 45.811416930046107 396.34398362314823 33.182150549921062 435.5837982640769 10.497251126158515 95.21171202194455 129.59495855536079 199.41973752637205 98.303487310498895 22.095405378880969 30.662288355284545 20.497784844308626 26.158698816157994 43.355044813859422 2.3606527672527582 92.740483244939242 115.06814583853702 224.90679802544764 14.797202946501784 74.425452291732654 266.9578465947925 162.63117793237325 9.4207304148876592 139.90476749939626 205.02211482699204 363.95423333198778 206.24585952956113 14.527994555770418 41.629849891542108 3.2314654906513161 14.452281396996113 104.8892692053887 10.813184529513817 219.33285960869398
leaf_count=73062 74404 74046 200843 44026 76147 43870 253348 46369 267985 7788 97547 70601 105265 67250 17184 31257 18751 18562 55455 2418 29912 75264 129183 6723 45021 164153 53752 7514 112529 95911 283398 171516 6386 32123 2012 32173 128806 14420 68254
internal_value=0 -0.000994886 0.000790283 0 -0.00114667 0.0095084 0.00211437 0.00914113 0.000736248 -0.00737867 -0.00298238 0.000809437 0.00576603 -0.00522823 0.0140193 -0.002351 0.00546679 0.00911419 -0.000133321 -0.0216037 -0.000961142 0.000565509 -0.00491452 -0.00453809 -0.0104211 0.00391258 -0.0106583 0.00812413 0.014394 -0.00571852 -0.00855961 -0.00162999 0.0157303 -0.000894274 0.0189111 -0.0135362 -0.0171928 0.00349822 0
internal_weight=0 1991.02 2514.05 1941.81 1772.05 169.759 2219.68 291.313 1928.36 294.377 1439.74 569.306 341.408 227.898 216.655 74.6576 332.307 228.191 104.115 49.2136 1492.78 1003.28 339.975 489.502 274.459 663.302 177.428 19.918 160.403 870.434 459.166 411.268 123.948 67.7885 109.42 200.034 119.342 41.4755 312.073
internal_count=3105228 1450875 1654353 1375395 1249081 126314 1358647 310073 1048574 295706 967635 319263 181412 137851 218027 92046 281446 181965 99481 75480 780589 621948 204447 158641 280404 417501 60475 15302 131280 648372 380945 267427 82444 50685 76058 235383 160979 45677 98166
cat_boundaries=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=20484 7963913 514 3745664 3410232 29 288820 273008 6 116 384 1 388 1 9 96 386 1 64 824 25 8388674 264200 1 88 192 524296 4672
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=40
num_cat=25
split_feature=4 0 7 2 4 4 4 5 2 0 8 0 4 2 5 0 0 2 2 0 4 8 4 8 0 5 0 2 0 2 2 5 2 2 5 5 2 2 4
split_gain=0.302633 4.54984 2.06025 2.7923 1.62676 0.851852 0.666941 0.608423 0.598244 3.43632 1.05499 0.515808 1.66587 1.91614 1.24825 1.7368 1.58257 2.005 1.29571 0.939796 1.16469 0.919401 0.750193 1.94681 2.41761 1.2518 2.35596 2.0853 1.87141 2.33294 1.28994 1.10386 0.756827 0.675962 0.672205 0.659685 0.622576 0.612149 0.491421
threshold=13.500000000000002 0 1 2 102.50000000000001 16.500000000000004 14.500000000000002 1.0000000180025095e-35 3 4 5 6 4.5000000000000009 7 1.5000000000000002 8 9 10 11 12 11.500000000000002 13 4.5000000000000009 14 15 1.5000000000000002 16 17 18 19 20 7.5000000000000009 21 22 2.5000000000000004 1.0000000180025095e-35 23 24 9.5000000000000018
decision_type=2 9 1 1 2 2 2 2 1 9 1 9 2 1 2 9 9 1 1 9 2 1 2 1 9 2 9 1 9 1 1 2 1 1 2 2 1 1 2
left_child=8 2 3 -2 6 -3 -5 -7 9 10 -1 22 14 19 16 18 37 -18 -16 20 -14 -17 25 35 32 26 33 -28 30 -30 -27 -26 -25 -10 38 -24 -37 -13 -15
right_child=1 5 -4 4 -6 7 -8 -9 11 -11 -12 12 13 34 15 21 17 -19 -20 -21 -22 -23 23 24 31 28 27 -29 29 -31 -32 -33 -34 -35 -36 36 -38 -39 -40
leaf_value=0.011356045148626728 -0.0025978074398686625 0 0 0 0 0 0.043187738856596714 -0.025306217680771251 0 -0.02345569379586411 -0.002453985741292266 0.0089156434375119355 0.033735687815724967 0.010094693224325702 0.0033232487065402122 0.0092713138427345937 0 -0.017767716519920568 -0.0096432046232547003 0 0 0 -0.00044378487323665483 0.009951016146175766 -0.015802621213949829 0 0.0084878219280143559 -0.0015828835416468109 -0.0088067014710060537 0.001661039298671509 -0.014633531749862606 0.00092753604615015105 -0.0020411187782694408 0.015877035404803314 -0.0090721108896997978 0.013398409390828503 0 -0.0013268911573835352 0
leaf_weight=40.774976027449156 12.343854064180048 10.760691250339731 24.863910153799225 4.7863840981153762 1.7580999308265735 4.1986682708375183 34.206702644645702 19.5223561822786 11.142904137726873 33.157580182521997 84.975353017640373 59.119545319039389 34.275164863691316 37.167414404560986 76.036811279391259 297.83764149612762 129.80904028136865 93.662071277456562 121.42478030727943 20.636791102646384 5.033599845817661 136.57982915265893 31.135209030093392 40.865765944472514 217.40719450666802 67.268115329512511 219.44900791393593 888.36625273329628 221.52951184279664 1070.7674331980306 137.92516541525765 4.6632553873350835 51.760166851599934 115.27431345335935 28.220214801549446 51.540569826524006 20.97561469602806 34.979724486111081 10.889226434941518
leaf_count=41682 9413 9071 15992 2897 1485 3837 23460 16945 10917 152695 97702 62426 28447 30681 57919 176901 99719 82509 100076 13224 5335 79722 13411 25321 106238 64363 146778 510300 130403 609789 133202 2383 32115 110324 19512 21921 11766 35039 9292
internal_value=0 0.00448566 0.0168649 0.0262506 0.0324116 -0.0141031 0.040486 -0.0218425 -0.000190318 -0.00555717 0.00187388 0 0.00189853 0.0111735 0 0.00281752 -0.00456031 -0.00899246 -0.0036681 0.0199839 0.0260331 0.0063992 -0.0005874 -0.00438122 -0.00834553 0 0.00235972 0.000376943 -0.00189381 -0.00011873 -0.00992926 -0.013651 0.00239322 0.0135237 0 0.00484378 0.00997839 0.00361094 0.00497293
internal_weight=0 112.441 77.959 53.095 40.7512 34.4817 38.9931 23.721 4394.65 158.908 125.75 4235.74 1085.67 136.222 949.449 631.879 317.57 223.471 197.462 59.9456 39.3088 434.417 3150.07 418.348 314.696 2731.72 1234.23 1107.82 1497.49 1292.3 205.193 222.07 92.6259 126.417 76.2769 103.651 72.5162 94.0993 48.0566
internal_count=3105212 83100 53247 37255 27842 29853 26357 20782 3022112 292079 139384 2730033 800802 106491 694311 414618 279693 182228 157995 47006 33782 256623 1929231 213155 166057 1716076 778319 657078 937757 740192 197565 108621 57436 121241 59485 47098 33687 97465 39973
cat_boundaries=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=11748 1 131 5 2440800 6 23097312 616 10289156 10027016 848 290 9175054 9 2 25248 2097408 546 6291840 544 608 664 32 448 904
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=40
num_cat=26
split_feature=0 2 7 1 2 8 0 5 7 5 4 0 4 5 4 4 0 0 4 2 4 0 0 0 2 0 6 2 5 2 2 6 5 4 8 8 5 2 0
split_gain=0.387359 2.99732 3.26845 1.62446 2.52987 1.2 1.55562 1.69628 1.4075 1.02167 1.2746 1.17202 1.46346 0.996789 0.859283 0.846479 1.08693 0.835166 0.742797 2.24054 1.33382 0.934138 0.892053 0.702724 0.685558 0.658381 3.37373 3.88869 1.67661 1.86298 1.30234 1.88351 2.51931 1.26842 1.47188 1.2722 1.16241 0.855812 0.619636
threshold=0 1 2 3 4 5 6 5.5000000000000009 7 1.0000000180025095e-35 1.0000000180025095e-35 8 3.5000000000000004 6.5000000000000009 8.5000000000000018 2.5000000000000004 9 10 13.500000000000002 11 80.500000000000014 12 13 14 15 16 17 18 3.5000000000000004 19 20 21 3.5000000000000004 2.5000000000000004 22 23 4.5000000000000009 24 25
decision_type=9 1 1 1 1 1 9 2 1 2 2 9 2 2 2 2 9 9 2 1 2 9 9 9 1 9 1 1 2 1 1 1 2 2 1 1 2 1 9
left_child=1 5 3 4 23 6 7 14 15 -4 -11 12 -12 18 -1 17 -17 -7 25 21 22 -20 -21 -3 -5 26 28 36 29 -2 31 38 -33 35 -35 -32 -28 -30 -27
right_child=13 2 9 24 -6 8 -8 -9 -10 10 11 -13 -14 -15 -16 16 -18 -19 19 20 -22 -23 -24 -25 -26 30 27 -29 37 -31 33 32 -34 34 -36 -37 -38 -39 -40
leaf_value=0.025971001004006927 0.006870455760518715 0.0064780482232797941 -0.0051004690549347241 0.010065952940795285 -0.018586545166513865 -0.00031876579225557163 -0.00092855051523022816 -0.0013370332031650482 -0.0096450715229375646 -0.0013011609832387881 0.029569052047980965 0 0 0.0073545450970805256 0 0.0069349395978821095 -0.0097150374145297258 0.010754236840099039 0.0027671412219019203 0 0 -0.013485856373003211 0.025657450448384411 -0.0065760035229074825 -0.0041067484487749108 0 -0.0043687302804806902 -0.022184882742948987 0.0024346138045093467 -0.0015933450608535274 0.0080825231815599141 0.014313150512524506 -0.0099520543087253076 0.010249995515254877 -0.002266956328802291 -0.0009215215722482037 0.011553230062937507 -0.0088521291192258881 -0.0075198690156710185
leaf_weight=65.191762009384547 465.51802413404948 55.771582817920716 21.59552568255458 20.836117804457899 244.83611807686066 38.218840552675829 31.628793921343458 4.4534409086336373 74.971299870929215 23.659675405040616 33.237025576934684 22.253652611747384 20.237190599495079 167.08458676249211 4.205636575294192 15.160134649340762 51.870933678816073 138.67019996089948 13.501933529158121 6.2580467082298128 4.5706667030462986 21.223698190253344 41.099476368282922 29.563125621163636 11.079882513266059 56.951513962871104 146.6346459917404 118.00452155340827 28.296143930980179 425.771203594486 145.45176029001959 94.003532104950864 25.441361350982334 307.16763725675264 69.11693531225319 844.64688630135424 31.829634516470833 198.75109837426135 387.80475156186003
leaf_count=51970 317708 44114 15165 12121 392590 37801 27578 3397 44665 16253 21169 14559 12606 99872 3340 13066 47860 118704 10720 6345 3672 15936 25154 24648 7778 40191 133526 132859 22286 331794 65721 49127 11090 123961 22008 467552 31984 124431 159995
internal_value=0 -0.00183298 -0.00716782 -0.01206 -0.0142464 0.00368806 0.0112631 0.0176113 0 0.00449908 0.00960251 0.0152492 0.019708 0.000435556 0.0236539 0.0039666 -0.00216423 0.00771683 0 0.00788131 0.0173722 -0.00505324 0.0239757 0 0.0016571 -0.000232212 -0.0019101 -0.0109127 0.000421326 0.0026387 0.00086016 -0.00281327 0.00617703 0.00262716 0.00741132 0.000376137 0 -0.00640809 -0.00615665
internal_weight=0 907.441 483.07 362.087 330.171 424.371 105.48 73.8508 318.891 120.983 99.3875 75.7279 53.4742 3599.13 69.3974 243.92 67.0311 176.889 3432.04 86.6538 51.9282 34.7256 47.3575 85.3347 31.916 3345.39 1414.81 296.469 1118.34 891.289 1930.58 564.201 119.445 1366.38 376.285 990.099 178.464 227.047 444.756
internal_count=3105316 909384 561003 481251 461352 348381 86285 58707 262096 79752 64587 48334 33775 2195932 55310 217431 60926 156505 2096060 61827 35171 26656 31499 68762 19899 2034233 1094588 298369 796219 649502 939645 260403 60217 679242 145969 533273 165510 146717 200186
cat_boundaries=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=32555672 802 1 1 64 10 9437336 1 8388760 8388608 29360256 163 8544 856066 11534472 136 9568 2 408 708 772 2 3 12 57 327680
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=40
num_cat=30
split_feature=5 0 0 4 2 0 0 2 7 0 0 0 7 8 5 2 1 7 7 7 7 4 8 4 2 4 2 8 0 1 4 4 0 2 2 5 0 2 2
split_gain=0.336212 3.33393 1.97735 1.65509 1.5893 1.86095 1.63894 1.56455 2.13766 1.95057 1.69963 1.67887 1.48392 1.40318 2.82731 3.7619 1.75691 2.72216 2.64279 1.14915 1.07708 0.954182 0.85998 0.782503 1.44868 1.44634 0.662218 2.29983 2.05901 1.73322 1.6974 1.07022 0.829418 0.610038 0.514386 0.45221 1.67533 3.3818 1.34115
threshold=1.5000000000000002 0 1 3.5000000000000004 2 3 4 5 6 7 8 9 10 11 1.0000000180025095e-35 12 13 14 15 16 17 9.5000000000000018 18 1.0000000180025095e-35 19 4.5000000000000009 20 21 22 23 4.5000000000000009 5.5000000000000009 24 25 26 2.5000000000000004 27 28 29
decision_type=2 9 9 2 1 9 9 1 1 9 9 9 1 1 2 1 1 1 1 1 1 2 1 2 1 2 1 1 9 1 2 2 9 1 1 2 9 1 1
left_child=1 21 3 12 6 23 20 8 9 -4 26 -10 22 14 15 -7 18 -18 -15 -16 -3 -1 -2 24 -6 33 27 31 -29 30 -28 -9 -31 -25 -27 36 -12 -38 -37
right_child=2 4 7 -5 5 13 -8 10 11 -11 35 -13 -14 16 19 -17 17 -19 -20 -21 -22 -23 -24 25 -26 34 29 28 -30 32 -32 -33 -34 -35 -36 38 37 -39 -40
leaf_value=-0.025680532626279968 0 0.015976100202589518 0.016539702154351191 0.0042031941248665532 0.0064974718588964716 0.025678234939337425 -0.0051874300391325616 0.0056672632567777749 0.0067685728197477736 0 -5.6077611155057828e-05 -0.015988248646991898 0 -0.0082796477053946119 -0.013491465987306724 -0.002981875447680343 0.01108827720604664 -0.0059159531917254227 0.0062348213896338293 0.0033451558888824024 0 0 -0.018588166574561034 0 -0.011096610944015463 0.0035521408064537389 -0.0025168781121551265 0.0037639407075126478 -0.010757827968448291 0.00050148779646323294 0.013350625160909563 -0.005396297177904792 -0.012557896524945246 0.014366883495719428 -0.0073217675763732996 -0.0053102390078878358 -0.0027687754414613751 0.026080075623760336 0.0068537617712715994
leaf_weight=45.276410079681227 13.912234640858514 131.89685300520432 181.13752783200835 36.182993784183054 60.427199541129085 56.901530622679275 24.319416055594047 587.47811076683138 10.561347737115282 83.765382125158794 63.999717175640399 27.754611768148607 38.636657477589324 853.96798996401594 57.710448212899792 49.479559341845743 145.00002413254697 157.35458404250676 99.673541733252932 17.340529187640641 16.469130883982871 2.3060109195503165 115.94092396936685 20.525389164380613 43.218285762341111 26.604875693417853 368.45235429718741 93.743146507898928 226.9684240943825 14.683495850709733 51.070392993715359 50.185240128150326 174.16624412033707 142.57935948233717 40.865138188426499 96.056538262258982 34.899528683105018 66.839625112785143 180.36869831957665
leaf_count=72615 17834 98124 186745 31379 44115 27140 21756 300623 7225 111352 53093 14592 30682 701455 37054 26693 56249 49652 60684 6754 7552 2401 157977 18734 55535 18894 249590 49291 105166 6712 31588 25241 59272 112940 31789 62036 11350 29018 114572
internal_value=0 -0.00103951 0.000680198 -0.0076835 -1.91189e-05 -0.0011253 0.00799639 0.00166329 0.00797072 0.0117895 0.000427824 -0.00645602 -0.0123841 -0.00283054 0.00404848 0.0140888 -0.00415 0.0016009 -0.00631374 -0.00690123 0.0123927 -0.0201395 -0.0168305 0.00492562 0 0.00811355 -0.00098613 0.000398757 -0.00573477 -0.00352046 0 0.00408272 -0.010793 0.0127893 -0.000569261 0.00572634 0.0100806 0.0160789 0.00159211
internal_weight=0 1991.92 2516.8 204.673 1944.33 1771.65 172.685 2312.13 303.219 264.903 2008.91 38.316 168.49 1437.43 181.432 106.381 1256 302.355 953.642 75.051 148.366 47.5824 129.853 334.22 103.645 230.575 1566.75 958.375 320.712 608.372 419.523 637.663 188.85 163.105 67.47 442.164 165.739 101.739 276.425
internal_count=3105474 1450136 1655338 237872 1375120 1247688 127432 1417466 319914 298097 1097552 21817 206493 965681 97641 53833 868040 105901 762139 43808 105676 75016 175811 282007 99650 182357 827483 480321 154457 347162 281178 325864 65984 131674 50683 270069 93461 40368 176608
cat_boundaries=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=20484 7930120 514 3745664 11798904 29 1 289792 274032 564 1 4 340 1 1 1 1 1 4 388 386 9 1056 1 64 25 88 8388740 66 768
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=40
num_cat=24
split_feature=0 2 6 1 5 0 9 0 4 0 2 4 2 2 0 0 5 5 6 3 8 5 0 5 8 2 5 2 4 0 5 4 2 4 3 2 4 5 4
split_gain=0.311312 1.20647 1.06408 0.542479 0.462934 0.842815 0.783901 3.03732 2.20599 0.764721 0.903036 0.576365 0.54634 0.477049 1.7805 0.957145 1.24126 0.858228 0.789731 0.551922 0.379253 0.557107 0.359749 0.33854 0.400627 0.372089 0.318686 0.542578 0.637965 0.269403 0.267084 0.247406 0.228681 0.256824 0.203664 0.200444 0.928033 0.931456 0.8359
threshold=0 1 2 3 6.5000000000000009 4 5 6 9.5000000000000018 7 8 7.5000000000000009 9 10 11 12 2.5000000000000004 4.5000000000000009 13 14 15 4.5000000000000009 16 10.500000000000002 17 18 2.5000000000000004 19 32.500000000000007 20 4.5000000000000009 3.5000000000000004 21 80.500000000000014 22 23 1.0000000180025095e-35 1.0000000180025095e-35 6.5000000000000009
decision_type=9 1 1 1 2 9 1 9 2 9 1 2 1 1 9 9 2 2 1 1 1 2 9 2 1 1 2 1 2 9 2 2 1 2 1 1 2 2 2
left_child=1 2 3 -1 6 23 9 26 -9 10 20 34 29 14 18 19 -17 -16 -11 -15 21 -2 31 24 25 -6 27 -8 -29 -7 -22 -14 -10 -34 -12 36 -3 -38 -39
right_child=4 35 -4 -5 5 12 7 8 32 13 11 -13 22 15 17 16 -18 -19 -20 -21 30 -23 -24 -25 -26 -27 -28 28 -30 -31 -32 -33 33 -35 -36 -37 37 38 -40
leaf_value=-0.021993566466663034 0.01451296923934726 -0.0032956213132055859 0 0 0 0 0 0.019538227984538078 0 -0.0013283527970190715 -0.016289941198668782 0 0.012686846278559542 -0.0016898721697188983 -0.014130623705490217 0 0.0075652462942325492 0 0.0081821250451066772 0.0023028701834838768 -0.006529469860457833 0 -1.0905105354627383e-05 0 0 0.017892593086506321 0 -0.016928170811578588 0 -0.01164236018385011 0 0 -0.01178089847185681 0 0 -0.0011766841329302713 0 0.020898160361741549 0
leaf_weight=37.939982210880771 14.529731636299404 29.950434233382111 8.6377847950134292 1.8976803522673424 20.205651661075535 9.6987366299726983 7.4395915604836773 117.69166589968154 3.7308165624854155 258.27214226321303 71.510609669407131 5.3841885438887394 16.95939801661007 1514.0141893707096 128.2710859036888 694.83525437199569 351.24931054370973 13.50541840054211 82.66370157059464 369.49242214745027 49.144216664251871 4.1528325254330403 16.979149232371128 17.491043753077975 20.760540655683144 46.451689510835422 24.047973173484934 46.949196469518938 1.0274538830271911 22.148972834111195 11.344685524760278 5.7515641305071759 14.152224526304053 0.79695919592632058 1.4768803798069701 414.88043343229947 13.393969252159875 33.65761179375113 3.8435165574774137
leaf_count=150156 13368 27593 23841 1389 13028 6291 5794 59675 1778 187899 67590 4374 7049 826894 147839 516017 229209 10229 80999 156015 45356 4168 12031 12733 14355 31563 16323 36199 1128 9407 12237 1726 5969 611 1237 317677 13300 29516 2846
internal_value=0 -0.00218388 -0.012977 -0.0198216 0.000285792 0.00490013 0 0.00549619 0.0136712 -0.000338625 -0.00638758 -0.0121659 -0.000701416 0 -0.00277334 0.000502588 0.0029295 -0.0109396 0.000627143 -0.000722226 0 0.00733719 0.00272388 0.00959119 0.0122791 0.0142671 -0.0063621 -0.00995451 -0.0125651 -0.00828559 -0.00251061 0.00825514 -0.00358318 -0.00727951 -0.0155493 0 0.00337268 0.0111892 0.0169715
internal_weight=0 544.201 48.4754 39.8377 3962.13 176.447 3785.68 215.836 136.372 3569.85 157.543 78.3717 71.5378 3412.3 482.712 2929.59 1046.08 141.777 340.936 1883.51 79.1715 18.6826 39.6901 104.909 87.4179 66.6573 79.4642 55.4162 47.9767 31.8477 60.4889 22.711 18.68 14.9492 72.9875 495.726 80.8455 50.8951 37.5011
internal_count=3105409 566318 175386 151545 2539091 108183 2430908 127477 68033 2303431 148330 73201 36504 2155101 426966 1728135 745226 158068 268898 982909 75129 17536 20806 71679 58946 44591 59444 43121 37327 15698 57593 8775 8358 6580 68827 390932 73255 45662 32362
cat_boundaries=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=23642256 13 2 1 8544 1 8655201 1056772 280 176 531 6953 2602 2 1 10 3080 5 131 528 266246 706 1 528
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=40
num_cat=26
split_feature=0 2 5 5 4 4 2 4 2 8 4 5 0 2 2 8 0 9 1 0 0 2 5 1 2 2 0 4 0 0 5 4 4 0 0 2 4 8 2
split_gain=0.309176 1.23239 1.23819 2.06492 1.21761 0.513118 1.41303 0.753119 1.15543 0.70866 0.704237 0.432608 0.809565 1.32715 1.0885 0.645695 0.568358 0.55444 4.80431 2.70079 1.43423 1.20566 1.38145 1.11458 3.93694 1.87823 5.12815 3.98003 1.59571 1.39024 1.36316 0.972926 0.876848 1.81587 1.42178 0.858386 0.788122 0.780596 0.593
threshold=0 1 1.0000000180025095e-35 2.5000000000000004 3.5000000000000004 2.5000000000000004 2 1.0000000180025095e-35 3 4 5.5000000000000009 6.5000000000000009 5 6 7 8 9 10 11 12 13 14 4.5000000000000009 15 16 17 18 2.5000000000000004 19 20 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 21 22 23 16.500000000000004 24 25
decision_type=9 1 2 2 2 2 1 2 1 1 2 2 9 1 1 1 9 1 1 9 9 1 2 1 1 1 9 2 9 9 2 2 2 9 9 1 2 1 1
left_child=1 2 4 -4 -1 7 -7 -3 -9 -8 -11 17 14 -14 15 -13 -15 23 19 -19 -20 -22 -23 25 28 32 27 -27 35 -26 -28 38 33 -2 -34 -25 -31 -30 -21
right_child=11 5 3 -5 -6 6 9 8 -10 10 -12 12 13 16 -16 -17 -18 18 20 31 21 22 -24 24 29 26 30 -29 37 36 -32 -33 34 -35 -36 -37 -38 -39 -40
leaf_value=-0.024863322242830731 -0.0039445461024676118 -0.00024852305801579579 0.0092308908003911703 -0.011171464365525897 0 0.0055678413490079879 7.9187432277721579e-05 -0.0014191526769380557 0.012859775934289823 -0.021012980682240341 0 0.020315677151593541 -0.011191254841933942 0.011408683296575683 0 0 0 -0.0019171135061527935 0.0059303188626842231 0.0094537591927572624 0.0021190347123925986 -0.022951176884418417 0 -0.002352264260356 -0.0018386421653934497 -0.0041748379183817489 -0.021392990920370517 0.017587276819676919 -0.0061293709227514146 0.021020532310364524 -0.0014969174395569088 0.029283646294212623 0.0030270017848417637 0.0041595897610258248 -0.0049356953104346228 0.010147547429845387 0 0.00041292851435625021 -0.0056094465944265069
leaf_weight=35.191486531814007 320.96692645215808 118.26343950092996 57.836660315675545 75.726939095957277 8.1459535892936383 36.685473917488707 3.9596864056948107 36.052902972034644 96.342422638146672 40.830349753392511 22.094495301716961 43.036787638789974 37.575093987135915 34.39174166508019 39.908695690101013 5.1167712422029572 15.797591964117599 34.388963295390568 6.243739401223138 6.5899428459306364 5.9938394987257197 73.352711245417595 6.3604721723822868 18.343269713688642 10.897965983254835 258.74649863896047 168.39190168344794 84.665298481799255 347.35332916822517 135.57299085881095 89.740340062322502 68.884698285719423 258.63457026441756 917.19034640382961 626.25574252119259 136.71204669465078 10.839763909694737 197.92726445873268 16.126995244674621
leaf_count=77922 241777 93697 77006 99203 11529 28302 3078 26338 83848 33873 16672 26870 21882 19516 24405 3586 11197 33226 3732 8899 1704 22884 1947 13466 4531 258733 233939 52339 117852 44424 99789 43027 206317 552320 362234 71538 6035 54160 13205
internal_value=0 -0.00222028 -0.00832857 -0.000429889 -0.0195829 0.000604752 -0.00351984 0.00359353 0.00828474 -0.0112001 -0.0145796 0.000262299 0.00472904 -1.4651e-05 0.00995792 0.0167252 0.00627891 0 0.00459448 0.0165311 -0.00934426 -0.0136331 -0.0176358 -0.000293206 0.00268116 -0.00135739 -0.00609819 0.00133324 -0.000432277 0.0152042 -0.0158434 0.022958 0 0.00178027 -0.00227838 0.00695164 0.0182044 -0.00337613 0
internal_weight=0 531.13 176.901 133.564 43.3374 354.229 103.57 250.659 132.395 66.8845 62.9248 3976.01 175.827 87.7644 88.0623 48.1536 50.1893 3800.18 217.941 125.991 91.9508 85.707 79.7132 3582.24 857.647 2724.59 601.544 343.412 700.336 157.311 258.132 91.6016 2123.05 1238.16 884.89 155.055 146.413 545.281 22.7169
internal_count=3107002 551468 265660 176209 89451 285808 81925 203883 110186 53623 50545 2555534 107456 52595 54861 30456 30713 2448078 128624 98357 30267 26535 24831 2319454 312006 2007448 644800 311072 257016 54990 333728 65131 1362648 794097 568551 85004 50459 172012 22104
cat_boundaries=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=23117969 141 576 96 8 8292 176 188 3 3336 1 1 9179456 1061382 770 1 960 968 270080 8982850 13312 1648164 8463396 512 1 267
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=40
num_cat=23
split_feature=4 0 4 5 4 2 4 4 2 9 2 0 0 5 2 2 1 2 5 0 4 0 5 4 0 4 0 2 8 0 9 4 5 0 8 5 4 2 7
split_gain=0.265073 2.15231 1.62018 1.5031 1.18734 1.17377 0.768714 0.667207 0.719327 0.555735 0.483446 0.785874 0.432049 1.72809 2.1685 1.76374 1.89362 1.11843 2.76774 1.09284 0.936056 0.933211 1.43907 1.0363 0.881048 0.836831 1.21839 0.608498 0.607596 1.43726 1.1132 2.06849 1.22949 0.836014 0.83572 0.825815 0.785624 0.858989 0.749529
threshold=6.5000000000000009 0 20.500000000000004 4.5000000000000009 13.500000000000002 1 70.500000000000014 99.500000000000014 2 3 4 5 6 2.5000000000000004 7 8 9 10 1.0000000180025095e-35 11 5.5000000000000009 12 1.0000000180025095e-35 3.5000000000000004 13 1.5000000000000002 14 15 16 17 18 2.5000000000000004 1.0000000180025095e-35 19 20 3.5000000000000004 4.5000000000000009 21 22
decision_type=2 9 2 2 2 1 2 2 1 1 1 9 9 2 1 1 1 1 2 9 2 9 2 2 9 2 9 1 1 9 1 2 2 9 1 2 2 1 1
left_child=12 7 4 6 10 -6 -4 8 -2 -10 11 -3 13 15 24 21 -17 18 25 -20 -21 22 -1 27 -15 26 -14 -23 29 -19 33 32 -32 38 -33 -35 37 -31 -30
right_child=1 2 3 -5 5 -7 -8 -9 9 -11 -12 -13 17 14 -16 16 -18 28 19 20 -22 23 -24 -25 -26 -27 -28 -29 30 36 31 34 -34 35 -36 -37 -38 -39 -40
leaf_value=-0.0045652571068623814 0 -0.00308321611310804 -0.025448605232105671 0.0023197975356617031 0.019673077646219145 0 0 0 0.018610170180466134 0 -0.0056955722964520221 0.010036899038942599 -0.0018145059799713746 0.0014625192015516582 0.006357761344097059 -0.017466450040786625 0.0015189504820529722 0 0 -0.015919775222609924 0 0 0.011448028416121577 0.0042879869921759748 -0.01038070608968516 -0.00078236768447984451 0.014780332424934164 -0.010055783805299853 -0.0026344853007618371 0 0.0098512974885596582 0.02558757399641632 -0.010553042711757298 0.0052916475703898153 0 -0.0021681035378264876 0 0.022530387139902793 0.0018751721360878257
leaf_weight=46.451729442946089 7.5968243346142126 39.292036519822432 31.650365217064973 2.2478970265365197 19.289038385060849 21.702127365715569 6.0796203513746141 2.3564726895419872 103.08592302628676 13.379963503917677 121.8254159767821 34.469395093386993 21.100056519273494 33.865239592985745 347.93406829945525 160.1589083047711 29.03034917084733 236.8177744393688 127.49675076355925 177.90507689001606 4.2120272755782926 28.470332898672496 94.615592192569238 37.064005375235865 116.02820451123262 47.495001127375872 76.637533019758848 173.24404999732724 1191.5069601241048 9.0953113146715605 17.287503028557694 22.038220148388064 39.192218569711258 448.58636910755376 13.298719544109188 128.10143390443045 4.6466448341670903 44.828376412442594 425.7111509017559
leaf_count=53806 7152 20476 24269 1843 12154 14051 4958 2211 71902 9923 63847 22546 35433 21293 301828 224420 14099 102243 65706 191849 3190 33329 74660 23196 108232 33056 74482 138994 728104 9013 10190 9957 22388 289772 5288 77727 3277 34817 160883
internal_value=0 0.0023354 -0.00198881 -0.0157605 0.000650158 0.0125655 -0.0218175 0.0116618 0.0141281 0.0155728 -0.00185614 0.00178415 -0.000264546 -0.0019927 0.00180881 -0.0057766 -0.0127918 0.000264089 -0.00396772 -0.00946916 -0.0136491 -0.000544602 0.00429443 -0.00468555 -0.0063807 0.00543532 0.0102795 -0.00817299 0.00117345 0.0052537 0.000435869 0.00974815 0 0 0.0222207 0.00306432 0.015576 0.0202666 -0.00124516
internal_weight=0 402.975 276.556 39.9779 236.578 40.9912 37.73 126.419 124.063 116.466 195.587 73.7614 4102.82 1066.86 497.828 569.035 189.189 3035.96 454.846 309.614 182.117 379.846 141.067 238.778 149.893 145.233 97.7376 201.714 2581.11 295.388 2285.72 91.8167 56.4797 2193.91 35.3369 576.688 58.5703 53.9237 1617.22
internal_count=3106564 255332 164144 31070 133074 26205 29227 91188 88977 81825 106869 43022 2851232 993857 431353 562504 238519 1857375 403716 260745 195039 323985 128466 195519 129525 142971 109915 172323 1453659 149350 1304309 47823 32578 1256486 15245 367499 47107 43830 888987
cat_boundaries=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=860500 844 7 1 572 22530 21815508 262 916 1 533 2048 548880 262148 10490376 516 4 9443363 1 3213608 3 40 1
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=40
num_cat=20
split_feature=0 2 1 6 4 4 5 5 6 0 5 2 5 5 8 2 0 4 0 0 5 2 0 2 4 0 4 5 4 2 5 8 5 0 5 4 4 0 4
split_gain=0.269635 2.49143 0.745186 0.670728 1.12637 1.07031 0.889491 0.607417 0.555604 7.6219 8.86524 2.86679 3.8114 3.29374 3.52675 2.84581 3.46943 2.12241 1.97448 1.86887 1.7551 1.59128 1.54839 1.92093 1.255 1.23091 1.12747 0.868173 0.842462 1.86559 0.775675 0.748262 0.803228 0.72245 0.658184 0.582752 0.754207 0.578171 0.539007
threshold=0 1 2 3 1.5000000000000002 14.500000000000002 1.0000000180025095e-35 3.5000000000000004 4 5 3.5000000000000004 6 3.5000000000000004 2.5000000000000004 7 8 9 6.5000000000000009 10 11 1.0000000180025095e-35 12 13 14 4.5000000000000009 15 16.500000000000004 2.5000000000000004 5.5000000000000009 16 6.5000000000000009 17 3.5000000000000004 18 3.5000000000000004 13.500000000000002 1.5000000000000002 19 1.0000000180025095e-35
decision_type=9 1 1 1 2 2 2 2 1 9 2 1 2 2 1 1 9 2 9 9 2 1 9 1 2 9 2 2 2 1 2 1 2 9 2 2 2 9 2
left_child=1 3 7 -1 -5 6 -6 -3 15 10 20 13 19 14 17 25 22 -11 -14 27 -10 -18 -17 33 -21 -2 -22 -13 -23 -30 35 32 -15 -24 -25 36 -27 -33 -20
right_child=8 2 -4 4 5 -7 -8 -9 9 11 -12 12 18 31 -16 16 21 -19 38 24 26 28 23 34 -26 30 -28 -29 29 -31 -32 37 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.014735726236139344 0 0 0 0 0.024773798554901388 0 0 0.032310472181805279 0.0135178743595062 -0.014119039281452979 0.014375063843156597 0 -0.0023562044166414269 -0.012082951640350906 -0.00153688537285197 0 -0.011686944296006637 -0.0013105330519127796 -0.034492588112751708 0.013427404434922375 0.013851207132379357 0.0010178343990093896 0.017179543703158901 -0.0029591946364181092 0 0 0.013276017425898326 -0.0080537280463153019 0.0033651978224644215 -0.00054842878480497784 -0.012728314560762885 0 -0.0047519237366671031 0.0014245586061883027 -0.013594065011718476 0.011071043383965008 0
leaf_weight=302.14803210107129 517.32069100821536 149.35733277386498 42.933597098104656 37.951181542637642 2.620916331303305 2.5341588630108154 35.69089149190404 35.096189370417051 7.3423411464318624 94.546943180408562 33.407736698260123 215.2522869514687 140.63137770071626 36.231029177622986 34.681341332849115 50.887698134305538 62.540661122184247 10.847633376833981 16.417759831409057 126.45601692977289 124.13206148085374 438.5152596928674 116.07693249021031 826.45685043840058 12.650816657842368 271.15500415656425 8.7852243395318492 82.533881642186316 31.46505141655507 53.42780752107501 15.418177300787645 8.2609211358794692 47.800410076757544 30.555684687533358 222.21580075447491 2.5311015682382267 184.4505685664044 37.344660881819436 34.318244992187829
leaf_count=238134 356907 246145 22556 32821 2402 1869 33850 56271 8308 59506 34693 135117 85158 20950 20134 32321 69412 7826 21885 66760 151015 343002 86129 406812 8599 135959 8150 47622 23530 34717 7645 7932 30030 31955 100857 1735 76699 20475 30320
internal_value=0 -0.00184347 -0.00956621 0.00252456 0.00932248 0.0171013 0.0214472 -0.0123807 0.000353996 -0.00143946 -0.0185923 0.00222479 -0.0011718 0.0102348 0.0197682 0.00114918 0.00352963 0.0263976 0.00912356 -0.00664547 -0.0301287 0.00963286 0.000216368 0.00135714 0.0012712 -0.00293862 -0.032502 -0.0107476 0.0115143 0 -0.00643991 0 -0.00582159 0.0107337 -2.45979e-05 -0.00770294 -0.00845631 0.00618906 -0.00305203
internal_weight=0 608.332 227.387 380.945 78.7971 40.846 38.3118 184.454 3894.66 1071.64 173.667 897.973 628.26 269.713 140.076 2823.02 1832.14 105.395 191.367 436.893 140.26 585.949 1246.19 1195.31 139.107 990.876 132.917 297.786 523.408 84.8929 473.555 129.637 84.0314 146.633 1048.67 458.137 455.606 45.6056 50.736
internal_count=3106208 634048 324972 309076 70942 38121 36252 302416 2472160 764480 202166 562314 395461 166853 87466 1707680 1128735 67332 137363 258098 167473 470661 658074 625753 75359 578945 159165 182739 401249 58247 222038 79387 50980 118084 507669 214393 212658 28407 52205
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=31506449 866 1 2 2 1640010 801 5 769 276768 14336 272416 18 12288 22 860520 40 1 2304 8576
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=40
num_cat=24
split_feature=0 2 3 8 8 6 5 4 0 2 4 4 9 4 6 8 1 4 4 5 2 2 4 5 0 2 2 8 4 0 6 2 4 5 2 2 4 4 8
split_gain=0.2821 1.56115 1.73827 1.78192 1.62739 1.60994 0.755093 0.671354 2.39486 1.62457 1.55125 1.5592 1.4091 0.642642 0.570162 0.552426 0.853126 0.815755 0.822997 0.625811 1.8219 0.547892 0.68186 0.486177 0.561357 0.980016 0.831269 0.565606 0.502291 0.474797 2.59096 3.18059 1.58526 1.44053 1.40847 0.903766 1.68427 1.20039 1.53526
threshold=0 1 2 3 4 5 1.0000000180025095e-35 13.500000000000002 6 7 14.500000000000002 102.50000000000001 8 17.500000000000004 9 10 11 5.5000000000000009 10.500000000000002 2.5000000000000004 12 13 1.0000000180025095e-35 6.5000000000000009 14 15 16 17 5.5000000000000009 18 19 20 9.5000000000000018 3.5000000000000004 21 22 1.5000000000000002 2.5000000000000004 23
decision_type=9 1 1 1 1 1 2 2 9 1 2 2 1 2 1 1 1 2 2 2 1 1 2 2 9 1 1 1 2 9 1 1 2 2 1 1 2 2 1
left_child=1 15 3 6 14 -5 -3 23 9 -9 -11 12 -12 -10 -4 17 19 -1 -19 21 -21 22 -17 29 26 -26 27 -25 -27 30 33 -32 -33 34 -2 36 -31 38 -37
right_child=7 2 4 5 -6 -7 -8 8 13 10 11 -13 -14 -15 -16 16 -18 18 -20 20 -22 -23 -24 24 25 28 -28 -29 -30 35 31 32 -34 -35 -36 37 -38 -39 -40
leaf_value=0 0.0061669897073005683 0.010318642379522657 0.020104290854277319 -0.020923038831305918 -0.0065337000224682477 0 -0.0041224523162736683 -0.0013211910815923915 0 0 0.039189606323510512 0 0 -0.014972935710722533 0 0.011840400139531491 -0.0076439521030022195 0.023577924217648701 0 0.017702330479496237 -0.0012839479026492699 -0.0053864233916404635 0 0.018246252790163953 -0.0093605801545831122 0.011063841938715735 0 0 0 0.0016240246193543384 0.00056178822396273629 -0.020952689817559031 0.0016066746851779148 -0.0058676366051014653 -0.001114313510411492 0.0084857123532802066 -0.0083582654332690232 0.0067870568326092746 -0.0013254792844088728
leaf_weight=119.57884758008731 468.85204657435315 25.2783687089468 29.058557375625242 127.95860197520051 17.729713360778987 44.717913400862017 67.984256170148001 12.677693236939374 10.792149170883933 5.9634663513279511 33.889946026203688 2.110771744104567 10.077677049790507 15.856598212805691 2.3100427218596478 28.997662102341565 94.28532652760623 12.062284628584168 6.3453478063456705 41.537348382495111 64.267714047222398 103.68162732662313 52.907965212099953 43.641218243312323 34.908364679999067 41.018469990409358 39.53516152992961 5.0391571910295161 3.6092782379419068 342.02284064804553 134.93185612406523 152.08118902750721 4.4446051535196593 225.57522538024932 423.51296989705224 151.19769531261954 239.6896452557703 392.66734133238788 869.52341303890717
leaf_count=94084 318816 35085 16291 197088 9816 59215 80118 9165 8228 3107 21885 1973 5180 15300 1504 23468 47641 9423 5283 36141 56983 86691 56710 26582 20089 24370 24149 3506 1628 179812 117045 178335 3858 145592 328266 72467 104283 157691 518306
internal_value=0 -0.00154892 -0.00685516 -0.0105176 0.00478827 -0.015418 0 0.000438723 0.00780245 0.0163697 0.02264 0.0299935 0.0337057 -0.00701077 0.0147955 0.00137103 -2.64453e-05 0.00609067 0.0176928 0.00198752 0.00743365 -0.000328187 0.00330729 0.000104905 0.00496485 0 0.00904436 0.0149 0.00618431 -8.84882e-05 -0.00154513 -0.00952373 -0.0176046 0.000454696 0.00251699 0.000803694 -0.00217136 0.00226062 0.000111251
internal_weight=0 838.702 315.037 265.939 49.0983 172.677 93.2626 3663.62 91.3683 64.7196 52.0419 46.0784 43.9676 26.6487 31.3686 523.664 385.678 137.986 18.4076 291.392 105.805 185.587 81.9056 3572.25 167.752 79.5361 88.2155 48.6804 44.6277 3404.5 1409.4 291.458 156.526 1117.94 892.365 1995.1 581.712 1413.39 1020.72
internal_count=3105174 815541 399117 371506 27611 256303 115203 2289633 64838 41310 32145 29038 27065 23528 17795 416424 307634 108790 14706 259993 93124 166869 80178 2224795 100324 46087 54237 30088 25998 2124471 1091912 299238 182193 792674 647082 1032559 284095 748464 590773
cat_boundaries=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=31507089 866 1 6 9 2 11584 131 1 2 10 1 98 258 8292 180 188 3 9568 2 392 708 772 12
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=35
num_cat=19
split_feature=4 0 4 0 2 4 4 0 4 5 5 4 0 8 2 2 0 4 5 2 0 5 2 2 8 0 2 5 5 2 2 5 0 4
split_gain=0.245687 3.13549 2.06411 1.43249 1.15666 1.09035 0.584059 0.644561 0.57758 0.556478 0.483265 0.428055 3.19487 2.39045 0.957714 0.953541 0.706346 0.581948 0.371485 0.33891 0.335354 1.76945 3.04383 0.67675 0.46751 1.44827 0.85944 0.332083 0.140677 0.0710596 0.0164325 0.0255032 0.00306126 0.00366975
threshold=17.500000000000004 0 13.500000000000002 1 2 18.500000000000004 11.500000000000002 3 102.50000000000001 1.0000000180025095e-35 6.5000000000000009 6.5000000000000009 4 5 6 7 8 9.5000000000000018 2.5000000000000004 9 10 1.0000000180025095e-35 11 12 13 14 15 1.0000000180025095e-35 7.5000000000000009 16 17 4.5000000000000009 18 102.50000000000001
decision_type=2 9 2 9 1 2 2 9 2 2 2 2 9 1 1 1 9 2 2 1 9 2 1 1 1 9 1 2 2 1 1 2 9 2
left_child=2 4 6 -4 5 -2 11 30 28 -3 29 20 14 16 -13 -15 -14 -16 27 -9 21 22 -1 -23 25 -22 -26 -6 -7 -5 31 -8 33 -20
right_child=1 9 3 10 18 8 7 19 -10 -11 -12 12 13 15 17 -17 -18 -19 32 -21 24 23 -24 -25 26 -27 -28 -29 -30 -31 -32 -33 -34 -35
leaf_value=0.0024372275156178905 0 0 -0.0027821488854888263 0 0 0.027342647029433276 0.0036639476033777426 0 0 -0.026012545394079413 0 0 0.015170430660487939 -0.015022377428632987 0.027272954717100339 0 0 0 0.0015632443578985575 -0.016400767622117073 0.013220173194069649 -0.0033172318771724028 -0.023061842731367188 0.003698915145371252 -0.0050831837138956741 0 0.00022678453879595854 -0.013672216505104027 0 0.025571961972244785 0 0 0 0
leaf_weight=49.759397783731401 2.245394277735616 6.6613993432256384 4.2255460114683956 8.3379312518809456 1.6861415763560188 21.79305696560187 4.7222518686321564 6.6475983066629851 1.0002523727016512 26.744623446575133 0.86155558930477028 5.7740902809455292 32.813619993932662 82.098381538293324 48.513365181381232 52.74658236077812 10.580184515914878 16.088875776185887 1.5033695144229566 25.730687952134758 69.445289938630594 212.06224198733253 56.130670243634086 251.90224056340776 293.61047826373033 324.36543007040746 2842.5176805202409 9.368864618067164 0.22855440236162294 29.229920838028193 3.8865292355767433 0.41025930864270765 0.46639143314678144 0.13532522344030451
leaf_count=43195 1159 6384 3385 5821 1050 13932 3459 4431 912 22852 489 5300 13568 42093 36397 28230 5808 12762 844 18467 61925 166146 100859 255532 348413 167365 1705798 6859 155 18301 2478 259 457 115
internal_value=0 -0.00484182 0.000124859 0.016871 0.00828485 0.0163623 -8.33938e-05 -0.00906833 0.0243891 -0.0196553 0.0210228 0 0.0038492 -0.00265747 0.0176887 -0.00985705 0.0101146 0.0213216 -0.00222284 -0.0130451 -0.000192159 -0.00238518 -0.0124968 0 0.000101133 0.00323443 -0.000233647 -0.00991791 0.0267823 0.0256806 0 0.00190812 0 0.000857436
internal_weight=0 71.8334 4432.46 42.655 38.4274 25.2673 4389.81 41.3973 23.0219 33.406 38.4294 4348.41 248.615 178.239 70.3763 134.845 43.3938 64.6022 13.1601 32.3783 4099.79 569.855 105.89 463.964 3529.94 393.811 3136.13 11.055 22.0216 37.5679 9.01904 5.13251 2.10509 1.63869
internal_count=3105200 54719 3050481 27996 25483 16158 3022485 29094 14999 29236 24611 2993391 144158 89699 54459 70323 19376 49159 9325 22898 2849233 565732 144054 421678 2283501 229290 2054211 7909 14087 24122 6196 3718 1416 959
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1059648 1929736 632 1581352 9249430 2 19 736 2100544 544 21282964 816 321 4 2164488 21 131 124 2112
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=38
num_cat=20
split_feature=4 0 4 0 2 4 4 5 4 0 5 2 5 5 4 0 8 0 2 0 9 0 4 2 0 2 8 2 5 5 5 2 5 0 0 4 5
split_gain=0.20727 2.84171 1.72092 1.34102 0.981719 1.00486 0.530879 0.524043 0.453574 0.581266 0.444662 0.394889 0.330945 0.318329 0.316005 2.73339 1.44477 1.23332 1.14762 1.0317 0.279302 3.562 2.58476 2.17241 0.916445 0.539596 0.367781 0.146177 0.127052 0.124308 0.0325329 0.0147999 0.0244403 0.00814195 0.00354937 0.00373911 0.00276269
threshold=17.500000000000004 0 13.500000000000002 1 2 19.500000000000004 102.50000000000001 1.0000000180025095e-35 11.500000000000002 3 6.5000000000000009 4 2.5000000000000004 1.0000000180025095e-35 6.5000000000000009 5 6 7 8 9 10 11 4.5000000000000009 12 13 14 15 16 7.5000000000000009 1.5000000000000002 13.500000000000002 17 4.5000000000000009 18 19 102.50000000000001 7.5000000000000009
decision_type=2 9 2 9 1 2 2 2 2 9 2 1 2 2 2 9 1 9 1 9 1 9 2 1 9 1 1 1 2 2 2 1 2 9 9 2 2
left_child=2 4 8 10 5 -2 28 -3 14 31 27 -11 13 -6 20 18 19 -18 30 -17 24 23 -23 -22 26 -26 -1 -4 -7 -20 -16 32 -10 -5 35 36 -14
right_child=1 7 3 33 12 6 -8 -9 9 11 -12 -13 34 -15 15 16 17 -19 29 -21 21 22 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38
leaf_value=0 0 0 0 0 0 0.026091718041496501 0 -0.024976331832023971 0.0035351595365575085 0 0 -0.0165090835069403 0.0018863146001995947 -0.013055229861082727 0.026636637096299261 0.014288542470570384 0.0015647908610720565 -0.013000083977715071 0.001773278667794926 -0.0025460909712108513 0 -0.021032025989637958 0.0084325171282323679 0.020226174117731116 -0.003140988341813639 0.00030367223573150094 -0.012770220776373565 0.024511831446258483 0 -0.0051466453992366906 0 0 0 -0.0028220713872593004 0 0 0
leaf_weight=6.2442525134974858 4.026529915136055 6.6459021842165376 7.5811804722761753 2.7517663342732703 1.6589252222329349 20.722653749427998 0.97008132690098037 25.96198766908492 4.765391700580949 12.899438049877064 0.83579396345885371 18.645029498758959 1.4036356983706353 9.0899912908789702 41.016851252265042 33.371701988988207 38.684704434184823 102.18125919322483 10.274026373721428 12.299651814144452 64.236540936297388 53.47320903668151 8.7167177000228531 78.742663291382996 477.41660962262722 3358.9562419645954 49.404030385710939 28.210713894863144 0.21752764406846736 12.148743121200821 0.053929973742923631 3.8649560490739514 0.41057321237167332 4.2437300920719272 0.47113490389892754 0.13015398429706704 0.077617522561922558
leaf_count=6342 2122 6368 5175 2808 1036 13273 905 22249 3579 8914 465 13691 791 6786 29428 13640 25419 52094 8238 7599 31981 49348 5644 52927 501096 2145992 55286 16533 147 8556 39 2469 258 3404 453 114 41
internal_value=0 -0.0044139 0.000147932 0.0153292 0.0078135 0.0151769 0.0232047 -0.018771 -3.81641e-05 -0.00801993 0.0199498 -0.0120292 -0.0016138 -0.00924017 2.22718e-05 0.00332361 -0.00225141 -0.00788011 0.0168198 0.00718111 -0.000129198 0.00308761 -0.0110493 0.0117786 -0.000397585 -7.55941e-05 -0.0101027 0.0245092 0.0255525 0 0.0232667 0 0.00180999 -0.00213037 0 0.000923569 0.00163458
internal_weight=0 71.3761 4431.43 43.6232 38.7683 25.9368 21.9103 32.6079 4387.81 40.5854 36.6277 31.5445 12.8315 10.7489 4347.22 250.031 186.537 140.866 63.4936 45.6714 4097.19 205.169 62.1899 142.979 3892.02 3836.37 55.6483 35.7919 20.9402 22.4228 41.0708 9.04092 5.17596 6.9955 2.08254 1.61141 1.48125
internal_count=3105210 54285 3050925 28385 25668 16447 14325 28617 3022540 28911 22173 22605 9221 7822 2993629 145013 98752 77513 46261 21239 2848616 139900 54992 84908 2708716 2647088 61628 21708 13420 16794 29467 6306 3837 6212 1399 946 832
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=1059648 10489332 632 1581352 673 9249428 2 4138 364 2100544 1 3222876 200 5341188 37 4 131 124 2 2112
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=40
num_cat=21
split_feature=0 2 3 8 6 4 5 8 5 5 4 5 9 0 8 4 4 4 6 0 5 2 5 0 2 5 4 0 2 5 0 4 0 5 8 4 5 2 0
split_gain=0.208944 1.29216 0.683023 0.910371 2.24169 0.911174 0.862604 0.594411 0.811358 0.571482 0.47666 0.459389 0.55057 0.568174 0.403389 0.401801 1.77615 0.391516 0.33688 9.07936 4.42667 3.63062 4.32607 2.99513 2.47163 2.09081 3.44632 1.87854 2.4188 1.87306 1.15215 1.06094 1.01893 0.928984 0.927408 1.0908 0.798889 0.708367 0.677142
threshold=0 1 2 3 4 1.0000000180025095e-35 3.5000000000000004 5 5.5000000000000009 3.5000000000000004 11.500000000000002 6.5000000000000009 6 7 8 3.5000000000000004 7.5000000000000009 1.0000000180025095e-35 9 10 3.5000000000000004 11 3.5000000000000004 12 13 3.5000000000000004 4.5000000000000009 14 15 3.5000000000000004 16 9.5000000000000018 17 3.5000000000000004 18 3.5000000000000004 1.0000000180025095e-35 19 20
decision_type=9 1 1 1 1 2 2 1 2 2 2 2 1 9 1 2 2 2 1 9 2 1 2 9 1 2 2 9 1 2 9 2 9 2 1 2 2 1 9
left_child=1 7 3 15 9 -6 -7 8 10 -5 -1 18 13 -13 17 -3 -17 -4 23 20 31 25 32 27 34 26 -21 -2 38 -30 -24 36 -23 -26 35 -25 -20 -22 -29
right_child=11 2 14 4 5 6 -8 -9 -10 -11 -12 12 -14 -15 -16 16 -18 -19 19 21 37 22 30 24 33 -27 -28 28 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.013256915302456044 -0.016793686673619111 -0.0020224365742307119 0 -0.017557140674550446 -0.0065001546160416562 0.014190405512086366 -0.0006449918383137224 0 -0.0021204150447534501 0 0 0.0095791501169952206 -0.0026993862775685279 0 -0.0027929374892447629 0.021550792098976937 -0.0054479488860102177 0.011451423728412997 0 0.022013514751700616 0.012714336217294734 -0.0099622537612133136 0.015740685756637195 -0.0013868564731564234 0.011973866247916664 0 -0.0053573323854070052 0.013170814364004744 0 -0.0085382337301491956 0 0 0 0 -0.0095954989888738258 0.014534926756478141 -0.034470726055713746 -0.0017492140187229548 0
leaf_weight=91.736148314470483 36.794303990434855 68.952088505142456 10.558260274585335 156.66405097786446 22.399536678542063 47.914112784284953 8.240677914596743 296.77422843642125 5.7494078563759095 46.980230578774353 2.748165688768494 133.94388969335705 8.0054321479838091 30.498883275107801 23.725602626742329 13.590370348974831 8.0656660323729721 30.948970215802547 4.5875018037913824 168.01354505904601 8.7914819526176853 294.84914416910033 93.620963356384891 111.84680839203065 405.38235358630664 59.858103989463416 25.949606050708098 115.2459307300378 1332.6881384674034 303.52012007037411 65.771845444556675 18.148792403073458 130.4185092341686 90.159661772704567 66.077305264963798 22.353389046053053 99.676988911087392 13.936367177124341 28.694621601709514
leaf_count=73587 19963 76745 6817 209472 28193 53318 8394 241448 4410 57255 2128 71498 5144 26780 13925 13218 7743 17653 5907 100485 10347 182238 36326 102318 324316 36498 16100 84538 654711 141445 80977 19687 67448 66036 50956 15765 127567 13299 30847
internal_value=0 -0.00136649 -0.00511567 -0.00696979 -0.00943325 0.00129302 0.00906471 0.0021733 0.00757964 -0.0148933 0.0115575 0.000350441 0.00499476 0.00727089 0.000650869 0 0.00836354 0.00662476 0 -0.00145501 -0.0217037 0.00255373 -0.00146806 0.000693492 0.00615724 0.0117774 0.0167851 -0.00132865 -0.000482145 -0.00181967 0.0106758 -0.0298153 -0.00711441 0.00986711 -0.00188796 0.00151683 -0.0329868 0.00428626 0.0101803
internal_weight=0 835.048 438.04 372.807 282.199 78.5543 56.1548 397.008 100.234 203.644 94.4843 3668.83 172.448 164.443 65.2328 90.6081 21.656 41.5072 3496.39 983.623 145.141 838.482 584.66 2512.76 695.82 253.821 193.963 1816.94 1780.15 1636.21 159.393 122.413 425.268 495.542 200.278 134.2 104.264 22.7278 143.941
internal_count=3105502 814306 492733 454338 356632 89905 61712 321573 80125 266727 75715 2291196 103422 98278 38395 97706 20961 24470 2187774 696879 176807 520072 366989 1490895 559391 153083 116585 931504 911541 796156 117303 153161 249686 390352 169039 118083 133474 23646 115385
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=31507088 802 1 2 2 10 1 273516 9 2 1639498 801 268576 259 4096 22 6176 272416 9 139 2304
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=40
num_cat=25
split_feature=5 0 0 4 2 0 2 0 0 1 0 4 8 4 0 2 5 8 4 0 5 2 8 2 4 4 2 0 8 0 4 8 5 0 2 5 2 4 4
split_gain=0.21396 2.79582 1.68286 1.58809 1.53236 1.19004 1.12435 1.39793 1.38273 1.09113 1.92549 1.61948 1.57889 2.16645 2.87211 2.50052 1.35279 1.03839 2.04143 1.19876 0.976708 0.924506 0.917342 0.775881 0.714207 1.20409 1.23505 0.873774 0.618581 0.586503 0.707883 0.627831 0.566344 0.547734 1.36475 0.538018 0.530349 0.492301 0.481817
threshold=1.5000000000000002 0 1 1.5000000000000002 2 3 4 5 6 7 8 7.5000000000000009 9 2.5000000000000004 10 11 3.5000000000000004 12 1.5000000000000002 13 8.5000000000000018 14 15 16 4.5000000000000009 1.0000000180025095e-35 17 18 19 20 19.500000000000004 21 8.5000000000000018 22 23 5.5000000000000009 24 3.5000000000000004 1.5000000000000002
decision_type=2 9 9 2 1 9 1 9 9 1 9 2 1 2 9 1 2 1 2 9 2 1 1 1 2 2 1 9 1 9 2 1 2 9 1 2 1 2 2
left_child=1 21 3 36 5 32 7 37 24 12 20 16 33 14 -14 -15 -12 18 23 -20 22 -1 -11 -10 25 26 -8 -27 -7 30 -26 -31 -4 -6 -35 -30 -2 -3 -19
right_child=2 6 4 -5 9 28 8 -9 17 10 11 -13 13 15 -16 -17 -18 38 19 -21 -22 -23 -24 -25 29 27 -28 -29 35 31 -32 -33 -34 34 -36 -37 -38 -39 -40
leaf_value=0 0 0.01363084923194937 0.017891999927869103 0.00017041111777661391 0.001940448515986875 0.0072360701691773326 0.0062486611681311427 -0.0050085416721983751 -0.0010982101723894667 0 0.011921282420368077 -0.013024115469052173 -0.013811281612345261 0.014408191490456652 0.001769005794978687 -0.0071872753094590139 0 -0.0068910025906028863 0.0014345965465684539 -0.009520099571230501 0.0045349684259815308 -0.023444821615460729 -0.012485704454859114 0.0084639931858614143 0.010646148999236493 0 -0.010114273561910974 0.014110908217210489 -0.011109783453622339 0.00021537043770258115 -0.004320267285180512 -0.013655608778909995 0 0 0.012962677603158982 0 -0.014735412039933508 0 -0.00099647214423377747
leaf_weight=8.7638546514936024 44.276089760052855 126.43514078206499 100.45919726710417 132.53746994230096 650.46295420882234 18.735734019253869 60.661115482449532 24.198668187851581 43.824368088433403 78.189730420825072 137.5857042754651 17.082033386453986 189.30266069756181 99.608388072098023 174.84831369520543 37.477775838502566 113.63083044032101 450.41661878277955 104.75113860663259 168.01040997971722 7.2677662721252991 37.017953961511012 220.520361987059 254.34730281795783 31.403516355989268 29.138391729677096 42.308727997151436 135.99523957914425 41.970323657638801 1.9078692531911656 6.5757192959426893 28.30627256247681 1.5119544462213514 145.19725467757962 188.86839951774527 7.2638868313952107 112.3872048130761 24.371174538740888 408.44011416837384
leaf_count=6240 28105 93413 126748 110847 414940 21834 44219 21913 42726 20022 59981 8161 135484 56841 101598 21471 51360 375731 75104 68475 1778 68255 63211 132544 20940 21339 55831 112452 50551 1620 5586 23047 1400 91391 130627 7021 153786 14809 264245
internal_value=0 -0.000794505 0.000583012 -0.00592242 0.00164577 0.00991168 0 0.00682659 -0.000823135 0.000645225 -0.00274367 0.00255532 0.00218565 -0.0019072 -0.0063095 0.00691051 0.00604873 -0.00232739 0.000534717 -0.00486396 -0.00793617 -0.0184598 -0.00977988 0.00639695 0.00434262 0.0069176 0 0.0116108 0 -0.001304 0.00250957 -0.00888337 0.0153741 0.00453397 0.00803435 -0.00590392 -0.0122004 0.0109498 -0.00450288
internal_weight=0 1986.87 2519.18 289.201 2229.98 169.941 1941.09 175.005 1766.09 2060.04 574.276 268.299 1485.77 501.237 364.151 137.086 251.217 1429.79 570.933 272.762 305.978 45.7818 298.71 298.172 336.297 268.103 102.97 165.134 67.9699 68.1934 37.9792 30.2141 101.971 984.529 334.066 49.2342 156.663 150.806 858.857
internal_count=3105646 1448489 1657157 292738 1364419 207554 1373994 130135 1243859 1156865 204513 119502 952352 315394 237082 78312 111341 958825 318849 143579 85011 74495 83233 175270 285034 233841 100050 133791 79406 51193 26526 24667 128148 636958 222018 57572 181891 108222 639976
cat_boundaries=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=20484 7963913 13 8407140 514 11798904 3745664 1 272528 9 8655460 240 6 8388704 64 10 41 388 512 10 591488 8 8415282 320 256
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=40
num_cat=21
split_feature=0 2 0 5 5 4 8 5 0 2 5 4 2 0 4 5 4 5 5 1 4 2 4 1 0 2 2 0 8 2 4 4 8 4 5 8 4 2 8
split_gain=0.208887 1.42693 0.938448 1.12291 1.27218 1.40236 1.07386 1.45827 0.596309 0.841841 0.490143 0.451441 0.55739 0.831101 0.89887 0.400036 0.352595 2.25146 3.8405 2.5725 1.76989 1.15712 1.21845 0.638623 1.57286 2.63403 1.49948 2.10871 1.35165 1.32528 1.14468 1.01112 0.908089 0.848685 0.808448 0.793141 0.784564 0.630381 0.520619
threshold=0 1 2 5.5000000000000009 1.0000000180025095e-35 15.500000000000002 3 5.5000000000000009 4 5 6.5000000000000009 1.0000000180025095e-35 6 7 6.5000000000000009 5.5000000000000009 6.5000000000000009 1.5000000000000002 1.0000000180025095e-35 8 7.5000000000000009 9 27.500000000000004 10 11 12 13 14 15 16 2.5000000000000004 5.5000000000000009 17 1.5000000000000002 3.5000000000000004 18 3.5000000000000004 19 20
decision_type=9 1 9 2 2 2 1 2 9 1 2 2 1 9 2 2 2 2 2 1 2 1 2 1 9 1 1 9 1 1 2 2 1 2 2 1 2 1 1
left_child=1 2 3 4 -1 -6 15 -8 11 -10 16 -3 13 14 -13 -4 23 18 -18 37 -21 -20 -23 26 29 30 28 38 31 36 -26 -2 -27 -30 -29 -31 -25 -19 -28
right_child=10 8 6 -5 5 -7 7 -9 9 -11 -12 12 -14 -15 -16 -17 17 19 21 20 -22 22 -24 24 25 32 27 34 33 35 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0060170365223652135 -0.0056544688782251941 0.010441057683883167 -0.0058290593270682867 0.016082281600349396 -0.0034595306857684912 -0.012731864166854354 0.0063520542837594215 0 -0.010611250430755939 0.0052394281656154545 0.020387956462950118 -0.00036005100442697513 -0.00093605344388183434 0 0 0.010415661258467785 0.028034305564472201 0 0.013083131826525049 -0.012731915500309141 -0.024410711311326262 0 0.016165727469220695 0.02717526846183187 0.0033742116148219843 0 0 0 0.0026160600698552482 0 -0.0079414741065976131 -0.011302801953286437 -0.010184831224222347 -0.0057960863333813553 -0.0048711881168722855 0 0 -0.012876400362818008
leaf_weight=69.68241855326778 560.24416673887754 98.152049717373302 38.761646658749669 13.515072428708661 159.33660183659595 5.2146278666914432 103.91214858385501 12.294933474942807 106.512064063867 204.79401644469726 161.53571786073735 33.093425530190871 193.52807305168244 11.465233993949367 4.0968840783170881 3.1603816237766287 75.754732068322483 31.805675670300843 27.949717021343531 10.633139013487378 36.29066813911777 63.76975941179262 10.431589379615614 42.994568078196608 54.024390815378865 49.864787749422248 4.5800722613348626 1016.318184932672 132.17402483934711 126.87951328553027 23.441788567230105 13.415571677847764 24.19997624901589 84.386306500615319 264.56694715487902 382.81003806047374 13.855065590178127 31.436708400142379 206.66476236225935
leaf_count=58792 342110 94625 27248 10394 134963 4077 78415 9344 142733 265419 93415 27236 140958 8313 2815 2394 41132 20162 18886 3217 13558 45710 7674 12142 29672 31695 4951 706584 76735 31600 10837 8050 13904 44132 189578 112854 3793 17273 218502
internal_value=0 -0.00125672 0.00282064 0.00657704 0.00925767 0.013483 -0.00169018 -0.00727426 -0.00424632 -0.00727637 0.000319163 -0.000212185 0.0012636 0.00821169 0.013942 0.00612068 0 0.00319872 -0.0025597 0.0131958 -0.000161179 -0.0146324 -0.0186837 -0.000299322 0.00210431 0.0099702 -0.00120278 -0.00311676 0.00204047 -5.84184e-05 0.0198527 0.00473672 -0.00107322 -0.00355743 -0.0011666 -0.00240685 0.0101971 0.0231868 -0.0116792
internal_weight=0 1057.52 405.878 247.749 234.234 164.551 158.129 116.207 651.642 311.306 3450.03 340.336 242.184 48.6555 37.1903 41.922 3288.49 288.072 177.906 110.166 46.9238 102.151 74.2013 3000.42 718.07 151.531 2282.35 1492.13 790.22 566.539 77.4662 573.66 74.0648 216.56 1280.89 509.69 56.8496 63.2424 211.245
internal_count=3105892 1007726 325627 208226 197832 139040 117401 87759 682099 408152 2098166 273947 179322 38364 30051 29642 2004751 167612 113402 54210 16775 72270 53384 1837139 246497 86108 1590642 1119615 471027 160389 40509 350160 45599 120867 896162 144454 15935 37435 223453
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=31508121 290 10503688 10 16778385 72 528 144 1 644 1 337952 236 641 589892 5 31 1 2 124 8
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=40
num_cat=25
split_feature=3 2 0 0 8 4 0 1 8 4 4 4 2 8 4 9 2 4 1 0 2 5 2 2 5 6 4 8 0 5 0 2 5 0 0 5 4 4 0
split_gain=0.189657 1.15424 1.10974 0.946444 0.829243 0.791596 0.69938 1.00993 2.44225 1.00532 0.928449 1.03003 0.819213 0.725268 0.560607 0.491696 0.489725 0.535821 0.456685 2.87592 3.24145 2.36511 5.8641 5.5072 1.86099 1.4416 1.27406 1.10287 4.20983 1.9241 2.28545 1.80774 4.38397 3.34378 2.88525 1.50968 1.54612 1.45642 1.1722
threshold=0 1 2 3 4 1.5000000000000002 5 6 7 10.500000000000002 2.5000000000000004 7.5000000000000009 8 9 6.5000000000000009 10 11 11.500000000000002 12 13 14 1.0000000180025095e-35 15 16 4.5000000000000009 17 15.500000000000002 18 19 3.5000000000000004 20 21 2.5000000000000004 22 23 3.5000000000000004 10.500000000000002 1.5000000000000002 24
decision_type=1 1 9 9 1 2 9 1 1 2 2 2 1 1 2 1 1 2 1 9 1 2 1 1 2 1 2 1 9 2 9 1 2 9 9 2 2 2 9
left_child=6 2 14 -3 5 -5 7 10 -9 -10 12 -12 13 -1 -2 -14 -7 -18 27 20 26 23 24 -21 -23 -24 -20 28 35 30 -30 32 34 -34 -29 36 -8 -31 -33
right_child=1 3 -4 4 -6 16 18 8 9 -11 11 -13 15 -15 -16 -17 17 -19 19 21 -22 22 25 -25 -26 -27 -28 31 29 37 -32 38 33 -35 -36 -37 -38 -39 -40
leaf_value=0.0040624675335072542 0.021176645635053594 -0.0059679226939991781 -0.0020996920527650265 0 0 0 0.030388317708906654 0.0055042109270079433 -0.02157067417992398 0 0.011483792492378915 -0.0030393715570976028 -0.014510830341894231 -0.007264091990986949 0 0 0.019249961968302278 0 0.028265800272040342 -0.0077109018817232648 -0.0018751700857709598 -0.020808784352126797 0.0089957114947480394 0.025408456561059379 0 -0.0051739065472387828 0 0.00024098335415164001 0.0018245016643414981 0.02021884802815303 -0.014712019696611456 -0.007773297613486981 0.022110706167442779 -0.0033246263469252531 -0.019508199058837619 0 0 -0.00039331249969215191 0.00084353327534911801
leaf_weight=127.15437822529566 45.798086157767102 160.6430174910347 6.9706800334970458 61.993522901786491 381.84476012428058 6.8509930649888702 61.231628396630185 27.238671085389797 84.54350079636788 5.0228735047276123 80.272611556280026 24.641519038690603 60.061996303355045 45.167175586677331 9.4581173546612245 6.5815085054418878 56.993998158490285 1.3333928300999094 77.402354205201846 57.17395364458207 50.55695773178013 159.86412570011453 206.80264954618178 59.366088979819324 36.253144812828396 51.037280597840436 2.9553550255368455 73.66324579457978 119.65285652986495 29.84541614423506 108.72965885950543 133.37626662079856 34.511083540099207 102.5894385550946 198.30333810994125 14.332292210441663 4.1116194981441359 20.14701497630449 1710.961573416218
leaf_count=99038 26685 94613 4287 28780 168223 2813 60657 14756 50927 3444 84658 23684 161931 36347 3912 13470 18935 573 32958 16983 24760 59708 72115 15815 13783 22211 1935 84755 46037 23619 91352 126188 50002 84550 249576 13194 3866 11900 1162944
internal_value=0 0.00142776 0.0113182 0 0.00205492 0.00798307 -0.000300505 -0.00381124 -0.0109244 -0.0175498 -1.19448e-05 0.00593171 -0.00410737 0 0.0163312 -0.0109255 0.0142206 0.0156702 0.00013876 0.00241167 0.0138658 -0.000501126 -0.00430074 0.0100685 -0.0160611 0.00473721 0.0235936 -0.000378081 0.00432123 -0.00127694 -0.00618009 -0.00131628 -0.00701018 0.00522701 -0.0143111 0.0202766 0.0268601 0.0111296 0
internal_weight=0 731.887 62.2269 669.66 509.017 127.172 3773.55 460.684 116.805 89.5664 343.879 104.914 238.965 172.322 55.2562 66.6435 65.1784 58.3274 3312.87 701.412 130.915 570.497 453.957 116.54 196.117 257.84 80.3577 2611.46 358.05 278.375 228.383 2253.4 409.067 137.101 271.967 79.6755 65.3432 49.9924 1844.34
internal_count=3105984 348821 34884 313937 219324 51101 2757163 488255 69127 54371 419128 108342 310786 135385 30597 175401 22321 19508 2268908 260268 59653 200615 167817 32798 73491 94326 34893 2008640 250625 172908 137389 1758015 468883 134552 334331 77717 64523 35519 1289132
cat_boundaries=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 62 1059450 3211865 2 22069792 1 2 962 5 1 512 1 11079748 364 624 389 2 12 2360346 2048 39 11272516 2438146 2359296
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=40
num_cat=29
split_feature=5 0 4 0 0 4 0 4 2 8 5 0 2 2 4 0 2 5 8 4 2 8 4 1 2 5 2 3 7 0 0 0 8 2 2 8 1 0 0
split_gain=0.178 2.4131 1.4022 2.38336 1.84753 1.59763 1.03333 3.09592 1.24788 1.847 2.48803 2.08471 1.3167 0.890551 0.855406 0.774133 1.50936 1.24083 1.50227 1.1371 1.17661 0.729636 0.700813 0.709186 0.791292 0.672818 0.652491 2.5097 0.8165 0.577919 0.571489 0.563491 0.645806 0.612807 0.481161 0.4495 1.40282 1.21686 0.829558
threshold=1.5000000000000002 0 13.500000000000002 1 2 34.500000000000007 3 4.5000000000000009 4 5 1.0000000180025095e-35 6 7 8 4.5000000000000009 9 10 3.5000000000000004 11 7.5000000000000009 12 13 7.5000000000000009 14 15 7.5000000000000009 16 17 18 19 20 21 22 23 24 25 26 27 28
decision_type=2 9 2 9 9 2 9 2 1 1 2 9 1 1 2 9 1 2 1 2 1 1 2 1 1 2 1 1 1 9 9 9 1 1 1 1 1 9 9
left_child=1 13 4 5 22 25 7 21 35 10 11 -10 29 -1 -14 19 17 18 -17 26 -21 -3 23 24 -2 -4 27 -6 -28 -11 -12 33 -33 -18 -23 36 38 -37 -8
right_child=2 6 3 -5 15 -7 8 -9 9 12 30 -13 14 -15 -16 16 31 -19 -20 20 -22 34 -24 -25 -26 -27 28 -29 -30 -31 -32 32 -34 -35 -36 37 -38 -39 -40
leaf_value=0 0 -8.3430097347633473e-06 0.035744844152939145 -0.0061891954590752437 -0.011499532437887745 0 -0.0042680740136830471 -0.011212319537578114 0.020773957887069875 0.00068568409907593169 3.2305652924567152e-05 -0.0019903870903768012 -0.015993256402758685 -0.022186774414880803 0 0.018521407358745589 0.0004072042296138905 0 -0.0013001536832213817 0.0018395084292061666 -0.015960408536751052 0 0.0015653645981506511 0 -0.016525342373818232 0 0.0031802312539298441 0.012558321376901875 -0.0016451599855194139 -0.0036104155746224382 -0.010184285989939574 0.0054994933702035773 -0.0027945984024567131 -0.0093565860274110856 0.017437362660221268 0.0088155746969311721 0.015869015182564439 -0.0096380537512864156 0.006019265304315095
leaf_weight=8.7169916123675648 71.527085783287475 4.0011241597676417 21.527888046286542 7.9610526122851288 129.00776430959377 6.6297895975876591 106.03217392349325 31.9181444428541 78.940625018818537 346.9402911660909 38.83250721359218 26.277681246112479 115.08625411428511 35.774724989443712 38.631104246051109 118.41015242450885 34.649129909317708 100.59529839805327 17.718044357001418 14.94708352300222 47.868548211030429 29.81149941503827 11.333913412774562 69.173435053206049 98.908406125687179 0.82532739767338981 966.33992810201198 22.342460880230647 426.92138354160124 726.64495396428356 34.548236615795759 206.7365089086743 68.840247813015594 76.81218228887883 115.7673505096318 15.117667680373414 70.707829168008175 45.019365753876627 115.55694316021254
leaf_count=6216 63890 3826 12726 6645 84485 4968 80433 26504 35068 266450 16243 19737 170118 67732 28620 95550 24532 89251 14641 7649 21845 33070 7915 40626 127287 514 619443 10819 168644 378532 27567 145662 50246 59473 119701 11762 25683 21811 109817
internal_value=0 -0.000669596 0.000586506 0.0149106 7.8368e-05 0.0231219 0 0.0064954 -0.000741318 -0.00222063 0.00586588 0.0150789 -0.00378211 -0.0172131 -0.0118239 0.00115293 0.0040288 0.00969909 0.0154034 0 -0.0107885 0.0135481 -0.00729232 -0.00922207 -0.0122384 0.0336011 0.000600593 -0.00455281 0.00147697 -0.00197792 -0.0044174 0 0.00238535 -0.00503472 0.0147287 0.00402022 0.00575147 -0.000334814 5.19195e-05
internal_weight=0 1984.33 2519.08 36.9441 2482.13 28.983 1939.83 181.498 1758.34 1405.9 178.599 105.218 1227.3 44.4917 153.717 2231.19 623.762 236.723 136.128 1607.43 62.8156 149.58 250.943 239.609 170.435 22.3532 1544.61 151.35 1393.26 1073.59 73.3807 387.038 275.577 111.461 145.579 352.434 292.297 60.137 221.589
internal_count=3105701 1448890 1656811 24853 1631958 18208 1374942 183101 1191841 942335 98615 54805 843720 73948 198738 1392240 479355 199442 110191 912885 29494 156597 239718 231803 191177 13240 883391 95304 788087 644982 43810 279913 195908 84005 152771 249506 215933 33573 190250
cat_boundaries=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=20484 2108786 7439616 3735808 546 4 264746 456 64 2809 297 3 50 8 1 192 32 1 1 8659664 11392 9175040 5 64 545 3 1 1240 20981784
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=40
num_cat=21
split_feature=0 2 0 4 8 2 0 0 2 4 4 5 5 5 5 4 4 8 2 4 4 2 3 9 0 2 0 2 4 8 5 5 4 4 5 4 8 2 9
split_gain=0.209908 1.36651 0.943017 0.788869 2.62285 2.8862 1.8608 1.43171 1.30639 1.23227 0.772822 1.33995 0.610187 0.804068 0.565898 0.55584 0.742122 0.974787 1.03653 0.884165 0.622504 0.505141 0.465905 0.43245 2.19695 1.12789 0.940961 1.37445 0.644887 1.83225 1.07318 0.643051 0.345741 0.338549 0.313093 0.281446 0.278013 0.235217 0.226277
threshold=0 1 2 7.5000000000000009 3 4 5 6 7 40.500000000000007 24.500000000000004 5.5000000000000009 7.5000000000000009 12.500000000000002 7.5000000000000009 20.500000000000004 8.5000000000000018 8 9 7.5000000000000009 5.5000000000000009 10 11 12 13 14 15 16 1.5000000000000002 17 2.5000000000000004 4.5000000000000009 99.500000000000014 3.5000000000000004 4.5000000000000009 5.5000000000000009 18 19 20
decision_type=9 1 9 2 1 1 9 9 1 2 2 2 2 2 2 2 2 1 1 2 2 1 1 1 9 1 9 1 2 1 2 2 2 2 2 2 1 1 1
left_child=1 2 -1 14 8 6 -6 36 -5 -8 11 -10 15 -14 23 16 19 -18 -19 20 -3 -16 -4 26 25 -25 27 -2 30 -30 -28 -27 38 34 -26 -23 -7 -21 -9
right_child=3 12 22 4 5 7 9 32 10 -11 -12 -13 13 -15 21 -17 17 18 -20 37 -22 35 -24 24 33 31 28 -29 29 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 7.698068978456898e-06 -0.01915953351775633 0 0.0035929286063288851 0.0014495099182901859 -0.027779600615357926 0.023460435531133871 0.037318685188762413 0 0 0 -0.013167302500242135 0.0009948580447698167 0 -0.0097867146565816156 -0.00131756360157261 0 0.01933033804957332 0 0.0083414624425196138 0.014824188194697505 0 0 -0.013979412158030611 0.023844267601854909 -0.00048501057916701417 -0.014630287517081439 -0.0091771962521119965 0.00025980275444257553 0.0050263285292950991 0 0 0 0 0 -0.0067908904871157834 -0.014013052816969294 0
leaf_weight=50.821500708094391 78.270075194443052 1328.9991021807655 59.043876416115381 6.9651645751437172 10.184450178654513 36.776590935012791 44.599860952148447 30.713898711226648 28.909544033318529 3.0122954615217159 4.4767363487626417 1.5973831494920876 49.357909230486257 7.6148388491419601 15.286740637253386 16.54585526833398 17.729913230446982 13.645448866562219 42.909971592875081 10.091239040746585 73.239536511508049 37.837017938414647 9.5437144069583137 39.895233194751199 29.241993854666362 48.138975370349726 921.38917934218443 75.932699790722836 227.61812505855778 657.12998507294651 472.4271698139346 3.9508520445378954 0.74036880460334842 10.790921155785325 4.021570687131315 1.8683125798706886 16.787368229764979 12.305240675166717 4.9348472939163903
leaf_count=83607 73199 990893 141707 3110 7800 17552 23904 21942 13489 2269 3372 625 33044 5597 9370 14899 13791 10139 32072 6845 49505 23070 6680 17176 27224 21082 624193 73222 98606 344418 280736 1676 727 6747 3056 892 6113 8407 3599
internal_value=0 -0.000879268 -0.00970421 0.000516138 0.00627528 -6.38469e-05 -0.0142504 0.00832339 0.0206306 -0.0213891 0.0265336 0.0336818 0 -0.00813483 0 0.000473442 0.000972725 0.00920291 0.0138345 0.00015639 0.000818041 0.00806229 -0.0153083 -0.00022745 0.00450398 0.0125774 -0.000665487 -0.00735314 0 -0.00215892 0.00123887 0.0191778 0.0177512 -0.0072833 -0.0115547 0.011519 0 -0.0122936 0.0217842
internal_weight=0 1691.85 119.409 2813.5 189.699 147.75 57.7966 89.9531 41.9488 47.6122 34.9837 30.5069 1572.44 56.9727 2623.8 1515.47 1498.92 74.2853 56.5554 1424.64 1402.24 54.9921 68.5876 2568.81 136.04 91.9851 2432.77 154.203 2278.56 884.748 1393.82 52.0898 36.3891 44.0545 33.2636 39.7053 53.564 22.3965 35.6487
internal_count=3106355 1397186 231994 1709169 104502 83906 33973 49933 20596 26173 17486 14114 1165192 38641 1604667 1126551 1111652 56002 42211 1055650 1040398 33332 148387 1571335 76961 39934 1494374 146421 1347953 443024 904929 22758 26268 37027 30280 23962 23665 15252 25541
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=31507635 23 18875408 2 705 1118468 1116676 259 2 264 769 1 1 1124364 88 1122308 280 2 1 296 1
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=40
num_cat=21
split_feature=0 2 4 5 4 5 5 3 5 8 8 0 9 2 0 4 2 5 4 4 4 2 4 5 0 2 8 2 4 2 5 0 0 4 2 4 3 4 2
split_gain=0.214445 1.06286 1.81592 0.913038 1.10242 1.90088 1.43334 0.650764 0.807024 0.603174 0.522967 1.1414 0.878734 1.79431 2.28512 0.760295 2.44799 3.72181 1.40645 1.1089 0.760461 2.23713 2.02866 1.16977 2.95086 1.1435 0.973978 0.698001 0.670598 0.661234 0.623941 0.521463 0.517531 1.01869 0.511525 0.493693 0.606642 1.06519 0.486571
threshold=0 1 3.5000000000000004 1.5000000000000002 1.5000000000000002 2.5000000000000004 2.5000000000000004 2 1.0000000180025095e-35 3 4 5 6 7 8 6.5000000000000009 9 1.5000000000000002 8.5000000000000018 9.5000000000000018 1.5000000000000002 10 2.5000000000000004 4.5000000000000009 11 12 13 14 9.5000000000000018 15 1.0000000180025095e-35 16 17 3.5000000000000004 18 5.5000000000000009 19 10.500000000000002 20
decision_type=9 1 2 2 2 2 2 1 2 1 1 9 1 1 9 2 1 2 2 2 2 1 2 2 9 1 1 1 2 1 2 9 9 2 1 2 1 2 1
left_child=1 35 3 9 5 -5 -6 8 -4 -3 11 27 15 32 -15 20 17 19 -18 -17 23 22 -22 25 -25 -12 -23 -2 -16 -13 -20 -19 -14 -34 -11 -1 37 -37 -10
right_child=10 2 7 4 6 -7 -8 -9 38 34 12 29 13 14 28 16 18 31 30 -21 21 26 -24 24 -26 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 36 -38 -39 -40
leaf_value=0 0.01263458691648995 0.0010785812613681566 0 0.010759715144152379 0 -0.0098100960604303056 0.020448204938655148 0 0 0 -0.0069799127345033761 0 0.0031338478946839245 -0.0028209626433817673 0.029159080701939746 -0.010660951597800688 0.0040568463811213318 0 0 0.007123945060049177 -0.0046602956320101483 -0.001833621670900353 0.007495407130040938 0.015936006503337832 -0.002219461580028627 0.00091446631068379343 -0.011233345345022622 -0.0016976957709952255 0 -0.014730163254237115 -0.016428584009450516 0.028796100562875238 -0.016135756058109151 0.00050925397957805125 -0.011417281590883819 0.017553765723835001 0 0 -0.022623289300362098
leaf_weight=555.87157405748439 10.595849082566927 16.376390478457324 17.700702030306275 40.394758973316129 16.974898039439722 83.014244018464524 36.375963409056567 13.127814654959364 7.6353317636821885 11.658701980877595 169.47797857562909 8.442773479735477 25.893126876806491 17.590757961865165 48.078120203943399 32.591891500720521 51.52549050062953 3.7902865001815371 14.868004140065748 48.324578274667147 177.14802482360574 410.19882731663529 304.85855756831006 126.09669409551134 130.59793676275149 1430.117473355298 228.355258874828 10.854631439753577 4.5465690513810832 65.255865707295015 47.65288776998932 49.944028244994115 29.466813033810467 16.681529101624619 103.28142346910317 42.254162688870565 11.892142405558841 28.822586875532579 56.856408252642723
leaf_count=422262 9703 20263 19168 52402 15778 106941 30381 7346 8072 34821 238871 5387 18228 15135 29397 20735 23648 2118 7787 32132 102483 233244 150360 57903 105212 846084 112048 10814 2363 28024 28469 25424 12877 6305 145192 33422 6627 24576 54199
internal_value=0 -0.00123807 -0.00513754 -0.000103053 0.00341645 -0.000334094 0.012689 -0.0155053 -0.0180707 -0.00645455 0.000372317 -0.00550671 0.000689135 0.00771444 0.0159518 0.000221029 0.00525497 0.0131736 -0.00348097 0 -0.000147987 -0.00225585 0.00238413 0.000981035 0.00686543 0 -0.00610124 0.00411587 0.0239741 -0.0114087 -0.012613 0.0287825 -0.00115377 -0.00737994 -0.00904886 0.000939958 0.00700644 0.0107184 -0.0217515
internal_weight=0 1042.24 403.397 308.076 176.76 123.409 53.3509 95.3203 82.1924 131.317 3462.95 95.1491 3367.8 142.257 70.2154 3225.55 248.697 134.651 114.046 80.9165 2976.85 1120.56 482.007 1856.29 256.695 1599.6 638.554 21.4505 52.6247 73.6986 62.5209 53.7343 72.0415 46.1483 114.94 638.84 82.9689 71.0767 64.4917
internal_count=3106201 981450 494563 405778 205502 159343 46159 88785 81439 200276 2124751 53928 2070823 84305 46895 1986518 140313 80409 59904 52867 1846205 598135 252843 1248070 163115 1084955 345292 20517 31760 33411 36256 27542 37410 19182 180013 486887 64625 57998 62271
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=31507603 864 1 4 8 1057100 1 176 790568 124 167 268356 15 1 353 11 1053192 1319468 8 1 8
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=40
num_cat=23
split_feature=0 4 4 2 2 8 2 4 4 5 4 2 0 4 4 4 5 4 2 5 0 4 8 0 0 0 0 2 8 5 2 5 8 2 8 2 0 0 4
split_gain=0.178066 0.866563 0.779422 2.24276 1.77445 0.9975 1.17847 0.954536 0.930107 0.810432 0.70395 2.67257 1.14404 0.94056 0.691815 0.607818 0.541415 0.456144 2.16005 1.36547 2.06768 1.19838 1.48102 1.77147 1.48981 1.29426 1.19343 1.23053 1.16517 1.11191 0.916403 1.27803 0.835254 1.62086 0.731443 0.915506 2.55504 0.692842 0.610911
threshold=0 19.500000000000004 1.5000000000000002 1 2 3 4 8.5000000000000018 3.5000000000000004 2.5000000000000004 14.500000000000002 5 6 102.50000000000001 10.500000000000002 1.0000000180025095e-35 4.5000000000000009 1.5000000000000002 7 4.5000000000000009 8 2.5000000000000004 9 10 11 12 13 14 15 1.0000000180025095e-35 16 5.5000000000000009 17 18 19 20 21 22 5.5000000000000009
decision_type=9 2 2 1 1 1 1 2 2 2 2 1 9 2 2 2 2 2 1 2 9 2 1 9 9 9 9 1 1 2 1 2 1 1 1 1 9 9 2
left_child=1 2 4 -4 9 7 8 16 -7 15 17 -12 13 -13 -8 -1 -5 19 21 34 -21 22 24 -24 -19 -23 32 -28 -29 -27 -22 -32 38 -34 35 36 -2 -37 -20
right_child=10 -3 3 5 -6 6 14 -9 -10 -11 11 12 -14 -15 -16 -17 -18 18 26 20 30 25 23 -25 -26 29 27 28 -30 -31 31 -33 33 -35 -36 37 -38 -39 -40
leaf_value=0.0090710027870736301 -0.000781470273638792 -0.014102426910185449 0.012116993921103781 0.012789143694777501 -0.008416627499219672 0.011926776688242761 -0.010534249585009196 -0.0050125361852726667 -0.0024542499763634518 -0.0029704240176608066 -0.0083838836339400723 0.028922383952880187 -0.00052083742228005339 0 0.00013294872378109954 0 0 0.015143554020936645 0.0046942125921815769 0.01843876951561348 0.007145214406321175 -0.001459735597537019 0.0040254473252331708 -0.019243154811707991 -0.0028510389328637842 0 0 0 -0.017190372841973164 0.014510761351233373 0.0030270397781572145 -0.012560848605364064 0.00063603659629150129 -0.013126947665493894 -0.0012664675059866964 0.0026692106078695993 0.019539524127375155 -0.0071623883026991665 -0.0033997039647729078
leaf_weight=130.33407915307544 88.724779967662471 20.047341096920718 128.43680810899968 79.819466288296098 273.17856939455487 37.862519137968775 201.0397307555977 11.042001184934632 49.897612320259213 151.19249919697904 17.82018090452766 42.825959759269608 4.2272195121622635 1.4951991845155124 10.9345453857386 89.110310911757551 12.626099312023142 32.00265130891421 269.17250501496892 67.936642906206544 80.224972007632459 64.406627127878892 11.896378581994211 45.222396523444331 53.525769854226382 57.481093772272288 140.43950056623726 79.093331183757982 144.41503328336694 179.85151842696359 47.524037602590397 67.007507806774811 134.24024718106375 95.38500360501348 1205.1063007445537 180.47850536949409 67.004325211844844 64.436684244661592 68.126096476538805
leaf_count=91706 48525 17775 124637 60162 375683 29472 165437 9535 38954 106458 12909 25295 3153 1437 9179 72814 8370 18787 138557 43375 55249 39489 11255 18728 32853 27224 80263 50530 94948 78040 25609 41325 48698 39749 832268 77372 53671 64221 32015
internal_value=0 -0.00104253 -0.000234163 0.00224277 -0.00273361 -0.00108586 -0.00445965 0.00511416 0.00245219 0.00120291 0.000361508 0.00880864 0.0184491 0.023205 -0.00844685 0.00534058 0.0101232 1.89998e-05 -0.00125034 0.00111631 0.00739827 0.00395038 -0.00178 -0.011646 0.00417221 0.0075988 -0.00408968 -0.00835495 -0.0125069 0.0107208 0 -0.00442517 -0.000487028 -0.00506766 0 0.00347379 0.0086355 0 0.00204289
internal_weight=0 1195.52 1175.47 531.659 643.815 403.222 299.734 103.488 87.7601 370.637 3310.07 66.3686 48.5484 44.3212 211.974 219.444 92.4456 3243.7 1375.26 1868.44 262.693 444.386 142.647 57.1188 85.5284 301.739 930.872 363.948 223.508 237.333 194.757 114.532 566.924 229.625 1605.75 400.644 155.729 244.915 337.299
internal_count=3105727 1110182 1092407 445746 646661 321109 243042 78067 68426 270978 1995545 42794 29885 26732 174616 164520 68532 1952751 711136 1241615 165558 226376 81623 29983 51640 144753 484760 225741 145478 105264 122183 66934 259019 88447 1076057 243789 102196 141593 170572
cat_boundaries=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=32032402 556 386 2 80 387 10592 135 266309 1 8513 274476 1318977 272652 256 6 284 1 112 2 793 71744 6176
is_linear=0
shrinkage=0.1


Tree=91
num_leaves=39
num_cat=20
split_feature=4 0 5 4 0 5 4 4 0 2 5 4 0 8 2 4 2 0 2 1 4 0 2 0 4 2 4 0 2 5 5 2 0 5 4 4 4 0
split_gain=0.200748 2.10138 1.48858 1.27935 1.22043 1.10168 0.586511 0.439934 0.599759 0.522004 0.407372 0.300975 2.19293 1.61178 1.15737 1.19729 0.845044 0.590544 0.242353 0.225793 1.35626 3.90852 1.29541 1.1026 0.946982 0.850004 0.16591 0.126364 0.102725 0.0651801 0.0412855 0.0273229 0.0324696 0.024578 0.0208627 0.0190989 0.01764 0.00710748
threshold=17.500000000000004 0 4.5000000000000009 13.500000000000002 1 1.0000000180025095e-35 99.500000000000014 11.500000000000002 2 3 6.5000000000000009 6.5000000000000009 4 5 6 9.5000000000000018 7 8 9 10 5.5000000000000009 11 12 13 3.5000000000000004 14 20.500000000000004 15 16 7.5000000000000009 7.5000000000000009 17 18 5.5000000000000009 18.500000000000004 10.500000000000002 103.50000000000001 19
decision_type=2 9 2 2 9 2 2 2 9 1 2 2 9 1 1 2 1 9 1 1 2 9 1 9 2 1 2 9 1 2 2 1 9 2 2 2 2 9
left_child=3 6 5 7 10 -3 18 11 31 -10 28 19 14 17 15 -13 -15 -14 -2 20 25 -22 24 -24 -21 -1 -20 30 -5 -28 34 32 -9 -34 -4 -16 -36 -6
right_child=1 2 27 4 37 -7 -8 8 9 -11 -12 12 13 16 35 -17 -18 -19 26 22 21 -23 23 -25 -26 -27 29 -29 -30 -31 -32 -33 33 -35 36 -37 -38 -39
leaf_value=0.00047211554206191483 0 0 0 0 0 -0.025383921620357908 0 0 0 -0.017323438549591751 0 0.028537890721780791 0.012650697302567569 -0.013246589721323573 -0.0019171034210970544 0 0 0 0 0.02030276086264025 0.012437459049563114 -0.020846364783305614 0.0077935303809707592 -0.0014257702869074282 0 -0.0038360873006166047 0.022771186996635325 0 0.021899559185749411 0 0 0 0.0057269862412321574 0 0.0093226982294536704 0 0 -0.0029883383103603989
leaf_weight=2517.2274666107114 3.2853906020754948 9.7002381116035377 0.11308286292478431 7.4955219534604129 2.7721681718394393 40.951368120156985 1.9787378877517756 1.6069250204745913 12.515319088182876 18.015302703031924 0.86755316634662349 36.859970837525907 34.429114517799462 79.615434908075258 21.965858176743499 11.786771199942448 52.257803180764313 10.66777847263438 3.0535210991511148 31.392949673580006 11.573082976472504 65.947197335786768 111.91107920827926 845.01505276578246 10.727729773672761 506.62402494010712 9.0884073726774623 1.6707230801403048 29.664707418429312 0.1295959592098378 0.24171866255346697 4.1334963883855362 4.0441921143501531 0.2218145792139693 1.0966829360113477 2.8421672123367889 0.091968418913893291 4.3194801721256217
leaf_count=1659879 2706 7468 43 5173 2816 29876 1793 1215 8362 13786 472 27156 13755 41417 17591 9412 28362 5794 2054 10254 10512 44680 71920 286323 3483 760879 6787 1632 17136 102 158 2769 3015 122 518 2422 94 3459
internal_value=0 -0.00444448 -0.0137965 3.16646e-05 0.0130193 -0.0207424 0.00946098 -0.000121358 -0.00795565 -0.0121792 0.0177853 0 0.00317575 -0.00208817 0.0144871 0.0206188 -0.00828908 0.00789218 0.0162963 -0.000209655 -0.000688761 -0.0117855 0.000962837 0 0.0130139 -0.000193065 0.0166679 0.0023451 0.0219586 0.022365 0.00590036 0 0.00244054 0.00390233 0.00860482 0 0.00900003 -0.00233045
internal_weight=0 71.4014 53.8658 4436.5 45.1194 50.6516 17.5357 4391.38 40.537 30.5306 38.0278 4350.84 250.425 176.97 73.4548 48.6467 131.873 45.0969 15.5569 4100.42 3101.37 77.5203 999.047 956.926 42.1207 3023.85 12.2715 3.21418 37.1602 9.218 1.54345 10.0064 5.87293 4.26601 1.30173 24.808 1.18865 7.09165
internal_count=3105395 53231 39789 3052164 29056 37344 13442 3023108 29269 22148 22781 2993839 145909 89328 56581 36568 69779 19549 11649 2847930 2475950 55192 371980 358243 13737 2420758 8943 2445 22309 6889 813 7121 4352 3137 655 20013 612 6275
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=1057600 10489332 1581864 672 9249430 2 428 736 2100544 134 1 2884226 15 9965830 992 3072 131 124 256 2
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=40
num_cat=22
split_feature=0 2 0 5 5 4 5 8 4 5 2 9 5 4 4 4 4 2 0 0 4 2 4 0 0 5 8 0 4 0 5 0 8 2 0 5 0 2 2
split_gain=0.177376 1.12535 1.23329 0.458328 0.494963 0.369606 0.441457 0.551703 0.36716 1.21865 2.60608 2.03312 1.90813 1.42733 0.811702 0.740731 0.68865 0.787681 0.603233 0.494101 0.382781 1.58677 1.11726 2.49689 0.97332 1.02432 0.930228 1.2729 1.29496 0.924187 0.876314 2.67657 2.83233 1.31572 2.48347 0.83345 0.825393 1.23958 0.704467
threshold=0 1 2 7.5000000000000009 12.500000000000002 11.500000000000002 2.5000000000000004 3 6.5000000000000009 1.5000000000000002 4 5 1.0000000180025095e-35 10.500000000000002 51.500000000000007 12.500000000000002 7.5000000000000009 6 7 8 1.5000000000000002 9 2.5000000000000004 10 11 2.5000000000000004 12 13 4.5000000000000009 14 2.5000000000000004 15 16 17 18 1.0000000180025095e-35 19 20 21
decision_type=9 1 9 2 2 2 2 1 2 2 1 1 2 2 2 2 2 1 9 9 2 1 2 9 9 2 1 9 2 9 2 9 1 1 9 2 9 1 1
left_child=1 2 -1 5 -5 -3 7 -7 20 12 11 -11 15 16 19 -10 -14 -18 -12 -15 30 22 24 -24 -22 -26 27 28 -23 35 33 32 -32 34 -2 -28 37 -33 -38
right_child=8 3 -4 4 -6 6 -8 -9 9 10 18 -13 13 14 -16 -17 17 -19 -20 -21 21 26 23 -25 25 -27 29 -29 -30 -31 31 36 -34 -35 -36 -37 38 -39 -40
leaf_value=0.00018446085776741448 0.0092865578443748209 0.0011528048690870316 -0.019500727568391319 -0.013446995817017299 0 0 0 -0.014879295738295942 0 0.028085754192820583 0.0037770308225950006 0 -0.0068978231532262225 0 0 0.016194456565657388 -0.0010418197621520104 0.014331632807918408 -0.0084048610210585035 -0.022207512629367997 0.0039582313030762217 -0.01144059820654751 -0.002963354279063525 0.012118664014476387 0 -0.016000966239843425 -0.0093294805258505691 0.0031841395037027799 0.003493853573998504 -0.012230343137878337 -0.004018999377223248 0.0055181628356864342 0.021897645652376656 -0.0028820644353494589 -0.0069117326290633486 0.0070348994145720311 0.0079117635852421746 -0.011208307517358917 0
leaf_weight=17.88905622864695 252.16494145680917 936.76159046682551 29.562605206385342 21.959312825478268 2.9513757825625353 22.524474438236211 7.4751531322835936 16.372113533725496 54.045214974859846 54.181117364685633 7.2007290051697055 12.496187500422819 15.074750637213581 1.9964768408681266 6.6372966506169169 23.310336032998748 7.4775564285373548 21.184929677430777 46.084488964159391 40.890178302986897 62.831143015127964 143.54201662098058 132.847107573838 208.0036782173338 77.610344890570559 49.554013977423892 19.595911665586755 242.31008946588554 31.774453449710563 189.27790282858768 26.641091108394903 13.067675242862606 98.521598510240437 841.5800162939413 86.652320220629917 51.182520831032889 117.38257109694678 92.829397334528039 419.42260672562406
leaf_count=29544 111383 787029 124051 17579 2324 20154 5949 13795 26474 26589 4365 5662 9489 1675 4655 15023 4064 13211 20102 27223 46064 92826 83425 79924 40147 22890 14439 124631 19725 80891 21312 23550 75346 643766 62491 32068 107447 90196 174318
internal_value=0 -0.00106494 -0.0119591 0 -0.00899795 0.000368449 -0.005777 -0.0100534 0.000390342 0.0036215 0.0104374 0.0197837 -0.000519611 -0.010095 -0.0183696 0.00782526 0 0.0089907 -0.00262903 -0.0218983 0 -0.00131413 0.00234534 0.00591415 -0.00252023 -0.00754628 -0.00455134 -0.000591484 -0.00682527 -0.00898412 0.000923984 0.00354801 0.0149275 -0.00058076 0.00405953 0 9.57483e-05 -0.00614102 0.00218674
internal_weight=0 1055.5 47.4517 1008.04 24.9107 983.133 46.3717 38.8966 3447.37 290.579 119.963 66.6773 170.617 93.2612 49.524 77.3556 43.7372 28.6625 53.2852 42.8867 3156.79 1208.53 530.846 340.851 189.996 127.164 677.683 417.627 175.316 260.056 1948.26 767.865 125.163 1180.4 338.817 70.7784 642.702 105.897 536.805
internal_count=3105796 1000425 153595 846830 19903 826927 39898 33949 2105371 158532 56718 32251 101814 60317 33553 41497 26764 17275 24467 28898 1946839 637030 272450 163349 109101 63037 364580 237182 112551 127398 1309809 492169 96658 817640 173874 46507 395511 113746 281765
cat_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=32031891 7 2098176 1 124 1 784 4356 12 167 1319008 1056872 1 1053280 1057312 262208 2 768 14624 1114884 42 31
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=38
num_cat=22
split_feature=4 0 2 4 0 4 4 5 4 0 2 5 4 4 0 8 0 0 2 4 4 0 8 2 8 5 2 2 5 5 2 2 0 5 2 8 2
split_gain=0.142985 2.27531 1.09633 1.05124 1.16533 0.821073 0.400163 0.382324 0.349673 0.550356 0.509443 0.277063 0.254557 0.218712 2.03922 0.910839 1.03023 0.862666 0.839625 0.339254 0.191215 0.191199 1.06726 2.06465 0.969433 1.06504 0.953419 0.822715 0.133261 0.11312 0.049402 0.0274389 0.02461 0.0232388 0.0143603 0.000206171 0.00300843
threshold=17.500000000000004 0 1 13.500000000000002 2 18.500000000000004 102.50000000000001 6.5000000000000009 11.500000000000002 3 4 4.5000000000000009 18.500000000000004 6.5000000000000009 5 6 7 8 9 7.5000000000000009 80.500000000000014 10 11 12 13 2.5000000000000004 14 15 1.5000000000000002 7.5000000000000009 16 17 18 5.5000000000000009 19 20 21
decision_type=2 9 1 2 9 2 2 2 2 9 1 2 2 2 9 1 9 9 1 2 2 9 1 1 1 2 1 1 2 2 1 1 9 2 1 1 1
left_child=3 2 5 8 -5 -2 29 30 13 31 -11 12 -4 21 18 17 -17 -16 19 -15 -14 24 23 -23 25 -1 -24 -26 -20 -7 -6 32 -10 -34 -3 36 -13
right_child=1 34 11 4 7 6 -8 -9 9 10 -12 35 20 14 15 16 -18 -19 28 -21 -22 22 26 -25 27 -27 -28 -29 -30 -31 -32 -33 33 -35 -36 -37 -38
leaf_value=-0.002386647084081824 0 0 0 -0.003106894656434705 0 0.025017840450079126 0 0 0 0 -0.01648643549158146 0.00089863627109783349 -0.012965986835114211 0 0.011934234136553007 0.0015600973792152624 -0.011465530489759254 -0.0029402542460600285 0.0022298788064317723 0.025963609496365669 0 -0.0047631424333606336 -0.0040225777944018935 0.0050898345918490503 -0.011090087481525526 0.0049606656951493612 0.00036013727158874857 -0.00032968985661520941 -0.0051842128616985603 0 0.020053329914791126 0 0.005420231776697532 0 -0.01937961059670306 0 0
leaf_weight=382.42917948948889 1.8202992195147114 2.1821534463815624 1.7084634802304268 4.3736452823795844 8.2820687847852241 18.757105897850131 0.75977871753275295 0.89771881178603408 1.5046405088942265 12.441884964471681 17.435153471582456 0.63309367030160502 14.783465764659924 13.996260410975081 34.900683539759484 38.688789386345888 99.729537692241138 12.510773158137452 10.094023665733404 29.500834889011458 3.3913203104748382 215.6407174756423 683.44642417236537 863.2681355251043 120.62665579612076 318.2639417137143 1252.4765495367319 260.6247168535192 12.165607692542833 0.20289808500092377 32.39778143359581 4.1300257302209484 4.1430739681236446 0.22268514655297611 25.720180462230932 0.41703593294369057 0.27291712618898489
leaf_count=385403 941 1917 1055 3483 5779 10882 673 496 1106 8270 13221 391 10811 9683 13736 25742 51545 7625 8063 21486 2784 152585 478662 454676 103161 265202 791043 217606 8652 122 19420 2780 3019 120 22647 263 233
internal_value=0 -0.00372827 0.00624501 8.31083e-05 0.0117757 0.0152876 0.0225951 0.016331 -5.05559e-05 -0.00708537 -0.0113562 -0.00202673 -0.00784643 0 0.00274777 -0.00194759 -0.00660981 0.0050278 0.0143117 0.0196743 -0.0107977 -0.000121644 0.000207927 0.00275253 -0.00128097 0.000598491 -0.00108539 -0.00517619 0 0.0244989 0.0201226 0 0.00244578 0.00366824 -0.0175546 0 0.000224502
internal_weight=0 70.6487 42.7464 4434.19 45.9512 21.5401 19.7198 41.5776 4388.24 39.8775 29.877 21.2063 19.8832 4348.36 251.587 185.83 138.418 47.4115 65.7567 43.4971 18.1748 4096.78 3014.83 1078.91 1081.94 700.693 1935.92 381.251 22.2596 18.96 40.6799 10.0004 5.8704 4.36576 27.9023 1.32305 0.906011
internal_count=3105283 52719 28155 3052564 29178 12618 11677 25695 3023386 28516 21491 15537 14650 2994870 146532 98648 77287 21361 47884 31169 13595 2848338 1876966 607261 971372 650605 1269705 320767 16715 11004 25199 7025 4245 3139 24564 887 624
cat_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=1059664 600 1929736 1581864 672 9249428 2 4138 2100544 364 21284053 6 553 9 149 276 131 124 256 256 1 292
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=40
num_cat=26
split_feature=0 2 5 5 0 0 8 4 4 4 5 0 3 0 2 5 5 5 9 0 5 0 4 2 2 2 0 2 0 2 3 0 5 8 4 2 8 2 0
split_gain=0.178147 0.755241 0.363398 0.591239 0.377888 0.357353 0.306067 0.704293 0.292324 0.329488 1.62305 1.36067 1.46172 0.652916 0.395142 0.40508 0.320308 0.271558 0.40326 0.316053 0.24847 3.47583 2.90035 2.26704 1.59455 1.56988 1.44749 1.04879 0.883768 1.32682 0.831883 0.683949 0.664143 1.29554 0.558275 0.400969 0.385878 0.653862 0.361508
threshold=0 1 3.5000000000000004 6.5000000000000009 2 3 4 7.5000000000000009 15.500000000000002 1.5000000000000002 1.0000000180025095e-35 5 6 7 8 3.5000000000000004 1.0000000180025095e-35 6.5000000000000009 9 10 1.0000000180025095e-35 11 1.0000000180025095e-35 12 13 14 15 16 17 18 19 20 4.5000000000000009 21 3.5000000000000004 22 23 24 25
decision_type=9 1 2 2 9 9 1 2 2 2 2 9 1 9 1 2 2 2 1 9 2 9 2 1 1 1 9 1 9 1 1 9 2 1 2 1 1 1 9
left_child=1 8 4 5 -3 -4 -6 -8 9 13 -11 12 -12 14 -1 -16 -15 20 19 -19 21 22 23 -2 26 38 -22 34 29 -26 -31 35 33 -28 -24 -27 -30 -38 -23
right_child=17 2 3 -5 6 -7 7 -9 -10 10 11 -13 -14 16 15 -17 -18 18 -20 -21 24 25 27 -25 28 31 32 -29 36 30 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.00033371847303420663 0.0029182273805037941 0 0.0076266840367581468 -0.0085528130732144911 0 0 -0.011817131341272486 0 -0.005745766528062587 -0.0061324768558319032 0.022133453708451635 0 0 0 0.0098313498327883189 0 -0.0086700195394616587 0 -0.0020444938771865149 0.007559208893475753 0.002420543980746663 0 0.011987479887017184 -0.026109842728688989 0 0 -0.0022530351759464649 -0.0072052261394234558 0.0027069183937557541 -0.01426430727840222 0 0 0 -0.016116040406712634 0 0.012212527961818299 0.0028650992784632102 -0.0061860926317411922 0.014801237099672584
leaf_weight=31.197490908321925 11.487096506585656 50.511263051968854 63.976466314692516 16.998815821214521 68.571560582633538 10.834293456500744 168.26608536416643 19.765948177446262 7.1280825027206438 41.32445102109341 72.278772629753803 59.896992317779223 14.264995739387812 29.799254828511039 84.627835410465195 26.279254920518724 70.671777001833107 29.64231371301139 7.751045901910401 136.27946450850868 126.7786739121475 8.3609470278897788 50.314077214163262 62.793339136213035 304.61222497950803 22.147423631475249 249.02663881353146 56.906204756411171 1350.274644228517 100.53621266182927 7.2143774628639212 531.29760865653407 54.286498486992059 143.1370992412194 28.527039231325034 50.83037711560246 92.883596505909736 108.8640719113173 134.84032373864466
leaf_count=22299 11872 118337 47114 16055 58396 30855 165651 16120 5554 35868 61999 45956 7053 31047 65029 19378 70961 22388 4968 75168 107616 9218 36355 69783 216369 17296 177179 45129 698404 129005 3989 274579 28815 89154 21012 37565 47994 52651 111024
internal_value=0 -0.00129086 -0.00440178 0 -0.00604938 0.00485884 -0.00737114 -0.00930379 0.00104876 0.00220288 0.00503872 0.0103981 0.0160711 0 0.003687 0.00659465 -0.00537192 0.000294251 0.00386186 0.0059398 1.34992e-06 0.00142667 -0.00850543 -0.0214198 -0.000430003 0.00487054 -0.00495943 0 0.000816802 -0.00284288 -0.0107287 0.00168297 -0.00769855 -0.00924436 0.00677631 0.00877185 0.00202459 -0.000993442 0.0133795
internal_weight=0 836.393 398.924 91.8096 307.115 74.8108 256.604 188.032 437.469 430.341 187.765 146.441 86.5438 242.576 142.105 110.907 100.471 3668.79 173.673 165.922 3495.12 957.504 210.028 74.2804 2537.61 747.477 573.229 135.747 1964.39 412.363 107.751 604.275 446.45 392.164 78.8411 72.9778 1552.02 201.748 143.201
internal_count=3105205 817672 452528 94024 358504 77969 240167 181771 365144 359590 150876 115008 69052 208714 106706 84407 102008 2287533 102524 97556 2185009 633833 184151 81655 1551176 449682 402764 102496 1148412 349363 132994 329440 295148 266333 57367 54861 799049 100645 120242
cat_boundaries=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=31507089 818 18890753 8389265 2 10486400 1 528 512 1 1904896 12332 528 560 534 798976 368 1901826 384 1 1639426 1 129 3 139 851968
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=40
num_cat=23
split_feature=0 6 2 4 4 2 2 4 5 4 8 8 2 2 5 6 0 5 2 5 5 8 2 0 4 4 5 0 2 0 2 4 2 0 0 4 4 1 5
split_gain=0.16974 0.970698 1.70511 1.60668 1.31507 2.33921 1.56587 1.02545 0.637418 0.627801 0.436914 0.417912 1.27351 0.553475 0.310757 0.248315 5.04972 4.02091 2.73234 3.43917 2.24456 2.80128 2.1433 2.45765 1.88017 1.47566 1.76321 1.15849 1.48359 1.08168 0.968588 1.01623 1.34937 0.854721 0.796598 0.701407 0.766237 0.640035 1.03835
threshold=0 1 2 1.5000000000000002 2.5000000000000004 3 4 1.0000000180025095e-35 1.0000000180025095e-35 16.500000000000004 5 6 7 8 6.5000000000000009 9 10 3.5000000000000004 11 3.5000000000000004 2.5000000000000004 12 13 14 6.5000000000000009 9.5000000000000018 1.0000000180025095e-35 15 16 17 18 5.5000000000000009 19 20 21 3.5000000000000004 1.5000000000000002 22 1.5000000000000002
decision_type=9 1 1 2 2 1 1 2 2 2 1 1 1 1 2 1 9 2 1 2 2 1 1 9 2 2 2 9 1 9 1 2 1 9 9 2 2 1 2
left_child=1 4 3 10 6 -6 7 -1 -5 14 -3 13 -13 -8 -10 22 17 25 20 33 21 24 29 27 -18 26 -17 -24 -29 37 -25 -32 -33 -20 -21 36 -31 38 -2
right_child=15 2 -4 8 5 -7 11 -9 9 -11 -12 12 -14 -15 -16 16 18 -19 19 34 -22 -23 23 30 -26 -27 -28 28 -30 35 31 32 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0.0083446297017423371 0.0046214134942997994 -0.0025606604811356849 0 0.0018810420326521424 -0.018422964469217835 0 0.014029541222690969 0.031464227434593033 0 -0.0080425408304780482 0.0083400115573117883 -0.010312970702199728 -0.011784116935407473 0 0 0.028903321247369419 0.0044552705886357624 -0.0092552276552932845 0.011267863526147384 0 -0.0017488671467528881 -0.010762571637283171 -0.0003901826953910273 0 0 -0.028908257998497219 0.0092000552558861998 -0.00019696133955691966 -0.0029828768770468568 0.011256444247105922 0.009864661306920066 -0.0082200951138625116 0 0 0 -0.014709171860553032 -0.004059286274822385 -0.0010319253784608492
leaf_weight=60.702299127224251 159.06620602145267 16.384923965601047 85.147153711081046 1.9234319965908095 54.162104327901034 91.017249631186132 33.525475424066826 68.135529039282119 23.986926558438434 0.93380608828738232 8.9297856568591687 47.635913874088146 22.426631304195325 89.121242601977428 0.43458842486143012 7.8635118214078821 97.04444806031097 43.686910426527902 292.24539980275586 145.63908630629885 125.6002805307653 34.218373956115101 49.545380353250948 61.359901929943589 10.09972724613908 20.434878300860873 114.83893188521688 149.22367628212123 1050.4974456368182 282.51791783272347 449.41826258930269 33.676038703459199 53.593912768788869 130.65773344975241 44.360081758506567 74.316794251688407 114.91524911062879 175.84581020742189 182.95704229544208
leaf_count=47020 146120 23171 85063 2301 41179 87617 85822 59594 21461 580 11542 34178 47639 84436 399 8843 58067 43470 181276 85294 74891 19722 31198 69007 7544 22074 146650 118370 506178 141949 347460 24003 35236 67493 46928 30880 50156 73496 136893
internal_value=0 -0.00156648 0.00426755 0.0144319 -0.00407747 -0.011055 0 0.00710562 0.0256507 0.028213 0 -0.00553687 0 -0.00845735 0.0304136 0.000171654 -0.00100082 -0.0145023 0.00205669 -0.00130235 0.00991058 0.0176875 0.000723607 0.00279592 0.0235197 -0.0226281 -0.0260228 0 0.000988999 -0.00281876 0.00785902 0.00928402 0 -0.00663074 0.00842175 -0.0061057 -0.00786974 0 0.00284372
internal_weight=0 604.467 137.741 52.5935 466.726 145.179 321.547 128.838 27.2788 25.3553 25.3147 192.709 70.0625 122.647 24.4215 3903.62 1066.69 186.824 879.865 612.902 266.963 141.363 2836.93 1847.31 107.144 143.137 122.702 1249.27 1199.72 989.619 598.048 536.688 87.27 422.903 189.999 471.75 397.433 517.869 342.023
internal_count=3105200 632002 144517 59454 487485 128796 358689 106614 24741 22440 34713 252075 81817 170258 21860 2473198 762252 221037 541215 380991 160224 85333 1710946 1131452 65611 177567 155493 655746 624548 579494 475706 406699 59239 248769 132222 222985 192105 356509 283013
cat_boundaries=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=31506448 2 300 608 274 1 1 672 76 2 1640138 801 5 769 276768 12288 22 860520 18 40 272416 14336 1
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=40
num_cat=20
split_feature=3 0 5 2 4 0 5 8 5 5 0 4 4 8 4 2 8 2 4 5 5 5 5 4 2 5 0 4 4 8 0 2 8 0 2 5 2 0 4
split_gain=0.142346 1.03066 0.971067 0.58409 0.710003 0.760284 0.984805 0.672621 0.645405 1.13736 0.549218 0.572993 2.86871 1.26385 1.10185 1.08109 0.91759 0.69709 1.06482 0.672535 0.579642 0.56045 0.46776 0.430953 1.98486 0.951502 0.895338 0.734583 0.675852 2.34403 3.12925 1.25003 1.00829 1.51423 1.10749 1.03397 0.62036 0.605324 0.985677
threshold=0 1 1.0000000180025095e-35 2 2.5000000000000004 3 5.5000000000000009 4 3.5000000000000004 6.5000000000000009 5 5.5000000000000009 7.5000000000000009 6 3.5000000000000004 7 8 9 2.5000000000000004 3.5000000000000004 1.0000000180025095e-35 7.5000000000000009 5.5000000000000009 13.500000000000002 10 2.5000000000000004 11 14.500000000000002 5.5000000000000009 12 13 14 15 16 17 2.5000000000000004 18 19 1.0000000180025095e-35
decision_type=1 9 2 1 2 9 2 1 2 2 9 2 2 1 2 1 1 1 2 2 2 2 2 2 1 2 9 2 2 1 9 1 1 9 1 2 1 9 2
left_child=10 3 -3 7 8 -6 -7 -2 -5 -10 11 13 20 17 15 19 -14 -1 -19 -15 -13 -22 -4 28 26 -26 27 -25 32 36 -31 -32 33 35 -35 -12 -30 38 -34
right_child=1 2 22 4 5 6 -8 -9 9 -11 23 12 16 14 -16 -17 -18 18 -20 -21 21 -23 -24 24 25 -27 -28 -29 29 30 31 -33 37 34 -36 -37 -38 -39 -40
leaf_value=0.0092544509216699149 0 -0.015109826537729638 0.002147148695938449 0.0015108941865140109 0 0.018177874472458163 0 0.015791881713606595 -0.01289144182580839 0.0028701483623262847 -0.010227786068375011 0 0 -0.0018864388933254967 -0.018976334940823129 -0.0080086209741259667 -0.015245431828090808 -0.0083498787431371124 0.0083770981485154234 0.0080767653866116954 0.026437357725410695 0 -0.0081111124315382099 0 -0.013485439144819695 0.0038854977124395014 0 0.027712804032777406 0.011638769410449473 0.0071726201363279049 0 -0.02126097964036584 -0.007355746984637793 0.012278096480439864 0 0.0046024970725326115 0 0.00062738567892785474 0
leaf_weight=52.414137103591202 4.6649362129392102 27.668288343236782 162.50276468048105 216.60916880791774 97.812470305187162 52.670342551369686 4.6518035199842407 45.353809284395538 71.931899902818259 22.412890206265729 67.892191496222949 10.202335614463662 40.390463363248273 140.11607402699883 48.927502078848192 215.31468098794539 20.150168484717142 72.499577710381345 21.64490109765029 65.249682683948777 21.386612939255432 0.98430669438675877 27.609080602880567 3.8834229694912201 31.209232645196607 6.5662352497747625 12.053562705550574 31.00152113175136 48.517166514051496 36.466118640411878 49.340559951524483 110.76150383028289 255.86433754402242 202.51308828069159 75.540633519878611 33.958246198904817 18.744300930411555 1672.4729761777271 408.24417296376851
leaf_count=54696 1908 20758 92008 101139 35656 15133 1504 23538 33926 8104 52009 9525 38619 105363 45252 301384 18101 66325 18143 49117 17607 708 14437 1989 22587 4450 9095 16674 23801 27993 28491 61984 302280 97107 54056 20773 11059 934343 363931
internal_value=0 0.00115915 -0.00358949 0.0037956 0.00144518 0.0066028 0.0126907 0.0119905 -0.00056024 -0.00694534 -0.000323246 -0.00278008 0.00226619 -0.00411977 -0.00666017 -0.00354203 -0.00728446 0.00231572 -0.000918596 0.000604794 0.0197934 0.0240579 0 0.000178206 0.00619919 -0.004929 0.0160399 0.0213793 0 -0.00460749 -0.0101622 -0.0162543 0.000435471 0.00498931 0.00880946 -0.00286818 0.00699446 -0.000252049 -0.00280269
internal_weight=0 733.887 217.78 516.107 466.089 155.135 57.3221 50.0187 310.954 94.3448 3774.31 709.28 93.1139 616.167 469.608 420.68 60.5406 146.559 94.1445 205.366 32.5733 22.3709 190.112 3065.03 84.714 37.7755 46.9385 34.8849 2980.32 263.83 196.568 160.102 2716.49 379.904 278.054 101.85 67.2615 2336.58 664.109
internal_count=3105573 348111 127203 220908 195462 52293 16637 25446 143169 42030 2757462 724840 84560 640280 501116 455864 56720 139164 84468 154480 27840 18315 106445 2032622 54795 27037 27758 18663 1977827 153328 118468 90475 1824499 223945 151163 72782 34860 1600554 666211
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 1583790 62 1048616 8 22594210 2 704 9 618 604 2388 2 8724492 271 12 8654913 466 464 2360604
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=40
num_cat=21
split_feature=4 0 5 5 4 0 2 4 2 4 5 4 0 2 4 0 2 4 8 0 0 1 0 5 4 0 2 2 0 5 5 2 5 2 2 0 5 4 4
split_gain=0.146734 1.8388 1.27732 1.28222 0.939122 1.08777 0.590255 1.14805 0.376247 0.320747 0.3031 0.276511 0.529515 0.526402 0.252484 1.71998 0.885361 0.875447 0.422666 1.06417 0.882094 0.192963 1.22491 1.91104 1.17862 3.53166 1.14799 0.763052 0.127401 0.0792952 0.0707861 0.0553842 0.0409069 0.0339193 0.0321163 0.0260296 0.0260961 0.0209071 0.0167697
threshold=17.500000000000004 0 4.5000000000000009 1.0000000180025095e-35 13.500000000000002 1 2 20.500000000000004 3 99.500000000000014 6.5000000000000009 11.500000000000002 4 5 6.5000000000000009 6 7 9.5000000000000018 8 9 10 11 12 2.5000000000000004 5.5000000000000009 13 14 15 16 3.5000000000000004 7.5000000000000009 17 7.5000000000000009 18 19 20 5.5000000000000009 18.500000000000004 103.50000000000001
decision_type=2 9 2 2 2 9 1 2 1 2 2 2 9 1 2 9 1 2 1 9 9 1 9 2 2 9 1 1 9 2 2 1 2 1 1 9 2 2 2
left_child=4 6 3 33 11 8 7 -2 -6 30 -10 14 34 -14 21 16 -16 -18 20 -20 -17 24 26 -24 27 -26 -23 -1 32 31 -9 -7 37 -3 35 -13 -37 -4 -39
right_child=1 2 28 -5 5 29 -8 9 10 -11 -12 12 13 -15 15 18 17 -19 19 -21 -22 22 23 -25 25 -27 -28 -29 -30 -31 -32 -33 -34 -35 -36 36 -38 38 -40
leaf_value=0.0010955717379940372 0 0.0027529354890778544 0 -0.024384969042725944 0 0 0 0.028294521947160485 0.025443729239534398 0 0 0 0 -0.016063462764779803 0 0.010835212291976834 0.02559455205454186 0 0.0028645099925902126 -0.0099692281392137413 -0.0041154433418055091 -0.015129445518884954 0.0067078309307412945 -0.0021714638913679423 0.011587614429354472 -0.019880043413626119 0 -0.0020336253356704605 0 0 0 -0.0060772748107622877 0 0 0 0.0057647529184330012 0 0.0090979707264434648 0
leaf_weight=1695.7381938821418 2.2867361296666777 4.7563181181030814 0.11633384326705698 41.336505736398976 15.423877221983275 0.2414562667690916 5.516327433841071 7.4064109976752643 23.356321956758624 0.52213518205098797 0.54186502791708235 1.5099149204033893 12.304251649577052 17.147165371017767 5.8824284182192059 35.637133573851315 36.032470356440172 10.620819737290729 49.343493439708254 97.420152869948652 16.276964129108819 42.341142761753872 489.01518296997529 365.12934833511827 11.965234749506633 64.675616635169717 103.59590520092752 1327.973102181606 1.8355726210866115 1.1044169102096928 0.110264123068191 5.7753408602729897 0.24673855694709357 5.3537868096609582 4.1248411303386074 4.0318070169014391 0.23472037620376784 1.1601131436182184 0.089670496701728442
leaf_count=1080679 1496 3518 43 30323 9887 326 4332 5354 13360 479 269 1080 8390 13279 4319 13850 23977 7431 34837 50857 11067 19616 172184 140376 10745 44101 39380 1341580 1733 790 84 4722 155 4233 2783 2942 124 516 93
internal_value=0 -0.0038167 -0.0126267 -0.0190626 8.76812e-06 0.0110499 0.00919966 0.0152212 0.0158552 0.0261599 0.0203953 -0.000114345 -0.00637995 -0.0108106 0 0.00288451 0.0144514 0.0187674 -0.000947335 -0.0043587 0.0031327 -0.000211652 0.000859063 0.00259853 -0.000657792 -0.011054 -0.00612332 -0.000190037 0.0016257 -0.00239757 0.027917 -0.00561808 0.00572191 0 0.000167178 0.00265594 0.00390048 0.00837959 0.0087846
internal_weight=0 70.7369 54.895 51.4466 4437.44 46.4433 15.8419 10.3255 39.3221 8.03881 23.8982 4391 39.3527 29.4514 4351.65 251.213 52.5357 46.6533 198.678 146.764 51.9141 4100.43 1000.08 854.145 3100.35 76.6409 145.937 3023.71 3.44843 7.12121 7.51668 6.0168 1.61286 10.1101 9.90128 5.77644 4.26653 1.36612 1.24978
internal_count=3105310 52359 40614 38074 3052951 29354 11745 7413 23516 5917 13629 3023597 28598 21669 2994999 146338 35727 31408 110611 85694 24917 2848661 371556 312560 2477105 54846 58996 2422259 2540 5838 5438 5048 807 7751 6929 4146 3066 652 609
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=1057088 10489318 632 163 1581864 672 860820 531 2 8392746 2100544 1 288385 2884226 600 896 3072 4 336 124 256
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=40
num_cat=19
split_feature=4 0 2 4 8 2 5 4 5 5 5 2 9 0 5 4 4 4 0 4 4 4 5 5 9 0 4 2 0 0 0 2 5 2 0 3 4 0 5
split_gain=0.112079 1.18814 0.86908 0.836673 1.10702 1.41672 1.39366 1.0162 0.840361 0.66121 0.712129 0.625585 0.606226 0.570045 0.957765 0.423982 0.298778 0.273753 0.184832 0.182726 0.453718 0.152102 0.151983 0.147798 0.142642 2.60315 1.13354 1.10105 1.92475 1.06128 0.770193 0.416878 0.296402 0.242018 3.40994 1.96626 0.631895 1.32751 1.46843
threshold=6.5000000000000009 0 1 17.500000000000004 2 3 4.5000000000000009 70.500000000000014 4.5000000000000009 2.5000000000000004 1.0000000180025095e-35 4 5 6 4.5000000000000009 8.5000000000000018 7.5000000000000009 70.500000000000014 7 23.500000000000004 11.500000000000002 38.500000000000007 12.500000000000002 1.0000000180025095e-35 8 9 4.5000000000000009 10 11 12 13 14 8.5000000000000018 15 16 17 1.5000000000000002 18 2.5000000000000004
decision_type=2 9 1 2 1 1 2 2 2 2 2 1 1 9 2 2 2 2 9 2 2 2 2 2 1 9 2 1 9 9 9 1 2 1 9 1 2 9 2
left_child=24 2 -2 4 5 6 18 8 -5 10 15 16 17 -7 -15 -4 -6 22 -3 20 -12 -17 -11 -18 30 26 -26 28 -27 -29 31 -1 -31 34 -32 -36 -35 -38 -39
right_child=1 3 9 7 11 13 -8 -9 -10 12 19 -13 -14 14 -16 21 23 -19 -20 -21 -22 -23 -24 -25 25 27 -28 29 -30 32 33 -33 -34 36 35 -37 37 38 -40
leaf_value=0 0 0 0 -0.020681157673706263 0.0092480476805231401 0.0022672163631054644 -0.0010049132253808866 0.00049585751754915983 0 0.026277560783251747 0 -0.0098706091457102102 0 -0.017299405417853561 0.00065776865048663025 0.016411792492926111 0 0 0.020157481201727792 0 -0.012319310534675592 0 0 -0.006207880851143684 -0.01841235161544558 0.012753164598262912 0.00030667919196498283 0 -0.012116983121426528 0.019328159479917496 0.010524224446614633 -0.013292426165283453 0 0.0012729962204419925 -0.0099368419490870347 0.0085291789292389047 0.0037021589819959027 0 -0.0079752762916034375
leaf_weight=18.75183082526928 39.827015706759994 5.8688885582960211 9.025483069475742 35.482502204024058 5.6771403379389112 26.443072361027589 6.3454257001576471 5.8124133843812151 1.9492300443816919 26.972201212367516 30.552087891875999 72.862443407153478 3.8545412742532816 24.317588636855366 2.772504246706375 17.215314473229231 3.3545850081136441 0.48238617653259908 55.594762760243611 7.7016267633298403 14.459019788715521 1.3715145695605304 0.25833479885477473 8.351338504086014 41.007831676055503 9.6528669509571028 6.8715940175461574 19.580850020764046 36.091409479369759 93.746579351512992 102.81206670262509 36.106748829151911 0.71111494787328311 2079.776098314509 342.40736700835623 27.039478663355112 288.50621071670321 609.72147106100601 386.9792185688566
leaf_count=18657 29958 5375 5566 25182 2524 19560 3072 4157 1196 16729 21403 36099 2493 11559 924 11330 1572 474 34898 6446 10127 1197 184 4130 38402 7321 4355 16347 18253 55272 141556 43369 601 1390210 343604 14987 254450 319075 182704
internal_value=0 0.00148485 0.00784415 -0.00188468 0 0.00641787 0.0139407 -0.0113592 -0.0170506 0.0117964 0.00140592 -0.00582856 0.0217108 -0.00179043 -0.00921306 0.0109885 0.000956323 0.0246552 0.0201114 -0.00215157 -0.00542812 0.0151802 0.0257067 0 -0.000195781 0.00199514 -0.011335 0.00886104 0 0.0133671 -0.000403534 -0.00935423 0.0172581 -0.000101972 -0.00216896 -0.00711705 0.000122085 -0.00149789 -0.00336281
internal_weight=0 406.551 151.72 254.832 211.588 121.342 67.8091 43.2441 37.4317 111.893 80.325 90.2455 31.5675 53.5332 27.0901 27.6123 17.3831 27.7129 61.4637 52.7127 45.0111 18.5868 27.2305 11.7059 4099.76 207.662 47.8794 159.783 45.7443 114.039 3892.1 54.8586 94.4577 3837.24 472.259 369.447 3364.98 1285.21 996.701
internal_count=3105318 256155 105907 150248 119713 75388 43345 30535 26378 75949 56069 44325 19880 32043 12483 18093 8226 17387 40273 37976 31530 12527 16913 5702 2849163 140551 42757 97794 25574 72220 2708612 62026 55873 2646586 500147 358591 2146439 756229 501779
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=337236 135 1 188 773 1 8388778 2114056 1 5001379 72 1050372 34560 5341188 130 37 808704 1 11034778
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=40
num_cat=24
split_feature=0 2 0 4 2 7 4 0 4 8 2 5 0 4 0 2 2 5 0 0 2 0 9 8 4 4 8 0 2 5 5 4 4 2 0 0 5 5 5
split_gain=0.1208 1.08701 0.829568 0.61258 1.77185 1.93703 1.01421 1.01068 0.4313 0.298938 1.05616 1.97663 1.32485 1.11643 0.716393 0.705407 0.697651 0.634425 0.787488 0.666265 0.589789 1.0175 1.35073 1.01989 1.42767 0.817442 0.572927 0.487084 0.891735 0.395788 0.325086 0.309715 0.298354 1.08964 0.55439 0.386339 0.322222 0.279685 0.211351
threshold=0 1 2 14.500000000000002 3 4 102.50000000000001 5 16.500000000000004 6 7 1.0000000180025095e-35 8 3.5000000000000004 9 10 11 3.5000000000000004 12 13 14 15 16 17 1.0000000180025095e-35 4.5000000000000009 18 19 20 6.5000000000000009 4.5000000000000009 2.5000000000000004 5.5000000000000009 21 22 23 2.5000000000000004 7.5000000000000009 7.5000000000000009
decision_type=9 1 9 2 1 1 2 9 2 1 1 2 9 2 9 1 1 2 9 9 1 9 1 1 2 2 1 9 1 2 2 2 2 1 9 9 2 2 2
left_child=1 2 -1 9 -5 6 7 37 32 10 11 13 15 14 -2 -12 31 18 -13 -19 27 23 25 24 -22 -23 -25 28 29 -11 -17 -14 38 35 -35 -34 -36 -6 -3
right_child=3 8 -4 4 5 -7 -8 -9 -10 20 12 17 16 -15 -16 30 -18 19 -20 -21 21 22 -24 26 -26 -27 -28 -29 -30 -31 -32 -33 33 34 36 -37 -38 -39 -40
leaf_value=0 0 0.00014454869936318985 -0.017926147829390379 -0.006961062255939488 0.033222615715511904 0 0 0 -0.0095130702223806089 0.017448108679445146 0 9.5640621555215119e-05 0.016052615189047711 0 0.026649797683587131 -0.014526442927190153 0 -0.00056487640430068198 -0.01303524066696083 0.013076202169205723 0.012931570935768955 -0.01552789224799405 0.0044496705519293427 -0.001166041251228839 -5.4906747603122596e-05 0 -0.012154154550193967 0 0 0 0 0 0.01696295136132113 -0.010029792192099258 0.0079977211705727878 0 -0.00022955516721445471 0 -0.0067463516784647187
leaf_weight=10.442427013786073 3.2450156073318794 721.21522580836245 28.228272738839223 13.722760642849607 38.235005226859357 20.849492284469306 1.7659588561509725 4.5738135350984512 15.302083781069085 38.093064972717912 76.863621765893186 39.784083315513271 34.573979541535664 8.3540153334179177 33.325351336636231 69.123065551262698 65.619676944923413 8.2544701134902407 23.217926497563894 19.208097993465348 86.722319889624487 124.96213914727923 14.023308032608837 610.175013551956 157.52919350306911 22.678891722229309 29.330605226175976 1930.9683851236296 123.13054660962371 1.1068557042162854 7.2842841309611677 13.082460003541199 28.369703197371564 15.554845317950821 23.680947480352188 13.890526155388214 13.078836651577147 0.36442174791591142 16.092387239288655
leaf_count=21043 2351 640855 123508 10385 23524 12789 1536 3386 13643 49256 28263 19660 23709 3678 18225 30097 39806 5708 22097 13166 58092 164037 14264 392769 73372 17089 14953 1066875 89892 1249 3042 8240 25782 13471 21143 10713 10228 188 13532
internal_value=0 -0.00104736 -0.0122973 0.000229257 0.00759598 0.0142342 0.0239658 0.0269597 0 0 0.00243894 0.0086703 -0.000465906 0.0212234 0.0259743 -0.00667978 0.00553371 0 -0.00555289 0.00777827 -0.000336796 -0.0022875 -0.0088326 -0.000434832 0.00421847 -0.0128186 -0.00279731 0.000521407 0.00519169 0.0136026 -0.011778 0.0116992 0.000497391 0.00506571 -0.00149237 0.0129933 0.00155597 0.0283766 0
internal_weight=0 885.855 38.6707 3620.17 79.5115 65.7887 44.9392 43.1732 847.185 3540.66 401.936 135.389 266.547 44.9244 36.5704 153.271 113.276 90.4646 63.002 27.4626 3138.72 1045.42 161.664 883.757 244.252 147.641 639.506 2093.3 162.33 39.1999 76.4073 47.6564 831.882 94.5749 52.3146 42.2602 36.7598 38.5994 737.308
internal_count=3105616 893918 144551 2211698 51808 41423 28634 27098 749367 2159890 218042 84885 133157 24254 20576 61402 71755 60631 41757 18874 1941848 734576 195390 539186 131464 181126 407722 1207272 140397 50505 33139 31949 735724 81337 44842 36495 31371 23712 654387
cat_boundaries=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=32030866 7 2097152 131 1 11616 4 93 1321025 9728 640 770 7180 267309 426 276577 1 2 1 1114636 42 608 10502144 10485890
is_linear=0
shrinkage=0.1


Tree=100
num_leaves=40
num_cat=21
split_feature=0 2 1 4 9 4 5 5 8 2 2 1 5 5 4 2 0 4 6 1 6 5 5 2 5 5 4 5 8 8 2 5 0 4 2 4 2 0 5
split_gain=0.132483 0.461399 1.33439 0.584388 0.963438 1.20788 0.692015 0.551983 0.742279 1.24568 0.879815 0.523139 0.391013 0.352448 0.347163 1.61708 1.182 0.862216 0.613158 0.38658 0.314985 0.28293 0.270483 0.306058 0.265389 0.325644 0.263142 0.244588 0.243742 0.23934 0.228518 0.2227 0.202011 1.61882 0.72631 0.575444 1.12316 0.776577 0.744778
threshold=0 1 2 1.0000000180025095e-35 3 4.5000000000000009 3.5000000000000004 3.5000000000000004 4 5 6 7 2.5000000000000004 6.5000000000000009 14.500000000000002 8 9 102.50000000000001 10 11 12 1.5000000000000002 7.5000000000000009 13 1.0000000180025095e-35 2.5000000000000004 11.500000000000002 3.5000000000000004 14 15 16 6.5000000000000009 17 4.5000000000000009 18 4.5000000000000009 19 20 2.5000000000000004
decision_type=9 1 1 2 1 2 2 2 1 1 1 1 2 2 2 1 9 2 1 1 1 2 2 1 2 2 2 2 1 1 1 2 9 2 1 2 1 9 2
left_child=1 2 20 11 7 30 -7 8 9 -5 -10 13 -13 -3 32 24 17 18 19 -17 -1 -22 23 -9 -16 -26 27 28 -4 -23 -6 -14 35 -34 -35 -2 37 38 -37
right_child=14 3 26 4 5 6 -8 22 10 -11 -12 12 31 -15 15 16 -18 -19 -20 -21 21 29 -24 -25 25 -27 -28 -29 -30 -31 -32 -33 33 34 -36 36 -38 -39 -40
leaf_value=-0.01425228056899692 0.00019704162007485684 0.0068615278199822731 0.014506111745409479 0.0096159817284955946 0.001035138036126499 0.024053853800304847 0 0 0 -0.0053139198521432902 -0.011132581616705602 0.00081947791030812585 -0.01061758763208911 0 0 0.032988973837788961 -0.0021315330688610017 0 0 0 -0.0066279745685469309 0 -0.0049472324858906595 0.0061234121596184486 -0.014513446143804277 0 0 0 0 0.0082598205086998194 -0.0064060833668975817 0 0 0 0.018469397379536026 0.013628698052840619 -0.0088112902950537083 -0.0028285368464424899 0
leaf_weight=72.614158490603586 2612.4467538797398 224.42377836692685 4.5330679893959305 50.246691534317506 6.5087698400311638 11.096035188355016 2.3252669490466351 47.418290692963637 74.461508868225792 105.62035360757727 199.42998262077163 33.409563346009236 25.881088413298134 10.484441366774261 3.7462387967389104 18.851970018353313 4.9549348070577244 1.8098273189971212 13.555128088220952 20.530060931690969 8.5545700416696508 3.0179467904090416 11.014872190338791 87.096563734328811 12.096437619504288 3.9665805764961979 1.4382753642857995 1.8836070182733236 2.3955794251523903 11.726113633676503 14.470466830622174 2.9562763415742657 355.58908855740992 14.746768563694785 34.236336076748557 47.345589879783802 179.77205481207056 140.571883722645 30.800260735006304
leaf_count=213595 1489823 175317 3308 41457 4975 8258 1586 37440 62714 86262 166257 18816 15679 8948 2490 14296 3984 1608 9542 7272 22283 6160 8396 63942 9282 2721 1068 1342 1495 24980 10376 1840 353365 10492 23227 27837 90902 56647 15505
internal_value=0 -0.001048 -0.00628934 0 -0.0019435 0.00861416 0.0197036 -0.0034661 -0.00527387 0 -0.00802412 0.00323685 -0.00149112 0.00564913 0.000218339 0.00576579 0.0131912 0.0180587 0.022814 0.0266559 -0.0118543 0 0.000152219 0.00321934 -0.00641657 -0.0110366 0.00679098 0.0107529 0.0137024 0.00503783 -1.568e-05 -0.00831978 0 0.00202888 0.0151215 -0.000249618 -0.0036926 0.000209632 0.00732137
internal_weight=0 1013.01 106.163 906.844 609.689 34.4005 13.4213 575.288 429.759 155.867 273.891 297.155 62.2469 234.908 3495.02 79.5112 59.7019 54.747 52.9372 39.382 95.9128 23.2986 145.53 134.515 19.8093 16.063 10.2505 8.81225 6.92865 14.7441 20.9792 28.8374 3415.51 404.572 48.9831 3010.94 398.49 218.718 78.1459
internal_count=3105487 986494 274231 712263 491663 25195 9844 466468 356690 127719 228971 220600 36335 184265 2118993 51195 36702 32718 31110 21568 267018 53423 109778 101382 14493 12003 7213 6145 4803 31140 15351 17519 2067798 387084 33719 1680714 190891 99989 43342
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=31507090 29 1 1 6 258 576 1 387 11616 2 1 2 258 5 2 642 7521 645 404 4384
is_linear=0
shrinkage=0.1


Tree=101
num_leaves=38
num_cat=19
split_feature=4 0 2 4 4 0 4 5 5 4 0 2 4 0 2 8 0 0 4 4 8 1 0 5 5 4 2 4 5 5 2 5 8 2 5 0 8
split_gain=0.148305 1.65589 0.806598 0.678082 0.651874 0.962133 0.345572 0.327113 0.2546 0.242228 0.483622 0.507813 0.239284 1.40319 0.351572 0.314337 1.06245 0.953981 0.235938 0.177125 0.168599 0.158204 1.14149 1.53984 1.53074 0.879573 3.27202 0.790291 0.102276 0.0537845 0.0334995 0.0545806 0.0323521 0.0300891 0.022783 0.0180335 1.15166e-05
threshold=17.500000000000004 0 1 18.500000000000004 13.500000000000002 2 102.50000000000001 6.5000000000000009 4.5000000000000009 11.500000000000002 3 4 6.5000000000000009 5 6 7 8 9 18.500000000000004 80.500000000000014 10 11 12 2.5000000000000004 2.5000000000000004 5.5000000000000009 13 2.5000000000000004 7.5000000000000009 10.500000000000002 14 5.5000000000000009 15 16 5.5000000000000009 17 18
decision_type=2 9 1 2 2 9 2 2 2 2 9 1 2 9 1 1 9 9 2 2 1 1 9 2 2 2 1 2 2 2 1 2 1 1 2 9 1
left_child=4 2 3 -2 9 7 28 20 18 12 33 -12 21 14 29 16 -15 -17 -4 -20 -6 25 23 -23 -24 27 -27 -1 -5 -14 -3 -32 -7 34 35 -11 -10
right_child=1 30 8 6 5 32 -8 -9 36 10 11 -13 13 15 -16 17 -18 -19 19 -21 -22 22 24 -25 -26 26 -28 -29 -30 -31 31 -33 -34 -35 -36 -37 -38
leaf_value=-0.0010485229090513883 0 0 0 0.021232913980741782 0 0 0 0 5.3014970341019603e-05 0 0 -0.015466979854002114 0.023750222276963991 0.011586622591832928 0 0.0026869207909904799 -0.0047257624903519705 -0.0088650526529166305 -0.012487322010205691 0 0.0173461626033804 -0.015987204436318871 0.0059502499871145857 0.0010829646663890623 -0.0018160800866780452 0.0091222537723643134 -0.019967203761357147 0.0028707346563811424 0 0 -0.021188738220572899 0 -0.0038612619715295187 0 0 0.0042395629628974784 0
leaf_weight=2411.8331275989312 1.8654053350910569 2.2032512612640858 1.7555578783794832 20.27443614407094 3.0759558879071847 0.37189873890019953 0.79505985981086169 0.89812024717684735 0.97585611481917911 1.3946011567895766 12.281316171021897 16.745447514302217 19.261807042814329 40.49687139922753 9.0107823704747734 68.942716101955739 17.684160605538636 95.764771789574297 14.539184804627441 3.4155154922045758 36.613142679882003 59.046508698200341 511.52305493148742 53.926291617623065 375.90019648746238 21.366841369483154 53.579133536666632 610.29639458359088 0.22030823456589033 0.10159634804585849 23.274383736104944 0.97063727251952414 6.8017778302310026 4.1797523820132465 0.30047247098991636 4.1229709459003061 0.45165528610232286
leaf_count=2014018 960 1817 1101 11377 1264 265 682 475 650 997 8280 13032 11394 17333 6243 49729 11932 50364 10629 2725 21692 23559 180742 21247 145734 16556 37909 408497 125 51 20846 921 6032 2730 185 2972 267
internal_value=0 -0.00382143 0.00428834 0.0123292 5.16104e-05 0.00915901 0.0188307 0.0140241 -0.00191661 -4.11397e-05 -0.00593307 -0.0102598 0 0.00286691 0.0154607 0 0.00366756 -0.00298397 -0.0075245 -0.0103871 0.0175098 -0.000140176 0.000827191 -0.00675097 0.00235604 -0.000553523 -0.0096117 -0.000138329 0.020703 0.0195372 -0.0157484 -0.0175264 -0.00250038 0 0.00256263 0.00415348 0
internal_weight=0 70.7413 44.293 23.1552 4435.52 47.7609 21.2898 40.5872 21.1378 4387.76 39.0246 29.0268 4348.73 251.263 28.3742 222.889 58.181 164.707 19.7103 17.9547 39.6891 4097.47 1000.4 112.973 887.423 3097.08 74.946 3022.13 20.4947 19.3634 26.4483 24.245 7.17368 9.9978 5.81804 5.51757 1.42751
internal_count=3105332 52100 28516 13144 3053232 29728 12184 23431 15372 3023504 28196 21312 2995308 147046 17688 129358 29265 100093 14455 13354 22956 2848262 371282 44806 326476 2476980 54465 2422515 11502 11445 23584 21767 6297 6884 4154 3969 917
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=1145680 600 10489332 1581864 672 860676 428 2 2100560 8392890 8 1 4482177 86 256 8 124 256 1
is_linear=0
shrinkage=0.1


Tree=102
num_leaves=37
num_cat=21
split_feature=4 0 2 4 4 0 4 2 5 4 0 2 5 4 4 0 2 8 0 0 4 9 0 4 2 0 2 2 5 5 2 2 5 2 5 8
split_gain=0.10061 1.44909 0.711051 0.630595 0.538937 0.916992 0.329621 0.307207 0.256776 0.23517 0.44739 0.379122 0.230403 0.22828 0.213003 1.30609 0.372561 0.260522 0.971674 0.882467 0.180117 0.119462 2.2409 1.92122 1.67771 0.659697 0.379929 0.236422 0.0954445 0.075241 0.0734981 0.0661452 0.0514887 0.0132667 0.0252996 3.00126e-05
threshold=17.500000000000004 0 1 18.500000000000004 13.500000000000002 2 102.50000000000001 3 6.5000000000000009 11.500000000000002 4 5 4.5000000000000009 18.500000000000004 6.5000000000000009 6 7 8 9 10 80.500000000000014 11 12 4.5000000000000009 13 14 15 16 7.5000000000000009 2.5000000000000004 17 18 10.500000000000002 19 4.5000000000000009 20
decision_type=2 9 1 2 2 9 2 1 2 2 9 1 2 2 2 9 1 1 9 9 2 1 9 2 1 9 1 1 2 2 1 1 2 1 2 1
left_child=4 2 3 -2 9 7 28 -6 -9 14 33 -12 13 -4 21 16 32 18 -17 -19 -15 25 24 -24 -23 26 -1 -27 -5 31 -3 -7 -16 34 -11 -14
right_child=1 30 12 6 5 29 -8 8 -10 10 11 -13 35 20 15 17 -18 19 -20 -21 -22 22 23 -25 -26 27 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37
leaf_value=0 0 0 0 0.02022865482444796 0 0 0 0.021982170130117145 0 0.0034887688326534247 0 -0.014340311921782556 8.5597050459823413e-05 -0.012154272831977245 0.023038984512608308 0.010899435371204424 0 -0.011066932639206878 -0.0046160249655151841 0.00047504160022652109 0 -0.00015933262567830421 -0.01772859177168926 0.00689585025324186 0.016484770199910015 0.0011688124543016002 -0.012388656183393291 -0.0005627404190499081 0 0 -0.016516872422034746 -0.0060395333430857314 0 0 0 0
leaf_weight=18.74078924740752 1.8426843465422305 2.1153817181475461 1.7285379128006813 20.692555285000715 14.525522072566675 1.1648988979723069 0.80148008250398461 23.224046649294905 0.54130720655666564 4.7806323255354073 12.681825430452589 17.166515604345481 0.96252262627240159 14.370954320504099 19.545100950999771 40.991957741018268 9.0913942774932384 45.387203992140712 17.618196320094285 118.91067048278637 3.3669117018580428 63.927096479397733 53.774183681025534 9.272130412180557 80.815554187331145 1032.3441470027938 35.321995990343567 2801.4049255312711 0.2168130106292655 2.0884532447671518 23.468934934484427 6.8225528404000197 0.10058340680552547 3.8891372690559347 0.43803100625518698 0.45883499417686835
leaf_count=18543 943 1787 1093 11479 8849 1039 683 12314 262 3471 8544 13436 647 10567 11402 17355 6301 33448 11933 66880 2712 30874 54482 5991 49245 830378 42803 1815815 125 1544 21361 5982 51 2514 264 271
internal_value=0 -0.00313422 0.00410327 0.0116217 7.25692e-05 0.00831077 0.0178589 0.0135372 0.0174965 -6.18141e-06 -0.00583848 -0.00988454 -0.00151291 -0.00706744 1.72028e-05 0.00272667 0.0148484 0 0.00321265 -0.00278752 -0.00997882 -9.51746e-05 0.00193732 -0.00887352 0.00906698 -0.00029438 -0.00858705 -1.17726e-05 0.0197157 -0.00216777 -0.0146375 -0.00524854 0.0189684 0 0.00171286 0
internal_weight=0 70.0256 44.4413 23.5535 4434.57 48.3668 21.7108 38.2909 23.7654 4386.2 38.9561 29.8483 20.8878 19.4664 4347.25 251.645 28.7371 222.908 58.6102 164.298 17.7379 4095.6 207.789 63.0463 144.743 3887.81 54.0628 3833.75 20.9094 10.0759 25.5843 7.98745 19.6457 9.1078 5.21866 1.42136
internal_count=3105388 51668 28520 13230 3053720 29990 12287 21425 12576 3023730 28229 21980 15290 14372 2995501 147370 17754 129616 29288 100328 13279 2848131 140592 60473 80119 2707539 61346 2646193 11604 8565 23148 7021 11453 6249 3735 918
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=1145680 600 10489316 163 1581352 672 860676 428 2 2100560 3163456 1 3222868 200 5341188 130 90 256 260 124 1
is_linear=0
shrinkage=0.1


Tree=103
num_leaves=40
num_cat=16
split_feature=0 2 5 2 4 2 5 8 5 8 4 4 2 0 4 8 5 5 4 4 5 5 0 8 4 5 5 2 5 4 8 0 4 2 0 5 5 4 4
split_gain=0.0962915 0.868116 0.439352 0.930062 0.787828 0.361618 0.524366 0.422688 0.310455 0.215322 0.421189 0.790011 0.199488 1.36215 0.930692 0.737731 0.525095 0.464256 0.648904 1.1853 0.285096 0.268159 0.240116 0.834305 1.12262 1.18763 0.774354 0.68375 0.432928 0.393191 1.90269 1.48532 1.97277 1.38192 1.77337 0.864044 0.536399 0.334153 1.80184
threshold=0 1 2.5000000000000004 2 1.0000000180025095e-35 3 1.5000000000000002 4 1.0000000180025095e-35 5 5.5000000000000009 10.500000000000002 6 7 1.0000000180025095e-35 8 4.5000000000000009 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 8.5000000000000018 6.5000000000000009 9 10 3.5000000000000004 2.5000000000000004 1.5000000000000002 11 1.0000000180025095e-35 5.5000000000000009 12 13 16.500000000000004 14 15 1.5000000000000002 2.5000000000000004 3.5000000000000004 6.5000000000000009
decision_type=9 1 2 1 2 1 2 1 2 1 2 2 1 9 2 1 2 2 2 2 2 2 9 1 2 2 2 1 2 2 1 9 2 1 9 2 2 2 2
left_child=1 2 5 -4 -5 9 7 -7 -9 -1 -11 -12 13 17 21 -16 -17 -2 19 -19 -20 -15 29 37 25 28 -26 -27 -25 -14 33 36 -33 34 -31 -35 -32 -24 -39
right_child=12 -3 3 4 -6 6 -8 8 -10 10 11 -13 22 14 15 16 -18 18 20 -21 -22 -23 23 24 26 27 -28 -29 -30 30 31 32 -34 35 -36 -37 -38 38 -40
leaf_value=0.0036171707243587872 0.00016643562758586442 -0.0056826350793708624 -0.00073971144484048497 0 0.015252319973910751 0.0070037439597320731 -0.012916713147827675 -0.0097000835911598172 0 -0.0059807267514255273 0.014816895083360735 -0.0025535470294217682 0 -0.013627203864411852 0.011418949639386996 -0.010105130575812658 0.0017327783603741339 0.011823309784094816 0.020360410246734892 -0.0072686015549551404 0 0 0.0045028927840950889 -0.0054749719079330407 0 0 0.014506244632444041 -0.018340535496642687 0.0054095846305954685 0.023525292421559291 0.0088064769272980566 -0.018264217163721033 0.0014933015908938313 -0.013136669292617168 -0.0018001380668140388 0.003572837913048744 -0.0030519953092380319 -0.011006011969969903 0.0099785099979394203
leaf_weight=123.95037431080709 129.5189191890131 239.67958667728271 80.765043882711325 28.196565148173249 68.837948039639741 16.057037099046283 25.088417027960531 20.923503462239751 19.490777045946743 70.958598075238115 8.3106482939037942 4.8863957324065259 2335.0869794869686 52.178871758465903 12.04780499446133 27.829380660990864 6.3615874796050766 30.774833762458002 35.532444899581606 33.545961509611516 0.65497617737855662 3.1586719879996954 522.03258199328957 30.272727245690476 16.933920478331856 36.962513408623636 19.732520070087048 48.061461525961931 56.202154420541774 28.689262750151101 36.097840303205885 138.3252004895694 29.061311070166994 20.570211553378613 13.933029667183289 14.352954755944664 18.431932073173812 57.506004634145938 44.505490973344422
leaf_count=106256 116756 342575 61591 24333 52126 14176 19727 19196 15664 56315 6263 3947 1275534 89498 13919 37424 6000 38352 15229 23421 328 3642 383472 25971 13310 25879 12155 36577 37967 9500 22431 69184 18911 10205 7632 5605 9585 39162 35614
internal_value=0 -0.00105573 0.000986337 0.00479473 0.0101119 -0.000612548 -0.00545906 0 -0.00428593 0.00067629 -0.00100877 0.00413363 0.000184153 0.00239155 -0.00468382 0.000957051 -0.00298374 0.00685793 0.0116872 0 0.0191669 -0.012141 0 0.00138674 -0.00304867 -0.00735756 0.00638952 -0.0140742 0 -0.000520235 -0.00376027 -0.00859762 -0.0129523 0.00606565 0.014752 -0.00274759 0.00142045 0.00341258 0
internal_weight=0 707.145 467.465 177.8 97.0345 289.666 81.5597 56.4713 40.4143 208.106 84.1556 13.197 3798.36 331.603 101.576 46.2388 34.191 230.027 100.508 64.3208 36.1874 55.3375 3466.76 832.209 208.165 171.499 36.6664 85.024 86.4749 2634.55 299.462 221.916 167.387 77.5455 42.6223 34.9232 54.5298 624.044 102.011
internal_count=3105432 722169 379594 138050 76459 241544 68763 49036 34860 172781 66525 10210 2383263 344569 150483 57343 43424 194086 77330 61773 15557 93140 2038694 610107 151859 126394 25465 62456 63938 1428587 153053 120111 88095 32942 17132 15810 32016 458248 74776
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=32030865 880 256 336 10 1 14 1052260 10 1052264 5 321 2 32 704 2624
is_linear=0
shrinkage=0.1


Tree=104
num_leaves=40
num_cat=20
split_feature=4 0 5 2 4 4 4 0 4 5 4 0 2 4 0 2 2 0 0 8 0 2 4 8 0 5 9 0 5 5 4 5 5 8 2 5 4 4 2
split_gain=0.0876935 1.42381 1.34457 0.600594 0.624154 0.555946 0.482371 0.835421 0.339101 0.296527 0.193088 0.44094 0.477623 0.233563 1.15484 0.382518 0.178134 1.28084 0.802184 0.174765 0.117554 0.856715 1.05308 0.543859 2.35487 0.439648 0.418646 0.10517 0.0704037 0.0682494 0.0616382 0.0504331 0.0400121 0.0327527 0.0278987 0.0219444 0.0208246 0.0151209 0.00122846
threshold=17.500000000000004 0 4.5000000000000009 1 20.500000000000004 70.500000000000014 13.500000000000002 2 99.500000000000014 6.5000000000000009 11.500000000000002 3 4 6.5000000000000009 5 6 7 8 9 10 11 12 4.5000000000000009 13 14 2.5000000000000004 15 16 1.0000000180025095e-35 7.5000000000000009 18.500000000000004 10.500000000000002 7.5000000000000009 17 18 5.5000000000000009 18.500000000000004 103.50000000000001 19
decision_type=2 9 2 1 2 2 2 9 2 2 2 9 1 2 9 1 1 9 9 1 9 1 2 1 9 2 1 9 2 2 2 2 2 1 1 2 2 2 1
left_child=6 3 5 4 -2 -3 10 9 29 19 13 34 -13 20 15 31 18 -18 -16 -8 21 22 -1 24 -22 -23 -25 32 -5 -6 -30 -15 36 -9 35 -12 -4 -38 -21
right_child=1 2 27 28 8 -7 7 33 -10 -11 11 12 -14 14 16 -17 17 -19 -20 38 23 25 -24 26 -26 -27 -28 -29 30 -31 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=-0.0058439935349503241 0 -0.021666874229073395 0 0 0.023394763615850789 0 0 0 0 0 0.0040253977710162665 0 -0.014727000506212279 0.022149868180017986 -0.0013433649454327166 0 0.0013446288977532576 -0.013991704996711493 0.012311563719231736 0 0.0039826357455061715 -0.00058391216976004653 0.006497242861717119 9.4129907404794241e-05 -0.020175221276816455 0.0040606716596166739 0.0057518487942294977 0 0 0 -0.0061291061945218453 0 0 -0.0037453854737244142 0 0 0.0088617771354501332 0 0.017055480073234677
leaf_weight=468.58001035980305 3.3637846357887602 38.852230448865157 0.11896431975765143 1.3356339204183338 10.509361780132162 6.249004385463194 3.0878254788403865 0.35217887780163437 0.69534229132114056 0.91161646027467114 5.5611774112621788 12.28442706329224 16.255263098297295 19.904098414626791 52.072261594265001 9.1568712260632328 123.42132379113173 29.706368834798923 16.96034453799075 0.81107467439142245 43.494455828644277 350.8940417603153 32.865850647634943 2779.9130596330942 27.593189208928379 277.19412014228874 116.19082349237578 1.432431678811553 0.42774917345377605 0.13166180811822492 5.1493718849669676 0.1029149682726701 0.24848544085398327 6.7454910448141154 4.1704905202495848 0.29975140444003034 1.2270313404733313 0.083014663425274082 36.798680717794923
leaf_count=425456 2296 28451 43 1111 7765 4504 1269 242 637 483 3946 8276 12982 11698 23830 6462 69334 23521 13125 640 18768 380760 25288 1642583 20827 267181 66879 1334 317 103 4138 52 156 5958 2732 182 518 91 21655
internal_value=0 -0.0029408 -0.0116714 0.00707622 0.0133089 -0.0188776 5.52457e-05 0.00783875 0.0209241 0.0125881 -1.59111e-05 -0.00530802 -0.00961881 0 0.00284283 0.0141366 0 -0.00235891 0.00254588 0.0158242 -0.000122628 -0.00100915 -0.00407288 0.00012443 -0.00658201 0.00108519 0.000478649 0.0026634 0 0.0229945 -0.00444849 0.0182487 0.00555605 -0.0023429 0 0.00246644 0.00816023 0.00857283 0.0158311
internal_weight=0 69.8241 48.2112 21.6129 14.7002 45.1012 4435.33 48.7069 11.3364 41.6092 4386.62 38.5711 28.5397 4348.05 251.324 29.1639 222.16 153.128 69.0326 40.6976 4096.73 1129.53 501.446 2967.19 71.0876 628.088 2896.1 3.10993 6.91275 10.641 5.57712 20.007 1.6775 7.09767 10.0314 5.86093 1.42901 1.31005 37.6098
internal_count=3105593 51464 35097 16367 10801 32955 3054129 30247 8505 24047 3023882 28118 21258 2995764 148022 18212 129810 92855 36955 23564 2847742 1098685 450744 1749057 39595 647941 1709462 2142 5566 7868 4455 11750 808 6200 6860 4128 652 609 22295
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=1057616 632 10489332 1581864 672 860676 428 786 12585201 18672 8 21283284 323 8 1051658 1 3072 8 124 3
is_linear=0
shrinkage=0.1


Tree=105
num_leaves=40
num_cat=22
split_feature=4 0 2 4 4 4 5 0 0 2 5 8 4 2 4 0 2 4 0 2 0 0 2 4 5 3 2 0 0 0 8 4 5 5 5 5 2 2 4
split_gain=0.0823468 1.42622 0.779035 0.431386 0.293988 0.265984 1.38096 1.26961 1.1175 0.517201 0.454935 0.44862 0.31602 0.241237 0.194202 0.437782 0.342599 0.19486 1.02928 0.296942 1.71342 1.62027 0.223299 0.175511 0.142699 0.0976657 0.922161 1.36998 1.18864 0.576131 1.34104 0.692345 0.0743964 0.0556304 0.0382001 0.0160311 0.0187882 0.00435199 0.00273003
threshold=24.500000000000004 0 1 102.50000000000001 30.500000000000004 13.500000000000002 1.5000000000000002 2 3 4 7.5000000000000009 5 23.500000000000004 6 11.500000000000002 7 8 6.5000000000000009 9 10 11 12 13 20.500000000000004 5.5000000000000009 14 15 16 17 18 19 5.5000000000000009 7.5000000000000009 10.500000000000002 3.5000000000000004 4.5000000000000009 20 21 17.500000000000004
decision_type=2 9 1 2 2 2 2 9 9 1 2 1 2 1 2 9 1 2 9 1 9 9 1 2 2 1 1 9 9 9 1 2 2 2 2 2 1 1 2
left_child=5 2 -2 4 -4 14 8 10 11 38 -8 13 -11 -7 17 35 -17 25 22 21 -21 -20 33 -15 -3 29 27 -27 -28 30 -1 -31 -6 -19 -9 36 -16 -13 -10
right_child=1 24 3 -5 32 6 7 34 9 12 -12 37 -14 23 15 16 -18 18 19 20 -22 -23 -24 -25 -26 26 28 -29 -30 31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0.0035270516901477721 -0.0028727471915919265 -0.019940370082711448 0 0 0.020651567207633 0 0.028291313567750262 -0.0035627430861999371 0.00092801020452635782 -0.01869779559862942 0 0 0 0.021652187593684858 0.0027895513288963988 0 -0.013791865006876633 0.020866305333813461 0.017431973227810458 -0.016994807601516306 0.0014492956372580855 -0.002544958333463178 0 0 0 0.016405619952623265 0.0027937780357300203 -0.0043470836273572988 -0.0055575997688741292 0.00048725870570575302 -0.0063778959779908807 -0.0078512759518283796 0 0 0 0 0 -0.0010010401127294912 0
leaf_weight=128.92675112296638 5.296246999845609 14.958677317154066 5.2741804687248139 1.2398572803358536 14.726340709370557 1.4385104252723977 19.055759127935747 5.2503157999308341 1.700224714149954 30.183944238793632 0.72998326865490426 2.8991972859366797 1.2239480384741899 6.1614685518434253 4.7457308302255115 12.771763733573605 16.804892251209825 17.955127931069004 16.176810576522257 23.790338928127312 126.22510115501063 64.468114927425631 3.2286080929916379 1.2849132557166738 0.70104366503073912 48.33946794597432 388.99730205233209 4.9430771327461107 236.49853216856718 2822.4335998210718 393.34194603736069 71.798257955328154 0.16485044237924817 0.12137996149249275 2.235781596013112 0.79886012809583995 3.4591017845232237 3.4294927903683847 0.89511298018624064
leaf_count=126229 4317 14333 3540 1036 8869 1036 9422 4165 1005 19725 395 2086 962 4563 3449 8571 13474 10792 9927 14829 75271 34877 2548 1045 735 27066 191841 3097 104443 1914671 435201 44184 99 54 1683 485 2277 2464 696
internal_value=0 -0.0033465 0.00486479 0.0122891 0.0175161 5.39785e-05 0.00501005 0.0168516 -0.00166137 -0.0109206 0.0219893 0.00681992 -0.0146743 0.0124869 0 -0.00531971 -0.00952969 1.68606e-05 0.00260821 0 -0.00285869 0.00342663 0.0141133 0.0158999 -0.0155704 -8.766e-05 0.000868745 0.0102258 -5.73181e-05 -0.000370628 -0.00332225 9.9047e-05 0.0202076 0.0170202 -0.00104298 0 0.00204844 0 0
internal_weight=0 42.3612 26.7015 21.4052 20.1654 4462.31 76.4887 27.2718 49.2168 34.0032 19.7857 15.2136 31.4079 8.88489 4385.82 38.5803 29.5767 4347.24 251.965 230.66 150.015 80.6449 21.3051 7.44638 15.6597 4095.28 678.778 53.2825 625.496 3416.5 522.269 2894.23 14.8912 18.0765 7.4861 9.00369 8.20483 6.32869 2.59534
internal_count=3105462 32929 17861 13544 12508 3072533 49247 15665 33582 22388 9817 11194 20687 6644 3023286 28256 22045 2995030 148298 134904 90100 44804 13394 5608 15068 2846732 326447 30163 296284 2520285 561430 1958855 8968 10846 5848 6211 5726 4550 1701
cat_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=10704 385 2108770 1050532 516 1 530 1581352 672 860164 284 1054464 9443072 488 1 62 11002 9180590 21545636 2 124 336
is_linear=0
shrinkage=0.1


Tree=106
num_leaves=40
num_cat=16
split_feature=3 0 5 4 5 5 0 2 8 0 4 4 0 5 0 4 4 8 2 5 5 2 4 5 5 4 5 5 5 5 4 5 2 0 5 5 0 0 0
split_gain=0.0627529 0.869923 0.774799 0.451805 1.33786 0.731618 0.634117 0.628382 0.818763 0.560982 0.362523 0.361308 0.36113 0.605118 0.71241 0.402021 2.54242 0.854904 0.535116 0.454322 0.686171 0.654109 0.337481 0.595473 0.384186 0.336857 0.335799 0.322576 0.300495 0.519807 0.314165 0.392223 0.275483 1.12064 0.800184 1.09327 1.19058 0.82173 0.608087
threshold=0 1 1.5000000000000002 3.5000000000000004 4.5000000000000009 1.5000000000000002 2 3 4 5 2.5000000000000004 17.500000000000004 6 9.5000000000000018 7 7.5000000000000009 5.5000000000000009 8 9 1.5000000000000002 2.5000000000000004 10 3.5000000000000004 5.5000000000000009 2.5000000000000004 7.5000000000000009 1.0000000180025095e-35 7.5000000000000009 6.5000000000000009 9.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 11 12 6.5000000000000009 2.5000000000000004 13 14 15
decision_type=1 9 2 2 2 2 9 1 1 9 2 2 9 2 9 2 2 1 1 2 2 1 2 2 2 2 2 2 2 2 2 2 1 9 2 2 9 9 9
left_child=12 3 25 7 5 6 -5 8 10 -6 -2 -7 15 32 -15 16 17 18 -1 21 -21 -19 23 -4 -24 -3 -17 -18 30 -30 -9 -32 33 -14 35 37 -37 -34 -36
right_child=1 2 22 4 9 11 -8 28 -10 -11 -12 -13 13 14 -16 26 27 19 -20 20 -22 -23 24 -25 -26 -27 -28 -29 29 -31 31 -33 34 -35 38 36 -38 -39 -40
leaf_value=-0.0030387016372592306 0.021244302068799948 -0.013828934597766674 0.0071482019552971997 0.0088675426354211401 0.0020811869659221162 0.019354885096123566 -0.0053388101121894941 0.00034826190444439513 -0.00082477327278317712 -0.010578565917729092 0 0 -0.0073793566177040096 0 0.015510591715805537 0 0.01989306567073339 0 0.0053646801168078335 0.0047643865951095543 -0.0053421557201511431 -0.012912307967344789 0 -0.0037159388898764497 -0.010691219192487771 0 -0.012656672984882515 0 0.011674726507211726 0 0 -0.0062688858959199737 -0.0050850569610002994 0.0024880262510455597 0 -0.00014731203555661299 0.0075019144795567885 0 -0.013602433159601093
leaf_weight=67.202043104860422 19.433163617795802 46.50987931410782 96.725191871373681 15.021585946145931 3.0949026101152413 60.253073944360949 30.68191334878793 132.07126222027 4.3477257080376175 15.842042230768131 3.5370735600590697 0.8776740093016987 79.6247934563944 6.8926415970927337 15.370522462777446 17.386774187907577 28.355037469911625 38.79429716305458 120.30407005252346 58.728609339519608 147.35832475822281 112.64820190522914 9.010122033592781 19.807645791501272 22.565907889977098 3.9297546791494815 36.371230373537401 0.76930735133646422 20.967550380912147 6.7524528162903144 43.179701382701751 181.64660584984813 460.0086773980147 1022.4134746865257 19.954965419878135 366.59578013145256 282.13745978790394 845.77398288656332 40.865950040693861
leaf_count=71687 11294 35496 53811 3346 1598 18027 12771 65782 2338 5092 1365 577 56884 7146 9064 15972 24654 44415 114702 66184 143446 139948 4635 10639 11871 2328 35633 583 7207 2826 20636 76685 441122 742100 16087 199846 195231 410742 21628
internal_value=0 0.000843306 -0.00375737 0.00318934 0.00814258 0.0129311 0 0.000620278 0.00977872 -0.00410815 0.0157989 0.0182032 -0.000147477 0.000213704 0.010889 -0.00230501 -0.000759735 -0.00320469 0.00102953 -0.00597952 -0.000951931 -0.0102087 0 0.00287154 -0.00593167 -0.011833 -0.00931916 0.018331 -0.000198203 0.00550431 -0.0018141 -0.00415308 0 0.00127891 -0.000656899 -7.66073e-05 0.00303028 -0.00187813 -0.00988892
internal_weight=0 736.255 198.549 537.707 125.771 106.834 45.7035 411.936 27.318 18.9369 22.9702 61.1307 3767.56 3139.64 22.2632 627.918 574.16 545.036 187.506 357.529 206.087 151.442 148.109 116.533 31.576 50.4396 53.758 29.1243 384.618 27.72 356.898 224.826 3117.38 1102.04 2015.34 1954.52 648.733 1305.78 60.8209
internal_count=3105398 348324 118780 229544 41411 34721 16117 188133 14997 6690 12659 18604 2757074 2099850 16210 657224 605619 580382 186389 393993 209630 184363 80956 64450 16506 37824 51605 25237 173136 10033 163103 97321 2083640 798984 1284656 1246941 395077 851864 37715
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
cat_threshold=1 1584814 1583616 46 3 1538 22594082 2098441 6 149 560 782 69765 2173964 8651096 337152
is_linear=0
shrinkage=0.1


Tree=107
num_leaves=40
num_cat=17
split_feature=0 4 2 4 5 2 4 5 4 5 4 8 4 0 0 2 0 4 0 4 5 2 2 0 0 5 5 4 5 5 4 2 4 2 4 5 0 2 5
split_gain=0.0880491 1.15722 1.77164 1.75517 0.530843 0.722493 1.8361 1.24922 1.02963 1.14252 0.943331 1.46897 0.720582 0.71073 0.562219 0.48204 1.69099 0.984001 0.935304 0.779763 0.771841 0.633536 0.576592 0.431387 0.367507 0.36723 0.316951 0.310535 0.845139 1.36944 0.352001 0.73117 0.418284 0.96158 0.888904 1.85197 0.75351 0.586669 1.76169
threshold=0 7.5000000000000009 1 10.500000000000002 2.5000000000000004 2 3.5000000000000004 1.5000000000000002 5.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 3 6.5000000000000009 4 5 6 7 1.0000000180025095e-35 8 4.5000000000000009 5.5000000000000009 9 10 11 12 3.5000000000000004 6.5000000000000009 17.500000000000004 4.5000000000000009 1.0000000180025095e-35 13.500000000000002 13 7.5000000000000009 14 8.5000000000000018 2.5000000000000004 15 16 2.5000000000000004
decision_type=9 2 1 2 2 1 2 2 2 2 2 1 2 9 9 1 9 2 9 2 2 1 1 9 9 2 2 2 2 2 2 1 2 1 2 2 9 1 2
left_child=27 4 3 23 5 7 24 8 9 -2 13 -12 14 -9 -8 18 20 -18 25 -20 21 -17 -19 -3 -7 -6 -27 30 29 -29 32 -32 37 34 36 -36 -34 38 -1
right_child=1 2 -4 -5 15 6 12 10 -10 -11 11 -13 -14 -15 -16 16 17 22 19 -21 -22 -23 -24 -25 -26 26 -28 28 -30 -31 31 -33 33 -35 35 -37 -38 -39 -40
leaf_value=0.0049407689201848423 0 0 -4.1611963572710925e-05 0 0 0 0.015896256267351246 -0.0041674562195846594 -0.0067940241531458589 0.014709101568631292 0.003157012939796144 -0.017771345920340787 -0.0010917032503397343 0.010626063207653826 0 0.015025655902976616 -0.016424414818349338 0.0065649655735840785 0.010110176337889685 -0.001214375573175239 -0.00027220138819450483 0 -0.0055874302862413926 0.030755445215870238 -0.010782066402452512 -0.011044430811780212 0 0.0011992407797383334 0.0031156449791815946 -0.020222980374684164 -0.00060840348045993723 0.013406039700909185 0.0011269738706263575 -0.011663826827577667 0.018331678346490018 -0.0058060366119178589 -0.013950836960895847 -0.0010623583046797543 -0.0026085574129515502
leaf_weight=709.77966721653866 152.68016661243018 2.8097923160530627 63.94528254836041 26.039967235556105 21.004448499326827 18.666958880705351 23.823183850559872 22.599732613121887 19.322761186806019 86.720136937979987 10.393419856081891 55.976926033035852 6.3882420013687797 13.32040080311708 11.822932222668895 53.824975077171985 47.715944560142816 29.407297511315846 206.78911791616702 15.520060407900017 13.093080672915674 12.145667945136664 48.872598450136138 18.853773310547698 213.06141119805216 31.785093848715405 6.6278732773353104 8.5192887599550868 2.9645446950744363 31.353800451164716 14.296481448560369 19.023056858102791 9.393729357921984 62.814924841790344 39.213640608839341 13.481693881956742 12.272658040674287 1897.1335641226269 450.46321780390281
leaf_count=473608 119200 2148 44088 18105 23036 14391 18243 27320 15177 67583 7621 41698 4621 11408 8154 41756 41577 23366 165239 9039 9105 11285 33026 10419 232017 29076 5021 6366 1985 22767 9956 10062 2725 37596 26775 7146 9600 1179868 283745
internal_value=0 0.000722261 0.00929328 0.0184794 -8.40525e-05 -0.00218251 -0.00575288 0.000135058 0.00448528 0.00716444 -0.00711194 -0.012935 0.00681228 8.65336e-05 0.0126503 0.0020397 -0.000552431 -0.00793605 0.0046296 0.00777213 0.00740757 0.0124382 0 0.0315284 -0.00991775 -0.00250696 -0.00798956 -0.000255608 -0.00675279 -0.0128027 -1.66936e-05 0.00723681 -0.000252009 -0.00512303 0.000373936 0.00866247 -0.00723066 0 0.00175112
internal_weight=0 1233.21 111.649 47.7035 1121.56 634.776 273.763 361.014 258.723 239.4 102.29 66.3703 42.0344 35.9201 35.6461 486.786 205.06 125.996 281.727 222.309 79.0637 65.9706 78.2799 21.6636 231.728 59.4174 38.413 3270.71 42.8376 39.8731 3227.87 33.3195 3194.55 137.177 74.3617 52.6953 21.6664 3057.38 1160.24
internal_count=3105918 1033719 74760 30672 958959 567433 277426 290007 201960 186783 88047 49319 31018 38728 26397 391526 160115 97969 231411 174278 62146 53041 56392 12567 246408 57133 34097 2072199 31118 29133 2041081 20018 2021063 83842 46246 33921 12325 1937221 757353
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
cat_threshold=31512882 296 228 12 1581132 1835208 217 786956 1900556 290 36 1048588 1122304 195 212 6144 778
is_linear=0
shrinkage=0.1


Tree=108
num_leaves=40
num_cat=18
split_feature=3 0 8 2 5 0 2 4 2 8 4 4 2 8 2 0 0 4 0 5 0 4 5 4 4 8 4 2 4 5 8 4 5 5 4 4 5 4 5
split_gain=0.0641768 0.808495 0.646537 0.866547 0.596253 0.37494 1.22785 0.526524 1.39904 0.852067 0.666056 0.692935 2.23568 1.19212 1.39519 0.653432 0.644401 0.560312 0.488415 0.539902 0.473723 0.455782 0.434379 0.368663 0.430509 0.541584 1.08312 0.342327 0.416243 1.28236 0.411493 0.454042 0.315222 0.398684 0.417466 0.303854 0.295569 0.56506 0.2847
threshold=0 1 2 3 7.5000000000000009 4 5 14.500000000000002 6 7 10.500000000000002 7.5000000000000009 8 9 10 11 12 5.5000000000000009 13 1.0000000180025095e-35 14 102.50000000000001 2.5000000000000004 16.500000000000004 10.500000000000002 15 1.5000000000000002 16 3.5000000000000004 5.5000000000000009 17 2.5000000000000004 5.5000000000000009 1.0000000180025095e-35 8.5000000000000018 1.0000000180025095e-35 1.5000000000000002 7.5000000000000009 1.0000000180025095e-35
decision_type=1 9 1 1 2 9 1 2 1 1 2 2 1 1 1 9 9 2 9 2 9 2 2 2 2 1 2 1 2 2 1 2 2 2 2 2 2 2 2
left_child=5 27 32 -4 -5 6 -1 10 9 -9 11 13 20 14 -7 -14 21 -15 -12 -20 -13 -11 38 24 25 26 -8 30 -29 36 31 -2 33 -3 -35 -27 -30 -38 -10
right_child=1 2 3 4 -6 7 23 8 22 16 18 12 15 17 -16 -17 -18 -19 19 -21 -22 -23 -24 -25 -26 35 -28 28 29 -31 -32 -33 -34 34 -36 -37 37 -39 -40
leaf_value=-0.012140408628746328 0.018949218001079446 0 0.0002797783638285909 -0.014040201292547292 0 0.010952670674898714 -0.0011458655906822273 0 0 0.028769537768161949 0 0 0.0010600255680074213 -0.00041716730028559042 0 -0.011401989276946205 0 -0.0075491053628216793 0 -0.0170822895531265 0.023907206091081771 0 0.00058744477212336948 -0.0090655467203311531 0.0089442004287219583 0 0.011338556670677 0 0 -0.0075537504899896094 0 0 -0.0013143070508626047 0.013051611515552839 0 -0.0040502502432894797 0.017464885715864527 0 -0.01276327157924567
leaf_weight=68.106082001359027 25.41704955289606 7.0485416862647972 40.680537420790642 101.22688783993362 3.9729732355917795 160.54868732695104 93.344198211081675 5.680709766340442 6.0449390525755069 32.825003120626207 4.3520539509190712 24.412555228744168 21.260944391178782 2281.252730716169 233.51373436936774 22.034320024191402 3.1781796218419904 97.344815976946848 11.004697528274844 32.629212712374283 23.718788543905248 0.71211082581430574 5.7781516799877854 15.079010756788191 23.218298045292613 181.74958861726373 75.0022960914539 375.93485521708499 38.622205403167754 8.90510610421188 10.677950474084353 17.813935098645743 5.4541312739602281 38.033142610045616 1.6854074818547804 327.16451675699864 48.985460905125365 11.802357381966429 18.12055700867495
leaf_count=163698 15148 5159 23701 62443 2312 99436 78194 2865 3875 17946 3386 10830 8393 1547621 126673 15559 2625 55926 5714 20348 14816 564 3835 13542 21304 173809 63405 167885 13253 3131 4751 6563 2993 21126 821 288545 14930 3685 14459
internal_value=0 0.000841603 -0.00357653 -0.00709024 -0.0112983 -0.000161473 -0.0020989 0.000269639 0.00732151 0.0151494 0 0.000267995 0.00766668 0 0.00476931 -0.0041104 0.0197893 -0.000920169 -0.00909626 -0.0116427 0.0178519 0.0236095 -0.00284474 -0.00015397 0 -0.000259682 0.00359612 0.00310722 0.00116059 0.00594125 0.00945623 0.0127419 0.00180392 0.00668199 0.0103125 -0.00224607 0.0109392 0.0142524 -0.0096
internal_weight=0 736.261 198.102 145.88 105.2 3768.08 783.664 2984.41 72.3397 42.396 2912.07 2864.09 91.4266 2772.66 394.062 43.2953 36.7153 2378.6 47.986 43.6339 48.1313 33.5371 29.9436 715.558 700.479 677.261 168.346 538.159 484.25 108.315 53.9089 43.231 52.2212 46.7671 39.7186 508.914 99.41 60.7878 24.1655
internal_count=3105269 347901 118555 88456 64755 2757368 802497 1954871 46169 24000 1908702 1879254 49598 1829656 226109 23952 21135 1603547 29448 26062 25646 18510 22169 638799 625257 603953 141599 229346 202884 34999 26462 21711 30099 27106 21947 462354 31868 18615 18334
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
cat_threshold=1 1584814 10 136 30982690 23 604 8 314 12 151 2177028 11600 8332 75796 2 62 3
is_linear=0
shrinkage=0.1


Tree=109
num_leaves=40
num_cat=23
split_feature=0 5 8 2 9 5 2 4 8 2 5 2 2 5 4 4 2 4 0 4 4 0 7 8 0 5 2 0 2 0 4 0 2 0 5 4 4 0 4
split_gain=0.0726788 1.25609 1.3095 1.0772 0.770488 0.721817 0.711007 0.597016 0.496773 0.651221 0.557391 2.19406 1.76691 0.481966 0.400519 0.334158 0.314811 0.931542 1.41462 1.34284 0.756773 0.582417 0.500279 0.785565 0.477175 0.417276 1.41476 0.965905 1.16038 0.907875 3.01126 0.866166 0.546339 1.15646 0.945535 1.75087 0.694064 0.513424 0.498196
threshold=0 1.0000000180025095e-35 1 2 3 6.5000000000000009 4 3.5000000000000004 5 6 3.5000000000000004 7 8 11.500000000000002 2.5000000000000004 4.5000000000000009 9 5.5000000000000009 10 18.500000000000004 3.5000000000000004 11 12 13 14 1.0000000180025095e-35 15 16 17 18 1.0000000180025095e-35 19 20 21 1.5000000000000002 5.5000000000000009 4.5000000000000009 22 4.5000000000000009
decision_type=9 2 1 1 1 2 1 2 1 1 2 1 1 2 2 2 1 2 9 2 2 9 1 1 9 2 1 9 1 9 2 9 1 9 2 2 2 9 2
left_child=1 2 3 -1 5 8 -4 -5 10 -10 12 -12 -3 -7 -8 -9 17 20 -19 -20 21 -2 23 -23 -22 26 31 28 38 30 -28 -18 33 -29 35 -34 -36 -31 -27
right_child=16 4 6 7 -6 13 14 15 9 -11 11 -13 -14 -15 -16 -17 25 18 19 -21 24 22 -24 -25 -26 27 29 32 -30 37 -32 -33 34 -35 36 -37 -38 -39 -40
leaf_value=0 -0.0054209646862266158 0.0087011911079727649 -0.0064536805448706354 -0.026485086824702249 -0.0091554697490271453 -0.012113221185439112 0.011976826802098293 0.0074871377069607396 0.003922656832917348 -0.0079901125262513435 -0.0021123935152528588 0.016986237195735159 -0.0027651942906322027 0 0 -0.0064594402683449438 -0.0010606170298468867 -0.0012285744032395399 0.027879577141455031 0 0 0 -0.0020979348474680897 0.012688561540556285 -0.013121109590203323 0.00015477907940334297 -0.021912297056480203 0.0029459701845498403 -0.0077134997910955601 0 0.0017095640062851473 0.012793749714042055 0.011759792766305699 -0.012850091053713606 -0.00084130102097394483 -0.004553668574405088 0.0067304663493729273 0.0069417438315163161 -0.0057265146023270652
leaf_weight=40.675899776666483 14.976909690838509 174.03098879950267 16.643933000443212 40.70468903593428 33.783483800281829 25.706764559392472 35.161197410074237 2.5601853841581015 20.575170171257923 54.416557189892046 59.999950757490296 89.713729988863633 278.05121445154145 2.6748159392955122 15.230470575421348 6.3418713322898839 12.544991066504734 20.728045549170929 27.004880308304564 8.6278641854878497 1.4868897794221991 137.35121869159411 11.848853125615276 75.263911843949245 23.238297700067054 800.18777570930979 48.069832722918363 33.796002047136426 313.42916664268341 500.63110487305676 102.58797005469387 122.00399974080938 185.40363092212829 43.721745941620611 737.30040051127071 44.322695410126471 111.22964088042499 102.924648471213 128.64186197445088
leaf_count=34956 34570 156096 29412 77038 29876 21892 29865 3315 16436 39795 61940 58067 187063 2176 12962 7618 9644 20417 11399 4082 1331 165108 6680 80020 13319 355916 48944 32429 184920 246909 76874 89869 138796 50076 536173 31706 61880 72718 63100
internal_value=0 -0.000761825 -0.00824781 -0.0140826 0.000691447 0.00192562 0 -0.0207974 0.0030535 -0.00188521 0.00416793 0.00941558 0.00141646 -0.00757978 0.00724972 0 0.000224238 0.00304007 0.012147 0.018823 0 0.00232153 0.0046265 0.00664155 -0.0105712 0 0.00172704 -0.000768072 -0.00273435 0 -0.00621019 0.00983626 0.00112165 -0.00475189 0.00196706 0.00729484 5.70354e-06 0.00163755 -0.000495411
internal_weight=0 896.271 157.318 90.2826 738.953 705.169 67.0356 49.6067 676.788 74.9917 601.796 149.714 452.082 28.3816 50.3917 8.90206 3607.32 320.527 56.3608 35.6327 264.166 239.441 224.464 212.615 24.7252 3286.8 888.763 2398.03 1242.26 754.214 150.658 134.549 1155.77 77.5177 1078.26 229.726 848.53 603.556 928.83
internal_count=3105387 768507 195166 122927 573341 543465 72239 87971 519397 56231 463166 120007 343159 24068 42827 10933 2336880 336926 35898 15481 301028 286378 251808 245128 14650 1999954 544958 1454996 603936 445445 125818 99513 851060 82505 768555 170502 598053 319627 419016
cat_boundaries=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=31510673 1 336 1 77 3 75 300 300 14 74082 1900552 1 1 1049100 528 1641986 449 8236 75268 16 8192 264512
is_linear=0
shrinkage=0.1


Tree=110
num_leaves=40
num_cat=25
split_feature=5 0 0 4 2 0 9 0 8 2 2 0 2 0 2 4 5 0 9 0 0 8 4 2 2 2 0 4 4 4 2 4 4 4 4 4 0 8 4
split_gain=0.0597438 2.03518 1.04997 1.80662 0.968323 1.45544 1.22245 0.857313 1.57877 2.74891 1.40476 0.977918 0.829577 0.786095 0.763963 0.759312 2.80808 1.27651 1.26733 2.03956 1.1094 0.929826 1.50447 0.884847 0.837529 0.803347 0.767641 0.718331 0.69977 0.695951 0.543132 0.496157 0.479156 0.545001 0.467251 0.411738 0.400652 0.38535 0.383544
threshold=1.5000000000000002 0 1 2.5000000000000004 2 3 4 5 6 7 8 9 10 11 12 11.500000000000002 1.0000000180025095e-35 13 14 15 16 17 3.5000000000000004 18 19 20 21 73.500000000000014 4.5000000000000009 12.500000000000002 22 2.5000000000000004 5.5000000000000009 3.5000000000000004 5.5000000000000009 15.500000000000002 23 24 7.5000000000000009
decision_type=2 9 9 2 1 9 1 9 1 1 1 9 1 9 1 2 2 9 1 9 9 1 2 1 1 1 9 2 2 2 1 2 2 2 2 2 9 1 2
left_child=1 12 3 14 5 6 32 8 10 11 13 -10 -1 -6 -2 18 26 -18 20 -20 25 24 -23 36 -22 31 29 -19 -27 -17 35 -3 33 -4 -12 -5 -21 -16 -9
right_child=2 15 4 30 7 -7 -8 38 9 -11 34 -13 -14 -15 37 16 17 27 19 23 21 22 -24 -25 -26 28 -28 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=0 0 -0.010323103406872133 0.0084550260439891067 0.014286829206995503 0.0018717848095760967 -0.0031868261942077252 -0.0015624793179495487 0.0032727951986953256 0.011047963238641465 -0.01088977975838221 0.0047699710632620107 -0.0034382886448669735 -0.020693267337326036 -0.0082123391954867734 0 0 3.2002724775415773e-05 -0.026490787240158343 0.021586887255181406 0.013204828382468432 0 0.0060970369028373233 -0.010774740250077493 -0.0061830288224225521 -0.010674520871735114 0.0036889787752125351 -0.0020330914477927767 0 -0.0024718312440139513 0.018802885758290457 -0.00093000966964450541 0 0.025548326076715311 -0.00019375677928992676 -0.0016354337647634058 0 0 -0.017319066721052719 -0.0030878491960217368
leaf_weight=8.7153613330447115 23.135405767818156 54.678692242152465 179.0608987420037 29.474060363099856 43.38276050654531 68.417437677810085 26.818918556797144 806.52715084625743 70.535950527460955 314.62342581987468 527.97361170990553 17.964071199385216 34.349448786933863 171.95151060613716 14.193267425765953 3.758278719935336 11.970599432839661 50.166906264210411 33.15961358972163 15.604032444920449 133.38689051484107 159.27254408507724 39.40835704516212 68.418930501356954 188.17364990271562 977.32248970566434 5.9277724853454847 2.9556280802062238 142.83611664417549 26.33624155241705 18.523788753358531 20.764301539322332 22.499001437623519 15.0488553294781 48.145179916362395 2.4469666043296447 2.1301893560084872 90.56537987746924 34.927734725904884
leaf_count=6441 24935 71011 200006 23985 33346 99011 20224 474926 31546 156125 279526 12208 67779 86440 16543 2203 9084 40861 26999 9147 105434 130366 27954 33492 199582 596856 5312 2030 81195 15822 18293 14649 10572 9096 24803 2201 3369 110646 21919
internal_value=0 -0.000427586 0.000300008 -0.00616279 0.0010103 0.00587151 0.00956636 2.24455e-05 -0.00153145 -0.00640876 0.00078077 0.0056179 -0.015789 -0.00503083 -0.012641 7.70867e-05 -0.00708516 -0.018067 0.000740591 0.00957752 0 -0.00371807 0.000444714 0 -0.00688449 0.0016464 0.00740765 -0.0216887 0.00257617 0.0125894 0.00435537 -0.0056693 0.0125711 0.0065097 0.00362546 0.00979956 0.0090261 -0.0150689 0.00253818
internal_weight=0 1979.34 2526.22 178.339 2347.88 311.845 243.428 2036.03 1194.58 403.123 791.453 88.5 43.0648 215.334 127.894 1936.27 101.115 65.0931 1835.16 119.313 1715.84 520.241 198.681 86.1532 321.561 1195.6 36.0223 53.1225 1120.16 30.0945 50.4448 75.443 216.609 194.11 576.119 31.921 17.7342 104.759 841.455
internal_count=3105937 1449586 1656351 196603 1459748 338909 239898 1120839 623994 199879 424115 43754 74220 119786 152124 1375366 75312 51975 1300054 73007 1227047 463336 158320 46008 305016 763711 23337 42891 678051 18025 44479 85660 219674 209102 304329 26186 12516 127189 496845
cat_boundaries=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=20484 7930112 29 290356 1 274000 9 64 576 272448 64 576 544 4202712 1 3221144 11341120 1 531 656 17 9965408 248 2400 12
is_linear=0
shrinkage=0.1


Tree=111
num_leaves=40
num_cat=29
split_feature=0 6 5 2 2 0 0 6 0 2 2 0 5 0 5 8 0 5 5 5 8 8 2 4 0 0 5 7 0 3 0 2 8 4 9 2 5 8 8
split_gain=0.075926 2.44865 3.73932 3.03213 2.53076 2.39409 1.34756 1.28438 3.63268 3.23427 1.95221 2.04444 1.55681 1.61381 1.38036 2.60344 1.30808 1.22834 1.08254 2.22101 2.09453 2.08806 1.83933 0.970515 1.17402 0.917168 0.974031 0.851982 0.883485 0.760567 0.684108 0.674157 0.671269 0.646942 0.840333 0.636486 0.543492 0.539893 0.515862
threshold=0 1 6.5000000000000009 2 3 4 5 6 7 8 9 10 3.5000000000000004 11 2.5000000000000004 12 13 5.5000000000000009 2.5000000000000004 1.5000000000000002 14 15 16 7.5000000000000009 17 18 3.5000000000000004 19 20 21 22 23 24 4.5000000000000009 25 26 9.5000000000000018 27 28
decision_type=9 1 2 1 1 9 9 1 9 1 1 9 2 9 2 1 9 2 2 2 1 1 1 2 9 9 2 1 9 1 9 1 1 2 1 1 2 1 1
left_child=7 3 4 6 -3 33 -2 8 -1 17 11 14 16 31 15 -10 32 23 19 20 -12 35 -21 24 -9 26 27 -5 -29 -13 -4 -14 -11 34 -6 -20 -8 -15 -28
right_child=1 2 30 25 5 -7 36 9 10 12 18 29 13 37 -16 -17 -18 -19 21 22 -22 -23 -24 -25 -26 -27 38 28 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40
leaf_value=-0.016382305233906897 -0.00059390991958626336 0 0.019197083861156018 0.0036005541271683754 -0.010681064291460292 -0.0264157402127221 0.018119663849076827 0.016287807822836679 0.0091578998458438244 0.014211419452067241 0.010912841484986393 -0.01540723412920454 0 0.0004447613814227745 0.0096746028187042563 -0.014467986770175989 -0.0063420687463286414 -0.0022575977582012449 0 0 -0.0018808823754005157 0 0.016436032047062357 0 -0.00051861536020750959 0.0088814622311910538 0.00073137417018998084 -0.010093643031774626 0.00036699520020062795 0 0 0.014909968400452681 -0.00012011931209222249 0.0088764872541848335 0.0042930274509990962 -0.021047961640627978 0 -0.01104537658923529 -0.0073041724872331308
leaf_weight=118.82333382337038 24.371134166976844 153.89992165138028 21.222872626211029 478.22651106621743 67.363113977193279 87.719628590039065 163.70683797463971 233.8081795860071 29.579398514484637 16.906420987808815 113.71634465188254 174.95115823129163 4.7406195613621094 8.77229828912823 74.731023478816496 75.610646212695428 422.15822705853134 14.976182209167744 19.189686830213759 95.856290185300168 706.01798317097928 507.65891809195091 145.06438858460751 13.509109517413888 16.281119563573156 72.009653086932303 24.4881633228797 73.231176944958861 122.14282789966092 20.737865311850328 2.5561861408205031 93.672223012130416 6.0526018462842357 9.4874283177487069 5.4732491831600774 34.571678173699183 2.3290019386477061 21.804090393925435 230.3779970778196
leaf_count=175750 23475 145761 18995 410274 70411 148228 167589 135952 23666 22370 48192 87536 2953 6797 47851 70974 245287 8693 9512 43664 397969 241450 64427 10437 18115 77017 16846 35646 75056 5483 2253 32632 7146 7923 5231 15212 2029 18595 158119
internal_value=0 0.000483961 -0.00632226 0.0028275 -0.0101925 -0.0171915 0.0131874 -0.000359819 -0.00176451 0.00272439 -0.000434631 -0.00665492 -0.00125577 0.00664618 0 -0.00544014 -0.00447858 0.0109109 0.000950745 0.00293427 0 -0.00223202 0.0108001 0.0132068 0.0147472 0.000109156 -0.00060016 0.00106095 -0.00347604 -0.0129138 0.0170977 0.0124095 0.00799233 0 -0.00571446 -0.0159413 0.0163889 -0.00511442 -0.00571399
internal_weight=0 1538.61 347.722 1190.88 323.943 170.043 190.407 2969.19 2116.51 852.681 1997.69 375.61 574.106 128.989 179.921 105.19 445.117 278.575 1622.08 1060.66 819.734 561.42 240.921 263.598 250.089 1000.48 928.467 673.601 195.374 195.689 23.7791 98.4128 22.959 82.3238 72.8364 53.7614 166.036 30.5764 254.866
internal_count=3105516 1364853 398802 966051 377554 231793 193093 1740663 1231686 508977 1055936 235510 335780 60977 142491 94640 274803 173197 820426 554252 446161 266174 108091 164504 154067 772958 695941 520976 110702 93019 21248 35585 29516 83565 75642 24724 169618 25392 174965
cat_boundaries=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=31512753 2 44 904 1319428 1646596 2 12636160 801 545 16777392 22544 10 16528 4 4 258 8394784 264002 1 263168 1 9544 4 5 1 268 2 4
is_linear=0
shrinkage=0.1


Tree=112
num_leaves=40
num_cat=19
split_feature=0 2 8 0 5 0 5 0 0 4 8 4 5 4 4 4 5 4 4 4 5 4 5 8 2 8 0 4 2 3 4 4 5 2 2 0 4 0 0
split_gain=0.0714369 0.771658 1.18764 0.837101 0.835506 0.936888 0.73563 1.71192 1.59988 1.40762 1.50956 1.32621 0.770897 0.675292 0.54912 0.540889 0.454439 0.400743 0.360274 0.349299 0.704862 0.905915 0.393233 2.45131 2.77149 2.34135 1.68356 2.62756 1.08475 1.55269 0.801133 0.788247 3.02541 1.01482 0.846789 1.1895 0.74224 0.668389 0.53649
threshold=0 1 2 3 1.0000000180025095e-35 4 2.5000000000000004 5 6 23.500000000000004 7 9.5000000000000018 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 12.500000000000002 15.500000000000002 7.5000000000000009 17.500000000000004 2.5000000000000004 70.500000000000014 1.0000000180025095e-35 8 9 10 11 1.0000000180025095e-35 12 13 7.5000000000000009 5.5000000000000009 2.5000000000000004 14 15 16 1.5000000000000002 17 18
decision_type=9 1 1 9 2 9 2 9 9 2 1 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 9 2 1 1 2 2 2 1 1 9 2 9 9
left_child=19 6 4 -4 5 -3 7 11 13 10 -9 12 15 -8 -15 -2 17 -10 -16 22 21 -21 23 26 30 31 -1 -28 -27 38 -25 34 -33 -34 35 -24 -26 -36 -30
right_child=1 2 3 -5 -6 -7 8 9 16 -11 -12 -13 -14 14 18 -17 -18 -19 -20 20 -22 -23 25 24 36 28 27 -29 29 -31 -32 32 33 -35 37 -37 -38 -39 -40
leaf_value=-4.4086213781298217e-05 0 -0.0036506345273560684 0 -0.010147247949520637 -0.00064423122212717038 0.0089509109119970346 -0.0088549575259812743 0.0020670199939699266 0.017297213805796595 0.010620918446222032 -0.013422429704095601 -0.0042725268420969976 0 0.0098245095667650814 -0.0095739397968338663 0.019848885515062406 0 0 0.00074785997827867001 -0.018752222838156793 0.00016841263695104209 0 -0.010823912514408118 0.019590289844517335 0.0016649786626024587 0.0042693918107045998 -0.028126934005460225 -0.00064634998380265376 0 0.00071096259643550069 0 0.018069687603701041 0.0047715660297111082 -0.010426930794419866 0.0062157637082574727 0 -0.0074687845109291454 0.00054762560232316643 -0.014710010520442568
leaf_weight=226.48735472924454 30.780052209982387 21.213702288676359 106.67565123397435 162.26478151164338 587.28039151213306 175.52707504444697 40.192547594557254 44.214342071863939 108.85697653836905 5.2494903155311468 135.44432431465248 18.033839456460555 24.923854333992495 39.16225149427919 9.7930820898618531 63.375811667341623 2.2670907758001695 2.9407676437986074 5.7218239909270769 26.553248059935871 6.9195330467773593 4.5177983445464625 77.681312547774723 80.134697687153675 145.53236964350799 17.503596614204071 57.602140469971346 100.72677201579791 20.846523472762783 53.214499807858374 6.5543767163471776 99.339192515442846 21.007263007704751 53.575732599652838 347.97487284163253 488.37234534705021 105.61805782349984 795.96586082038266 185.54801220531954
leaf_count=121084 37805 21858 91303 122527 482058 147442 41996 40291 104527 3902 140972 17734 21965 35306 6731 52110 1930 1934 3644 17577 4312 2953 73963 43159 76689 18477 88863 99831 17598 22327 3116 57800 9462 24719 280829 271353 48862 357196 89165
internal_value=0 0.000510544 -0.000843216 -0.00624595 0.00085923 0.00619957 0.00359167 0 0.00788437 -0.00536412 -0.00897085 0.00775361 0.0126006 0 0.00384075 0.0158978 0.014151 0.0162704 -0.00119217 -0.000313504 -0.00745626 -0.0133152 -4.17135e-05 -0.00210128 0.0033842 0.000529431 -0.00743904 -0.0143624 -0.00725251 -0.00949694 0.0157814 0.00195428 0.00810364 -0.00367753 0.00103871 -0.00175233 -0.00144477 0.00267696 -0.0135559
internal_weight=0 1583.92 1052.96 268.94 784.021 196.741 530.956 322.022 208.935 184.908 179.659 137.114 119.08 94.8697 54.6772 94.1559 114.065 111.798 15.5149 2921.68 37.9906 31.071 2883.68 722.656 337.84 2161.03 384.816 158.329 277.113 259.609 86.6891 1883.92 173.922 74.583 1709.99 566.054 251.15 1143.94 206.395
internal_count=3105370 1376035 865188 213830 651358 169300 510847 314779 196068 185165 181263 129614 111880 87677 45681 89915 108391 106461 10375 1729335 24842 20530 1704493 481604 171826 1222889 309778 188694 147567 129090 46275 1075322 91981 34181 983341 345316 125551 638025 106763
cat_boundaries=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
cat_threshold=29939896 108 5 66311 270340 3408902 1123334 2 1 562 3 21530624 11 1 76 116 8912920 8409112 24
is_linear=0
shrinkage=0.1


Tree=113
num_leaves=40
num_cat=24
split_feature=2 0 5 4 5 0 4 2 0 4 0 8 5 7 8 4 2 0 5 2 5 0 5 0 0 4 7 5 8 2 0 0 4 4 5 2 2 2 3
split_gain=0.0444056 0.619772 0.171027 0.487749 0.147846 0.084525 0.731889 1.87023 1.5337 0.809748 0.516883 0.472501 1.24553 0.646905 0.437946 1.25067 1.77444 1.0022 0.774774 1.46256 1.20897 0.879364 0.80821 1.7525 0.939231 0.434553 0.335728 0.892089 1.57996 1.51566 1.46726 1.0383 1.4147 0.738999 1.35926 1.6664 1.17713 0.956697 0.720904
threshold=0 1 1.5000000000000002 2.5000000000000004 7.5000000000000009 2 7.5000000000000009 3 4 99.500000000000014 5 6 1.0000000180025095e-35 7 8 3.5000000000000004 9 10 3.5000000000000004 11 7.5000000000000009 12 2.5000000000000004 13 14 6.5000000000000009 15 2.5000000000000004 16 17 18 19 2.5000000000000004 2.5000000000000004 1.5000000000000002 20 21 22 23
decision_type=1 9 2 2 2 9 2 1 9 2 9 1 2 1 1 2 1 9 2 1 2 9 2 9 9 2 1 2 1 1 9 9 2 2 2 1 1 1 1
left_child=1 2 -1 -4 -3 11 14 8 -8 -10 -9 12 -2 -14 15 16 17 -7 22 21 -21 -20 24 -24 -16 -17 33 28 30 -30 -28 32 -29 36 35 -35 -13 -36 -33
right_child=5 4 3 -5 -6 6 7 10 9 -11 -12 26 13 -15 18 25 -18 -19 19 20 -22 -23 23 -25 -26 -27 27 31 29 -31 -32 38 -34 34 37 -37 -38 -39 -40
leaf_value=0 0.0022448977466606765 -0.01527202975561563 0.012165556478818937 0 0 0.0049644542361986545 -0.00019399098189169998 0.002538449061534788 0.025546551107817717 0 -0.0078849830676576589 -0.0056073192789225616 0 -0.021504195025657927 0.002994587473479826 -0.010523706920786921 0.014516263675274249 -0.010595809347472387 0.0083542162149899176 -0.013228031508558145 0.0012220926396566256 -0.0027812696241156943 0.01452566158700831 -0.00062663249239567752 -0.0035704525602642985 0 0.014761088962987966 0.011219362853876841 0.0052515870508215608 -0.012720293588503091 0 -0.010071073887453446 -0.0049367285262833412 0.005134456479553396 0.012656534371346357 -0.0079526866746918931 0 0 0
leaf_weight=12.081365821690271 24.668431209709524 11.308064152170115 15.454900193833966 3.5134012867638367 0.53307678586134066 28.56008112550262 21.088632590312045 13.62345862292568 56.736435445709503 1.4713418048922893 51.103432848874945 514.9551161885538 25.417411592665303 22.120099827530794 301.46309453908907 32.522823124556453 107.47053923223211 37.127877508566598 69.779799318042933 174.87717685624739 25.283635465777479 122.29912911392603 80.4056591112967 118.86366948406067 486.26524196226092 5.6017685332044485 147.55428025920992 85.743617968451872 39.598813593096565 49.075020246440545 105.17442690390453 131.73486344845151 47.677070881414693 118.54139667177515 114.07976542268079 174.57000316976337 937.48695614766984 158.62092961410235 32.878503396641463
leaf_count=23904 12151 73052 16877 2757 2036 24957 14965 11523 36880 1351 35403 350669 15737 8284 265092 22243 90671 30841 68596 150970 18252 85387 59532 106410 427618 3845 44279 39479 12406 16095 51080 52028 19830 67461 54839 115395 585885 78177 8275
internal_value=0 -0.00231455 0.00129934 0.0061463 -0.0112685 0 0.000583419 0.00674889 0.0147254 0.0210629 -0.0026949 -0.000295113 -0.00665341 -0.0150801 0 0.00375956 0.00818992 -0.0016735 -0.000763702 -0.00444495 -0.00975413 0.000714096 0.00048472 0.00588575 -0.0006805 -0.00615254 0 0.00191754 0.00540194 -0.00322552 0.00929644 -0.00128835 0.00354686 -0.00066132 0.00209227 -0.00183337 -0.00195701 0.00706633 -0.00653781
internal_weight=0 42.8908 31.0497 18.9683 11.8411 4464.44 1734.54 144.023 79.2964 58.2078 64.7269 2729.9 72.2059 47.5375 1590.52 211.283 173.158 65.688 1379.24 392.24 200.161 192.079 986.998 199.269 787.728 38.1246 2657.69 639.437 341.403 88.6738 252.729 298.034 133.421 2018.25 565.812 293.111 1452.44 272.701 164.613
internal_count=3105232 118626 43538 19634 75088 2986606 1454536 100122 53196 38231 46926 1532070 36172 24021 1354414 172557 146469 55798 1181857 323205 169222 153983 858652 165942 692710 26088 1495898 243472 123860 28501 95359 119612 59309 1252426 315872 182856 936554 133016 60303
cat_boundaries=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 8722496 30496931 824 540 20 8 1 12 296 2098952 808 2629900 271876 525072 1 5 160 67714 8392736 802 292 652 1
is_linear=0
shrinkage=0.1


Tree=114
num_leaves=40
num_cat=22
split_feature=0 6 7 2 2 5 2 9 5 4 5 6 2 5 8 8 5 0 2 5 7 8 0 0 0 4 5 5 0 5 0 5 5 5 0 5 2 4 5
split_gain=0.0541767 1.38081 0.855832 2.18394 1.48063 0.913512 0.64446 0.768587 0.800435 0.596827 0.41452 0.382891 2.51622 5.51491 4.0075 2.71224 2.09582 1.43431 1.32783 1.94414 1.74202 3.71892 2.33477 1.51111 1.25901 1.154 1.04243 1.0358 0.956419 0.792918 0.754538 0.729268 0.669576 0.600635 1.17798 0.590715 0.832029 0.567934 1.14785
threshold=0 1 2 3 4 1.5000000000000002 5 6 5.5000000000000009 11.500000000000002 1.5000000000000002 7 8 3.5000000000000004 9 10 5.5000000000000009 11 12 2.5000000000000004 13 14 15 16 17 16.500000000000004 3.5000000000000004 2.5000000000000004 18 5.5000000000000009 19 7.5000000000000009 6.5000000000000009 7.5000000000000009 20 3.5000000000000004 21 5.5000000000000009 1.0000000180025095e-35
decision_type=9 1 1 1 1 2 1 1 2 2 2 1 1 2 1 1 2 9 1 2 1 1 9 9 9 2 2 2 9 2 9 2 2 2 9 2 1 2 2
left_child=1 2 4 -4 10 -5 -3 8 9 -8 -1 18 24 14 17 30 -17 27 19 20 22 23 25 -22 -13 -2 -26 -14 29 37 -15 -32 35 34 -34 36 -30 38 -20
right_child=11 6 3 5 -6 -7 7 -9 -10 -11 -12 12 13 15 -16 16 -18 -19 28 -21 21 -23 -24 -25 26 -27 -28 -29 32 -31 31 -33 33 -35 -36 -37 -38 -39 -40
leaf_value=-0.003411268052318782 0.031234753811842115 0 0.0090995634499641351 0 -0.0098625829475565158 -0.015275552848129799 0.016940232798205463 -0.00056048177103213543 0 0 0.0041574050320831741 -0.0031591261035180391 -0.019317818670045152 0.0032046115179467658 -0.021149358093237796 0.026727325244686569 0 0.001543377307582367 0 -0.0025675015555188989 0.016082691917048905 -0.018279210743447693 0.0047846795998098884 -0.0033395347250784095 0.017190995877945644 0 0 0 0.0019966612407184936 -0.0047738590403349343 -0.013234014668095033 0 0.018235176737628141 0 -0.0015955460714080279 -0.0064749571184879937 -0.0031978713295911267 -5.792047707305818e-06 0.01165936545086256
leaf_weight=98.288493620602821 55.31472517936345 246.41105853504268 123.81917109488859 24.695894993084949 285.929491292276 48.941438831359847 91.249805225726959 3.1828643342305432 3.5978629167948375 2.6404939722269765 123.45624774183307 22.981710147607373 40.63851061324749 83.834523883175279 175.27904450575079 59.87888092491994 22.895717957988381 234.39318691816516 115.7014607819292 206.50524209862124 57.988973501313012 41.761787703842856 349.53801074142211 18.93205460110039 97.840277608644101 2.5478801732533602 29.194026489234602 24.696649927012913 421.34735761523189 36.072512482947786 51.782170614802453 9.1609874348068825 21.699166534293909 37.970477615075652 10.755061126546932 288.85644554904138 710.9740795011021 43.91061326538329 182.86223342368612
leaf_count=87408 70332 129671 73809 14027 361843 25828 89934 4168 3355 2177 104611 19785 59168 45289 139943 47649 16989 172357 93276 123063 21646 16513 254304 11819 64478 2000 19774 23784 189277 20577 60667 7382 12721 20440 2915 146002 386420 27645 132804
internal_value=0 -0.000668051 -0.00340679 0.000921995 -0.00560591 -0.00863246 0.00391105 0.00931754 0.0127801 0.0152539 0 0.000124664 -0.00156966 -0.00438892 -0.010623 0.00701081 0.0179876 -0.00150611 0.000805658 0.00433735 0.00765752 -0.000776284 0.010685 0.00922948 0.00828187 0.0256464 0.0124086 -0.011726 -0.000486823 0.00353407 -0.000556198 -0.00792143 -0.00176879 0.00533603 0.0119145 -0.00244281 -0.00101552 0.00562346 0.00728937
internal_weight=0 1052.21 705.131 197.457 507.674 73.6373 347.082 100.671 97.4882 93.8903 221.745 3455.31 852.576 702.56 475.007 227.552 82.7746 299.728 2602.74 732.589 526.083 118.683 407.401 76.921 150.016 57.8626 127.034 65.3352 1870.15 378.547 144.778 60.9432 1491.6 70.4247 32.4542 1421.18 1132.32 342.474 298.564
internal_count=3105850 896831 667526 113664 553862 39855 229305 99634 95466 92111 192019 2209019 677265 573228 395252 177976 64638 255309 1531754 499677 376614 49978 326636 33465 104037 72332 84252 82952 1032077 274302 113338 68049 757775 36076 15636 721699 575697 253725 226080
cat_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=32035473 2 1 240 770 226 1 2 769 1 1 1122378 94 1 5 1311758 2146 65604 74828 3140 290 128
is_linear=0
shrinkage=0.1


Tree=115
num_leaves=40
num_cat=20
split_feature=4 7 5 0 0 4 4 0 2 2 2 2 5 4 5 0 4 9 5 2 4 4 4 5 2 0 5 0 7 0 5 3 5 4 4 0 8 9 5
split_gain=0.0563971 0.90577 2.71527 2.09712 1.74086 1.87947 1.7135 1.27392 1.50712 0.900862 0.608134 0.445247 0.431758 0.362283 0.336595 0.313133 0.308079 0.296313 0.50782 0.210547 0.191295 0.145656 0.0986299 0.0889312 0.087083 0.995069 0.560315 1.12614 0.765048 1.08988 0.490122 0.437293 0.268731 0.248679 0.244682 0.202769 1.00411 0.503941 0.686957
threshold=6.5000000000000009 0 2.5000000000000004 1 2 22.500000000000004 11.500000000000002 3 4 5 6 7 3.5000000000000004 15.500000000000002 5.5000000000000009 8 22.500000000000004 9 4.5000000000000009 10 89.500000000000014 102.50000000000001 99.500000000000014 13.500000000000002 11 12 1.5000000000000002 13 14 15 3.5000000000000004 16 8.5000000000000018 2.5000000000000004 2.5000000000000004 17 18 19 1.0000000180025095e-35
decision_type=2 1 2 9 9 2 2 9 1 1 1 1 2 2 2 9 2 1 2 1 2 2 2 2 1 9 2 9 1 9 2 1 2 2 2 9 1 1 2
left_child=24 2 4 21 5 -2 9 12 17 15 16 22 13 -3 -10 -6 -8 18 -9 -5 -12 23 -7 -4 25 31 27 33 29 32 -31 34 -28 -27 -1 36 -26 -38 -39
right_child=1 7 3 19 6 11 10 8 14 -11 20 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 35 26 28 -29 -30 30 -32 -33 -34 -35 -36 -37 37 38 -40
leaf_value=-0.01943345370473953 -0.017731094808188082 0.014945817260771106 0.03167561067069511 0.00094721284625881987 0 0.015098837877212957 0.0083897157144825537 0.010211817969177393 -0.02292172476611919 0 -0.01264474604277329 0 0 0 0 0.021406127288025344 0 -0.0046638128370323504 -8.9319913671928266e-05 -0.0061586771829940179 0 0 0 0 -0.007945271112150187 0.0077672584892914511 0.014930483946546606 -0.010197163889489316 -0.0056470563461405703 -0.0079878843850878078 0.0036918971095106939 0 0 0 0 0.00029340977920573412 -0.00018289642859348936 0 0.016015637677571734
leaf_weight=22.12773053507772 69.58186182146892 17.811201023403562 35.228700037878298 10.501747428992529 12.47394780864124 6.4842388437537011 17.007707755459709 37.931014664034592 39.871440535353031 24.595158495460055 31.762656664679525 3.8803049149573763 6.0506245694705276 4.0862957782228468 3.627699388889595 40.619860246282769 8.7947389758555783 14.002068790519841 8.0086670772288908 14.315755320159953 1.2733754338114511 0.20155499695101653 0.31437644874677051 0.12151663226541032 146.60915635685524 34.94775095658224 83.849046186483974 75.686096402586372 9.1878452019227534 33.018076256747008 34.582963150671276 0.70401185977971437 0.86256502843752869 9.7698164449902816 4.772521108367072 3201.2211533990376 418.29045777168722 6.2672140564245664 16.520999665110139
leaf_count=88173 58576 10479 17314 7556 8256 4394 11507 17880 17437 15120 27766 3182 3119 2681 1724 21985 5302 6107 4032 10248 994 182 243 76 111206 74815 118576 105875 5107 46842 44661 611 1006 10644 7304 1887096 331917 4184 11909
internal_value=0 0.00101405 0.00464483 0.0193333 -8.28114e-05 -0.0102665 0.00517892 -0.00422573 -0.00962364 0.0140209 -0.00332818 0.00567953 0.00586383 0.0116611 -0.0187488 0.0180048 0.00171399 0 0.00513966 0 -0.00970008 0.0269194 0.0110986 0.0314304 -0.000165453 -0.00167778 0 -0.00367426 0.00431928 0.0073963 0 -0.0127347 0.0129369 0.00386044 -0.0174063 0 -0.00166909 0.000280604 0.00979354
internal_weight=0 408.547 277.158 60.3693 216.788 80.2608 136.527 131.389 103.441 77.689 58.8385 10.6789 27.9481 21.8975 43.4991 53.0938 25.8024 59.9418 45.9397 24.8175 33.036 35.5518 6.79862 35.3502 4098.42 309.508 281.904 120.404 161.5 152.313 67.601 27.6043 84.7116 44.7176 26.9003 3788.91 587.688 441.079 22.7882
internal_count=3106086 256160 192701 35376 157325 66395 90930 63459 47180 45361 45569 7819 16279 13160 19161 30241 16809 28019 21912 17804 28760 17572 4637 17390 2849926 503614 407526 191334 216192 211085 91503 96088 119582 85459 95477 2346312 459216 348010 16093
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 2632644 10515272 10494540 214 428 796 632 1048736 1 616 13 1606297 10560834 1 281666 1 21062724 2 1
is_linear=0
shrinkage=0.1


Tree=116
num_leaves=40
num_cat=20
split_feature=0 2 0 4 4 2 5 4 2 0 7 4 2 0 5 4 8 5 2 4 2 0 4 0 0 8 0 4 2 4 2 5 0 5 5 4 4 5 4
split_gain=0.0531553 0.749144 0.847071 1.11082 0.548246 1.84579 1.00901 0.89358 0.657789 1.90833 0.381647 1.4709 1.90808 1.43966 1.40987 1.55842 3.04954 1.36976 2.50813 2.03425 1.80626 1.9214 1.83638 1.15362 0.965173 0.859923 0.94848 0.807836 0.683336 0.679261 0.623479 0.589571 0.357065 0.331287 0.518613 0.326598 0.274119 0.226434 0.226262
threshold=0 1 2 9.5000000000000018 9.5000000000000018 3 4.5000000000000009 70.500000000000014 4 5 6 4.5000000000000009 7 8 1.0000000180025095e-35 2.5000000000000004 9 1.5000000000000002 10 3.5000000000000004 11 12 2.5000000000000004 13 14 15 16 99.500000000000014 17 12.500000000000002 18 1.5000000000000002 19 2.5000000000000004 1.0000000180025095e-35 8.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002
decision_type=9 1 9 2 2 1 2 2 1 9 1 2 1 9 2 2 1 2 1 2 1 9 2 9 9 1 9 2 1 2 1 2 9 2 2 2 2 2 2
left_child=4 2 36 -4 8 32 7 -7 9 -1 11 17 33 -14 24 16 23 18 19 -3 22 -22 -19 -16 28 26 -17 -15 -12 -26 -18 -27 -6 34 -13 -10 -2 -37 -20
right_child=1 10 3 -5 5 6 -8 -9 35 -11 14 12 13 27 15 25 30 20 38 -21 21 -23 -24 -25 29 31 -28 -29 -30 -31 -32 -33 -34 -35 -36 37 -38 -39 -40
leaf_value=0.010375615245118625 0.0069553944815793512 0.013974954137104756 -0.015050336427959114 0.0014124265013246411 0.0074680231457291413 -0.024099098573266364 0 0 -0.00078212792058628274 -0.0089086974941682256 0.010655965253957844 0 0 0.022822828650496327 0.014131807915785076 0.0094351668598439339 0 0 0 -0.0066407030977694119 -0.012933269994475317 0 0.017912061002452788 -0.00081988243488611006 -0.017758980655237785 0 -0.0061342426773600316 0 -0.0043155180669201846 0 -0.013084392430185637 -0.012841147396643455 -0.00058136588613612664 0 -0.013861741332467467 0 -0.00060719105830241431 0.010069939176783211 -0.0066283452479795673
leaf_weight=150.87808014559778 27.018779196652758 239.17036940176513 86.487471701646427 10.41825791163137 43.621881633618614 47.556174173936597 3.755415348452515 2.2821894692024207 2213.6075282476777 21.462787870834291 10.587861265288666 12.299393819615942 49.662214841839159 99.348820646468084 203.1727611749302 43.950835572002688 30.078649755683728 200.43499623971002 119.08281030914804 18.174062300953665 188.35573939297319 201.46858650070135 37.795289839043107 23.469227417604998 71.92094568835455 22.622090331104118 18.535186822467949 1.6487743767211203 18.480933533952339 3.2187072170781894 38.139585848926799 91.350235483259894 6.2593720810837103 9.5473083794349787 19.899924448676757 5.1056569385837092 31.341667444969062 16.285251369510661 67.381006043575326
leaf_count=123632 31700 202590 143275 9932 25087 26803 1898 1203 1294696 28905 7116 9961 31908 75494 118822 21672 17019 184669 115357 13561 174539 138355 25120 12861 38541 12759 8535 1453 10810 2147 22738 48101 5021 6356 19458 2450 25705 8715 56488
internal_value=0 0.00035133 -0.0053094 -0.0101974 -0.000331526 -0.00657142 -0.0157566 -0.021266 0 0.0053354 0.00109146 0.00211957 0.00958562 0.0142214 -0.000646662 0.00130527 0.00599287 0.000282605 0.00460348 0.010566 -0.00238548 -0.00656786 0.00342613 0.0115677 -0.0100286 -0.00480721 0.00129794 0.0197668 0 -0.0141794 -0.00773981 -0.00925821 0.003311 -0.00341962 -0.00841267 -0.000484161 0.000603312 0.00687519 -0.00291688
internal_weight=0 1995.06 155.266 96.9057 2510.81 103.475 53.5938 49.8384 2407.34 172.341 1839.8 1264.27 192.406 150.66 575.527 471.319 294.86 1071.86 443.808 257.344 628.055 389.824 238.23 226.642 104.208 176.458 62.486 100.998 29.0688 75.1397 68.2182 113.972 49.8813 41.7466 32.1993 2235 58.3604 21.3909 186.464
internal_count=3105452 1587042 210612 153207 1518410 60012 29904 28006 1458398 152537 1376430 1055309 144630 108855 321121 262507 171440 910679 387996 216151 522683 312894 209789 131683 58614 91067 30207 76947 17926 40688 39757 60860 30108 35775 29419 1305861 57405 11165 171845
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=31513240 19 1123332 612 18 2099864 1 68 1056801 5 836 140 1312068 1382 1581122 6 65894 644 804 10487832
is_linear=0
shrinkage=0.1


Tree=117
num_leaves=40
num_cat=22
split_feature=2 0 0 4 0 4 5 5 4 2 4 2 4 7 4 0 5 0 5 4 5 7 0 0 8 8 2 4 3 5 5 8 0 0 0 0 8 5 5
split_gain=0.0534026 2.42138 0.975347 0.869739 0.644672 0.735729 0.577148 1.02174 1.78401 1.24747 1.35596 0.775996 0.563196 0.801866 0.555844 1.89795 1.35911 2.08036 0.948111 1.72441 0.68959 0.609165 1.20906 0.900725 0.603859 0.574124 0.569754 0.484684 0.391434 0.387578 1.38395 4.52469 2.99745 1.56508 1.01258 0.632896 1.31935 0.600455 0.447773
threshold=0 1 2 14.500000000000002 3 102.50000000000001 5.5000000000000009 2.5000000000000004 1.0000000180025095e-35 4 2.5000000000000004 5 16.500000000000004 6 2.5000000000000004 7 3.5000000000000004 8 6.5000000000000009 1.5000000000000002 6.5000000000000009 9 10 11 12 13 14 25.500000000000004 15 5.5000000000000009 3.5000000000000004 16 17 18 19 20 21 1.5000000000000002 12.500000000000002
decision_type=1 9 9 2 9 2 2 2 2 1 2 1 2 1 2 9 2 9 2 2 2 1 9 9 1 1 1 2 1 2 2 1 9 9 9 9 1 2 2
left_child=1 28 6 29 5 -5 7 8 11 10 -9 -2 13 -10 16 20 21 18 19 -18 25 23 24 26 -23 27 -3 -16 -1 30 35 32 -32 -33 -31 37 -37 -4 -36
right_child=2 14 3 4 -6 -7 -8 9 12 -11 -12 -13 -14 -15 15 -17 17 -19 -20 -21 -22 22 -24 -25 -26 -27 -28 -29 -30 34 31 33 -34 -35 38 36 -38 -39 -40
leaf_value=-0.013128366029795058 0 0 -0.00068042548397160261 0.016605659724440891 -0.00027761330322900296 0 -0.0022491397566405868 0.028847110403172567 0.012224800960744254 0 0 -0.013425120205945688 -0.00038319782069175115 0 0.023209772786476464 0 0.021306328139702992 -0.0030786002583864627 0 0 0 0.002667786317031975 0.0095801221901672534 0 -0.0082740273242044287 0 -0.011140701764522006 0 0 0.0061636036601751838 0.023221105756093201 -0.01667932597251982 -0.0022773938816805814 0 -0.01292613833968264 0 -0.010254332626534643 0.0030316181911320393 0
leaf_weight=139.0736244689233 33.583749196603094 31.31936783373385 892.86285138510448 52.205428753048182 9.130390815997087 2.2758210179745211 22.134043618410942 36.703747647887212 136.51893635336091 33.54452157275955 15.62501559226075 41.97777456559561 5.1322158327675416 28.1767619921593 61.597407979643322 342.33893889307365 91.765801550842298 107.39363505032816 22.57666648743907 25.21380482238601 2.7723547920759293 11.554748094757088 68.473810899013188 308.76306776853744 79.545076545909978 11.359213420641025 182.67765189496276 0.96464443008880962 14.275395729928276 182.82036288544623 35.439083534729434 211.37837096362637 65.189462001293577 108.50550039949849 20.479051114889447 255.84192810215609 138.12764971900106 677.54392519229259 0.98609072064573311
leaf_count=159826 40306 52835 568415 30897 9985 2118 15726 29929 128551 31203 9887 44187 3373 17759 44743 168972 44346 89559 11447 11024 2452 3033 44031 158709 25878 8515 170471 903 7204 114210 31153 120212 33828 97130 20252 251245 125210 374853 833
internal_value=0 -0.000540475 0.000165916 -0.000414112 0.00879877 0.0120374 0.0048819 0.00647114 0.00122789 0.014668 0.0201278 -0.00815206 0.00749992 0.00930763 0.000732827 0.00371062 -0.0003636 0.00522291 0.0122538 0.0160861 0.0146842 -0.00294143 0.000989643 -0.00467271 -0.00420734 0.0181983 -0.00910927 0.0197875 -0.011123 -0.000854766 -0.00130893 -0.00631688 0.00862002 -0.0121096 0.00265543 -7.5607e-06 -0.00353053 0.000755749 -0.00734154
internal_weight=0 1501.67 3006.18 2652.79 63.6116 54.4812 353.397 331.263 245.389 85.8733 52.3288 75.5615 169.828 164.696 1348.32 419.033 929.284 246.95 139.556 116.98 76.6936 682.334 159.574 522.76 91.0998 73.9213 213.997 62.5621 153.349 2589.17 2384.89 420.512 100.629 319.884 204.286 1964.38 393.97 1570.41 21.4651
internal_count=3105210 1003948 2101262 1780341 43000 33015 320921 305195 234176 71019 39816 84493 149683 146310 836918 225585 611333 156376 66817 55370 56613 454957 72942 382015 28911 54161 223306 45646 167030 1737341 1602046 282323 64981 217342 135295 1319723 376455 943268 21085
cat_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=145 14991369 11796489 12128 290 588 1 594196 7888 1 1128480 525686 4 3 16 1 10 10180 16018 10738 24114 9
is_linear=0
shrinkage=0.1


Tree=118
num_leaves=40
num_cat=21
split_feature=4 0 2 4 4 5 0 0 8 2 5 4 2 4 5 5 0 4 5 2 4 0 5 2 2 5 8 2 0 0 5 5 5 3 0 2 5 8 8
split_gain=0.049342 1.21056 0.677026 0.372652 0.256059 1.04351 1.11244 0.989763 0.454367 0.443902 0.434149 0.3073 0.231519 0.151472 0.142254 0.137276 0.113837 1.2947 0.514061 0.398544 0.169031 0.973067 1.27761 2.15593 0.99077 0.911114 0.939113 0.309497 1.33437 1.25288 1.12432 0.670271 0.666474 0.63604 0.255415 0.136497 0.457837 1.25853 0.6755
threshold=24.500000000000004 0 1 102.50000000000001 13.500000000000002 1.5000000000000002 2 3 4 5 7.5000000000000009 22.500000000000004 6 20.500000000000004 5.5000000000000009 4.5000000000000009 7 4.5000000000000009 6.5000000000000009 8 4.5000000000000009 9 2.5000000000000004 10 11 8.5000000000000018 12 13 14 15 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 16 17 18 2.5000000000000004 19 20
decision_type=2 9 1 2 2 2 9 9 1 1 2 2 1 2 2 2 9 2 2 1 2 9 2 1 1 2 1 1 9 9 2 2 2 1 9 1 2 1 1
left_child=4 2 15 -4 16 7 10 8 12 -9 -7 -11 -6 -14 -3 -2 17 35 19 -19 27 22 23 -22 -24 26 -23 29 30 32 -29 -30 -18 -31 -27 36 38 -38 -1
right_child=1 14 3 -5 5 6 -8 9 -10 11 -12 -13 13 -15 -16 -17 20 18 -20 -21 21 25 24 -25 -26 34 -28 28 31 33 -32 -33 -34 -35 -36 -37 37 -39 -40
leaf_value=0.0029542211843368153 -0.0067135502293539789 -0.01855384427343041 0.016603412142883682 0 0 0.025172773475683925 -0.0012757545928191788 0 0 -0.017630379306251675 0 0 0.02155991862828462 0 0 0 -0.0081584711100784035 0 0 0.017875425246946325 0.019035533811230004 0 0.0030596302404446111 -0.0011514007432655098 -0.012092216795476647 0.010427640584036196 -0.0096200195697518504 0 0 0.0034622922717772705 0.010749353861909455 -0.0051724630765393187 -0.00022806328626272048 -0.0030642706014438713 0 -0.0038681510194716346 0.011373343488892821 -0.0053353672081007438 -0.0082632897898339257
leaf_weight=26.019973253714852 6.4369852837407979 14.193793047532377 18.845089326612655 1.1325456268968981 1.4096369910839703 21.865106935103544 5.57423407834722 2.7709200299432268 6.33340748946648 28.193501346162524 0.79738992726197366 2.2649880850367472 6.1884089265367939 1.2329625743441281 0.66530723508913148 0.5503000923199578 131.00136086973725 12.915437732663122 1.6294755897542916 31.216802266426384 53.163654271644191 90.134598422693671 24.952059650531737 65.082439369754866 38.368882750612102 2.5522632064530626 250.21527773096022 492.44497922263326 270.32361109763588 1213.9624218736944 95.345854058803525 677.0157222656544 593.84458129746054 97.495518002426252 1.767734997847582 60.860283406947929 68.556895782721767 20.186477907496737 71.114012170728529
leaf_count=25307 4791 13676 11521 945 1043 10899 4318 1782 4572 18169 422 1740 4542 1021 714 368 108533 9130 748 20484 38727 40326 14522 48258 20834 948 140791 377154 220249 771126 68936 500034 341532 43080 1478 85391 53853 17281 76041
internal_value=0 -0.00262771 0.00444725 0.0116319 0 0.004859 0.0148957 -0.000629601 0.00691363 -0.00997882 0.019559 -0.0135227 0.0126096 0.0159598 -0.0143375 -0.00212491 -9.86965e-05 0.00155323 0.0134129 0.0159124 -0.000302756 -0.00192933 0.0027238 0.00912286 -0.00481054 -0.00513861 -0.00686753 0 -0.00110468 0.000751566 0.00225374 -0.0034992 -0.00229563 0.00267584 0.00777151 -0.000721747 0 0.00516692 -0.00332822
internal_weight=0 41.824 26.9649 19.9776 4466.8 76.6306 28.2367 48.3938 15.1644 33.2294 22.6625 30.4585 8.83101 7.42137 14.8591 6.98729 4390.17 292.499 45.7617 44.1322 4097.67 526.237 181.567 118.246 63.3209 344.67 340.35 3571.43 1535.13 2036.3 587.791 947.339 724.846 1311.46 4.32 246.738 185.877 88.7434 97.134
internal_count=3105286 32015 17625 12466 3073271 48508 15639 32869 11178 21691 11321 19909 6606 5563 14390 5159 3024763 288235 30362 29614 2736528 305884 122341 86985 35356 183543 181117 2430644 1166373 1264271 446090 720283 450065 814206 2426 257873 172482 71134 101348
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=10704 389 10497378 1050532 1 516 531 1900556 645 8393378 308 616 2 714 2110512 4207280 1 10304 929 5 10
is_linear=0
shrinkage=0.1


Tree=119
num_leaves=40
num_cat=22
split_feature=0 2 8 8 5 5 4 2 4 2 2 5 0 2 2 5 4 5 4 5 4 4 5 4 2 7 0 4 4 0 2 0 4 3 0 2 8 2 9
split_gain=0.046943 0.451173 1.18827 0.507885 0.724838 0.663642 2.44951 0.993709 0.524636 1.35724 0.477668 0.449406 1.32327 0.379009 0.348445 0.265877 0.406386 0.317664 0.234927 0.331167 0.234537 0.224842 0.208307 0.195685 0.895701 0.738976 0.720111 0.625832 0.795908 1.39219 1.32037 0.573656 0.506511 0.496233 0.399071 0.370117 0.190059 1.35806 0.948778
threshold=0 1 2 3 8.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 4 1.0000000180025095e-35 5 6 8.5000000000000018 7 8 9 2.5000000000000004 2.5000000000000004 13.500000000000002 4.5000000000000009 5.5000000000000009 11.500000000000002 7.5000000000000009 17.500000000000004 13.500000000000002 10 11 12 9.5000000000000018 7.5000000000000009 13 14 15 102.50000000000001 16 17 18 19 20 21
decision_type=9 1 1 1 2 2 2 1 2 1 1 2 9 1 1 2 2 2 2 2 2 2 2 2 1 1 9 2 2 9 1 9 2 1 9 1 1 1 1
left_child=1 2 -1 10 5 6 14 -8 9 -7 15 23 20 -10 -5 21 17 -17 19 -12 22 -3 -13 27 26 32 -25 28 36 35 -31 -29 34 -33 -26 -30 37 -2 -38
right_child=11 3 -4 4 -6 8 7 -9 13 -11 18 12 -14 -15 -16 16 -18 -19 -20 -21 -22 -23 -24 24 25 -27 -28 31 29 30 -32 33 -34 -35 -36 -37 38 -39 -40
leaf_value=0 0.0081233046641417551 0.0047500515077280522 -0.015771841742992593 0 -0.012764033013521418 0.012181014680437696 0.0080056745441479532 -0.0049949142895705095 -0.0042532757137140166 0 0.0094476681776795544 0.02089702243015382 -0.0035865667476125194 0.00069169918335637267 -0.018760378074655564 -0.011422224334969817 0 0 0 0 0 -0.00032583220100493245 0 0.0023813928799238993 0.019047045062000962 0 -0.011800651296261934 0 0 0 0.023231699106892961 -0.017017341067709062 0 0 0 -0.0091452913275344196 -0.0011982449420481584 -0.0023991572219375016 0.0082195181944104325
leaf_weight=81.680624666496442 157.46933113529121 97.73508800129639 28.838319587135629 7.8450129506236408 21.537491978087928 89.995912925393895 82.120772708003642 54.664304981681198 166.38783145902562 179.31239485335391 136.96343605403308 26.176384848615278 14.952920132636789 379.10282430830557 55.965985485418059 40.987591631579562 21.674251317745075 0.48579206835711275 22.681931694445666 9.455137231940169 0.55188566155265917 8.1102465820149501 0.4627501119975922 14.676434930326648 36.341782323470397 15.615572416631037 15.524917464441389 27.004041275868076 15.066653565518207 20.153699396265438 28.884610868321033 34.953287577300216 1.357510776259004 3.6742429201258338 4.5712793405982657 10.615679939743133 2284.5431677592587 231.76697596041413 76.97342906416452
leaf_count=162842 95691 62871 46793 4240 14009 71295 63922 51849 107888 96329 96609 13411 13434 237370 61498 21352 11795 373 14081 6638 281 6460 375 11030 20836 8505 11758 18569 10247 7925 11742 21874 1129 1010 3598 8658 1528680 128489 49815
internal_value=0 -0.000498101 -0.00570138 0 -0.00103874 -0.000153841 -0.00512104 0.00122804 0.000852355 0.00437008 0.00321862 0.000172349 0.0079723 -0.000500323 -0.0179692 0 -0.00465804 -0.00922688 0.00648728 0.00810574 0.0159582 0.00216666 0.0199083 0 0.0039745 0.0101584 -0.00320541 -0.000176944 0 0.00863641 0.0154602 -0.00814852 0.01606 -0.0123982 0.0182835 -0.00262074 -0.000230883 0.00151919 -0.000663797
internal_weight=0 1485.54 110.519 1375.03 1036.93 1015.4 200.596 136.785 814.799 269.308 338.093 3021.34 42.1439 545.491 63.811 168.993 63.1476 41.4734 169.101 146.419 27.191 105.845 26.6391 2979.19 88.0875 57.8861 30.2014 2891.11 2825.47 74.7206 49.0383 65.6316 42.2706 38.6275 40.9131 25.6823 2750.75 389.236 2361.52
internal_count=3105271 1138214 209635 928579 708400 694391 181509 115771 512882 167624 220179 1967057 27501 345258 65738 102851 33520 21725 117328 103247 14067 69331 13786 1939556 56856 34068 22788 1882700 1841247 38572 19667 41453 25563 22884 24434 18905 1802675 224180 1578495
cat_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=33083441 23 5 2 352 264 192 10948 256 512 163 1 9664 8522 833 9548 1 3394 418 12 151 1
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
anmdc_ra=1025
adm_past_year=953
agegroup_rm=865
count_proc=845
pat_remoteness=309
cc_renal_disease=173
flag_emergency=142
cc_diabetes_complications=136
cc_congestive_heart_failure=117
indstat_flag=78

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

end of parameters

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